{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "826a2e60", "metadata": {}, "outputs": [], "source": [ "# Copyright 2023 Nico Curti, Gianluca Carlini, and Riccardo Biondi\n", "# Author: Nico Curti\n", "# e-mail: nico.curti2@unibo.it" ] }, { "cell_type": "code", "execution_count": 2, "id": "a3ff3e5e", "metadata": {}, "outputs": [], "source": [ "import pylab as plt\n", "import SimpleITK as sitk\n", "from skimage.data import horse\n", "\n", "from graphomics import SkeletonizeImageFilter\n", "from graphomics import GraphThicknessImageFilter" ] }, { "cell_type": "markdown", "id": "591aed0b", "metadata": {}, "source": [ "## Graphomics Semantic Segmentation - 2D\n", "\n", "Demo of the `GraphThicknessImageFilter` applied for the semantic segmentation task of 2D inputs.\n", "\n", "In this demo we will see how we can use the information extracted by the filter as kick-starter for a semantic segmentation task.\n", "The following example is just a proof-of-concept and the results obtained on the sample image are just a demo.\n", "The proposed pipeline, indeed, is totally agnostic by any information about the semantics.\n", "\n", "For this demo we will use the data sample provided by the `skimage` library: in particular we will use the standard binary image of the `horse` layout.\n", "In this case there are no pre-determined semantic areas, but we can easily predict the possibility to split the horse shape considering its limbs, tail, head, and ears." ] }, { "cell_type": "code", "execution_count": 3, "id": "b856acf0", "metadata": {}, "outputs": [ { "data": { "image/png": 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ARFagSZMmWLNmjU0XqgDQoUMHCCHQs2dPzZ+WIiKyRq+//jrCw8M1V6gWhsUqkUJubm7YsWMHqlatisqVK6uOYxHt2rWDt7c3i1UiIhNr1qwZEhMTNXuLqoJwGQCRIlWrVsVXX32F5557TnUUizt58iRq165t9nG4DICI7IW7uzs2bdqEtm3borDazprx1lVEVqRixYpYtWqVXRaqAODv748OHTqojkFEZDMGDBiAL774QrOFamFYrBJZmKurK7Zs2YIWLVqojqKMj48P2rZtqzoGEZFNGDduHC5evIjw8HDVUcyCxSqRBVWqVAl79uzBf/7zH9VRiIjIBnh7e6NChQo4ceKE6ihmw2KVyEKqVq2KsLAwFqo56tWrh4CAANUxiIg0q1SpUhg5ciS2bNmCc+fOqY5jNixWiSzAzc0NGzdutOtT/w9r2LAh6tWrpzoGEZFmeXh4oG7duti3b5/qKGbFW1cRmZm/vz9++OEHNGjQQHUUq1OpUiU4OjoiMzNTdRQiIs356quv8Oqrr6qOYXa8dRWRGVWvXh2rVq1C8+bNVUexWpUqVcKVK1fM0jdvXUVEtiIwMBAvvPDCA6+NGjXKIrcBtBQ+bpXIwjw8PLB161Y0bdpUdRSrVrlyZVy+fNksfbNYJSIt69SpE3r16gUAiI6OxuHDhx9439XVFe3btwcATJgwAbGxsRbPaEosVoks7ODBg7yYygDHjx9H3bp1zdI3i1UisnalSpWCr68vAP2Fp5MnT859b9OmTVi7di0AICUlBUlJSQ/sq9Pp4OfnBwBYvHgxqlWrhvDwcHzzzTdIS0vD9evXLfQpTKOgYzbXrBKZQePGjVGtWjXVMTTB29tbdQQiIouqWbNm7kNh/P39c39hP3bsGBo1amRwP9nZ2bkFaffu3QEA3bp1w4wZM5CYmIiDBw9CSokNGzYgIyPDxJ/CcjizSmRijRs3RlhYGJ588knVUTQhJSUF48aNw3//+1+T982ZVSKyNuXKlcPYsWNx9uxZAMD58+fxyy+/mHwcPz8/vPbaa9DpdGjYsCF+/fVXrFu3zuTjmBKXARBZQEBAAHbv3o1y5cqpjqIp33zzDXr37o20tDST9stilYisiaenJ5YuXYrx48fj5s2bFhu3evXqaNWqFa5fv47du3fj9u3bFhvbGCxWiSzg6tWrKF++vOoYmjRkyBB89tlnJu2TxSoRWYsaNWpgzJgxmDJlyiNrTy1l4sSJqFu3LubPn//IxVrWoKBjNh8KQGQi/fv3h6enp+oYmtWjR4/cCwWIiGxN+/btsXPnTmWFKgDMmTMHwcHBaNOmjVFrY1VjsUpUQkII9OnTBwsWLECpUqVUx9GsFi1aoGLFiqpjEBGZXN26dVG2bFns2rVLdRQkJyfj3LlzqFu3LoTQxsknLgMgKqE+ffogLCwMOh1/9yup+Ph4+Pn5obDjkjG4DICIVHNwcMAvv/yCl156CdnZ2arjANBPskyYMAGnT59GZGSk6ji5uAyAyAx0Oh2WLl3KQtVESpcujddff111DCIik+nXrx/Wrl1rNYUqAEgp8cknn6BatWq5Dx2wZvwXlqiYdDod5s6di9KlS6uOYjNcXV3Ru3dvFv9EZBN0Oh169OiBL7/8UnWUfH366acoVaoUunfvbtVLAvgvAlExlC5dGvPmzcPo0aPh4OCgOo5NadWqFUaNGqU6BhFRibi7uyMkJAShoaFISUlRHSdfmZmZWL16NSpWrIhXX31VdZwCsVglKoann34aY8aM4QygGeh0Orz88svw9/dXHYWIqNjq1asHV1dXHDhwQHWUQmVnZ2PBggV4/PHH0aNHD9Vx8sV/aYmM5OTkhDlz5qiOYdNee+01VKlSRXUMIqJicXZ2Rp8+fbB27VrVUQy2ZMkSuLu7W+UaVharREbw9fXFzp070axZM9VRbN4PP/wAR0dH1TGIiIxWvXp1uLq6Ijo6WnUUg2VlZSEsLAy+vr5o166dVa1hZbFKZKBKlSph7dq1eOGFF1RHsQve3t5o166d6hhEREZbuXIl3nzzTdUxjJaZmYnFixejZs2a6NKli+o4uVisEhnoqaeeQuvWrVXHsBtOTk7473//i27duqmOQkRksPv33s7MzFQdpdgWLFgALy8vq7mVIItVIgNUr14d4eHhqmOY3ODBg3H8+HHcvn1bdZR8+fr6okmTJnBxcVEdhYioSK6urqhTpw72799vsoebqCClRFhYGDw9PdGhQwflSwJYrBIVISgoCL/++it8fX1VRzGpM2fO4OjRo6hbty7at2+PdevW4euvv1Yd6xFjx47Fc889pzoGEVGhnJ2dMWzYMOzatQsnTpxQHafEMjIysHz5ctSsWRMdO3ZUG0ZKWWADINnY7LnVr19f/v3339IWLVq06JHP6+rqKgcNGiQHDRokY2NjVUfMFRkZKZ2dnY3++clCjm+22FT//8LGZs/Ny8tLRkZGKs9h6iaEkPv377fIWAUd2zizSlQAIQTq1KmD2rVrq45icmfOnMG0adMeeT01NRUrV67EypUr0aRJE/Tu3Rvx8fG4deuWgpT/06ZNG5QtW1ZpBiKiwnh6eiIpKUl1DJOTUmL8+PEIDQ2Fs7OzkgxCFrKmQghR8JtENq5Lly6IiIhQHcMsTpw4gTp16hi8vZOTE8LDw+Hk5ITnnnsOfn5+ZkyXv3///RcdOnQw6vSalNJ67r1iATxmE6nz+++/o0mTJppeq1qYVq1a4amnnsKnn36K1NRUs4xR0DGbM6tE+ejVqxdWrVqlOoZZSCmxaNEio/bJyMhA165d0aFDBwwdOhTjx4+3+PrWGjVqYNCgQRYdk4jIEN26dUN4eLjNFqoAEBUVhUaNGqk5y8X1T2xs/2tubm6ya9euMj4+3thllZqRlZUlPTw8Svy98vX1lfXq1ZMXL16UaWlpFsl+48YN+eKLLxqcUVrBOlJLNtX//7Cx2WNr3bq1HDNmjHRxcVGexdytWrVqMiwsrFjXEBjSCjq2cWaVKEdgYCBiY2OxYcMG+Pj4qI5jNkePHjXJ/f/i4uJw5MgRPPbYY2jfvj127dpltlND9/n5+aFp06Z8shURWQ1vb2+kpKQgLS1NdRSzu3DhAqZMmYKVK1dadFwe8U3IwcEBkyZNMuk/pIcOHUJkZKTJ+qNHlStXDiNGjED37t3t4iKeiRMn4t69eybrLysrC1FRUYiKikJISAhmzZplsr7zM2PGDGRlZZl9HCIielRCQgKio6PRoEED/PnnnxYZk8WqEZycnHL/3LRpU0ydOvWB94UQeP75501689xr167h7NmzD7zWr18/XL58GQAgpdT0UzJUEULA0dERc+bMwQsvvID69eurjmQR2dnZyM7ONlv/c+fOBQDMnDkTOp35TtwMHjwYc+bMQVZWltnGICIqir+/Pxo1amRXvzwnJSXh1KlTFi1Wuf6pkObm5iYbNGggGzRoINu1aydTUlJym6XW6OUnNTU1N8ft27dlo0aNcnPqdDrl3zdrbwEBAbJ///4yJSVFZmVlKfs5qvDxxx+b/e+ITqeTb7/9tjx8+LDZPkd2drZctmxZkVmkFawjtWRT/f8WG5u9tV9//VU6OTkpz2Hp5uDgID/99FNZs2ZNk/Zb0LGNM6sPqVixInr37g0AqFChAsaPH6840aPyPnrSzc0N+/fvB6CfNZsyZQoyMjIAAEuWLDH7GkKtcHZ2xqhRoyCEwOjRo1GlShXVkZRIT08368wqoP97OHv2bCxYsABhYWHo2bOnyccQQii73x8R0X3Ozs65/+bak6ysLPz000947bXXsGDBArOPZzfFamGn5uvXr48PPvgAAODj44MmTZpYKJVp6XQ6zJw5M/frV155JXfB98CBAxEXF5f7Xs4sjE27vywjJCQEzs7OeOWVV1RHsivp6ekYOXIkpJTo1auX6jhERCb19ttv48MPP1QdQ5mvv/4a+/fvx8KFC81eU2i+WNXpdKhZs2ah2wghEBUVhTJlyuT7vqOjI9zd3c0RT6mWLVvm/vns2bO5f5mSk5PRsmXL3PWL0dHRqiKaVMWKFXN/jh988AHatGljsz/b4jh48KDFD6zx8fH4/fff0bFjR7i5uZms34yMDFy9etVk/RERGaNMmTJ44oknsGbNGtVR7ILmitUWLVrg8ccfz/26dOnSmDdvnsJE2pC3UPfy8sLJkycBAJmZmRg9evQDF6qcOHEC+/bts3hGY9WvXx9BQUG5X48YMQJ169ZVmMi6ZWZmKlkWsnjxYri5uWHmzJlwcHAwSZ8XL17Ee++9Z5K+iIiMUaZMGYwcORIrVqzAjRs3VMexC5opVj///HOULl0aTZo0QdWqVVXHsRmOjo5YtmzZA6+dPXv2kSv8Ro8ejZs3b1oy2gPmzZuHChUqPPBaYGAgAgMDFSXSlszMTEyfPl3Z+HPmzAEAfPzxxybpb8qUKSbph4jIWP7+/qhatSoOHTqkOordEIWtM1D5nGk/Pz8888wzCAsLA6C/2MmUt4Qi49y4cSPfW2RlZGTgpZdeKtEC86eeeir351wQf39/k83K2aO0tDR4enoiPT1dWYa6detiz549BS7HMVR8fDyeeOIJ3L59u8htZQHPmbZVKo/ZRPZACIGtW7eiZ8+eSExMVB1HKS8vL6xfvx6vvvqqydasFnTMtrqZ1XLlyqFFixYIDQ1FrVq1VMehHOXKlSvwvZiYGAsmIa06duwYZsyYkTvLWhynT5/G66+/blChStoRGBiIOnXq5Pve77//jvPnz1s2EFEBmjVrhqNHj9p9oQoAXbt2xaBBgyxywbZVzaw6OzsjIiIC7dq1s+SwRDZvxowZCA0NNfttq4pSt25drFu3rsDCpDCxsbHo3r177q3aDMGZVetTqlQpzJ8//4EzZVeuXMl90MnDatSogdmzZ/MXFFLulVdeQd26dbFo0SKlZ6lsmVXPrDo5OeG9995Dr169iryyn4iMFxkZqbxQBfSzq//88w8CAwONXtYTExNjVKFK1sXZ2RnvvvsumjVrhuDg4Af+Pt6+fRvx8fH57le+fHksWrQIw4YNw927dy0Vl+gBDg4OqFevHo4cOcJCVQHlM6v3C1Ve2UtkPo0aNcLBgwdVxwCgX/N169YteHl5GbxPVlYWypQpY3SxwplV6+Dq6oqhQ4fi1KlTiIqKMnp/b29vhIaGYv78+bhw4YIZEhIVrkGDBujZsycmTpyoOopNK+iYbb6HdxuIhSqReX3//fe4ePGi6hi5pJRYtGiRUfusWLEi9wEXpD3jxo1DdHR0sQpVQD/zumzZMgwaNKjQ9fNE5qDT6dChQwdERkaqjmK/VD1n2sHBQU6dOlWmpaUZ+DRww2VkZMiUlBSZmppq8r6JtObtt99W/hzph1vNmjVlenr6AznT09NlSkrKI23p0qXS3d3dpM+ZttWm+uea33F++vTpsmnTpibpr0qVKjIsLEy6uroq/2xs9tOcnJzkr7/+qjyHPbSCjm1KZlZdXFwQGhqK9957z+TP975z5w6Cg4Ph6emJpk2bmrRvIjKN6OhodO/eHXv27EFSUhL27NmDbt26wdPT85E2atQoJCcnq45MRnJzc8Po0aOxe/du7N271yR9xsbGYtSoUZg/fz4qV65skj6JilKnTh0cO3ZMdQz7puK39GnTphkzMWSUPXv25I5Tr149s41DpAXR0dHy+eefV/7bcmHtzTfftPhv6bbaVP8s87aQkBD52muvmaXvmjVrytDQUFmpUiXln5PN9tvOnTulm5ub8hz20Ao6tln8AiudTofLly+jfPnypu4aKSkpaNasWe7Tlxo0aMAnTJBd2759O9q0aaM6hjKSF1gp4ejoiN27d+P555832xjVq1fH5MmTMXLkSK5nJrMZMGAAMjMz8eWXX1rFHVVsXUHHbIsuA/D19cW3335rlkIVAFq2bJlbqDo4OODHH380yzhERJS/cuXKYcmSJejQoYNZxzl//jzGjx+P5cuXP/IoZiJTqV69OmJiYlioKmbRYrVbt2547bXXzNL3nj17HrjiuWvXrvDw8DDLWERElL9+/fohMjIScXFxZh8rKSkJ06ZNw9ChQ1G1alWzj0f2pUqVKpBS4tKlS6qj2D2LFatVqlRBcHCw2fr/7rvvcv9C9ezZE0uXLoWTk5PZxiOydikpKZg6darqGGRHatasiTJlyuCPP/6w2Jjnz5/HunXrEBISAjc3N4uNS7avZs2ayM7O5uN+rYDFitWnnnqqWI9YNERKSgoSEhIA6G8+/dxzz6Fs2bJmGYtIKzIzM3HgwAHVMchOODo6YsmSJfjoo49w48YNi44dHR2NSZMmYcWKFfDz87Po2GSbhBDw8fHBrVu3VEchWKhY1el02LRpk9n6//nnn7Fy5UoAQFBQEEaPHm22sYiI6FFt2rTB7t27kZKSomT8xMREvPvuuxg9ejSqV6+uJAPZji5duqBq1apYsmSJ6igEK3iCVUklJydj7ty5APTPnp4yZYriRETW4f3330dhd/sgMqWxY8diwYIFSjNcvnwZa9euxahRo3jNApXIuHHjjH7SHpmPRYrVtWvXmu3AkZmZid27dwMA/P390aJFC7OMQ6Q1xX20JZGxJkyYgHnz5uHevXuqo+DMmTOYOXMmli1bBi8vL9VxSINCQ0MxadIkZGVlqY5COSxSrJYtWxZCmOd2hz/99FPu7NGWLVvg6OholnGItOTPP/9EUlKS6hhkJzw9PZGYmKg6Rq74+HiMHz8ekyZN4pIAMkqlSpXg6OjIi6qsjNmL1VatWuHpp582W/887U/0qJUrV+Ly5cuqYxApc/PmTXz++ecYMmQIL7glgzVo0ADx8fG4cOGC6iiUh9mL1Xr16pntGc4pKSm5N+oNCQkxa1FMpBXbtm3D+vXrVccgO9GoUSNkZWXlPpDFmpw5cwaLFi3CggULULp0adVxyMpVrlwZrVu3RlhYmOoo9BCzFqtlypRBQECA2fofN24coqOj4efnh4YNG8LFxcVsYxFpQVpaGvbs2WNVp2TJtpUqVQoArGK9an6uXbuGUaNGYebMmahWrZrqOGSlAgMDMXnyZIwYMQK3b99WHYceYtZitVatWujfv7/Z+r+/VrVhw4bo3Lmz2cYh0orbt29j1qxZqmMQWZWEhAQsXrwYAwcONNvjvknbxo0bhzlz5vAOKlZKs7euysrKQmZmpuoYRFYlLS1NdQSyI66urhgwYAA+++wz1VGKFB0djc8//xyzZs2Cq6ur6jhkJYQQeO2113D48GGu87diZitWhRB45plnzNU9IiIisGbNGrP1T6RFL730kuoIZEeeeeYZxMXF4erVq6qjGCQ2NhajRo3CwoULUaVKFdVxyAq0bNkSzzzzDJYtW8Zf9q2Y2YpVJycnLF682FzdIzs7m9P1RHls2bKFjwYki5o3bx4mTpyoOoZRkpKS8PHHH2PgwIFmu/iXtKFr1654+umn8eGHH7KesHKaXQZwn7u7O2bOnKk6BpFyX3/9Ne7cuaM6BpHV+/fffxEWFobQ0FAuCbBTQgh069YN4eHhqqOQATR/B31HR0fUqVNHdQwiItKQ8+fPY9y4cVi+fDkmTZqUu5TB19e3wBnXy5cv4+bNm5aMSWbg4uKCIUOGYPXq1bh+/brqOGQAsxWr3bp1g4ODg7m6JyIiKpHk5GQsX74c69atw/fffw9Af7bO29s73+0TEhIKfTLc7du3eS2FBgwbNgyXLl3C9u3bVUchA5mtWB0+fDgffUpEZMPuP5RFqxwdHdG/f38sXLgw97V///0XJ06cyHf7wMBA1KhRo8D+ypQpgy1bthg8fnZ2Nnr37o3U1FSD96GSCQ0Nxf79+xEVFaU6ChmB1SSRDVi3bh02btyoOgbZkenTpyMkJARZWVmqoxSLj48P5s6di4kTJyIuLs6gfU6cOFFgIQsAOp0OW7duNTiDTqdDVFSURR9ok5GRgTfffBMZGRm5X1+8eNFi46vi4uKC4cOHY9++fdixY4fqOGQkFqtENiAtLQ3p6emqY5AdcXd3x927d1XHKJaKFSti6NChmDFjhsGFqiGys7MRHx9v1D4vvviiycY3hIODA5YsWQInJycA+iePHTlyJPf96Oho7N6926KZzCkoKAjPPPMM3N3dcfHiRfz000+qI1ExsFglIiK7Urt2baSmpuLcuXOqo1hcVlYWgoODc7/29PREu3btcr9u2LAhBg8enPv1l19+qdm1nYGBgWjbti3OnTuHS5cu8dS/hpmlWH377bcRFBRkjq4BANevX8fIkSMB6B+5euvWLZQtW9Zs4xERkW0QQmh6VtjU7ty5gy+//DL361KlSsHHxyf36wEDBmDq1Km5X0+aNAn//PNP7tfXrl2zqnuUurq6wtvbG4sWLUJCQgLGjx9f6EVxpA1mKVbLlCkDZ2dnc3QNQP+b4f2bnycmJuKNN97IvZKTiIioIO7u7hg2bBhat26tOopVSklJQUpKSu7X06dPx/Tp03O/njp1KoYMGZL79XfffZe7/vW+Q4cO4d9//zV/2DyCgoJQo0YNVKpUCY0bN8b48eMRGxtr0QxkPppcBqD1K1CJiIi0KDQ09IGvBwwYAE9Pz0dey+9s59atW00+sVS2bFlMnz4dsbGxSEhIwD///IP58+ebdAxST5PFKhERqdO8eXNcuXIFp06dUh2FFFu9evUjr5UvXx5eXl6PvN6hQwdMnjy50P727Nlj1FMpFyxYgA8//BBXr15FYmKiwfuRtmiyWNXpNP+UWCIizfLw8EBGRgbS0tJURzFaUFAQ/vjjD9UxbNq1a9dw7dq1R14/deoUZs+eXei+zz//PNavX2/QOM8++yzq1auHGzduFCsnaYcmi1Ui+p/4+HhERESojkGkCR9++CGaNm2qOobdKupirL179+LVV181qK+OHTvijTfewJw5c0wRjayYyacodTqd2Z9cxTWrRP+TkJCg2VvLEBEV15YtW3D48GFMmTKFj3e3cSYvVps3b4633nrL1N0+4OFlAPHx8bhy5YpZxyQiIiLrsnPnTvz5558IDg626JPAyLJMXqwKIcy+pvThmdX9+/cjPDzcrGMSERGR9dm2bRsuX76M4cOHq45CZsIrlYiIiEjTNm/ejOPHj+P999+HEEJ1HDIxFqtERESkeTt37sTp06cxdOhQ1VHIxDRZrOa3zODXX3/FzZs3FaQhIiIi1aSUSE9Ph5OTk+ooZGKaLFbz8+233/LRakREZubh4YEWLVogMjJSdRSiRxw4cAAVKlRA1apVVUchE9JksVrQrat4RwCyR5cvX1YdgeyIs7MzqlWrhnPnzqmOYrSZM2di/PjxvP2hDbty5Qo+/PBDTJ8+HRUrVlQdh0xEk8VqQbp3746MjAzVMYgsqnPnzqojEGmCu7s7kpOTVccgM7t79y6GDh2K8ePHo27duqrjkAnYVLFKRERElJqairlz56JLly6oWbOm6jhUQjZVrEopcfv2bdUxiIiISLGrV69i3rx5mDRpEvz9/VXHoRKwqWI1NTUVXbp0UR2DiIiIrEBiYiKGDBmCKVOmIDAwUHUcKiZNFqvmfkIWERER2YbMzExMnz4dnTt3RkBAgOo4VAw2V/UdPnwYS5YsUR2DyCJSUlIgpVQdg8jqtWzZEhcuXMDZs2dVRyEFbty4gWXLlmH8+PEoV66c6jhkJE0Wq4XddiQlJYUPByC78frrr+PWrVuqYxBZPXd3d6SnpyMtLU11FFIkLi4OwcHB2Lx5s+ooZCRNFqtF2blzJ/7991/VMYjMjveLJCIyXHZ2Nr755ht06NBBdRQygiaL1aLWrP7222+4ePGihdIQEdkPZ2dn3s+aNEtKiaVLl+Kxxx5Dy5YtVcchA2myWDVkNunEiROcdSIiMrGNGzeid+/eqmMYxcnJCeXKlcPVq1dVRyErkJqaikWLFuGFF17ASy+9pDoOGUCTxaohxo4di9TUVNUxiMzm4MGDOHPmjOoYZGe0OLPq7e2Nli1bIiIiQnUUshLZ2dl4//330bBhQ7Rv3151HCqCJotVQ29dZYszq1JKJCYmYsqUKcjOzs5tZH/27duHU6dOqY5BRKRZ4eHh6Natm+oYVARNFquGFGdZWVlo1aqVBdJYTmJiIvr27YtKlSph1qxZKFOmDMqUKYNmzZrh+PHjOHHiBG9jRERERDbFUXUAc0pJSVEdwWSSk5MxZswYfPnllw+8BugvKKtbty50Oh1mz56Nhg0b4oUXXlAVlSwgLi4Oe/bsUR2DiIjI7DQ5s2roMoCYmBisXr3azGksY9iwYQgLCyt0m+zsbLz11lsYMGAAOnfujKSkJAulI0u7dOkS7xVIRER2QZPFqqFrNBMTE3Hs2DEzpzG/oUOHIjw83ODtz507h82bN+Oxxx7D4MGDERMTg6ysLDMmJEu7cuWK6ghEmrFu3ToMHDhQdQwiKiZNFqv25MyZMzhy5EixLqKKj4/HypUrUaNGDSxcuBC7du0yfUCyuK1bt6JTp06qYxBpRpkyZXDnzh3VMYiomDRZrBq6DAAAtm/fjr/++suMacxr165dOHjwYIn7mTBhAvr374833niDs3IaN2fOHKSnp6uOQUREZBGaLFaNmWU8deoUYmNjzZjGfP78809MmjTJZP1duHABX3zxBRo2bIjevXvjxo0byMzMNFn/ZF4ZGRn46KOPsH//ftVRiIhsAmfdtUGTxaqxfv/9d83NREkp0bJlS8THx5u878uXLyM8PBz+/v6YO3culwdoxP79+zFp0iQ+7IKIyERWrlyJESNGqI5BRbCLYnXWrFmavDLeEvdMfeedd9CrVy+MGjUKp0+fNvt4VDwZGRlYvHix6hhEmtOnTx+sWrVKdQwiKgFNFqu9evVSHcHsRowYYbFTE9euXcOSJUvQunVrBAYGYurUqUhKSsq9jyuplZaWhh49emDTpk2qoxBpipOTE9q0aYO9e/eqjkJEJaDJYjUmJkZ1BLO6cOECDh8+bPHHqJ4/fx5///03pk6dCi8vL9SqVQs7duzAjh07eOpZkbi4OPTr14/3VCUykqurK4YPHw4/Pz9Mnz4ddevWVR2JiIrJpp9gldfy5csxZcoU1TEMsmnTJhw4cEDZ+FJKSClx5coVtGzZEgAQHBwMLy8vAMCYMWPg7++vLJ+9SE1NxYgRI7Bx40bVUYg0Z9y4cTh+/DheeeUVlCpVChMmTECpUqV4gSKRBtlNsbpmzRpNFKunTp3CkiVLVMd4xPLly3P/vHXrVri5uQEAHB0dsW3bNjg7O+e+7+DgAAcHB4tntDV9+vTB119/rToGkabodDpMnToVUVFRuaf/U1JSsHTpUrz11lu4desWzpw5ozglWQNHR0feEUcj7KZY1QIpJQ4ePIgLFy6ojlKoo0ePPvB12bJlIYTI/bpjx44YO3Zsgfs7ODjgP//5j7ni2YSYmBj88ccfqmMQaYqbmxuGDRuGn3/++ZF1qrdu3cL777+PpUuXYuHChfjnn38UpSRr8cUXX6Bnz56qY5ABWKxakczMTAwbNkx1DKM9fFuwDRs2YMOGDQVu7+TkhA8++OCBAtcQNWvWRLdu3YqVUWs++ugjXLx4UXUMIs0QQmDkyJE4deoUfvnll3y3yczMxKhRozB58mRs27aNSwLsnKOjIzIyMlTHIAOwWLUi99eK2rqMjAxMnjzZ6P18fX3x2WeflWjsQYMGFVnwGvOENCJSTwiBDz/8EFFRUdi9e3eh26anp2PhwoUYM2YMkpKS8Pfff1soJREVF4tVK9K+fXtedV+IuLg4/PTTTyXqY8+ePXjzzTcLfL9ixYrYsWMHKleuXKJxSiIxMRG3b99WNj6Rlri5uWHUqFHYvn079uzZY9A+t27dwsyZM7Fw4ULMmzePa1iJrJzdTCFZ++njgwcPIjo6WnUMm5eWloakpKQC2+nTp5VfiLd161ZEREQozUCkBQ4ODhg2bBhOnjxpcKF6X1paGkaMGIEBAwagcePGZkpIRKZgN8XqW2+9pTpCoX744QecO3dOdQwiIs344IMPcOzYMURGRhZr/6ysLMyZMwctW7bEM888Y+J0RGQqmixWbW1dZ2pqKhISElTHICuQlZWFuLg41TGIrJ6Xlxfq1Klj9Izqw27duoX09HSUL1/eRMmIyNQ0Wawaq3nz5nBxcVEdo0C///47Fi1apDoGWYHr169j9OjRqmMQWb13330XM2fO5NXcRHZAk8Wqsbc8Gjt2LNzd3c2Uhsh0LP2IXSJjDBgwAJ9++qnqGAgMDERycjL+/fdf1VGIyAI0Wawaw83N7YGnK1mbe/fuoW/fvqpjkJXo1KmT6ghEBWratGmRt4ayhMqVKyMtLc0kS2YcHR2h0+keuV802bY+ffpg69atuHnzpuooZABNFqvGrFkdOnQoWrdubcY0JZOVlYVr166pjkFW4sqVK6ojEFk1R0dHPP744ya73VT9+vVRpkyZAh8kQLbJw8MDycnJyMrKUh2FDKDJYtVQlSpVQufOnVXHKNSCBQt46peIyEATJkzApUuXsGXLFtVRiMhCNPlQAEPXrFarVg0vvPCCmdOUTEREhM3d3YCKJyQkBDdu3FAdg8iqdezYEU2aNFEdg4gsSJMzq4YUdw4ODoiKirJAmuI7e/YskpOTVccgK3Hx4kVkZmaqjkFktWrVqoV//vlHdQwisjBNFquGzKwOHDjQqm9XBQDLli3jgwAIAPDHH3/g2LFjqmMQFeiZZ57BhQsXcOvWLSXjBwYGomfPnggJCeHZKCoRPz8/+Pv748SJE6qjkIE0V6xmZmYWeaAaMGAAPvnkEzg5OZl07MjISDz//PMmuSBKSsmF3ZTrr7/+4owRWbXatWvjypUryh5gEhgYiKtXr/KhGVRiZcuWhZ+fH06dOqU6ChlIc8XqwIEDC71i2sPDA8899xw8PT1NNubZs2exZcsWdO7cGfv27UNqamqJ+/zhhx+wbNkyE6QjrUtNTUVMTIzqGESF2rBhAxo1aoTq1atbfOymTZuidu3aWLlypcXHJiL1NHeBVWFPK3F0dMTHH3+MN99802Tj/fnnn3jjjTfw999/AwBeffVVlClTpsT9Zmdnc2aVAOjXqs6aNUt1DKJCZWdnQ6fTQaez/BzH3Llz0ahRI5P3q9Pp0Lx5c+zatcvkfROR6WhuZrUwixYtwrBhw0zWX0xMDPr06ZNbqAJAt27d4O3tXaJ+79y5g9DQ0JLGIzPhejii/Kn4f+Ptt9/GjBkzzNK3o6Mj2rZti+3bt5ulfyIyDU0VqwkJCUhMTMz3vXLlyuHFF180+lGsBTl//jwaN25sljUtGRkZOHLkiMn7JdMIDw9HeHi4xcbjEgDSgu7du+PgwYM4f/68xcb08vJCjRo18Mcff1hsTCKyPpoqVjdu3Iht27Y98nq1atWwfv161K5d2yTj/Pnnn2jduvUj97ysVasWAgICTDIGWa+MjAyLPXpRSomePXtaZCyiknB2dkZGRobFHmLi6emJESNGYNWqVXzKH5lUixYtsGfPHtUxyAiaW7P6sNKlS2PdunVo2rSpSfo7c+YM+vfvj9OnTz/yXuPGjU2yburdd98tcR9kPi+++CJeeukl1TGI7NqMGTMQFhaGP//8U3UUsiE6nQ59+vTBc889pzoKGUEzxeq5c+cwceLEB17z8fFBVFQUgoKCTDJGbGwsmjVrhuvXr5ukv4Ls3LnTrP1TyVSvXh3VqlWzyFh9+/YtcGkLkb3y8/PDY489xkKViABoqFjNysrCnTt3Hnht1qxZJitUAaBr164FFqru7u54/vnnTTYWEaBfh80Luoj+JyAgAIMHD0avXr1URyEiK6GpNat5NWzYEM2aNTNZfxEREYVe6OLr62vSW2IRRUVF8alVpAk+Pj4YPHiwRcZq3bo19uzZw0dRE1EuTRSrUkp06dIl92t/f39ERkaiVq1aJun7+++/x5tvvombN2+WuL+ivPvuu7h48aLZxyHrd/z4ccTGxqqOQVQoDw8PLFy4EAMHDkRAQACefvpps40VFBQELy8v7Nixw2xj5LVmzRq88cYbFhmLiIrP5MsAbt68ibNnz+KJJ54wab+XLl3K/fP//d//oVy5cibp94cffkD79u0tdir2+vXryMzMtMhYZL0SEhL4XGqyetWrV8eYMWMwevRo3L59GyEhIdi/fz8aN25s8rGaNm2K9u3b4+233zZ53wWpUKECrl69arHxiKh4TD6zevToUWzatMnU3T5g9uzZJutr4sSJXDNIFnfu3DmEhYWpjkFUIH9/fwwcOBBLly7F7du3c1831b2s82rVqhWaNGmCSZMmmbxvItI+TSwDSE1NNXmfWVlZmDp1qkVvyJ6ZmclHrBIA4N69e6ojEBXIzc0Ns2fPxooVKxAdHW3WsXQ6HRo1aoR9+/ZZ/KxTamoqXF1dLTomERlPE8Vqjx49kJCQYNI+N2/ejKlTpyItLc2k/Rbmq6++wtq1ay02HlmnzMxMtG7dWnUMonxVrVoV8+bNw8iRI3H58mWzj9ekSRM4ODhg7969Zh/rYZ06dcLmzZstPi4RGUcTxerDT0zR6UoWOzk5GV999ZVRp/8TEhJMclDjkgOSUlrsKUBExqhcuTIGDhyIOXPmICkpyezjOTo64v/+7//w888/m32s/GRnZ8PBwUHJ2ERkOKsvVrOzsx/5h72k/9D37t0bX3/9tVH7JCQk4Ntvvy3RuESAfmaVv7SQtXF0dMSMGTOwZs0a/Pvvv/lu88477+CDDz4w2ZiLFy/Gd999h927d5usT6LCzJ49GxMmTFAdg4xk9cXqokWLEBUVZbL+YmJicPDgwWLtGxcXh/j4eJNlIfvUrl07s6zDJioJnU6Hxx57DOfPny9wmyeeeCLfR1EXR+XKleHp6Ynjx4+bpD8iQ9SuXZt3YtEgsxerBw4cKPTgV5TMzEyTnTI9fvw4OnfuXOzHqf7www/4/vvvi7VvUlISfvjhh2LtS7bFkuukiazV2LFjMXfuXF50SkRFMkuxGhYWhpMnTwIAdu3aVaLfxPM7XVrcNasHDhzAkSNHip0FAD755JNiFbsJCQn46quvSjQ2EZFqJb1mwNpwSY796NatG7Zs2YKUlBTVUchIZjnqnDlz5oH78hXXkSNH8P777z/yenFmWmNiYjB69OgSZzpx4gROnTpV4n6IiLSke/fuePnll7FixQpUrly5RH2VLl0amZmZypfDpKenIzQ0FKGhoUpzkGXUqFEDFy5c4IN5NMiqf0XOysoy2cEsIiLCZPe27N69u0n6Iftz6NAhXLt2TXUMIqP069cPrVu3xgcffID27dtj5MiRCAwMLHZ/L730Em7evIl//vnHhCmL5969e3Bzc1Mdg4gKYbZiddq0acjIyDBL38U5DfXxxx+bbPzExETMmzfPZP2R/YiMjDT7TdaJTGns2LEAgLt37+b+d9GiRejRoweqVaumMBkR2QuzFas///wztm3bhg8//LBY+2dmZqJjx46PvO7j42P0ffEGDBiAW7duFStHftLS0rBjxw4kJycbvE9xL+oiy3JwcICPj4/qGEQWl56ejs6dO+d+7ejoiMGDByM2Nhbr1q3DgQMHct+7cuUK5syZg2nTpsHf319FXCKjODs7w8vLC76+vmZ5ZDCZl9mK1YyMDHTo0KHYN5aWUuZ7m6ilS5cadXA8deoUjh07ZvJF9Nu2bcPq1asN3r5du3YmHZ/Mo0qVKpw1J7uV95jbt29fZGZm4uuvv873OoE7d+5g+PDhmn8qX3x8PNLT01GhQgXVUchMdDodBg4ciMqVK6N169bo0KGD6khkJKtes2oK27dvx+HDh83S9/r163Hp0iWz9E1EpIpOp8OQIUOwZs0ak/ddqlQpvPjiiya9f3ZJnDt3Dnfv3kXdunVVRyEzmThxIq5du4a+ffuib9++8Pf3x+uvv646FhnBosXqunXrsG3btkde37lz5yMHxb59+5b44qqTJ08WexmCIfbv31+ie8iSfcnMzOQtU8imeHp6Gn32zNnZGU899RRvzE5m5+TkhHHjxuHo0aMPPIFy1apV8PDwQIcOHbgkQCMsWqzeuXMnd5F+Xnfv3kVCQsIDr12+fLlEp+6llNixYwfi4uKK3Ych2rZty+e8k0F+/fVXfPLJJ6pjEJnMxo0b0aNHD9UxiB7h6OiIQYMGITY2Ftu3b3+gnsjIyMCnn36KWrVqcYmeRljlMoDt27cjJiamRH1kZ2fjnXfeMVEiIiL7MXjwYKxYsaLI7XQ6ndGTCkOGDMHKlSuLG43IIGPHjsXNmzcRERFR4DazZ8/G5MmTLZiKistixWpMTAw++ugjg7b9/fffcfny5RKNZ6p7qhbl7t27GD58uEXGIm1TfQN0IkO1adMGW7duNUvfnTt3fuCULJEpOTg4YOLEiThx4gS+/vpr1XHIRBwtMcixY8dQsWLFAi9G8vX1RXp6OgD9Y0lNsQ60Y8eOFlkfmJ2djXPnzpl9HNK25OTkfG/FRmSNunXrhnnz5j3y1L+nnnoKL730Uu7XZ86c4eNKyaq0b98eqamp2L59u+ooZEIWKVZDQkJw8uRJAMCGDRvQunVruLu7AwBSUlJw4cIF9OrVCxkZGRg7diy++OKLEo23e/du3nidrE5WVpbqCEQGyczMzPfx1E8++SSSk5MREBAAb29v9O/fn2v2icjsLLIMQEqZe0/SiIiIB26mf+/ePWzYsAHZ2dkYNGgQwsLCSjze7t27ceHChRL3YygpJQ/YRGTzvv32W0ybNg3h4eHYtm0bH3ZCRBZhFRdYJSQkYMCAAVi3bp3qKMXyyy+/YO7cuapjkAUlJycbdY/d06dP83Qp2YwffvgBS5cuNXq/atWqISYmhv8vEJFRlBSrDxelu3fvxhdffGGSA9ilS5fw22+/lbgfY2RnZyMjI8OiY5J59O3bt8htsrOz8d5772HJkiUG9zto0CDOvpPNyM7OLtaylsmTJyM0NNQMiUrm4MGDqF+/PpydnVVHoRIoVaoUateubbYHAZE6SorVRYsWQUoJKSXGjx9v0r5jYmLw448/mrRPsh+jRo0qcpuMjAwsX77cAmmIrMcvv/yCHTt2qI5hFr/88gteeOEFuLq6qo5CJeDu7o5nn33W4hNWZH4WucDqYZcuXYKPjw8A/YMCiLSkffv2SEtLM3j7SZMm8Wk9pHklvZ0gEVFxKSlWpZSPPLHKFLKysvD999+bvF+ivPJeIGiIe/fu8U4ARERW5uWXX0ZUVJTqGGQAq7jAylTS09Mxf/58JWNv2LABZ86cUTI2WQ5/zkRE1mnixIlG1QBDhgzBsmXLzJiITMWmilWVjh07hri4ONUxyMyOHj2a+3O+c+dOkcsBfvzxR3z22WeWiEZEZNeaNWvG9ao2isUqUTEtX74cu3btKnSb1NRU3L171zKBiIiIbBCLVQuZNGmS6ghUQidPnsS2bdsM3j45OZmnmIiIiEqIxaqF8Lnw2nf58mUcOXLE4O3T0tK4eJ+IiKiEWKxaiJubG+rVq6c6BhUiKCgILi4uqmMQERFRHixWTWj58uXIzMzM9z1fX19MmDDBwonIGJMmTYKnp2e+76WlpfFCKSIbtnLlSgwZMkR1DCLKh00Vq4MGDVL62NONGzcWej9NR0dHODg4WDARmUp6ejoiIiKM2seQR7cSkXXYvHkzunTpojoGEeXDporV06dPq45QqB49erCAsSPW/veRiP5HSonTp0+jZs2aqqMQ0UNsqli1dkIICCFUxyAioodIKTFr1iyMGzdOdRQqhg4dOhh99ou0Q1PFart27dCiRQvVMUokJCQEFStWVB2DiIjIZnTq1AmbNm1SHYPMRFPFaoUKFeDn56c6RoGklEU+irNWrVpwdXW1UCIiIiIibdNUsWrtMjIyMHjw4CK3e/311y2QhoxRr149rlUjsnO3b99GfHw8nnzySdVRiCgPTRWrtrLec8yYMTbzWWzFCy+8gDp16qiOQWTTpJSqIxTq+vXruHr1KurWras6ChHloZli9fHHH8cnn3yiOoZJ+Pj44IsvvlAdg8zoxo0bSm+jRmRtOnXqhCNHjiA6Olp1FCLSGM0Uqw4ODnB3d1cdwySEEAXefJ60Zfv27fkWpe+88w5iY2MVJCKyTq6ursjMzER2drbqKIU6efIkatSoATc3N9VRiCiHZopVrTh37hy++uqrIrerX78+WrdubYFEZE6LFi3CvXv3VMcgIhPZtWsXgoKCUKZMGdVRiCiHJopVIQQiIyNVxzBIfHw8jhw5UuR2lStXRqNGjeDo6Gj+UGRxXl5efFoZkUbdvn0bPj4+qmMQUQ5NFKsAUK5cOdURTO6DDz7A008/rToGmcG8efNQrVo11TGIqBiGDh2K1atXq45BRDk0U6wSmUvFihXRs2dP1TGIiIgoH5ooVj/99FNNXZD02WefYe/evQZtGx4eztPFivn4+KBJkyaqYxCRFRkxYgRmzpwJZ2dn1VGI7J4mitWKFStCp9NEVADArVu3cPfuXYO2feyxx/Cf//zHzImIiNRxcXFBuXLlNHWHjEOHDuGnn37CqFGjUKpUKdVxiOyadipAG+Xq6oqZM2eqjkFEZDa+vr5o1KgRtm/frjqKUX755RfUrl0b5cuXVx2FyK5ZfbHq6Oho8BXz1nS6ZsyYMYiPjzdo26CgIAQHB2tq9piIyFDW/uSqwkybNg2hoaFW9e8LPcjBwQHZ2dma/ntGhbP66mjUqFFo1aqVQdv++OOPVnMrqNOnT6NRo0Y4d+5ckdt6eHhgyZIlGDp0KAtWG/Lss8+qjkCkXEBAAJ599lnEx8drcobywoULGDduHObPn4+KFSuqjkP56N27N/bs2YMLFy6ojkJmYvWVkYODA4QQBm3r6Oho8LaWcO7cOfTs2RMnT54scludTpdbsJJtWLFiheoIRMoFBgYiICAA+/btQ7t27VTHKZZbt24hKioK3bt3Vx2F8qHT6Yo1qxoREcE7wWiE1RerxnBxccG8efOsqmA9dOgQunXrhh49ehT5mEGdToePP/4YwcHBVvUZSP9giuLctYF3eiB7FxERgblz52Lnzp144oknNHv/4d9++w1+fn6oWbOm6ij0kKioKDz77LNGz9xv3LgRvXr1MlMqMikpZYENgFTd3nrrLWmMrKwsuXjxYunu7q48e94mhJCdOnWS8fHxRX6GjIwMGRwcLB0cHJTntocWGBho0N+tyMjIR/bV6XQyMTGxwH02btyo/PPZc5OFHN9ssan+fhfVnJ2d5apVq+Tjjz+uPEtx8//88888NlthW7NmjaxevbrR+x04cEB5drb/tYKObVY/s3ro0CHExMQYvL1Op8PIkSPx0UcfWc36VQCQUmLz5s3YsmVLkds6Ojpi2bJlGDJkiPmDkcFcXV0feU1KifDw8AL3cXFxMWckIk1JT0/H+PHjsWDBAtVRiiU9PR2RkZHo1KmT6ij0kKioKLz66quqY5C5aOG39EaNGsng4ODCp70ekp2dLRcvXqw8+8OtXr168urVqwZ9hqSkJBkcHKw8s603Q2dWb9y4Ibt27frI/gEBAQXuc/XqVdmuXTvln9Fem7SC2U5LNtXfb0Oal5dXvmcptNIcHBzkkCFDZI8ePZRnYXuwFWeWtFOnTnLcuHHKs7PpW0HHNqufWQWAAwcOYMWKFfD19YWvry9+//13XL9+vdB9hBAIDg7G4sWLUbp0aQslLdqRI0dw+vRpg7Z1d3fH/PnzERwczLWPZpSeno64uLgit/Pz80Pjxo3znWEtSPny5dGwYUPe9oYoR2JiItasWYMRI0aojlIsWVlZOHbsGGrVqmXUsYDMr3fv3li9erVR++zfvx8BAQHw8PAwUyoyCa3+lt6rV6+iJsJyLV68WLq4uCjPfL+VLVvW4Oz3cYbVvK158+by/PnzBv0smjRp8sC+hc2s3jdlyhQphFD+Oe2tSSuY7bRkU/39NrS9+uqrcsKECcpzlKR16NBBjhkzhutXraiVK1dORkREGL1fnz595IABA5TnZ9P4zGpJjRw5Ep988onqGCUyadIk1RFs2i+//IJ+/fohKSmpyG0nT55s9Hro0NBQ/gyJcvz111/w8vJC9erVVUcptm+//RYnT57Ee++9pzoKldDevXtRq1YtlCtXTnUUKohWf0s3ZmZVSv0V9rNnz1aeG9BfQT5gwACj8mdmZsrPP/9clipVSnl+W26NGjUy6Oexfft26eHhIQFIR0dHOXbsWHnv3r1C90lNTZXvvfeedHZ2Vv457aVJK5jttGRT/f02pr3//vuyefPmynOUtDVr1ky+++67skKFCjx7orjpdLpiz5J6e3vLrVu3Kv8M9t4KOrbZxcwqoL/CvkGDBlZxj7/s7GyDH8V6n4ODAwYNGoT58+dzbY0ZFbUW+r5WrVph7dq18Pf3R2ZmJhYsWIBJkyYhNTW1wH1cXFwwbdo0hISEcA0y2b1p06bh5ZdfRosWLVRHKZE9e/bgxIkTWLBggWYfemArsrOzcffuXbi7uxu97+3bt/HPP//g+eefN0MyKjGt/pZu7MzqfTt27JDe3t7K81evXl3u3LmzWJ/hySefVJ7fVlv16tWN+ll899130tXVNXf/sWPHFrlPVlaW/O9//ys7deqk/PPaepNWMNtpyab6+21sc3BwkOPGjZOvvfaa8iymaMHBwXLZsmWyQYMGyrPYa+vUqZMcNWpUsfYtW7as3LJli/LPYM+twGObVg98xS1WpZQyICBAeX5Avxj8jz/+MDh3enq6fOedd3ga2YzNyclJvvvuu0b9fYqKipJubm4SgKxSpYrB+8XHx8s2bdrw1KEZm7SCAtKSTfX3uzjNzc1NhoSEyKZNmyrPUtLm7OwsAwICpKenp/Is9to8PDzk9OnTZd26dY3e18HBQfbq1Uv2799f6nQ65Z/FHluBxzatHvhKUqzGx8fLevXqKf8MgP5AHRkZKbdu3Spv3bpVYObU1FQZEhKiPK89tDfeeMPov1P37+nr5+cnjx49avB+WVlZsk2bNso/s602aQUFpCWb6u93SdrMmTPliy++qDwHm220BQsWyDZt2sg2bdrIVq1aGVV8zp8/Xz7zzDPKP4M9toKObSLnAJevnBkfqxQQEICwsDA0bNiwWPtv3LgRPXr0MHGqkunVqxeqVKmS73tJSUlYvny5hRPZpzfeeANr1qwxap+//voL/fr1w4kTJ9CnTx+sXbvW4H1v3bqFzz//HOvXr8fRo0eNTEuFkVIK1RksyZqP2UURQuCtt96Cr68vwsLC8M8//6iORBrm7OyMMWPGQAgBIQS8vb0hhMDKlStx5syZQvdt3rw5mjVrhmnTpqGwGolMr8BjtpZ/S69evbo8e/aswbNYecXHx3PNIFu+rTgzq1JKefbsWVm2bFnZp0+fYu0fHR0tK1WqpPzz21KTVjDbacmm+vtd0laqVCkZFBQkly9fLsPDw6WrqytPx7KVuAkhZFBQkAwKCpKfffaZ/OKLL4rcp379+nLBggXS1dWVS7Us2Ao6thl3s0grc/78eTRs2BB79+5F7dq1jdrXx8cH5cuXN1My0rIbN27gxo0bRt1z79q1a7h27RqklMXaHwAef/xx/Pbbb5q+9yRRSaSkpODQoUM4cuQIKlWqhK1bt2LTpk34448/cOjQIdXxSKOklLl/f44cOWLQPocPH4ZOp8PWrVvx2Wef4eLFi7nv3bt3D4cPHzZHVCqAZpcB5PXkk08iLCwMjRs3Nmq/4cOH89Q65atTp05YvXo1ypQpk+/7V65cwapVq3K/PnjwICIjI3O/XrlyJQYOHGj0uElJSejXrx+2bNli9L70KMllAJrXtWtXPP744/j4449VRyE7NXjw4AdueymlRHp6Or755hsuVzGxgo7Zmp5Zve/MmTPo27cvnnjiCWzZsiX3HpYP38syKysr98979uzBd999Z9GcpB2bN2/G9evX4eLiku/7SUlJhc70ZGdnF2vc9PR0nD17tlj7EtmiiIgI1RHIzn3++ecPfF2qVCk0atQIcXFxihLZH5uYWc2rdOnSAPSF6k8//QRXV1cAwKVLl9C9e/fc7TIzM5GWlqYkI9k+FxcXfPfdd3jllVcM2v7WrVu4dOkSbty4gZYtW5o5nf3gzCoRkXYUdMy2uWKVyFqULl0aM2fONGjbffv2YcOGDWZOZH9YrBIRaQeLVSKyOyxWiYi0o6Bjts7SQYiIiIiIDMVilYiIiIisFotVIiIiIrJaLFaJiIiIyGqxWCUiIiIiq8VilYiIiIisFotVIiIiIrJaLFaJiIiIyGqxWCUiIiIiq8VilYiIiIisVqGPWyUiIiIiUokzq0RERERktVisEhEREZHVYrFKRERERFaLxSoRERERWS0Wq0RERERktVisEhEREZHV+n8x5+E9C2rsowAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from skimage.data import horse\n", "\n", "# Invert the horse image\n", "image = np.int32(~horse())\n", "# convert it to the SimpleITK fmt\n", "sitk_image = sitk.GetImageFromArray(image)\n", "\n", "# define the skeletonizer to use in the following examples\n", "skeletonizer = SkeletonizeImageFilter()\n", "\n", "# apply the skleletonization algorithm\n", "skeletonizer.Execute(sitk_image)\n", "# get the resulting image\n", "skeleton = skeletonizer.GetSkeletonImage()\n", "\n", "# retro-transform the output to Numpy\n", "np_skeleton = sitk.GetArrayFromImage(skeleton)\n", "\n", "# display the results\n", "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(12, 6),\n", " sharex=True, sharey=True)\n", "_ = ax1.imshow(image, cmap='gray')\n", "_ = ax1.axis('off')\n", "_ = ax1.set_title('Original image')\n", "\n", "_ = ax2.imshow(np_skeleton, cmap='gray')\n", "_ = ax2.axis('off')\n", "_ = ax2.set_title('Skeleton image')" ] }, { "cell_type": "markdown", "id": "e88bb619", "metadata": {}, "source": [ "Starting from the skeleton image backbone, the purpose of the `Graphomics` is to extract and analyze the underlying graph.\n", "To this purpose we can directly apply the `GraphThicknessImageFilter` and evaluate the extracted network.\n", "In this demo we will particularly focuse on the `edgeMap` produced by the filter." ] }, { "cell_type": "code", "execution_count": 4, "id": "802617ed", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# define the graph extractor to use in the following examples\n", "extractor = GraphThicknessImageFilter()\n", "\n", "# execute the filter\n", "extractor.Execute(skeleton)\n", "\n", "# get the computed information about the graph\n", "nodes = extractor.GetNodeIndexes()\n", "edges = extractor.GetEdgeIndexes()\n", "edgeLUT = extractor.GetEdgeLUTIndexes()\n", "edgeMap = extractor.GetEdgeMap()\n", "\n", "# transform the edgeMap to Numpy fmt\n", "np_edgeMap = sitk.GetArrayFromImage(edgeMap)\n", "\n", "# display the results\n", "fig, (ax1, ax2, ax3) = plt.subplots(nrows=1, ncols=3, figsize=(16, 6),\n", " sharex=True, sharey=True)\n", "_ = ax1.imshow(image, cmap='gray')\n", "_ = ax1.contour(np_skeleton, colors='lime', linewidths=1)\n", "_ = ax1.axis('off')\n", "_ = ax1.set_title('Skeleton Backbone')\n", "\n", "_ = ax2.imshow(image, cmap='gray')\n", "_ = ax2.scatter(*zip(*nodes), facecolor='red', marker='.', s=50)\n", "for ex, ey in edges:\n", " ax2.plot(*zip(*(ex, ey)), color='blue', linewidth=2, alpha=.5)\n", "_ = ax2.axis('off')\n", "_ = ax2.set_title('Skeleton Graph')\n", "\n", "_ = ax3.imshow(np_edgeMap, cmap='bwr')\n", "_ = ax3.axis('off')\n", "_ = ax3.set_title('Graphomics Mapper')" ] }, { "cell_type": "markdown", "id": "fb2c9088", "metadata": {}, "source": [ "For sake of clarity, we report in the following the definition of the `edgeMap` (or `Graphomics Mapper`) computed by the filter:\n", "\n", " The edgeMap image/volume has the same size of the original input, in which\n", " each edge component is labelled with a different index:\n", " ° 0 values identify the background.\n", " ° > 0 values identify the labeled edges found\n", " ° < -1 values identify the labeled hyper-nodes found\n", "\n", "According to this nomenclature we can easily extract a binary mask with only the nodes locations or with only the edge locations.\n", "In this case we are interested in this second option, since the edge curves could be used as starting point for a semantic segmentation of the macro-areas which define the horse shape.\n", "In particular, the `Watershed` algorithm (a standard technique for the semantic segmentation) application relies on the availability of robust markers for the identification of the different ROIs.\n", "\n", "In this case we will use the edge mask as initial seed points in a `Watershed` segmentation producing the resulting semantic segmentation of the 2D input image. " ] }, { "cell_type": "code", "execution_count": 5, "id": "92054b6e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extract the marker mask filtering the mapper and\n", "# selecting only the positive values, i.e. the edge markers\n", "markers = sitk.Threshold(\n", " image1=edgeMap,\n", " lower=0,\n", " upper=len(edges),\n", " outsideValue=0\n", ")\n", "\n", "# apply the watershed algorithm using the marker image\n", "# for the initialization of the seed points\n", "ws = sitk.MorphologicalWatershedFromMarkers(\n", " image=edgeMap,\n", " markerImage=markers,\n", " markWatershedLine=True,\n", " fullyConnected=False\n", ")\n", "\n", "# mask the resulting watershed segmentation according\n", "# to the original mask\n", "ws = sitk.Mask(\n", " image=ws,\n", " maskImage=sitk.GetImageFromArray(image),\n", " outsideValue=0,\n", " maskingValue=0,\n", ")\n", "# get the resulting semantic seg as Numpy fmt\n", "semantic_seg = sitk.GetArrayFromImage(ws)\n", "\n", "fig, (ax1, ax2, ax3) = plt.subplots(nrows=1, ncols=3, figsize=(16, 8))\n", "\n", "_ = ax1.imshow(image, cmap='gray')\n", "_ = ax1.axis('off')\n", "_ = ax1.set_title('Original image')\n", "\n", "_ = ax2.imshow(np_skeleton, cmap='gray')\n", "_ = ax2.axis('off')\n", "_ = ax2.set_title('Skeleton backbone')\n", "\n", "_ = ax3.imshow(semantic_seg, cmap='nipy_spectral')\n", "_ = ax3.axis('off')\n", "_ = ax3.set_title('Graphomics Semantic Segmentation')" ] }, { "cell_type": "markdown", "id": "c2253062", "metadata": {}, "source": [ "We would like to stress that in this case there is no a ground truth about the semantic segmentation, but the possibility to use `Graphomics` output for semantic segmentation tasks extends the potentiality of the proposed technique.\n", "\n", "⚠️ **NOTE:** The approach proposed above could be used for the estimation of the graph's weights in the skeleton backbone.\n", "For this reason, the `Graphomics` package provides a ready-to-use implementation of this technique into the list of possible `graph_weights` algorithms (ref. `graphomics/_graph.py` for developer details)" ] }, { "cell_type": "markdown", "id": "133719fb", "metadata": {}, "source": [ "## Graphomics Semantic Segmentation - 3D\n", "\n", "Demo of the `GraphThicknessImageFilter` applied for the semantic segmentation task of 3D inputs.\n", "\n", "In this demo we will see how we can generalize the previous semantic segmentation task to 3D medical volumes.\n", "The following example is just a proof-of-concept and the results obtained on the sample image are just a demo.\n", "The proposed pipeline, indeed, is totally agnostic by any information about the semantics." ] }, { "cell_type": "markdown", "id": "7b90b92d", "metadata": {}, "source": [ "#### Femour anatomical landmarks\n", "\n", "For this demo we will use a data sample related to a 3D segmentation of a femour: this data was provided by the collaboration with the IRCCS Rizzoli Hospital of Bologna University.\n", "Further information about the segmentation and data are available in the paper of Biondi et al..\n", "**TODO:** add hyper-link to the paper\n", "\n", "In this case there are no pre-determined semantic areas, and the purpose will be to identify the anatomical landmarks of the femour volume with the help of the nodes/edges information obtained by the skeleton graph." ] }, { "cell_type": "code", "execution_count": 115, "id": "68d645cc", "metadata": {}, "outputs": [], "source": [ "# load the medical image file\n", "from graphomics import LoadImageFileInAnyFormat\n", "\n", "# declare the input filename, in this case a Nifti compressed fmt\n", "filename = '../../../samples/femour_seg.nii.gz'\n", "\n", "# load the volume in a sitk.Image\n", "sitk_vol = LoadImageFileInAnyFormat(\n", " filepath=filename,\n", " binarize=True\n", ")\n", "\n", "# extract the skeleton of the 3D shape\n", "\n", "# define the skeletonizer to use in the following examples\n", "skeletonizer = SkeletonizeImageFilter()\n", "\n", "# apply the skleletonization algorithm\n", "skeletonizer.Execute(sitk_vol)\n", "# get the resulting image\n", "skeleton = skeletonizer.GetSkeletonImage()" ] }, { "cell_type": "markdown", "id": "72febf6f", "metadata": {}, "source": [ "As always the first step is the visualization of the intermediate results.\n", "\n", "For the visualization of the 3D mesh we will use the marching_cubes algorithm provided by the scikit-image package." ] }, { "cell_type": "code", "execution_count": 116, "id": "749928c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display 3D mesh\n", "from skimage.measure import marching_cubes\n", "\n", "# retro-transform the volume to Numpy fmt for the display\n", "np_vol = sitk.GetArrayViewFromImage(sitk_vol)\n", "\n", "# retro-transform the output to Numpy for the display\n", "np_skeleton = sitk.GetArrayFromImage(skeleton)\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(np_vol, 0)\n", "\n", "# plot the results in a 3D graph\n", "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "ax.plot_trisurf(ptx, pty, faces, ptz, \n", " color='lightgray',\n", " alpha=0.05,\n", " antialiased=False, \n", " linewidth=0.0\n", " )\n", "\n", "# draw the skeleton shape\n", "sz, sy, sx = np.where(np_skeleton)\n", "ax.scatter(sx, sy, sz, color='r', marker='o', s=10, alpha=0.5)\n", "\n", "ax.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)*2))\n", "ax.view_init(elev=0., azim=90)\n", "ax.set_xlabel('x', fontsize=12)\n", "ax.set_ylabel('y', fontsize=12)\n", "ax.set_zlabel('z', fontsize=12)\n", "_ = ax.set_title('3D Femour Volume', fontsize=14)" ] }, { "cell_type": "markdown", "id": "7645a7c1", "metadata": {}, "source": [ "In this case we can clearly see that the skeleton of the 3D volume perfectly covers all the anatomical backbone of the bone, providing ramifications only in the top and bottom sections.\n", "The next step involves the extraction of the skeleton graph information as done before in the 2D case." ] }, { "cell_type": "code", "execution_count": 117, "id": "e8883c6e", "metadata": {}, "outputs": [], "source": [ "# define the graph extractor to use in the following examples\n", "extractor = GraphThicknessImageFilter()\n", "\n", "# execute the filter\n", "extractor.Execute(skeleton)\n", "\n", "# get the computed information about the graph\n", "nodes = extractor.GetNodeIndexes()\n", "edges = extractor.GetEdgeIndexes()\n", "edgeLUT = extractor.GetEdgeLUTIndexes()\n", "edgeMap = extractor.GetEdgeMap()\n", "\n", "# transform the edgeMap to Numpy fmt\n", "np_edgeMap = sitk.GetArrayFromImage(edgeMap)" ] }, { "cell_type": "markdown", "id": "124035bb", "metadata": {}, "source": [ "Display the results for sake of clarity." ] }, { "cell_type": "code", "execution_count": 118, "id": "ea857179", "metadata": {}, "outputs": [ { "data": { "image/png": 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nsvlISAUxquXZ930Mw9A1NCqLoo6BkiSh1+vpbIzqNpqZmcHzPB3wtFot2u02nU6HRqNBu93G8zwJWoS4wUnQIsR15C//8i85c+YMhUKBUqlEoVCg1+sxGAyo1+t4nofneXQ6HVzX1YW1qoC2VCqRy+XodDo6YFFHRSpAubSLaPOfVQeRaZpYlkUURfpX3/dZW1ujUChsuYbhcKjrYOI4Jo5jXQxsWRalUgnLsvB9n7Nnz7Jv374rdDeFEFcbCVqEuI40Gg09KK7RaBAEgS6qjaKIUqmkB8h5nqe/rlwus7q6SrFYxDAMoijC8zyCINCf7/V6AFuOiGA9qFGzWVQAY5qmDlySJNH1LLlcTr9uPp8nyzI9UVe1V6tgyrZtVlZWaLVa9Ho9wjBkaWmJlZUVqW8R4gYlQYsQ14lOp8OpU6fYvXs309PT+L6PZVkMBgPglaOgtbU18vk8gK5X6ff7pGnKYDDQU2tVoWyWZbRaLZIkoVqtvmbbs3qeNE114KGeT9WyZFlGFEXYtk2n06FSqehOonw+T6fT0cW9anaM4zh4nsdwOGR0dFT/fn5+nunp6St6f4UQ20+CFiGuE+fOndNtw+12m7W1NVqtFjMzM/qIxTAMXaAL67uFsixjMBjoo5o0TanVajSbTQqFgt7yXCqVALbUxChxHNPv93UdTBzHuvZl87JF0zRptVo4jkOr1dLZln6/r2thbNvWM2RUVieOY+r1up730m63JWgR4gYkQYsQ14nHHnuMOI7Zu3cv1WqVMAxZXl7G933d1mxZFt1ulziOKRaLBEFAGIbkcjldSAts6RxSg+hc1wXY0vq82eZOI9M0dUu1mueSy+X089q2zWAw0APsVOGveg1Yzwy1222iKCLLMh0YmaaJ7/tcvHiR3bt3X+a7KoS4mkjQIsR1Qo3DP336NK7r0u/3ieOYo0eP6mOWLMuoVqs4jkO5XKbf7+uvVQW0aZrS7XapVCp0Oh3SNMX3ff15VSfzelRtijpeAnQGR81nUVmUTqdDkiS6YPdSvu9TKBSwLIter0ccxziOQ7/fZ3Z2llKpRLVavSz3Uwhx9ZGgRYjrxAsvvECtVuOee+7BMAzOnTunsxthGOpZJ6ooVs1GqVaruqZFDY1TgYKaSqtYlqV3C70WNV9FBTuwHsQUi0U9eVftO/I8Tx9ZhWGoB81dSh0HqaBFzX9J05Tjx4/ztre97fLcUCHEVUeCFiGuEyMjI7RaLc6dO8dwOGRhYYHbbruNSqVCmqYUCgVGR0d1IKKCBdd1dfeOGu6Wy+V0IKPG/quA5pVFizFZBmm6HsCo+S6qU0l1Kan5LmqztMrqqC4i1WodBAG+728JiOI4xjRNRkdHmZqaol6v62m7SZLQ6XQ4ffo0Bw8e3JZ7LoS4siRoEeI6MTs7y9TUFPv372c4HOrAYTAY0Gg0iOMYz/Po9/v6uEYVzqouIxWYbA42giDAcZyNEf8ujUbC8rJJqxXjOBnlcsb0dEax+MrQuVKppAMhVeirampUK/Xma1BBiPqYoobehWHIYDBgOBzqYEtd39ramgQtQtwgJGgR4jLodDrU63UuXLhAFEV6p4/KUpimSS6Xo1arcccdd7whrzk9PU232+WZZ57Rb/6jo6OkaUqlUqFWq2EYBv1+n3K5rAfI+b5PGIZ6LL9hGLqmRWU61utPTE6cCJidHRA0Mrx2ncKEQzpTZnXV5Y47DIpFWx9HqYm4juNgvXyObHEZr1YmCAIdqKi5Lr1ejyRJGAwG+L6vC4LVvVJ1MioDtHl6bq/XkxZoIW4QErQI8V36sz/7M93VEgSBbtlVVNuv67q6hVf9uVqtUi6Xtwx4+161Wi0KhQKHDh1ifn6eqakpzp8/T61W00c9SZLo4xuVcVEBQK/XI4oiPUVXtUCvtzCnnDqV4oYR9jeOUatfxCrYdF7KYz7VIf+2e1jbeYjRUUcfJQGkacbCf32K+c89T5Cm5J0U5/81SXH3+pA713WxbRvf9/UguzRN6ff7OI6jMy3qPm9ewgjoo6tOp/OG3UchxNVLghYhvgsPP/www+GQiYkJDMPQw8+CINBtxVmW4TiOfmNWo+nVXJJWq8VgMOCZZ54B1qfO7tmzh8OHD39X16Rak9XzVSoVJiYmKBQKTExMAOi2YsMwqNVqhGGoAydVL9Lr9SgUCuTzecIgYNjvk0RF+v0E64XnCObncNI+1tAgy0VcaGeMPPsFXqouER2YoEqV4jCHnRqcfSlh7eFz7HACkqLDoJsy+0KPveNjFAoxaZoShqHeWaTuWRRFOI4DoMf5q4m7g8FAZ2hURkcFMUKI65sELUJ8hz75yU8yPz9PuVzWGQsViHieR5qm7N27V3/O8zzy+bw+ZjFNU7fubm4FVlkYVRz7nXjsscf00LdbbrlFv7EnScL8/DyVSkV/XhXFqsm3KqvRbrdptVr4vr9eA7OygvOXf4l/4gSLVo1KfR+G2cPP7cS3UsgyXMdnGGRUl+vUvvAoOz/zFIlfoB3GZKnDXHQ3k0mP0EiJl4Y4rk03jnn55YCbb071/VJHVUmSEATBq7qI0jTVg/NUQS+8skLg9bqZhBDXFwlahPgOPPbYY3rjcbFYpN/v62ONxcVFfTw0Pz+P7/u4rovneaytrenMAaBbd9Wbs2maRFHEYDDg0UcfxfM8CoUCu3fv5uabb/6m1/T1r3+dJ554gtHRUbIsY2FhgUKhQKFQoFgsUiqVdBCk3vRVcKS6iOI4plwuMzo6StjrkTcM8o88gnPyJGGjwWhY52I2QeI2caIS9dCkkAaEbo6RsE43NLlzcIKCZ1JYa9PLMppJETcLcHIhZhiDZ+NNVPFsk3piUyg4OnhTe4pUMKVG+MMrw+lUK7X6vGEYDAYDvVNJCHH9k6BFiG/TqVOnePzxx7cUgML6ALRarcahQ4f0G60almZZFs1mk0ajoR+rxtQDW4411OC2fD5PoVCg2+2SJAn1ev2bXtfZs2eB9QFx3W6XQqEAQLfb1cGQ6hBS02VhfbOz7/t6WFuz2WTluecwP/tZnMVFzLU17HabtT17sJtN9hgv8Zx1CNdvkQ13sjzcSdHqkytk3JqeY9JMifMVglzGMI6xOxFmziOt2fTX2pi+RTeMcJwiEJAkpi68dV2XbrdLsVjUR0DqGlWn0GAwYGJigvn5ed3lpDqI1JA8IcT1TYIWIb4N586d4/HHHyeOY/L5vJ4Qq+pBVldXaTQaemmg6hQC8DyPKIqo1WoMBgM8z6PVauG6ri7SVV06qvV3dXVVF/KqgGezT37ykzpoarVajIyMAOhJtNVqlXa7TbFY1IGMGuamAiqVXen1evi+T7PZZOexYyRzczjNJv5wyND3qa2tYWQZjnOOW5NlFor78CdquPYqO0Zs8t01sos9giEYwyGu6zIShgR5i0m6tJo7KFtgjYywdOgg6dhuDu4f4nmuzjSpolxVv1IoFPTiRMMw9GyX1dVVoijSbdiqVui1htIJIa4/8m+6EN+GJ598ktnZWfL5vC4YnZyc5ODBgzoTMjIyoo9bVM2FZVkMh0NdYNpoNOj3+3puSblcplwu68FshmHouhe1+TjLMn0EpViWxa5du1heXqZUKuk6lCAIaLfbumW42WySZRlra2v6DV7tB3Kc9U4ftdOn2+0yHA4ZtFpEQFIsYlSrRCMjzP/gXfyb0T/BS21+OfgRJiYOEEURHaATx4SdDgbg2jaJYZAvlcgMg2oKnYspi90icdyn34+4dbLFyIhHu90ml8vpbqFSqUS73cbzPD3LRQVcQRBQLpf1FF+VZYnjmCzL6Ha7V/BvgxBiu0jQIsS38PWvf13XqKgAQx2pPPfccwRBoKe6bq5RUYFLEAQ66FB1K57n6cFoKqOw+dhIPV61SUdRxPPPP6+Dmm63q7MNqp5DtVCvra3pDA6gf1XD3dRmZXU8ZNs27XabdrtNbTikkssRd7skzSZprcbg/nfxv9/+V8wZbX4s+TFmwiP6a7VaDUDPZVFdSaZpsmNHRhQZDAY+i4svc+DANEmSUCwWdeeV4zhbrk3VtxSLRZ2p6na7dDod/doq09RoNN6wWTdCiKubBC1CfBNRFPH444/r4WvD4ZAdO3Zwyy236MfU63WSJNGL+9TxkGVZ+uhCZWjUMYcarvbiiy9umQCrCnBVcawKAPr9Pnv27CEMQxqNBtVqlVarpYtU1awY1S6sJs+qrIoqcA2CgE6nozMVYRjq+S3BSy/RunCBwPdpjI8TlEoM3/MeXs4tUj9VZ8aZYWZxhtmxWf09lMvlV3XuFAoFnQHZHMQVi0UddHS7Xb3DKEkS/Xh1vSpzoo6zfN/XNT+2bTMcDvUgPNd1dQAjhLi+SdAixOvodDp86UtfIk1TRkZG9Btqv9/n2WefBdDZFGDLiHpVb5GmqR49r4aj5XI56vU6/X6ffr+vJ8GqN2K1AVmN2FfPoybI5vN5XNfVHUyO41AoFBgOh5imSbPZZLhRW1KtVul0OuTzeZIkwfd9sizTfzZNE9/319uNz50j27EDr9ViZ71O//3vJ775MP9H9Y9ZNBf5aPJR3rn3nVuCC3WkdSlVTKuKaNWxmWpxVkGTeg6VUVK7jqIoAtABkVpDMBwOdZ2Oeny5XGb37t1X4G+EEGK7SdAixOs4fvw4Z8+e1ccx1WqVw4cPUywW9ZGLYRisrKzQbrd1MKF2/qihaWqCq3rTBqjVavi+z8jICLZtMz8/r4MOlX1QywNVANNsNnWhrZoEmySJzqxsHrKmRvP3ej3dlq0CFoB+v4/rurq1uPfUU5RffpkEaFUqWDt3ku3ezcPNL9JZ6HAoOMRIc4S/Nv9aX6eqkRkfH9fBgwoyTNPUGZc4jqlWq4RhqI95hsOhbrlWRciAfjysd1apAuJisUi9Xtdj/AuFAmEYArzmXBchxPVJ/k0X4jWcOHGCEydO6IxJHMc0m02OHz+usxy+71OtVnWhrepqUccy/X5f16MEQUCxWATW61RUNkW9kddqNZaWlvA8j1KpRBzHOjAJw5AgCJiamtJBjxpI57qufsNP05QgCGg2m/oIpVAo4Ps+7XZbzzNRCwht29aZD//FF8l278Zvt8mShOgd74DJEb5mfY0synh/9H5um75Nv44qRu50Oq8qJIb1oKVUKtHv93UQl8/n9fcehiGmaW7JvsArc2QAPY+lXq+zsrJCmqZ6EaM66jIMg7e//e1X9O+GEGL7SNAixGs4f/48q6ur+ljnzjvvpFgs6sBD/V9+r9fTu3HUm6nKQpRKJV2Qq2pKAIbDIZ1OR9eqqIyFmvqqinWDINC1HlmWsbq6qt/U1XGROlZRb/QqS5HL5QiCQE/G9TyPTqeja0WKxaKuHTEMg7jVonD6NP18noHrMhwb4+vB55i1ZpnsT3I4OEyPnh5K1263MU2TdrvN7OysHmxn2zaVSkUf76h6FXilCDmKIr2fSA2V27xUUh0XjY6O4vs+URSxc+dOHaj0ej16vZ6e6SJZFiFuHPJvuxCXePLJJzl16pQeD++6LrOzs5RKJWq1GqZp6kxJu92m1+vpIl1Vy6EyCPV6nVKppLMLsJ6FmJiYYDAYrO/32Rjbb5qmLlCtVCo6mFF1NFNTU1iWheu6OsuwOWuhshX1el0fLalhd6oYuNls6mtQm5V9zyNJU6JaDbNcJmfbhHbK13Jfo5AW+AnvJyjbZX1/VA0NwPj4uA5+NmdcVMCkhtepAXDqWE11CalARGWAVABiWRZBELC8vKy7i8Iw1M8J63UuH/jABy7/XwghxFVDghYhLvHyyy/T6/UwDINcLsdtt93G9PS0/rzKjiRJQrlcZmFhQQcFajgcoItGVd0JvDKuf2lpST8uSRKazabOmqjXhq1zXs6dO4fv+7plWgUv6nnVbh41+0QNwNu8dTmXy+lrUEXDnDhBZXYWu9EgThLaMzN8wfwq9bDOnsEeDkQHGDLU13pp9qTZbOpjKcdx6PV6+uhJFcuq4EkV56pgRWWmHMchn8/rwFDtapqcnGQ4HOpt1MVikeFwyNLSEqOjo5JlEeIGI//GC7HJiRMnmJubA9CD3+bm5vTcEVXPkcvlyLKMwWBAp9PR9RnqzVoV4QK660e9cbuuq4t2V1dXt8wrsW1b17l4nqezGouLizqQOXjwoL4WdaSijpeSJNFtxWqho5pz0u/3GQ6H+ghKZXKGzz5LtGsXWa2GnSS077mFx5xPURqU+MDwA0RJtOUeqWwKoLdFq2F3KjN1aSu0qq956aWX9OwVeCUDtLy8TJZltNttVlZWdDCjjotUJkkN8vu5n/s5CViusM0/dyG2i/xbL8QmZ86codVqkWUZIyMjHDx4kEKhoOtH1O4elelQ9SVJklCpVEjTVG9RVo9VGYU0TfURTi6X0/UyvV5PD5uzLIter6cn5qrXVOPte70eZ86cAdBv2oZh6OMpQGd31FA7y7K2FLrC+iyVJEnInTyJOzeH2WiQFIukBw/ymUMvsewvc9Q7yt5gL+WRV7ZZqyBCfW8qyNrcJQVsmVCrFiL2ej3d+VQqlXTBsiraVcGX2uI8HA6p1+sMBgOSJNFrEnbs2CEByxWmjijz+fx2X4q4wcm/+UJs8vLLL2NZFjt27GD37t10Oh2iKNJ7gNRwOHUcMxgMdJCjAgy1B6jX65HL5RgZGdFfrzIGo6OjpGmq619URmRzK7EKXlQdSKFQoNVq6czNyMgIlUoFWA8MVHCkvkZlh9T1JkmiA4fhcLheEHv8OIPdu2Fycn1w3d5JTs0+yS5zF2+130rDbNBqtQD0tatjrTiOdfCgMiBqweHmLEuSJDrLpIIuz/NoNBr6qEplqVTQowKXKIr0KoNKpcLP//zPS8CyDdTfuc1ziYTYDvJvvxCbrK6u6jfmkZERut2uPgpS/9HOsoxisag3Mo+MjDAYDKhWq1iWRb/fJ8syPSFXLSpUxahpmtJsNnVbtMrWqJoUla1R2RI1q6Ver+sR92pcf6fTIY5jPbdEHS2poEh156jal0KhgGma65Nwn3mG8sWLmGFI5jj0xsZ4+L6zzOZmuTO6k3vte3Wgo4brbX5OdZ2bM0iX/nlzO7Zpmpw9e5ZDhw7pP6vnUAXH6t50Oh3a7bae59LtdhkbG5OAZRuoFnlVfC3EdpL/AgixSbfbZf/+/ezatYs0TalUKuRyOebn57fs86nX6zqb0Ov1CMNQByKqa0dNwr10T1CpVCIMQz2PRU2nVcPh1Gj6kZERSqUSlmWxtLREqVRidHSUIAhYWVnRo/sLhQIzMzO6JqbX6+l6l80rAvL5PJZl0W63CYMA4/hx2nv2YIQhdLucuH03zzhfxE99fiD+Adr9ts581Ot1DMOg1WrpYEtlQmzbJggCwjDU6wuGw6FeMaBaoFXBcafTYTgcYlkWg8GAYrGo26BV0bCqEyoWi/zCL/yCvu/iysuyDN/3pZ5FXBUkaBFiw9e//nWdWVBBR7PZpFwuY1mWrllRWRR1tKMmutY2lgYGQaAzIqorRgUwgK4LUQPkVM2H67r6WtTXqp07/X6fcrmssxKe5+lJt3Ecc/z4cSzL0i3R3W5Xf73ruvpIx3VdfN+ncPIk6coKfq+HUywS7dzJl+54mrbd5n3p+xhllMRKyOfzesePbduMjo7q51NTeOGVo6PXyr6o142iiHPnznHgwAG9LDLLMur1ut4dpKYB5/N5ut2u7oYS20P9fCXDJa4W8jdRiA3PP/88AFNTU3rq7ejoqJ69orIJgK4fUYWoapGhakPefDyi6mJUIOK6rs5IbG7/3VwvkMvldLuyylwUi0WdzZmcnGTHjh30ej3dEbR37149Bn9yclLXg6jr6XQ66xkMwDp+nHTnTtIoYhgEXLhrN4PmGQ4uHeSW6BZOBid1fY1aHaAyT71eT0/5VUXKqman2+3q+SuqbkbdC9W19Nd//df6qEx9z+p+53I5KpUKb3/72zl48OAV/OmLS2VZpoNtybKIq4UELUIAzz33nD6z73a7epdQs9nUnTblcplSqaSPNFShqzrqUJkWNW9FDZtTiw1VkKMWBsL6m7Vabrg505IkCblcTgc46g1+bGxsSwZDbYReWVnh2Wef1a+dy+V067NaLeB53npx8MWLxIMBTrtNVixiTU/zyM0n6cd93tx7M7uN3ToIUQPjRkdHdXZFDZPr9/s6u6OKklUBsQpkgiDQc2bUcDiVCdr8f++btzyrIFBsLxVoqyNCIa4GErQIAbzwwgucPXuWqakpDh06pAOGIAio1Wr6/zqjKNpSr6GyCpsLalXwoY6N1P+tqv07gG6ZVvUnmwfQqSJVVYAL63NO1GA5VZeijm3iOKZYLOquJHWUMzU1pT+vClw928b97GcZ5PNEG1NmLx4pc7H/FOW0zF3Du4jsSAcZ6qhM1fCouhl1NKTarFVGRU0RVl1EquW6UqnoLM3hw4c5cuSIHDlcxYIgIIoivfRSiKuF/FdDXHeCIOCXfumXePzxx7/tr2k0GvrI58UXX8R1XTzP07UhWZZRLpd195DKgKiul81BB6CDFDWnRY393zwzRe3OUXt3PM/TU2xVJmZzWn55eVkvb1Rv+CpYUEHU6uoqAM1mUwcQ6ggmSRJyZ88y0ukQJgmW6zKoVHh47Fkw4Ej3CO2VNm3W9wqp2hz1/aoOp837ftT8GfUaqktJDeFL05R+v6+vXc2vUcHOG03VxDQajcvy/IAOxM6dO3fZXqPf7/PMM89c1mOZXq/3uv+OJEmiJxoLcTWRoEVcN97//vfrN+3jx49z8803MzIywic/+clv+bWf+9zn8H2fmZkZdu3aRRiGFItFfN8nl8vp0fkqM6LG5GdZpjt5pqendWFsHEOrZdPvJ3ge2HaM76dUKnk970UNWuv3+3rrstqxo7IZqrC1Xq+Tz+f1XBZYr5dpNBpbliUmSUKtVtNHXSqQ0kHTk09ilUpkKytYwyFf+4WbeWzf56naVd567K3c8u5bdOvx5hZnNVNGBUgqeFLBklqkqLqXWq2W3r/0rne9C1h/I3zmmWe455573tCf+2b1ep16vX5Z62HOnj1LsVhkfHz8sr3GM888wy233LLlyPCN9vjjj/OmN73pNT+XZRlPPPHEZXttIb5bErSIq87Fixf5yEc+wtLSEoZh8Eu/9Ev82q/9GvV6nZ/8yZ/k3Llz7N27lz//8z/XRze/9mu/xunTp8nn8/zxH/8xH/3oR/nqV7/6bb3ec889x/T0NK1Wi3a7zWAwYG1tDdM0aTab2LZNt9ulUqnokfjj4+NbptuqN/L1AlOYnfXodQO67YT5pQTXNRkbS5ieNti9G/1Gr45Z1IRcNXlXzXaJ4xjf9+l2u3r8vRrWFscx5XJZD63r9Xp0Oh1mZ2f1MLfNbchJkoBtQ7eL7Xk4lQqfiZ9l7+m9fMD6AO3lNuet88B6AKSKgNU1ATpQU59L01TvSlIdQqp9OUkSbrnllsvwN0QIcaOSoEVcdWzb5p/9s3/G3XffTafT4Z577uG9730vf/zHf8x73vMePvaxj/F7v/d7/N7v/R6///u/z2c+8xlOnTrFqVOnePTRR/mVX/mV7+j1XnjhBWZnZzl48CDFYpFqtUqWZRQKBQqFAr7vMzo6qltvVYGpKkTdPNU2DENOnTLodwKyJ5/m4kJCedilH2Us+gWiv3E7vZ7D4cOBfpPf3ImkakZUN5E6Xup2u3oXT5Zlum5E1ZFszmzA+kyWiYmJLd9nGobYy8vYSYJh25xPzvPi7vPki2N8f/f7ebn7Mnv27NFHAqoAUx1vqeBEdUypezE2NqaDlSAI6HQ6jIyM8M53vvN7+nsghBCXkqBFXHWmpqaYmpoCoFQqceTIEebm5njwwQd56KGHAPjZn/1Z7r//fn7/93+fBx98kI985CMYhsFb3vIWvW3427Vjxw6dZel0OjiOw/Lysk7Nr66u6tH4qsunUqkwOjqqu4tUNsIwHILAYFeyyrPdmKTcIezmGFgecehiP3GS5pG7mJrKKBbXa1NUd5I6LlITZzfPbmm323oRY7Va1dN4B4MBtm1TLpe3jNhfW1vT3Uuq3iR+8klc28YzDIaWyaPTJqOdaX60/ROsDlZZW1vTx0iA7nzK5XKsrq7qoya1gbnb7VIul+l0Ojpwq9fr2LbN3r17v+e/B0IIcSkJWsRV7dy5czz99NPcd999LC0t6WBmx44dLC0tATA3N8fu3bv11+zatYvZ2dnv6DWWl5e544478DxPj7pXg9nK5bJeaKio9l01F0UtPjRNjygyqLfWWO50MFZjVkODXNgjcQL89hqru2/l1CnYu3c9CNk8vVa1EKvAQRW2qk4cVfNiGAaNRkPPelFHQGr7c5qmFAoFisXi+nVnGc6ZMxiuS9xqUTdXefCDC5SnD/KOzjswK+vzZGZmZgB0+7Fa5uj7vs7+qD00uVwOy7LI5/MUCgWazSa1Wo0HHnjge/uhCyHE65CgRVy1ut0uP/qjP8o//+f/nHK5vOVzb+TAq7179zIYDJibm6NWq9HtdhkMBnQ6HarVKo7jsLCwoLMeasS+Gm+uOmFUsDM+DkPvCAdzTU4ZPhO5PsOiT9GOsa2UYjDHcDjC3Nwa1aqvsyqAnnOith5vpjIqcRzrFQBRFFGtVun1epTLZdrtNr7vE0WRzhypnUZuuYy/sEDXtlgdq1Id5vmZC3+LhcGCXrC4tLSkMz1ZltFut/WQPVXbowpzsyxjeXlZT+yNoogjR468IT8TIYR4LRK0iKtSFEX86I/+KH/zb/5NfuRHfgSAyclJFhYWmJqaYmFhQdds7Ny5k4sXL+qv3VyI+u2YnZ2l2WwyMzPD+Pi43iisOnccx2HXrl26cBbWu3FUHYla6qfqTEZGepxp5BnWXNZeThiY4KYDcizTMHyMpefxb/4gvu8Tx+sBj9pXpN78u92uHu6mFgbWarX1WSsbA+0Gg6FuQ1bXAOgx+KqNulKpYCUJxsoKtmXRyS3RN1aZmLidN9lv0usEVldX2blzp54FoxYxqrbnLMt0XY8aYKdqaNrtNgcPHuTmm2/+Hn/yQgjx+iRoEVedLMv46Ec/ypEjR/j1X/91/fEPf/jDfOITn+BjH/sYn/jEJ/ihH/oh/fE/+IM/4Kd+6qd49NFH9YK+b9cdd9xBq9UijmNWVlYA9N6eMAzxfZ+FhQXglQm0uVxOd/yojh7VpjwxYVOrQWv6EO7yYzQ6Fg4RZpKnXGrSz69yZvXT3BS+k6wb43kejuNsGealpuyqXUMqo1MqlQgCgwsXQlotjzA02bUrYmLCpd/v43meDkL6/T6NRmO9xuf8eRgZISGjRcjyrgofWPoR5o15PYNmMBjoTdLqaEhtsHYchyAIKBaLtFotvVpAHVPt3LmTo0ePvoF/C4QQ4tUkaBFXnUceeYT/8B/+A0ePHuXOO+8E4Hd+53f42Mc+xk/8xE/wR3/0R8zMzPDnf/7nAHzwgx/k05/+NAcPHiSfz/Pv/t2/4xd/8Re/7dc7evQo//E//kfe9a53MRwOKRQKWJZFsVjU7cRqPor6nKo/UXUt8Er9yXr9C4zNFLn977+J4w+vYSwsU1h4maZjkpy1ePvcVxlc+CvKt/wgube/h1ypRBAENBoNfN+nVKrQ7cZ0uyFpOtQTcYfDmOPHM8wsw+vPYQdwLppiZQUOH071wkRVqBvHMa5tUz1+HMu2OWudwekus/jeN/E/VO7S90DVqFSrVZ0xKhQKhGGoj8VU9kZlf9SRVqfTed15H0II8UaSoEVcdd7+9re/7r6TL33pS6/6mGEY/OEf/uH39JoHDhxgcXFRty0DeseQGqS2tLSk39Tz+bxuWVaZiFwuR5qmugMoDEN27Byh+IMlFs5P0v9cm72zZxgvrJCkCWkzx8UXHyaXMxm/+36CIMC2bdptOH/epdeLiKIeExMFcrkcWZYxP98jScpUZp+mN3+GOIsZ2X8nTesIvZ6J572yxBDWg6zms8/S3rED+j1ahTu4WFzind0fZr43D6CPgsIwpN1u65ZqNZNGHVsVi0U6nY7OsmRZRqvV2lIELYQQl5MELUKwXuR67tw57r33Xl3LoRYdep6nu4kqlYru8IH1rp5Wq7WlQLXRaJDL5VhbW9uY+RKxc59N+M5xCg9+nXy9w0pnyDCM2NnICE/9Oc5XHiY6ci/Dt/wNTpyyqNlLmAtnyPsFmuZNXOjD3Xcb9Psuca9F98I5nimcpNL3KDznEFT20O+XqdVi1tbWMAwD33VxFhcpHD+OXSpRb/41XpLR+eBRbhm5FXhlP5JlWfR6PR2UqUm4akjc5iyLKhRW36ccCwkhrhQJWoQAjhw5QhzHzM3NUalUdLbFsiy9N6fdbtNqtUiSRL+5q8JZNXwtl8vh+z62bTM2NqaLV+M4xrn5ZrwLF0iOHaMYx/hA6BoEWcIaCcbyKZrPHsQv7yJ9/nFis0Uam+TSAe3KAZLEo1iEdhsoF7lpZRRnmJAmbcxzZ+HAARynRBStLzwsfeMbDP77f6cUhqzt3Utn+k2sjdgcXbmTi72LeiO0qtEZDoe0223SNKXb7VKtVvXuoM1ZljRNWVtbI8uyyzouXwghLiVBixDAW9/6Vh566CEcx+HgwYO0Wi3K5TKWZel237GxMT2bRA1ti+NYv4GXSiU90E3NSel0OgyHQ4IgWA9ePvQhwrvuInrpJYyvfIVip0Ov18LrJVjLa8y9WMF28kCfM/u7jK155Os2wzun6XQMRkd95uYKpHvvIrlwnFV7QNWqUHnpLP77p2g01otw0zCk//DDRI0G5vg4uRcfpzhT4eK7b+P2sTv01mqVMVKZJDWkTrV+O45DuVwmCAIqlYr+/hYXFykWi3I0JIS4oiRoEWLDnXfeyYkTJzh79qzekBxFEb1ej+npaT3MzbZtXaja6XT0cLfNWRWVwVB1IcViURfGJrt2kVQqOK0W6YkTVBZTjCxh6BkUsz4NCjiWy00rRWITcEJy9TmybBrXdTl8OOb8WZ/e2GH8xXlKQZfbCwuYx4uk73wnWZZRe/JJ0uEQM0lw5s6zNp5x8fAUt/XfzcLCAmEYblnMqLqOOp0OsF4nlCSJrutRKwuyLGNxcZEdO3awb9++7f2BCSFuOBK0CLHhAx/4AF//+tcpl8uMjo5SLpfpdrtMTk7qqbgqE6F28ExOTuoR9zt27NCD3NRGZMMw9NHK5g3JQ8chet/7SO64g96ZMxS//nXM9ipj3TNcjH2SOKNqhsyVbZZsmx3Becrv28no6Cj5/IB8fsjKyB7C//TnUMxIS3djHj+Oef/9eFlG9uSTtMfHyRUKdJov8aXvC5l+6x72VvcSRRGu6+qR/0mSkCQJrVaLkZERkiTRBcmFQoF+v0+lUtGD79TG69HR0W3+iQkhbjQStAixycGDB1leXt4y6K3RaHDx4kXK5TL9fp8gCPT2ZdM09YwXtXnZNE2SJNG1LarzR+0PUkPfoijC3r2b8o4d0OuRO3kSy1nlzv4cC+zignGATlbCN9qkhsfLX57FK45QKrkYRsbY2A5WyzlGugbm6jLOzj30wxDnscewul1yzSaZH/HV+wJOvv8QPzJ8P41Gg8FgoJcvBkFAGIY4jsNgMKDRaOhBcmrDs1pfEAQBa2trHDlyhFtvvXWbf1JCiBuRBC1CbPKzP/uz/JN/8k+Yn5/nQx/6EIPBgLGxMZ0xAfTxkJqcOzs7y2AwoFqt6mMhlWVR7c9qSJzqysmyTHfjZJ5H813vIrnvPrILF5j8zKeot85iBD5HumfIjAirXKa74HP6tM/hw10cx6bkOKw6DvN+kyRxKAUBUa+H8fzzNCYnKbaaXOwe49N/w+dvJQ/g2z5u3mV0dJQgCPA8T68KGAwGenic53kEQaCvV60pULuP1FRcIYS40iRoEeISv/3bv83v/u7v8sgjj7B3715WV1dJkgTXdXUr9PoI/li3/qqiXM/zyOVyJElCGIa6xqVUKulAJssyDMOgVCqRJMl6e3KhgFkqkZTLuEtL2I+3mAqbOEWf1PIxgZGkTSuOaDYjpqdzDIKAfFQj14mAjHTcI7Ms7Dgmv7jIMO3Tniwzkd/D25K3kZIyGAwYDAa02229xTlNU3q9Hu12mwsXLugdSrZtY5omjUYD13X196OWVgohxJUmQYsQr+Ef/+N/zG/8xm/w/PPPc/vtt1MoFNi3bx9JkryyORn0fqIwDBkbG9OZiMFgQJZl5PN5PSlXHRelaaq7iTqdDr1ejzRNGR0dJfQ8uu95D43hLKVH/hpas5BlJGlCLxgwfOYY9sQBwjAkGwwYccs8Nf4itb7JSH0VKwwxej1cM+VEdY6+mfLe4GcxnfWOpnw+T6VSYXx8nMFgoLMmaZry4osvMjU1pQuI1aRfy7Lo9/sMh0O9IkAIIbaDBC1CvI5f/dVf5cEHH2RxcRHHcTh16pQeNDc2NobnebiuS6PRwHEcGo0GxWJRH6uoN3fHcQjDUM9/cV0X13VZW1vD8zy946jZbFIoFPALBSbu3Mvycp3y2SGF4ZAwjBkWLYbLJzFeWiMeextuPk80uZM9J8/gJxDnA9w//VO8Xo9G3GTMcbiwf4w3O28jCAK9v6jT6ehN1mpQniqyPXPmjL5mVfdSKpUYDAYkScIdd9yxnT8SIcQNToIWIV7HzMwMR48e5Qtf+AKO47C2tsatt97KxMQE+XyearXKyMgIq6urZFnG+Pj4lq83TVMPnlNHQoVCQdeMqE3Utm1TLBYJw5AoijAMg70Hi7Ra76JT20H02FcYxB1WI5+9y6cwv/x5zBefJjeyC3Nqik4as5jvEvkldpw8SXDTQV6OTlEcmFTe+RMMh0Nc19XHQZ7nUSwWsSxLH0+pjqdDhw5hmuaWOhaVKVKLFIUQYrtI0CLEN/Hud7+bd7/73QD8q3/1r5ibm6Pf79Pr9XRLcD6f1wPZXNcln89jGIY+KlJBgOowUluhVRARx7Hu2BkdHd2YaDvk4M0G/anDLLRXcc++wL3xBcbTBsNBkfTlWQZLa8SLi+TiMhMdk9Jqh8SyCRdPUxmpsnzvGHcU7ybdKPo1TZMgCPSWZtUdpI6nms0mFy5c0Bunh8MhURTpI6Hp6WlpcxZCbCsJWoT4Nv3SL/0SH/vYx3QR68zMjD7qqdVqzMzM6FbhzVS30OYiXFXo2uv19IA39Wff97Esaz1DszNj56430fhqnx0PnSdftxh0V4gTGMQGTmeNSifmpckIWg6eVWF2ZBWjazD9wN+nWHylABjWa1fGxsZ0xsSyLH1dcRyzf/9+/VhY3020uLhIr9d73SWWQghxpUjQIsR34Pd+7/f44he/yMmTJ/WSwdnZWYIg4NixY7iui+d5ej6L4zg4jsPIyAjD4RDf93VbdD6fp16vY1kWhUKBNE11PYxaA5Cm6x0/axMThAcO4MYxuC6hkWBGMYWgx2Kxyly4j75fJUlCjH6D2q4+061xBtZAz5tRtStZluG6LtVqVY/l7/f7dLtdXnzxRWzb1nU2qmi4Xq8zPz/PwsICDzzwwHb/GIQQNygJWoT4Dj3wwAOcOHGCkydPksvlGB0dpVqtUiwW2bFjB4VCgdHR0VdlXVSGRa0IME1THyklSaIXEpbLZT2RNo5j3ZVUOXAAf3ERs16HRoPsK/+NpaDPS/07yaewM5qlY6e8MFal3LyVyYkpCsUcuVxOb2vO5XL6OnK5HKVSiTiOqdVq9Ho99u/fj+u6RFFEkiRYlkWj0WB8fFxngYQQYrtI0CLEd+FXf/VXeemllzh27BjD4ZB8Ps/q6ionT55kMBjg+z6u6+qMSz6f1zUrimmadLtdJiYm9GTawWCgR+mrybqrq6vrNTT5PPmxMRgbI4tjzMVFmieWMboFjGGdRuYR5232Gi7dqWnOnV+lVrP0+gA1tl+1NLuuS6lUYm1tjZGREdrtts78rK6u4nkeaZrq2p1ut8vq6iovvviiztYUi0Wmp6c5cuTIdv0ohBA3EAlahPguHT58mPn5eb74xS8SRRG5XI7Dhw9TKpX0bh4VrFiWpY9/1EA313V1R06v19MZFlX86rouvu8TRRHnzp2jUCgwMjICrO8LCn74hxkUZ6mcb9M/+TnapYTcwGR8xaN9+x4so0I+vz6bRc2VuZQKqBzHoVAoMD4+jmmajIyMYBgGrVZLL4QcGxvTnVK+7zM6OqqLi4UQ4kqQoEWI78H999/PzTffzKlTp2i1WjiOg2VZLCwscPr0aR0smKZJtVrFtm0cx9HFt4VCgSAIMAyDtbU1TNPUNSaqHsa2bQaDAXEcMxwO9XFPmqYEe0vUCzXG6nvI2itYYUzXCBg89TCRNULz/rvodDpEUaQH4SVJootqVW2Lbdt0u11arRaDwWB9qeNGx9PmSb5qO/RwOKTRaOgOoyzL8DyPmZkZDh06tJ0/EiHEdUyCFiHeADMzM3z605/m5ZdfZnp6mpmZGQqFArVajVwuR7lc1m/8juPowEFNzFXHNIZh4LqubkdOkgTHcej1eoyPj+thdMrYWMwjX2xAVKXUmCXrh3T9Mapml9vmVkl3/SDpRrChOpJUkAHr3UTlcpkwDCmXy4yNjRGGof7ccDjULdHlcplKpUKv19PLFlWNjlprINNyhRCXkwQtQrxBfvmXf5nnnnuOc+fO6eLaCxcuYBiG7hwql8uYpkmpVNJTaguFAouLi/T7farVKt1uF9/38X2fZrNJsVjU25dV5kVlaMIwZOf+gKUvrRHkxjHyGQWnw47iGhenj1Ludmk2m7ojSXUuqZbnNE1ptVpEUcRgMGBhYUF3MKnjoTRNKZVK9Pt9PM8D0IXEcRzrWhyVhVleXub222/fzh+FEOI6JUGLEG+go0eP8thjj7G4uMjo6ChTU1Pk83lyuRzFYhHXdTEMA9u2dT1ILpej2+3q2S3FYlFnXEZGRvSxUK1Ww/d9kiShUqkwGAwAGHMb7JtoMSyv0Zo/QyWB2gf+J5K3vY3EdZmcnATQRz1qsBygO4SSJCEIgi2FwmparirctSwL13UBdPu0urY4jrfsVRJCiMtBghYh3mAf+tCHOHXqFP1+X0/HXVlZ4dy5cxiGQbFYJJ/Pb9kc3W63qdVqdLtdXbMSBIHOzKh6l263i2EYLC8vUygUAIiCgGxkBPPUCo7vcqHs0m01Set1TNPU2REVTHiep4+AVGBi2zatVovZ2Vm9KFEFMhMTE4RhqLM86uNqCJ069jJNE9/3GQwGHD9+nFtuueVK33ohxHVOghYh3mA7duzgxIkTHDt2jFwux8jICOPj43p+iyrCVZuUfd9namoKy7J00KIKb9VMl1qtxvj4OMVikTRN6fV6OusBEH3gA9izszw5ERJYPfY9/w3s938AZ1ONiXq8CjY2HwOpY6Lx8XGdXVGj/dVuIsuydA2Lei51zKQKgwFqtRqtVuuK3GshxI1FghYhLoN3v/vdHDlyhPn5eaIoAqDT6fDiiy/qehB1XKRaktXG6NHRUTqdDvl8Xg+Fq9frRFHEyMiI7jBaWVkhn88DMMgyrL17qZ6cx4lDFp0Q//Ofx3vHO3SQol6j3+8D6GJax3FotVrU63VmZ2f1VmpVr1KpVCgWi1uyK51OR2dwDMPQ3UmqziXLMs6cOcOBAweu9K0XQlzHJGgR4jLZsWMHn//857FtG9M0KZfL7Nu3j1wuR5qmW0b6A3q2S5IkTExMkCSJLn5NkoRisUitVtNBi+/7ekZKsViEBx7Ae/kRTkw0GE0t9h0/jvvDPwy2rV9jOBzieR6e5+kAI01TxsfHSdOUnTt36oyJZVm6o0l1HnmeR6/XI5/P631JlmXp4McwDN3x9HqzYYQQ4rsl/1UR4jL6/u//fl3Lopw7d063C6uhc6Ojo7iuq499sizTnURBEBAEgW6T3twe7fs+xWKR1dXV9dbmQ7dSezHC7KYslwcUP/UprPe8h263SxzHuo5GFeLGcayLalutFnNzc0RRpPcPra2t6SMpFWBlWUa329XHRIZh0Ov1dLGuOlqSoXNCiDeaBC1CXEY7duzgs5/9LEEQYNu23k00PT1NGIY6s6JG5k9NTQEQRRGGYVCtVomiSBfeep5HtVrFdV3CMMTzPHK5HKZpro/cf+DDXHzxKwyLA/aP3I770ktE738/tVqNJEm2TOg1TVO/TpZlNBoNdu/eveX6wzCkWq1uqWcZDAZUq1U91VcFKmrJIkC73ZaZLUKIN5wELUJcZu9///t56aWXdA0IwPLyMo1Gg/Pnz2Pbtj4C2r17N81mUx+1qIxHs9kkDENc12VlZYVCoUC/39fzWubn59cDGLtIkh8jtzhgbXgef3oPncVFfcTT6XT0XiM1ME4FLK1Wi5dffllnc3q9Hp1OB8dxdDu26jZqt9s4jsNgMNDt2e12myzLsG2bIAheFQAJIcT3SoIWIS6zHTt28OlPf5qJiQmWl5f11uZbb71Vb1lW2RaVXVFzT1Swsbq6yujoqH6MWgGgsh979uxZP5IJAuq+yfKOBrWgRm1xkbHBgHDfPtyNDc9qcWKWZfoop1Kp0O/3mZmZ0R1BIyMjrK6uUiqV9CyXzR1LKsMC6MBFFfCq2TBCCPFGkqBFiCvggx/8IPPz8+TzeZ0lmZubI0kShsMhaZqSy+V00a6a7xKGIePj49TrdQDGxsZ0pkQVwKoMiOu6RIbBcGwv/smAZifCC5oMP/EJgnvvJf/Od+rx/WowXD6fp9lsYlmWzvxkWaaHzqlOJ3WEVC6XdX2MWjWgaldM08RxHIbDIdVqdbtutRDiOiZBixBXgOokUqP7a7UajuMwPT2tC1iTJCGXy+mAwnVdPdJ/fHycWq3G6Ojolo4iVRMTBIHuSvLedz+5Zx9mx7DARGU/6dwcSS4HG51EgM64ZFmmp+AOh0P27dunP27bNqurq5TLZQC93RnWB8+pRY62betpuGma0ul0aLVauj5HCCHeKBK0CHGFfP/3f/+W2pbuxl4gNSclTVNdJJtlGVEUsXPnTk6dOoVt2/T7fSzLot1uA+hunp07d9Jut6nX66Rpyo7qUb54xyTdky5Zo8fAski7Xdy/+iuy++7bMg1XZVEAPadFzVxRmRY17VZ1N6nOoTRNdSFvqVTShb1pmnLzzTdvz00WQlzXJGgR4grZsWMHf/zHf8zevXuxLEtvf7Ztm3379r1utiWfz7O4uEipVKJQKOhshwoqVEdRlmW4rkuxWOQbP+3T+MoKb/p/apiVUZKdO3FefJH4Qx/akm1RxzwA/X6fXbt26VoX0zSZn5+nVCrhOA6WZemWbFUXowIswzBoNpuSYRFCXFYStAhxBb3pTW/CMAy9N6jb7RJFkZ4+2+12GRkZIQgCOp0OWZYxPT3Nyy+/zOHDh3nuuefYtWuXHuaWZRn1el0fO01NTbGyssLM0p08cudT/OATVbzVlMHLL2ONjhLPzcGmMf6q6FY9z+zsLLDecq22SKsam81bnVXxsKq7UbUtaZpy1113bc/NFUJc9yRoEeIK6vf7vPjii+zdu5fBYMDU1JQeNFcsFtm5cydJklAoFBgMBvpYZmZmhvHxccbGxrBtW2dc1PGMZVmEYUixWCSXyzHjz/Bw8mUiN2WvPU7s+1i2Tbxzp860DIdD3Vptmib9fp+pqSl9ZBTHMSsrK1u2PAP61yzLyLJMtz3Pz8+zc+fObbu3QojrnwQtQlxB79jYBZTP5+n3+3orshqd3+129UbnQqFAGIYsLy/jOA7Hjh1j586dRFGkp9GqSbWqFfrChQsEQcD+6n7KYY2VzCQBGAzw83mSTZkWNVtFHf3U63Ucx9Gty47jEMcx3W5XByqdTkcfCSVJQpIkhGGIZVlUKhXuvffebbqzQogbgQQtQlxB1WqV5eVlut2u3s2jMiRpmjIcDpmZmdHdOa7rMjo6ytraGrt376ZarRKGoS6e3VzXksvl9LHNLm8XvbRJZIXspkzmejiGQTQ2pjMtgO5iMgyDfr/P3r17dXszoLuBKpUKg8FAZ1yCIKDb7eram+FwyJ133nnF76cQ4sYiQYsQV9h73vMennrqKQDGx8fpdrukacpgMABgMBgQxzGGYbCwsEClUuH8+fPs3r2bbreru4ZUTUscx8D6FmfVtry6uMotraNYyXnqpgFRhJ1lxO02wUadijoWUoFOvV5nfn6eMAzxfV8vZWy1WjqoUUdKlmVhWRY7duwgCALuuOOObbufQogbhwQtQlxhMzMz/Of//J/J5XJ6MFuWZRSLRfr9vt68vGvXLvL5vJ5WW6lU9M6fOI6J45harUYURQC6KLZYLGJZFpOFCQy+jm+YjJhjmEA4NkaUpnrarprHkmWZHr0fBAGAHnRnWZbeDK0WK87Pz9PpdCgWi9x+++3bdSuFEDcYCVqE2AY33XQTSZJQqVT0nBbbtimXy7owV+0YWl5e1oPe2u32lpH59Xodz/OIoohSqQSgj232e4dI03GWMp+s38eq1eguL5OkKaZp6rkqaq9Qu91meXlZD69TAY3jOHQ6HT2xd2xsDN/3JbsihLjiJGgRYhskScL58+f1uHxAH7tEUUSlUsHzPFZWVqjVarTbbQ4cOEChUCCXy9FqtXTxbRAEGIZBuVwmDENs296oO2lxMVsl82Kq7KUErNVqmI6j61jUvBVAz1hRw+dUNidNUxqNBnNzc7TbbXzf5+jRo9tx24QQNzgJWoTYBu94xzsol8s4jkOv19OFtWqEvtopND09zfz8PNVqlXq9jmEYLC0t6RbnQqGg61+63S5hGOJ5Ho7j4McVUkawghydOKRrWXSaTarVqj4CAl7VCaS6gVTdjO/7OhC65ZZb2L9//3bdNiHEDU6CFiG2gdpF1G63dVZFDZyzbZtGo0Gn0yEIAiqVCo1GY8s0XM/zKJVKrK2tUavVSDfqVFRNSxzHJIMBo9mQxB3iZR65MCTb6DACKJfLRFFElmWkaaqzLoZh6CWOw+GQMAxZW1sjiiL27du3PTdMCCGQoEWIbfOWt7yFF154gUqlQq/XI01TXNcFwPd9RkdH9SJCz/NwXZdOp4PneQyHQ9bW1hgdHeXixYs6UMnlcvR6vfVFiNUqeWMHwzCgF8fEAIZBLpcD0JmVzbuFVL2MCo6iKCJJEvL5PKVSSYbHCSG2lQQtQmyTw4cP8+Uvf5m1tTV9VKSm26rMR7vd1sPc+v0+1WpVt0ZPTExgmia7du3SGZYoirBtm16vR973qWQ5Vgo96Aw5EEW0ggA2RvdblrVluF2/39c1K6qeRY3yB/RcGSGE2C7yXyEhttEHPvABnnrqKfL5PEEQ6GWEhUKBNE0pFot0u12CIGBiYoLBYIDrugyHQwaDgV6yaBgGa2truibG8zxW1tZIR/eQDutUOxD3+7gvvYS5sRtIFe2qepVisUihUNDBjGVZDIdDnW2RoEUIsd3M7b4AIW5kMzMzPPfcc1y4cIF8Pq8Hx0VRRKvV0luYVYCixuibpslwOATQSw2r1apegOg4DlgW2dvfy8hsnxX6dPdOkz7xBMNeT2dv1PLDXq9Hv9/XBbmwfjTU7Xbp9Xq0Wi0ajca23SchhADJtAix7Xbt2gWgd/2oupbNU2tVPcvo6CjdbhfXdXEcR89UaTabRFGk56uoAXSFQ4dYmh6nNLtKdv4cYyNTDCoVgo36F8uydB1MsVjUX68m3pZKJZIk0RkXIYTYTpJpEWKb2bbNwsICaZoSRRFpmpKmqd7xo0btw/qWaNWSrLYrq8BjOBzS7/f13Jc0TUniGJs8S3bMmrFen9JqtXR7dK/Xo9PpkKYpvV6PKIp0UfBgMKDb7dLpdOh0OrRaLU6fPr2dt0oIcYOTTIsQ2+xd73oXjz76KGmaEoahrmtRY/5VJ49pmrr2RW2Fdl1XF+bm83ldVKsyNqZl4VbHSOKzlFZC3FYL+9QpcnfdRa1Wo9/v6y3Rah6Lbds646LqZ3zfJwxDPXVXCCG2g2RahNhmMzMznDlzhrm5OV3XYts2URQRxzH9fp80TQmCQLcp93o9crkcjUaDKIr0cY7aI6TqXPqDAcN7vo/S2ZB61qO5Zw+DJ58kGgxotVqEYUi73abdbpMkia5jGQ6HOnOjfg2CgFartd23SwhxA5NMixBXge/7vu/jhRdeANgyryVNU/L5PLZtk8/n6fV6lMtlvbiwVqvpOSuDwYDhcKgzMup5pg/cxck9HqOtHNaFs1Qmp6mMjxMkid4UrTIs5XKZ3kahrsrw5HI5giBgOBySZdm23SMhhJBMixBXgZGREc6fP693D6Vpqgtie70ecRwzHA6pVCqsra3R7XbXMyn9vv69CljU8VAQBPT7fUhTjDRHm5g1hqRJwurKis6yRFFEs9kkCALa7bbO8vR6PYIgYDAY0Gw26fV6tNvt7b5VQogbmGRahLgK7Nq1i/3799PtdnUXUJqm+L6P4zjk83miKKLdbushclmW6Xkug8GAXC6n61viOMY0TSqVClEQUPEnMdvLOJ5JybJIKhXSjX1HhUKB4XBIp9PRHUu2bZPL5TBNkyRJGB8fJ01TFhYWtvM2CSFucJJpEeIqUK1WWVtbo9lsYts2hmHoYyGVZfF9n0ajoWtPDMOg3W7T7XbXdw1tbIxW3UfD4ZBWq0Wr2cQySrSykEHYppWmDAcDncFpNpt6Iq7K8ERRRL/f10dOw+GQZrNJGIY8//zz2327hBA3KMm0CHGV+IEf+AG+9rWvMTU1pQMQFZy4rksURezYsUMHFgClUkkfD/m+r7M0SpZlFHI5TCuPO+iR5suMAlGhQG84pFAoYJompmnq/UaWZa0Pp2N9eWKappimqetq1PA5IYS40iTTIsRV4ujRoywtLZFlGd1ul8FggOM4eJ5HGIYYG8c5KpCxLIt+v6/H7Pd6PXzf1xkSNeG23+/TjQz6mUHbsLhoDKjX67Tbber1OqurqywvL5NlmZ7VAusLFQeDgc66qJoW1W4thBBXmmRahLiKHDp0iIWFBSzLIp/PA+iZK7lcTh/dwPpQOtd1ybKMJEkolUr6GMkwDOI4xrZtSoUCiW1jWXnatoXrhORyOfyN7IxhGLobqVAo4HkeSZLguq7eN2QYhq59kXH+QojtIpkWIa4ipmnSarV0C3KaphQKBQB6vR62bVMoFPR+IjW3RY3uD8OQJEl0N1G/36feaJAMBoRGjlaa0QyW6G1kaFThr5rNorIqaqt0lmXEcawn46osznPPPbfNd0oIcSOSTIsQV5Hv+77v41Of+pQupnVdVy9BLBQKDAYD3RmkOoo8z8MwDBzHwbIsDMPQXUSO41DI5XByOSy7QM/skHgpnutS2Jhum6YpnufprzVNU0/iVXuP1NGUmtIrrc9CiO0gQYsQV5GZmRkdlKjARe0YUlkPdaTTbrcZGRlhaWkJx3HI5XL0+319TKQKeQemSStJ8BObdNhndZjitesMNqbmxnGsR/oHQaCn66quJXVclCSJPp4yTZNz586xd+/e7b5lQogbiAQtQlxl9uzZw9mzZ/WE2izL9ORalfFIkgTP8/QwOJV1UZ8bGRlhOByu16VYFn6phH/TzTQWGuyrD+i2T7Fnz/uI45jBYKCfI5fL6ZZrNZVXZXCCIADA8zxM06Tb7W7PDRJC3LCkpkWIq8wP//AP691CKoBQXT2+728Zux/HMdVqVc9SUd1Dav9Qt9slA3r33EP7+HHivsvJHZB+5Su0V1dZW1uj3W4TBAGdTkevBFDBjJrf0u126fV6+ngqjmNd9yKEEFeKZFqEuAoVCgV6vR6maep2Z1Vzoo6NwjDE8zyazSa5XA7Xden3+/i+TxzH5HK5V3YI3XIL3vQ04XCJrNXCsjoUCwWyja3Svu9TKBT0hF1VS6M6lwB839dFvpZl0Wg0CIJAdzkJIcTlJkGLEFehYrGIaZoEQUChUKDT6WBZFoPBgGKxSBzHOohRBbMqG1Mul1lZWaFWq9HpdAjDkDAMqUQRUc8gS0xW831yq6t4+byufVHZFsdxiONYb4pWx1JqpD+st1ubpsnS0hK1Wm2b75YQ4kYhQYsQV6GZmRlOnz5NsVikVCrpQlxVmKsyIOFGpkR1D6lW51qtprMlruviuS7G+DhjEyN0lxpMtoeMDtrEIyM6QFKTdFURsJqQG8cxjuOQJAlpmuqi3Hw+T6vV2uY7JYS4kUhNixBXofe9731Uq1UsyyJJEoIgwDRNCoWCrm1RRz+q00cd2/T7fQzD0LuCut0uwyAgufdeeOllGDhcrBosfeaTNFZWWFxcpN1u67kuqh5mMBjo3UPtdpt+v89wOCTLMlzXxXVdHMdheXl5u2+XEOIGIZkWIa5SnucxPz+PbdskSYJt23r+ilqaqLItqmi31WqRy+UwDINKpUKSJDiOw2AwwDp6lPyXvoQfDpnsr2Ln+tTKZfxaTRf+FgoFbNvG931s2ybLMnK5nM62ZFmmgxpAHyMJIcSVIJkWIa5SP/ZjP4bv++Tzeb2PSP05DMNXZVu63S65XI5Op8NwOGRlZYXhcEin06Hb7dJut7kIlNdC3CbU+03agwGNRoNer0cQBHrTcxiG9Pt94jjWz9fpdOh0OgRBoIMY9XpCCHElSKZFiKtYs9nEcRyGwyE7d+7UWY7NtSVq/5Drunp+i+d5FAoFHVyYponveeRKJdq1mxguPkau02FHv080OamXLZZKJR2MWJaFbdsEQaCzPYZhYBiGPrKS6bhCiCtJMi1CXMXuuecepqamcByHIAiIokjPaFHZFnVko7qAXNel1WoRBAGtVotut0ur1aLRbNI+ehTOLMFKwmIuZPWzn6KxuspgMNDdQ1EUMRgM6HQ69Ho9nWUZDAa61kVN5lUB0cmTJ7f7VgkhbgCSaRHiKtbv93nhhReo1Wp6z9BgMKDdblOpVID13UFqeaLneURRRKVSwbZtnS2xLGt9Ou6b34xx7BhtexW3kVCefZms1WI4NYXneZRKJb0d2jAMXd+iMjZqqJwabJemKb7v02w2t/dGCSFuCJJpEeIq9oM/+IPcdtttFItFAN36XKlUcF2XwWCA7/t4nveqI53N//R6PV2T0r3jDsZeyigsRSy7MYPPfpb+Rmam3W7rmha19VlN2+1vbIZWhbeqm8l1XXK5HLOzs9t5q4QQNwDJtAhxlRsMBpw/f56ZmRl27NihO4J6vZ7+/Oa5LWrYnOd5ugOoUqnozEl6zz1ET/0Vp3LzFFrR+pC5Xo/2xuNVl5BpmrqWJZ/PEwSBrp9RdTXqWCpNU+I43uY7JYS43kmmRYir3I//+I9TqVSYnp6m1+thWRamaerBc5fObVHZGJUd6Xa7NBoN6vU69XqdRqNB5657GHspwrrQYGhZBF/8IsFGZ1CSJLp2RdXFdDod4jjWm6BVdiWXy+E4jg6YhBDicpJMixDXgAsXLmAYBkeOHNGLCnO53JbNzqoIF9Cj/x3HIZ/P43keYRjqWpTafR/iyRc+RdPs89aeS+Xll1m59VZyuZw+ilLD6tRUXPUcrusSRRFRFGEYBlEUSReREOKKkKBFiGvAnXfeST6fp1ar0Ww2MU1T7x0yDEMHMeoIaHMwEwSBHv+vJuxalsWLt4zyzv/WpZddxLHz5J5+mui22xgWiwwGA91G3e1214+VNo6D1BHS5mJdAMuyOHXqFIcOHdrOWyWEuI5J0CLENSCKIp5++mm63S7T09Osra1Rq9VelW1RHUSq7kX9OQxDisWizrRkWYb19ttYPLlG3qww3ihTXlqi3G7j7NpFLpfDNE1d1+I4jm63jqJIb59W15amKbZtS7ZFCHFZSdAixDXgvvvuI5fLMTo6yq5du7Btm2azST6fJ5fLkWUZg8GAQqGgh8FtDjLCMNQbo9Vuol3ebh67N2PnJ1cIl5ZIRkcZfPrTGLt3M9g4alJFtyrrouazZFmmJ/Xm83nSNGU4HGLbNqurq4yNjW33LRNCXIckaBHiGnHx4kVOnjzJTTfdpI9per0epVKJMAwxDAPLssiyTHfy+L6vsy6u6+q5K5ZlcXv+dv7zXRbveaSJZd1M5jjkowg3jsnlcrrgVn2d6iqKokhPw1VdQ2pp43A4lIJcIcRlI0GLENeIj370o3zpS1/i0KFDOihJ05Rer6ePhFRRrKKyLs1mUy9QVDUqbuySC3LMO21um7tIPlcgazbJXJder4dpmroLSS1OtG1bb3dWbdFqIm+SJKRpSr/f365bJIS4zknQIsQ15Ny5c5w6dYpSqcTk5CS2besptmmaYhgG5XJZBy+qWLdarQKvZF7UCP5dpV24hTWad+wi17DJpSnm4iJmrYbjOFiWpXcY2batg5TBYKAzOJszK5ZlyQJFIcRlI0GLENeQX//1X+eLX/wihUJBT8JVR0RqlL5abKgCl06nozuGOp0O/X6ffr+P4zhMupM8MRNyx3+7QG5YJLNtrE9/mvTHfgzT87AsS9e0ZFkGrE/lVfUsgK59MU2T4XBIHMfMz88zPT29XbdJCHGdkqBFiGvMww8/TKlUolKpMDo6CqCDGEDXrQRBoKfiNptNfN8nTVN9vBMEAYe9w3z+vS7Lx0tUF0cwqlXSXo+s18MbHyfLMp1xgfXpu6rdevMU3CzLSNMUQK8BEEKIN5oELUJcY971rnfR6/Wo1WoUi0U8z9vy+Xa7rcf5D4dDHdCobIk6Rur1eoyFY3TLXZZyeY4uhTA/D+UyhuuSJIlubVbZlVwup19HtUQnSQKgW68HgwGGYVy5GyKuiCzL5Ocqtp0ELUJcY6Io4oUXXsBxHMrlMpOTkxiGgWmauK6rj40GgwHlcpkwDPVslnw+r1uhC4UCVbfKhDdB5EBrzwRjZoF+muI1mzA5SZqmuqVaBSVqo7Sa3QKvvKGFYUiSJLRaLWZmZrbxLok3imp7V7N+hNhOErQIcY15//vfTxiG5PN5TNNkYmKCKIp0xsU0TeI41gEFrB/ZWJZFEAQYhkEQBERRRJZlzLRmOHXgJd72+BxZx8CdmCD+8pdhZoZ0o90Z0L+qziH1e7ULKUkSHdxkWcbp06c5ePDgFb474o2kpiAnSUKhUJBMi9h2ErQIcQ06d+4cg8FALy30fV/Xt2yeyaIyJbBeMBsEAbBeA6PqWw6bh/n8m87ywf+eY7Q/STAygt/vk3Q6MDqq258Nw9AFvaZp6mMgNRvGNE3SNCVJEmzbpl6vb9v9Ed87NZTQMIwtx4JCbCdD/R/T6/imnxTiahQEAf/6X/9rbr311ivyeiqzoJYVXg7D4XBLQSzAN77xDYrFIrlcDsuy9OdUUKG+Jooicrkc/X5fLzs0DENvg355/GX+y67/wq/+XwZve8TCrdUIs4yLv/IrxBv7jBzH0UdM6mvV1wP6eEpRn/c8b8v/nfd6PQqFwmW7T3Ec66m9l0sQBFiWpTNPl8PmXVKXS7fbfd3jHjXhOJfL0ev19OMMw+D++++/bNckxCav+ZdfMi3iqvMLv/ALfOpTn2JiYoLnn38egI9//OP863/9rxkfHwfgd37nd/jgBz8IwO/+7u/yR3/0RywsLDA9PU2lUuHEiRMcPnyY0dFR/uIv/uKyXu/i4iJRFLF79+7L9hovvfQSk5OTVCoV/bFPf/rT9Pt9CoWCHhxXKBT0G+rY2Jje/Ow4Dvv27aPZbFIsFnEcR/9+l7uL/5b8N/rlEOeuO8kyqIUhdrFId2IC0zT1wDrVLQToKbibsywqcFHHU/l8Xi9QTJKEY8eOcffdd1+2+1Sv12k0Ghw4cOCyvca5c+coFAr67+LlcOzYMY4cOXJZA+EnnnjidX8WWZbx1FNPyXGQuOpI0CKuOj/3cz/H3/t7f4+PfOQjWz7+D/7BP+A3fuM3tnzs+PHj/Omf/ikvvPAC8/PzPPDAAzz66KPce++9PPzww1fketXRyeZMwxtNPf/m13jve9/LysrKli6iMAz1G91gMNB1Lq7rYpom1WpVL1GsVCo4joOTOPj4HNvX4L1PnsEOTDwg+sIXyH7+57E3JuFuHiSXZZk+FlI1Dyq7YpomURTR7/epVCr6mlWW5nLep+36WVzLr/FavkUGXohtI0GLuOq8853v5Ny5c9/WYx988EF+6qd+Cs/z2LdvHwcPHuSxxx67vBd4lciyjNnZWZ599llGRkYYGRkhDEMKhQKFQkEfBZmmSaFQoNPp6OBGzVtRn7s5vZnH728x9+Q4e1suYbVK0O/TXVigtNEFNBwOdWHmcDjUGZjN2RZFzWrpdDrs2LFju26REOI6I0GLuGb8wR/8Af/+3/977r33Xv7ZP/tn1Go15ubmeMtb3qIfs2vXLubm5rbxKq+ct73tbXp7s+M4OI7D6Oiozrao4XKqs6dcLutNz47j6Km4ruuym9183v08nUKP/DNzeJZF4Pvkq1X9HGqMfxzHW2bDqCOEzcW6avjc0tISFy9evKxHZ0KIG4cELeKa8Cu/8iv81m/9FoZh8Fu/9Vv8w3/4D/m3//bfbvdlbbtz585x8eJFisUihUKBYrGoj38AyuWyrnUJwxDbtmm325TLZTqdjg5gdmW7KGUlFqyQ4JZbSA2D1TDEWV4mqFRI01RPvN08BVd1CqlBdOqISLVYm6bJwsKCBC1CiDeEBC3imjA5Oal//4u/+Iv8wA/8AAA7d+7k4sWL+nOzs7Ps3Lnzil/fdrn//vt59NFHmZiYIJ/PUygUdFeIbdtYlqVbk9U/mxcp2raNbdvcFN1Eo9Dg+MGMH3nex2k0qJbL2F/7Gsn+/VgbM2E2U8dCmyelqmBFfdx1XQaDAa1WSwaTCSG+ZxK0iGvCwsICU1NTAHzyk5/ktttuA+DDH/4wP/MzP8Ov//qvMz8/z6lTp3jzm9+8nZd6Rfm+T6vVYn5+nlwuR6VSIY5jHMfB21h4COudPupjqibF930d3KRRyuHgMI/cUWfxyRqlqSlWXZeJ5WX6Z88ST0/ruS+bmaZJEAT4vq8zMCq4SZJE17asra1J0CKE+J5J0CKuOj/90z/NQw89xOrqKrt27eK3f/u3eeihh3jmmWcwDIO9e/fyL//lvwTg1ltv5Sd+4ie45ZZbsG2bP/zDP9wyy+R6t2PHDt7ylrdw4cIFxsfHMQyDYrFIGIavOTfFsixc16XX6+msiyqmraQVzpfOM3tfiXv/ywXibhffsrC/8hXSv/23YSMzA69skjZNk263S6lU0uP9FbXnaDgcSsAihHhDSNAirjp/8id/8qqPffSjH33dx//mb/4mv/mbv3k5L+mqVq/XOX78OLlcjunpaT3AbXNWJEkSisWi3k2kZrT4vo9hGLiuy77BPs64Z/jSUZvph8ZIymWMkRGIY3rnz5ONjW2Z26GClizLGAwGOI6jR/lvLsqN45iFhQU9sVcIIb5bErQIcY27//77ieMY0zTJ5/N4nofneVsGwQG6Rdm2barVqj4yUsHFTDBDvVDnxfxpyuWDJMeOUbx4EbNcxvqbf5O0VNIdRJtnfCRJolursyzbko2B9YnB3W6X5eXlK3tjhBDXHQlahLgORFHEE088wf79+0nTVAcnm0fNq6Mgx3H0KPpisUij0aBSqTCyPEJltELdqNN0TLLDh7GHQzLbpjk3pzMoKmhRE3ENwyCOY90ttLmbSC1QDIKAubk5mbAqhPieSNAixHXgAx/4APPz89xyyy16wNylVBCjhsSpGS2lUgnHceh0OlRLVepWnc5+n6mvzuPOzWH7PuZXv0rwkY9Q3HTEo1qbN/8Z0Ev21G6iLMvI5/MYhsHKysrlvxlCiOuWBC1CXCc6nQ4PPfQQtVpNj+vfPNbfNE1c1yWfz+sN0fl8nmazqSfmHu0d5ZngGb5+b4EPPTfC0LaxRkaoJwnOhQtErzH2Pcsy4jjGdV0dxKhdRJZl6Q6iMAxfdWQlhBDfCQlahLhOvOc97+HEiRPs2bNnS7vzZioDAugjJJVpaTQaHCwd5KHyQ7wUneanq1O4zz6LcfEiXqWC9bM/i1urveZzxnGMbds6u7J5AJ06Vmq1Wlu6i4QQ4jslQYsQ1wnP85ibm2N+fp7R0VFGRkawLIsoinQGZHPbs1qAaFkWuVyOXq/HzsWdVKwKF62LrDCFf9ttDHs9QsOgMDv7mkv8DMPAtm2CIND7jrIs091E6hgpCAKCINiOWyOEuE5I0CLEdeLw4cOsra3R6XSoVCq4rvua2RZVLKvqW1RX0crKCreP3U7X7jKXzeFMf5CRU6dI5uYISiWK3/gG8ZEj2Pn8q54zyzI8z8N13S0bgjdnYZIkod/v66MpIYT4TknQIsR1xHVdHnvsMcbHx8nn83o2SpZlur7EcRydgTEMg3w+Ty6XYzAY0Gv2uCm9iTPWGR6/Kcedz49CktAbH6fa72OfP4/5GlubTdPUm6M9zyOKImB9Eq86MgrDkOFwyMrKCnv27Lmi90UIcX2QoEWI68g999zDysqKXpCodjZFUbSlJVntJFK/z+fzLC8vU6lU2Bns5LGJx1jKrbGjUiF75hmCToeS6zKsVrFKpdc8IlJTcXO5nN5LtLmGZjAY0Gw2GRsbu+L3RQhxfZCgRYjrzMrKCs899xy7d+9mZWWFfD5Pv9+nXC7rLEsYhqRpysjICK7rsry8TKvV4sKFC+z0djIajnKmcYYL5g6sI0cIg4Cu52EtLRGmKa7rvmpNgGmaxHFMv9/XnUOq8FbVtYRhyMsvv6x3RwkhxHdCghYhrjP33Xcfx44d48CBA/R6PSqVCkEQkMvltmRZVNalWCwSBAFra2tMTk5yS3IL7ZE2J2onmJq5D/vFFwlXVig6DsZ//++EP//z4HlbBtfBK/UrKmCBrcsTDcNgbW1NB02qFVsIIb5dErQIcZ3xPI8zZ86QJAndbpfDhw8ThiGdTgfLsnRtiyrU7XQ6pGlKr9fjzJkzmI7J1MoU9dE6Lx6cZscTI3RzOezRUUZbLZrHj1M8eFAPkVMsy8K2bXq9nt4mvXk6bpIkBEFAp9PhwoULHDx4cBvvkhDiWiRBixDXmZmZGe644w6KxSKmaVKpVHRNC4Dv+6+qbUnTlEqlwu7du3Ech3FznJdHXmbVbHHXm9/M8LOfJX7pJUphSKFUIj1yhMB18TwPQBfbqvqYzVmYJEl0oLS2tsbU1BTVanU7bo0Q4honQYsQ16F8Ps/DDz/Mzp078X0fgHK5DKBntGyubVETcRcXFzEMgxlvhlOdU5xOT3Pzrd9P/RvfYLRUolOp4He7BOfOkWzMgVEdQio4UbuNbNveMiF3c6ZlbW2NO++8c7tujxDiGiVBixDXoXe96120223Gx8eJogjf97fMRrm0tsVxHNrtNlNTU9i2zaH0EP+l/F84l5xjJN1BbXycwrFjGBcvElkW1s/8DN7YmM7YqEJb1TGkdg1tLtZNkoR6vU61WtXTcV9rjowQQrweCVqEuE6trKzwwgsvMDIywsTExJYAYnNti+M45HI55ubmcF0X3/epDCpUBhXmw3kWWcTMMpb37KGSZXT7fYLZWcarVT1ITrU2DwYDfWS0+VhIjfIPgoBer0er1eL06dPcdNNN23JvhBDXJglahLhOvec97+G5554jn89Tq9W+6XRcy7JYWVlhenqafD5PpVMhrabMhXMUCgXyu3bB0hK1hQVK/T7hM89QuO8+0o2gxDRNnWHZHBABxHGMZVlkWcbKygrVahXf96WuRQjxHZOgRYjrVLvd5qWXXlrPnFQq1F5j2aGatxKGIY1Gg5WVFYbDIYZhcLR+lJPlkzyy/AhHbr4Z4/nnMXbsoFMqETSbRGfOkE1OEoahPiJSqwFUJ1EURVvanlVrdRiG1Ot17rjjjit9W4QQ1zAJWoS4Th09epTl5WUMw6BQKOA4jj66UWzb1iP4gyBgcnJSF9HOFGZ43Huc+XieD6YfZDA5yfjDD1OybdqFArlKBbNSIU1T3S2UZRn5jd1Etm0Tx7HOwqhAZXR0lOFwSLPZlHktQojviAQtQlzH6vU6zz//PPv378fzPB1QKIVCAcMwGA6HrK2tMTc3pzMnU/YU1WKVc+E5zkZnSeOYcO9ePKDhODizs+ReYzKumnzrOI4+OlIFukEQ0Gw2ieOYbrfLsWPHeNOb3nSF74oQ4lolQYsQ17H3vve9xHHM/v37CcOQSqWy5fOmaeK6LmEYEoYhO3fu1FuZ7djmf63+r5zKTjE9mCbduZPi2bMUl5ZwPQ//0Ucx77xzS10LvDKzRQUqm39dW1vTtSzFYpHBYHClb4kQ4homQYsQ17kLFy7QaDQA2Lt3L/DK1ucsy3AchyzLaDabnDp1ilwuh+/7dJtddlV2YSQGTwRPMHXwILknnsAZHyfauZN8q4V3SV0LbN1DtPmIKE1TgiCg0WiQZRlxHNNut3n55ZfZv3//dt0eIcQ1RIIWIa5j1WqVe++9V4/bn5iYALZufQZ0Ae2ePXtwHGe9g6hSYbo0zcnkJH2jz17jrVh79mB9+cskQYAdBGSl0qvqWmA9gxNF0ZYBc3Ecs7a2Rq1W08Po8vm83kQthBDfigQtQlznDMPgkUceoVqt0m63MU1Tb312XZcsywjDkIWFBXzf1/uCoihir72Xc/Y5TlZPcrB7kGEQUJiZoeY4DCyL7OJFihtrATZTQYvqKIqiiCzLCIKAer0OQJqmRFFEo9Hg7rvv3o5bI4S4xkjQIsR17u6772ZtbY3R0VE9r6XT6VCtVrd0D4VhyO7du7EsS3cQ1b06D1oPcqZ0hun6NOmuXeTPnSO3skIWRcRPPol1zz2vW9eiMjBxHJNlGfV6nZGRET2UDqDVam3XrRFCXGMkaBHiBrC4uMjCwgK1Wo1SqUSn06FSqejuITWn5fz58wRBoEf7W6FFpVhhxVzhbHwW5+BBco8/jjkyQjY1hdfpkD9zBnN6miiK9OupupYwDPVQO5VpaTab+s9pmtJsNkmShJtvvnk7bo0Q4hoiQYsQ17lqtcqRI0dIkoSRjSWHURSRy+V091AQBARBwP79+/VwONVVRBkaUQMzNdlrH8A+cADrC18gHQ6xwpCsWIRLNjvDK+3PyubdQ+rzSZJQKBQolUpX8pYIIa5RErQIcQNwHIeHHnqIO++8k8FgQBzH1Go1PM/DcRw9+O3s2bP0+31838f3fdI05abFmzibnuVx83E8z8ONIrKpKUYqFQamCUtLWBubozdT+4jUALnhcMhwONTdQ7Be1xLHMYuLizKvRQjxLUnQIsQN4F3vehfnz5/n5ptvptFovGrrM0AYhuzbt0/Xs6h6l0PmIZ7JnmHRWmSkN8L49DSD06dxl5YYGw4JHn0U49ZbSTcev5kqyFXTeBuNBtVqVde8KKolWwghvhkJWoS4QTQaDb761a9imiaTk5NbggaApaUlPXLfcRyCIKBYLDKSjODZHhfcCyxGi7RuuongG9+gkM8zeuQI7UaD/OnTRBMTJEmi9xAZhoFlWcRxrI+C1Ph+1YKdZRlRFNHpdDh+/Di33HLLdtwaIcQ1QoIWIW4Qb37zm2m327iuS7Vafc2tz3v37sW2bR202LbNqD3Kv3D+BSfcE+wOduOaLumb3kT8xBNMPvss5SAgHhnB/OhHiUAPq1MBkKprSdOURqOxpXto87yW11roKIQQm0nQIsQNwnVdvv71r+vA5NLi16WlJSzLwt+Yu6Km3EZRxL78Pjpph2/Y32BnthPvppsYPv00QaVCOjXFsNnEPX4cc3ISz/P0FFyVdVHPNRgMaDabpGm6pa4liiJWVlZ485vfvB23RghxjZCgRYgbxD333MOZM2eYmprSNS1hGOrNz1mWcejQISzL0sc6KmiZKk4xn8zToMG9w3spl8sM9u+n/KUv4bbbDNOU4Y//OO7oqM60qLktqq7FNE08z6NcLgNIXYsQ4jsmQYsQN5C5uTlWV1cZHx/XQ+VUQe7CwoIONAzDoFKp6Om5u93dnM5Oc8I8weHwMJVKhTQIqE9PUzJN+oUC8dIS1VqNLMuwbZswDHW2JY5jAN2lpF4D1oMl1Q4dxzG33nrrtt0fIcTVTYIWIW4gR48exTRNarWaPqJxXVd//tChQwB6uFw+n6fT6TD0h/xX479y2jnNnvYePM/D27ED8/x5nOVlrPl5OhMTFN78ZnAcXcuiFjOq1mY1Edc0zVfVtRQKBYrF4rbcFyHEtUGCFiFuME8++STlcplKpYJlWfp4SNW0wHoxrdpBZBgGlmnh2z69XI+Lw4vYmY27bx/RE09Qy+UoHznCWrtN/sQJnJ079XMEQYCzEcQMh0MGgwGNRkMHMqpgN0kS4jhmYWGB++67b9vujRDi6iZBixA3kAceeIA4jnFdl3w+j+d5OlCJooiDBw8C61ufN+8gsm2bilnhbP4scRBzU3YTSZKQHThA8fOfpzwcUgD6P/zDlEdHAXQxr6pr8TyPer2+pUtIHRGp36+trV25myGEuOZI0CLEDabT6fDEE09w8803YxiGHqu/tLSE7/vAeu2Jmtei6lP2e/vpG32ecp7C6BsUCgXsIGBlaopR26aTy9FbXGRsZARgy84h9RxBENBut3V3kTomUh1GMq9FCPHNSNAixA3mve99L4PBgMOHD2MY68FHGIZkWcaBAwewLIvhcIhhGDrLEoYhh3OH+Qbf4IJ1gR/t/ugrdS0XLuAsLzMWhrSefZbcW96C6bpbuoNUN5KqaVFBC6AfkyQJ1WpVB05CCHEpCVqEuAEtLS3R6XTI5XLr7cuDAa1WC3jlyMZxHCzLIssyPM+jGlXxHI/FbJEL0QUcx8Hdu5fw8ccp5XKM3nwzq50OxpNPUtoIiFTgopYpqi3PqlYmSRKSJMGyLJIkIYoiBoMBb3nLW7bt3gghrl4StAhxg6lWq7z5zW/WHTuO4xBFEbOzsxw4cEBnQFRdSxiGFAoFppIp/jfrf+OEe4KJ9gQj/sh60HH33ZSefhr3pZeoDYd0qlUK990HG7uIoijSwY/v++vt0htTctU8F3WUFIahDp6EEOJSErQIcQOKooivfvWrzMzM6Am2g8EAy7L0tmZV1+K6Lr7v0+v1OJQ7xFK2xGPpY+xJ9lAoFGDfPtpPP43veZgHD9Jtt3GPHcPdvVsfC6mBdf1+n9XVVT20TnUPbQ5a6vU6zzzzDHfeeec23iEhxNVIghYhbkAPPPAA9XqdmZkZwjDE930uXrzIwYMHdYZlMBjo4XCWZRFFEbsKuziTnqFBg3cO3onneet1L88+S+nznyceDgmzjMGP/AiFsTF9PJSmKYZh6EzL5oFz6ugI1utaisWibsMWQojNJGgR4gbV7Xb58pe/TKVSYXx8nKWlJT0MTlF1LcPhEM/zmDKn8ByPl5KXuJBceKW7qN9nbGwM3/MY+j5Ro8FwbU3XtQRBgOd5OpPiui5JkgDrrdFpmurAJk1TZmdnmZyc3K5bI4S4SknQIsQN6k1vehPnz5/XG5azLOPw4cPAK8W4l85rAfhE7hOcck6xt70X3/dJkoQ0n6e8tobt+2SOQ7tSoTw+DqDrWtQcltHRUWzb1nUtsLW2ZfPHhRBiMwlahLiBHT9+nFwuR6lUotls4rounufpabaXzmvptDqMj42TJinHk+P4qU+hUMAcDGiPjeFZFobv015bI93oElJBi+oOarVa61N2N+pdVICkghW1h+jpp5/mrrvu2s7bI4S4ykjQIsQN6ujRo5w9e5ZisYjjOCwsLHDw4EE9uyWKoi3zWizLotfrUR2rciG6QJiG3BzcjOd5uDt2YM3NUVhYIFxcpHj8OM7dd+Pm8/rIRx0N1TYtVdwctKgWaIBcLrdlA7QQQoAELULc8D73uc+xb98+BoOBzoA4jqMDiM11LaZpcmD5AEv2Es/Ez1BNq+tZmL17iR9/nB2uS3bwIMNGg+SZZyhtBEGqsLfX660vYBwOcRxHHwmp11K63a5eAbB3795tuCtCiKuRBC1C3MA+/OEP02w22bVrF81mk3379mFZlp7VAq+ua1n0F/ms8Vnm4jn2Rq/UtWQ33UTh85+n8OKL9Esl4h/5EeyNjc5q3kuz2SSfz1MsFvX4fkX9PssyqtUq3W5XrxgQQgiQoEWIG16j0aDb7QLQ6/UolUp6M/NgMADQ2RfDMPAyj0quwnJ7mXP+OdI01XuIzFqNnGHgVCp0lpfJbwyvM02TOI7p9/vU63U9bE5tkgZ0EBNFEa7r0uv1WF1dla3PQghNghYhbnC33norpmmyvLzMgQMHyOfzWJaFbdv0+/0tE3Jt22a6P01/rE/YDqnaVcpheX0P0cQEZrWKtbQEq6tUXnwR8667dF1LHMc0Gg0mJiZ0ca7jOLquRY3zVwW55XKZTqeznbdGCHGVkaBFiBtcv9/na1/7GmNjYxSLReI4xnEcvbhQFdGGYaiLZ28/fztn3DM8yqPclN2E4zjk9u8nfuwxPMchPHyYkdVVkpMnsXft0kPmer0ey8vLunPIdV3SNNXbnlWdS5Zl+jgpCAJuu+22bb5LQoirgQQtQtzgVF1LHMfs3btX7wqyLAvf9/Wfh8OhzoTss/fxZO5JVo1V3td/H77vrwcht9yC97nPkfV6xMUi3o//OMlGXQvA6uoqY5sm5V5a16IepwKXQqEgW5+FEJoELUIIOp0OjUaD06dPMxwOKZfLuK6L4zh0u10dWKjgZMwao+yXORee43x4niRJsG0br9XCq1QwsoywVKK4vEyuVNLty4PBgLWNSblq/1AulyOOY0zT1MdGal9Rv99nOBzKdFwhBCBBixAC2L17N7lcjpmZGeI4JpfLvWoHEbzSSeTFHv975X/HG3rsT/YTRRGe55GePElxaQlzcZHs3DmiY8dw7rwT2/PIsox6vc74JZNyN9e1AFsm4pbLZRqNxpW/IUKIq5IELUIIAJ599lk8z6NarepMhwpWLt387HkeM7MzpF7KsfQYI+nIeifQ3r3kjh2jYlkMDh8mbTYxn3uO0oEDAAyHQ5rNJoDuKFLrAVQxrgpaTNMkDEPa7TbPPfccR48evcJ3RAhxtZGgRQjBhz/8YV566SUOHjyI4ziv2rKsalw2T8idtCc5aZ2kbbS5bXjbev3L1BTZyZPs+OIXGQ6HsLLC8Id+CLdU0vNa1OwVlWnZvIdo80ZotUixWq1uqXsRQty4JGgRQgDrU2ifeeYZKpUK+Xx+y+dU0JKmqd5DNNOd4eXay5ywTrB3sFdPt7V6PaJKhThNyfJ5jE6HeG6OXC5Hv9/Xxz2maZIkiZ6Yq4IVVZyrApjBYEC/32dqamo7bosQ4ioiQYsQAoC9e/eyZ88eHMehUqm85mNM09R1LUejo/xl4S8565xld2/3K3Uto6MUazXM5WWM2VmSp54i/Vt/C8O29XJG1eKsflVFuaZp6qyKGjpXLpf18DshxI1Nghax7f7sz/6Mj370o/rPURTx1re+lYceemj7LuoGFMcxX/nKV9i9eze7du16zcds3kNUcAqU82Xq7ToXcxchXS/UTfftwz92jAowPHQIY2kJ5/RpmJwkDENarRawHpT4vs9wOMTzPIbDIcVikSRJdG2LGv/fbrfp9XrccccdV/COCCGuNhK0iG33kz/5k/zkT/4kAO12m/vuu4+f/umf3uaruvHccccdlMtlxsbGmJiYIAzD161tUXuIjJJBvVPHcA2mwindEp2dPMnkF7/I8OJFslyOLJ8nqVZpNpuMjo4Cr8xiyeVy68Ppcjm9x2hzMa6qa9ncVSSEuDFJ0CKuGmma8jM/8zPcf//9/J2/83e2+3JuSN1ul0ajQafT0TuANrMsC8MwdF3Lbedv43n3eZ72nibshFiWRaFQwAwCwmKRGMhyOexWC4pF+v2+7h6C9cJbVdeSZRn9fn/L1mf18SiKaLfbeJ6nW6aFEDceCVrEVeM3f/M36XQ6/It/8S+2+1JuWEeOHGEwGDAxMUGv1yOXy73qMZvrWvYn+3kk9wgL9gI/2P9BXdfijoxgj49jLi1hzM2RHTtGeuutrK6uUiwWt7Q5v1YGRQUy8MoiRd/3deu1EOLGJEGLuCr86Z/+KX/yJ3/C448/Lm9M2+zJJ59k//79DAYDduzY8arPqyzLYDBgwptgMpzkTOEMy8kyrusSRRHcfjs8/jilNCU9dAhrZQX74kXiOGYwGOhjpCRJ9DwW9bVq07M6GlLTdpvNJp1OR7dMCyFuPBK0iG339NNP86u/+qt84QtfkNT/NnvrW9/KysoKtVqNOI71z2NzfcvmupaqXeWf+v+UOnXG4jGyOFuvSykW4eabKXzlKzA7C2tretJuoVDQrdO5XO51Nz5vns2SJIku0hVC3LgkaBHb7sEHH6TRaPD2t79df+wd73gHn/nMZ7bxqm5sX/rSl7j77rt1JmRzfYtqS3ZdF9u2ualxE/OFeZ7tPcsecw/tdhvXdddrVMplCklC5vskYUjquvT7fb2LyPd9XbOSJImekKuG2KmjqOFwCMDa2hqO47xmBkgIcf2ToEVsu49//ON8/OMf3+7LEBvU1uddu3bp6bf/f/b+PMay+7zvhD9nP3e/t/at94UUqY3iYtFabMuKpDgxvQzGsg2/tmF4bGQyiBAMnNEEmQSzvHjlN28wk8AOMIPJJArGk1iDyVgYL3RkrZYtkZIo7k2yF3Z3dXXtt+569uX9o/r3Y5UoyxLFqupuPR+gUexbt+4599wCz7ef5/t8n+FwuK9tt9fXMmfM8UL9BVZY4Xh4HNj1qpi2jT0zQ7G2Rr69jfvEEyQPPbTPz5JlGYBuA+V5ris5tm1TlqUWR2VZ4jgOtVrt8C+KIAi3BeZRn4AgCLcf1WqVp59+mkuXLrGzs0MYhvv+pGlKkiR0u11OcYrOuMPV7CqGYWAYBlEUkT74IAQBZpLQPH2acmcHc2MDy7J0dUWJFlV5KctSb3xWQiaKIqIoYjgc0u/3WVlZOcpLIwjCESKiRRCE11Gr1fB9n0ajQa1Wo1qtUq/XcRwHx3EwTVNXW2YGM4ysEa8Yr+iWTlmW0GwSnTlDmqbEq6u4q6uQ53rpom3b+15LPabGnFW7SH0ty5J6vf66MWxBEH5wkPaQIAivo91us7q6qqd9hsMhvu/r7ytx4rouJ+wTVKMqQ4bEZUyFymu7ihyHyPdxHQfXtvE8jyzLcF1XV1n2RverOH/1+gqV3aLESxzHrwu+EwTh7kcqLYIgvI5HH32Ufr/P1atXtXhQVRbXdXFdV1dJGk6DSWOSjcoGr4xf2bf00HMcyslJzDwnvn4d/+mnqdwSLmpS6FtRjylzrvqjKji9Xm93rFoQhB84RLQIgvBtOXPmjN7A7Pv+7jLEoiCKIl0dUZNAb+EttKM26/46YRjqakjx8MO7QiMIiM6exdnZgZUVXWWxLEsfT/la1OOqXaT+qL1HzWaTbrd76NdDEISjR0SLIAjflscee4zr16+zurrK5uYmWZbhOI7ezmzbNq7r6gmi2Ii56F7UCxUBaLWo3RI/3LyJe+MGeRTpik2SJPp4Kh1XtYEsyyLLMm3YVf6WPM8ZDodHdFUEQThKxNMiCMJfyZkzZyjLklarpdtEKg1XZbUYhsGJ4QmslsWWsYVVWFQqFQzDIAxDKr5PUakQsfuvpCjPqd8Kp8vznEqlQpqmWgyp1pKqtKjH1YLFWq1GHMdHel0EQTgapNIiCMJfiW3bXLt2je3tbbrdLr1ej7IsdctGTf4cs46RlilXkisEZYBhGCRJQhiGRGVJ2emQAlm3S/HVrxIGAYAWNmma7tvsDLvZLaq6ovwtRVEQxzE7OztHdUkEQThCRLQIgvBXcvz4cRzHYWlpiUajwczMDO12G8/ztGAZj8d4psfZ8iyNosGyuUxRFPi+T7VahR/6ISpZhl0URFNTWFtb5MvL+jX2TgqpKsveYLm949W1Wo1KpUK73ebmzZtHfHUEQThsRLQIgvBX8sEPfpCVlRW63S43b95keXmZ7e1tkiTZ1y4yTZOpdIokSXglf4UoikiShCiKCFyX6Px5jCQhH4+J1tfJoogwDAF0NWWvnyVJEuI4pixLiqLQVRc1fp1lGf1+/ygvjSAIR4B4WgRB+I6cPXuWJEmYnp7W5ltA+09U7sr56DzfaH2DtXyNqlnFcRztPfGrVWzXxTYMvLLEbTSIy5JqtapNu2otAOy2jRzH0VUX9X0Az/P2pekKgvCDg4gWQRC+I7Zts3JrTFkZctVIshImtm2zkC8QxzEvWS8RRRFlWTIYDPB9nzBNsaenSdbWSHs9ml/5CsZP/7SeAtqbgKsqK4ZhaHGifDRq+3OSJDJBJAg/gIhoEQThO3LixAmyLGNycpJ2u00QBLTbbUzTJMsyPM/Dtm1OmCfoWB36Rp/UTfHwaLVau4sR3/EOOhcuMA4CslOnGKyuUltdpZib076VvSRJQqVSIY5jvTBxbxCd53k4jsPW1hZTU1OHfUkEQTgiRLQIgvAd+ZEf+RG+8IUvYNs2RVHQ7XYJwxDf9ymKguFwSLvdxrZtOm6HnWyHC+MLvN15ux5dzjyP4enTu6m4q6vQ7ZJF0e4IdBTp4LqiKHAchyzLdsPpbvlcVJ6Lym9RVRkRLYLwg4WIFkEQ/lre8pa3AOD7PseOHdPVFdM0mZycxDRN0jTlXHmOFX+FzWSTilchz3Mtdsxqlarr4ngeieOQ5TkVy8I0Te1TUaKlKAr9c8rnotpSwL5WUhAEu1NKgiDc9YhoEQThr2U0GhHHMVEUMTk5yc7ODnEcU6/XAWg0GliWxWKxyNAccjW9Sky8bzmikaZE7TadNIXtbaxvfhPOncMwDG3GzfMcQE8nqR1DyvOislxs29bTRPV6XUSLIPyAIKJFEIS/luPHj7Ozs0Oz2aTdbpOmKY7j4Pu+3spcFAXnjHN4rse1zjW81NOLFbMsI33b22h885tUkoTi2DFYXye/cYPKmTOkaaqzWFT67d6VAXme79syrTwwpmnq0WlBEO5+RLQIgvDX8sEPfpD//r//75mfn9dptJVKhUajoX0uzWaTZq2JZVps5pts5VvU0ho7OzvU63XSWo1gaQn70iXodmE0whwOSZJEV1DKstQTQyqrRYueW6m4CiVmJK9FEH5wENEiCMJ3xT333INhGDSbTT0VpCojjUYD3/fJ85wz/hmu5ldZHi/zQOUBAJ1+a1UqVG75Ukogu9U6ajQaOndF5bWokWq1XFGNPCvULqIgCIjjGM/zDv2aCIJwuIhoEQThu2I0GjEej9nZ2WF6elrH61uWRZqmuupyqnKKl4uXuWxd5v7kfkajEbZtkyQJSZKQzcyQbG/j7+wQPvUUzuIiYRjqtlCe53pCaG9Wi9oevXf0Oc9zgiAgCAIRLYLwA4CIFkEQviuOHz/OzZs3mZ2dpVqt6kqI7/u6SmKaJvd69/JnyZ+xyip+4VOWJZVKhbIs6Z4/j/+Vr2BHEeXiIjNbWwRbW2Tz8zQaDdI0xbIsbNsmiiIqlQpJkuD7vt4qrcSNZVlkWYZt2wwGAzqdzhFfIUEQDhoRLYIgfFd88IMf5L/5b/4bLSJs28ZxHDqdDkVREIYhlmXRqrQwLZOryVWiWqR9KWVZMnJdxufOYW9vszMaMZvnmElCnKb7JogMw9D5LOrnoyjSqwMAHMchTVOSJNGPCYJwdyOiRbjrSJKEn//5n+fZZ589lOOpELRer3dgxxiNRoxGIxzHObBjhGH4116zubk50jTVG5ejKGJnZ0eHyBVFgR3b2Cdtgizg4vZFGkGDnZ0dnWq7OhyylCTMmCZeUbDc6zG0LKxbmS3qj9r4rKopCvW4Oh7s+lueffZZkiQhTVOCIDiw6xQEAdvb26yurh7YMYbDIS+++OLrkoLfTP66z1utZxBBKNxOiGgRbjt+7dd+jT/8wz9kZmaG559/HoBut8tHP/pRrl69ysmTJ/nUpz5Fp9OhLEs+9rGP8cd//Mesr69z7NgxqtUqL7/8MmfOnGFiYoLf//3fP9Dz3dzcJEkSFhcXD+wYly9fZmZmhkajcWDHeOaZZzh//vx3fM4TTzzBYDCgKAqq1aoWGoZhEMcx7Xabsiw5v3WeZ6vPsuFscHLypPapjEYjPM9j4Hk00xTfsvAch9rcnH4d1f5RN8s8z3FdlzAMdfBcnud675FpmgyHQ86fP0+v16PX63Hy5MkDu07Ly8tUq1UmJycP7BgvvPACZ86cOVCR+p0+76IoePrpp0nTlLIsGY/H2LYtviHhyBHRItx2/Oqv/ir/xX/xX/DLv/zL+rFPfOIT/PiP/zgf//jH+cQnPsEnPvEJfvu3f5s/+ZM/4eLFi1y8eJEnnniCj33sYzzxxBM88MADfOlLXzqU81Wtj705Im82arvyQR7DNM2/9vVPnTrFzZs3qVQqzM3NYRgGtVoNeC1iH+CEd4JnjWfZGG8w4U8QRRF5nlOtVvHrdayyJHVdgrLEq1QwbFtPEFmWpcegXdfVWS2qJbU37l+NQVcqFdI01VNGd/pnYVkWnufpjdoHwXf6vMuy1FNb6vqqtp0gHCUiWoTbjve///1cvXp132Of/vSn+cIXvgDAr/zKr/CjP/qj/PZv/zaf/vSn+eVf/mUMw+Dd7343vV7vQMv2P+h88IMf5H/4H/4HPYq8vb3N/Pw8sHujVYJjvjKP67hcKi4RluE+f4qRZSSTk2SDAYxG5E8/jbW0RBRFut2jwubUtme12Vm9vjIBq/wWFek/PT19lJfnrkW17AThqBHRItwRrK+v65vj3Nwc6+vrAKysrHDs2DH9vKWlJVZWVo7kHH9QeMc73sHa2hqTk5O0Wi0doa8yW0zTpFJUCKoBq/kqfu5jYBAEAaZp4jz8MM5LL5HHMXmjQWVtjWJjg/zYsX3tEPXfqnpTqVQoigLP87RAyvOcsix1JUcQhLsbES3CHYf6l7dwNDiOw9ramm6TuK6rhYthGLrlsLC+QK/e40J6gVO1U3rSJ2k0sM6f3w2Xi2OSl18mf/JJzOlp7ZHZm9Wi0nFd192XiqvaQ8qsOxqNpNIiCHc5IlqEO4LZ2VlWV1eZn59ndXWVmZkZABYXF1leXtbPu3HjxoEaYoXda379+nWmp6epVqva+6BQibbH8mPcrN9kM9zkPus+TNPUXhDj3e/GvHCBZDwmnZzEXluD1VU4e3bfa6iJI7UJem8yrgq1U7iuy3A4PPTrIQjC4SFNSuGO4LHHHuOTn/wkAJ/85Cf5qZ/6Kf34v/23/5ayLPnqV79Kq9XSbSThYHjb297GxsYGr776KtevX2djY4ONjQ2uXbvGxsYGq6urbG1tMdudZWJ9gou9i2xubhLHMXEcE4Yh+cQE0blzmEARBKRra2SjkR5ZzrKMOI5JkoQoikiShDAM2dnZYTAYMBgMGA6HDIdDPQ4ehqHsIRKEuxyptAi3Hb/wC7/AF77wBba2tlhaWuK//W//Wz7+8Y/zcz/3c/yrf/WvOHHiBJ/61KcA+Imf+An++I//mLNnz1KtVvnX//pfH/HZ/2Bw7tw51tfXOXHiBI7jUKvVdAsHdls3b+Nt/KH/h1zLrzGTzujRZTVplbfbWHm+a/BMErJbxlpVVVFTQwC+7+/6YRwH27bJsmxfK6osS1zXZTQaHdk1EQTh4BHRItx2/Lt/9+++7eOf/exnX/eYYRj87u/+7kGfkvAtfPSjH+W3fuu3dJz//Py8rpBUKhV836dltvBtn53xDqv2Kr7rE4YhURQRBAFlEFB1HAzArNVI01SLEpXFAruTK2EY6jA5x3FIkgRAP5Zl2W7i7mikR7AFQbj7ENEiCMIb4m1vexu+72tvC6CrLbZtM1+dp1N0uNm8yTgfM2PO0Gq1qFQqRFFEq1LBzrLdDdBpitNqUVqW3mWkxIvyzJRlqZNxHcfZN0GkDLvKlCsIwt2JiBZBEN4Qg8GAtbU1er0ezWaTWq2mxUYURUxMTHDMPkaURTwbP0vFqhCGIb1eD8dxaGQZ/cVFvNEIazikefEig4WFfVUWlcnyrSsMlAFXTRBZlkUcxwRBIKPPgnAXI6JFEIQ3xPHjx1lZWeHcuXMAtNttHfOukm3POed4svYk28Nt5pN5LWYMw8B64AE6zzyDv7FBVKuRvPAC9Xe9i8Tz9gkg0zRpNBp6D06e53ojtPK3AHiep0PoBEG4OxHRIgjCG+Kxxx7jt37rtyjLklqtRrfbpVKpAK+l47azNn7d53pynfV8nfF4zHA4xDRNItelfe+9VAYDxoZBub3N5GhE0mwC6IqL53k6mG5vQq6iLEv9XFVtEQTh7kREiyAIb5iHH35YG3FV0By8lo47ZU7xL91/ySvmK0yMJnYj/ufnybKMIAiwqlWK0Yi660KaEmQZzWZTV1HUDhyViluWJZZlaaGipoZUu6jf71MUBUEQaJ+NIAh3DyJaBEF4w1y/fl1vAW40Gnq5ngqE832fk/ZJVs1Vnkmewdw0abfbhGFIo9FgFMcUJ0+SjccYvR7Fs89i3gqYg90Nz2o6aG8qLqC9M67r6lHpKIqIooheryeiRRDuQkS0CILwhrnnnnvY2trixIkT1Ov1fem4qp2z6C/yKq/SzbqcH51nZmZGixH/3e+mfO45KltblLUaxeXLGCsrGMeOUalUtF/Ftm0qlYp+zaIo9DZn9Zg6ZlmWxHF8ZNdEEISDQ0SLIAhvmOnpab785S/rKsjExMS+rJaiKDhuHce1XK7kV5jqTnHt2jXd4pmcnKQ8fx57NALLgsEAbzCgjGMtTgA90uy6LnEcY1kWRVHo8DmV16JSdLe2tjh16tRRXhpBEA4AES2CILxh5ufnuf/++5mcnGRhYUFP76isFtM0ebv3dv6t+2+5Ul7hJ8Y/wYkTJyjLkizLyLKMzvQ0ZRCAbUMUkdk21T3TQfCal0Wl5dq2rcPolHhROS1pmtLpdIjjWE8zCYJwdyCiRRCEN8yJEye4cOEC8/Pz7OzsaLHiOA5hGO62jHyHltNiXIxZ3Vmlcr1CpVIhCIJd0TEYYDcaGHlO6fvkgwFmFO07Tp7nJEmiDbmmaZKmKZ7nkSSJFi1qd1G/36dSqcjyTEG4yxDRIgjC98UDDzxAnufMzc3R6XS0pyVJEt0imvAnWPaWCYuQ40vHsSyLJEkoioJ6o4E7GBA5DkaaEt+K4TdNc5+vRY1TK4FSr9d1Yq5qF6lwuU6nI3ktgnAXIqJFEITvi9FoxLVr19ja2uL48ePa05KmKY1Gg6IoOJOdYbO+yavD3c3QlUpFV06S0Qj75EkYjzEGA/KXXyY9fnyf6RYgiiJM08S2bZIk0UsV0zTV2S1hGJLnOePxmDAMxdciCHcZIloEQfi+UELlxIkTzM7O7tv2rHwo93j38EXzi6w0Vph35nEcR/ta/Icfxn/+ecz1daJ6neLiRcyHHqK81dpxXRfTNPVX1Rpybm2FVum4juNo8dJqtXQonYw+C8Ldg4gWQRC+Lz74wQ/yW7/1W8RxzGAwwDTN1+W1dCodPMdjM9tkrVijLEu9ONFxHFrnz2MOBhiOQzkY4PV6lDMz+44Tx/Fu/P+t1pLa9uw4Dnmeax9NkiQMh0PCMGR7e1tEiyDcRYhoEQTh++bhhx/W1RbDMF6X13KsOEZUjYiLmEbcoFbWdLWlKAoqnQ7eaAS2TWwYZK5LtdEgiiJqtRp5nuP7vq6o1Go1iqLA8zxdcdm7h6hSqWhRIwjC3YOIFkEQvm82NzfZ2tqiKArSNP22eS332/dz0bzIN7JvcLbYTb2tVquUZYk3HuN3OhhpSlmpkA8G+EVBkiSUZYlpmiRJoisqeZ7rNpHrunonURiGpGnKaDQiz3PZ+CwIdxkiWgRB+L659957uX79OqdOnaJarX7bvJYTlRM8Yz9DN+uyFC9pv0tRFLjNJtbmJrbnQRwzqNUIw5Bms6mrMZ7nkec5lmXp2H4VUpdlmc5sCcOQdrutc2DE1yIIdw8iWgRB+L6p1Wq88sorFEXB7OysjulP05RarYZhGExVp2g4DV7OXmatXNvX8mmNx6T3309rNCIdjyleeYV8bg7LsnQaLuxufnZdV2ezqD/K2xIEAWmaam+Lai+JaBGEuwMRLYIgfN/Mz8/z9re/Hc/zWFpa0mJFZbVkWYZRGvxvzf+Nq+lVZtPZfRucizzHeeYZnO1tcF3KV15h/MAD0G5jWda+LBbHcahUKnr/EIDv+9i2rSst1WoVz/P25bwIgnDnI6JFEITvmxMnTvB//p//p15WWBQFnU5nX1ZLMk6Ybc8yNIa8lL5Eo2wAu76WoCypnjtHxTCYqlQIbJvRxgaVqSmAfTuGkiTRGS/qz3g8xnVdXWEZjUZYlkUcx/T7fU6cOHFk10YQhDcPES2CILwpPPLII6ytrXHy5Ek9QQSvZbUAtKwW67V1gjjgLdlbtOjIsgwuX8b5whewbZtpz8Nvt0ldV7eXlI/FMAy9f0hh2za2bVOWJQD1eh3btnFdl36/L3uIBOEuQUSLIAhvCltbW1y+fJnhcAigvS2q4uF5HnPMsdpZ5dn0WRbKhd1x51vx/MV4jL2wQJmmzE1MMBiNGG9sUKlUsG2bPM+1gFGvp6aG0jTF9/19lRY18jwajRiNRiJaBOEuQESLIAhvCvPz8/R6PWZnZ/XGZ+VtUb6SY1vH+NLSl1hNV5lL57Sx1rIs7EYDa3mZ1HEwh0NajQb+5KQWPnsnkVSlJcsybda1bZs4joHdSovjOERRpJctCoJw5yOiRRCEN4VHH32UP/3TP2V9fZ1ut0uz2dRjy2o7c/VGlSl7imvlNW6kN7DM3ZHldruNHUXY991HGscYoxGVmzcZNJv7Iv/3toSUMVe1hCzL0gsTVaUlz3PCMGRzc5P5+fkjuS6CILx5iGgRBOFN48EHH6Tf7zM9Pc3ExISeIFJiI4oj8lM5W2xRiSvMFDM6Y8V929twvvlNzBs3wHUxvvENKvfei7ewQBAEuK6rKyoAeZ7rNQF7Ky5hGGpPi/LBRFEkvhZBuAsQ0SIIwptGFEVcv36dKIpYW1tjbm5ud9zZMCiKgvW1dc5eOctL9kt8Pf06j7iP6NZRo9XCuecezCyj9H2cPIftbUb1ut5ntLfaonYRKQNuWZaMx2OyLNOVljRNSZKE8XhMEAQiWgThDkdEiyAIbxpLS0uUZcni4uK+/UNqmihNU05Nn+Jrta+xGW0ybU5rz4rjOFhTUzhra2CamLZNWa0SVas4jkMcx6/ztZRliWEYOvOlLEuiKNpXaUnTFM/zxNciCHcBIloEQXjTUL6WwWBAq9XSSbXurdHlfr9P59UO0940r9ivcC27RrVaJc9z6vU6bppinjxJmaaUjoM7HpMFAWVZYtu2nhJS1RnlZwH07iG1bdrzPNI0Jcsy8jxnc3OT2dnZo7o0giC8CYhoEQThTeV973sfpmlSr9dJkoRaraY3MQdBwPnT5/lfG/8r43LM8eg4lJBlGZ7nYTkO7toaZpKAYYDnkdbreJ5HEATU63XyPNex/EVRUBSF3kGkDLvNWwbeNE31SoEkScTXIgh3OCJaBEF4U7l8+TJBENButymKgsnJSYqiIM9ztra2KMuS2fosw8qQp5KnOO4dJ4oifN/nuOPgnz9PfzwmGAwwb9zAXFxkNBrt87X4vk+e58RxvE+wxHFMlmWMx2MsyyJNUyzLIkkSwjCUvBZBuMMR0SIIwpvK3Nwca2tr3HfffQC4rkuaplSrVa5cucKpU6c4YZ/gK5Wv0At6PGg/qCsk48lJysGA1s2bVPIc7xvfYHDPPTA3p0eYlZ8lSRIdMKeqKmqCqN1u6woLgOd5ejmjIAh3LiJaBEF4U3nsscf4r//r/5qyLKlUKlSrVT2GvL29jWVZzGQz1CfqXMgucC4/R7vd3h1PnpnBv+cerDwn932SPMcZj0mBMAzJ85w0TTEMg/F4rOP7VT5LlmXEccxoNNo3tWQYhh57npubO+pLJAjCG0REiyAIbzof/OAHMU0T13W1CVel1Z48eZKBM+CPrT/mGteYj+ZxHIednZ1ds22zyXhjg+JWoq15q7rSaDS0ryVNU1qtFnme47qu9raoGH/1HDVBtDffRXwtgnDnIqJFEIQ3nRdeeAHbtmk0GpimSavVYnt7m/F4jGEY1Jt1HNthp9xh09qk4lZ0a6cA8pMnaRgGQb9P3u1SlqUWIUoMqcqJ+p6aHlL+lSiKvq0Zt9VqMT09fdSXSBCEN4CIFkEQ3nRarRYbGxv88A//sH5senqaGzducPLkyV1BU22w7W0z2BngDl3KssQ0TeLpaZwgINraIjYMnL/8Swbz8zhzczQaDUajEdVb2S2+7wO7Ef6qkpIkCb7v69bR3jZRlmVEUXQk10QQhO8fES2CILzp/Mqv/Ap//+//fZ566ik6nY6O1x8Oh7o1c845x7g25trENWbMGQBM0yQ9doz03ntxn3+eSruNked00pT0lunW9/3d56WpnkqK4xjf94njmDRNtadFmXfVMsU8zwE4duzYkV0bQRDeOCJaBEE4ED784Q/TaDSo1Wq6tbO8vMzp06cBOOee4wnzCS5Fl3jEeATLsjBNc7eNU69j7+xgDwaUUYRnmjqa3/d9wjAkTVPtmVFVFfVYrVbb52OB1xYsqnRd8bUIwp2HiBZBEA6E559/HsdxWFxcJAxDPM+j3+9rITFZncStuVy3r2tB4fs+SZKQlSXG3ByuYZCbJmWea+OtiuxP0xTHcbSXRY1WF0XBcDjUJl1Ajz6rKH/TNFlcXDyaCyMIwhtGRIsgCAfCPffcg2mazMzM6OmhK1eusLCwAMCUPUVkR1wLrxFmIVZhMRwO8X2fqCxxr1yh0mwSmiZlFFG3LPr9PrVajcFgQLVaZTwe4/s+jUYD2BUlyvirRI3KgFGVGNgdnxYE4c5DRIsgCAdCmqY888wzzM3NcezYMYIgoNfr6baMYRicXjjNirXCDfMGZ8wzADQaDQzDIDt9msiyqCcJWRhSFAWtVgvbtjEMA9M0qVar2LatQ+eyLNOJuIZh7PO9WJZFlmWUZSmiRRDuUES0CIJwIMzPzzMajThz5gy1Wo0kSVhbW9OeFtM0OZYd49XiVa6WVzlVniIMw10RMj0NRcHgxg1c26b/F39BOTtLdWlJb20OgoBarcZoNNLTQ47jYNu23k2ktkAr1OhzvV4XX4sg3IGIaBEE4UB49NFH+aM/+iOCIKBareK6LqPRSHtapqenOWmd5Kv2V1m2lyFFG2hr999PfukSxDHj6WmacUyyukp2K84/DEN838cwDCqVCoD2uQBEUYRt29q8C+jFimqKKMsyTp06dTQXRxCEN4SIFkEQDoz3vve9RFFEq9Wi3W7v87Tkec6x/Bi5kXPBuKCFhFp+aJ87h3HxIuVLL+F5HoO//EusuTkGtRq+72sRVK/XGY1GxHFMGIYYhqHzW+r1uhZJyteiTL9xHEu1RRDuMES0CIJwYFy4cAGAarXK3Nwc3W4Xz/Oo1+sYhsGxyjG81CMuYlInZbIySRiGmKaJf999WJcukScJ5cQEU7YNQUC8uIjjOLvPuVVtcV1339LEJEkoy5IkSXRWi/K1qGTcKIpk67Mg3GGIaBEE4cCYmJggz3PuueceWq0WRVFw+vRpHQJXFAUT3gQr+QpXxldwUgfX3U3HTbOMbGEBvvpV4p0dmr5PN01peB7dbhfLsvR6gGazqastcRxjmia2beN5HoZhUJblvvNK05Rms6n3IQmCcGcgokUQhAPjgQce4F//639NURQsLS2xurpKo9HAdV0qlQqGYXBv7142JjdYNVe5P7sfy7KwLGu3GuM42MePkyUJZRTRznNMx2FyclJPDLVaLWDXD6PaS6ZpahNulmXa65Ikia7EGIZBnue6XSUIwu2PiBZBEA6Mt7/97fztv/23dXDc1NQUjUZDV1qq1SoL5QJFUHCRi7wnfg/j8ZhKpbKbaOv7TJYlg26XdDjE+/KXiRcWqCws0Ov1sCyLdrtNv9+nWq3qCP9ms0lRFDot17IsAJ2cqxYvqhUA0iIShDsDES2CIBwozzzzDO12m0qlwvXr15mbm6MoCtI0ZTwec65yDtM2WSlWqFpVyrLEsqxdM+758xSXLtHq90lnZqAoqPZ6GEtLutqS57leoKiqLSoJF3bj+8NbOS9KpBRFQVEURFGEaZqcOHHiCK+QIAjfLSJaBEE4UKampqhWqxw7dkybZ4uiwDRNoihiMpqksAs2ig26SRe/9PdVQorpaSZHI/pRRCVJGIQhxs4OrVaLXq+HaZq62lIUBUEQMBqNAHBdV6fkqokihYr5l63PgnDnIKJFEIQDxfM8nnjiCYqiYGdnR1ddKpUKnucRhiH3Ve7jReNF1q117inu0Ubasiwp85xydpYW4CYJlbIkaTQwTZPp6WmCINDCRcX61+t1LYxUrgvs5reox/M8J4oiES2CcAchokUQhAPlvvvuo91uU61W9Qgy7E7wpGmKYRjMJDM8Zz/HxeIip5JTevlhlmUkvo+Rpkz2+wyKgvqf/zm9qSmsTkcLlSiKaLfbjEYjkiQhCALyPMfzPJIkIY5jLMvC932d16LaSGovkvhaBOH2R0SLIAgHiu/7PPXUU8zOzpJlGWEYUq/XtWABOGOf4c/dP+emeZOqvRvBr4y12b33kl28SBwEeFNTYFlMj8ekx4+T5znNZhPTNDEMQ8f3t9ttnYoLuwZc3/dJ03R3i3SW6TA78bUIwp2DiBZBEA6Uc+fO8da3vhXDMOj3+zqvJUkS/ZyZYoaklnA5u8w4HWOapo7dz/KcZH4e48knmYoiRpaFD/v8LCq3xbIsxuMxo9FIm27LsqQoCrIsA9ATRfCaryVNU6m2CMIdgIgWQRAOnCAIuH79OpVKhZMnT2LbNkVR6O/PGrM03SYDb0Acx0yYE/v2CuVFAe02QaVC6ftkaUqr1dIm28nJSWDXs+L7PpVKhbIs9/lZ9sb57/WxqPZSq9Vienr6sC6JIAhvAPOoT0AQhLufSqXCe9/7XnzfZzgckue5Dn8zDAPLtJgfz5PGKReDi0RRRFmWjMdj0o0NiuefJ9/aIuj1wHUZ2jZ5nhOGITs7O5RlSb/fp9vtUpYlvV6PKIr01+FwSBiGRFFEHMf4vo/v704pNRoN3U4SBOH2RiotgiAcCn/yJ3/C0tKSbtWowDfY9b2cMc9w07rJzfpNHi4exjRNTNOksbaGVauRnztHtLFBfuoU9okTZFm2LxnX930cx2E8HtNoNAD03iFAV3b2VnjUniNl4BUE4fZGRIsgCAfOY489RqvV4uLFi9TrdZIk0WICdoXEnD3HuDrmUn6JoiwYjUY4jkM5GjF3+TJ9yyIDvOPHibIMsyh0VUWF0VmWxWAwoN1uY1kWw+FQjzc7jqP9LcrXolYJ+L5PWZbiaxGE2xwRLYIgHAovv/wyYRjqcWPf93WiLcDJ4iSWbbFqr2KlFhP1id02EVBMTFArS6q3qipWraZTbfcm42ZZRq1Ww3EcvVBRVVZM8/Xd8CzLCIIA27bp9XoAHDt27LAuiSAI3yMiWgRBOBRmZ2fZ3t7WIkW1ZpSYmDQmqY1rdO0uN+ObzKQzuz/oOOwYBvlwyEwUEX35y7hnz9K9NfGjknHzPCdNU/11OBxqYZQkCa7r6taUMvgWRUG1WiXLMprNJkEQHMm1EQThu0OMuIIgHAobGxusra3R7/dpNBq6naPMuBW/wknvJA2nwXptXZtkvbe8hWxignqaUiwuYgLmtWvU63U8z9PVlsnJSb1zqF6vU6vV8DwP13VptVpUKhUajQaNRkMbcV3XxXEc4jgmSRL6/f7RXiRBEL4jUmkRBOFQmJ6eplarEYYhq6ur2tuiKIqCWXeWZ/1nuWxf5q3RW8nzHMMwKE6donzuObKVFSzPIw5DjLIkyzJdbRmNRgyHQ4qioNvtUqvV2NnZwXVdDMPQ00oqEdeyLF318Txv1/R7awO1+FoE4fZERIsgCIfGhQsXeP/736/HjoF9vpazxVk+Z3+OteoaDXNXQFSrVWLbxmw2sQDbdcnzHMtxdgXNLW+Lbdu0Wi3yPKderwMwMTFBURR6ikhVVdTzYVcsGYZBEASkaQqIr0UQbldEtAiCcCj85E/+JIPBgJ2dHSYmJgiCAMMwtKfFNE2WWKIICl4ev8zYHNNsNndj9ut14okJ8rU1WuMxxde+RnD8OP7kJIZhMBjshtJVKhXG47HObWm1WgwGAyqVCsWtaaOyLMnzXIsWQE8QKZOwVFsE4fZEPC2CIBwao9EIz/NwHIdqtap9LcrbMuvN0ql0iGsx2+42URRRq9VovPOdNCYn8QFraQnXMPBv3sS5VW3xPE+LDMdxcBxn1w/jedrf4vs+zWaTarVKrVaj3W5r30u1WtUmXSWsBEG4/ZBKiyAIh0a9XsdxHL3B2TTN1/laFvNFdtjhZeNlalFNC5vW299OcPEi/Zs3qds22SOPEA2HxHGsx577/T5pmjIajQB0uwd2BZPv+8RxDKC/qv1DqvrSaDR09L8gCLcXIloEQTg0lpeXabVa1G7lrNTr9X3x+UVRcNY5y4vOi6zmq9TtOkVRUKlUMAGvWsUAirLEuOVF8TyPOI5xXVdXW5RfRomiWq0GvFaFMU3zdWm5tm3rqP+9YkcQhNsHES2CIBwayhSrRMFgMNAR/Gma7vpaoiUKo+CqeVXnrqgk23qzSZ4khFtbuE8+CSdOMC5LarXa7kboLGM0GundRYZh6J9XeS1qImlv2JyqtiRJgmVZ1Go18bUIwm2IeFoEQTg0LMvim9/8JrZt64qHZVk6Wr/RaHBv7V5832elsUK1UaVarWJZFua992LX61TDEO/kSfw4xr95U3tXHMfR2SvKJ9NsNvF9n2q1qmP76/U6jUaDWq1GrVajUqlQrVb18wzDYDwes7a2dtSXSxCEb0EqLYIgHBof/vCH2dnZIcsy/ZiK369UKqRpim3bdMwOa8YaryavcsY5Q7/fJ3ddire/ndp4jLu1RdzvE3zxi3TuuYfg1sRPlmXkec5wOMR1XQaDAUVR6JRcVc1Rk0Qqv0X5WVSlxXVd2fosCLchIloEQThUVLS+4zhEUaT/DrvtI8uyOGYeY2gPuWZcYyle0gm6+enTOC+8gHXtGtbSErZlYbzyCu5b36rzVtQos6q6FEWBaZo6/XZvXotqEVmWRZqm2vOSJImIFkG4DZH2kCAIh4oadVYTOmVZEkURWZbpx2e2Z8hGGdeq14jjWHtWwiyje+oU66aJs7lJcfMmw9GI8lY67mAwANBVliAICMOQIAiIoojxeEwQBAyHQ8IwZDweMx6P6fV62oQ7HA71LiI1YSQIwu2BVFoEQThUwjDEcRwtDEajEdVqlTzPd6eETJOz4Vkedx7nRnqDdruNbdv4vr8bDmfb1C0LAN9x4FYFxTAMKpUKQRBQrVa1x0W1nsIw1IZfVXFRVZi9qOWKw+GQ9fV1jh8/fhSXSRCEb4OIFkEQDpVms0m328U0TQaDwT4/iWrxzJVzFHnB1fgqQ3uoY/Y7nQ5DYBBF5IaBZ5pkeU50a6NzlmWEYcjGxgatVoswDCmKgjRNtbelKAqdDZNl2b69RLDrsVGVn/TWJmmZIhKE2wMRLYIgHCpKqKigt0qlAqCFQVmWTFYnmXFmGFVHrIxXcEJHTxHZto3heWRZRgMoHAfr1vSQ8q1Uq1U8zyOKIl2lUVWVvbuIgNf5W9QuoziOGY1GDAYDpqenj+RaCYKwHxEtgiAcKmoXUBAEAPt2EKlqSZqmLG0v8WznWa7Z15gfzuvFip5pkjoO4zSFIMDbs+1ZPScMw93nep6u4FiWRRAE+jFATxHtRT2mslvEkCsItw8iWgRBOFSKouDGjRt6k7LjOARBoPNaGo0Gpmlyb3ovT/M0N/2buLEL7E75eJaFaRgYtk12q1qiXidNU533osSIymdJkoR2u01Zlvs8LXurLrDbMrJtW7eJlLgSBOHoEdEiCMKhYhgGs7OzAPt2EJmmSb/f17H9p9xTlGXJS8lL+vt5nhOnKW5Zkts24zwnHY/xbvlUgiDQvpjRaKQFS57nbG1t0el0APZVWlRKrkKJliRJyLJM0nEF4TZCRIsgCIeK67qsrq5y5swZTNMkjmOazaZuEdm2TVmWnLZPY1gGg3RAbMR4hbebu2IYuHmOZRgYrktk27jubiWmWq1qgWHbNlEU4XkeRVHQarWoVCpalKhKzN5Ki2VZugJjGAau65JlGd1ul/n5+SO7ZoIg7CI5LYIgHCof/OAHmZubI01TgiAgyzKSJGFzcxOA8XhMGIbYuc2CtUBqp6y4K8BuhSQrS6LJSfJ6HWc8xv7mNylviRO1e2hjY4M8z7Esi16vx+bmJkVR6NwW9Udlt6ivvV6P0WjEaDQijmPiOCaKInZ2do7ykgmCcAsRLYIgHDpLS0s6l2VychKASqWCZVlUq1Xa7TbVapV7h/dCBTbaGziOA4B5/jyZ7+Otr2PNzuJnGeXLL+tcFs/zaDQau/uKTJNms0mlUqFWq5GmKZOTkxiGofcS1Wo1/bXRaFCt7u47mpyc1D+3t30kCMLRIaJFEIRDRy00NAyDnZ0der2ejtLP85wgCFhdXeV06zSpk/KS8RLT09OYpklimiQPPUQ4N0dhWZjXrsETTxAPBjp3ReWrDG495rouvV4P27Z39xjl+b4KSxzHBEHAaDTSCbrD4VB/37IsSccVhNsA8bQIgnDo9Pt9siyjXq+Tpilzc3NEUaQNt7Ab8nYsPIYVW1wprhA3Yp2zYt57L9lTT9F4+WWYmsIsCuJLl3DPnydJEur1OqPRSO8fUvuG1M/7vr8vs0WhFirCrknX8zw9Sr2xsaEnngRBOBpEtAiCcOiYpollWYzHY3zfZ3Nzk2q1ShRFus0zNzdHK2kR1SOWi2UCK6DVamlxY//QD+Fevkw8HFINQ6IwJI5jhsMhU1NTuK6rFx+GYUitVqMsS4qiAPi2mS1qQkn9XeW1lGXJYDCQaosgHDEiWgRBOHRUAJzjONTrdbIso1qt6hZOlmXs7OyQ5zlvC97Gi+6LPJU9xfun308QBJRliV+WpICR5xhluZuUaxg4joN1azdRpVKhLEssy8J1XcIwpF6vf9vMlm9FTRmpdNzhcEiapod8pQRB2IuIFkEQDh0Vx2+aJsPhkDiO2dnZ0aFwypRbliVL3hJP+U9xI7qBbdtMTEzsxvMbBp5lQZ7jAjgOke/rTc9RFFGtVnXFJIoi7XcZDAbUajWA11VaAJ2sq8RPnud69FkQhKNDRIsgCIeO53nkeU61WsW2bd32ybIM2I36NwyDMAxZrC/SdJpcyi+xE+8Km/F4TByGWIaBDbhFQTXLdOtoOBxqUeR5HmVZar9MWZa4rovrursVG9//K6eDlJBRBuEkSbSQEQTh8BHRIgjCofPUU0/h+z4TExNsb28zOzuLbe/+78i7tfzQsqzdyotTMqgOuJJdwSt2Q+NqtRrteh0sCzNJsF13N9r/Vnuo0WhgGIb2rFSrVWDXaGsYBpZl7dsqrcRSGIbYt8Lq0jTVYqcsS5IkIU1T/VqCIBw+IloEQTh0PM9jbW2NiYkJms2mbhcBbG9v4/s+aZpiWRZ1v87CaIGhMeRycpml5hKmaRKlKTmQuC5lluHd2sicpimj0YgkSfTkkGVZehljrVbTE0OO42Dbtt4IXa/XcRyHsiypVqs6HVd9LcvydQsWBUE4PES0CIJw6Pzsz/4sv/u7v4thGNRqNXq9Ho1GA8dxqFQqpGnK/Py8Nr7OuXOsV9bZHGxyxj6DZVm0KxWwLOKiILNtCteFVksHyClfSnnLpGvbtl6oGAQBlUqFoijIsowsywiCQC9KhN2qixIoytOSpilJkugdRoIgHC4iWoS7jiRJ+Mmf/EleeumlQzmeWtJ3kNuAe70ecRzrHTsHQRRFB3rNyrIkCAJeeukldnZ2OHHiBJubm4RhSL/fZ2Zmhl6vB+wuVTQMg0ajQbfbZWZqhuZsk29sfAN3x91NsF1eZimOSUyTqCzpbm0xunJFe2GU+VZdt3q9rkeYAb3nSH3NskyH3hVFQVEUuvqj2kew+/t148YNtre3D+xajcdjLl68eKD+mb/u8y6KQvw7wm2HiBbhtufkyZM6lt22bb7+9a/T7Xb56Ec/ytWrVzl58iSf+tSn+IVf+AW2trYAuHjxIp/+9KfpdDr83u/93oGe3/b2tg5IOyhU9aBerx/YMXq9HgsLCwf2+kVRMBwOWVhYoN/v02g0qFQqOI5DtVrF8zwmJiaAXUGRJAmGYdDpdAg7IZ9rfo61xhpnds7sLkQcj2lOTRHnOTNbW8xsbbH2yCOEScLCwoJelphlmd4crSosWZbhOI7+u2VZhGGoA+Vgt9KiFiiqCox6XrPZZHp6+sCu1Wg0Yn5+Xoumg+A7fd5xHLO2tqYnrAThdkFEi3BH8PnPf56pqSn990984hP8+I//OB//+Mf5xCc+wSc+8Qkef/xx/f0HHniAL33pS4dybkEQYFkWzWbzwI7hui61Wu1Aj3HQ70Hd9JvNJvPz8wRBoCtHk5OT3LhxQ7dfms0mrVaL69ev43keZxtnmb05S6/oMQpGu5WPuTlS1yVdXqZRrRINBhSvvEIwM0O/3wfQ1RLLsvRyRtXmUd9XY9CtVkubctUOpL1j0EEQ4DiONuge5LWybZt6vX6glbXv9HmrCau9LTJBuB0Q0SLckXz605/mC1/4AgC/8iu/wo/+6I/y27/920d7UsL3xPb2Nq1WizzP8X2fqakpsiyjUqngui5ZlnHs2DGKoqBZbZL7OdvuNn7iM2PMAGC8973Yn/oUfpoSDYfYWYY1NcXMzIyO6FcptmplgKq0qF1HavRZ5cKom/S3Jueqio1K7Y3jWFdl7kYcx9GeH0G4XRDRItz2GIbBhz70IQzD4Dd/8zf5jd/4DdbX15mfnwdgbm6O9fX1Iz5L4Xuh2WwyOztLEOxG86ukWjX9U61WieNYh8mtra1xyjzFK9VXeNl8maK/WwEx8xw7zynzHPp9hlFEGQT0+33G47E+nsprMU2T0WhEmqZ66zNAo9HQVRXDMPTPALriopJ0q9UqpmkShuFdLVoAPTKuJrEE4agR0SLc9nz5y19mcXGRjY0N/sbf+Bvce++9+76vTJvCnUO73cZ1Xba2tnTuSlmWLC4uUpal/jzVAkPHcTjmH+Orta9y2bzMg+WDmKZJvdHArtXIwxAch4ptM6xWd3Nc2m2dy6LyW9TuobIs9Ziz8kqpCouaNkqSRIsY1ULKbgXYJUnCysoK7Xb7CK/iwbP3vavPQRCOEhEtwm3P4uIiADMzM/zMz/wMTz75JLOzs6yurjI/P8/q6iozMzNHfJbC94qK41cG2V6vR7PZpFqtkmUZcRwzMTHBaDQiz3NmnBkmtya53rzOaLzra8njmDzLiFyXPMsYBgHjGzd0y0kFw0VRBOx6RYIgYHZ2ln6/r3cP7fWvKOMtoH8e0FuiPc+jVqv9wLRNDMPQn5FMEwlHjYgW4bZmPB5TFIWObv+P//E/8o//8T/mscce45Of/CQf//jH+eQnP8lP/dRPHfWpCt8jL7/8Mmmasri4yMzMDI1GQwsG3/dpNBqYpkmz2cQwDO4z7qPf6HPBvcBUbYoiK7DX18mqVTpJQm7b1HyfrVaLTqej2zhKdKhqgZokUr4WFdOv2h+q0rJXxKhpI9M0ieNYTzbd7b4WhWmaVKtVqWgKR46IFuG2Zn19nZ/5mZ8BdrMyfvEXf5GPfOQjPPzww/zcz/0c/+pf/StOnDjBpz71qSM+U+F7xXEcBoMBRVGwtrZGvV5nY2ODPM/pdDq0Wi0Gg4EWDK7lshguErgBF5ILTJfTWHGMNRximiZjYMTuuPDa2pre8LzXz6IER6VSIQxDJiYmyPNcCxI18qzEiJo+KopCJ/Qqo3C1WtX5Mj8I7PX7CMJRIaJFuK05ffo0zzzzzOsen5yc5LOf/ewRnJHwZtHpdHjllVc4ceIEi4uL+oZo2zaO45DnOc1mk6IocF0Xy7I4Zh/jidYT7MQ73J/ej7G2hjU1hZ/neIMB1e1tnIceYm5uTofIfTs/i6quqIoLgO/7+wL8DMN4XbtI7SvKsozxeEyWZbRarR+Iaosg3A6IaBEE4UhIkoR3vetdAFy7do08z3XQW7VaZWdnR48jm6aJZVks2Us8Xz7PpegS96f3k9VqWIaBv7pK6Xkky8sYFy+yc2uLtGmar/OzzMzMEEWRrpzsPUalUmE8HuP7vjYEx3GMaZr4vq8rNq67m8qrAvNEtAjC4SCiRRCEI0HtBapWq7rFYts2hmGQJAmzs7NaLERRRFmWnHZOM/bGvOK+Qjtv487MwP33Y6ysUM7OkhoGYbdLc3JyXyjaXj+L7/vUajUddpemKZ7nYRgGeZ7TarUoioIkSfQyRSVqDMPQFZvxeEwcx6RpSqPREOEiCIeAiBZBEI4EFee/tbWF67paULiuy3A41IFvtVpNPzbnz+EEDmvlGlvGFpNRSnDpEobnka6tkXU69CcniTY2SNNUv6Zt24zHY90SUiKo2WximibD4VBvhI7jWO+SqtVqOmROtY/iOKZarepsl+FwSJIkIloE4RAQ0SIIwpHR6/Vot9t0Oh1dDVHjyqq9oyoc7XZ7N97er9NNu2yX2xxbL3HiGHd6GnM8ZvDWtxIfP663MKtJINM0dW6Lqrio3JG9SxQNw9DVHsdxdDtor6FXLcYMw1B/XVtbo9FoHM1FFIQfIES0CIJwJKgtzjs7O3S7XRqNhs5tgf0ZKaqVk+c59zbu5ankKV5IX2B6eAx/bY2yLGkbBt1qlfF4zOrqKoZhEAQB9Xpd54uoyaAkSXSonLfH/wK7BuHBYKBHnVWbSG2pVqPSaj9QpVI50I3PgiC8hogWQRCOhLIs2d7eZmpqSptiG40Gtm3riogSEiqZtSxLTlZO8mX7y6wGq7g3l6jXajiAa1lMGAZFq8X8/DxJkgDsq5x8uwkiVUHJsgzf9wnDUFdqVEaQ2knUbrfZ2NjQI9JpmtLr9bS/RVpEgnCwiGgRBOFIUFM43W6XSqVCv9+n2WzqTcytVktH57uuq0XLifwEba/NxniDQRQxHI1ohCG569ILAqKdHZrNph5PLopCL030PI/RaMTk5CR5nuuY/0qlQrVaZXt7m8FggOd5uq2kRpzVCHQYhjq/pSxLWq0W9Xqd9fV1jh8/fsRXVRDubkS0CIJwJPR6PfI8p91u62mher1OEAQURYFlWdTrdS0QbNsmyzJqTo1Ra8Sl1iU6y38bmk2alQqFaWJaFjuVCvV6XbeX1FRQkiQ4jsPExIT2zKi2kNqv02g0dOtHjTTv3f6sRIzrutqkm6apjrgfjUbU6/WjvrSCcNciokUQhCNB+UXG4zG2bbO1tUUURVpA7E2l9X0f3/dJkoQ8zzkVnmJjYoNlY5uJfp8MiCsVgiRhZ2eH7e1t4jjWwkdVWlQ+i+d5jMdjXdlpNps4jkMYhnS7XVqtFqPRCEALlr2VljiOCYJAh94p781gMBDRIggHiIgWQRCOBNWCsW1bjxCnaapTcC3LIgxD7W2xbVsHwc1X57nsXGZYuclbJiexigLL9xnV69jT0/u2L7uuqz0zwOsmiGB3pYDjOHov0V7jrzrm3kqL2kytzkuJmDiOGY/H1Gq1o7ikgnDXI6JFEIQjodFosLKygmma7OzsYNs2eZ7T6/X0TX+vGVeJhrIsORWc4uvJ17kUbHK61wPXZabfJzBNRqMROzs72oui2j9qh1Gz2WQwGOjqicprURWTwWAAQKVS0ZktysxbliWj0UiLmziOyfOcMAx1S6nf74toEYQDQkSLIAhHwng8ptPpaK9Jp9PRk0N72zGu6+pMFfX9c/k5kkrChnOZdmMJI02x2m1qZUmn02F6enqfl0WZZpW5VvlVlCAC9BLFyclJiqLAcRxdsVGCReXIeJ6nJ4X2CiE1Jh0EAdVq9SguqyDc1YhoEQThSJiammJ1dRXLsrAsi5s3b2JZFnNzc6yuruL7vv5eHMf4vk+1WiVJEharizTzJjtGwng4wMQgjCK2w5DR9jZZltHpdPQkEkAcx9RqNV2FUX6WSqWCaZoEQaCnldRXNSatppH2Vlo8zyNJEkajkRZJqj0EyCSRIBwAIloEQTgSLl++zMzMDEEQ4HkejUZDe0YmJyd1pH+SJPv8I5VKBc/zmLQmyf1LVFtzNFKPxLbBtsl8n5mZGd3SsSxLv25ZltTrdfI8x3EcAL0uIMsyPM/DcRzdVgL09mkV+a8qLY7jaIOw2gJtWRaGYejx6cnJyaO5uIJwlyKiRRCEI+Hy5cucPHmSKIp05aLf71OWpZ4UUi0dRVmWVCoVyrLkTO8MG70ua/2QPjmTeU5wqyqzs7MDoA29akIIYDQa6TC5vWsDHMdhMBjQaDT0CHMURXrHkHq97e1t2u02YRjq0ef19fV9Y9TqfYhoEYQ3FxEtgiAcCVEU8eyzz/Lud7+b0WhEo9Fgbm5O+1mSJNGtm71Bb8pLcso9xWr38yTtkoX0OG6W0QoCkmZTV1qKotDbpFXlpVar7RtTViPVURRpH4pqB7Xbbe2nUZkuarJI7UIqy5KJiYl9KwKUgXhnZ0en6wqC8P0jokUQhCPh/vvv52tf+5pOre33+9i2TRAEdDod+v2+TsL1fV+bYZVQOO4c54t+hdWmR+tmjBtFDF56if70NLZt0+l0dKYK7I5YD4dDPM/TY8x5nuvQusFggG3bRFFEvV7XP2uaph6DVtuiq9Uq/X6fOI71hmrVbsrznCiKME1Te2sEQXhzENEiCMKRcO3aNc6cOaNTcQ3DwPM8ms0mnufpkDZVZVGiBXbbRE27yfWJlOevjXnPco1iaQnXsnBXVmg89JAWJ6oyojY9q/Fn2BUYqrqixFClUsH3fZrNpp5AUpktaneR4zhUKhU6nY72xKgKi2oRqUWMktsiCG8eIloEQTgSzp07RxiGbG1tMTMzA+z6TUzTpFqt6gqJEhVqfLlare56UAyHc8F5VqZfZbPIaO7sYCQJ4dISThQRxzGj0UgvW8zznJmZGdI0ZTweY1mWHnuOokiLjb3ZLmrEWgXPmaapc1zm5uYIgoAwDPU4tkJVW9RE0tmzZw/56grC3YmIFkEQjgzDMJicnNTVClXhUOPEqmJRlqUeT3ZdF8/zME2T47XjXF17CeoJjTgHx2HKcWjcek0leFSlpFar6a+A3vCsTLRKmOyt7Kivw+FQP19ND6nMF9VCiqJIj2jbtk2r1cKyLKm2CMKbhIgWQRCOhLm5Oa5duwbsZqi0222CIGA0GhEEgQ57U0IhyzJqtRppmurU3DPpGa57FmVWEuU5UVHQL0vCjQ3ddkrTlCiK8H2fNE0Jw5BqtarFy3A41I/1+32q1SpRFO3zz6gliko8WZbFzs6OftxxHJaXl/UyRdV+UiPbGxsbHD9+XPwtgvB9IqJFEIQjodfrYVmWrliEYUij0dAJuAC+7zMYDOh0OvuEg8ptOVmcJEkDAi+lxiQ+kADVRoMkSfA8j0qlsm9iSFU88jwH2He8iYkJDMPAdV0A3Vra64FRU0hqk7SqyqhpIsdxSNNU+2XUJugsy/QSSEEQ3hgiWgRBOBIqlYquqlSrVT2hE8exDnSr1+t6/FklziZJQpZltFotlowlXMfHjm2iaEzo18D3AbRnpdfr7dsQrVpEalJIrQpQ+4PCMNSVmSzLKIqCTqeD4zj6vNSiR7VqQKXkKr+MWkUwHA71RFQURSwsLIi/RRC+D0S0CIJwJBiGobcrp2mqtyXvNbWqx9VX5TvJskyLkKVwiZF3nW3LxkwLwiCgfstjYpqmjvNX4qder+8bd1ZtI9d1sSxLV2JUK0il5ypBpbJf1OZo5bsBdJaMCsCrVCoAOryu0WhItUUQvg9EtAiCcOikacrzzz/P0tISURQxfStbRU37qNaNEitRFAG7k0RpmlKr1ajVaozHY45xgka6Rj0L8PI63GoDqZbMtxpwkyQBXmsPqUqIel0lnFRVRWW6FEVBvV4nCAKdhKuqOUVR6GkjJUqGwyG9Xo8oinTFZm1tjfn5edlLJAhvEBEtgiAcOv/3//1/s7CwQBiGlGXJ+vo6aZrqxFpVaVGiQwW1KXFh2zY7OzsYhkFnNM2aY2AXMRPeDOWtXJUgCPTyQ9UCUmPN6r89z2MwGGjTbRAEug2l/CxlWerxadd16fV6JEmio/0BXY0py1K3r1RSbqPR0MdUx5FqiyC8MUS0CIJw6HQ6HTY2Njhx4gSWZeG6rt79s1cs7A18S9OUoiiYnZ3V3pZqtcqZ+llubNW5bi+QFC0sfFrs+mGSJNFG370x/Mp4W61WGQwGZFlGo9HQIkptk1bBdrZtU6vVdCurWq0yOTmpqyxqZYCqzgA6lK4sSxzHYXt7myAIAFheXmZxcZH5+fmjuPyCcMciokUQhCNhcnKS8XhMGIb6hq82JytUjL7avFyWpQ6gy7KMra0hyy/Mc815C34SEFoTjFYa3L+8w8xMVVdWVBVEVVfCMMTzPEajEUmSkKYp/X5fTwmp6Z84jnULSI0yd7tdwjDUZtsoinRlaG/1RW2VVlufVYKuEmWmaUrFRRC+R0S0CIJw6GxtbXHy5EltlFU3/SAIKMtSV0L2VjkAHTCnhEK328FkiwU7xS5sGt2b1DOTzesPsrjo0mh4elv03jFqJVbU3qFms0kURVpgqJZSo9HAMAwtXPam8nY6HW3gVZ6XvX4cZfS1bRvLsjAMQ08XbW1tMRwOmZiY4MEHHzyCT0AQ7kxEtAiCcKj83u/9HrVajX6/D0AYhvt8K41GY1/lwrIsNjY29AhyGIZkWUaWZaytBXTckHGaYqawYSc0ij7DFy7RvecMdW9Ebhgkt1pLagGjqnCkaYrv+7raE4ahnkoaDAY0Gg0ALVziOGY4HJKmKUmSEMcx1WpVTyYpk69CCZbRaKSFi2VZTExMcPLkSVzXlWqLIHwPiGgRBOFQSdMUgHa7rUeD1X4fz/N0Gq1CRf2HYYjv+1QqlVuGWROzNOHaK9RKBzuOcOIMI9vGWr/KxFc2cFavwOQkfOQjxLfi98uyxHVdvd/I932iKCJNU2ZnZ/XuoenpaT3CrALk1FLEWq1Gs9mkLEvddmo0Gtrfsvfc1WupqgvAcDhkZ2eHMAzpdrvU63Xe/e53H+4HIQh3ICJaBEE4NF5++WXa7TZlWbK9va0TZZVIURuW904SqerKcDik2Wxqs2ySxEwmXa53twkmYo5FJlbpc7FpYpmX2X7qGs3zjxBvb1N/8knChx4iCAKdxaKEShzHespI/bdqU/m+r30pyoMyHo/1NJFt2zqqX3lnAD2ivVfAWJalBZky8Pq+z/Hjx5mZmZGKiyB8F4hoEQThUAmCgKWlJWZnZ/WG5CAIcBwH13UZj8f4vq8TZy3L0pufVd6KEjfTc0PWd5ZJ4iZB4WJPzNCq9Xn0lc9Q80wG4eeYMDpYaYr/6KMkt0SIqqAoL4tabqiqLBMTE9oDs9fPYts2N2/exPM86vW6/n6SJFiWBbwWMLc3MVdVawC9IiAMQx1Wt7KywsbGBrVajUceeeQIPhVBuDMQ0SIIwqFw5coVHdwWRRFXrlzR7RqVLqs2Jqs9Q+PxmEajobcnq0qFmtzp2avMVZ+ibTZp+aexOyX19ZexGhV2yhBjYLHc7uHbQ6pf/jLZo48C6O3PeyeG1ETQ3rHnvV4bNYK9tbWlq0FqpHlvIF2aprpiogLzVJVGtYhUpQXQHhvLsnTrSxCEb4+IFkEQDoUsyxgMBtx33320Wi0doa/aJWosWbVWLMui2WxqA65q6+hWjGmy9sqfsDRMKSdiZqerxHOzuNEKRl6hlkTE4TZjvyRZe5Uo2WDq3Q/hNSf0+ajqjhIcavJHeVj2/l2JDGW+bbVa+r2piop6L2pRovLj7L0GruvqSowKolPvKU1TnnzySYIgYHZ2VnJcBOFbENEiCMKB0+12eeGFF7RptdvtUpalbr2oLBbDMHSVQu0I2t7eplarUZYlq6urdDodut0uzniF8UbA+ozP6fUKWT1k9d57qYUh3oULFF4Fw1ukMRqwWg/ZdhL+4uv/b975yG9y0j1Jr9fDNE29NHFvUBywr6Wz19cyHA71lJESMspQrIy9g8EA0zQZj8e6baReW1VlxuOxXhqpNk2rKaYoinj11VeZmJgQn4sg7EFEiyAIB06/32dtbY2FhQXtKWm1Wpimied5uh2kvCFFUejWkRobrtVqVCoVsixjamqKLwd/xMJGl9mkQrvZJn7kEWZOnqTXbtN+7DGMsoStLaw//EMcK2T2pW/w9hdh/en/D9fvfRtn3v+fUVSq+6osqsKS7hmRViJi7/MqlQrtdlu3h9Qf27ZxHEdXWfZm0KjnKAOuEkuqwpLnuRZGN27cIM9zvvGNb7C4uMiJEyeO+BMUhNsDES2CIBwoy8vLfOELX8BxHJ0+a9s2/X4f3/e1n0OJAbXleTAYYNu23g+UJAmVSmW3ytJxeDa6xOnQJjNnuen7VLKM0WBAr9fTI8hptYrTbuN881VqQZ2sTFl4tsu1/lP8if3/4/4Hfg0v97SPRm1zVtNE6vyUqTZJEkajka7KKD+MqsookaN8MK+NZxtatNRqNba2tgC0RyfPc/193/fp9Xp0Oh1GoxEvvPAC6+vrvOMd75Cqi/ADj4gWQRAOlC9+8Ys0m008z6Pb7eJ5HnNzc1ooqGpLlmXEcaxv3tVqVe/+6XQ6WJZFlmW0220en3qcdHWIV3VY7KdEtQaG60K9Tp7nLC4u7lZOWi3yH/1R6hcvElkWZRThjnPKHYPZP3yO7Sd/ixn/HipvfQ/mj/0Yxi3zLaDNs9VqVVdPAJ2aqx5X70MF4e19nmEY2r+j3pdqOe017aqwPLUgMgxDZmdn9X9nWcby8jJnz549mg9REG4TRLQIgnAgrK2t8dRTT+k8k707d7rdrg6KU74SwzD0GDG8FtmvNi7btr3r+bALnth8gsncxs2nWPehsbVFN44ZbmxQFAXj8ZjxeLwrIEyT4Vvfivf88/g7OwRWlaI+ib+zydSGy3p9SHrhq9SKHN75ALA/X2Wvz8WyLIbDIXEcE8exHl/2fV9XWFSbR+W37F0DoHw8gBY8w+FQT1Qpb4+qvighNBqNeOWVV7h48SKLi4vcc889UnURfiAR0SIIwoGwublJGIacPn1ah8d1u129SyhNU53PopYTjkYjAD2Js7OzQ5ZlFEWhBc4zE89ws32TD3zjBHO5QdJuYZ44wbxpYnc62gzreZ72oDg/+7Nk73kPtdVVkj/+Y9qbm5RByigbUxlG5NvXiW+8BPWS9kMfwLglQtSW6L1EUUS9XqfdbutzVcJMbaTe3t7WbSbljVGVFjXiDOhof9UGUzuRoijabYPdEjaO4zAzM4NlWVr0CMIPIiJaBEF401lfX+epp57SVYZarYbnebRaLVzXJc9z7f9QxtTJyUldpVCon3dddzcXxbX4g/ofMHM14f3fgDzLqF28SP+++4hOntTbmtXPKROvWangnzhBMDNDcu0a6TPPEFQqJGWJP+xROCZhzaf/9FfYHG8y9fBPas9Ks9nUlRY1ZaTMs3tRwkz9zN6qijoXVWlSI9yO4+gVBkrcqAmjpaWlfYm8RVEwGo3Y3Nzkc5/7HI7j6D+e59FsNpmfn99XrRKEuw0RLYIgvOn82Z/9GXNzc3q8NwxDRqMRo9GInZ0dXb1QxtSdnR3dWlEViSzLdEy+qjbcaN5gtjvL2y4sURg1BvfP0AsC/LNnsefmqN4y0CoPTJ7n+278hutS/emfhne9i9rODu3hEPPP/owwGhOnmyy+fJPBzYs81bnBe9/+d3Gczr5zGgwGRFGkWzew2z5S5mI1HaR8LiphV4kXlcuiEn6VQRd2J6xUXstoNGI4HOoxaCVqVCqvmm7aXWfwWtaLYRjiexHuakS0CILwprG+vs6f//mfk6Ypw+GQhYWFfYsOsyyj1WppD4hKh200GrqKoUadDcPQP+M4Dn7F51+6/5J4/Rp/46mzzC13Sa5cgaUl0vPnKW9lnuwdk1ZiQQmfNE3JLIv8+HHyxUVM2yZcW4NnnmFhqwJRgWOa3PPZa3xu/I95y4//fRbzRS0a1BoB3/d1qq4y1H5rvsvewDnXdXWrSFWS1KoCtR3a9309dr25ucmxY8f0Oe9dEaCmmPr9PqPRiFqtpqtWg8GAV155hdnZ2X3hd4JwtyCiRRCEN40/+qM/4syZM9i2rSde1I1YVST6/T6DwQDLsvTuHeXxUDd55fFwXZcgCKhUKgwZ8iAPUh8+xCtn6ly918GJIjqWRQnYm5uMx2OSJGE4HOqqhGq5qDUAe9cBjLKM+Id/mHJ+Hv/LX8aIIpKqQz5eZ+5Zjyfjf8EpzrM08SD57Cyu7+sJKNUeUisF9pptbdvWFRr1vtQxlWBTIkZ5X/Yuj+z3+wRBoGP/1fnHcbzvWqpWkhoPNwyDXq/HysoKS0tLnDt37qh+FQThQBDRIgjC98WNGze4fv06Gxsb+gbaaDT0KK8aDe73+6yurjI7O6vj+n3fB8DzPKampjAMQ2ef7K2S2LbNPzL+Eded6/xq9zEe/OR16hcukNfr9N/5TlppSnrsGKPRiMFgwMTEhJ68UUZXlb2iWlO65dJokE9OUl9bw/z618l3djC6XXKz4MEXHGLvq3QXXmLy4Q9i/shHSNOUSqWidxOpisteD83e1QRKyKj35nmenohSVSSVVaPGoW/cuMHCwoLOrVHnrb4q8WLbNsPhkCiK9DTR3vc9Ho+p1WqH+vsgCAeJiBZBEN4wly5dYn19ndXVVSzLYmFhgeFwSBAEOt32W3f4bG9v62qBGhkG9i1HzLIM3/d1IN3Lwctcbl+mYlR4wPpxRu94gTEQzMzQazSIX32VotfTz4+iiGq1qltNgPaLhGG47z2o5+z80A9hzM9TPvkk1uQkznBIYhgM6xaRZbB24UvYtQy755PNzBDPz+sqy96slr3LEJWYcF1Xb6aG3f1FlUqFZrNJnud4nqdbP4BO1t27ZmBrawvTNAmCYJ9HRk1LxXGs/S9K2HS7XRYWFlhaWjrQ3wNBOCxEtAiC8D2TpilbW1tasJRlqW+y09PTuK6rKw+u6+q2zerqKvVbAXBxHBNFkY7J397e1jdjz/O0uKhUKvwFf8GCucAPxT+El8a0n3mG7MoVJq5d49j0NOV/+p/C+fPs7OwwHo9ZWFjQwkjd+AHyPNcG3W8dHTZNk3B2Fv/mTby//EvSMCQrS6Y3IrKqDXHC6OU/ojQtqhNzlI/+MPzIj1Dc8qzszWhR/x2GIZVKhYsXL3Ljxo19u5YA3R7aO2WkBN76+rpuDbmuS61Wo16v0+l0aDQaxHGM53kEQaANuaqqpYSQ2oeknisIdzoiWgRB+J7Z3t7mypUr+oZaqVSwbVvnjPT7fe3R2DuS2+v1mJ6eBl4LcAvDkDAM9Y1fVWaU/6Prd/mc9TkaZoMPNz9M+2uXKLe2sE+fhjzHOHmSnelporU1oigiDENWVlb0lI0SAmpsWgkFdX57U2yLosD/0R+FmRmClRW8OMZ55RWMJGZUzTDihISELXpUX3oOc2GBrNPR12Vvnowy7lqWRRAEPProo9q7snfSCNCGYzUO/sorr3D8+HHgtTaZMi2raosSJMqEqyo+qvqijrW1tcX29jaPPPLIYf16CMKBIaJFEITvCRUKNxwO9YSOSrudmJhgOBzSaDS0l+LmzZsMh0P6/T5hGPLKK6/on1NVBc/z8DxPm0mDIKBarZKmKX+a/inT5TSPGI/gjgds/+EfYoxGVNfWiM6dozhzhka9jndromc4HDI7O6srC2o8Wd3E1de9gkYJAxWrP2o0qOc5vufh/P7vE164wNTaGhgl4yKlQ4Sz/jxxf43q+/4W+fveB8DVq1fZ2NjA933SNNV7i9I05cqVK/vGr1U1ZK/vRqX4xnHM9evXdRCdElp7Tcp7r70SNKoiMzk5qV+r0+lQq9Wk2iLcFYhoEQThe+LVV19lY2ODRqOhhYualgnDkO3tbd3y8X0f0zQ5e/YseZ5z48YNTpw4ob0sagomSRK9Z8g0TT1aPHJHPOk8iWmbfMj6EJWnnoPRCLvVwkwSKkB83306TC5JEh2Br3JP4DU/i8pFqdfrZFm2L1dFGVijKNKvYxgGwQc+QFap4F6+jBGGGKs3CdKArYkM+jdInvoUc/edxKtMUqlUtFfFcRwqlYo+7t6dRJVKhaIoCMNQCz5A71t69dVXmZqaYmJigiiK9EoAJVJUBowyGKvWkDLzqvc4GAyI41hPVJ0/f/5IfmcE4c1CRIsgCN8TakJIBbipm7sSAK1WizzPGY/HDIdDAK5cuUKapqRpyvXr13VLRlVWGo0G8FoLxLIsxuMxf175c2qjGqdbpzHXcrrXrtGKY9Jul167Tf38eYw4ZjweU6lUdAhcpVKhXq/vEx9KwOyd5FGTRKptpFALG03TJACMD30IQy14/L3fY+bCizSTkGLcZ7A24s+u/H+pjj7C6bnTNBoNbty4gWmaNJtNnZeihIphGLs7lG5l0qhJIlX9UdUn3/dJkgTP83RVZjweMxgM9Mh4vV7Xxt/RaMR4PNZtN2UA9jxPvzeptgh3OiJaBEH4nlhZWaFWq2mDa71eJ01Tbt68qW+u7XabqakpgiAAYHZ2liRJuHnzJktLS/uMu4B+nqo6VKtVgiLgi94XSa2Uv+X8LVq9HpU8h5MnYXWV+VaL7EMfwr4lLnzfZzwe6ypEHMfkea6TYkejkW6rZFmmp3KUSNpr0lWBcVtbW3qyR2WibLz1rcylKf43vkFQaXDx7JDZp4b8xVu/Qf72nL8Z/k18z9fH7ff7WJZFGIa6IqXaUd1ud197DdAG5eFwqDc/q/N0HIdarcb09PTuTqVb01JqemhiYkKLFlWFAej1eoxGI27cuMGZM2cO89dFEN5URLQIgvBd0+12qVarrK+vs7CwoG+MeZ5Tq9W0MTfLMm0WzfOcmzdvEkURvV5PjzWrTBPDMPB9X1dflKflK85XSNKEc9kp6n/6Anzxi+TDIb25OYp77sF/xzswi4LejRs0m02CINhnQFUCyvd9siyjVqtpoaISelXL5a9idnaWNE1xXVePE9Nq0f+bfxOjUqHc3OTYpZt8rVbhI58PaHzx81wvP8vJidOYP/ZhuOce6vW6Fj7qnNTuIjUCrfYQxXGsjcqq+qQEoro2e43KW1tbOqE3SRJtZFZVHFVBUj4YJRIF4U5FRIsgCN81169fx7ZtFhcX9b/0Xdel3++zsbFBpVLR8fOqSqAqAyqlVrVMlK9FVUPgtXySqIj4gv0FSqfkZy4/xNQ3voYTRTimydTqKm6jQfCOd+DW6ziOQ7Va1YFrajPzXh9Lr9fT1Qhl8h2NRtqkq0SBSqtVvhA1dZRlGWEYUq/X9feM97+fiX/+z5m6eZNvzs9zX3eTyqhHt1FjJYixv5hQcV3KdltH9atFiUp8qKqPMtWmaYphGOzs7OiqT6VSIQxDHWanpoWUIFOv12w294kW1WpLkoTxeMx4PCYMQ06dOnWUv0KC8H0hokUQhO+abrfL/Pw8L730Eo7j6Bu7umk6jsNgMNBbjtWY8cbGBuvr67o6UKlU9GuqTBdAtzP+0v5LNv1Nzg9Pc+zff5VocwszSUg8j7RSwT9zhqQoGHW72shrGIbOfQnDcF9OS+fWWLLv+7iuu88k+53Y65FRnhk1xp1VKtw8f56R7xO5LjfKknswMVoVpsYBxeWXiaJ/ydyp91K+6yGs06cZDAYA2nSsqi1KgCRJQlEUVKtVOp2OrgopgVOWJZ7n6dwZQPuG1KizysBRY9RBEOC6rhY4gnAnI6JFEITvGrV3Z3JyEoDRaKT3AynB0W639+WHWJZFu93G8zzW19dpt9taOAC6vaQx4TPOZ6gkFX79D6ZoXnmK0vepRBFEEfk992B86EOYtxYOqkRYtQtIHTNNU10VUWJAVTLyPKfb7VKv14njWBtgVcVjb7qt8rfs9b2YponrujT/9t9m+9/9O6rjMTNBQOR65GFJkYKRgnllxM21x7GuX6L+Ux8lv7VewLZtwjDUraeyLHUrpygKhsMhvV5PG5xVBWjvEsYwDPeZjsuy1IsnVUVGCZher0cYhrqiJQh3KiJaBEH4rrEsi0qlwqVLl5iYmNA7hdRNPQxDfWPf69fY2dkhCAI95aIqHqpNop5rmiZfsb7CTfMmM/YMk6+OGGcZ1TgmdxyChQWCj32MqudRRJGeSFLCJwxDnQCrAuuUx0WNE6tFivV6nVqtpqdylFjJsgzDMHSLqdlsamNvvV7Xm5nDMKRnmtx43/tIlpdZ+dCHODk3x8zXv4753HPkg22yLCBKCpKrz7PzFYPOqfdjVqtYzSZmo6GrKcqYrFpcjUaDiYkJXYXa62VRwXR7E3FVm0uJR7UfSQmyOI5pt9vU6/Wj/PURhO8bES2CIHzXqByWWq2mja1pmhKGIZOTk3pSRplc1U12dnaWOI65dOmSnhpSy//KsqTb7erX/4+d/0gzb/LRiw/gXfwiXlHgZhkp0Hjb28hvCR7YHSMejUb7wtVUxUK1f/YeT2WwqKj79fV1XNfV7Ra14FBNRqk9Pzs7OziOo0enfd/XLaebN28yPTdHXqsxrFQIzp2jevkyxtYWVlhiZzlOllD/jy+QmM/i5BZMTmGdPEn2sz9LMTmpvSdqC3UQBHS7Xf2elHBRnhXlU5mamtLtNs/zaLVaerxZ+XtGoxFlWerMFkG4kxHRIgjCd83S0hKNRoOnnnoK13UZjUbAbibIhQsXOHHihBYqyqSrvCbqxh/HMY1GQ1dIbNvWEzNf6X+F5zrP0aLJD//bLnkc4+Y5XhRhdDp0FxbIb5liAZ23Mh6PKcuS8XisJ2tU+0T9XS1O3Nu2arVaOmQuyzIqlYqebFKTUIDOQ1EBbnEcs7a2pse427fMtnNzc+TT0xhLSxg3buD+2Z+RX7pEYpUUrk9lPCL3oGzWmNjZYXzxIuXcnPbJKIFSrVaZnZ3VbSrXdXVlRQmcyclJbNvWabeDwYDt7W2yLNOtpPF4DOyKsampKd1CE4Q7FREtgiB816ysrBBFEY1GQ4ebbW1tkWUZZ8+exfd9fN/XQWfT09N0u10ajQaVSkU/d319XbdddncVDYiimM+mn+UDfzTJ/+tzGf3yOVLTJL4V719rtzEXFkhvRfIrg6pC5ZgoY7ASSJVKRRtQVQYKoP0dpmkSx7GuRqjnqcqGahflea7bUO12WxtoNzY2CMMQy7Lodru7Y8W2TX7sGI0HHqB86SXsIMEgJLIKjAjc4DLjUUR85TLl5z9P8ku/BNPT+pyHwyErKyu6bVatVgnDUJtwgyCg1WrpqlJZlgRBwNzcnK5eqR1FampoZWVFguWEOx4RLYIgfNf8wi/8An/8x3/MYDCg1+tRrVaB3QmWixcv8uCDD1Kv1xmNRszOzpJlGUtLSwC63aGSYXdzWmyuXu2xteWzWmZcH+b81J9mzK+tkDYaZEWBm+eYrRa8/e3YZ85g3TLWjsdjPXHjOI5uVakR6iRJtPFWjRsr06uqbADaU/Kt25fVuQJ6/4+aSOr3+2xtbemKS1EUzM/P4zgOjUZDV5vS97+f3PcxXnqJMopo9XsMtm9iDwPMmkXZ8MjHA7LP/jn9v/VLGIZBve7RaIyYm5vbV+2pVqt6CaPKmVGiynVdrl27xs7ODrZt0+12tSenLEsWFhb25cIIwp2KiBZBEL4nut0uV69e5b777qPf72sj7blz5+h0OrqSsb29zXA41IsQ1chwkiQ6rG04rLCyUsGO1tnpf563rTq87NxLNlvlrBMSFgVZUdCYncVYXKS4FW6XJIke5VXiQ1VZsiyj3+/TaDRoNBp6+ka1TVT6rmqV7K20qMqNaiWNx2M2NjaYmprSQiQIAqampmi32/R6Pe3t8X2f5eVlpqamqFQq+L7PxsYGtfvvJ3vnO3eNwtev0/5//h+2x5dpFCHl2pANDF651oUn/w3J3ALRA+/DcB0gYmrKxLJGWiwFQYDnedoDpNpsah2Abdt69Nw0TcIwJAgCXQ2am5s7zF8VQXjTEdEiCML3xC/90i/xyU9+ktXVVWq1mja4rq6uYts2U1NTzM/P61aEml4Jw5DxeKyrGcPhmFdeiZm2bZLnvs5b17apr4fYkU/GLBPWkxSuS+55WMeOUXz4w5S38lLSNKXRaOgEXJXMq9oljUaDoijY3NzUrZ56va73/ihRsbOzA+z6XJQvpl6vMx6PdejbzMyMnsRxHAfP89jZ2SFJEl3dUGsLLMvCdV1s22Y0Guk2mloq6b7lLWTdLtOGQbS8TGpGXPMfYKLXxSDk6nrO+N99luvnHyEcO8zM2bzvfS6uu3tsFZA3Pz+vtzurALrRaESaprz00ku6daauRavVIggCbR4WhDsVES2CIHzPzM/P88UvfpFz586Rpin9fp+FhQUdgPa1r32NTqejNxrHcazHi1WMf683JggcxuN1smQHjJLIt8knfYZ2k2u1t2A++ADxD//wbiup36fY2dFju8q0qsSRMqjunRxqNpva8KuqKOPxmNFopD0wasJGVVuU8MnznImJCT1WDehVAVNTUzSbTb38McsybYRVFaBGo4Hv+7oqUqlUyB2H8P77mXz/+2k89xzrn/gk5npINR7wUnaMuGIRT0/S6d5k/PUtNt55jM9/3uGtbx3jOLZ+H2pSK4oi2u02g8FAV7UWFxd1JWt7e5vxeMyNW6sOHn300SP4bRGENw8RLYIgfM986EMf4urVq+zs7BBFEf1+X7eKGo0G9957rzaPKt9FGIZEUcSNGzeYmJig3a7iOBa5X8W3apRmiGs7GIGBYZcsLbThfe8jmJrSAkX5UZQnBtDTPrArZHaNvbueE9U+UQF0nU6HdrutvR9lWdLpdBiPx0xMTDAajUiSRG94Vm0X9VWJnPF4rJ+3sbHBwsKCDnhTybOO4+A4Du12W+8HUu2xnZ0d3MVF+vedIX85J3CmGGx7dAMPJxqRmyXmdkmlPuZK8COcP+8wN+fpgDv12nme0+/36d5KBlbtMTUt5XmeNiIfP378CH9jBOHNQUSLIAhviHPnzvGZz3yGqakpfN8nz3OCIGBnZwfDMNje3tbtkkajoQPaqtXqrXZNjenpmM3NRdy3+9g3bxCPA3pmlVOLNpffMkE4GJDv7DAxMYFlWYxGI2q1mm7jqPHp8Xisk2FVu6ZSqeyaYfd4PpQpV/19r2G33+/vm8SZnJzk1VdfZWpqiiiKaDab9Pt9fcypqSk8z+Pll18mCAK2t7e1Odm/ldZrGAatVku3cTzPo9ls6iqP8Xd+lRv/2SexzBR7ukm94lJxE8aFRYsdrKJgojJie7vk2LHdFQgqCM9xHO2xUUsZoyhifn6eIAi4efMmo9GIXq/H5OQkp0+fPupfGUH4vhHRIgjCG+LHfuzHGA6HvPrqqxiGQRzHbGxsMDs7y9TUFAsLC1QqFZ2dosag9wa8nTxZwXVNtrbmMO5ZIIp6nD07zfnzVcpy98aeZZk2lu6tsOytOqgk3J2dHfr9vp60URNLqnU1Gr1maoXXdgCpWP5arUYQBLo6o0y/KvNETStlWcbW1haDwUBnovi+z9zcnI7PV+eglhvGcayD6pQ4KooC/x8+xurjLzB8ps9W5OJHJT59cmuH7vRJJvyMovAYDAZYlkWn08F1XUzT5PLly/pxlTujPg/P80iShPPnz/Pe9773KH9VBOFNQ0SLIAhvmMnJSb761a/iuq4edb506ZK+Yb700kt61NYwDEajEaPRSO8uyvOMuTmD2VmTSqVNt7sDrLG+XtWiQUXTqzaH8qioHUbVapVarYZhGExNTel9PKrCo6aL9kbzqymcfr+vc02Gw6H23jQaDfr9PjMzMzpJVq0EiKKIqakpWq0WjUaDCxcusLm5ydra2r5FkIPBQK8OUOeg2k7KDLwbtx/Q/Oh91N65w4tPBvg7AbUsI/FOMXHyBJ2FKouLu34cNXml2mAzMzMsLi7eupa7Cb9KKKqk3LNnzx7ib4QgHCwiWgRBeMOcPHmSkydPai+ISqfd2dmh0+lw77336qpGmqZcvXoVz/PY3t7WN3iV9VKvx7RaDba2tgBYWFjQlRbTNPVNXnlDwjDUCxNHoxHr6+t603EURfr5nU5HjzmrKg28FkanfDK1Wk1/TxmI1Vc1taPC8K5fv87k5CRJkugo/YmJCW0SVssj1bSRCnlTCbVqikods932qL1rErvmcfXKFN1hn4npNu7EJK6f4nkRg8GARqPBaDTS109VmvI8Z3JykkajobNZWq0WJ0+elDFn4a5CRIsgCG+YxcVF2u02o9GIjY0NKpUKWZYxPT3NcDhkeXlZt43q9TphGOqKyNTU1K2sliGwm43SbrfpdDo6nTZNU21e3Q2js2g0Gvq/1RLDoig4fvw4o9GIbrfL7OysDl9TCbbKsKumjFR7RgkfNQ69s7NDq9ViPB5rX4oKoGs0Griuy9zcnA6Rq9frPPfcc2xsbDAcDrXBtyxLqtWq/pnFxUXG47GO/E+ShMFgoCsx1WqVtz3S4tR98MILNhMT00xMmFhWnzDcrbBMTU0Bu4Kr1+vpsew8z+n1eqytrWEYBv1+n+npab0eQRDuFkS0CILwfTE7O8urr77K9PQ07Xaba9eucfXqVWZmZgiCgKWlJU6fPs14PKbb7dLpdEjTlOFwiGVZOrdFhaNlWUaWZQyHQ/I8Z3p6Gt/3dYqt2mUUBAG2bbO2tqYXHSqhoyotavO02kKt4vwty6LZbGqTLKDzXtSuIt/3tchyXVcvT1Qbni3Lot/v66qKCqDrdDq6BaWC7oIgoN1uY5omvV6PTqejjcCwW4VS7SfLgnZ7m5kZ55YnZvdcgiDgm9/8ps6jMU1Tb53udDrU63Xm5ua0AbrdbuvWkSDcLYhoEQTh++JHfuRHWFtbY21tjVdffZXxeMzDDz+sdw1tbW1hmiZbW1t0u10d6z89PU29XqdarTIcDinLkn6/j+d5GIZBrVbbF60Pu8JGham1Wi3CMKTT6eidR4PBgNFoxPHjxzFNE9/39SiwSrkNgoBer8d4PGZzc1OLizzP9VSO8t2oiaJms6mPHYYh9Xpdt66UEffxxx/nbW97G91ul2azCaBFTqvV0u8Z0K2tarWqhZgy6ioxUpal3p3UbDapVqvMzc3p9+E4zr7rdvXqVW3wPX/+PO9+97sP7XdAEA4LES2CILwprKyscOzYMbrdLqurqywsLDA9Pc3KygqmaXL8+HFqtRrnzp3j5s2blGWpp3nUzXpjY0NnvagNzv1+X9+oVXsnTVNdZcmyTBtrVcVlPB5Tr9fxfV/fyFUbpl6vc+zYMfI815NEqv2k/DdKiERRpPcVKV/LzZs3MQyDarWqz+/9738/zz33HGfPnsU0TRqNBrC7IiCKIrIso9vt0u/3ddVHsXetged5utVjGIYOrlPLE1VLSb2nZrPJwsKC3vZ85coVkiQRwSLctYhoEQTh++ajH/0oo9GIKIpYWVmhXq+TJAmmabK4uEiv12N5eZnhcEiv16PVajEcDpmYmNCVFDURpIy3tVptX0Q/oEWGaZoYhsGpU6doNpt4nkcYhjrddnZ2VldN8jzXSw43NzdZXl7WFRPVDlLGWLWcMM9z/d7yPCeOY13ZSdOUarWqc2LCMARga2uLxx9/XEf327a9L6+lWq3S7/eZm5uj1+vheZ4WU6PRSE9Gqa3MzWaTyclJOp0OYRjiuq6O8FfCZnt7m5deeklvhnZdl1OnTh3ypy8Ih4eIFkEQ3hRs2+bFF1+k0WhQqVR49dVXaTabTE1N7YvzP336NM1mk263i+d5+2LylTgZDAZEUaRTaR3HwbIsPZasfCXfOqVTFAWWZbG5uUmapjiOQ7PZxLZtpqenOXfunD7fPM8xDAPDMLSwUahKizLUqr8nScL29rYOuOt2uyRJgmVZ3HPPPUxMTHD27Fn9fbUfqCgKwjBkMBjoHJcwDHW7aDwea19L5dZ+Jdd1WVtbY3t7W1+/0WikFyY2m01mZ2d1tsyVK1coioL3v//9h/WRC8KhI6JFEIQ3hV/5lV9hc3OTmzdv8vzzz/Poo49qMaAWD25sbHDx4kXSNKXdblOtVrXHRY1Mq2A0Va0oikI/riojtVqN8+fPMzExAaBXBaj2y+TkJL7vc+HCBbrdLnEc89JLL+mdQsqfov4oc6ti73i1bdvaMFur1XTVY3p6miiKGI1GBEFAFEVcuHCBCxcu6OkmZR4G9NLGLMtwXVeLD5Ua7Ps+o9FIrwGYmZnR+TYq3E55ZWq1GoPBQPty0jQlDEOdfyMIdysiWgRBeNNoNptcuHCBkydP6srKcDjUUfme52HbNouLi7pdooyuqqqgdvpYloXv+wBauOzdr3PlyhXKstznTVFCo1arUavVqNfrHD9+XN/8JyYmKIqC0Wi0L7hueXlZi6tGo4HnebpVpNo2ytuyvr6O53m6RbW+vs7a2hrVapXl5WXOnDnD6dOndZtIGXxVtWV9fZ1qtaq3Siu/TqPRYHt7Wy86fOGFF7Q3Rk1UqevSaDR08nAURdy8eZMkSfjJn/zJo/ngBeGQENEiCMKbxm/8xm+wsrLC1tYWTz/9tE6EnZyc1IbbJEm0SBiPx1y8eJFWq0W9Xmd6epqyLPVkjqpWqIyUVqvF5OSkDnFTrzcYDHjppZdYW1uj3++zvb2tW0cKVbVRW6FVaFxRFERRpM2tyvxaq9V0G+dbp4dUIJ3rutqTkuc5g8GA5eVlnnzySX08lfOiKkVqT5NqIdm2jed51Ot1Tpw4wfT0tM51UVWeMAz1hmnHceh2u1y8eBHf93Fdl+3tbV2FEYS7GREtgiC8qSwsLLCysqLj8FWkv8pRUQbWoih473vfq0eiTdPEtm1s22Y8HuuUXeV5UZUPlZuiWiyWZe27oU9PT+v2yd7wOiVixuOxrnooVDKuGjNW+4bgtXj8vRM/aZrSarX0Bmhl+FWmYM/zePvb38699967b2QbXqvcpGnK5cuX9bi1ElxqkmhlZUUfU009qZ1GZ8+eZWZmBs/z9i1RFIS7HREtgiC8qfzmb/4mGxsbrK+vk6YpExMTeiJIbVhuNBpcuXKFL3/5y3qZIPC6cWAlZoqi0KJl7/f2Lj4EtF9kb1x/u92mXq9Tr9d1y6jZbNLpdJiYmNAtGEWv1+PmzZtsbGyws7PDcDhke3tbCw0Vxa88J7AbsHfs2DHG4zHD4ZBvfOMbvPzyy7z66qvkeb7PH6PMxerc1DSUCoIzTZPt7W0dRqeMwGqL9vb2NhcuXNA7mFQVSqXlCsLdjIgWQRDedD7wgQ/wB3/wB3oXkGqJJEnCzs6Obq+kacpoNNItFEDv0wH0luS9IkSxd9pnb3icylyZmppicXGRhx9++HsyqLbbbdrtNvfdd9+3/f5nPvMZ/uIv/oJLly5RrVYJw5BnnnlGTxep96a8NqotpjZV70U9T1WY1M+UZcna2prePD03N0er1dKTV0EQkOc5m5ub9Ho98jznzJkz3/V7FIQ7FREtgiC86bznPe/hPe95D//sn/0zVlZW9DhylmVapKgcFzUltBd1c1eC5Vu/v3cnkPpqWZYOZJucnGR6epp77rnnTZ+oOXv2LFtbW1y6dIkkSbThWLWtlPFWjVSrqSQlaL61jaNWDagWk3rvURQBsL29zY0bN/ZdBzXi3el09OiziBbhBwERLYIgHBj/5X/5X/KJT3xCV088z2NqagrTNHWbBdA38r0R9ermrfwre6eCFhcXeetb3/q643W7XbrdLmfPnj3Q9/XBD36QX/iFX9j32JUrV1hfX+fSpUtEUUS329XmXEALNXjt/X5re0tVmPay1+8Dr00SqR1LAA8++OABvEtBuP0Q0SIIwoHy8Y9/HNht4Tz99NN37Q329OnTnD59mkcfffTbfj+OY1ZWVnjmmWcIgoDxeEwcx9r4qyo0sFtlUTuYAN1eUo/Ztk2lUqFer3P+/Hmpsgg/MIhoEQRBOAQ8z9PC5q/j6aef5r777nud+VgQftAx//qnCIIgCIIgHD0iWgRBEARBuCMQ0SIIgiAIwh2BeFqEu440TfnABz7A5cuXD+V44/FYB4gdFIPBgDzP2draOrBjxHF8oNesLEuiKDrQY0RRRBiGB3qMXq/HaDTSU0EHQRAEXLt27XW5Lm8m3+nzVhuulRFYEG4XRLQIdxSPP/44H/vYx8jznF//9V/XkykAH/nIR/RN/cqVK3zmM5+h0+nwyU9+8kDPqSxLvbX4oBiNRjrR9aDY2Ng40PdQFAVbW1sHeozhcEhRFAd6jCiKqFQqtFqtAzuG2iX07UL13iy+0+fd7/dJkkQn/grC7YKIFuGOIc9z/u7f/bt85jOfYWlpiYcffpjHHntMJ5c+/vjj+rkPPPAAX/rSlw7lvNI0JUmSNz3EbC9bW1u0Wq0DvVGqxYYHRZ7nXL9+/UCPYRgGWZYd6DHU/qSDPMby8jKdTudAp4e+0+fdbre5fv26zs0RhNsF8bQIdwxPPvkkZ8+e5fTp07iuy8///M/z6U9/+qhPSxDuOkzTxHEcHYYnCLcLIlqEO4aVlRWOHTum/760tMTKysoRnpEg3L04jkOaplJtEW4rRLQIgiAIr0Ml7wrC7YSIFuGOYXFxkeXlZf33GzdusLi4eIRnJAh3N67rUpalVFuE2wYRLcIdw8MPP8zFixd59dVXSZKEf//v/z2PPfbYUZ+WINy1qJHrLMuO+EwEYRep/Ql3DLZt8zu/8zt8+MMfJs9zfu3Xfo3777//qE9LEO5q1Hbqb7eBWhAOGxEtwh3FT/zET/ATP/ETR30agvADg2EYepRchItw1Eh7SBAEQfiOeJ4n48/CbYGIFkEQBOE7YlkWZVmS5/lRn4rwA460hwRBEIS/lmq1KruIhCNHKi2CIAjCX4vytgjCUSKiRRAEQRCEOwIRLYIgCIIg3BGIaBEEQRAE4Y5AjLjCXcfnP/954jg+tEmHoigoiuJAj6cmNw7jGAdFnucHfozD+Cx+ED5vie0XbldEtAh3FUVR8A//4T9kYmLi0ETLcDik1Wod6PHCMMRxnDtetOz9ehCoELSDPIbjOIRheKDH8H2f4XBIu90+sGNYlsV4PMb3/W/7/bIsxXgr3HYYf42iFrkt3BF85CMfYWtri9FoxPr6OouLi1SrVT7xiU8c+LHH4zG1Wk2O8V0QBAHVavXAXr8sS6IoolKpHNgxiqIgSZK/8mb/ZqCEl+d5B3aMNE0piuKvPIZlWRRFwWg0ol6vA7ui8Ed/9EcP7JwEYQ/fVjGLp0W441GCBWBjY4Pp6WnSND2UYxdFoZfK3cnHOIx/VR9Gy8EwjAM/jmmaB17Fs237wJcUOo7zHY+R5/mB/94JwveKtIeEO57HH38cgBs3bvCf/Cf/CZ/97GcP7X+2ly9fplqtMj8/f2DHWFtbIwxDTp06dWDH6Pf7rKyscN999x3YMdI05dlnn+XBBx88sGMAfPWrX+Xd7373gR7jiSee4KGHHsKyrAM7xjPPPMPZs2cPtPr18ssv0+l0mJmZed33lPj73Oc+d2DHF4TvFWkPCXc8qtKysrKC7/u4rkur1TqU1lAQBFQqlQOtUsRxjG3bB3qDPIx2RFmWhGF4oO0hOJw2VxRFOI5zoJ9JmqaUZYnrugd2jKIoiOP4O7bTgiDQ11PaQ8Ih8m3/pyqiRbgriKKIhx56iC996UsH6jXYSxiGXLhwgXe9610Hepyvfe1rvPOd7zzQDbvXr1/HsiwWFxcP7BhJkvD8888f+PX6+te/zjve8Y4DvV7Ly8sYhsHS0tKBHSOOY5577jkeeuihAzsG7F6v+++//9sKl6IoePLJJ7UoF9EiHCIiWoS7D1Vl2draIs9zqtXqoVVZkiTBMIwDvTnC4VQODqOac1iVljAM8TzvQFuEeZ6TpumBC+TDqOR9t4ZcENEiHCpixBXuLvYacDc3N6nX64cmWGC3pWLbB2sLK4riQIXE3uMcxnjrYRzDNM0DN+PuvZEf9HHEkCsIryGVFuGO50tf+hK/8zu/w7/5N//m0I6ZJAnPPPMMDz/88IEeZ3l5GYBjx44d6HG+9rWv8cADDxyoCIuiiAsXLvDAAw8c2DEAXn31VSqVCnNzcwd6nK9+9as88sgjB3pDHwwGXLt2jbe97W0HdgzYNeROTEwwPT39uu+VZUlZlnzta1+TSotwmEh7SLh72FtluXLlClNTUxiGcWiVlsMwScLujd513QP/l+5htKAOI0MF5LN5I3w3hlzLsijLUkSLcFiIaBHuPq5fv87P/dzP8dnPfvZQ0zuffvppzp07d+A3k8P413xZljzxxBMHPiYchiGvvPIK73jHOw70OFtbW+zs7HDu3LkDPc5hmJcBXnzxRebn5+l0Ogd6nO9kyFXVlq9//esiWoTDQkSLcPewd8y5UqngOM6hVVnyPGd9fZ2FhYUDPU6WZWxsbBzKcTY3Nw80awZ2W2rdbvfA2zZxHNPr9ZidnT3Q40RRxGAw+LYZJ28mYRgyHA4P/DhBEDAej79ti0jhOA7ve9/7DvQ8BOEWIlqEu48/+7M/47d/+7fpdruHdswkSRiPxwf+L98kSRiNRkxMTBzocdI0ZTAYMDk5eaDHybKMfr9/KMfp9XpMTU0d6HHyPKfb7X7Hm/ybQVEUbG9vH/hxyrJkc3PzO4qj6elpHeYoCAeMiBZBEARBEO4IZORZEARBEIQ7FxEtgiAIgiDcEYhoEQRBEAThjkBEiyAIgiAIdwQiWgRBEARBuCMQ0SIIgiAIwh2BiBZBEARBEO4IRLQItx2/9mu/xszMDG9961v1Y08//TTvfve7eec738lDDz3Ek08+CewGYv29v/f3OHv2LG9/+9t56qmnjuq0BUEQhANGRItw2/Grv/qrr0vd/Af/4B/wT/7JP+Hpp5/mv/vv/jv+wT/4BwD8yZ/8CRcvXuTixYv8L//L/8Lf+Tt/5yhOWRAEQTgEDm4PvSC8AZaXl/kn/+SfcOPGDZaXl/nn//yf87GPfYwsy/iv/qv/ir/39/4evu9zzz33APAHf/AHlGXJuXPnqFar9Pt9VldXD3yPjiAIgnD4SKVFuK2wbZt/9s/+GZ/5zGc4deoUv/u7v8uLL77IqVOnuH79OlEUce3aNb1X5umnn6bX6+lKS6/XY2Vl5YjfhSAIgnAQyO4h4bZheXmZX/7lX2Z9fZ0syxgOhzzyyCO4rst/+A//gfn5eR5++GHe//7384/+0T9iPB7TbrcxTZPp6Wn+xb/4F/zsz/4s/9f/9X/xkY985KjfjiAIgvDGkd1Dwu2NqrK8+OKL/If/8B/Y3t7mySef5Bd/8RcpioLl5WXOnz/P6uoqQRDw4osvEgQBf+fv/B0ef/xx/vP//D+nKIqjfhuCIAjCASGiRbgtWF5e5hd/8Rf5pV/6Je6//37+9//9fyfPc37jN36Dn/mZn8EwDEzT5L777uMb3/gGpmny67/+6xRFwf/4P/6PdLtdpqenMU1Tt44EQRCEuwtpDwlHzvLyMj//8z/P6uoqlUoFy7J47rnnAGg2m3iex9bWFoZhUKlUmJycZHt7mziOcRyHY8eOce3aNSqVCrZt8+yzz4oRVxAE4c7m27aHRLQIR87q6iqrq6u8613vYjAYsLS0RBRF/PzP/zw3b96k0WjQbDb5/d//fT7wgQ9w/vx5/uf/+X/mPe95D6dOneL3fu/3WFpa4sSJE7z66qtcunTpqN+SIAiC8P3xbUWLjDwLR8pe861hGPzYj/0Yw+EQgP/j//g/MAyDWq3Gr//6r5MkCS+88AJ/+Zd/SZ7nfPOb3+See+5hamqKa9eucePGDX7nd37niN+RIAiCcFBIpUU4Ur61yrKwsEAQBNx///2MRiOSJKEsS9bX15mamuJ/+p/+Jz7+8Y/Tbrf56Z/+af7pP/2n/NzP/Rxf+cpXGI1GXL9+Hcuy/v/t3X9sVeUdx/H3d7ThVyOgNpHqXIstLlwcxczbEVcCJEsqkI0QSkvqYma2tG7/zGabY8lCBExMJpmM8GMjhnXOlUnQYaxOBhQ1WbcRtOqcM3NphQ0jw9LVpd4W6Hd/nNN6qb2l5Z7b27t9XslJzo/n3u/z3Ce959vnOfecbDdLRETSo+khmXwSiQRLly6lr6+P7u5uTp06xcyZM3F3ent7R3zNtGnTMDOKioro6uqiv7+fRCJBU1MTdXV1E9wCERHJAP3kWSafqVOncuzYMU6cOEFvby9mxqFDh6isrCQ/P5/CwkJmzJjBli1byMvLo7S0lJKSEqqrqykoKCA/P5/i4mLmz5+vhEVE5H+ckhbJqsFrVlauXMm5c+fIy8ujoaGBw4cPs3z5choaGti4cSOPPPII7s758+dZt24d7e3txONxzp49y1tvvcW+ffsir9ulS5dYvHgxq1evBoJnIpWUlFBeXk55eTnt7e1A+g9tHB6nrq6OW2+9lYULF3Lvvfdy4cIFAI4fP86sWbOG4m/evDmtOB0dHVRUVFBaWkpNTQ39/f0A9PX1UVNTQ2lpKRUVFXR2do7p/ROJBPF4nEWLFhGLxdi0aRMAlZWVQ3UuKipizZo1abcnVayo+yhVnKj7KFWcqPvo9OnTLF++nAULFhCLxdi+fTsANTU1Q3UuLi6mvLwcgM7OTqZPnz50rKGhYUxxRDLG3UdbRDLuyJEjDriZeWFhocdiMTczTyQSXldX52VlZQ740aNHfc6cOb5jxw7funWrz5s3zwHfvXt3Ruq1cxgD7gAABnNJREFUbds237Bhg69atcrd3e+55x4/cODAJ8q1tLR4VVWVDwwMeFtbm8fj8bTitLS0+MDAgA8MDHhtba3v2rXL3d1bW1uHykTRnurqam9ubnZ39/r6+qE4O3fu9Pr6end3b25u9vXr14/p/QcGBvzDDz90d/f+/n6Px+Pe1tZ2WZm1a9d6U1NT2u1JFSvqPkoVJ+o+ShUn6j46c+aMnzx50t3de3p6vKyszN98883LyjQ2NvqDDz7o7u4dHR0ei8XG3R6RCIyYl1wpadGiJaMLwbzlL4BHgdlAK/BFoB9YFpapBT4K1zuBY+HrvgAkgOszUK+bgKPACuDZcN/PgXUjlP0psCFp+21g7tXGGXb8fuChcH3ZSGWuJk74+Z0D8sLjS4AXwvUXgCXhel5YzsYZbwbwClCRtO8a4DxwTbrtSRUrE300Wpui7KMU7clYH4WvPQR8KWnbgNNAWbhdDPw53T7SoiWqRdNDkm13Al8lOJkeBz4LfA3oBbaZ2WvAD4H2sPzbQBfwDrCXIGn5IAP1ehT4HjD8uQAPmdnrZvZjM5sa7ruR4It+0D/CfenEwczyCT6b3ybtXmJmr5nZ82YWG2OMkeJcB3S7+8UR6jzUnvD4v8PyV2RmU8ysHTgL/M7d/5h0eA1w1N17ImjPaLEi7aPR2hRlHw2PA/ydDPRRUrxiYDGQ3EeVwPvu/rekfSVm9qqZvWhmleOJIRI1JS2SbW8Dc9z9cwT/Sb4DPE3wpf0jd18EvAw8HpZ/Bjjn7rcADwGH3T3SX7mZ2WrgrLufHHZoI0FSdQdwLfBAhuIM2gW85O4vh9uvAJ8JP5MdwG8iihMZd7/k7uUEIztxM1uYdHgD0Jy0fVXtuUKsSPtolDiDIumjkeIQtCMjzKwAOAh8e1gSObyP3gNudvfFQCPwKzO7JlP1ErkSJS2SbXOBVjN7HThB8J/sswQnm0Yze4fgP8jHwvKPAdeF+xuB72egTncCXzazTmA/sMLMfunu73mgD9hHcGIB+Cfw6aTX3xTuu6o4AGa2CSgkaCMA7t7j7v8J158D8s1sLA9a+kQcYDsw28wGbzCZXOeh9oTHZzHO0Sx37yaY6qsK3+d6gs+rJYL2pIyVgT4arU1R9tFIcZaQgT4KR4cOAk+4+1NJ+/OAtcCvk+rS5+4fhOsnCUZ/5o+nPSKRyvb8lBYtk3kh6RoFwmsgCOb9HwUeDrdXAc/z8XU2f0ozzteB3wPTh5W5gY/vrRQHTjH+a02S4xwAasP1PcA3w/VvAXvC9VrgyTG+dyEwO1yfTjBCtjrcbgCaompPqlhR99EocSLto1HiRN1HQ9eQjXCsCnhxhHpNCdfnESRL12byb06LltEW3cZfZOyeMLNCgi/+doITMcBzwEqCqa1egmty0rEHeBdoMzOAp9x9M7AOuM/MLgIfEZzM0pkaewDYb2ZbgVe5fDTr8XA0q4vgpDgWc4EmM5tCMIr7pAejZoTv8fCw8um0Z8RYZnYs4j5KFeci0fZRqjh/Ido+GryG7I3w+hmAH3gwKlTL5VNDAEuBzWZ2geB6qAZ37xpjLJHIXemOuCIiIiKTgq5pERERkZygpEVERERygpIWERERyQlKWkRERCQnKGmRCWdm3zWzg8P2/cTMtmerTiIiMvnp10My4cxsLsFPT2909+7wplZngLt8Au7aKiIiuUkjLTLh3P094CWgOtxVRXBrfiUsIiKSkpIWyZYm4O5w/W4+fraQiIjIiDQ9JFlhZtMIHsZWCfwBWODup7JbKxERmcyUtEjWmNleoIJgamhFtusjIiKTm6aHJJuagNvQ1JCIiIyBRloka8zsZuCvwA3u3pPt+oiIyOSmkRbJCjP7FNAI7FfC8v/BzG4xsy4zuz3cLjKzf5nZsuzWTERyhUZaZMKZ2UzgfeBdoMrdT2e5SjJBzOwbwP3A54GngTfc/TvZrZWI5AolLSIyoczsGaAEcOAOd+/LcpVEJEdoekhEJtpeYCGwQwmLiIyHRlpEZMKYWQHwGtAK3AXc5u5d2a2ViOQKJS0iMmHM7DGgwN1rzOxnwGx3X5/teolIbtD0kIhMCDP7CsFzpu4LdzUCt5tZXfZqJSK5RCMtIiIikhM00iIiIiI5QUmLiIiI5AQlLSIiIpITlLSIiIhITlDSIiIiIjlBSYuIiIjkBCUtIiIikhOUtIiIiEhOUNIiIiIiOeG/6smhR93MungAAAAASUVORK5CYII=\n", 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" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot the nodes as blue dots\n", "ax.scatter(*zip(*nodes), color='b', marker='o', s=40, alpha=0.25)\n", " \n", "# plot the edges as lines between vertices\n", "for ex, ey in edges:\n", " ax.plot(*zip(*(ex, ey)), color='lime', linewidth=2)\n", " \n", "fig" ] }, { "cell_type": "markdown", "id": "9f1b7802", "metadata": {}, "source": [ "Now we will use the same approach described above for the 2D case, trying to identify the anatomical components of the bone using the Watershed segmentation algorithm initialized using the markers given by the edge components.\n", "\n", "In this case could be helpful to compare the results obtained by the edge-marker segmentation with the ones get by considering the graph-nodes as marker points.\n", "In this case we need to partically edit our pipeline, flipping the edgeMap values and/or inverting the initial thresholding for the marker identification." ] }, { "cell_type": "code", "execution_count": 119, "id": "97db1f2c", "metadata": {}, "outputs": [], "source": [ "# extract the marker mask filtering the mapper and\n", "# selecting only the positive values, i.e. the edge markers\n", "markers = sitk.Threshold(\n", " image1=edgeMap,\n", " lower=0,\n", " upper=len(edges),\n", " outsideValue=0\n", ")\n", "\n", "# apply the watershed algorithm using the marker image\n", "# for the initialization of the seed points\n", "ws = sitk.MorphologicalWatershedFromMarkers(\n", " image=edgeMap,\n", " markerImage=markers,\n", " markWatershedLine=True,\n", " fullyConnected=False\n", ")\n", "\n", "# mask the resulting watershed segmentation according\n", "# to the original mask\n", "ws = sitk.Mask(\n", " image=ws,\n", " maskImage=sitk_vol,\n", " outsideValue=0,\n", " maskingValue=0,\n", ")\n", "# get the resulting semantic seg as Numpy fmt\n", "semantic_seg_edge_markers = sitk.GetArrayFromImage(ws)" ] }, { "cell_type": "code", "execution_count": 120, "id": "6fbf3973", "metadata": {}, "outputs": [], "source": [ "# extract the marker mask filtering the mapper and\n", "# selecting only the negative values, i.e. the node markers\n", "markers = sitk.Threshold(\n", " image1=edgeMap,\n", " lower=-len(nodes), # note the flip\n", " upper=0,\n", " outsideValue=0\n", ")\n", "\n", "# apply the watershed algorithm using the marker image\n", "# for the initialization of the seed points\n", "ws = sitk.MorphologicalWatershedFromMarkers(\n", " image=edgeMap,\n", " markerImage=-markers, # note the flip\n", " markWatershedLine=True,\n", " fullyConnected=False\n", ")\n", "\n", "# mask the resulting watershed segmentation according\n", "# to the original mask\n", "ws = sitk.Mask(\n", " image=ws,\n", " maskImage=sitk_vol,\n", " outsideValue=0,\n", " maskingValue=0,\n", ")\n", "# get the resulting semantic seg as Numpy fmt\n", "semantic_seg_node_markers = sitk.GetArrayFromImage(ws)" ] }, { "cell_type": "markdown", "id": "8ef49924", "metadata": {}, "source": [ "Now we can display the results in a 3D colored plot, comparing the segmentation obtained by the edge-markers with the one given by the node-markers initialization.\n", "In both the cases, the final aim is to obtain an easy-and-fast evaluation of the anatomical regions of the bone, or, at least, of the most significant regions for bio-engeneering applications as showed in Biondi et al." ] }, { "cell_type": "code", "execution_count": 121, "id": "95b1f7be", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the results in a 3D graph\n", "fig = plt.figure(figsize=(20, 20))\n", "ax1 = fig.add_subplot(121, projection='3d')\n", "ax2 = fig.add_subplot(122, projection='3d')\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(semantic_seg_edge_markers, 0)\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "\n", "ax1.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax1.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)*2))\n", "ax1.view_init(elev=0., azim=90)\n", "ax1.set_xlabel('x', fontsize=12)\n", "ax1.set_ylabel('y', fontsize=12)\n", "ax1.set_zlabel('z', fontsize=12)\n", "_ = ax1.set_title('3D Femour Semantic Seg\\nEdge-Markers', fontsize=14)\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(semantic_seg_node_markers, 0)\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "\n", "ax2.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax2.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)*2))\n", "ax2.view_init(elev=0., azim=90)\n", "ax2.set_xlabel('x', fontsize=12)\n", "ax2.set_ylabel('y', fontsize=12)\n", "ax2.set_zlabel('z', fontsize=12)\n", "_ = ax2.set_title('3D Femour Semantic Seg\\nNode-Markers', fontsize=14)" ] }, { "cell_type": "markdown", "id": "67606e48", "metadata": {}, "source": [ "**TODO**: add discussion of the results" ] }, { "cell_type": "code", "execution_count": null, "id": "e70780b4", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "d41dc081", "metadata": {}, "source": [ "#### Brain parcellation\n", "\n", "For this demo we will use a data sample related to a 3D segmentation of a brain MRI scan obtained by the freeSurfer software: the MRI scan belongs to the OASIS dataset (ref. [here](https://www.oasis-brains.org/)) and it is public available on the online [cite](https://www.oasis-brains.org/#data).\n", "\n", "As in the previous application on the 3D volume, also in this we will start without any prior-knowledge about the anatomy of the brain, aiming to provide hints about it using the information stored in the skeleton graph." ] }, { "cell_type": "code", "execution_count": 148, "id": "a0dba173", "metadata": {}, "outputs": [], "source": [ "# load the medical image file\n", "from graphomics import LoadImageFileInAnyFormat\n", "\n", "# declare the input filename, in this case a Nifti fmt\n", "filename = './../../samples/brain_seg.nii'\n", "\n", "# load the volume in a sitk.Image\n", "sitk_vol = LoadImageFileInAnyFormat(\n", " filepath=filename,\n", " binarize=True\n", ")\n", "\n", "# extract the skeleton of the 3D shape\n", "\n", "# define the skeletonizer to use in the following examples\n", "skeletonizer = SkeletonizeImageFilter()\n", "\n", "# apply the skleletonization algorithm\n", "skeletonizer.Execute(sitk_vol)\n", "# get the resulting image\n", "skeleton = skeletonizer.GetSkeletonImage()" ] }, { "cell_type": "code", "execution_count": 149, "id": "81fc3c0f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display 3D mesh\n", "from skimage.measure import marching_cubes\n", "\n", "# retro-transform the volume to Numpy fmt for the display\n", "np_vol = sitk.GetArrayViewFromImage(sitk_vol)\n", "\n", "# retro-transform the output to Numpy for the display\n", "np_skeleton = sitk.GetArrayFromImage(skeleton)\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(np_vol, 0)\n", "\n", "# plot the results in a 3D graph\n", "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "ax.plot_trisurf(ptx, pty, faces, ptz, \n", " color='lightgray',\n", " alpha=0.05,\n", " antialiased=False, \n", " linewidth=0.0\n", " )\n", "\n", "# draw the skeleton shape\n", "sz, sy, sx = np.where(np_skeleton)\n", "ax.scatter(sx, sy, sz, color='r', marker='o', s=10, alpha=0.5)\n", "\n", "ax.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax.view_init(elev=0., azim=90)\n", "ax.set_xlabel('x', fontsize=12)\n", "ax.set_ylabel('y', fontsize=12)\n", "ax.set_zlabel('z', fontsize=12)\n", "_ = ax.set_title('3D Brain Volume', fontsize=14)" ] }, { "cell_type": "markdown", "id": "a26cca0c", "metadata": {}, "source": [ "As expected the resulting skeleton structure is more complex in this case, and a higher number of nodes/edges will be found.\n", "For the identification of the anatomical regions we will use the same pipeline proposed above, comparing the results obtained using the node-markers with edge ones." ] }, { "cell_type": "code", "execution_count": 150, "id": "1941bef0", "metadata": {}, "outputs": [], "source": [ "# define the graph extractor to use in the following examples\n", "extractor = GraphThicknessImageFilter()\n", "\n", "# execute the filter\n", "extractor.Execute(skeleton)\n", "\n", "# get the computed information about the graph\n", "nodes = extractor.GetNodeIndexes()\n", "edges = extractor.GetEdgeIndexes()\n", "edgeLUT = extractor.GetEdgeLUTIndexes()\n", "edgeMap = extractor.GetEdgeMap()\n", "\n", "# transform the edgeMap to Numpy fmt\n", "np_edgeMap = sitk.GetArrayFromImage(edgeMap)" ] }, { "cell_type": "code", "execution_count": 151, "id": "beb272d1", "metadata": {}, "outputs": [], "source": [ "# extract the marker mask filtering the mapper and\n", "# selecting only the positive values, i.e. the edge markers\n", "markers = sitk.Threshold(\n", " image1=edgeMap,\n", " lower=0,\n", " upper=len(edges),\n", " outsideValue=0\n", ")\n", "\n", "# apply the watershed algorithm using the marker image\n", "# for the initialization of the seed points\n", "ws = sitk.MorphologicalWatershedFromMarkers(\n", " image=edgeMap,\n", " markerImage=markers,\n", " markWatershedLine=True,\n", " fullyConnected=False\n", ")\n", "\n", "# mask the resulting watershed segmentation according\n", "# to the original mask\n", "ws = sitk.Mask(\n", " image=ws,\n", " maskImage=sitk_vol,\n", " outsideValue=0,\n", " maskingValue=0,\n", ")\n", "# get the resulting semantic seg as Numpy fmt\n", "semantic_seg_edge_markers = sitk.GetArrayFromImage(ws)" ] }, { "cell_type": "code", "execution_count": 152, "id": "c0b030b1", "metadata": {}, "outputs": [], "source": [ "# extract the marker mask filtering the mapper and\n", "# selecting only the negative values, i.e. the node markers\n", "markers = sitk.Threshold(\n", " image1=edgeMap,\n", " lower=-len(nodes), # note the flip\n", " upper=0,\n", " outsideValue=0\n", ")\n", "\n", "# apply the watershed algorithm using the marker image\n", "# for the initialization of the seed points\n", "ws = sitk.MorphologicalWatershedFromMarkers(\n", " image=edgeMap,\n", " markerImage=-markers, # note the flip\n", " markWatershedLine=True,\n", " fullyConnected=False\n", ")\n", "\n", "# mask the resulting watershed segmentation according\n", "# to the original mask\n", "ws = sitk.Mask(\n", " image=ws,\n", " maskImage=sitk_vol,\n", " outsideValue=0,\n", " maskingValue=0,\n", ")\n", "# get the resulting semantic seg as Numpy fmt\n", "semantic_seg_node_markers = sitk.GetArrayFromImage(ws)" ] }, { "cell_type": "code", "execution_count": 153, "id": "791ee74d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the results in a 3D graph\n", "fig = plt.figure(figsize=(20, 20))\n", "ax1 = fig.add_subplot(131, projection='3d')\n", "ax2 = fig.add_subplot(132, projection='3d')\n", "ax3 = fig.add_subplot(133, projection='3d')\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(np_vol, 0)\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "ax1.plot_trisurf(ptx, pty, faces, ptz, \n", " color='lightgray',\n", " alpha=0.05,\n", " antialiased=False, \n", " linewidth=0.0\n", " )\n", "ax1.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax1.view_init(elev=90., azim=90)\n", "ax1.set_xlabel('x', fontsize=12)\n", "ax1.set_ylabel('y', fontsize=12)\n", "ax1.set_zlabel('z', fontsize=12)\n", "_ = ax1.set_title('3D Brain Volume', fontsize=14)\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(semantic_seg_edge_markers, 0)\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "\n", "ax2.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax2.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax2.view_init(elev=90., azim=90)\n", "ax2.set_xlabel('x', fontsize=12)\n", "ax2.set_ylabel('y', fontsize=12)\n", "ax2.set_zlabel('z', fontsize=12)\n", "_ = ax2.set_title('3D Brain Semantic Seg\\nEdge-Markers', fontsize=14)\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(semantic_seg_node_markers, 0)\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "\n", "ax3.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax3.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax3.view_init(elev=90., azim=90)\n", "ax3.set_xlabel('x', fontsize=12)\n", "ax3.set_ylabel('y', fontsize=12)\n", "ax3.set_zlabel('z', fontsize=12)\n", "_ = ax3.set_title('3D Brain Semantic Seg\\nNode-Markers', fontsize=14)" ] }, { "cell_type": "markdown", "id": "e3ada0a8", "metadata": {}, "source": [ "The huge quantity of nodes and edges, in this case tends to alter the split of the brain anatomy in a reasonable number of classes.\n", "The high number of ramifications found, indeed, produce an intricated network graph which hasn't got a direct relation to the standard parcellation.\n", "\n", "An alternative way to simplify the amount of classes is given by the application of some pre-processing on the skeleton-network structure.\n", "A possible solution could be given by the application of some clustering algorithms on the graph, splitting the available nodes in a limited series of classes.\n", "In the next application we will apply the *community detection* algorithm on the skeleton graph to achieve this purpose, aiming to preserve a reasonable amount of the information." ] }, { "cell_type": "code", "execution_count": 154, "id": "58f0821d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 25 communities in the skeleton graph, over 1150 nodes\n" ] } ], "source": [ "from graphomics import GraphFilter\n", "import networkx as nx\n", "\n", "# build a networkx graph using the graphomics filter\n", "graph_proxy = GraphFilter()\n", "# execute the filter on the inputs\n", "graph_proxy.Execute(\n", " nodelist=nodes,\n", " edgelist=edges,\n", " weights=None\n", ")\n", "# get the graph and store it in the common inputs\n", "G = graph_proxy.GetGraph()\n", "\n", "# apply on it the community detection algorithm\n", "community = list(nx.community.louvain_communities(G, seed=42))\n", "print(f'Found {len(community)} communities in the skeleton graph, over {G.number_of_nodes()} nodes')" ] }, { "cell_type": "markdown", "id": "bf16400f", "metadata": {}, "source": [ "A number of 25 communities is certainly more reasonable than 1150 anatomical areas.\n", "Now we can re-label our brain setting the marker described by the community detection algorithm.\n", "Since each community is identified by the list of nodes (coordinates) which belong to it, we can create an empty volume (with the same shape of the brain one, setting the list of markers manually." ] }, { "cell_type": "code", "execution_count": 155, "id": "d481c2a7", "metadata": {}, "outputs": [], "source": [ "# marker mask\n", "marker = np.zeros_like(np_vol)\n", "\n", "# loop along the communities list\n", "# NOTE: the index of the list identifies the community label\n", "for m, nodelist in enumerate(community):\n", " # for each node coordinate\n", " for n in nodelist:\n", " # set the marker as label + 1, since the 0 is\n", " # reserved to the background marker\n", " # NOTE: you need to correct the order of the coordinates\n", " marker[n[::-1]] = m + 1\n", " \n", "# transform the marker volume into a sitk.Image\n", "sitk_marker = sitk.GetImageFromArray(marker)\n", "# copy the metadata information\n", "sitk_marker.CopyInformation(sitk_vol)\n", "\n", "# apply the watershed algorithm using the marker image\n", "# for the initialization of the seed points\n", "ws = sitk.MorphologicalWatershedFromMarkers(\n", " image=edgeMap,\n", " markerImage=sitk_marker,\n", " markWatershedLine=True,\n", " fullyConnected=False\n", ")\n", "\n", "# mask the resulting watershed segmentation according\n", "# to the original mask\n", "ws = sitk.Mask(\n", " image=ws,\n", " maskImage=sitk_vol,\n", " outsideValue=0,\n", " maskingValue=0,\n", ")\n", "# get the resulting semantic seg as Numpy fmt\n", "semantic_seg_community_markers = sitk.GetArrayFromImage(ws)" ] }, { "cell_type": "code", "execution_count": 171, "id": "d92372ef", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'z')" ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the results in a 3D graph\n", "fig = plt.figure(figsize=(18, 6))\n", "fig.suptitle('3D Brain Semantic Seg\\nCommunity-Marker')\n", "ax1 = fig.add_subplot(131, projection='3d')\n", "ax2 = fig.add_subplot(132, projection='3d')\n", "ax3 = fig.add_subplot(133, projection='3d')\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(semantic_seg_community_markers, 0)\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "\n", "ax1.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax1.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax1.view_init(elev=90., azim=90)\n", "ax1.set_xlabel('x', fontsize=12)\n", "ax1.set_ylabel('y', fontsize=12)\n", "ax1.set_zlabel('z', fontsize=12)\n", "\n", "ax2.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax2.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax2.view_init(elev=0., azim=90)\n", "ax2.set_xlabel('x', fontsize=12)\n", "ax2.set_ylabel('y', fontsize=12)\n", "ax2.set_zlabel('z', fontsize=12)\n", "\n", "ax3.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax3.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax3.view_init(elev=0., azim=0)\n", "ax3.set_xlabel('x', fontsize=12)\n", "ax3.set_ylabel('y', fontsize=12)\n", "ax3.set_zlabel('z', fontsize=12)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "4b93d10f", "metadata": {}, "source": [ "This result appears more consistent with a brain parcellation, and we can clearly identify some interesting areas on the brain surface.\n", "\n", "**TODO**: add discussion of the results" ] }, { "cell_type": "code", "execution_count": null, "id": "0728871e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "14627068", "metadata": {}, "source": [ "#### Liver anatomy\n", "\n", "For this demo we will use a data sample related to a 3D segmentation of a liver acquired by CT: the CT scan belongs to the Lits dataset (ref. [here](https://www.kaggle.com/datasets/andrewmvd/lits-png)) and it is public available on the online [cite](https://www.kaggle.com/datasets/andrewmvd/liver-tumor-segmentation).\n", "\n", "Also in this case we will try to determine anatomical information about the liver organ, starting from the semantic segmentation obtained by skeleton-graph analysis.\n", "Since it is the third application example, in the next we will skip some boring comments, leaving the code to do our job." ] }, { "cell_type": "code", "execution_count": 172, "id": "d9162796", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 12 communities in the skeleton graph, over 149 nodes\n" ] } ], "source": [ "# load the medical image file\n", "from graphomics import LoadImageFileInAnyFormat\n", "\n", "# declare the input filename, in this case a Nifti fmt\n", "filename = './../../samples/liver_seg.nii'\n", "\n", "# load the volume in a sitk.Image\n", "sitk_vol = LoadImageFileInAnyFormat(\n", " filepath=filename,\n", " binarize=True\n", ")\n", "\n", "# extract the skeleton of the 3D shape\n", "\n", "# define the skeletonizer to use in the following examples\n", "skeletonizer = SkeletonizeImageFilter()\n", "\n", "# apply the skleletonization algorithm\n", "skeletonizer.Execute(sitk_vol)\n", "# get the resulting image\n", "skeleton = skeletonizer.GetSkeletonImage()\n", "\n", "# define the graph extractor to use in the following examples\n", "extractor = GraphThicknessImageFilter()\n", "\n", "# execute the filter\n", "extractor.Execute(skeleton)\n", "\n", "# get the computed information about the graph\n", "nodes = extractor.GetNodeIndexes()\n", "edges = extractor.GetEdgeIndexes()\n", "edgeLUT = extractor.GetEdgeLUTIndexes()\n", "edgeMap = extractor.GetEdgeMap()\n", "\n", "# transform the edgeMap to Numpy fmt\n", "np_edgeMap = sitk.GetArrayFromImage(edgeMap)\n", "\n", "from graphomics import GraphFilter\n", "import networkx as nx\n", "\n", "# build a networkx graph using the graphomics filter\n", "graph_proxy = GraphFilter()\n", "# execute the filter on the inputs\n", "graph_proxy.Execute(\n", " nodelist=nodes,\n", " edgelist=edges,\n", " weights=None\n", ")\n", "# get the graph and store it in the common inputs\n", "G = graph_proxy.GetGraph()\n", "\n", "# apply on it the community detection algorithm\n", "community = list(nx.community.louvain_communities(G, seed=42))\n", "print(f'Found {len(community)} communities in the skeleton graph, over {G.number_of_nodes()} nodes')" ] }, { "cell_type": "markdown", "id": "3790ea78", "metadata": {}, "source": [ "Also in this case, the number of nodes found in the skeleton graph certainly overestimates the anatomical information about the liver organ, therefore the application of a clustering algorithm for the nodes (coordinates) is helpful for its simplification.\n", "The Louvain community detection algorithm identifies a total of 12 \"anatomical clusters\" which can be used as starting point for the watershed semantic segmentation." ] }, { "cell_type": "code", "execution_count": 175, "id": "8bc77b66", "metadata": {}, "outputs": [], "source": [ "# retro-transform the volume to Numpy fmt for the display\n", "np_vol = sitk.GetArrayViewFromImage(sitk_vol)\n", "\n", "# marker mask\n", "marker = np.zeros_like(np_vol)\n", "\n", "# loop along the communities list\n", "# NOTE: the index of the list identifies the community label\n", "for m, nodelist in enumerate(community):\n", " # for each node coordinate\n", " for n in nodelist:\n", " # set the marker as label + 1, since the 0 is\n", " # reserved to the background marker\n", " # NOTE: you need to correct the order of the coordinates\n", " marker[n[::-1]] = m + 1\n", " \n", "# transform the marker volume into a sitk.Image\n", "sitk_marker = sitk.GetImageFromArray(marker)\n", "# copy the metadata information\n", "sitk_marker.CopyInformation(sitk_vol)\n", "\n", "# apply the watershed algorithm using the marker image\n", "# for the initialization of the seed points\n", "ws = sitk.MorphologicalWatershedFromMarkers(\n", " image=edgeMap,\n", " markerImage=sitk_marker,\n", " markWatershedLine=True,\n", " fullyConnected=False\n", ")\n", "\n", "# mask the resulting watershed segmentation according\n", "# to the original mask\n", "ws = sitk.Mask(\n", " image=ws,\n", " maskImage=sitk_vol,\n", " outsideValue=0,\n", " maskingValue=0,\n", ")\n", "# get the resulting semantic seg as Numpy fmt\n", "semantic_seg_community_markers = sitk.GetArrayFromImage(ws)" ] }, { "cell_type": "code", "execution_count": 179, "id": "acfdcd44", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the results in a 3D graph\n", "fig = plt.figure(figsize=(18, 6))\n", "fig.suptitle('3D Liver Semantic Seg\\nCommunity-Marker')\n", "ax1 = fig.add_subplot(131, projection='3d')\n", "ax2 = fig.add_subplot(132, projection='3d')\n", "ax3 = fig.add_subplot(133, projection='3d')\n", "\n", "# extract the 3D mesh of the object for the plot\n", "verts, faces, normals, values = marching_cubes(semantic_seg_community_markers, 0)\n", "\n", "# draw the object volume\n", "ptz, pty, ptx = verts.T\n", "\n", "ax1.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax1.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax1.view_init(elev=90., azim=90)\n", "ax1.set_xlabel('x', fontsize=12)\n", "ax1.set_ylabel('y', fontsize=12)\n", "ax1.set_zlabel('z', fontsize=12)\n", "\n", "ax2.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax2.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax2.view_init(elev=0., azim=90)\n", "ax2.set_xlabel('x', fontsize=12)\n", "ax2.set_ylabel('y', fontsize=12)\n", "ax2.set_zlabel('z', fontsize=12)\n", "\n", "ax3.scatter(ptx, pty, ptz, \n", " c=values,\n", " cmap='nipy_spectral',\n", " marker='o', \n", " s=10, \n", " alpha=0.15\n", " )\n", "\n", "ax3.set_box_aspect((np.ptp(ptx), np.ptp(pty), np.ptp(ptz)))\n", "ax3.view_init(elev=0., azim=0)\n", "ax3.set_xlabel('x', fontsize=12)\n", "ax3.set_ylabel('y', fontsize=12)\n", "ax3.set_zlabel('z', fontsize=12)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "fd10a6ce", "metadata": {}, "source": [ "**TODO**: add discussion of the results" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }