diff --git a/surface-Beltrami.ipynb b/surface-Beltrami.ipynb index 82181e47..b01f2557 100644 --- a/surface-Beltrami.ipynb +++ b/surface-Beltrami.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -15,26 +15,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 30, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0. 1. 0.05013971 0.26253493]\n", - "[ 0. 0. -0. -0.]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/export03/data/opt/venv/lib/python3.9/site-packages/scipy/sparse/_index.py:151: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", - " self._set_arrayXarray(i, j, x)\n" - ] - } - ], + "outputs": [], "source": [ "def solve_laplace_beltrami_open_mesh(vertices, faces, boundary_conditions=None):\n", " \"\"\"\n", @@ -123,87 +106,83 @@ " else:\n", " solution[boundary_indices] = boundary_values\n", "\n", - " return solution\n", - "\n", - "# Example usage:\n", - "vertices = np.array([\n", - " [0.0, 0.0, 0.0],\n", - " [1.0, 0.0, 0.0],\n", - " [0.0, 1.0, 0.0],\n", - " [0.5, 0.5, 1.0]\n", - "])\n", - "\n", - "faces = np.array([\n", - " [0, 1, 2],\n", - " [0, 1, 3],\n", - " [0, 2, 3]\n", - "])\n", - "\n", - "boundary_conditions = {0: 0.0, 1: 1.0}\n", - "\n", - "solution = solve_laplace_beltrami_open_mesh(vertices, faces, boundary_conditions)\n", - "print(solution)\n", - "\n", - "# Example without boundary conditions\n", - "solution_no_bc = solve_laplace_beltrami_open_mesh(vertices, faces)\n", - "print(solution_no_bc)\n" + " return solution\n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "fn = '../hippunfold-wetrun/test-lowresMRI/tmp/sub-01/surf/sub-01_hemi-L_space-corobl_den-0p5mm_label-hipp_midthickness.surf.gii'\n", + "fn = '../hippunfold-wetrun/test-lowresMRI/tmp/sub-01/surf/sub-01_hemi-L_space-corobl_label-hipp_midthickness.surf.gii'\n", "surf = nib.load(fn)\n", - "v,f = surf.darrays[1].data,surf.darrays[0].data\n" + "vertices = surf.agg_data('NIFTI_INTENT_POINTSET')\n", + "faces = surf.agg_data('NIFTI_INTENT_TRIANGLE')\n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "573" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ + "from collections import defaultdict\n", + "\n", "def find_boundary_vertices(vertices, faces):\n", " \"\"\"\n", - " Find the indices of vertices on the boundary (edges) of an open 3D surface mesh.\n", + " Find boundary vertices of a 3D mesh.\n", "\n", - " Parameters:\n", - " vertices (np.ndarray): Array of shape (n_vertices, 3) containing vertex coordinates.\n", - " faces (np.ndarray): Array of shape (n_faces, 3) containing indices of vertices forming each triangular face.\n", + " Args:\n", + " vertices (list of tuples): List of 3D points (x, y, z).\n", + " faces (list of tuples): List of triangular faces, where each face\n", + " is a tuple of three vertex indices (v1, v2, v3).\n", "\n", " Returns:\n", - " boundary_vertices (np.ndarray): Array of unique vertex indices on the boundary edges.\n", + " list: List of vertex indices that are boundary vertices, sorted in ascending order.\n", " \"\"\"\n", - " from collections import Counter\n", - "\n", - " # Collect all edges from the faces\n", - " edges = []\n", - " for tri in faces:\n", - " edges.extend([(tri[0], tri[1]), (tri[1], tri[2]), (tri[2], tri[0])])\n", - "\n", - " # Ensure each edge is sorted (undirected)\n", - " edges = [tuple(sorted(edge)) for edge in edges]\n", - "\n", - " # Count occurrences of each edge\n", - " edge_count = Counter(edges)\n", - "\n", - " # Boundary edges appear only once\n", - " boundary_edges = [edge for edge, count in edge_count.items() if count < 2]\n", - "\n", - " # Extract boundary vertices\n", - " boundary_vertices = np.unique([vertex for edge in boundary_edges for vertex in edge])\n", - "\n", - " return boundary_vertices\n", - "\n", - "boundary_vertices = find_boundary_vertices(v,f)\n" + " edge_count = defaultdict(int)\n", + "\n", + " # Step 1: Count edge occurrences\n", + " for face in faces:\n", + " # Extract edges from the face, ensure consistent ordering (min, max)\n", + " edges = [\n", + " tuple(sorted((face[0], face[1]))),\n", + " tuple(sorted((face[1], face[2]))),\n", + " tuple(sorted((face[2], face[0])))\n", + " ]\n", + " for edge in edges:\n", + " edge_count[edge] += 1\n", + "\n", + " # Step 2: Identify boundary edges\n", + " boundary_edges = [edge for edge, count in edge_count.items() if count == 1]\n", + "\n", + " # Step 3: Collect boundary vertices\n", + " boundary_vertices = set()\n", + " for edge in boundary_edges:\n", + " boundary_vertices.update(edge)\n", + "\n", + " # Convert the set to a sorted list (array)\n", + " return sorted(boundary_vertices)\n", + "\n", + "boundary_vertices = find_boundary_vertices(vertices, faces)\n", + "len(boundary_vertices)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -215,7 +194,7 @@ " [ 0. , 0. , 0. , 1. ]])" ] }, - "execution_count": 6, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -227,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -239,38 +218,87 @@ "dist = (bounds.affine @ np.vstack([dist, np.ones([1,dist.shape[1]])]))[:3,:]\n", "\n", "interpol = NearestNDInterpolator(np.hstack([prox,dist]).T, np.hstack([np.zeros([prox.shape[1]]),np.ones([dist.shape[1]])]))\n", - "boundary_values = interpol(v[boundary_vertices,:])\n" + "boundary_values = interpol(vertices[boundary_vertices,:])\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/export03/data/opt/venv/lib/python3.9/site-packages/scipy/sparse/_index.py:151: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_arrayXarray(i, j, x)\n" + ] + } + ], "source": [ "boundary_conditions = dict(zip(boundary_vertices, boundary_values))\n", - "t = solve_laplace_beltrami_open_mesh(surf.darrays[1].data,surf.darrays[0].data, boundary_conditions)" + "t = solve_laplace_beltrami_open_mesh(vertices,faces, boundary_conditions)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "fn2 = '../hippunfold-wetrun/test-lowresMRI/tmp/sub-01/surf/sub-01_hemi-L_space-unfold_label-hipp_midthickness.surf.gii'" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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EjbI4Vb5eXQOHpy0eRRsmUO84g5uqwblb44YaL9gqCNeRN/3mB8fv2lIZrFg03FwouOGQKi7kiGW0Z0iIdM0tx6sscPcct46CJZW46HLhqkAuOgD4uPvegQ85+T3cp89wnz5Doyzu2CXeZ27itj2BdT7/gUf10JfnveYEv2ta3LFU0t676MRVJwhlVmgSi6hRFjZYSQS1gzizrf/+2TaIlsLaLcJP2MaV55j/6n/6s3fl/eyKiNEeeenycwGEbq1K+eTW3EqakG/kFum/0Z0uYJfj1pZbdoL1sff+ZrKuCaVEWmWSSB1i7RYwTsfQ0jb+dlg74I5zOBOXnSAU+ZXfekZ0pdHDnU9oXYS/F1tZSWe2xfkBhXNzxE23Z2JjvHaRVlRQKgYlYNkWC6G6hY5BCu6kjQJkWw1lHVZP8G689Q0NyoFb+VQkrO/rXwtV/qXfq/CFuKnPffio6tpIaFicuRZLZXCq1li7Bq0yYdLUi5IgCGW4EBlQBYZOfDTsrNbheZLrmfOi9JhZxlbmV53DuMojRTWNzyXKXXRt6y0irQHeubXp/l3RGmoU3En/Scic9p8zVvem/+7mdoPfe/89+LwP+/c4c200961TWLlFLEnPvxS2F92jcNstkxpYWlGJEwszUNlbEK4rY63FS0J0jOHcnON+d1eYl7Z/pnuxWpfrzJE1NFDuxy39ftEqWjaTXHQAYFuLL/vDPw0AQYRCiRHWG4XcdTf1eVxPT2336PPCUYFT5XBTi2UkCCV+5beeAaALFBqqH8cFaJt+RQYK3/Vxr5u93z4QMdoTatEJjKKqCTdO/c8QjY5WUckiosAF245H1bziJf8XrNO4Y0PDPah48xt0iXVcqAD/1EbN+ADEJnyAF6L71AL3qQXu1ydSo04QMs7cohhssGtzvFo495f+4uftdNy7hYjRHtH339cJEadtR4ufusUCTo//+9Y3grgs/Y1KUznrxzlfuypOmDaJq40/rWm4KE43K9aQgcbj9Rprpj3nboPft+XtBeG6MncOZ457jra1TqNVBv9de3vWufaJBDDsgQdPPw/q5s0ucs6Y1CKiEG6lgHW/cKJjLj2nNVzLrJaJLrq/+MD/nQhOqwzObeuj54JrzjoFrXy7Y9qWnuiM83NZ9+hz3A6W1e1Qq6516TW/451PBQA0yneKPVUOH/z0d0+6TkE4Jn7uN54JgJX2YXlBBnp2XboxDin5VcToKjCQ9OpuhACGxt9Urg3bFiz6LpqufwOSZfTSP/fzAIBHN6c40Z1omNCi+ESvcVOt0MBi7RZ4v1ngvsa74fIQbz5nZKFj9eHHa29h/a7xr1tlceYWWMLgpjYxF0kQriM+V89/BzpXuB+KjVNolIvVtk1IOOfh3xoOjbLRm3Fm22Sel3NIQQ8iRneZl7Z/Bs3jH+9fWAucnsRKCm7ZCY2y1rvhSISCYNFvNCGiTvnfTgH0kPW0v/FWAMBSG7S6c70t9QbnZoGFNjhHi3PT4kaowN2wFsV37BKnrCL3yi0SF96Yb/tdm9Nkex459F5zAq0c3vxbT8NzPvhdg8cRhGPiF37jwwuNWPok/Ywqlk2pdBAPiKAEWesUHjXTK7XsExGju0zzjKf5+aB1yNkpRtE1cGi8WIEJEMMtNO79tndjqQ1+769/CKAVnvRNvxHXa+VgncK5WeCk8cLSVIIJuBDVyK2iRrlYt+4068Fy5tooRmlB1e69fmBizTtBOCZKBVF5G3EeQDT00HfIZX9qiBjdZdzjQlXsG0uotfFzQtbCnfYDFnIRIhdd89Dv4TQIjHUK93/zO+M2WllYp6FVvfpBwxJSKbfoVK+r2+es3QINS4AlkaE+SBo2ziOd6nKzsLXT+LnfeCae/6Fvn3xeQThUfvE3PwSrghA1sCh982pCpAsPlLkrjiJfD2m+CBAxuqu87KO+BqCw7LYJ4hJESakoNmpt4jYELWse+j1Y15WGP7P+X7jQFivXYBnuy9JNm7MIgkVCdDIgSOfBBdA4V/2i5OGqazRY2wb3ZRF4PJqIJnRFlIRjZiiXqEaMjCNriX1vakEOeVI6AKzsYQzzhzO7deDceu6rgIWGWy78DxMle3MJe6OFubHwPzeXMDeXbBsNe7ONQgQAZ2aBjdWJMOVY+Gg44xQ0HM7DTXluFj5xNey7tr5gow0/3O3GBYoEzkDjtk2rRhjokD+x6GWPP2JPYi5TDhWK/Jl3fMTkz1IQDo1au4epLVqI3KU+xfpZTHDDXwUOQzIPnFvPfCVw0sZqCQDgFg3cooEy/kb57a9ZYdGkN02r/ev7vv4erL/+fbDG39ALbaGZq23ZeAtnobzALJtN4lO2TgP5TZy1KuY3dZJjFMr5LINAUQRPqzbxC3Za+D7kXSqpbBDnVKWW2M+84yPwog97a/9ggnDA/MJvfDjQ69raRc8RTVbP0deJbNh6Ks/V/8LlFpE+EAHiiBjdDU5amPu75FbHWkG4RuO3v+occAobo6MgNSEAQSuHO3/zESjXFUVd6GDVBMtnY/2NuIHGsjHY2O74GzQ+is4u0GqDc7vAid7gTgi7vtmsYeBdb3fMEjebFUy42Rv4xNgTvYaGiyLVKhMnXRtYvM/cg1ZtYtDCyi1wjz5nOUldifxHzA2c6nUUMgoPb2Bxqjb4N+94Nj75w95yUZ+8IOwdbhVRQVTuPVjHxHMkVU/4PoSGi3Uja64/mjeO57fzXYT7QNx0l8ytj/xquJMWyoQyPScLuEbBNQp2oWBDwqpzCs4pGMsq94YnJaVcYmqTFaMnVsam7To3G0u0cyrOAZ3oTc8XfaJ9Re73mq4d+VlWoj4Pfli7pufGK+3nt+0/D/2bdzx78P0IwqHwpt/84Ph37i3YBR941PUz4lALCQpOOhREjC4Z1zad+HAhWvrKCe/58nO4zO9rrI4CYoNArcPTjQqWkHUqWkQEues4p806HmftdBI8cKI3IQ/hBGvXxN8AsLaLsKyrDFG7uU3BxUe/eT4ECU/uP79tT/w8lFsmQikIh84qCNAaFyMM/Bj8u7J2Dc5tizt2CRNyjIDDiqgTMbpEbj3rK2P9uNQ152+Q3/4rZ7BWwVgFlVk5xqrEAmq0HcwtKIkTLa8GOFSWP7oZLtZKX4gm9DSqTcKe2Tasr9fZI2E6sy3ObBs6Vi7wr9/xnMFrEIRDYEgM6CGuVZveshI0z1Q7pimEdGvlcGYOo9meiNElYu/180T2RjdYm6WGbRQeffoSG6MTEeIW0pr5ea1TWJvyUxVZSfw1sdBmdnIcHWssEfYRc5plfy/xiE2Lvp65Zc8NRxZSJz5hIjcUYr1tT+LP//nrf2jWtQvCVcRCVxPOd4GOaZ3ueRTWrpnVnO8qcFhXe0A8+LFfCwCwN7oBe3PDC8pjH9Ti/Z/+aDLnk7vqiCZE1LUFFxyRC85mQtJbAxcnOalGXTuQKJtHvj2+uZO8pie6M7eMP8TaLWCdjlZQ7q4gUVq7RRSlM9fCOI03vP1jqtckCFeZ//CbHxZFIm+m16pyMjgwbB0dMyJGl8ADL/hG2JstzH1L2JMGttVY39fCNQqPfVCL933GowAQraKm0ojOuS6wgdxt9DqnJki0bhFq1NE8EX1JYrb2zDL1j9jTOIeUzxkZp3pfqHyeqEvkU8lvbknRNmIhCYeIn6MtByzzB7DaNv4YhxOAsCsiRhfMAy/4RgC+grZrNMxpA3Pqb6jV/Q14zcKasDTaRosIQG8+aQ65dbRxDTY1YQi/W22SL8F5ZrkAaQb4lC+UzcJZS+SCxKsViyAJh0b+nfAW/zJ+j7SyMR8oL+lDyeA1uhp241ZUaS75KiJ5RhfIp37SNwGNgj1hwQrhPljd38C0Ch+4dRuwylfbDtusNw2axguQtQou7LRoLBq4GPKtlYNVYcAOc0hNyDkC0PtNZUAWysaw7g2Ak2aDlV1gqX1u0DrcrGto77ILOrhGg5uNr+p9xy5jmDetaxFKFNEONlR9CF+U84LQmtD0i2+XsoGF9vXy1BqNWscv9Rve/jH4k8/85ZH/giDsn1/7rafD4F4AiC5nwD9gGejokej6Gvl5H7rX/ffD5xTR99nAV+lfuwV0aCFxiMmtNQ5DMg+Al37iN8C2jXfLNQq2UTCtBhxgl/73ez8tzLNkY3TT9G+oRpMI+Z8pOUWlOaJaKRANlyTHAkj6G+Xkdeus0zi3bRQiHwXXzY+R25DXyIvRPkNRgeyWXLmmmJskCFeRB/Rn46XLzwUAnGWpDcC4yy33HKRh3GkybP77GBAxugBe+onfAKfTAdZpBbv0P5tThf/2px+r7m9Zs7maS85UTO18OQ8HrwlRaYLUOl28sSnc+lFzGtx1w/kSq8w1kQsPRemt3GIw5JuXKuLzTRLQIFxV9HIJfc9NAIhV67dNdC2Fade4Y5c4ty3OrY9SPXf+73OzwMY2uLM5jAc6EaMLwKmukgLghYia4m1uaPz2p58H91v4KXQ6TQWpfBPWBKnGxukkkAFADGQgHjPLpHRI6Wksvi4I1h170lv2iD31YhPCt2lfwCe4csG6Y5e4Y5cxHym3hGjZmW1xx57gjj3BD7z14ye9f0G4m6gbPrXhwdPPA9CvYj+XUpdW/l09tgRxEaMdeeD53+irKTTBJxxEyTaAbb0QlSgJklIuCWiY8lR0sui71qixHrFh7rFSifkS9EUo5Rvl4sMnakvug7PMohpzLZzZNgl4sCHUm1tIr3/bx016H4Jw1yk0zCzd86VK3tyTsBwI/84ZCnY4lCoMIkYXQMmz5hoFc1K2gmrYzPIpVV3IraON1b1omZVpest6VbwDC22KCXM55aZeXYh4KZqOd63M1/vWyAXrj/KMgoDlkAVlnRYLSbgyvOxxfx4AoBYL/C+/+sZRq2hK4EEMeijMJdUeKvPv1CFZTxJNtwMvfd7Xw52wlsE3Q2RM4111v33rHKqSQ6R0V5Ub6OaKvGWU7mOhkgxuYzV05m7bWN1rQUFQsELuogMQr8FAJTcDv7a1baCVi0mx1mmcha15oiyJh+802w9ZpSggDi0LdWST49GXMZ43aWHuO8q+7uHn9dphfP6zfr74OQjCZfCy+78AaBqoYBH1mkyylAgg/X6UqAX4lARoTJQeO5BSQICI0U7YIER2oWHb7gZyjUIvCCw+sbgkSME6hYXeLjxzbv7RxjbQ2kErFwumnrAvBUXXNY2Lg/tZFjHXuEpQBBRMrFnnBt2BQ4m2a9eggaUpt8T9QNZZo6zPwwD3n3duxe99+PnQsLE/zOd+xC9Ur0UQdkbrKER/8//9SbwvlMUayr2b6i6fSqsMzgvne9sHnjRa2uuqIGK0JQ+88JvgaH6ICZFdePfcez5tBbhubkg1deGw1teos2ETZSkijrV6sApKAYqZ4X6gtmHbkEfkNBbMStBwMWcBQMwvouA/6m9knQaC5XRuFlhoE/OILJporFFzPWobcc6e8hp4C+s85BLF62T9kXQ2b2VCwlWrDGzYr9+YLwgNrP/bdf503ivJOB3f6xoNTuCv8fve+gkiSMKl8LL7vwBquQR9obzF7u8/w/ODQDXkdEzmNk5HoYiBPlkIt42uOpX8DfjK+nTf580zDxGZM9oS1/jEVbvUPvxN+f5ETnkjyNlK2R6jq3Xo5pBHyVmnik20LFQS4r0s5BJRO3LAC0bJnQf0+yfFKDfT9S6iL0yx1QRU7LXSu87s/Qw9VZbgFpQtzGN931s/YdbxBGESWnsh0joGLngh6g+tUZTib1WttNBgmrjQ3OvaNjh3fp713CxCS4nDsjVEjLbggRd+EwAk4dxkHdmFwnseTAf8bj4I0JV5nSkC5YIW8F5HNagDLA9ksE4l4d41V8GUm/j9m7RCN/U/yilNoA5F06U9WvrlVIiVWwxGEPFjUK281z38vNHtBWEqL3vCF0KdLP3D6OPuw19/40/2CqKWwrOHmBr5tp7wHV07jdVmgcfW5RYvVw0Roy2wCxXrzTnlhcg1CqYdvpGU8vlEdkaEXfH8AzdsXhKotk/fEvFl7mkuiQtSnuiai5VvQ96vlpA06it8ebj7roSBGo1KosoPdI08h8nCt2YXC0m4aKIQ3XsPcP/j8Nd/8odxlgUqDFXB34ZaZJxBOWGd+PkHv/lCr+OyEDGayad+8t+KOUVE9F4p4F1/YnpuwN1iE+ZSOCVBWxcsDbrJT/TGZ3UXRCXPKeLLa2650pen1sXyju0/2ZEI8fBxILgrQ8Jtuv0iBjQIwq6oxQJ43H1wJ0u4RYOVa4rpD2PUIuf4A5TJomk5ZXdgmL86oEg6QMRoNnapk0/NtRp2oVCYrgEwL+Itt5ioLt1lMWYtnduuSCOJED3t+Yi8plgeqJYjxK0jCnqgMkS0fU28qBTReeXYpfd1ZltfaDJYSGe2FXedsDO3nvzFgFZwrb+fv+Jf/DAAai2+wG17gjPX4hF7I1a0z78TY0mqWtnJ80bdMdOE+Sn1LK8ShzXDtWde8sC3JK/tsqu2EHHwhVDpNy123k03hrUKjfZzSCRkxio0lfGX5pq46G2cToIW6MZMEl9D1Fmef+RzIFL3Qn5jW2jApVF8FGUX85ZYpBCP5iNImEphp+e2hVa2H5GXzXXluRoGuvgFXrkFGlhoZXAe3H7f85YXxvP/uWf9XG8fQRjCPemJyWsSIk6rNskyDTursOlYEE/JquIPmP/5vz0Fv/Rp3zD5fPtGxGgiL3ngW2AbFQuiuoXqVd9+1x8nF53rrRsi061EiAga0KkCQ5PlJuUBEBunoZ1Lgh18UEMqPr50UBjklUtEgyfnxSQ65jJbaBPDsukagbQkEBcHLmh8G+sUWm2S9hIt0AsRz8NX10G0ANaCmZmtlEzbwMKiSVx5VDLpVK/x3W95EVplRJSEUV72pL8E9YTHR+/IV/z4D08qhtooB+NUEKThYsJD5PNGjZoncFcZcdNNxC4ohBuxCCqcD2ZwWvloOodUWUJRVGdVyDnyFoxSLi6nPKRSF9f89do2oftrt56i4+iG3lgdu8LScelnY/12K7vAyiz8fmy9DwnV2NgGG+tDQ6n0SK2qd/x8oHHO5nBK+OrfaWHVoWAM47qyQCQ657aN1+P311V3Ye8as8+FzkEuk+99+PmD+wvXm1tP/mJfDFX7seBVb3h9FCJ/H6muPxHr8trdn95lR25jwFvtVMHeB+JQ99e0jiNPi7hj+sWJjwERowl8ysu+FUDXKI/GT57s+q5PDU/wKmyQiUr822q4CdW3ezXojE4si9Vm0RvIp4aF1iZaS/lFVJVhqMbVWAdX+jKOCY8/Vnkb/gWsBTpQrbxcnNbhy15ze1AtPOO0CJJQp22BmzeARgNaF2o6LlhiaqF0D7oHoCnwedR1CJDg866U57cJOUX08LiyCzyyOYUxhzW8H9bV7oEXP/ityWvbKjjtLSIa020LKPok4zjfDfhjQQxTcowmzTex42jlii0kiFpiazzWiOtgoU20NNZMOHlL803FWpnyVMe/sFO+vDWxzAMihnKXpp5LuH7ceurLgeUSaDSc8qkc/D4uVak3TlWbQ9bus10Lm9LD45lp8Suf/nU7HetuI9+8EWh8d9rPE3FdcRqwwWXnenozPYk12Str/1AjnzPKGTtG3uW1tgzwkXTkuiPrYywxlkRpyGqaW9o+77tU+uLybfLyKfR3zUqiAUWsI4Fz66kvB5oGOGnh2gbudIGv+qF/Fh9kvPjUvw/FCguXUL5nYxusnca6Ftp7xRExGuBTXvatvszPMiuEyrq62hZ490vqVsZFlP4B0sn/3ErK+xfl8EoMGi5aSyQ+3Ara2KYXdcf/5oJVs3A2M/3Z24agzi02WXKr5HNNIkhCkeUSrm0A5+CW3ZxObvnQnJGGTR7EckGqlwHaPRxbK4sfev5rdj7O3UbEaAb5eO9iIMPl5QLtStJkz9bddpy1bXpPV7lg9ffR8TeV3+n2rSfT8tdUY2tth+tq0RfZOD2pLMoQJGiUQCvzRwLn1lNf7ueKTrzo2NMlvuL7vh9nbjm7fiIwLXJuG1fdRVcB3wcS2l2BghZsVuKnFLyASs+iyyJ3743VqBtiFQbzpd708oGoIsNUy2U9oy06D/muWVjndpH0UeLbJdfJcpa486O0X6lEC4WwU66UoYrKzuK1b/7k6FL5wmf/zOT3Jxw+t578xcCJLwLs2gbupMWX/8AP4sylFUGm1p/juXdELTm12qfogJrlzUXEqIZSKN0PvDjqtMOUB/LSfFE8R6y64M+1aEysxGDQYNkYbEKkjLEay9B6nKwZ6o9ENzq/2cldR434YqgzEyJKmo1uPJW+51YbrOwCi9BDJf8yWavQKosNeGJqF4pNwQ9tNu917hYhz0hjERJo4QCrVCIUvhaev25yUbbaYG3b5MtOLSVaZeJAcJ417IvXRzX5gjBZ9rtVG2jl8Jo3vxgNLP7yc/5N6d8mHBsnJ77Swj038Yof81UWuBCtkqhOXjW+a/YYWzzQdgMlt4YYs3zW8b62+P3VzdHjXUUO37a7BCiCzjW+LQT/iS0iNOAa4N0vtoBV/oew7AcUzt3lFDmbhnjTupKFo5XDxoSirCw3hmgb089HMl0YdeKmy9tO5PXqWP7DFHde3C8rQ5Ku6wcUxOu0/Eu63RPfYNHYgadI3jK9f8xCWK7roqde++ZPnnmVwqFx6xlf5ltDtC2ggdv2BLftCVbO16E7Y/luVGbqzLY+185pWHT5b10OUfqaB9L00xGaWHyYvu9dj6Ns7tNq3GjWYZtprviryGFe9V0ghm+jyy+iyAF6kHFapUUBsvwigJrrOfZ6+LxjEWZ5a/E8H6m0vBTinQ/UFC2Xzwfl27UhJHxtG2xcMxisUCq8CowJSP3JccgdMhSSXVo3KZE3aQLYDQhnrsV3v+VF1f2Ew+bWM77Mf9eXS7jTFl/8Yz9RLbK7iuKRVrmvhXQDpYr5/flTIL1vuwr4lHu0SAoX396c4NwusLIL/MgL/uGk93nVEDHKePGD3wqnVRecMEByT5Vu1rFDFPYpRd8tGi8ASrni+pogbSbO4SQRc05VQ7yBcnBDLkitslGIaoI0ek0T2mRcFGPFV0vtzYcGG+FwufWML/N/tC3caYuX/9gbettMDRbYR87aRX837iYiRgWoP1EJGrPMsr++bPVMvzlK80tDN9eURNiSIFFpoCGxykO8aT9+PbV8hm0F6DKgebCxckGdC2URc5iomkNNrP7Bf33JpV23cHe59dSX+8g5wFtEN07w8h/98cF9VgP3EzEmSKX2EDXLib57JUvq3C4O1j1HHPbVXzBkFQH1aG2n+2WBhpkfwFDefvhkNesIqJf/AYbnVWrzTSWBXIV2E7xuXHqs8vVRKDiAwX5D2+QiGadjiRR6nYtS9boK4sXr9FEYuAjS4XPryV/cvVgu4R53E+6mD1Q4c9180DpUf78Ixlx12/Lo+uRCjrMPRIwYTqtkrigGLYRCqHaBUCzVr/+dFxhAlT10W51/BxObXHklVrbBxvoIuVI9u1p32NqyKfAv25Q25lNpQhl++iFRALqs9tyVyN9DPhnM4UUpc3g1B7KYaJkI0uFy6ylf4r/PbQv3pMfDPOlxsMsFvuQHfiR2GebzQWduGYMYLHQsEDzEnO+Qgeq1RknXDw/Zh2wdSWh34MUPfqsP46TyPlfgfzpWWeEiWdkm6YFEWKexst31DHGZiXddCHrTW06N/oYKx5byOUh8tm0P7XssLaCVxT/4ry+BVg5LtZF8pAPh1gd9EeyHPRWuUXBaw4W0jS/5ntcXozu7hx7XWz+W/zNYJDi46gbnLUe+W3T8f/lJf3dwu6uMiBGDiqDG+SIqsJDdIy63hhxbAdf57xSPolNQPDl2gjVFNxiFdvN8I6t8vhHB3XR5xB0NwitmLVCvIzoHFVYFgCX1JwotJhAn7SmPyUDD9z6iLyUlz5KgaWVBz4trp3GO7kvcKgsLhYUy2LgG9zTnXV8jnicU/gG+aZ/OmgCGddpibX0u0QZtUoZlwZr9AQCchQkht+RuoUaA1EfJ2Banet2dB10uknENGrjUz68sjGtw7lq0yuAOlvgH//Ul+Ct/8F9DuNqYD38aAMAuQ+qEVvjy/+37ceba+GAVW0KEROhWbZLXFspXA4HuPfBwcWlgo6VFx27B54NC4rVdJPvy76dvpeKSPCbOyhz2cH4Fnv/3z6fc+tvBHde56ErE+SQN392V5RcplkPU7ZBu45zK8o0UrNHxx79WMFbDWA1rVdKKnEQJ8IVSjVO91uTOqZgvZEJvo1KwArnuStjQJ6n2NJcm0abh4EmAg9NJMEP+NElReI+ZNKO9fz1DYdsXE3VHgwqQDiJr1yQlh8ZceH6fhbjurjgPfvzXQTkXrSHXaNhWJ6kFQwEKNUulds9xV193n+RWfv0+p23pO8NDu1cheOHRzfD36KojYhSwS50IUQxSYPcLBS+MeaNcYinNoxYhxwWA5pZKc0xjHWCJvC05/zsJVsgG32WziQJUck1MCTTYtqTJUMj5WE8lYHrZFgBJsqGFwtousLaLya7ItVvgNW9+8eTzCXePBz/uawEwi6jRgAK+/Lu+vyhA/N7qtSCpJEinr3VxHmjXdhHEY6YN38nDHs4P++ovgE+59bdhThTiOMfUwLvtFEzrf4q47PcO1CLsSsvnBjv0viATfNx5/hFQFoRd6mXlkX67hoXnojQ1Cm9O/yRuKdXEyUDhjvUuOxGlq0MuRLb1QmQXOhGimlVkoUYDFratQs/PMRXumRAxOnDMiUpaQgCAbVOLqHRv/e7HsycdvvtEkbio1hI5U1xrvB7d/J5CzG2YCRMJC9V0m0N+rMHOshOumfvUqVJEnic1RmlQIKE6G0iU5dfuu38qEaQrwK1nfSUAX/QUCEIUvvtf+p3/zC+rpCbkDFfuGL/H8vt7yMIii54etHgZLW5x/fRLvn30vFeZay1GL/pT3xbDuQGEqJr69k4BA56iEXYTHzvgmiNi7TrbuZemHpf+JtGigXubaL6LjKob6u8yGt0HnVSHoC8z1ZkbS4RNj1WbC2iKrc57+zslVtIeufWsr4R93A24poFrNNxCx4fMl//jH4wDfh62PUT+vy498HHy70UDl5ac2uJ7Q/sfckg3cfjvYAe4RUSiNOV/2tum6EabcgHpSz5fNNSqXE9oWcEFqVbIdCi/iFNz2ZUYCnwAhhNbiSFX3dC8EWGcqotCdsvnwjRHgOOcUvabn5s6y/L5KhGkPdAu4BpmEQEwp01Shb9U4uncDVnAOslzyykVCd71Qc3E72xabusDq8NNdiUOOxZwB174mQ8BiipwlwcfZV0mWP7n9z52S5+wQ9VAUiNtxJPDVI7T6C6plYtZuV+Kqj7JzZlf4ut4qLg//vD7mAp3aeQ5QSVBpfdlnJokfqUcJOsUJpQnLBwr7Y3El0MhhlvyaDs6t7SnuBxuPfdVMPffAAC4RRCkhYZTwCte8/0+WKUiKL5dSUiwdmk/oga2c6E5BQM9q0ID3deJaFUryZeXU0rFIdekI66tGAFBiLIkVy84YUB3LIyb/tchlaiEsuE4jm1LWCR2qLMKqnFJ5B0JCK0jjNUxd8j/3eUbhYc9bIzu5RcRVI3AWI22McXBl3KQlrqfALpJfNSUs+Mj8laG9TPSneWilY1h6dapGL23QZfTtNSb5DM6N0u02sA4hRPt8zmgujp5C2XwmF1ioU1w39lozcS+RsrGXkcNXOypxPsoAZr1QfIh8uQO3KCJuUrnxj8p39Ar//mxz6TJ+iDljQmN01hj0eUshXwkCx0HoZiz5JzPX1Ear3nzi/Elz/np3v9A2I5bH/nVsKG0j1s0IY9QwzUKr3iNj57L52QAJDlExJpvy+ZzEmtHZblDUMlrAEk+UawaEh5e4neVEmxhsXH+nlxbHfON6H61TmFlm4OfLwKuqZvuRZ/xUHDLdULU/TALoanHIyir0PUt4vlGiDs5h7SthFPFPkb0N+Ub0WvKN9LKwRjdDe42fZKipyna3liNjWni3/GalYvCEvOPwpeOWNnOVbWxwy43jmbN+MborJmuRXledPU8hFGXQsg3tpun2b5c0ZC1l34tzkPdvbrrr36sfB9u5fG/faKlinNLwu7cevZX+WAFrX34tnP+NwDlnJ8bKrlWKW8s5o9NSRuoWTTj8068h1HOeSxJRBFzXcmqlV3gzLQ4O/BkV+JaihEfh5xG0eXFLaV0+fjgp6IIbX2J6TkHytxsw1DZHCCdDJ0SLkoFUtNl9f1sdE/UC6vOZbjlxHZJs0AalVc6z1DEHTEUeQekybLCxXDrma+EO219u/BF9/+g7+8XfueP4I498U3uWE7Z3CCCOff9+LG2+14fekg3cRzvYgYv+oyHOtccNcmbcQ/8/kfNUJhL9uM6p4rVuoeCH4hdQrq33W9KxE+tLYXff0Lwwo4h4VPwVRnKYe2960kKxraDEXf+2F6QJMhhN9yNE7jlwotRECDKLfrC1/5IsYEdr8BxNpBLdNnzM2OWWH7+c7GMDhP6P25TSLqa+DrnxPH1vN3HBIZH4o3lMDnXWSY1xqLiFsr2XHzHTN5t1kD3qoMPh3b3I+7GhEkEaT63nvIleNlHf00UIgBwC50IUQ3u8gbKojBW8LR43AuyntLoPO/a3liNf/vHvm2r4101jkNSJ/JJ/8O3wVUEhUoBUdACgEQwbCyeOiAKTsX1KtRLdRZQI/deXkTVWgWtywKUFDcN+xir0RRaSNQ6w3I2VmMRIvlKgQ3V/bIIoKGeSXz7UsO+2jnXTlej4Ta2GSy1P5SfROyaKU/4Pknd+8gj6cbg2xsoGNeihUEDi9e8+cW4Tz+GRjl87kf8woVc77Fy68lfDPeUJ8FpDXuzTdxzAPAX/vGPAijPzdQeqvjDR768FjlXK/8zl0203srX9r7VjaPILyKO551MoNQ4j/oVxW24hRGi6Eio3vdcqtR82Vdahye/8lym0g1bEqLSsrk+51JC7EV+KabMN5UYEpfS4MDfBzX5G5tD4uSRVUl4fPaUnZ639MStkydrauC3dg0esTdwZlu87uHn4XUPP2/y9V0nXvbRX+OFaLmAvdnCLr17zi417FLjf/pHP9b7305OeA77bdtqxB8js464BTbiheDXQPcICdXt9WEXR+VcG8vokz7dW0V53lCRkMcTQ7UvioE8o4vAuGChTDjHUJ5Radsp29X24yGtlwlFGi20icmAXc6RX1eymOi66DOZmp9UojuGz0mZYjUC1Bup/ERNgybNY3zPW16IL3j2z251fcfGyz7qawANuJPQnmGZBiy84rXfF4MUAMR8IaL2wMBziIBy3tlQwMll9vYiVrYZ7PB8aFwbMXKN8q42xSpv00SLQkyAjWk04X9ss95GsWdR8SQoR+ZZvzytyB2OUzpUOAeFfatFoeJvyDcqEQUj3KhUyTvOFfF+PAGyjniPpGjtOD+oa2aK+bwfi7PNAouQbGuD0JMA6F7UXpOUG4r9iShNia9TnWXBeyQBzDcf3HgaLuSEeBF5LOQHtcpiEwSa90/ix9LKYW0XsY/SOuQcUX6SVp0wWfaRxSg71VlHQ32TAKANfaCAdOK8UTbkJSHmJVkAcA0Tyq6XzhlafPdbXnTtm/hFIVr4YYwi52Lahgbu2K4yAe9BBAAr1/UOamCZq1QXW9Pny9N1ISIS9L8yUQAtVPIaQHxQWdsm5g6l16liHhy5pNdOZ+1bNN74wLfu8AleLa6PGCVJrWwFSwMCkNSe41bU+57db4wXexhRQ73G+Xwjpl/xHlNeXFQcedGJjXZwRgFhDkhpmjfq5oTYFfrdtYO1Os4radWZ8XEAJE1ymaAiROKxRNvYgM80WGibzCX5y02FqMbQHNBUKyFn47Rv5lc4rXGqagnODa4o9yoat5Jya7EWDUUDT+7u4cJ0ljX345BldIo1zpwXJA13La2kW899lc8f4kKkVJfSt1D4ktf8YBQjEiG6/1Z5Kwjo+NBVyg2rzUHW1uXHyEsN5YEvhM1cvxQpx/OM1iEd4s4RueiAayJGL/pT3wa77A8QcQwYGbOcxvDsGjepCqiKAXRRDEXa1Qqhclx2/aV9Nk732pKPufaqojTRJdhfV58YnjPXM3Ysvg0AnJuuekOrp38G5WMqrEPr9EbZojgPCRLg3UOt2sQB9bvf8qLeNscuUk5roG2gnIO9QS66kDBeEKIac+63Oa63/Jxk/cb1M0sHlc5/TC464JoEMOR5RXxZsh0v18OqM0xm6N5iZX+S10R+OS7t8lo8Hfsimcq2jbZJJYahQqDedVZuWT71Onrrtpwky110dB5Kkp2TLFtuAtjNEwH1ygg5Y6JHrSqmMtSGYuya6H+5cgucWT8vwl1Pr33zJxeF6tC59dxXIZ/AoYKnrtX486/50WLRU2D8fjyv7Nc7TiIsmWU8O3F2ONCl9L//L+99Mn7+wW+edZ6rzrWwjJxWXYIrnyvCNLH5wEf0B+TE2rmIoIRLCm5wzBXHIUunVN1hW3G5DFHKo/RiWHtFJIfbkF9cpQeDTkRaZYL1GGqQeR/s5NDxUih4zEdi5yAo/LuBr2nHP3fKXeJzIDS/9L0PPz85x5971s9Nur6rxK3nvsr/ocPD1dIPYX/xe340ujHXbtGVyGL/81YZWKiei47ooiP7VvOQq660T24JzWE9weKZ6wk4BJRzk5odHCwv+oyHYFomRllhVEp+7eaUUsvFaeD9z/IRahTq7bSLeURxX1YsNJmbacK2bD4IKkS8UU6Szn43Lrr+tHZJDhIFI9B8UqNtFJtF48WFii82dDzlkn05i7htN6HPB3w+oC7CpKt/m91ync070e8FiyYr7eddX2V3WT6Q5+4svp6Kq3JK8zzpNQ9bgENRd71tCxF4FOBQCwfuHyN12fHq0HTe0rFIkAheYBNA4u6jwZEGykbZgwqCuPXsrwJCLyI0PljhC/7ZT/SqJRSrK1TbPKhkfemBhRe2XYegEl6dnfaj/9PaLhIxKgkjPTD4QqvMLQ4dxSi3jChadO00/snH/5Ohj+ogOXrLyGmkVlG2rtdTiNpGqLrVxIUoLph1UekcTZ70OgUuGvE4BSsnH/RqllKNsUTYi0ocrZ17yjn2/ZRI5+eCZKF9peWJCbDGaeiR7WrH4iHGucie2XYwYOJ7H37+wVhI7kaYsFcKf+GHfiK4JZtEZGtuz7zdAzE0dzPFGspfJ3NMAwE7c+eLrgPXQIxSS8ixMG76268Iy7VKl/fmcgrLBthqrJ4wuPLk1zniUutzNHXgn8O2rrlcaOdUhqgec2RQsQ5dqDmGB6K51zNVkErWI11ffOoO7QN4mDu/zpKlSQM0fa70e+0aQAOvffMnJ9uTVTbFavqet7ww/n2ZARO3PvKr8Zfe8C8BAGduWczx2dYtxq0msnq6daW5uilutH7Fkfy+mVINnO9Lx5taHf/QOGo33Qs/8yHYxrvofEh3FpQQrJ/obstceADwgQ8HoJ3fhsLC6TVovyQBJRWrYPEkbjqisXFjpS1z17Hdsx5Fi4Uf1Hi310Vj4JzCorG9vkbLxiTh27kY8UG/1aZnXVH/I9qe7wt0QQ+8ZxGto5ylUj+kUrAE0A3E5MIjKC+JBltaR1Fu0UWI/vvL3YHkVistA9D1Uipcc9cIz/ciIpHh19X1TULXLym6LkuuNv/U3iq+n+m9n7i9sgPuP38NJwPReByekFw7Zt5f6Xve8sJeBQHuluINAn/4bR+bDLrLcA4eYODfu//MG1j86T/wn5Lz3frIr8bn//i/SixgCoGmc5Zcdd3/hs+pLZJt4v8//D/5ZwIgccXl6+j81PeI/i88wfZUr4vFf9ch5y72KoruvnT+j/cHoznJc7PA6z7hu3vHPHSOWoxe8Nnf7pvjxXkhleYVqSyvaIoYhd9QLjmO3499lLSOjlUTJR3mj1jlBB3mfnTjgCAgMT+XzRUB/bkjEiUA1bkjPrjyeaQ8dJs6x+ZzQVxIcjGiZFjO0H4EncfnE7nkvPQFLYlRPo9TGry76++H6ZbEqFU22TafRwNSMeLHGhIj48L24abIhYmLkVauGvpNA/9Q+PfQPBMnv/bSfuRSalT/4aFmjZzqdZdEygbYZe4yjKIS5mXC59uqDT77D/xH/MBbP763DX1+NICv3CK5X2h5A9t74MrFqPTec8uoto7ePxcj/pnkbvRewiy9D9sls57bRZib8stIjLoEWYsz0+L7n/ePcGwcvZuuB3Oz2abgxgv3yzZeIWVVKkilc9OfLq/IkB1rB7fUXDeScwqtNkUfd56DlJ9nm2so7TelNNGu0XBzClhuXBPFonQ9Q+6boc9l7RpW0WH4/zSWJEuDW01wbKjqUNsmtTzTv/l+vGK5dSqKYE2IDDRu2xMsg7XDA1go94esiPwYFp078nUPPw8WbbJNHgxQEkgOhWrzIA9/jeMuZHKBXsbsTt7AcfJ+FxARelU5ajFKgxfKUXRDPPKh/WXKIRQoVV2U3Mx5pDIKpFZz54G2IR8wS/M7U+dtxsRl6Bry7aZUaZjzhbRQvXJDk/ZBKki7UguyKFmA+d9Dc040KNdCw2l/Oga3LLWyvXmxXJTOXedCo2ui0GgeiUah5Nwlx+vz8WulY6zcIu5nO/eCPzYUgKa8DYOHaQ/do+TGm1LNfQh6T/HzrHxvtpnjrD6EZec4RqsIOOKk1xd81kPVda6pWz6xvFjpvqBHpKH7bCz44BIjv0oVuS0UjPU/tXYSufBdRC5RT+xGrCig7GIb2m+0ggKmX0NdLIa/IqNtpQdyRvLSL+Xj+3WDnWJdv2baELy3ErVvr23jz73oBQysXZMKDzTOXNrRdu2amIhby+0BvFCsMveZcTpZlm9TIz3/tGftvNfU0DZE6V4dCqCYE6wwxDG1jMg53neWJLZ2VhH/X+5kfIzt68q/55zTOcwWr7ldXmsCZVEXr/wYF7ZuR/PSOlXsm9QXpbkZ8rzqw4CgFSbAi9uVHhom/J97NdOy85Sa9Q1NvifHGqo6EapBrF1aJ82v6x+zX0xUxei9/Br5/me2xR3br7fGt6FqE0Mh3OXlLr4XYorL1oT5oG0ZE6HSvdDdR5f34HoVOVoxciot/wPAV86uWUTZfXn76XNPGI6zVSh3di3F+nHDhyjtwwdh0uapPY6S49ylL8WwFTSc65QmDtaPw8NipwxGJSGjwTXNV9lN8AavYcLnnydUTj92ZxVwsagdY+0Wk97b2DUMuXanWhFkiZGV5qtqj1/fcGv6/r61agpD73Gb78yUz3WbQsOHwtGKEQBQMW0ASW6RU5mVpMJPiJY7f6IXsoG5+4gq1YSbeCPuEsfom+vVLZyh+nNDbOui25WYR7HVl3h/T5Brp2PvpJwp1hSfyB5rQz51mznbTTlGrRngGGOiUis9RVZUSfQ5Q4mjebPC0voaY63jB91x2bqpya1j93AXSXi81tJRBjC84LMeQuw3EEyCPAzbL+OuvOkeMeXghW7su05iowrLXLasdG5KxA0XplTX4wgNBTuku1BbCQr55tFwccKZzWMY+FyiteEWg0OjbXR5FbP+TePPU4kMW7IE0lUSP9893SWlhkJ4OACsWJJm9776IebaqcQqorDyTfiMeJ7RhuWUUKsAa7v+Sjzia6HykHbWU0ibUO4lDSXfuK5fUp4HhZBUmx6Lu4u63jVrq7FWXcBC1xyw+wgbWNxxSz+xzz5ny25Iej+auS01XK/MUCm0uxg+72IHpy7hNiTgAmnJnKR8DtLgi1JCaeMcamH3MUw724Zvx0O0aXlMBg7voyhMA3NtvAkfBSvkc3ONsjGHiAsvCVDMHQrrNBOmtdVZr6LydZyHSCt6b8ea8AocqRgBGG8LMVAs1bbBbUcWk1VQqhA5R6456wf8qD2um6eKFVVp8NGu64MU+hgpOm44cNLnyAJQfhve4yhqWiYwURysN/Wo66iCz+EphZMb1hcJ8KLHl9GXklLSaGArlSSia1jxgT4Tw5LLjfoolbiU+amZ1tS2rdCBKWVlSoEnOhm80uMxa8o2iSCNXd/aNZVAkZFADFcWFYvu/Wlli5XGu7wf11vXXZPqPfTkwRBwTUzmnWaZqXpNL9QtoNJnVPofl5JZ8+Pmli/Q/b/zXkV83Sa7to1tYDFcxPjQOU43HVlDlDvE3HFj/8vzx6PczDWG2bFlJSsnx+X73P2b6bLCxGuutalfmFJk0NR9ebACMOZenBuwMDCZPyhwNXedikEAc1pfrF3TG5R61wNdbJdQDDmmiXH4LrpDUXSlHCReFLQ7v4q/ay492md4jmVaROBQgEZ+TfT3UE5Y7labE6xQckNOv39npCewY77++d85eb9D4yjFqHPJqfrETDZvRCWDgMGHqfQQU0WmJ0iVbehPspxG+hkB48EH/e3T16VK3mPH9BbWxJydwrGmhKfeLYvnMhiLWqsN3DwMnBdfHRMkv29lnmPMapsp1GOCQYKbXENBvEpYp3Fu29GE1F3mwvJSP1eJ3CradwHgu81RilGElTnIgxXo/+wWXohs491zvYg79ncMVhjJUUr+nnBDuZHjcuwMoZrCXDEbG9zmBk6MBlRk6y+rSvi2ltXUz2PXqhIlQcqfzNe2qYrSEHx+ZIypOU1D2+TrSqIwFERQs6KKkXBwO0U2ltpR5EyJ/rtuwrINRydGL/zMh5L2D9V7QHkhArwQuQbY3EB9rmnK4O8UE6GJkXgTx9aLEJ+h8kNz6ZVxGYh6KlFKkJ0S2p1vczeTAIeepLcJuZ2alzTtWOk80lRR4q67PLQ7F56p4eP5XFFyvhkJplPmscaWTYmoKwlN6SEjKUvkVC9Sbsr9n2+zbcTfMXJ077YLHEBv9LWNglMKdhGsC9XlI1HQ2cSuw4UTT1i/jbV0gUx5OptUxqdQ3qW43SUFHkwpZUTsqxfTXAZde5VJ7TG2sZKSaxoQlaHlU7eZMtjmBW05tfmgsXPVzjvFOpz3wHWxw+sxR9IBRyhGRYLQKOeg2KQJ3d/KdVZSZCiJlQnLJLdz6QaujYPZ8m1EKZ/PoZykXRPmdnHRlQb++RFt43NZ1XVXbH6AMImFqEcFcjMhqIGzqyDF44zk3gwxJBi7CFqpqsKcZnjbnnfufTv0EEgCswoh3BTKne9jofADn/hds857aBxvaDdSDeiCE5jlBPRKBPmFfj2Fd8f0FA0oo3xLCdqOHYteKLhx4yeYYsoquMbnD6mmLyIAEgGFU7BG+TYTMSxcAeQy0ACobbH1q6iFRHzyc16wGuVgKIw85mOx3B7nW0zoJq1enYZ0swlh+DYJtD2xsTppHcFZuSbmJJHLjVpQrEw6GPBcpDRPp5+3xK/JfxZNsp7ycHhOER2TWlXkvZLgdHe80rkK7SiacHNoOGxc2oI9VgUPk/4LbQDWv4bn+9ispcXatmipjQgsLDQ2aOLfFBauQ5g+vY9aEmbeeI+3Y4itIEC5NW3SutwUuskSlAawRr/CNu1/J7Tp5p8jb93dKIvzLPcpP06sMq43WGdVkKnFA9DlzNVagQMIOV+mKEa1HCIuHnSOWvtwf5zx8PpY2sodb0M9ztGJ0dSHFqcAuwiuucIDk6IxnoTJ1Y0Z2jbkBoIEieckOU3zQzzKIfwm64eP76rbltqSe/GZ9v44tfyejdXVEvxJ1eggCk1FUJL9oOL2vH/SJgyIpVyiTXTFuPR1r6L0fEuqWmn8EjPZt52stk4BKp10H3PfNcol7qCSa2hKBfDSZ1uqMddU3lqtSy1fPzSc8n5AuZiQYPBtapzbtntgQN8bUCqeq5XrvddiuLxTsOxd1NxwU0oh0QMIkFpFOiTS7lKR5FA5ejcd/y7nVpFPTg3r1HQh623oyos58TtU+K7GB+/8e7bljWiYa29KtNzUgdkMVKDelrvxZbvIBNetr2HGRHWtvFB/P1WvNj7w1c4rbufH3AbjdDXSbmjuaU5pnanrhj7r2n5pnUFdtSCnzgPFpnjXLAhhF47yk6KAhPia3iVPUi2tH2EoUq4aDj6YEFv50syc2uFzRHZkjmnXwX9+XlO9/tgQQ/tcpIBddM7SWFLr1Hm34SirLCJrcqKlSv6eGn5di6grvU7ON1MUpgQQDJ3/Iqq+78rsB5/R++Eoh+gi1+edBnKRcg2iOI22P8mSXEsC1FlANaFhy4f6I1UEiaaPbJabNFYFIU92LVfvLu9bvo7++bYdDGKy3yVYXnOvYQju/tk4HX8A9OYz5kSK1ZgaKQZ4QdqmNcW2fXa2FaHRpNkLGnz5NdSOubbdHFHxGBOFZcrDwNy2EPz6N7Y56soLxFGJ0WBDvTgPg6TA6RQjZGoEcOLOHtpnToRcuHlLUXUXUeZnroBYN9zn6Kqw7VPuUDQbldEpnas0wbzLUy23kLa1kqa4lMhCmipKU/LJjNNbC1LtM86Pz38PMef+zpsFJse54Hs+vzeS/5sbrlZ+rByVGCUo1XO/0f+WAg1IoJLt5tSey62j2qXkVlNhp9680YTjzq6ecJdv7jnXl7uQknU7uF8GE2ln+EOHBgc78NRLFsu2nWSJOSVwtgmgIFHq2kakxygFM1wmo+6rCfdETaxKy2tJ1bUitkOBIrvMF/GHmuvkogOOWYwIhXRgp3uLzfsU53tcOYdIjQkUp2IBJT2QhkoBucrymYzNIyXb9tx70/adk0C6y9zPti6VbRNce437dgiGGBOm/r59QZgqSnPOM3T+XQMaqgEDFQuIPyCMWUm7CFKef9VZovOGxCmf8TmLDtyEmoRDfbCuK0cX2r3LHKay3oXXhWhnOUaAF4ckIEJlYudDuuN9FvN4AKddJ3AlgWjKA2bMN6I5C6OgG38Bzqlu7qlxSe8jYzUabeGc8r2QinlRdA7/O/9yufAeF02loKpyMZS7bcq5Jryn0hgbW0783Dgd84+GqA2em5jz4dfr0IspPxcXyoVSSXgw75eU9zrauMb3TQrXH3OWlMXGLXp5TRsAJ80mO3faj8gvo/OaLtxbUc6Q7x3UZBOCBl07hvVAQDUPfafcKP4b8PdDC8rN6XJrNGxczgfwUjg9H+jzKLWSRUKh1q0yPq+pUKmbejmVrLj8+OWyROV9tHJJUrGGTcSEPpdaDlE138p1BW+5CHFR3DjN7j8dX//IC/5h9f0dE8cnRgWcRpKgahv03XO0mgSJ8oziQdC3sgaIbrfK94QLXrdMJfvEJNgwmFujobTzia5A0t8I8Dc8nY7WmTA4kiDRdoAXmiZcw5jxZJhIrIPIAYBliakU+p0nhC6Ujet4Ez8Vrsuw1wAboFQ6QPE6dImLLfy5Mbr3ZE0CNlQBIheoEpdRSJUP+nOhnCSg3i/JR/aFBn9b0HUX1b1kWn/eieVz1ECodEG88ui9PAk3bjchEXSqJUnvLa9ukfcaGrMUS72JgHIpJ8veW9IO5ZpaTEf5rpOIOYUgPN3CRGgq91bxnsvnfjDwOrjYeH5RsUV58eTh9yXUpytx2f7/WjHTuxUIcZFlh7ZeV7nR1ra50IrO2xZfHboG49RoMu0QQ9sNCdqQ1bNNFOCYmEzNIZpW7HW3/+ndLAB8VTjad0wilDDj/pj7wDq19FnxuDOCFnZhbPCvrbdQ1bZQu56zxq7htkMk7cy3EJAxtrnGvNI2r6bdP37qcrzI65kjjBZ6sjjn4pG79ralFgG3bch63P+C5jPnFrflx5FoumOEe3RUEKqxd15IbE17G9X2U731aci36kfXETS/VLKIEnMvW+VUdN1VA/+Kc0Hz6Vx89UCHUqWGXhmWmQP9lByksei4bb/cl9VFdk7U1S45SdZp37a6YBlULY9KZGDcL3yBLHRvwB16kKiJRG15Lcptyr6XDe9yO3mfQjBMHoXH11+X+SLguogR0FlFJYtpyu6lMj7kjuOvh9hGAC7ZVbf1AF0KeZ34lFyqGQZcrNtuWEDqg+W2oeAXVRV87hP5nP8fVYfYpehmzZW1GQkk2MVVN0XASttMtb6m5mNNZcq2tYeLjW2upYsOOEIx6uUWZTlE8T5x7CejEhDj180Yc4aso1FGhKtk2bjsSYvYxdwfGtTnuv2mJDQC9esvuS/G3ttlhIJfZh8k6zQLHJhmkV1kiHwN3gZ98LgjQ8pU113v/BMFY+p2UwSo18aBlXqqiUkpaCFtJNl3sdb+z+KmO2QKrUwVRcHR67kPsFW/Fzs+P59F36U2MHZ1od5h8y3vv6lWhe9ttN3+0574LmabuWwrSvtmjpts7Dhz3EU0sFJE1xx0LTKORd1dhltt6r01uZpEzeIqWv0hGjTLETq3i6KlWWwTP+Nz3liNN7zo70/e/hi4FqHdRfh9QZFvBl37hhB6TWLmFPP0GXTtJfJDqRC2HYTRVwb3GyrbBVYoqzolM2EeRjmotQKa0OcIzm9r/LLkpBMezo3RaBrrxUeVBadWUmhjdKLtTrkkz8cxkafj5jlOYxZE7q6zlRDluN7VW0LwY9T2zSnNR/Aw79r2JXedZtYMX58fh7vzYu8g+N/0+VpHvZfoddrLJ/ZNgk9sbWOuE8uJyp666Bj8vPH6Qgh4CQobz3OX+P70f7FhMlYrByjdmx/RoYcWnE2EIPZ+Ui5Yz/1SOY3y34Uxq6YYnl24FymknucQUX8oEhcKiadtxu5NIBWh2KE3D0zJrCP6v26cjnOj+6zTuC+uhRiRMEx6cOSWFPu7l3fEsUhtTBdSkvLtea6SAwYbvACx8V7cF/A16hR8fyOrunzXGBURLsn5nCNrVRAHFZvsJZee5zYVrEvCMNFpQvImf5NkcVHukmHiBADc+2nCoMWX+e26D9KZwrXofuM9GmhWhadR3ngvFxH6wu/qdpsikrX9htfrSXNRa6ejINWOM3V/nrOUW1pTrwcYtgK2bcc9JETxfCoVuVoeVy5Q1mmcm/T95RZP/nnkpXtseDholMPaNoOfVf6/32xhoR4bxym/SiXCk3RKLQnEVPhh8v1sto7WZ/lFQ/NRMVjBqmT/OZFvQ23Ka5Fw20BfPH+89BrzL9XWNeoqRUmnLCsee+Kc1eAxBgfZ6cceK8janW9mtN62eUZDybk9UZo+Z1c8ntu9VNFF5mbNpfTZ1i3y2twSn39S8bd1Civb4Cc+6e9d0NUeDscnRolraea+pfkfIArN6MOvTbdJ/jaqL3xkOVzAfHit/pzLLJeLfvqqCeVOQRMD+1J/pLlBGtztUer2eZHXeBHHyt9jqT3FTh1lJyzb9pj9ax+3ti+afvDBPAEtifNlWC7XoZ34VI5KjEr3iq31Sa5s71d0QtSztIesIyCxkGpWV7SO8soNQ6K0Q4j3/IZ448caOmaMvJp5zW7mgLFL1OBFtR2fc86LCv8uweudzbGstg/t327oiJGChfOWKj1MjeIbO1+JOaLUv9f6n/dYP6mxdIO8fuJ146jEqIRyrpszytflCyZYKLzUjz8+P1f4Iw/ppm1LcyA1hhJgL4DLKsVT+8INnW8X1xc9hXNXx8ZO879v08vpIo6VVwKvHWf3uaztXHVjCbTTz18+zlg9vqmt1EtCtV3lhDnvqZDPlJ1zSs08Ds8r2jiNn/zkvzNr/2PhqMRouMV3ZR/6bcth3/E+q+UMDVxL73qmfE/4fNEAU8SkdJhtKy9sy5B1tG049rZCWopQKvUiusgw8Ytwf+VzCv7vEYtnC8tvLOl3DlOEdD0zYuwiXHpTgkbmhMiPHWvoGkr33HW1ioAjEyMAwWoJodQUsu1cMZS7s1i6VcqE12H+R5vxOR1lC9tUxIuso3hOel1Ujuz3RIaCGICxOZmB4874oiRPq9n1DLr4sgFqzM1Rrac3Ii5T3Sf7ZPY8R+5KuuTaelMKhdbccTW4tVMrSWRGRLPeyHDa+9rYBhvbJDlEvP1D0gJii2Kppc9tY/W1toqAIwvtfuPrvwKf+Ge/ffL2sY2DqoRuh5BtRaHbQUCcCmKi0OXa0DHZ7s6ySFPDVmbuPEfRf86FdkgK0M5bSdpBGZ+oGndX6NpL8Mu1Cl0Ue9c2gv8G6rlFJWJghO4/7VKfolp5H44XpO766MPWoQfSUHj0xo3nLBWvfeCYvW0L72Fs/+0CHzR6k4WBFct5yeeXeE6Uhgt9lQptCYILkHJk+FM+5SWVehbR3xoOWlmsWbQX5TjZQq6THsjr6uX2uC5knMLHa/lNvjdU2d1FOU/eJdsky0/0prgfXS9v8dAqk+YZVVwe/P9C8P2s8/2p4utkzq4/f7dhUXTkVpbQ7iMToxLVvkQ5teVD6wvLksZ8LORZgeXyGJ8/lPQ0ct21ekHCgEWkuvbkRHzYclAKsfcRXaK1OoqQc/T02IlDadDlomWtD4umZbQfNYTjEet0LD4QxmM5utyQG7RpYv5TTBIMOUT8/E45qCB8/Dj8WIYdW4VBmfKRYi5SIT8JABbaJr77VRjQdMFUHEqI5X/HAdl1yaX+mNvNC+0aUl2iaE3NyCfKGbuuqS6wamWKsL9vsOd6y2sCVuprlPYe0liPXNOUCtw1a3Rjm6RvUcky/6lPefXo8Y+Z43PTAcWyQFvDi6GORM9RsEKtJl0/Mi9z2ZXakbNlzmbb1K6pQi0S7qLnkeYOlMYqGNt3vcyNrovbQoWyR9P331g9OKd0N5mTN1Xbt1RDbftQ8O369uTruBDVgiUMfFmjYqDAXfhf1N7rcBJv+f8w5f9I99x1ds8RxylGEyg9+MWgA1eZB6rsV/K6DIoQwtzRjKfiXaKCd9Wa0rxMub5d9zOW+Fqe/xm+jlJrijHmBjtchqtk26i4oQnwXUTyIkRpSoO5btu7L+jDEYHjwQKXWaSW72txcUEjh861FSPOlFuBjyeloIbBygpAFyyRWFqqLDI8Eu8uRb9N/UJUAwZ6QQooWjtjjO2zjSDVqE8wZ0mbF1RZYRcuY8AazsE5jqGhJkq1hOLednOKz85wQXJBFKvIcxx33K6MjR+uv01i+eTC4QrbWHgLKgsh7+aRsmMVr6M/XzL45O/GLYNdXHRT9nWFa51yTXZg27H9rVPJ/E+ttcYYl1VF4iL3m/IEv21JobnMcdlxhlx2pb+H9tvFlbeNAE8pA9RF5KUW1XUshjrEcX4azvXCt4G6663bD6mguOHttRmu0EDnLLabIFegzayjsXmjmQKQX9b8agwFf7jVsFb70jxWxWKste1pTshYhY3RMdTbDHz5h97nNgP9FAGrLSdx2zZ3p7puREjGCm1etntn6vsdKmkzRYTmrtuFXZOhd7UY84hNsYo6jk6Mam6vtHBp96M33VyRCuuiG85l24f8Iy50Kjtesp1Nt5l0nSVKLr4d2TZxdJvw8BIbs9v8jwliSEwZZErvuRi0cAlWzbbrLoptB9HLHJinsI0oTdmHR8ZRAd08hygv8zPk1sytnhorZiWdmaMPZp6FfBoDxBBrhS70WiMN6S6EbgOd2LgGqRB2Eb5QG5+HZBsVrCYH17ASQNr5nCM6gQqh48YHDDqjoJr603Mtv6gkKM6FXJsBkelH4amqKJXW5cuMVWjCmEB5Pjzfx1DelFNodP99+pwbJCYnHwg2TmOhbHZMHd/73Pkd6xSgEPsP1fa/KHEp5hFBJX2ltDLFNtWxr1G4zlpeUjxu5b202qQDdN5TiULms1ycUvuGBUxRwBY6zfe5iHUAYu7PBl1vojw8u9YEL7/OfA7RZtsU5xiz3CGyZle2uSuW7aFxLcWolOCa5PzQ6xDwxu/XfLsIFyh+XMPEhxr2lY7BrDCnEG3WeK15z6TwOlZboPNn+Ub8uvjQoIAk98iLVvr0p9Luetn1qvLyjGKiLDoh5HW8XCk/Cb4PEVlSeb8lx+q8mcL5KJeED7Y6fKjG+UG7VKCyJDQLbUOCY2H74Fcs9lnKcp04VhX+OQjJp3kSbuEG24z0zYnbOd0J1IQkZRKxqZF3eRJtaV3NklrZRfV6hgQ0b1pXO4aFKh6HC9FY/yE6DjDR1Zc9rOT7bKzGT79keoL+deDo3HTVGnSVSYjkHinMMwEVF1vhcDQn1Yu0o/2Zu463p+gdv3Sp3BIrzQnt+JQ1NXy7tC7fztqutfloLTA2H1adt2GDcK1lOv0Yq4sRd9UoQKjBuatkW1duX3HRXHQo+LZMquN2wZ/FoFvwLuYZzUkwnhp5GecexSoqcnxihAk5OXm0W2X7oTEhOQffjuaKsmOUou96IpT1PFJceHiDvoHac3ldOudUXDZUsy5PEu2Wdz9DOIdCMANiiDf/yan1Ykq2mTkQ1USpuv2AW6Z3LXcpUg4YitaqP6Vf1lzONscdqpc3RXiKCaWVdVOFbE5biouKqORCJFZRmaMUo7n0RKdi9fSWmfK2tG7IQuLnVqZsMRWvL7rlpkzYD6yL2/TFayqlsG3Au/+GoKi6dJ8QmTcz+my0/AwTpbEQb+P04PtP5qPygq6X/NS+y/GjcI0cI/9c8rbcw/sOW0l3szPrFMHj15O3fJjTyXXS9QzcN0LHUX8y1QZ5te0dm/YpWTQF91weSZdQsoZM+rt0nio8Pyn5+2K/6HNyk7z1s935a1YS//KWKjdskxs11UqaM+gM9U2yUMXAgrvJ9mHl+3EhDVk6c9Ztff6KCJUKnxYrbxcCGkruvn/14u+4kOs9No5OjH7uB78ihGe7pAWEFwvXC9fWeddVEgc+4LmB5aW/ORa96gy1sG5t4C2feC0qO195sntbegbhFoPQmGU1ZiWV9tvGQpqCsRob08S5JaA88F6Gy25KCZp8+zmWzFQX2vyGgrWSRP2adxfVY2mXeaMx994urrmyS3Tae5Kq3OMcnRiNUUxSjfMyLADB+dcgNxoLbiC3Gs8xou3jOnYslQkgbaM37DedD0zw2O++yy+IFr/Bi5P74ffIfFFtWRf9Nm0/YkiE+H65u67bf8T95lILac5AUQtE4K/NjMFj10FmdII8twoGxXG4ods217Bri3H+2gSRHRKNi6Tkgqu9n43Tva6rU6nlGfGHkI3Vs7vAXieuZWg3AOSh0jHcOoRCx44Him0f7iMSl9K9GnOT4gJ2fNW99gfv76ss4KCgNw5OA04pKISDasBRkEMTYr6tA7QCnM9JKlVCSPKJrILS800r5zpB4kLD+yXlWOuDba3V0NrC2H5fIm+lILaRKB3LWI1G2946C+VDqtlnWsr/KS0j66iUvxTP6zR0ZtbWjs/zeXjxyw2/ycJuvRYTO5L0QaLWHCGhMp33ofP791wUAnY5S0W5OfU8Jp0dYh1yaDgLnX6GPI+nZetKA3We58RplEvW5XlNlIO0tk1yHmJjG2yAnhsufZ2KUx4+TkmsuQBp5VMGfEsO79J1TuHf/rFvK74X4VjFqBZUYIGhliSU08PvaZ6TpAx6AgYg6V/Uuw72vUyOleUc8d+AFyHABdFU/YNbBedcFAgSGW4BqTjAxyVePLjVkQtTYb6m54rjfxe2cVYl79sBsCHXhp6W80F4YxR0uBb6iNebBjqIRVexQSVWmi92YeOxNdLcmFLkFOUqaXS9k0iUaLs8D8oxM4xylkqiBF0emMKl+/fCRHmoAoStfFY0WG4rZBvb9ASiuN2AldVdf2Z5FPJ9eLh0Lw9sxFIYyv8xLhWNWqM+61TvPEP5SzXofU2xmEjU6EHFWI3/5489NPuc14mjdNONfUe5G6yUF1SMpqM/Ku0i+Hc7ETOKuJsaqFAIkIjuOMdcggro9TYaO3TRjVcXminL82NMDabI3WS8zl0ymIc6eGNuvxgpl01sG6fjD60rfQ61AAceidbtX5//mVr7jLsKx/KXLsJdeCkljrac29m+bNL2w9WcvCE6V24VzT0PXyZCNM5RitEbX/8Vw0EDhTmZ+JvNHxEDnpz6OQaWx4g6mpPKiqlWo/OAThXjfipb0RcElw36OaPRc+x3/JsJAJw/Jz9vUhli4KCWHScO8pUAhq5Aa7ac7e9cJ0DFuSg+X5HPabDouKEk2cuAxGhO6O+UJOHaPlehRcSuorR1078Z81VThItX8KD7i99jF9n25Jg56k9JBbt928Z0XBDSytrDwlNNiMXw8lIeUlxueRCFimI5GOZc+SIlA60rLJvB0H6OLB3jf2oPAWXhyfz4mbVktii0yqlFVU35HKiT7GUxx4rZPXiiX3fuMs4zfA0Xd+yhoJSL2HfIQioFmmzEPTeZ4xWjmW6xKDouW8enVyyoXml67IIg5O0leD+j5Hy52CVmiMrMEZVua8N6EqZCg7scVxMfx+Z/+rtVqVlh5HLjRGEq5RcVLJKNGY5oM2aeKOVPqIaJ3JAbp/RkGys6b/nUexF5PmNzRpeRS3TRuUtT3Wf9wqXTRPSymObq689VCXWOVoy6eSHXDegO0BsHZV3X24jcYtw9xkK3ey0j+GsgnUPKhCwXtuL8FN+PbcPDwyPJuUiY+qKyNXP3rQgbFwhXm4thVhO3kHJRKtWu6z3B2rKo5PuVKFlIU5sATq1ptw29Cg8j17KNy2vYEhp+EJiakDr1WqZus4v1Zt20ROShit05eZFdvu3aNPjZT/3bo+cTPEcrRm98/Vf03V08sCAkwBYtknyfXFR44VPHBIzEq5R3xAUtBDUolmfEhS79rcr9kLhQDjFlYGXH6Fk69DsPdKgEKkRrzKmem7A2XxVFKZyQz90AmFa7bmYwB7do1gXBHAtoiK+nJnJuYYlsE9QwVwj8OdLJ+jmD8bbQ/MpltGnn15vnDsVtBuaN8gRV2mY11IIDaRDK2WYh7rmZHGdod0AZIIT5j4Z1g7bRaQg2wHKHVH/bfBuF7pyRPKfJ9TUk5i4FP2A8ngVcyCNSDoBRPhzbhfMb5fsahbM7KKiJERe1/CBnFZzq3EA1IcsDI7ggJCWDqP3DQC4RAFgW3g0gyUuyMeQ9bBsGMuu61gUU/q2bsI/rBjsqPdS1okjPbdi2tN9YHhK/zia0l6BrGup1FM+Dfg+nsX3oNf9d3GfG5DzPrdFhmc+T8V8YCgMvitmEYIDa3At9VrVjdj2Zhi24Grl4bAqCq5WNf+dtNvLPOYl8RHkd4IVICqHO56jFCECwMFwY0OEH+ig6zieVZsICVARJdccEUvHKzxmTXWlRSJqlbbUBbINOqMJv5fy2Cv58cX9N7wVwSsFpB2UVXEh+dTYd7BGE2AtXOEp4j1wodP6+Y7ZvfxDJXWddNF1BhErzVcaLpV+toOL1qPjBmCBIig3YMbEWnZBRM0AVRCO+H+Ww3nSDEA+qzJsJ0gdCA/3apoOR/6NfNoj6LvFr3BjfyG9tKv2TMNzXqLgsXMtC2X4QR0XwejlJTHVpHRe+sargQJeTMzdZN88PylupJ72Y+D1JDxcFC22SyGf3rVZuIGcqFaIpPYtKQkRI3bntOVo3HeDr1HGmeAR6kXAuW5e78XiQgiv/HZdRO/JAKe+QzxOl+UrM3Mp+K5N9cRwXCr688BQ6sUwQ7xmUblTY39W3T3OS2A97D3nwQzxW5Rrnuuj4efJj0TxQHvzB308t/JsPeBcZbddzG1WOPSQQudtpKMQ92e9SgiC2s3TGj1tuotePkiuX7qkdExivtm2dEiHakaMWox6uLkh55Fstz6cYnVfx5NQ8PL28orxYK/2diyF7TQKU90Aq/j0iwjT411pC5NvmuMr5e7lHI/NXLrgcaZskwCEInM0ELgqEHR9Y83mgXMho37HABC5IOZdZqZtbR9vMtcxN/ORMFbr+unotuCGmBGRsG323C7XwbxGi3Tl6MeoKl3buJ4CHcvPRE30BsIV9bMFKYmHb/rjZPmxTV1pfyGniUXX8enph6A5IqzF0A/rUwAPa3mSFS/Nq2slxM/ecNSoKED+PNRrW6OK5S5YTFyU6Lw9yoETCXFxqFlJp0KqFkHNBygux2sLnUkusHTv/vhgKiojbXEJi71xrqNRxtb7/dgJdjc6ccU4A0TUr7MbRixG56rjrKxnE2c+Q1TTVSlKmv7wnKJkQ8b+LDfvodamqAV27Ubv1NXL9wT+uKrjCHLOkitUX6HPl+7luWy5Q9Hc8fxBEu9GwGx3Dw53VXQItbZuJgg2N+/IcpY3RsFZhvWmSOaVSCDlBlbtrg9NQjtFlJ8ZOoTQ472JZ8f1rr4e258ECQwI05bwlyi66aUMcny+aysZqSWq9QI4/gAF+gHdNGqEWgwYUAOtCBFyYJKf9WCBCt5Af2Idnx+8J1wqXbYswR5TrSZgjyiP9KJCBAi608UEM8frhrxdNCGToFTzNzs9eOxuKjeYDEgskAAbmk/KAhezYve1yEVWIEYHxNbwIxdwlo3xwiXaAdYkgKY1YHFXrbhChqDoKcrA2rSfHAxiMVbFSOK2niD1oNokezruo+FyN1Vg05aKjFgrNjCi5IeZG3OXriGJx14FzDp2Pjjd0jF3diVPXTa8kMb/cEt0DFORATRWtUxI1d4EcvWUEdA33lHXjRVFLVhOjV6EBzNoqvS4FHTArrJh/xPOTbLbfJh3Ye646skqygaTvDkMnFsUghCF3HvubCU3nWlPxWlwWXOGsAlY6XKcC7iyA24vM2lPAWQM81sCeNbBr9rNpYFYam3P/HMXnlYwdbhveS861KrZA55B1lUaU1d1GVPl76NyDVtTMwfcyipAOse35uii8enj8ti66dP5rLLigb41tmy/G2bfle2xcC8soJ1oWrD8RH7+1CaHgYGMkM5niLUhP8bo7Tu817Zetg0PXHwkAgvXWE79gEZGAOQXABguOeho555cZwCmX5NA4q2Y9cpC4lJrpwWUtv4uiRC46FVuju7VO585IbPgY9eiCbRDQ4f2H5YosKuXf8+Z8AaUcdNtN4HELoQsDT12OpR5M3lJCss5aFXOWgLT9RW6JJDlRbJ3JeuBMDU+ewizLauK2q5hbZHtWYSkRVBc+9/65d3vmnSJ48TXPFXLNZCEt/b3JRJFbSs5JJe6L5tqIUfdw1gmNZgM9NJJH/pibBHRiUrmvewmw/HW2H18X+yM5toxyl4LnJ/4dNCfJk7Lh8ApACJH2O5ECht/hbdlN2ljPFSyoZJ1SyMWRE+d54hfZRZccWURpqDz54/gyet9MMEgAKDfL+Hwqsub8e1CA9sJhVg3Qehej1g4G7H1WrD5dEKSN6V43mpbpXp+llWnQKAvjut5KGl6seF8knocEeItLw2Ftmm5duL6VaYour3xZzFly/e259ZavG4vE6/WXYpbcxmpsUBZb3lupaMXxZQOipIv7Tg8MoCTaZP9CIEktF2kMLkjOjbeEF+ZzLdx0QCgPxJgckOAG1mfrSlFv2rC24qXjhL91KUhisktRdXX2NtqLErcGeBTcjPYSg5F3pXV0nt77CC45XiqJoc81lFH9cHUHX3GCliHb13XL6D3HiL/S9bF9aXCuRcUZtn8tuKHEmDuO8nt4m4vY+qLSaK/2BE9zF3EdVG+/KdFz24dtX9yAPFTrbmjbrc41EIQxVGsOCKWqIB1bL4NrI0YAn4tx0QqqVs8GunDw7BhD1oIy6OrU5fvx6+Dr2bxQT9Ro7igIGj+2Cq45ar7XDeJkgaiiZcDFqbeuMjhXG+hl1o7L3mdcVxBafaahz3V8n3wfxeaioiBlVhd/r3bD5gNCNKDZaJhNF4GX5y3BIYaJO3RPvZ04pIJUmmco9VaqCdKk9hSZiJQEpSdCbJtNaCLIk1o52wrPUOBDSTCn5QL1P08K1BiqJ5dvXzz2DMGaMi9nnYoh3CJEl8O1EqOqdVT7fros6CGKQPjNgw1yEQrLuTWgN6no5cEQmh/XpOfJr7M6J2xCeaPkvameAA1ZRDzMupdgWhIi40XPhd+dMKooJPn1A+HzMN3npNbsmCUcE6T8OpyCWevB/YvtLcibx5Jm85DwPLGWk1sjxFgwxTZMsXIu6jzbrqtHu42LU3G/CbXvemWDCtvWrMtJ11CxPoWL5VqJEQAo4zrRCO0lYpVs0/1OWkwYB21ckiCbtxOPhECDWtRe7q7rReJxK6JgXSnXrU9ykyyzJnoDNdCbGyoIMM8X4smrMeSaBm5yb/FlheTdWmUKAFjcTm89una15v+PzDriFpJDl89E2CBIvfeViutQz6V4KLYdt5Ao8i4RnsogbGxf1LcZFLfNCRoKBd+VoRymbakK2YT6eaVlo3NYM9bR/1Ksosvj2onRG//5KztBYpUZik3uuKhEsXBsnSv/WNYzif+QaDAhixYVD+cmQbOhvYRldey4qLEBO0mkNcrPHeXzLLl4MnfV7IRZ5gqk+RpFbkGjekEKNCe0eFR7IQrWEw9c0BuFZ37lv4NaqcQVmbBRgPXvTxkFkPhEi5SFk1dclCSwUSBM6tYjUkunsyjzUHBf007FaLvUsmourO301hbLBYeClyygUnDA0NzM4LxNMdx73EIau+5drgmANMq7ZK5NNF2PxOXmAKViGDWNazFJFogBaj5cm1lIbHB3CokBoqixH9BF5tE6CuWm1zzKzsGXm24Q81AdWXDhOpIq4Fb5StLBjeVYQqlz8Km8/g+/zPpoMx5NVnUphQ8giTzjQpSJYyyT7VTRvfjW//mvJYd/1je/Ogrqw696BR746p/DM7/qF/C27/iE+OHG6uT8mniS70r796wApR3sugE2Dum41Q1wSjn//q23fvTCJu/PGp1WQKfT8oHLqnjMJMTbdS0tOHFgcwo6S5ItJbTW2mzswlDi7FSrpjRgj4WNj20zZBHRfr1ov0Iu0piLMF82lrAL+Pk5Y31PpDc+8K2D2wq7oZwrNac+fl7wWQ/BaRUFwTXhyTcICheWeL9m3i+g7I4r5QvRtk4DNpwLOj2OU0EMtT8GiZNdhG2bdB39gPZbuLDe+cG78X9Ds9wjzdWjxsjARJpkVHQJqnX4XZgj+vUvTefqxnhAfzagNJRWeOtD/z2gXC903i7Y9bO/n/NlvwQo3cVm0z5aI0+ecsYgj0B483d+FKAc2tMNAEA3Ng6ESjk0rL2FCjldWrle7lLLcnManYodP95C2aSvURNMc54P1bBjaXYM61SSA9RbF47Fj0/tKLgVswi9mGqQGJTCw/nrWouJfB8uAvm2QwLBq2KUwtRroetTXaOlvCISIunYevlcX8soECtmK59XFK0h1w30JBS59VK7r5XJXjuU85C4dYN0PoiI+USUD4Xud568251feYGCg9KgqTE/FpOpt8tEbLCIovBsVLTKUjeiwtv/6l+rHmYQZ+EM8Ade8e/wU/b1cfED+rPT7WJTJAu9XMKuN1BaQaH1gmQs0Gg4Y6AW4XZ3zgtRIbP3OX/5V/Hm7/pDWD+2gG6t/+yabqClXCSlEEQGIVcsDIThOLw3ErnpaB1vdU4Ws4EXJxvyh/xKmttqumPRMso3Mk1RGIAuFwno3Ful/KQVO34xAs+5ZJ9cTCwUtEuFtiQAuUjkAkfb5km2Q7lB+bJSvlTVIhspsSTcXa7dnBHxxn/+yhgpR9Fr+VNyzBEKczb5HJCmSDA2F6Oy30SpIjfQzSOVKn7T3xTaHaHrpW2yOSfaBkCIrlOda8+pZK5o9Lvosr9NcM1R6SGyjNjcDl3/1kI0FZXevs6Ua8TlRCGqOAWe80W/CjgFu+4KuPJBzwdBdJF2JhRhzbfr6uKhty5u47qwbJ5vRD88ZJt+xqqC1yyBeCx2XD4XMzVibU502aAlMjCXNrRuzjGLgRZZTpOFKjbyAyBW0V3k2rrpiBd81kPxCdnp4BJTKq8ZWk7kL5XvKbntgoVF5wCCq06xOaHoRmPuuqazepwCbAu4BXyHWMXWkcsuuunC8oXzcymNvzCad1E0/+IUc9v1rzuWMqJ1phtcFbnoLLr8pmA90pu5dDFiRIspuPcAQC1av6zRfeHhYmQdQHN6LLfsza/9KOjWeldd411x3MVGcNcd4Iu3ltqV01xSPkDm7rvSOk7Pwgg34ViL9NwdVjtedf/sZudVD/i6IUtm7FxkGeUWzZh1lLsIfdv09BhDQRBRfGzXDl1cdHeXay9GL/zMhxKhcY2fR+rmibJ5htJDGV/GBm9l0/mmOIdNnqXGixIXI2WDmKhOdGwbjJgGsCedWIHPG8FvR/MrroEvl6PRCZJ2YS7M5UbFJGKwQmGuKAZ37EGIch5oPgcAvLuuqUdAuUJSc85bvvtjoFuLZmGhmOjQPBGRzyUtmm7uh5YBXDi6fS9KjIaOV3KR1daVKLmz8kE9b2de2mesdTkXm9LcTy4utW2G5pSGLEsuRudmIUJ0F7m2bjriZ3/olUleUMxxie4411VsoLBtcu3Rj822N/4HeZh32F6bzsWnN35bvfE/PjQc3eAO76KjckF6heR64zXHa+/EAWwOh1xs/npVbPc9G+6OW6vus2LXs08hAoCfMj8AwIvNVNddjWd/4S/Drhv/7+cVGcKTM89Fyhv2DVfxTt1+fln967ivCtE1l1jJbccrPwxF7Q2GjFeSiGvRbyWX5JT8ozFX32UkLQvDXHsxArwg8cFfZ/MziTA4JlBA6v5xnVDpDaDXnVAA2XxO2GZx5rocItBy16vqoEw3h5XMURWOHxNPSSx53k9wqVGFBGerUye9txeFyCqotWKJwczsu4I46yZZQTWe9ed/Ec/8H38taQJYSmLluUj0mn7iMjaI07rBax/4XKfO3Wybn1TcfsZ5SvXm5lYwGAoLL7rbZta1y60iYm0bCeW+y1x7Nx3nhX/6oSTqzbb9Gzu60YjCp0ei8HM/0IU0f+LnfntxvO6CJ4D1vZlLUANOKe+m4/NDDbC+J31NbsAY9r1wcV6JcnCcdv7xg1fubkpvIPyiaRXmfqP5Ib3qhIl4+5fv1yLicFedsw6qaeJcEjFVoJwx3t0XTMm3/u8fg2bh55IImq+hKDuev9W577zbqFF9k7TUsqM0P0XnKrWxIGskd9Px8G09YR3BB2oeJj4U3h2PyULWab/8OvP3kFtbWrlkW76cttdwxf35frytRLKNKlc9X9tGKi3sARGjjBd+5kMx6EA5wCxVGtJN4dQUlMAsFN4agtqdc573eWlXSG6BkYtvdZ9Oc5xIkJad2EAB65tIcpG6oAUW4LAIc0Rh3shxIeI2MSV4VsQyEoTn5HeaGN2nLLB8BHjT33lFf+c9Q4JE5II0JEZRgNAXI1r+5n/00WhvbKAbP9RqbbuWEiqdQ/K/u+OTeHUC0r+GmhjxdeVj9fOTpopRHgxAkBjlgznQzbPwwT0Xo1KwAz/fxvWLv5be69wWELWcp9oxjNU4Nwv8u5d+y6TjCxeHiNEeeP7nMFEit1/4L5ilgjnx1gcJjG1UCE5gltHNvrVEf0MHQdIujcjjguQQm/sB6FSHfUFdE67LKOiVwvL3WRWDIEaLx4BfeejqCRHQFyOObhchxFsnwkPQMj7nlFtWarkEALztnzwbzSIIFT8Hs5ZInChHCeiLTT8QoXDdFYGi4w8FN5T2Kf1doyQQY3k+NaZE1c09Zmnfqdvw+TppmrcfRIz2yPM/59t9oAMQS/0oC6xvKthFmH9gFRbMieoqRARBisKjmJW0IIFymWA5dkzvukssJOWATZeXRIvgFJbvC266TbdcGeA/f/PVFCIiESRnwZNkVdPsJEYAYvj4r7/u2bGEUE2QgOCma1I3HbeidhWkbj/XWxa3YxZULTotXz4UuVa7vjnb8GVjApdbcaX9hywiY3USBk9CRK5EcdHtBxGjK8aLPsOHmm9uathQncGGwgGmVdHScQrY3NP9zUULivKl4MvmMFee0wVBAhDzhHiH1vAFPvk9NjhQMEUI0PjlV19tMdoFXu0hqQLBBC66/pQeFKTcGqLlAIrr4vELyxpVznfix5giRqXzlKwlmksZE5ApwpYfmx+LzlUrcZSftxRhx3OLpogRt4ikad5+kWi6K8bP/Mgr8bM//Er8/D/9az7KznURdL6Nhd9OOWBxGzFKLqnsQPsAaa04oGvVEFpOUDVt+ptCtaMQ/TeVRPZRD6JjFyIgFaBkeQgdBwBftshECypWBbeqKyRuNUyhkoO1urpuCOe6SLy8gnjOLhXDresayk25vryqQ2l9/ndpW95tNf8ZOuaU66HPgypcxG0xHO4tXD7XvjbdVebn/2kanfYJn/8dfiRyCnbhhae9DaweFzYgoYLXEmW8y44qhMffDrEKeWIZIQ1YiOWFWJAGHNCs0au/d91xxuDDPve/4B3f99yuyKlVgHZdAQujey46sHVKOegmtTR4wdRaFW/+pJ/vV4IXTs2tJG6NGKt7xxgasGvn5NZOvpxbLzy0ulYOKImmy47LRUwrF8WG3JG5+OTHlQTX/SJuugPkj37Rqzt3XHDbbW76deSei267JmyzYEoFwLYFV02YHyJr68bvdHNH9LtZeVF60989bqtoCg80nxPnkSh8nHjb6z4KmldlYKKUD9h5NfB8XX9Z93cbktTyuaXcNbZcbKKV0zamJ0b5eXh+E19nnE5C05O2GqzqOL+GoWCEkhiVKpwXQ7snJgkr5ZL8rpJL0TkleUV7RsToQPmjX/RqFm0HmFOkEXe8tUQIAU/aLihvNfUIiaynJETBgmrWYbcN8Ka/J0IEDIsR8ev/x0f6gbUSiEBWD80fLQqWU24Z5cLTajMqRnSc0rrewF+ZU3Kuq5DAW10QJG6lHlmDc1jKJcKSt8+g8HOgE5J8e36OPFG4VtWBtrVOSSj3FUDE6IAhQaIGlOa0H+YdAx50uo4eYPUaWN/LorBcmCdiXWYBJJ1mRYw8JEY8XynmI4WoPRIru94kr511vX2TuaiMP/jDX58EQnRJtl07C6JWkJW2B5DkIY2J0VhVA7Kyai680nFrllgpjym33vKmkENiUzqHYe68f/+yvzX43oS7h4jRgZMIkgbMkllFIQwc6ETInIQdQ5BDLB0UllG7CmX8rnFd+C1ClPLS9s8MihEFOPDKtLEqBIlRSKatBUzU+Mgf/ZsA+kVXeS6TX++PTyLF+yk1Kq0wzq01fsyc3BoZYkyMciHqFZdVLlpc+brc/Va7tlyIjFX4D7dEiK4SIkZHwMe+/NXROiJBAljeUaGFBQUxcDGioAQSqYRgKf2n14gYleg1/SvBBKrEXDEinvsjXwet068xCQAPmODzLs6llcZbVsKIbwv0B/V8zoWLBM2/8P3itWjbEyQuRNTLaarFxq2oWg2/JGghihVEiK4gIkZHwse+/NXZ/BDAqzjAAXmb87gcXaScMoBmllL0gFixig6BZ37/38KNm6u0XFA2D8W/8eTiy8sS8YoONKDziL3aPA0XqlKbdSIVRtWzaqxTWC42ybY1MSoJYaNtT4jofYsQXU1EjI6IP/Klr4616Cz1O1KdNQSwOSMSIV4fjwsR0EXSqatZe06ow62lduFNXmv7rjdLQtPYJBBiagmeZO7GqcQFyMXDOI2Txaaro8fCx3kuU07b+GuPgQxZjTwuRHlOFRc8Cnj4xT/+jZPel3D3kaTXI+KX/v4ruirgQIyMS9pMUKt0220X26hnLS6ipbS+a29BuCD+y2d8rU+8dT6HyRiNTfgxVmNjGmxM0yWfWoW1bbCxOvTzGU9c5ayM35e7y9a2iT/GKtw+X+L9d27gkbMTPLZq8diqTYQotAzzLd3DdZxt0pBPOp5jFhUJEe3Lr9VYBXncPgzEMjpS/shfeXVSOijOGWVjCbnnfuU7XoE/8qWv7h3nl/6+WESHzrNe/43VZFteWbzRvm4er5UH9CuL03wT4Af8s/UiOVbOhldxsAqLxs9P5e3ZTcwzQhSbprFotEWjXLSS+PYquBFjB3kWWcfdf7/0ad8w8AkJVwERI0G45jz7h76hEyW2/J4b5/Hv/3jrm6r7f8wb/le/byFc+5f/5NfvdG0f/eNfCwBYtpsk8i9pYOjScko0or3pT4gAHRIiRoIg7AyJBvErn/51l3KeP/wv/kYvwdc5EZ5jQMRIEARB2DsSwCAIgiDsHREjQRAEYe+IGAmCIAh7R8RIEARB2DsiRoIgCMLeETESBEEQ9o6IkSAIgrB3RIwEQRCEvSNiJAiCIOwdESNBEARh74gYCYIgCHtHxEgQBEHYOyJGgiAIwt4RMRIEQRD2joiRIAiCsHdEjARBEIS9I2IkCIIg7B0RI0EQBGHviBgJgiAIe0fESBAEQdg7IkaCIAjC3hExEgRBEPaOiJEgCIKwd0SMBEEQhL0jYiQIgiDsHREjQRAEYe+IGAmCIAh7R8RIEARB2DsiRoIgCMLeETESBEEQ9o6IkSAIgrB3RIwEQRCEvSNiJAiCIOwdESNBEARh74gYCYIgCHtHxEgQBEHYOyJGgiAIwt4RMRIEQRD2joiRIAiCsHdEjARBEIS9I2IkCIIg7B0RI0EQBGHviBgJgiAIe0fESBAEQdg7IkaCIAjC3hExEgRBEPaOiJEgCIKwd0SMBEEQhL0jYiQIgiDsHREjQRAEYe+IGAmCIAh7R8RIEARB2DsiRoIgCMLeETESBEEQ9o6IkSAIgrB3RIwEQRCEvSNiJAiCIOwdESNBEARh74gYCYIgCHtHxEgQBEHYOyJGgiAIwt4RMRIEQRD2joiRIAiCsHdEjARBEIS9I2IkCIIg7B0RI0EQBGHviBgJgiAIe0fESBAEQdg7IkaCIAjC3hExEgRBEPaOiJEgCIKwd0SMBEEQhL0jYiQIgiDsHREjQRAEYe+IGAmCIAh7R8RIEARB2DsiRoIgCMLeETESBEEQ9o6IkSAIgrB3RIwEQRCEvSNiJAiCIOwdESNBEARh74gYCYIgCHtHxEgQBEHYOyJGgiAIwt4RMRIEQRD2joiRIAiCsHf+f+htIlitu8kPAAAAAElFTkSuQmCC", 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", 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", 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", + "image/png": 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ntc2vXTuBIY+3IapD2+h6OoGhrup5rihlV0otTDnVrxwHdKydjsuChW0aday90rLCrnC5HgDc28XGSJJsGL76jmXuqHbtV3/tMl/mjbwdkGpVUrF2sZ6bammLF9bdrFWeNeSidZ4kSVmulU1KVpWsqjf2FgHA/42LjdGf9X/R4pPT8msZqSxzQ3f3E52eqOWDtUv1hiqrptQXdV3V0JfzwoWTtCzv/ur7XOs0vYmXBwAX5WJj5NVlXXd7cvevqP2yuk6STErLXiMrkma7vUIitWr1uWidZw1pVl4CtE3tWoksV/XUTvBe5pOYMwKA+7vYGLUFDFWydofR3SskvvI07XQUUF6C1LtUTXnTPsisPaLLVn/llO6qybN6K+cTu9dpUlVSNmfOCABew+XG6O7S7pTkfZbNVTa3ExastABJt3uNytrbXFFfVaesblXUd0VdLlp3szqrSnJt0qRddzw/lmv7jSYVT1rbpKSqNfNHAHBvl3tMgNc2Z+T+lZMYzhtgl/uLfNljdAqSFZNvy/KhrlpNqzy3R3R51iZP6lIbDW3zUUWm3op26Xj+FtmqygV3HgC+aZcbI+l2vqgsl+pVyaa717m2UxjmbZsvkku+bqd55/WsvivarUat86x1nr4Sot6KptrpWfdKybyNilJbWSfpfIAqAOC3u9wY2Z2RSTalm0l13SmPSf2romnXtWvG70ztpNHaTRPmyrkq59pGRV2L0ZBmPeoOetztJUlrm7VO0/naiN5m7dJRa5u0Ng5KBYD7utgYWc5tAcM8y6ZO5cmqncAgaXqQ1e+9LVpYm+pyfUTdeDubzqScq/pUlFPVNo/qreq94aWeda80eaff7V+cv1dvs9Y2KVtVr6K1sbwbAF7HxcbIS2nzQzcHaRgk9+Vm1zsjJr9dxOCdVAdvo6K+ysw1dEVdqpo96dlwrW0+6nHeK5urt1nv5FeSpJ2N59VzvVVOYACA13SxMZLUzqWTWoimIh861d7UXxfdfOf2or32McvvJslcZlKpSes8n8+g26ZRV3Wj7/ZfqLdZWa4P+is9S4M6LVVT0iuftXce0wHAfV1sjOx0+oLUlnbn3BYy+HJFhKSyMtmv7k2tbUTT5SIz11izdnnU0Xvt66BtGnWovQ7qNaVO/2MyZXlb0m2utc3aGWvpAOB1XGyMvLr85iB7+EDeZaXro3w7SCZNu6zfdMODLdeNzyVLmpTkejFt1KWi6kn7OuhhWkZBy4K5J2mvl/X2mvH3uqvzyd4AgN/uYv8H3nKWz7P8cJAdR/m6U11158dxdudMOqvtz1bbFRN3p3tmT3o1Dfr8+EBlua/oZFzuLvqkPNTeV9r7SlWmX5Ytc0YA8BouNkZeiixn2WZzvvH1142GrOp8j1F7R7vZdZqy9mOvF4eNDqVTddPf3ryjLNdn8yO9KFvVOz++tHyB3sqyEZZ9RgBwXxcbI8u5ragbR2maZcWVxqI81fOJDHYnQO2iPdeve7rWpXZC9yrNejFvtErTeX9RUdKjdKPBZj1Je/3LddEfD684KBUAXsPlzhnNk3yeZJu1rBapFFnJsqmqu6maN6kt7Tap3j55k80mH7NKbjGZauv16Q6jVZr1XvelJOlhOuh38is9TLOepdOPcqWtdVrb+KZeKgC89S52ZCRLys+etreHQb7qVYesOmTNm9Q2t7rUX7cPyaOUb5JsNmm5bnx/s5K7aa5Jc826KYP6NOuvj+/pv968r786fE+jsq7qbdOLVxV3ffCP/lfAiwaAt9PFjozk9XafUdeWdXu28x1G/b5tgp12pjRJmtsGWB9NZUyarFe/nTSXpJeHtV4e1vqn7/xC//3Vcz3qDtrkUVPN+sn0jtY26edl1pN0o2vvtTPXP4975QDw1rnckZHUlnavTqcv1HZYanF1+yqry5XjtY2ObJbS1B7bpessHbKm614vv9hKkjbDpE8OD/R31491rJ0mz9rXQT8+PNffjt/RT8Z39ZPpO5o86918UP35D4NfPQC8PS46RvV4kF/vpbnI0/JSTbLqKqs2QrLqqvl2McPwclnBUCVNSZZdX1xt9enLB6pu6lLVp8cH5+8xedZVXet7w+d6mG/0/e5LPc9rAQDu72Jj9HH9SLIkW62klNrJ3WNR/7ItLKjZVLNUO1Meb2NUs37jT+XVuNJx7tRZ1SfHh7opvR7nG30wfKonaa/v5hdamWtl/Zt5kQBwIS42RpKUNmtp6NWO5W7KplMqruGqqHa3l+pJUr5pixryjSkdkzS1lXV1TqpuGuesnKqqTI/7G31v/YUe5hut03S+2fV53rTv/d6P3+hrBYC32UXHyHKW+q7NGc1V6WZSGms7DijfPqYzl1JRO7du+V0uqWsH2VmSutwiNNWsV9Ogp91e7w+f6R/3n+kP+08kSX/YtxERIQKA13PRMfJSpMNROo7SVFTXbfFgt6+q2dQdXGnWbXxO00pV7SSG5c+5K0rm6lNVkutPnv5Uz4cvtUtH7dJR197pg87VW6fV878JeKUA8Ha73KXdkjTPqq+uZcMgW6+UDlnzo6w0V+WpHUKXR1eaXeOjJJlUluvHrUi2as/wLLm+//SXkqR/9vjv9YP1p5KkXTrqvXyjrZme/N7Pgl4kALz9LjpGXl3m3o7/mWfZ/qhuKpre3al/NSt3SbU3lSHJZqkfXTWZpodS2Uo+Jv3wn7TNq89We727eqX3V5/rYTrog+FTfdDN6tXr0e/9NPiVAsDb7aJjJEk+zbJhkF+9aivrnjxS/8t9u98om+qqUz70WvV2nks6viOVdZUdkz69fqA/ePqZ/sXjv9a73Utlcz1Lr/RuOuqBbZTtop90AsAbcdEx8nmSLKle75V2W/n+RjoeZZZkTx/L173yOCsdJpXdoHyoWn8hrV70+tmfSrvvvtK/+f3/pO8Pn+qhHbRLox6mWWtzPUsDIQKAb8hFx0hSOxZIWfV631bXaVmv8OKlbOileW7n2Enqdhv54ahhGPQf/91fnr9ElWtjvXr7+mZWVs4BwP+7y4+RlhGSdI7RSd3vlYbh/OfyxYu2N+keiBAAfHPM3bl4BwAQikkPAEA4YgQACEeMAADhiBEAIBwxAgCEI0YAgHDECAAQjhgBAMIRIwBAOGIEAAhHjAAA4YgRACAcMQIAhCNGAIBwxAgAEI4YAQDCESMAQDhiBAAIR4wAAOGIEQAgHDECAIQjRgCAcMQIABCOGAEAwhEjAEA4YgQACEeMAADhiBEAIBwxAgCEI0YAgHDECAAQjhgBAMIRIwBAOGIEAAhHjAAA4YgRACAcMQIAhCNGAIBwxAgAEI4YAQDCESMAQDhiBAAIR4wAAOGIEQAgHDECAIQjRgCAcMQIABCOGAEAwhEjAEA4YgQACEeMAADhiBEAIBwxAgCEI0YAgHDECAAQjhgBAML9b5gPguSwKCVoAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -280,7 +308,7 @@ } ], "source": [ - "plot_surf(fn, t,)" + "plot_surf(fn2, t, view='dorsal')" ] }, {