{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demo: Non-uniform Swiss roll\n", "\n", "This notebook demonstrates how the noisy minimum spanning tree union ($n$-MST)\n", "and $k$-nearest minimum spanning tree ($k$-MST) behave on a Swiss roll with a\n", "sampling-gap. Our goal is to find a graph with a single connected component that\n", "describes the roll's structure without shortcuts. This example demonstrates the\n", "methods' ability to cross sampling gaps." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from umap import UMAP\n", "\n", "from multi_mst import KMST, KMSTDescent, NoisyMST\n", "from lib.drawing import draw_graph, draw_umap, draw_force" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Swiss Roll\n", "\n", "A (roughly) uniformly-sampled 3D spiral is generated manually. Then a sampling-gap is introduced along the roll: " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# # Spiral length\n", "# Nl = 500\n", "# l_min = 2\n", "# l_max = 25\n", "\n", "# # Depth\n", "# Nz = 50\n", "# z_min = 0\n", "# z_max = 4\n", "# z_mid = (z_min + z_max) / 2\n", "\n", "# # Spiralling params\n", "# s = 0.03\n", "# e = 2\n", "\n", "# # Noise\n", "# n = 0.0395\n", "\n", "# l = np.power(np.linspace(np.power(l_min, e), np.power(l_max, e), Nl), 1/e)\n", "# z = np.linspace(z_min, z_max, Nz)\n", "# L, Z = np.meshgrid(l, z)\n", "# LZ = np.vstack((L.ravel(), Z.ravel())).T\n", "\n", "# X = s * L**e * np.cos(L)\n", "# Y = s * L**e * np.sin(L)\n", "# nx = X + np.random.normal(loc=0, size=L.shape, scale=n * L)\n", "# ny = Y + np.random.normal(loc=0, size=L.shape, scale=n * L)\n", "# nz = Z + np.random.normal(loc=0, size=L.shape, scale=n * L)\n", "# D = np.vstack((nx.ravel(), ny.ravel(), nz.ravel())).T\n", "\n", "# np.save('./data/generated/spiral_xyz.npy', D)\n", "# np.save('./data/generated/spiral_lz.npy', LZ)\n", "\n", "# l1 = 16.2\n", "# l2 = 17.895\n", "# l3 = 18.105\n", "# l4 = 19.8\n", "\n", "# mask = (\n", "# ((LZ_old[:, 0] >= l2) & (LZ_old[:, 0] <= l3)) | \n", "# ((LZ_old[:, 0] > l1) & (LZ_old[:, 0] < l2) & ((np.abs(LZ_old[:, 1] - z_mid) / z_mid) > ((l2 - LZ_old[:, 0]) / (l2 - l1)))) |\n", "# ((LZ_old[:, 0] > l3) & (LZ_old[:, 0] < l4) & ((np.abs(LZ_old[:, 1] - z_mid) / z_mid) > ((LZ_old[:, 0] - l3) / (l4 - l3))))\n", "# )\n", "# LZ = LZ[~mask]\n", "# D = D[~mask]\n", "\n", "# np.save('./data/generated/spiral_gap_xyz.npy', D)\n", "# np.save('./data/generated/spiral_gap_lz.npy', LZ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For reproducability, we stored the generated data and load that instead:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(22196, 3)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load from ./data/generated/ instead if you want to update the spiral\n", "D = np.load('./data/spiral_gap_xyz.npy')\n", "LZ = np.load('./data/spiral_gap_lz.npy')\n", "D.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sampling gap was created by removing specific length--depth samples creating a ribbon-like point within the manifold:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(1.7438, 1.7438))\n", "plt.scatter(LZ[:, 0], LZ[:, 1], edgecolors='none', linewidth=0, s=1, alpha=0.2)\n", "plt.xlabel('spiral length')\n", "plt.ylabel('depth')\n", "plt.subplots_adjust(.23,.25)\n", "plt.savefig('./images/spiral_gap_params.png', dpi=600, pad_inches=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the top-down, it looks like a sparse region / gap:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(1.7438, 1.7438))\n", "plt.scatter(D[:, 0], D[:, 1], edgecolors='none', linewidth=0, s=1, alpha=0.2)\n", "plt.gca().set_aspect('equal')\n", "plt.axis('off')\n", "plt.subplots_adjust(0, 0, 1, 1)\n", "plt.savefig('./images/spiral_gap.png', dpi=600, pad_inches=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## UMAP\n", "\n", "UMAP is used to demonstrate $k$-nearest neighbour network approaches on this dataset. Notice how at low values of $k$ many separate components are detected. At higher values of $k$ a single component emerges, but shortcuts are also introduced." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def run_umap(k):\n", " p = UMAP(\n", " n_neighbors=k, \n", " init='random' if k == 2 else 'spectral',\n", " ).fit(D)\n", " draw_umap(p, color=LZ[:, 0], name='spiral_gap', alg=f'umap_{k}')\n", " draw_force(p, color=LZ[:, 0], name='spiral_gap', alg=f'umap_{k}')\n", " draw_graph(p, D[:, 0], D[:, 1], color=LZ[:, 0], name='spiral_gap', alg=f'umap_{k}')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run_umap(2)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95 ms ± 1.55 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%%timeit\n", "p = UMAP(n_neighbors=2, transform_mode='graph').fit(D)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run_umap(5)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "123 ms ± 2.15 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%%timeit\n", "p = UMAP(n_neighbors=5, transform_mode='graph').fit(D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## $k$-MST\n", "\n", "The $k$-MST captures the global connectivity with few edges at low values of $k$:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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fcvGka4iPTSTcEMmIYhPD8kegfdPIrvfKePv9N5GoRQalDCLgCDA2ayLV9cdJCgtSWVvN0ZpK5Fo5AacfqUpBr6MDkxCGIlKF2+mhU9tCd3kv3b/qJDEvgfjwJAY8FkYUjiQvL4/9+/fj8/mISohkROHIsz6GPwZ+8DOC2+tgy9atTJk8hSMVh3EMuEjLSuGND56jobWG4sHj2XT4UxwOKxmRwynIL+BA60pU7kSuueJG6mua2HD4XSztbpbOuoJ1m9eQnJhGekYGVyy+nvTMDI5XlVNeXYboUZCRnUpVdSWDsoYSFmagraeJwuzhZGZmfnNlv4KK6qPkZOWikp94C/sCXpobW9i8ayM3XH0TFmsPL7z2PInpidx66R28/+m7lB45TH7OIFIT0lizcSVH6g5z7SU3MWxYEW3NHazcv4yutl4UMiW6WB3tre0M2HqJMEUSIYklPj6B/u4BcrNyqaiqYNKkidx1492IonjyWrcv6EMlV52Rcfqx84M/NZIgpbquHIPOyMQx04hNjuR3T9/PkfIj+EIOsrMLEPGTkZnNkGGDKa06hLVdis3TxxsrH2fD1tVE6RLJSMrG6fCiiRYxRmj55f1/4PV3X+Zw6SHWr12PQtCwdMkFTB4/jTtuuhefz8uI4SNZMufi7yQCgMK8oSdFAKBSqMnNzWX86Al4fC4SYpKYNXsmt15yB1KJlCsvvJpJxVPJycyhvquWcVPGs3DhEqaNn05aQgavfvYiKdHpWDz9TJ82A5fFSXd7B6ZII5csvIIBtwVVuIKkrARK2w9SPG4EF8xeypOvPMG+sj0n66GUKb9Tu/6X+MEvjTRqHWXHDtDS1siqtcvZX7kBkz6G8OxwYqLi+Purj6FQaMCmY9H0K6msLSdcYmDAbiHQriE+PI4wjR6dyYhMG2LykIVUVB+ira2Nu35yH7t27uGSSy7D7fQQDAjIJCe6ZOiIAgQxhPQsulAWFQ47+YaeNHz6yc8FUSBvSA65afmMHzsRmUSGIAocPHyAJ57+G6NzxmOx9uF2OPFb/bgcbrQxOhIik3jpnefx2QMcrjxIMBTCNuBk8rip7C/fR1VdBffceC8Aew/spW2ghUvnXH7W2vdj4gcphH57Dz6PH6Mhgo8/ew+jNoKfPvQQvd5qRg2dQmnNToYNGkVt83HkQRUKtZSwWAXd/R2YdFFogpH4gnJGFUwkJAmSV5DFscpyyg5VkJVUwKSxs/GKdrKSRjBkqI3a+ioMmggiwv8Veyg+KvmctPU/vc8ApBIpuWkn9hyf+zI7HU76evvQ6rU4HHZa25uRBuT4XUFycvKQ2gtoHWgkL72AeePn43K5OLzvENKEEK9+9DImVQTpSRn8/Dc/I+AKMnvGLOK0CeekjT8GfpB7BEEQeP6lp3DY3WRmpdNl7kGlk2LtH6CkZhu2YCfpurHUmA+AQmB28cW09TWgQEtHeydB/PR19ROdruG39zzPpvXbGLD3ojZIidAmcdNNNyGX/+sdEAqF2HtgN1arFY1KS8GwPOIizo0QToX2nlaeffFZJo2aQm13FbdfcRfLVy7n4+XLSEhJ4OKll/D+6nc5XH8Qr95LkiyJBFMsR2oqMIaH0dbaTpw8mXlz5+F02lHLtejCtVx72XUYtcbvu3k/CH6QM4JUKqV41CicdjeZOan4XAK7du+mybYRoyaSvu4OvLoBvPYgylgXjV2V3H/T79EaZKzZsoKDxzajUcczcegiKiur8cv6iUuK4UhZKZaIPpB8UfsymYyJ4yZ/T639ZpJiUpgyahqzZ8+muK+YHTt3EBsTQ3ZBFhfPuZRdx7dx6MghZkyYwcZDG7AIFqwhCzKFjOsuuIk3P3iD9JR0wqNNmDs7aRaauGn6zSdF4A/6kcvkSCU/+C3jWeMHJwSX145GpWPU8PEcOHCAoEfGux+/zICrg86+Tvx2OQZ1AjaXDYVci/m4A0Wgkc1bNtDeW4fP52dU/hwSTJkYwvQcrNjBzdfcTYQxii5LOw0tNQRDfuQyxffd1FPm3wOMRUVFER5jIiMxk4njJyGVSAkzGnj73Xc5UnGEqNgoui1d+MwBMhMy2bB+PQO+ARp3NLG/aj8vP/oaiamJrF2/Br8liCAIyFQyJk2YdF4IPyTWbPiE2VMuQK/XEwh5ufWXcwgPSyAtLoe0+FzUSXqqGspxS7vxCCEi47VE6aIoKz9Ao72UyfkXEW2MIyLaQOHgYYghKZGmE9Ee4qNSiI9K+Z5bePo0NDSQkZFx8ucRBV88+1+9cxW58bkkZCaQnJRCdWsV115wPf/3zB+xOu2khqfhclSiFw3c+dJtXFB4IXaXlWsuvhaJTEJIDP1/7//8g2v9RQuv5Y9PPkKMKZnyyjJEWwyJaem4AnZsXW56elvJH5yP359JMPwoer0RvxAkEDAzJHEKKVmx2O0Oliy8hP2H9lIw5MsNXT8mmpubmT59+lf+/uql16KQKDlaXYbWqkEpU/DuR+9Q11tHQmYsS4uvxr3KRaOrEZVHic1nY1fpTo6WH8Hr93HwyAEmj5/CyCH//xrXfjCb5VZzPSnxWQCsXPcRh0tKyRyUhNchYdXOlwlXJxOfYqK0eidxqiKy89I5eGwX6dGDmD3lIl778G9EG9KZv3gG8lAYNosbQe7hiouu+6/rET8mRFFkw+b1zJk595T+/mjtUbLTslm3ZQ0Hy0rYuGsNQUUIY5gRiUFGV2MXGp2CmLB4xuSNZcBpZUzRGIw6I7Nnzvn/1sD2g5kRPvjgXe658yFUCg2xUcm4pet49aOPkQsa0NvwOf10H9YgixIwGnU8eMdvaWyu4q13X2dM8TjcPitzZy5mz57dIBVJSIpFDElZv34DBQWDSUpK/tKjyjOF3e1Gq1Yjl3616ERRxBsIoFF+0ZC179AhsnNziQoL+9L/GztuzCnXY1BWPh+u+ZCVyz+j1dqCIlyJJiRnWFYxQVcQU6IJoyacC2ZfwPqDa5k7YR7uAQ9r1q8lMTGRlIxUovXRp1ze/wrfuxC8fjfBYID8rOEcPFDCkKJBVFYdo7/bilEeh9XiI0obQUxsPMcaDqH1KbA5Bti8cSs99hYSY1L47eMPMWLIGPQaI3NmLvivMiqqSkkgHhlnZ4Ps8np48Z03aWprRwT+9PCjmLRaattaMWk06MPC6LJY6GvvoN1hZ+m0E8scQRDYsGEDGRkZXykCiUSCURf+teWLosiGneuZM3kuhyoOYq7uwmQyIWoEXAMeGiwNlLWUMDxxBKNHjmFr6RZsoo3pw2ewZdsWIoyRzJs9D6/PR8mBEqZPnI5S+f+X1fmcrxmq6kvx+/0nf+5o62TZineYMWsaHd2NlFeWsmH7MuRhHhRKCQm5ahIzIxD9ErSmIGmmYhLjUli/aRWrV66mp8dKTkoR23ZsAb58lVeYPxyZ5MyLoKu/nz1lpazYsY3a2nquuehiGpobef/jj3F4vbz29jtcePedXPiTW1hwz104nU6MIti9Hux2O8uXL2f8+PHk5OR8p3r4fD6qq6rZvGUzH332EX19fbzw+Essnn4BxmgjMrWU6GAcnd1mcpJysNgHeGP9q2wt2UreoHxkKhnjxo5j3MhxxITHsK9s3xnqoR8P53yP4Pf7WblyJcNHFbJuw2dERyTT2HqMG6+5g9feeR6LrRONSk/5sVLcWAg5tWgNMoblTWZ/2WZsdhtqjRq/R2TUiDE88YeXee3V19HqVcxbMAfTGZjWt+zbw/jhI1GrTqyX3X4fcpmcHksfW3bvojAzG5cYYtmaNWw5fAB9CGQGPetefo07H32EoAS8vX3o05JpqWskQq8nMjISn9eH3enEFwpx89KlLJ2/AE8gwOHycsaPGIHsa5ZVX0dFdQVR4VHEx8ZT11zHoX0Hqayv5I6f3Mljf36M1JwU6itr6PR047F5GBD7kUpkaBRqRqeNJaQM8YeHfs8rL7/KxAkTGVk08qwuI3+IfC+b5UDAz/6SnfR0W6mpLycmNoayw6VUNu/HMRAkLScGXyCAT9aJpctFUmoMseoCzL3daMIgITqRwsypTBgznp7+bipKj3P7bXd/53oJgsD69evJyslh3Y7tBK02kjMz2LVvH5nFI1gyYSKvfPAeerWabQcO0NLTg0Up5ZLCkWyqrMDnceNxe1DLZQSdbiaPH48DEaMoYXzRcLZVHyNFlLH80H6WTpmKw+miKCsbUSbj9uuu+8LN0NMhJIaQIPmCHaC/v58H/3wfOYl5/PTuhyirLqW1pY3X1r5KTnQu+47uReaXk5uRTVVLFcOzRyLRSHjqsadOPicoBP+/OVb9XlqpUCiZOHYGvoCHrNp06hurCCnsFOQVcbB8J4nxCTz4kz/y5Iu/59DANoqS5zGieDh/ePwXRIuxzF18LbNnnThFSfGm097a/q2/RP/Ohl07GFxYgN5oJDszg/HDRvDEyy+y7NAurjSZ2KFU8vG2LRQmp3G4pxNdCPCKrNizDbXWQGJ8HLV9Pbi8fjTxUeyrPA6iCF4vuxvrcFj6GTqogPTMLD7esoXpE8bTbDajNmhwe71s2LGd2VOnoT3N9fmX5VYQBIHull4EC5QcO8QL7z3PoboS0qPTuO7y6yg1H2bRsMWkpafR+l47u+t2sXjyEtZvXI/F24/UKyEswoiaE7NibGws+YPzUfyIDJGnw/cm99raWlasewcCapYuXcqOHdsw6nSoZVpaavvZun8VR48eRqmVU964gyULLyI3ZzDJsems37SG1Kw40lNy0Kh1pKak09vXRUx0/Heqk0mloa23B1tjAzXHj/HRts1sqK7ALUh4deta/DvWInr9eDRqvGolfmBEXBJl9Q0oFAo8wRChYBCjQolDEPB7PYgyGRFGIzYZCNFRmCKNhEsUlHe0snrLVjQqNfrYaFxuH4Py8tm2Ywd6k4nJxcXfuh0Hjx7AMeAkOT2Fxx97nJVrVxJnSGBe0XwyB2XyzJtPM71gOuU15VT3VWFz2/jVTb/ms22fofQr6Ow1kxCTwJioMUydOhWpVEp7ezsNbQ3kpeV9pz7+ofK9LI1srj6eff7vDFj7cTrttPfUEZccRWNjA1JVEFHuQhQk+GxKfF4vOq2e5IRUUhIGMbJwElqNjr6BXgx6HYvmXURraysul4v8/G9nPHP5vOzYspXc3FzCwk387sm/MX7KZNZu24qtf4CjTXXYpCJBmZSQP4BJkBIVFUPA4SA2IYEDNdXIjWHo/SGsUhibmsnR/h7UoROxivxKBRKjiUD/AEanm/ioaHxaNe1NTeiUKnwOF9GJ8fzmmuv5+6uvkJCVxVt/+jNaleo/6ulDp/rmc/7PlzQrNixnyewLaOpqIsoUyebtWwgpQqzZtBpPwIPd50CUioS8IWwOO39/9EnGFoxFFEW2bNtCRmYGA24rI/L/2wX1f41zKoSm9koaa8wIMg92m4uVa94jLTUbn7yHWeMvY83GDxACSqpbDuF1ShFFP9oEL5pgPEtn/QRteIAlM68DwO1x4PI4iYlMwONzUVtfydDBp/cWrW1vhWCQvz7/HOMLhxKXnExffz8FBQXc8X+/o8bSQ5xWx0C/FbleR79EZFxqOsePVWBVK5FY7URownCHQvgjtAQdbqI1OgbkEnT9DryAoFRgUqiwCEFEpQql005Io8MgiMj9QVyBAErAp1HhHxgg0hhOVFgYP7/sCpbMn8++Q4fIzM5CJ1dwoKyMmZNP/3Lg8YZjlJUf4Z1l7xBtiiYtI5VdNXu4atpVfLLlY8xmM5okDXfMuoOFsxby6YblRKjCmTx1Mia96bTL+zFyzoTgC3jYtHU1BbnFJCbFI5cp2X1oI1t3rmfjtlUsmH0B28s+RKvVIPNHIAmoePKPr3PoyD4+/fQTjGFG5s1ZzLxZixEEAZuzl/Cw2JPP/zZ7hIr6Wp588kmuv/Y6/vjcc9h8TrwhgX6XA6fbiVIpx2EKQ40MmdWBPjaGgNUKej39QgCl24seKcgUDLjsTMrKIyYiCovPw97aKmLkSrRSBUtnzOSJjz5AKpei1huQKJUEgwF8vgABrQqlL4BaocBnHWDm6HHUdXUheNwMy8xmwbjxLJo9m7Vr1zJnzpyTIe1Pq+9DPtZsXkN/Xz+Ha0rZu38vQWUAiUKCx+9lWGoRUqmM+Jh4BLdAQd5gbr3u1tMu58fMOdsjbFi/ke7eHnrNmzh0bDtxkUlcf+3N1NRVoI3wE6GPYcqIpdx46c+48p4pSFUu/vzEr7jggotJTIlmzMjJSAQ5e/fupbu7m3ETvpiu9XRF0GezkhAbhz3oRymTM2HyeELA4x+/S4RUwbUz5vPJvp0IvgBBuR+3Ro7K7SLRGI7Z4cDodSNXaphYVERdUzMZ4RE0NDdjCwXx9fShs9iRqJRIoqMJyKREhRlxWyyISh8mjY6Grm7UJiNYHXjCwpDa7EwYVsyWmlrcfb0IPi8+tw9lMERZfT0ZJhNOr5cwrfa0+14lU7F09lK8Xi9x++MpKy9j5NAJODxOBnr6sXgtOAIOlHIV5d3lXLhkKRZ7P5FhEadd1o+VczYjLF/9HovnXYZEAq+//wTNDd1UVB6lx1WFKVGK1B3Bs3/+kGdf/z3dvW201XiJSlThcrlIix9MRko+SfHpHKss5+Zbryc5/tv7ETd0tvPRhjVkGSLpcVrYcPgwv7n3Ae589GEqCBDh8YNGgw0fgjeAIErA7yUiIhJdvxNZZAT3XX4lh/cdoCArm4BcxvbNm5GrNRQW5BH0BWlobqKkvILwiEiuWrIEhUbDGx99xA0XXsQ7qz5joH+A6MxMSnu6EBQKBK+HoNuNKj6eBF+AbqsVBqxMHTqUnMQkbr/xRsIjI9CqvnsYlqdef5qcxGx+/dZjSJ0SYjJiKUofiqPXQcAboKW/laLcIh69+xEOHSthwvDx//N2hXNmWb5gwRVIpVJa2utx2wUiIsKYNG4iaoOXkN3I2KJpPPrbe9BJ4wnTxjB8xFDeeWEDS+Zfwq9+9he8Phdlx/exZNHS7yQCgLTYeKxtXUQnJRATGY/TYuW6P/yKnqAfk80JUgl9bgchpYowpYoImZwIlY6H51/MXZdfTaI/xOUz5/DYAw/iDwZYOm06l85fSFZWJj+77S4uv/gS7r7zTm64/HJioyKIiY7hlksu5ad33kkIkQiDgXHFxQhOB8MMRsItAyjdXmQ6LUG7E7c/gEGvJTUjg6NmM912Ox9v3sTtP3+YXaWlp9VWt9/9hejgdo+d/Lx83vzsTcYNHos6VkNB0mAWjlmIyqQmPSOd9//+Hv0dFl5++xUKsgu+U1//WDinx6dOTz/llWW89t5zhJnUGPTh6KU5xMdFY4rS0nuoFVpFGturmVi0iJ37NmOz+KlvryDMGMbIYWMpKPhuAyMIAsdra7C4HDz2/D8wO234RIHIoJqk8HAGIkx0d5mRmHQorTaGJWXhtNnJSEpm0+7t/Om+h6hsa6bbOkBaTByFOXlEmMJJzsnm4osuQiqRkJeSSq/NinzKVC6fv5CkpCQA5owbz++eeIJf3XEnn65ZQ4NcwYi8fJyCwNVjxvCPNavxKyQEQiF8bi9OtY/8yGi2VB3n0z27SY6LRxYM0trbS2Jk5ClZogesA2w/vB2ZVEZxcTHh4eE01zVzyxW38Mobr6B0Kth6aDttDe3YQnZuv/42ypsq+PnPfs6BIwfZd2Av06ZMQyFX/E/ngj5nSyNBDFFfX4PTa+fJf/wWmaBh0JBMevq6cbithKliqbduJUyaRjAgQ00kQdHBuNFTKRo6Ao08nKysLPbs2YMgCIwfPx69Xn/a9Xh1xces2r2dnUfLmJg7iKN1tbj0akJ2F5JwHboBFzatmjCkRKr1ZBiM5BUOQi1X0GPu4enf/YGgIKCUnfhSNHS0kxgTi1rxzYYmQRTxB4NIJBKeeuVl7r/5FuQyGZUtLVzzs5/S1NKMLDwSPwJBrxepwYRaLgO/D70vwOyRIxmw2YgMC+P+224jKT4e1SmUCydeAIcOHaJjoBO1TIXD7kA0SDhedoxmZxvm6nb6ff08etsj+IN+Ll94OZ+t+gyFTknA7WfunLko5f+7F/HOqBBCgp+t2zeSn1N08i0IJ0SwY/cmgoKXzs5munq6OV53GKMmlnlzF3Po6FaOVu6juHAGB0r2gChlUNZIZBIlcxZPIi4ii8S4VFQKDXAiUffuvVsZUlRIRNipG9EOV1eik8hY+osHUEtkeAMB2r1OkElBEFDKFCjCdCh9ftwyCX+97Ca6Ozu47yd3sL3kAAnRseSnpX/rO0GfI4oiQUFA8U8xdfX18uzrb/DBti0YjeE0eJyIKg0hp5M0pZJ+mYyUyChGJiczNDOTYfn5BINBCgoK0H2L0I3lx8r57ZO/pcpcjcqoZmT6CDoa2un29nLd0mvp7DfjGnAQdIcoyBpMeHw4lyy65H/alfOMtkwmVTJz2gLMZjOrV6/GarUC0NxeTVJcJiZDHIQ0RJiisPa6KBg8hOmTFpAQnYZabmD1xg/o9zQiUQQZO34M995zP2OHzCMjOe+kCAA6OjoQJRBuiDut+pUdK+ePr72Eu6eP0cWjGfA5iIiMQOIPIkYYUSOisntQBEQyBRU+jweFXAGhELNGj6MgI/M7iwBOnHB9LgIAUSIhZ+gQ9n7wIRdPmkSeSkOY3YY8GKTZH8All9PU083u0lJmTZ1KQBT5ZMdO6tvavlX5wUCQ4qGj0Eg0XDBmCddceA1+TRBPmJfNBzazbf82LH0W5k+fx4DXymWLL/ufFgGcpT1CcXExgiCwe/duXC4XqWmpOOz9NLZWYTZ3UVq3BpQh2ruaePzle6g8XoW5tx29SYXHruHeB39LXnoR/3juSR752WO4XU4MuggkEgmHSg7i9wWYOnHWadUpKAj0DPRxrKEGIdLI4dpqkCtxOe2oZFJyBTUtggOpRIY83MAdV9yARiLlwgULOVh5jAlFZ8+6Gh8ZxdWzZrOz5BD7y48SFRFJXW8vBpmcfo8bQSHH5fXRaLEw5tprGJ6YxJTiYgq+ZQS+yIRIbL1WJoyfyJJZi3nytacI+QMkRSSSpEtixtgZzJ4wi+6ObmIiY6hrrCM7I/sMt/qHxVnfI/j9frbt3MCe/VupbTxOeLiBMcNnsHLvM0QxmrqOElSRFhSeVNxBK4YwDaLCwbTBt3HkSClSnZ1LF92GBAUhwU9KWhL52UNOqWy3z0dlRQUl1cfo6O2iuqmVoARqzW04vS4kSiUWOQwOqbAFAxQmp5EQnwBeHzddfOl33pifLiFB4KOVK3nmzTdRaDS0OxwgilgMBgSPB5XHQ6RcTnJ4OHddfz1qpRJvMMiCKVOQnuLxps/v4y/P/YV5k+dR3VCNXqfnqeXPorTLCIaFSDSlMGbkSKaNmEZpdRmZCRl0d3SxYP4CJBIJ/mAAmUz6P7dxPuvznVKpZPaMhVx44eX4sdHc0EGrpRS5N5q+QBmC6GbeqDt5/q/LGJY7icKk2Vw8/QEsjgYGDUvDoAuntrqOUDBEbELEKYsAoLu/j9TUVMaPGEVNVxeEghwZMOOTgkShxi+GkDm9dDlspCQnExUbTXlLA4nxcbT19RD6tzAq3xaP1//Nf/RPms1mmpua2Pzuu2x++21+fustqMLDwe1GCAaRAv5gkIqODt788CPefvNNIk2mUxYBgNliJjw2gqbGJhqaGwlJBcJlYUQYo5hdNJOgw89nmz/jo3XLuGTORZhijAwbNYzqumrWrVvH1m1bCIVC36Inftics1Mjj8/Ox598hMYYZMfOnXT2NtDbbaVwSB59ff14/Xb8ohW9Poq3ntyBUqHmmWf/jt1u4+GfPYJCrsHrd6JWnv5JkdnSx0vvvEGrpQ+n08mBygr64sNQOIPE6nS02i1MjkwmOzKOyy68iCH5g9i4cwcL58xBIf3mN9/x2iYsPV0kJibh9XjYV3YcjRz2Ha4jOU7Hz+6/A4BQSEAm++p3T1AQkEkkJ41X3ZY+LrjrbjrcXhwGPZr+fmJ1WuZPmcKQ5GQOV1by0O23E2EwnFZ/tHW08cZ7b2D12jnYcZgUkihtPsJVcy6luqUefZgWa7+Nzt5OoiIiuXbhtWSmpDN48ODTKufHxFm3I4iiyNHj+0hPyWPb9s0YI7U09xzE3qMgPSeKlqYu7K5e9EYJ5qYgg/Kj2HNwCzMmLmbMqPFs37GVrVt2IpVKyS/IIin+9ITg8vvZsm8P7+3YQoRej3lggJBMAh4fRqkSb08fMUiwuByIQYERRcNQKRQsmTvva9+0wZCAXCalu7ubx594mqjoREIhH3VNjbQ1tjFu4jTWbTtMpF7BDdddzUsvv8WE8aOYPGHUVz7zc8f/ypYWnnn+OcwdnYR8PiwDFhQmI26jic72NjaUHCYuLAyJ38+WTZtIzspizJBTmykbGhqoqanhgkuW0tbUxtFXywmL1pGTkMm2up0Up43g7uvu5oJrL0ShknPHtbczZdTk//nN8jmZEfr7+3njg6dYuXIVEVE6FCoFIZxcuvA+XN42uno7yEgdTnNdK41d+1k44wamTZmNRArV9Ucpyv92ecAEUeQvLz6Lx+uhzeVmb8Uh2rt7QadGplMhuvxEiFKuXbgEv9XJJbPn0u2wMXPCpG88HSo9ehy/x4knIPDHJ1+i0exAFnQhatMQfF5kBAgFJSi1EQS83RBUolcHufLi6Vxx+SKiwk2oVF9uA/AFAijlcho6OrjhZz+jqqMDf5gRtUyG1+tH7bQRExPLz666kqsuuOCULxzWtNQy0NXPmNH/iorxj/ef47oLruWWh36C6Arx/FPP838v/gWf348WFQFZiF/e/Sh69enPxD8mzt3tU7+bX/zmfqoqjzNkVAZ1dVV4/F7iksLQB/NR6r2oFSaEgJzk9GiSYwqZNWs28m8Zwz8QDLJy22Z2lxykpLGWrPhk1tQdJUGUY1fICHm92K0DjErOpKXTzE9v/gk3XnjJKT/fMmDjL0+/yrGGOnrbrXQ6Q2j0UQghEIMB5DI5EokcmVyFRJAgFwWCoQBBRy1DBuXw3ptPoFB8/YTsCwaZevU1dNtt9AkiUoUCweMGpRqpEOLK4mIumDyJkFzOlAkTThr5vgpBFJBKpOwvO0BvXy8TJ07kwV/8lIqeY+SFDyInN5Py+kr6gn386uqH+Wj1MgiKXLLoEiaOmvA/PSuc1ZaJonjynotKqUUbJuOGG2/j9z9/jbBwIyj7iApPwEUDAwN2MtIz0ep0pCcPYd7chd9aBABun5eK4xWI/Xb6e/vIykkjTCJHqdejt3uQhkRUgRDtZjO3XHEFKbFx+ELBU3p2MCTgdLo5VNVAVV0f/bJwVNpwpGodUrkMpcaAP+hGJlPidVgIeB0IohSpRINck8XRqm4uu/ohGptavrYchUwGWg06qRRJIIA0zISo0SHT6siUy+ix2jAajegMhm8UAXDyi1xSVoLP5uXlV15h854txAuxuG12jtVW0trSzNCYwUwunsQNi6/jyqVXMXn0/35c1LO6R/D4HBytOES4KZaQX0JlRT05mYO58Y4LUeolRKgGY2n34/CKxEYYEQnRYD5IjiuLhoYG0jPSvnWijpbmFtbv2QVAUmwcf//wXUIGHQV6I1ssZhRBiIyOISsiFjw+PFY7dc1NFGR+/Xl5SBAw9www/8o7sLp9KIxJIFdAKEjI5yHoteMPeNDKJAS9dmT4kcoUBHx2CIFGGwGhIN0drTz8y6d5+MFrKSr68vW91+ej29yN2+VEJpEgtreBSoUgkxNUa5Ei4nK7KSgowB8MopSf2nCGR0dQWVGJuc+MLt7Ac088y/Idq6iqOM64+WPYcnAbr3/4JhXVFQQ9QXZu2k7e0HwWzVn4PyuIsyoErTqMw6WHOFq9g9HDp5KTncOnK94kP3scZkcpln4PDu9xYqIS6eivofrjCrIy8rB2B/Bledm0dQ29vX1cevEVKGSnfpVAFEXW7dvFmKx8lpXtoV8MkKEx0ei0stdWRZROS0KEic72DnyRsagjIpg3bx4h8ZuPS99atoo1G7YSECWgNiCGQsjkMtwOD4KzF7XOQG5WAlNH5bN97zEK8wo5cGQf7a1eELVItOFIpGq6bRrkfX14PF/tVNTd00NiuIkBr4dupRIUKnQqFVZrP91KBWP0WXiBmro6ioqGoTzF0bxiwWWwAF589yXuuONOBInIkikLSTek8Oaqdwj6A8yfPpe8/DzGDhlNMBjkvfXvn5jd/0dvY581ITS0HqG+xszo4km0t3bi8waprjmGLdBLp7kZj6YdDy4iNVlIglICgRB/+9Nz5GUO5aNl73Ho8B4SYtPpNvcgO82QIhKJhJFDi9AWjWR/ZxM9A71I4iLROwQywqNpsfYRkIqMLS4mWmvgJxddhlQiQf4NK0VBEGhsbORIxXGUmnBkCi1SiQyv04HSbyOEi0duv4YbrlhC6dHjzJg2mSGDc6mtX8QlVz+Iw+FCEhRRylRIVVG4Hd3U1VUxduyXzwhWp5PRQ4bToD7OzVOm8vqGTbT29KJWqNApFBytref3P32QqPBw6pqbCTeFE2X65sQfn4vuJ1ed8EJzeJx8tmsVn779MdX99eSEpzPnqgWYIsN54Kp7kEtlTBo+CdkpHCX/WDkrQhDEEBs3bmLRgotIjEtnaMFIHv3NT4hPNaK2pJGckkTZ8XbioiMwqEwUD5lBS2cdAwM9yOVywgwRLFiwAK/Xi1R2IqHg6bClZD8fb1zPQE83NquVoFSC0+/GroAqSycuuwtvdy+LR44jPjGJgBBCJfvmrvjz0y+ydttuXGjxiioUSiUBr4eQvZfocA0TRs9k4tgRSCQSRhT9yyodFxvJrx+6mhde+Yz2tj50ehNSQjgcCjrMtq8sLzUxEYkYoqm7h8z2btq8XgIKBSqliqgwHTEKOe29fUSFh9NYU8Ps2d8uufirH7/Ky5teJ1Yfx88XPcjKvasIOgXio+Lpt1iITopBqzt9z7gfE2dlwSeVyLj1hgc4UnaEQNBDfUs5/bYBjJoEDHojd9/2CHKFwICrme6eLjZu/5SoGCOb1u/i4T9cj+qffb7v0DZGjx5z2tGsC7NzmTtyNB63F1WkkZDHj72rB5/VilsiIlUqyEvLJjM1jctmzz8lEQBEGbVYrHakSi1SlZqQz4dUoUalkLB49gQevu8WcjJO5F/w+QI0VrXwyUur2b16N4sXL+CTD59GrQoiCgIKmQ4xJOL3ffUGfffhwzx2390MLhrKqvJSAg47Co0GZSCAWqtBlEgoO1zC6o0bGbDbWbF2LW7fqVmyRVFk58ETe6i89Dxumno9f7zpMTbs3EK3p5+RQ0YyZ9wMNh/Zjtfn4+DuA1Q2VZ/Ss08H60AbwikeUpxNzsqMEBIDyKQKVEodNXWV9Fvc+P0eRg2bQUDSz0uvPI3WIMXRGceksbMYMmQETn87Vy29nCUXzmHhzKsRxBCR4TEEgl7g9CynMcZwFs2ey19XfshFI6exYtN6zAP9SJCgs7i46qrLObq/lN1lpWzZs5sLJ05HE2Fk0ohRX7pWD4YE1q3fQEREFBHhMbRbHSg1MUgECQGbmYTYSEaNGkN05L+C9ZbvP849s/+IPCTFF7Kz4Mo53HnHo/hcAnqDklDAS8jrYfasiV/eh6EQFUeOMmBzYG7tIC8mhh63j1BQwBEMUtnUwg2TZ9DU0o5OpUIml7Ng1qwv5Ib7Jt5c9i5t7W00dTYzPLeIe595CJ1bzf033olRE0Z6dgYN7c0c3LufGXNnE22MPK1xOBWUyjCWr/iMCy644FsFJjhTnBUh9PR2cKyihmOVZRw46Kaq4RCDBw2jvHonnb11uK0KkKqRyW1s3rWCFvNx4iJyaap6igVzF2O3uvEHPBQOHvbNhf0Hoiiyq6wEc0cHt8xcxIo9W+n3uJD6g0QrtFji9Ly6/GPClBpyE5MZWTCEqdOnfeWsEBIEduzZhwi89sHH9HhEZCo1gX4z8rAotHIZQzOSUSikSKWSk3W47eJfoFVFg8+PW/Ty1N/ewOOUYNDGnkgXGxRRa/QkJ3+5P0VLpxmVSsX/Pf8Sd15+MX9atQ4EAYlKgcJgJKyvE5QwZ9oMetraWLJo0Wn31ZCcwSQlJ/P8By+xc88ubr/sVtbv3Mjho6UkpCdxqOwQURoTV99yF4eOlRAZfuaFoNUZmTt3LsuXL/9exXBWhBAfk0b89DRmTp+NubeBx/9qYeeejcgNXYj+CHRaPQG/H7U8CnlEJwkJ8cgCSvqdHRh0kchlKnbv2odKI2H82MmntUdYv3sHMm+AA0fK6HfY2dRcgyEUID8rG69CRm9vC0EhxOCwaGR6FV6nk5LyI4wf9uXZYmRSKZPGjebVt9/H6g4ixY1UG4/gsRNw2UiJ0xAKBVH9WxUlEglBKaBUgFqFTCLw6nNrkEjU6I1JCIEQbkcPEoWFuLgvD/menpSIMSYGY1QEf//oYzx+Pwa1FsHvwyNAQK3D7bQzJD+fWqWSQCj0BR+Hb0JEZMyQUdQ11hOtiCQ+J5ErF1xGmMaAQpQhqiS8unYDt1xxM/94+3nG5o2iqr6awdmDTrmMU0Wr1ZKbHcmKFctYsvgipKfRjjPFGReC3+/ns3Xvc/Hia1m17gNmTl1Cj6UTuVyKpUtk6sQxyEQ1PqwcO1JJYc50Llx0I/FRqWzath63p4/p06YjkUgRxRCns405duwYyeFRxKUm09Jr5jcvPYNWKiEmMQmP14O5s5+s2FgUMh82v5e+hjZ+9bvbMZlMX/vcYEhgwZxZbNtfQcuAn6CtB014LD6XnY5uG2qZnKKioV/4n4z8FPqqBZArCVPGIipkBAki+gIECaCQ+Xn+1T8TCISQfcnAH29sYt+2rcRERNJntSEJhnBLpYhuF1JBwCWRsmf/fu5+6OfccOP1pycCUeT1T94i1hBNX38fc+bOZerYyXy6Zjl2r4OFsxZQW1NDfHQcQ4cNZebMmUiR4PZ7TrmM08XcHcDramLNmvdZsPCKc57l6IwLYf369USGR/LRJ2/hcvj5w19/RnScjgvHPMSuvatRKdSU1a9FEEQURim7920nMS6dO275GZcuvYag4D3ZCZLTNKYF1QqKsnJ54dMPWL95E4tmzWdPxRGUHj+1ggufTorEacHr9GL3usmMjkWu+eYQihqVkgiTkXC1jJAQQqHX4/c7URn0+C395GdnotN80c4xbGwG69oOIglEIpOoEYQQUpkcf8iPT+jlwovGM2rUEBSKL29jTEQEPoWSg1W1+Gw2hKhotKJIIDyGRKWMML+bhTNmcO9NN56215yISKQmnHHjx1FeW8GQQUW88tGrNLe2EhUVycYdmxlXNIbpU2ew/eguLpt+EVKpFL1ad1rlfBn1tfvJyvnvDEB79+6lqKgIk8lAIBA8mahEFP1IJGffV/qMym7Pnj0UFRUxbdICLrnwGq679gZmzJxCQlQ+OrWJu+94lN7+DjIiphIYCCc2IpvIWCklpQd54u//xzsfvkh3b8e3Lr/wn1bh7NhEEgzhlFccxeGz0yl6CROk6Fx+BJsHdUjCkjGTQafh708+ydMfvPmFFK5fRjAUwu73o5QISBQapEDQ3keYWs6mzVuoqm34wt//7Nf3sO7wayy9bSgSZR/egAWbv5bYVD8rVv+Fh399F3L5f3e/cPJKigJnEIJqA5LUVKRaPd6QSLjfi0Eu5eJ5C7jxisuR/Nu17W9i75H9WCwWJEgQQgIR+nAeuv1B6mvr2XNgH6MHjWR0zkhGF43inpvv4sL5F7Bg9ByWL1+Oy+M6pTK+iba2NjZt2vSFz+w2CxqVH4NeQ2paFnV1dQDU1dXy6Sfvnvy71tZ6goEzU4//5IzNCE1NTcjlclJS/pW+VSKR4nfo0WlM1HfuYtn6v5GfNobS5vfRG8PxuwUIGrjuqruJjYpn+6H3qT7ejM/rJS0lF6nk1KsniiJ/e/kF5E4vNe0tBGSgiAxD7LQR8HnRJsaDy4nNaifCZGRQWgYP33TCT6Cvv58NGzcyd86cr3x+mF6HUqUmIJMh81iQqMMIBqXEx8eBSs3+w6XkZWec/FIqVQqUKgV33HM99zx4MxIJuF1+gqEg4eFffgoWFAS27T+IpcvMSx9/itntQRoMEnJK0cqk+EI+LH02lowcjiHchEmvP63AW2OGjOKFN14kNyOXIYWFtPd2UF53jE+3rSIQCBBuCueCpUt597P3eeiPD3PxgosYWTicRYsW0d7XQbrmu88IU6dfzBNPPIEgCMycOROJxMcf//gYhUPGsH/fZpIStdRU1ZCbk8nRo0eIicnk+LFDtLT2cvx4Offde+93rsOXcUZmBLfHwbHj5YwePfq/fmd39bJ06WJ27ThAbFgum/Z+QEeTFa+0g6aWFkwxClaseotHfnsTzl4Vo0eNZu261Ug4/Q3TFYsv4NZbb6Vw9AiSo2NI10XRH/ASlEsJNrYRCvgJj4zEEJQwOudfBq+yiqNEJsRhHrB85bNXrl5DaVkZsRoJCq8LQSZHotJz3Gyjqamd7JzcL/1SqjUq5HIZMpkMQ5jmK0UAJ/wRervMPPvBMsp6LNjtNhRqDaJcjn1ggFBAJFKvIzEmkqsXLTjt6HMOrxO5Xom528yyjctZt2E90YoI1B4Z7oCXbkcfD/79Yd755D2iIqKpb6hDREShUJAen3ZaZX0dN1x/HbVVO1i58mOam5oIj0jiyiuvJMyUwjPPfkhaRhEHDuzG0tdObGwUHR0dqFQqbrzxFuSK7x7p78s4I0JQKORfadUUEfjT44/SZ2+koXcLSRGFyCRq/N4QpkgpAz1+Ojra0IfpWLd2Lf/35KNMnDDttAdZIpGQFBuPTqfj9ouv4lBtJUerKkjXR5ITEY82IQG5XIrKFcDqtPHsig/55eN/4uUP32H1gd2MGlJE/FccDwaCIdxBOLR5JXGxEXiVOgS3E6VGjyBKCITF4vP72XWghP0lpbSYu0+7D//VXzB62DBUXg9OqRK/xwNeH6owA1FqFWnJiTS2txP8FrfnV65aicVs4apLr0QSgrU7NnDz7+7AGXTxh3seo6BgMLZWK8MHDWP2hBkcqzyOVCL9Z/iZ7+6eOWBpYOuW9ZSVlbD/YBWrPnufO++4GetAM42NDdRUHSA2NpaM9HQO7P0UkJOelkpbu4XY2FgiIs5eLNYzIwS5BuVXKHXY0BHEJ8US8inIjptJv7MZg1FDwBaGuc2KzeogiJUheaPJzMpAqdDQ1dFPXV0doVO9Fi0ItPV0IYoiR+qrqe1oZdqYcbzy939QnJZLj6WPXksPPk+AHq8Dv/SEwaqyshJ7j4WA1f4N7ZNx2ZL5qBRypg4fSmZSBFKVnJDgR6bTEfK7ufexv1BeWcnmjZvYsHkrm7dtp9/mQBBOBPX6OryBIJ+u28CDj/2OFnM3CqUcY2wCUcEQUo0OqUxGQBDxB3y0WB3cdsMNX5vG9ssQRIErLrmCCI2Rv/z1LySGxfH8n58hPymfzLhMms0tDHRZsLj7aetrZ+Wm1cgVchwOBytWrsBi6z+t8v6Tvr4+DpbU43N34nb1U1Q0lJdf/YQ33/qIlqYKHnloETarmaC/k8ce+ym33P4XIsLVvPDCE/R1l3xlIAXxFC5Kngpn1TFnf8k2du/ejVqtpN/aTfdAAxazm7SMVPaVbiBMrwfUSGQeovWDCPhDZOYmMHTQJGwWP3K1n/CwBMaMG0mEMfYryxFFkR27dxEVHkF3dzcTp05BKZUREEL8451XeGvLRlKjYtneVUt0UIFKpUZuc2E0GrlqxnwyEpO/NrP9v1N2tIIPV2zmlbVb0Rs1BNURhHwuRK8Do1qD297H6MwEXnnuGfQ6HYcOlZCYnExsTDSiKKL+krRQb6xcw0CXmX5vgI+2bsVqdxCUSJGotcgUCkKEIBAk0mEjoJBxyZRJ3HPHHcRHfH3a2c9xuJ1s2LSR48ePYXXa8Ao+igtH4PX5GDWsmN/99feElCLjxo+nub6ZR+59iLjwWHbs2EFrXzvXX3rtaVms/x1R9LFj+2Y02igKCzL58P1XGF48C6VSw6ED66irPYZCqSIjcwQrV7xBTGwc5rbDFI+eQlObnIS4MCZPXfjPEyUTAK2trdTU1ACQkxVFavrpG17/kzMuhMaWKpobzIiiyJo1q0nPjebWG+7jlXd+T1rKcPYf3IwtUEtHewuWDjkalZZwQxLhMUoEj4klF84n0phA0dDhyGQKQqEgQcGHSvHNG7UjR46wY9dO7r7zLmxeN7/6yx9ZuXUjDrmINCCg1WnIycymqq8TicfPQ1fdQLIpBkuXmRuvvv4bn+8LBHn+pVdw+vy8smYHPrmaoMeL3BSNRPAhsXUhl0i5/5qLkCpUuNxOvD4/v7r7Dhqbm3E6nRQNKSQkCDR1dJKVnITV4WTM/MWEGU2YQxL8HjcBqRS0WiTBIAq1igSlDI/LQXqYnszUNJ78/W+Rn4bdwOFxopQrUClUvP7+mwz09TN+wnjeXf4Bly++hNjoWFKSUnjlg9c5ePAgS+cuRqfTMXXClFMu4+v492vmdpuFjz/+lPSMLFpbWxGD9ezdcxi1qg9jeDEBXymHSwcYPWY8d9/zO2wOJ52dLezc/hnFo6Yikerp6+tm3pyJhEemn5H6wVkQgi/gQiHTcLB0Ow67m9KSo/QMNKDTGrC4anA7BUQcOB1SsgvCaKvxEJJ6yMscT4Qhjtmz56BVGyg5XEZKWjTDCseflnHlxbffoN3ah7mjk+6ubsyOAeLi4pGFRBqCA3RZ+5EplVyaM5rIiDDW79iBaNCy5/UPEUQRuUT6lfuTYEigs7ubtes2UN/ezbItu/GpTUilIhK1FlEQCbqdqBWQLA/QbbUxKDeL+MhYajvauP+6Kxk2dAgvvvcRm7duJTMthWO19ZhlGkRbHwGVHrley4jkOErN/fgG+k8EFdYpMWqUXHPFFcycMI7o01wrfz7EEomEdz54l6z0TNwuN6u2rkGp1/B/P/89No+do2VHGTNyNOu3bSQtPZ3ulk5mzpx5WmWdCn5fP7/5zS9YcsGljBw5iZde/BvbNr7ImAmXUlWxDKUqnsGFE7n19t8A8OEHb4DgIDltODabg1GjRhEVFXVG63TWlkaiGEIikfHhsreQyWXsL9lJacUGpBiIy3ag8gzFGWhjoEsgNzefzPRcxk4YzfCCqSedcJZ98iYXLb36tITQY+3niZeew9szgDTGhNvlIiMlhVdWLEM0qMiKTqK+vQlNZAS5+mgWT5zGoUOHuOuWn1BdX8vc6TORfUN5Xq+fP//jeerazRyuqMWUHE9rv4+ApQuZxoAokSJVqfD1NCORSlEo5IQkEoozUzje1o1OIWFQfg59/TbqmhoxmMLoC8pP3GgN+InGS59SDxIRo9vB4/fdiUapZPLYMWhOM+MmgNPnYufOnWTl5dDY2MDMSdORSWQ43U4mXTSd8YNHMWzYCMLCjSydvfikbaKrq4v9JQdYOH/hN/bJ1xEKOXE4gjQ3HqZo+HQO7l/PxrV/4Xi1Db0+nrgYNcePl+D2SBg+cg71dYe4+OILCASMjB43k9de/iM2R4jHHnucqOjTC/N5qpx15/1A0E3/wACvvP1nymu2UnfcQnpuLM4BH2GGGFSaABJRTnJ6KgX5BVy26AEkyJFIJGzZsuWU1+7/iSCKbN6yhQ5HP2JI4JfvvojeYMAa8uBs60GUhNAaTYyMTiE1LhEhEAJR4OW//v2Unt9ntXHowAF+88IbNPbaEWVylBo9EokMUaVCQACHBRkifqUWMehFJxPxyLSEAh5EJCiDfoJKJYIoIjNGICIgdpuRiSF0ag2Fmam01VZTsmnDyQt935bOzk5Kjhzmvfc/IHtUHonGOEoOHSY6KgKrzc7AwAA/fein9LZ3MWfmv+wp3qAPhUzxnYTw0YevI1cYWbJkCVKplIMHNnJo73LKjjtYtOgiJk2cxB8eW4rdYaWlzUV4eBS/+NVfeObvPwNZAuFhWkaMXkRGRgbDhg07K0lLznpcI4Vci0Jh45IlN6JfG4vD/hYOq4uwWDdh0jzmTJ/DP958lJaOWjoaeynZ1crUKbOZP28hDpeVxpZKMlJP/6KXVCJBq9exYdVHVDY3ErDZMRhMmFQmGjU2PIJASng0hvBwoiLDyUvPwd7by6o921g4fuo3Pj/KZGTGjOkcrWti46591FVX4g9EExMeRrfDQUgAhUqFXyJBFEWEkIjXEEGgtxt5RASC3YpGp8EmSBDsVgRPgFiTij5jJCZbJ0tmTqF4SCFl9YM5E+OekJDACDlI1XJ6BnrQBJS48RJmMDJi5Ah6+y18tHwZaomScWPGEWYIA0At/+YrKF9HU2MFMpmW/r5apFIpoiiQkZGHpXcIx6ueYsd2Bft3/AKpahi3XP173n39BjT6BN5+409IpRqmTL+EyMhIpk+fTktLI9b+5jO6N/icc3KzKcIUj7nLTEjiIxiyo1JpWDL1Z5gtJbyx/PckRw9BEYqnz95Ir7WJksP7ufv+m3C6+omLSf7W5TZ2tDJ5wiQEh5es1HQuWbiAdoeFYKwRZaSB3NhEQg4X9c3NrN+0EZlei+E0rKcKmYzCzBRmTRpHVGIyaplATlo80aIflUyG6HEgSqTINVokKjkSQQIqGaLfAwoFTl8AaSiIVK1HrlYQrpCTLvEiMcbwpwfuZVBWBn+449Yz9gZMjElg1pQZJEcmUt/eyJghxYSEECNGjOT6y68jPT6VvOxctu/deUbKA0hNzSMhMYWGhgaeeepXfPD+i/zx9zfz+N+eRyLJZckFV9PS5kEl92Kx9FNRGcTnC5KcnME1NzzGod2Ps37tO/R2NZGamnFWRADnKGOO2zuAyRgNYojo8DTEoJa6hho0YVpCWJk2aQ519Q34/E6OH6smIqqeB+79Axu3rGHT9o9YPPfG0yvP76O5vY0huYP4ZNMali5aSE1rC7XH6vC4PcTqY+kNWel0WPF7vKhdIlJvgM7ebjKjE06rrNFjxzFvThhDM1Pp6u3l1U9WotLpEfttoFJD0E8g4EUMCviFAXRI0AghBkQYmhJLX88AsVFhHK+rZ9TY6YwbMojd+/ez61AJk0d/+6TjX4UoiFjcVsz93Vx88SXUNteydvVaZFIZhYMLkKnk6OVajh07dkaCIEtlCsaOHYulr5vlHz+OWpdEZEQMKSlKcvKH8O4rFxEMRZOYnE98vIni4qFo1VI2b9pGRs4cfv3bT0AqR32WA4ydg5CPAmVHDqFU6qiubiI5tojklDjWr9lKUKZEkKspOb6RxMh8Hrj+r1x43XBc7ig2bdyOPyBBr0w77TI9Xi/mtjbKSg6zcN583nzvHRBFent70AgSTKICQaejor8Tv9nCsJRMhg8bzkC/DYvdytZ9u5k0etwpGa2iTEbM3T3ow8MZlprGdQoVcomMYMDHhh07aWxr57brr+XFj1YQHhbG0EHZrF63mUi1iiitioyhQ4mN0JEYbqIgO4OQRMq8BQtwDVi+VcrcLyMgBKmsq2JwVj5//dtfmThlMg6Hg7KDhzleW4nOZGDB1LkMzh90MlzLpk2biIuL+86nM6Io4nI0Yx2o4sprf4G5o4nxEyby97/dTdmBt/AFInC5Qxwt3Y1WH0d3jxmNWkVGug6NyofH6yY6Lvc798E3cdaFIJFIGTyoiLfefYnm9mNMm3gfQ4tGsnPHbpQ6E3Y3tNRZKExP5+77byItMY/8nOHccMMNfPDB+zS1HqOqzkR+9oiTz/ymL0hkmJHpk6dSPGwE6zdvJkJvoLO2kU5VkKDbQ5PPgkqjxt/bjykyjNnjJjHgsjNj6iyO19cxMXfyaVluY6KjiImOQiaVUpCTjUwqwR8IMX3KZLo6O4iKiCAlIY7xI0dy0933YtQq+Ml1V3PhvLlo1Uqk/zyl+fd2mfv6Tmyiz4AQFFI5u3btpqm+idqeRiKqohg6tAiNUo1Gq+XhO376X/8zffp09h7Zz4RvKYR+SytqtR6tLoJDh8sZPHg4DpcCp7OLt954icbGBsLCDLjcHrLTDMhV4eze/g4Fg4vIL5jDnl3LOV5ZjSEs+n9DCAB6nZGbb7id3v52Pl71Aub+yaSkx9LeU0FKfCq1Tcf5ZO3z5GTkMXfWzfR09fLpyrcYM3YcWZl5/3TQOUEg4KO88iAjhn65r++/ExYWBio5clFCam42CS4vfZY+bG4fATHEyKQsulQCK6sO4urpp6q2lvHDRqAQpXyyYQ0GmQoBkbHjx2H8mr3Dv/sDyP8Z7VqllKPX6xjo70euUjFj/HhqGpu4+/afYOsfwOFwYNB+8VrKv4s7/gydk38eq8lldRAxKIK5E2ZzyZILAdizaw/33Xr3l/6fVCplwvBx37pct0eKucvM4MER+DxWPtxQhd1mRhKsZMDmJi83i8UX/Zw//uYK/BQiCXUjSGLwuevYsK6PxORCPG4HXeZKYNK3rsepctaFYO5pIOiTk5CQSFtHDSZjMg31zQwfOomj5UcRQm2EhCDJiSnkZA2hq30AUdRw+Mg+CgafcJ/8dwedmtoaokwpX1XcfzF/5mwumb+Im3/9EI0dzQxIAiilCiIEJV1+F0vHTsPWY2N9Szvjp4zA5XTx2LNPEqfWMnrceGaNn3TSR+B0iTYZmTfnX5cR8zLTT775dx049K2eeTocqzxOTWMtVc11VFSVs+PoXkYPGUnAF+BXT/4OtUxFWn4mKd8iifk3ERsbw/r1K2hvb0elNjJ16hSUcjsff2xj8GATdns369e8glIVhr1/JwpFFP0OJclJg1Ar2ykoLGL/3k8ZUXwj7e3NmIwq9IZTz5d3upz1U6P4mExqaur469/+RGH2VK6/8VraOzrYvPN9ImNBDKiRClJcgXoqq8soPbaFkNzMY488Qfa/hV8UBIE9e/bQ0lZPYtKpd4hOeeL47/ZrbiArMYUUhRG1T0SpUOKwWfl0yzqcbicJqakYVDqO9LTS1FiPJjKC5pZmpBLpaSXi+Do+f+NLJBImnoWN8L/j9Xppbmxi4az52Nv7uPTii/jo+XeIT0pgzqULSDLF8duHfkVKdOJZKV8ul3P11dcwY8ZkJk2ez6xZs7DaQ9TWHMVgSkUIeZgwcQnZOeMwGCIQQiJ5OSm4nH34Q5EkJyUxacoV/OPvv6Wnpx+dPuas1PNzzroQBEFg3aZlqNUKZs1awIsv/ZUBWxeRkQn43Wq08hgiYiWoxUEoJNGotCIJMSns2rONfqsZgGNVB1m9eiW5ubnMn7P0WwUH1ul05GZn8e4fnmBMTgHRSj1D49KJNUazq62K6v52Hl/1Dg7LANcuvBBFUKSjp4v95aXsLDkAQF1HCy1trWekX852Jvs1W9czbfo0fvd/f+Ca66/FNeBk7Y6NjMwrYszI0Vx1+ZVnpVxRDAAn9oYqVRgBv4/PPluOzdqHTAp5ORHs2vY2Y8YtoKvLzCOPPk5U/FwGnCKWAQ9Dhk1j0OChrF/3Cq2tZqbOvI7hw4efttvu6XLWhfDiiy8ybtw4Jk6YyVvvvEww5CEuKgOdVoVKrabPU0HAE4ZWHQMyL0Z1DnKFlmFDxhAelkRF5QEy0wYTCIS+0cn+63A7nFx98WUUDhqMEAiQmpaGXCLB5vMSHjqxQgy4/PTh4W8r3kWUSWgzm6moPMbogiIAshNTaair53jdmQ90dSbp6ekhPiKWoBhiUF4+MlFKV4eZS+YvZfiw4RTkDqa2uvaMlyuKAgf2b/vCZ32WbuJjBPbvP0hCQjQtbRYCAVi5fBmOgSM88vML8XlDREcaCPobqCgvZf+B7TjtAyQnJ6NWOs94Pb+Ms7pHqKjcT0yCmiULrmTjllWMGzuOA0dtqKVG8nKKiYgswT0whm0H3sDvEUmIyWH2zIXk5efyuz/dR2SkieGFcykcpGPu3Ll89tm3DwRVlJ0PwNb9u0lKSeZAWSk+jwefy4vP62RQWgYWowNHrw2/XMqKfduYO3IctVW1bA7bSkRcNOOHj2LcuHFs2bWDwdl5Z7q7zhiHDx9m9uzZSKVSfAE/lfXV3Hbn7YiiiNfvIz4yFofDcRZKDuBwQlnpFkKCkeHDh2Pps7B5y3Y8rlYqjreikEooGjaSni4zR44eRanU4RzYxIiRFzF85DQ+fO9ZLr30Wnq7Wxk/bhQDA2dmBv4mzqoQCgeNoXDQGNauW8OoUeOIjIgmEPLRUNtO3qBMoiKS+fCzvyCTaYiKDKdo2BC6u3p47sUnaTbvIztzMAmxJ77AgiAgl8soKdvOqBHTvnWdahrrSYmIpiMjjQkFRWwtO0DzQA82j4+k6Hiqm2rwOTxY9DpWrl1L8eSxHGquJtNlp7zyOJ1dZuZNn4U74EOr+G7XD84GdrsdnU6HIAhs2rSJ7Iwsxo0ei0QiISAEeeK5p4g1RDLgtp/Rm6VHjxygtrYSlxumT7+Wqsr9/P63d9PW1oxSAWVlh4iJDpGQmEbx6Jl8+vHfcHlCyBUR+APp1DU6aWv9K6PHLUQuFcnLH01XdwN1dV3EJ3wxd5ult4nI6DNrYT7rS6NgyIva4GbL9k+ob6zFpE/m5w/9imUrn6J3oIaYiCzGDVvC8KGTKT26nXU7X6HXeZiFM39CR3s3vZY21m38hMOlh5g7dx7RkckI4qlnqvxPBqVlUTR0GDOyh/LplvUsLJ7IyIhUwuRKjrXV4ey3E5OaQqYqkrFDRvDwtXcgE0UOVFZgUKmxdPXwwcpPf5AigBORRMLDw1m7di3jx49n/JhxJ/cjYlAgPiaWiRMncv01157Rcnt6zFx8yfU4nS5aW1sZNHg0v3rsH9x7z90YI9KYP28RSclDcLpjeerJn6NV9hMXl4elvx+lwk9KooyJU+9DQoCubicfL3uPW266GKnkxFgHg0F27tzJ2rVrcXnOfFbPsy4EuUzNtAkXU33czB//7yHeWvYHGpvqUQQzefv9p7Dau0DTQXnlHhzuXgYGzOSmTKOuvpKUtEhamrqwDJgJBgR27dqFzxfgu2R9nTB2HC6bnVuuu4GU8BheW/cpQamE2y+5nomDi5HnJuLo7MVvUlJl72Ltlg3sPniQkEZOjDGSX//sEXqDToR/cxE8E/68p0tQCHGs8Yt7ld5+CwdKDiKVSlm0aBF6/RevJWzcuJGrLr6C3NxcokxnNnyjVHYiKMH06RPZuvk1bNYegkEXNqec66+/kbbOfpKTUxFCJ/xDTNFTufnWX3L1db8kf1Axgwqn0dNVjlKhJDIqHmMYJCQksW3rWjZsWMeWLVsoKipi3rx5pKRkndG6wzkyqAH88he/4c4HLiArcSi//t1dmMJN5OdO5kDJOmL6RTKTJuF2gkzpo7lrB3OmX0YoMIjrr3oQpRqU8jNz10QmkaJUKKnpbCUpMhq/w0ViYhwr926ipOooEUGRC+YtxmV1saZ8K780N+A39zN63Gi6vXbKq46Tr4+jrraOzMxM1m/ehCkuiglFZ/c49D+RS2V01LVQkJFHQ0MDtbW1qDQqHvrpQ2jVmv/6+2PHjpGZmXkycNaZIhQKUFJSihDqIxQKUlVVzaQpl7FixXu4XG406gDvHvqIMF0KgWASGenxHK+swuWoo6f7GBtWv8jw4kXIJF1cc919J4N5zZw5k35LH2+/9Q8mT56KWn12old8zjnNs/zOO2+RkZaPX7BSXlHK4MGDePXd3+CyaFl64SUcOLSLmrqjTJ4wBxlaDLooYhKUaJXJXHrx1YiicEZCAfpCAVQyBd6An/c++4QwhZpfvPQkk0eOZ2PNAURfgCRNOJh0dLS0IBdFJheOpqe7G4VGhV6pod8+gCCFcFHDY3/4DVnxJ4x8PVYLJkMYMqkMKd8cfCsohJB/SQKOxvZmwgxhRBm/2hvtyeeeJj0ljez0zK/NgSyIArsP72fSyG9vKf4q2lor2bdvO+ER2QhCAJejiZGj5uJwOCg/soLKYxUcP15CmF7C5Ol3sGH9Coy6BnIKr8TS24XT0UVO7mSiwkPkDBrHsOEzvjDGXq+X1atXM2fOnP+a4c4k50wInxezeu0nvPH+n4mNj2DkoIt44Y1fEZkgkJE4kQFbA05fO0PzFnLzNfeRGD+YO+6+FplMzqxZs+ixNHLTNY+c8biYLe1tbC7ZjVIi59Fn/wrAsc+28fHG1Rw4eAh7wMOe2iPIPQECNg9BjZTF0+azaNpMjhw5wt3X38LBijJMSh19lj4CoSBjx43jQFkJcyb+KzTN/orDZKZlEm0w4Q8G6LL0YrVZ0UiVZGd9cbrfsmULU6dO/dITMq/Xy5o1a+jt6+Unt/7kjPbFt+Fzb0S73c6yD1+kq7uXq6+5hi1b1rB54270um5ampspKBxFStpQ9u1+H6nUglEvZ/iYO0lIyKJo2HQSEr785q8gCFQd383gwrN31eKcCeFzbM4e1m34hIbGWq664nr++JeHMXc1Eh0TRWxELq2ttYSUnej0Kmw9BhwOJ7GxBh6892n27tlGSlIuU6dNQa385hRJp0qvfQCTzkB9SzNHqo/zwC8eIio+np9ceQ3v7d2Eyg/NfWaCKimzCsdzqKGCZKWBJ376GG9u+JQR6fmopHKeeucVDCoNf3roV5SXl9MjuikePoKRGScci9asX8e82XOQSCR8tmENdpudqy+5nE9XLGfevHkgk/DS+2+gCErYd7SEF/7wJN6gH5lEivGfjjIbd29jx7btjB46gjlz5pzxpc5/0thwiIjI7G+04ezbu5qWVjt1NVvp7w8hhKzExJoQJXE4rA0EAm66Ow4wZfoiDKZRlJXtQq10sGTpQxyrKEUQQ/T2WklNljC8+CoyMzPParv+k3MWclgURQQxgFEfw6VLb2HS+Dm88/YHZKUNw+2SYh3oo7FvNR5a0RuUWK29iDI7UyfNQiL38ae/3cHosZOYM3sBrS1mNm7agLmn/ozULTosHIVMTm56Bktnz2dYwVAWL13Cvv2H6HXZSImJRyaHYL+D8uoKREHAoDdwx58e5WDNceo7mtlde5Tc6BTMfT28t/ZTxk6eQHtzCyPS8/EF/TR1tGKxD5ycHfRyNZowLWvWr2Hf/n30WC3U1tVjbeoiPSmVAEFu/endHC4pofRIGX/9x5Nccts1vPna65j7uhBV0rMuAoC09BHs2LEDu/3rYz95vFrMHRVo9dHceff9RMcmodWEo1XbCXjaUMjMdPVoWb1mC4cPfoBB28mwYdN45ZXnGRiwEBefjcXSwcWX/fqciwDOoRBAYMPG1QiCgEQiY+K42dxy680MLswjLVeN1eoj5EhGCIn0dMiw9elZMvdmGpsasdv8zJ12JRvXr+fxJ35HY1MFM2ZMJT7mzJ4e+INB1q5dy83X3sBvb7iH1598huKELNQxekJOL4PyB1GYlk3I5cLq86DV6OhubaOqvZ19R0uYOGc64fEx9Dlt/PGFpyhprubT9auZd/PlvPHeW2w+tIcdB/fi8Xv5ZNs6Ply/mvrudiZNnUJHj5nV69dw8aWX0u+yUTCogOuvuJppU6cxZcIkbr3uJiYPGYNcoWDOpBkE3f5zclollUpZuHAhW7Zswen8civviuVvsGrFC7Q172HJoot4+cXHeODBP9BYv4Xyo6UMHTGKlIwpGMOlJMTF0tHZy6Sp91Jaupm2tkZuve2nmM1NJMSfnXtPp8I5XRpZrVYOHDjAxMmj0KhMSCQS7n5oCf6Am3ZzHRnJhVRWV6MxeNGHuRFkUnqaDBSPLmT+zJv5eNlHxMdkMH/+YgoLCpFKZWfMeQVOXFkOhYST+Yp77QMEfH4UcjlVzQ2s37aJY/W1KFQK+gMuDE6RVk8/D914F6+/9wa/vP1BysuP0hWwEWuMZOmshdzzx0dZPHMuF85YwJMv/oPiocOp72hmcEoWG3Zs5cqLLiXkDbD50E52l5cwPDmXR+576L/2BmvXrmXUqFG88d5bTJ88ja37dzJ+/ATGFAw/I23/JgRBYPny5cydOxeNRgOceKHt3r2LTz95Dp9Pz4UXLiDo76autoK8giUMWA6ydu1qZJIOlHIJbq8PlTqLex94nKefepwuczUFBROIi08nMkLJJZfdedbvFH0V5zQbg8lkIjLKwNHyEl569e98sOxlaisctLV043FJcbqtTBo3D3ufBpfdRJh0ELHRCQz0Bjh4aD0D9hqO1+7gWM0OSo/uPuH9Vn7m/GtlEukXknZHh4WTEB2LQW/gpXfeQBEUsPndKIMSLhw5BUEUuPeam3nxvdeYOGIMy9euwqkU2H/oIM0NjTz4q0epaayjqb4BBVIeueN+BIWUy+Ysob21nYDDg0wmY+WujQxKySZBG8nuI4d44c1Xae/sIPDPkJdN7S2YIsKxOAYYNWkcw4YWcc/NdzD6W6TW+rZIpVIWL17M2rVrcbtt7N+3nX5LB1XHN6NWR3H55RcQFxdLWmYBBw5tY9Xyxzl44CAqhRsQkSoikKBAlETR1VmOVt3N0guvwBSRSV3NfrRaDVu3bmf37t30dDefs3Z9zjmzI3zOkMKRrFixglAANm1ey9TZ+Rw+UEN6TjiJcZnMn3kpB8pWE8JFQc5Mmjv3M3nCAsYVL+S3LbfS2W7BFKZhRNEkJBIJA31nPyPjsfoaNHIlq/btRKFR0+bqYt3R/QwrKsLRa+WaBReSnpzOU5+8wZoVuwkKIXR6I/PHTqTYP5wBq4Vxd13C3JxiDKYwjpQcpra7jYzEJNKSUpBJpew5fAAhEOTOy67HHfLzwfJlNFg7mTlqInVHqxg0rBBLbT+DBp04Jv2yI9ezjVwuZ8mSJXy24n3ATeGQ0QwqmMGIYiXbt76CMXwwe3ZtQyqV0NVVQVycjrxBF+Jy+6ip2sugQVNpaamjrsFHbEwOERE5TJs+htjY25BIVEilMtxuN0Lo3Fy0+0LbznWBCoWMts5qDNo4CguK8ft8qJR6ovWZCEEHb77zFMGAD0lIoKunGYujHrdDwqcrX6G2oRpDmIT3Pn6B48daufO2R4B/WXjN5jb8QSepyflntM4j8wsp/MNfePqFZ1l3cDcP3HAbo0aOpNfczUsfvs11l12JXColMqTEiJoZ48fz2L0PEwwGueWR+1Arldwwah5et5ujlZUkxsYzp2gsnVYLroAXmURGXFwcO/buJMJgZPHCRRgUGuamzGTturXEpSUxf9rsk/7E3wehkAebtY+IyGTy8ofQ0nSUN1//LXqDnj6LQNHQCVTXVJGbG4lcGsax48dJy5rH8YoSnPajKFXxzJh1FUdKtzJ02Aiqq+VERUn/68hUq9UC5z6n8zkXgkQi44F7f8Xh0sMoVSFCITkBwc3PH/gTRysOsWLlByilkUTHRNLSUU5icgFHK3fS0LqRqKgYfF4NT//fctZsfI+DJfs5WrWJ6dNnIooCpWWlzJ2z8IzWNxQKsWfPHpxOJzddeR1Dhw8n4PQQoQtDGhFiwtCRbNu2jYGOLmqbG5lcOBJfMIhKoeSJt15EH2ZCERKIjIvC5nHiLLPz6z/+nd/97c/cfutPiNQZGTF4CBKpjPtuu5vd+/ZwrKKCuOhYOgd6GDyyiLHDir9XEZxASdmRagYPspOamsLa1a+g1acTHZOFyWTFZvdRVVlFQkw3vTYJURF6Kis2o9MqsNlC2J06usyNNLdBd++nRJgEZLKMM7rH+y6cczvC53SYG2lqbMHt7eWdD18kIWoQxrBoDOEBwoxh1NRUsu/QBhJjioiMC9DYVkpsRC6CL5abrr8ft9PP9OnT+e3vH2Xw4HxkEg0yucjCBRed0XoebagmNTLuC+fonoAPlVzBsnUriQuPYqC/nzW7tnCso5F4uYGstHSUOjU6mZqgXs7SiXPw+Lys37aJHQf2MLKwiI0V+1g0fia/uOMBVm/ZQExUNF29XQzPH8LOfbspLhxOXt4P66r3li1b6O5qwueXcKx8FfqwXBrqjxMbE0tOjoTkpEI+/fgZZs69n/y8ON58awUNNduRyiEYghFFuXT1yrj7nl+SP2j8992cL/C9CQFg1+7tdHW3MGPaXP7w54e45ppbGDJ4HFt3fMpLb/wZ0WfE7m1i3szLqW7ZSHz4cFRqJXWt2xiRdy0REZFs3rwRucpJQf4kCgaNJn9QJlGRpxeb6NvS3t5Or6WPoYVD2LJ1K9OnTyMghOjr6uHpd18hXKHlZ/c+ePKN127p5q//91e0MQaCgQAOix1RAH2Egb/94g9fePZnn33G4sWLz0k7TpXNm9cil4fYtGE5XR2HsFj1SKUtCCEpGo0UmVROfGIcem00CoWEhvoqXJ4BZLIYhg2fwgM/feakFVoQPMhk534J9FWc86XRvxMQXCxacAlKpQqjIZVVqz5jyOBxSGUKwowB7M523L1B6puP4bR7GDphCs+88kuUMjkO62vkZcxkwrg5lBxZy5VXXYXXJWXbtvVcfNE156T+iYmJiGo5ASFI3pDBSCVSVDIpiYmJzBg2jpb+bgacdiIMJ6zgSZGx3HHPneQkpgHg9fu45/eP8sgdD/zXs4eOGMbaLRuYN/3LMxGdazweG7ExekpKdhJmDGPegqfYv28Tzc0lWHqqCAR1CLIYVEollv5OOjoaycsbjc1hwuNuISEhlXff/hsqdRQ6XRihkI+Fiy7/vpt1ku914Tll4kxUKg0ejxeVJsTBkr18vPx1Guu6aG91ERc+ijmzL8PSY8Pl6aaqbjMRUXJiYhKQKvyUlG1l7+FPiQyPY83qFXzy6fvMmvmvt+jZnuwkEgnJUXGo5EqSY74YUKBo5HDC1NqTIvicz0UAoFaqeOE3fyUy/L8v1qUlpZCamExLT+dZqfupEAg4sQ700tdznJ0719LSXE3hkCKKisbg9TppajxITVUDCfFj6OvvQqVy0dR8nAWLf4HWUIDdZiErw0RS8giSUkYyYHUSZoxl8uRp+Lw2tm9dRl9P4/fWvn/ne1saeX1OSkrKaOuopqXRQiAQALmdjjYzKSnpeLwDPPTgr3no0RtxejuIjDLS3e7C57MxdNgEok1prNv0Em6nmvFjFtDT205skpIRhXPp6zeTHF9IYVEmcdFn/u76qSCIApt3bmfW5G/vTfd9Ewi4eeutdxCEEDqdktKSrUTHJiOKOsqPfEwwJEUm6SMjcyr11duIjFLi8wZISp9GVtYQKsqPUlndyU9uvYlgSIIQMnO80k5igp6LLr6RsLAwRDGARKL4vpv6/c0IIgKFBYO57OKbuOHmy7nl1usYWTSFm264l2PVeykaVoxBH41C5SXojOKGq36L1dGOSidh//6tyBQyomMjUWq8VLesJiEpEmkwlczMAtJSsjGFm74gAp//bPjofjVSiZQpE85+YKqzidvtJxi0kpmZixDqo7Gpmo72XWRmqMjNHk5cTB89vSE6Wreh1YeRkTODex/6GJtlB4lJg1CqwxiUH4bHbSYUtBMbN5Lo6GhiYrNPXqn+IYgAvsc9gkYVxudJ72MiU7E5enF7bDQ2WYmLTSRMm8CGLe+REDWWhqbXeODBGwiEgowcMRJ5ho7Wlho0aiMuVz2hYCxdhm5Uhips1lmEggpkcpE3334evUGLxykjKVXJlImXnNM2KmXf6xbsG7HZzMjlSnS6E95qohhi/76t5OUPpb/fwcGDW5g//yLKyo5TXV1CZoaG6TPuZszokQwMPEttXQJJCZ34gnFER0dy4UUP8v67v8Zml6DXdlM4OINtW9YTGX0zY8eO4vjxRubOnUtkZCQtTYcxmuKIiPz20c7PJD+YkTIaohk/fiK79mxi6pQZzJw5k46ODnotrYwRZzHQb6ezuxmXPYTDXcblF/yeqrrdBAMyHA4PLqcfnUmBKAjMnDGPPQfWsn3bdsaOmcKoUWMZOnTo993EHxw2mx+Xy0peXgSC4EYm0+FwBtiyeQ0GvZK33nyFivKD3HffI+Tm3Mdz//g5gwbn0NxShVopctVVV+MPajlypISaqtU89/SV+IJJBIQU9u6tICY2A7V6GE/+7UEOjBmPWhdPQeGJY1OZTMaQsLOT/ebb8IMRAkBcbDIXL72B3v4mVq9eSWxsPJdecB8PPXIDeXmF1DWV4fC2olZFEhSslJSt5dorHubZl39HfLKUEQWL2bTrH5i7OrDaOlBou1m8ZD6xMSe8xw6X7iMvLxudNgpzdz0xUSnIvkWwsP8VoqKiaW0tBWDDhnXMmbOUWbPmsW/fPgwGBbNmzUUua+PJJ37D6DHFeHxqbrh+DuHhcgblzwRpK4awoTjspSSlTGDmzMvZs+tNZs28nAWLbqWu7hgD/VXk5BVw/Y33EPD5CDOd3Yh135bv21z5XwiCwPZte5k7dx7FxcX09reQGJ/BkYr9SCQh2up9yGUGKmv30tLUy3OvPYTDbqeuaS+rN71Be5uTA4dXEgyJeOxGli37hJaWejZsXI1eF4FOG8WAtZ2uLgsHDuw/jXp5zmKrvx+0Wi0+nw+JRMKECbNYt+59QqEQY8eOJRhw09p2iK1bluPzO/n009WYzVUYw0zYBqT09TUSZshg797NOOxuAv4A2TnZPPTwmwQCJzLjZGUNwhQxnJAYjkZj/MGKAH6AQtiwYQOzZy5E9s/1dXxMNg/c91skoSiC3mgSkiIRAmq2bP+M5GwPohBCbbCglKaSHJ/JgOsIIcFPRkY6pnAdGr2X5175KfsOLSNIL8FgkP37yrANONh/cDubNm2iqfXIN9Zr+46tZ7nl547yo9twu91YLB0IwokQjWFhYYwqnspzz97Npx+/SFb2YIx6LSZTJIsWX8PQAj0J8bFIZUEGDY4gEPITClmRSXoRJQIdbUd54vF7ePSRh2nv7GTD+pV8+OEbxMcZcTi+3qnnh8APamlUXl5OWlraiXDu/8RsNvP2+0/i9DYyYdwU7FYfrebtuF0+ksQpzFlczOq1yyjIH4Y/1IPozqHX0sHqtW8wYsRcdu9ez+KFN7Fi1btIpQq2bd/I2LET+ftTj3PbbbcRG3NqziCicHajKJwrRFEkf9AEPvzwFXQ6A+bORsDBqpXv4/UKjBk9lFFjJrN+3Qqqa3egUESyefNHTJx4Pdn5LnZsfYmm5laCgW70hngk0jAEwY/Hr6GmpgmNpg2ZJIu8vDEgepk6bQm9vV04nX3o9Wc2JeyZ5Hu9YvHvWG29vPrqyxQNHQ2AKLUR8uuIjY2lsLAQmUzGY7+/G7ujC6kQRUXNBqRCDCOKs+kfGECtVhFujONYzW6kEj+pScWkJCVSdrSE3u5uDOFSEuNH4rTbiIpIJScnn8qqw+QNSiI+etTJeqRlmMhMH/Ff9fsuGT5/KIhiiL7eNpwuF52dVoYNG8bOnZsYNjSbZ597gWnTJlE8ahrr1m1kx7bH8QUE2lrdFBQWYRs4ApJYNBoPStVIXI4SDGHFuBw15OZNJjYujfAIFR3tVRw8WM71N9zIyJFzkEik+HxONm7cyMKFS7/vLvhKfjAzwoH9h7n7rgdRKL5683r55Vdw6NAO5s++mU9XJrN1+2fs27+DaVMu4LJLb+GJp+8nJNiQSvVkZxZSevx9jKZsvD4rBoMRp93C7FkXcfjwXpxOO8OGD6Gto47pU5OIj/3vrCyf34s5l5zp25iiKNLR0UpJyU5cLh9arZ7hw/9fe2ceHmV19/3PrEkmM8lM9n3fF7ZshF02ZREEhCq1T31eteqjPGqtW9Vuamut1bqDuAsuBUE2MWSBhCSQEEJIICFk3yfLzCSTZPaZ+/1DX1q1rVrbCrzzua75Y+7rzHXNOff9vc/vnPNb8uloL2bHjm0YjadpPDsNHx8N8xespaPjLKWlH6E3OJk+PY3QkAkG+ioIDc9lZMTE2JgRH1UT1218nPbWWjo7xuntreYnt92LXO6FSCRCrf4T06YtvJBtxMNDyZQp0+nsOEVM7H8umOjbcFGsEQRBIDJG8w9FAJAcP5PMtKU8+9yTCC4RgX5JxMXF06etp7LyE1xOB/6+iby5pQI/jRoPIYOugTIM+mH6+lpQ+rh4++3XEQQZI7pePKTBxEfPviCCY9W7EQQBq3WS9957l5qTRwGw2WxIJF8viJ6eZkbHBr/TWNTVHf76RoDZPIrD8dWgpA8+eJXi4gLKysrYufNV9uz5gM7OE6xY8QMMej29Pd1YrSa0/dU47N0MDY5wtlFHV3cNhw7tYu/HTxMUZEUml3HuXBWjhnFi45ag8klHN1KFWq1hZGSEoqKXqDxeQmjEVGx2C1tf/SMO+2drgWvW3I1M9kVTMjo6luiYi3cL+6KYEUQiEWnJeV/bzukyUV75CQNDdVx//TPMnbOSHTtfoa2jldffeJGYJAmL5txDTU0Fp+qLsTiGcdllSOQwPDhCYsIkU6ZlYJ40Ud/QwL33PMHe/a8zPm5ApdJwpOQ0esMAQ1oB7UA/69Zdi8lk4vTpGgIC1V/7/wYHx/Hy+udTKU5MTDA+/s1uyeBgHwUF5UxODiIIMlwuKWNjp0hMzMVDbqOjcwi9fojwcD88PMKpri4jJ3cmW7b8gTFjF+PjDmRyOVOmZDA07MRobOfNNx8mN3cezedOYrMFY7fbufW2u9m//23qTp9Db5AhuBqIS1xBYEAiKqWZmXkzcDm6GBy2IPuaFDv/6nxU/0ouCiF8E5pbGuhs7yUiLJHU1CRSkzMQBAcLF62iacvPkUhHiQ5fj0YdxJmzJ9EZDAhOCRFBcxkzVxAanM3AUCujejtKpYbOjhEee/JGvL3C2bt3Hxs3/oiuTi1Wq4mbb7oVla835RWHsNtdRMfEk5Tw9QXt7Hb7d0qxUl1dzaxZ/zgb3cSEluPHaxGLPVmzZg1BQUHYbKMcOVJGVtaNVFefQDs4ikhkZt7caezbf5LVq1dz4MDOz80WKefPHychfhrnm1tZtnw+upG9dPVPotHAiaoDGMdtREecY2wihK7OXrKzl6JUnuRwsYG4+CQ8PLwJDfNg//56DKNjrFy5jOFhG088/igLFuQza/aSi8Z14ptyyQghLDSU5MRM4C9epS3tTbS39mDUexAaMofI8BjycmexY9cLhIemMDBSxJTMmfRqJ5DL/NiQ/1N2fPw7+vvHSJ8qoarqGF4e/tT77mXCrMVoakA+Fs6ZxmMsXrieiXErEqmNlKSMr7zNJiYG0emNREcl4hKsiEUe30gITqcFEP/NgzydvhVPz7846QmCgFbbQmho0oVrSmUIixcv/8Lv5HI1ixYt4dVXN9PRMcDQUC9z5sziyd8/hck0xr33VhMcnMqDD/4escjM1tceprTUQGCQBn8/BeMTEry8VDisQ4THLkGrLaap2ZuwMAv79r5JTt5y5s+/mdjo2XR2HaX5/DDt7TpysuNZs3Ylclk4/v4WUpKjSE75z2TV+Fdz0ewa/TNU137KqVNVzJuzFovVyHvvP8uYwcnYuJ7k5Fiys7MpPXKM4ycKCQmTsWL5BkID8nE6bRQc+pDxiUmME4OYJpykJCficIoYN9UTF7mK3v6TpKTkcu9dz9Lf387zLzxLxtRoNqz7CXLZZ9u7Bw8exMNDQkxsKHGxmZSUFDJ//kIkkr+dZsblsmO1migsLGHVqjVf6c/vfvdb7rvvfqR/lUmjqekMnZ09Fwp//DV9fc0olX74+gbicn22XhCLpbz44qPIZCFotW3odIPUnTpMYmIKkZEqqqpOEBJiwsvrSizWITzkk/j4aBjQSvBWjGI2mfFV+6LwTgGhnQGtE7HYGx+VD5FR/mg0Uah9AzhZW09MVAC5M+cyZcrsiyLc8rtw8Rpt34DcGVcRGpRGVEQMlkkX3ioZLzy3HW+lndP1pXxa/Drp6enEJrkQpAaqavaj8LZTcGgv3iopGnUYIuk4Us9hKquPMDB4nFk5N9HV1YbCI56ZOSsoKyvhqWduZ/acbDykoby8+dcIgsCosRORxMK58yXExX42UyUmhnHkSAGFRQc4evRTPjm4neLi4s8/BRz45A28vHzJzc2nsLDwq/3JzaOgoACXy3ThWmpqBvn5+ezevfsr2eZUqlDOnPmsBFR9/T5+/9QT/PznPyQmJpYf/ei/SYhPZOPGG4hPCMDhPIXF0o1CYebHN76OWmNB7SuQkprN+g33cO21P8IljDNmHGHhwhVsuvNnCAQRETENEQKxcRn4+CSxfPkPWbvuxyxcuJxbbn2IjIwZl7wI4BIXAsD06ZmcrK0gNTWT9Wse4VDhQQwGC1nTr8Vu9qX0yFE8pfFEBs9hqM+TDz56g/auauQyC/914w3kTFtLZsoy4uKSiI2cx5jRgJNRrlo2n+bmBt794GHSkleQm5NP5bE9+KoiEQSB5nOtFBQ9RXdPK5OTBgA6uzpQeHuQmzOTwqJili75ARERCjIzM1m06Epysldz7NgxQkJCiE+IpqbmiztE8+fPp6GhgdLPT7EFQaDm5KeIRKNcffVVHD68i82b76WhoR5BEPDx8aGtvZBt216isPAw8+bOBlR0dfZy551zMFvbSErKIChoBi6nJ3qDD76+YRw+fJD09BRm5q+mubmR+Pgc5HI9IpcOlbeNK6/axNHy48ybO5/s7Bxm5k8jJETE0iWzCQn5i6Ocy+W6qMItvwuXvBAiI1KYN/cq1Go10VHB/HnXi1hNnnR0niMpOQHdaAOengp+9fN38FLp0Y+YiIlKo61DT3nZcVwuM/VNnxIXm4rCO5hB7QgqHw8a6vvwVFgQXDa6e4/xyC9vxsUkvb1djBn7yMqajUHni8vhxSubH6ej8xxjo2A223hly2NERUZz/HgFiAQ+/PAFTCYTISEh9PSe48iRInxUfjQ2nsZiMVzoi1QqRam00dHRwqZN/4eDBw9SXdXIvv3vcv8DGxjW9dHXb+TRR29l374XOHmylPHxIUzmSQyjWg6XfERwsIp9B15Bq+2gorwBtTqMlSuvx9s7CIXXBN5KP0Z0xRw92sDgoA7BVUdJyT7Onj1L5rR7sNqDKSr6EIO+CU+vAN5/7zmOlp2mqOgwoWFpF/5raKgSQbB+D3f838MlL4T/h8Ph4GjZCRLikkifEsvjv9rMfXe9xoxpyzCNBdHUXILVIiEzLQuZXMBs76G5+Szt7e3IZGYGBk9h0I0jkRnx18RRf+419Hods/N/SE9vH73dFlauWE9AiIidH72NROxJXGwM3koNA8MNdHW2crTyAw4f2UFxSREuoYeKimIKCj8mODiZ4pJ3cDjsqJRy8vLyOXhwN7W1n/LDGxZTcnjXhX5cf/0daAfbMVnaKCzejNk8xupVtyKVenOypo7UlHyWL59HXNx8Xt36Ai5nGCKcWMyTNDbtoKJyBzHRAQQEziA4WM6WLRs4eHArZksnhtF+Bgb0TI5H4evjyfBwFf0DcKL6JZx2yMxI5Nr1/8XAQCOtbd2IxRbmzlvM7f/zILfc8hteeulhhM/LdqWl5SGRfLUgyaXKJbNr9I/o7u7m1KlTLFq0iKuuupLt779IeHg4TqeDrGnL0fiVkpmxiOSEOQQFBTJp1mIb9yc2J5A9uxuJiIlBp5UwLNQTFRGLSDyAXBpG3ekKXtt8jOMnNuOpMLN9+wtMTDiIi83m1jsXolFGM6xvwuVQ8fKWRxgfH0YkdpKXM59DxUUE+AUQnzCF3XtfQy4zcqahj9S0dEoOf0JVdSHBQVmEh4toPNtCb99vuG7Dz3A4LISHpWMya4kIT8fHV45S6c+UqdM4XXeEffufIycnj7S0DCIjvag5uZ34uLnY7L3YHRJm5l3NlCnL6OmpJzd3Jc8/fytWawhBQdegG6kBUScDWgMKbxNmi4b4+Gzk8mhEklBKS/fxyKMvo9ePs337W8yffx1pacN8+OF2Nm26h/FxA5fJI/MVLvlelZWV4eHh8YXUJ9OmzmZicgRPT29mZCXhEizs2v0BI1oJkSF+qLxDmDMngvrGg+TODuS2W55ncEDLS5t/iUI5xtIrHiA+MZBfP3EdT/7xVoYNWgSxC8OYiLvu/BPFJXsZ6BtEFm3DyyuInOwrOFz6OtHRKbS3DTFi6GZqRj5tnUfo7bUTEpjB0EgXLlE/3t55iEVyLFY9LqEFmVzDkiXr2L59K/c9uAKjsQelVzwPPfQa7257gJbzXUyMu+jq1GG3W8nMnMep2jPc98AyRkbaSEnOR+2rRCpLZ3h4iIKCD+nqaiM9PYSW1nKMxgGcznZyc5/gyJFh5HI/ZkyPICpqHjLZIFVVBlpai3nkkXvw9/NCJPIAhlm16grARVBQEAkJoXR3NwDSi/pQ7LtwyW6f6nRDlJcfIz8/n6Cgv+/nbrEakUkV2O0Onn7mfoymVkSCCqlEic3moKmxkdT0GFatuIk333qR1LQoggITmD4jl/LKNygtLceJif4eI7GxfiTELqCvv4vJyWHsNjlRcT6EBk2h7OgucnPmUXe6BZVShpenHO3weSLD48jPXcnuva/gcoQTGKwgKjyNxnNFuHAyLXMRLW01jOoNbLrz97z+xrOkpWYyoO0iNXUmTU11pKZmUlm5B4W3nO7Obvz8EnE4h7Fa5fzvpgdpb6+l8vg2oiMX0tBQiMtlQSzxZlb+es41H0ciTmbq1DiWLl3D4cNvE+CfTHXNSfp6O8jImMOgtp/EhGAMY0ok4nGmTM0BlAQFScnMnA+AIDgoKSm95B0P/x6X7Ixgc4xx9dVXf23xcb1ugoqKAtrb25mSsZjJyVwUShGHDu3BYGwnIyODEcMIO3a9gtLXzohOR2XlGc63VbDumvspKqgiJXUqat/TdLU7GRouJzMthd7+BpRKTzo7Brlq0Q20tVfip05ExGkC/FIJDZdht4UiFVt4d9v7zJq1gta2ciZNHdQ3nmGgX8rUqXGcPLUTqyUMkWSClzffgVOAzm4bcmkwebkL2L//VTy9KlGpohjWmUlKCScuJp+Ozi4Mo6Xs3PkKwcER6HVSHPazREcn0dvfjK9qKja7hAD/GVitRgoOvUv/wCBRkXF4KeIQXDXYbEaamqpRKMJJTslnZv5SRCIBsViESPTFR+PL3y83LtkZ4esQBIGa2hIMBj0KzxBmzsxHLBF4+pmHuOO2RymvOEjd2RJ0Wg+Gda2EhsSh07fzwp/+zM6PtuNw2Pj00z2IPbREhKVgswhMWCrQqBbS1nEKu7OTydEofNQTJMRno9Gosdr6mT3rJxQWbiM9LYf9B95n+rRr6Ol7j4mJEDy8ztHTZUImiyA3O4uxMStj4waCA9MZHK5FKtZgnKjAYnZgNvnhrRLR02XBT2PnpZc+ofLYGepOH8BHpaCraxiVysaM6dmsWnU/FRXb2LHjtzidqVhtrUgksXjIZKxefT19/Z14KdS0nG/jiSdew2DQUlJSgsEwhL+flCuvuhGV6utLcV0Oruh/j8vT4OMzR76crEUsXbyeOXPmIpVKqTpew7Irf4yXlwqxyJ8H7nmVe+6+n9mzrmBwsI2ZecuQyRSsXXsdra3NmKxGFPJU5s5aCwKova/A7jIh9exG5IwhPskfp+CipeUsPqp0WtobefedrQgigeLSzTicYxjH+/BTzyclaSZWM0RFzsFmdREVlcP4uA2nQ4zVMo7KOwyrdQiXKxJfdQBBYWJsVj1BIQ5E4jCefOrXnK5/DB9VAHqdCbFkGF+fWRw/foTnX7ib/n4jdkcA/gERREcvxTTpid2hZM/eT5BKfYmJzicnexZVVQUYjb20trYxMnKeddfe8Y1EACCTiTGbJ//Nd+774bKdEb6MYbSXwUEDKcmZaAfbcTpEhIfHAtDV3cqZM7XExibzyYHd1DYUEB+Tg48ygInJHkKCp3C04g0CAmJYtfIWnnvlxyhVfly39qfs2PUww8OeZE2fy6ihj/6hNra+XMbTzz6IVjvOkkULKCzcT0CwDx0dZwkJDkTm0cP4mBS7TYNULmXZkk30aatxOEKYmhnH+fPNdHR0ExWpprauAL3eQk5WDocKz5CXm40g2AgIUBMamsiOj57GZtHgdDoIDPIgLi6TiPB4ZDI/OjrOctddv6W2thip1J9jx47xyCO/vODC8W1jH8xmA3K5FxLJ5RGt99f8fyOEf0RB4ccsXbwakUhEVfUhdn1UhMbPg3vufpiKysN0dDSx8fqb+cMff4PTKUKtVjCkqyMvaz2bt/6aQP9g5J5mEHwYN/Yg9TCRFL+GlvM1dHa1kp62nOgob06fOYSfegYm63kcNimZGUvo6NyDwyFCQM7M/HnUVLWyYMECjh07gbeyn84OCw6nCX//EDQaKTf99+Ns2/42o4Z+xBIxg4PnEFwuNJpo7rrrV6SkzEIQXOzY8SpVVXXEx2nIyMzDy0vM8LCd5cvXfd/DfVFyea+AviFSserCmzE9fSplZWWo1SHU1zew8Ipl7BnX0dp2Hj8/FYJg587/+RXvv7+ZgX4d0ZHT6ekpJyMzEZUyhpY2B55yCWazjeiYTJBYWXBFFvv3HiElZQZOhyemXiNOp5yQYAUJCXdQXl5LVtY08nLnUn/qMY6UvofCO4bsrNvx9Cjl1KkT3LDx55hMBkbHdOgNo5gmwGQyovbzw2aRsXzFD6isLMdgmKClpYuAAC/0+gYee+wQCoU3AMXFRd/nMF/UXLZrhG+DydJ/wTHOYBjgBxs2sn79OmQyGXV1x1m0aDk+Pr6sWnkj4RGBiEQipmelM2Fu4J57HyQ+bi6pKctxOp3kZS/imaf30N9fj4+Pgo0b7sM4ZicxKZaE2JW0tVWg8VmMTB7Ix/u2UFlZTHRMGHK5iWNVu7jt1l+i9g1jeKie9vYa4uKnkZoWxdy5V9Df38vRslLUagm33343+bOmMDwoIJH4Ihb5EBiQSHt7L2p1MFKpkkcf/SMeHp9F1gmCi7S0769q5cWO2zT6El+2m80WPV6ef8lW3d7RSFtrD51dNWSkz2d0TI+30kJQcCwnqqoJDopk6dJVbH3td2g0YYSEKpGKJWgH9bzzzjsgGmb6tBXUn64FxGza9BB2uw25h5Oiom1MnXol5ZVvovTyQ63xRjcSQGioBrFYQlpaIkplNG+9tRUfX29GDYPcfPNP0fgp6OnWo1CIAQmdnR0EBauZN3f5Vzvo5m/iNo2+xJcXj38tAoC42DQkEhllZYfQqPvw9PRk3pwN7N69G4VXCAqF1+ftsj8vafWZsATBRWVlGQZDGOFhkXh6elB3+n20g2fZsP5OdDodhYX7mD59NmWlhWy86X/Z/fF+8vJSGNG1kpiQi8XiJDs7j/fe30Jvz3keeOAPpKdnABAbAwZDD2p1ONnZ+f+RsbqccAvhW+JyuXjr7ef5xS+exmKZRPi8mOGiRYu474FbWLF8NU8//Rti4/2BJReEJRKJCQoO4JrVV5KTk49MpsTl+gV79vyZx564g4y0xSQlZdDd1YNSJSIlJZcZMzopP3qCn/3sEXZ//Dqnahupra3D309CctIc/Py+aNlqNBdHQt1LEbdp9C156623SEpK+kpssSC4OFK6h/DwdBITEgHhC345guCgrb2ehPgvhjKazZMMDbfR3zfJmLENT08NExNWVq5Yy8GDBwgK9mDG9CsoLNzJ3LnL8PLywc2/HrcQvgVNTU00nqtk3Zqb/m6bEzVFZGct/Ked0woKCggM9KO9vZnUtHjS09xmzn8CtxC+IYIgcLapkox/YzXIsbERGhrOkp8/E5vNgpfXNzvxdfPdcQvhIsLhNCFCfFme3F7suIXgxg3uAzU3bgC3ENy4AdxCcOMGcAvBjRvALQQ3bgC3ENy4AdxCcOMGcAvBjRvALQQ3bgC3ENy4AdxCcOMGcAvBjRvALQQ3bgC3ENy4AdxCcOMGgP8LiQ8cAw4C9ZIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = KMST(num_neighbors=2).fit(D).umap()\n", "draw_umap(p, color=LZ[:, 0], name='spiral_gap', alg=f'kmst_2')\n", "draw_force(p, color=LZ[:, 0], name='spiral_gap', alg=f'kmst_2')\n", "draw_graph(p, D[:, 0], D[:, 1], color=LZ[:, 0], name='spiral_gap', alg=f'kmst_2')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "123 ms ± 2.66 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%%timeit\n", "p = KMST(num_neighbors=2).fit(D).umap(transform_mode='graph')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Approximate $k$-MST\n", "\n", "An approximate $k$-MST version is quicker on datasets with many dimensions, not necessarily this dataset." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = KMSTDescent(num_neighbors=2).fit(D).umap()\n", "draw_umap(p, color=LZ[:, 0], name='spiral_gap', alg=f'kmst_descent_2')\n", "draw_force(p, color=LZ[:, 0], name='spiral_gap', alg=f'kmst_descent_2')\n", "draw_graph(p, D[:, 0], D[:, 1], color=LZ[:, 0], name='spiral_gap', alg=f'kmst_descent_2')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.1 s ± 94.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%%timeit\n", "p = KMSTDescent(num_neighbors=2).fit(D).umap(transform_mode='graph')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Noisy MST\n", "\n", "The $n$-MST behaves similarly, but the noise can introduce shortcuts." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = NoisyMST(num_trees=2, noise_fraction=0.6).fit(D).umap()\n", "draw_umap(p, color=LZ[:, 0], name='spiral_gap', alg=f'nmst_2')\n", "draw_force(p, color=LZ[:, 0], name='spiral_gap', alg=f'nmst_2')\n", "draw_graph(p, D[:, 0], D[:, 1], color=LZ[:, 0], name='spiral_gap', alg=f'nmst_2')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "182 ms ± 2.45 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%%timeit\n", "p = NoisyMST(num_trees=2, noise_fraction=0.6).fit(D).umap(transform_mode='graph')" ] } ], "metadata": { "kernelspec": { "display_name": "work", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 4 }