diff --git a/doc/notebooks/diversity_subsect_selection_synthetic_data.ipynb b/doc/notebooks/diversity_subsect_selection_synthetic_data.ipynb index b7de5a7c..a521cb5c 100644 --- a/doc/notebooks/diversity_subsect_selection_synthetic_data.ipynb +++ b/doc/notebooks/diversity_subsect_selection_synthetic_data.ipynb @@ -1,6 +1,7 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "id": "bc778cac", "metadata": {}, @@ -9,14 +10,16 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "073d04b2", "metadata": {}, "source": [ - "In this tutorial, we are going to show how the `DiverseSelector` work with 2D synthstic data. Eech axis represents one feature. For each example, we will have two different synthstic datasets where the first one can be seen as randomly generated data points and the latter generates data points beloing to different clusters. By using 2D feature data points, it makes visualization easy." + "In this tutorial, we are going to show how the `DiverseSelector` work with 2D synthetic data. Each axis represents one feature. For each example, we will have two different synthetic datasets where the first one can be seen as randomly generated data points and the latter generates data points belonging to different clusters. By using 2D feature data points, it makes visualization easy." ] }, { + "attachments": {}, "cell_type": "markdown", "id": "edfc38fb", "metadata": {}, @@ -26,77 +29,72 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 23, "id": "6b21c8c6", "metadata": {}, "outputs": [], "source": [ "import DiverseSelector\n", - "from DiverseSelector.test.common import generate_synthetic_data\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import pairwise_distances\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 24, "id": "12c42ad7", "metadata": {}, "outputs": [], "source": [ - "coords, class_labels, arr_dist = generate_synthetic_data(n_samples=100,\n", - " n_features=2,\n", - " n_clusters=1,\n", - " pairwise_dist=True,\n", - " metric=\"euclidean\",\n", - " random_state=42)\n", + "# Generate synthetic data using make_blobs 100 samples, 2 features, 1 cluster\n", + "coords, class_labels = make_blobs(n_samples=100, n_features=2, centers=1, random_state=42)\n", + "arr_dist = pairwise_distances(coords, metric=\"euclidean\")\n", + "\n", + "# Generate synthetic data using make_blobs 100 samples, 2 features, 3 clusters\n", + "coords_cluster, class_labels_cluster = make_blobs(\n", + " n_samples=100, n_features=2, centers=3, random_state=42\n", + ")\n", + "arr_dist_cluster = pairwise_distances(coords_cluster, metric=\"euclidean\")\n", + "\n", "\n", - "coords_cluster, class_labels_cluster, arr_dist_cluster = generate_synthetic_data(n_samples=100,\n", - " n_features=2,\n", - " n_clusters=3,\n", - " pairwise_dist=True,\n", - " metric=\"euclidean\",\n", - " random_state=42)\n", "def graph_data(coords, selected=None, reference=False):\n", " plt.figure(dpi=150)\n", " plt.scatter(coords[:, 0], coords[:, 1])\n", " if selected:\n", " for i, mol_id in enumerate(selected):\n", - " plt.scatter(coords[mol_id, 0], coords[mol_id, 1], c='r')\n", - " plt.text(coords[mol_id,0], coords[mol_id,1], str(i+1))\n", + " plt.scatter(coords[mol_id, 0], coords[mol_id, 1], c=\"r\")\n", + " plt.text(coords[mol_id, 0], coords[mol_id, 1], str(i + 1))\n", " if reference:\n", - " plt.scatter(coords[0, 0], coords[0, 1], c='black')\n", + " plt.scatter(coords[0, 0], coords[0, 1], c=\"black\")\n", " plt.show()" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 25, "id": "0ae728a4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -106,6 +104,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "ff524176", "metadata": {}, @@ -114,6 +113,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "38c88220", "metadata": {}, @@ -123,60 +123,57 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 26, "id": "27e5864f", "metadata": {}, "outputs": [], "source": [ "# MaxMin method\n", - "from DiverseSelector.selectors import MaxMin, OptiSim, DirectedSphereExclusion, GridPartitioning\n", + "from DiverseSelector import MaxMin, OptiSim, DirectedSphereExclusion, GridPartitioning\n", "\n", "# diverse subset selection from randomly generated data points\n", "selector = MaxMin()\n", - "selected_ids1 = selector.select(arr=arr_dist, num_selected=12)\n", + "selected_ids1 = selector.select(arr=arr_dist, size=12)\n", "\n", "# diverse subset selection from data points with obvious patterns (different clusters)\n", "selector = MaxMin()\n", - "selected_ids2 = selector.select(arr=arr_dist_cluster, labels=class_labels_cluster, num_selected=12)" + "selected_ids2 = selector.select(arr=arr_dist_cluster, labels=class_labels_cluster, size=12)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 27, "id": "76e8e320", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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F0kFJq+VLRN4I8h7nSnpJ0vvW2oFB9qfJl7BcL1/Pijr/8bOtte5ayR55/fK8vLy88vJQbTIAJEq4omxJ6txJyju+l7IyOutAY1PIm/hrHi1xVWMQidsvGh7RUq1uVNU0uEpS3PJ93t4mNtWbt6vX8KFKb6PQu6XGTp312aYtys7NaftgAEBI+fn5qqioqAi1mmo4MUswOgISDCA5RVKUHUrrG+HLHn5d63Z86n2Qks4amq2/3FAYk2sniteJTemkIhW8uKjNPhiB/SWTilS47CmX0QMAAqJJMJJlFSkAcCXYFKjPDjRq/a7PXF2vsclqQekOba2q1fzrC6LuEyFJDR9vVv32dWr4aJMOfrhJTbW+FY5GPfRa1NdONsGa8UVj5KJ5Kh+zVflhOnlLvuSifOgonbZonifvCwBwjwQDQEpqawpUtEq27dWcpRWul2Ft6bM3/qYDlauP2u5F8hJr0dawRCuzZ5Zy176qkqLrdMbyZ4JOl2rs1FlvXjBFpy2ap8webReGAwBiK/n/dQOAVqKZAuVEcdlO/eO7Ex33l2gt4/iT1aX/QHU5bqgyjh2mXb+/XmpqjLrJXSy11Vjwvhc3eV4sHkpmzywVLntK1Vt2aPPc+9V91WvqcqBOB7t2V934iRoy6zYVUnMBAEmDBANAyvG8L0UIjU1WK97b7bgJXmu9xhUF3R5tk7tYiSSBaz2VLNZJhiRl5+Yomw7dAJD0kqkPBgC0KRZ9KcJZvXWPo/4STsRjipEbThK4wFQyAAACSDAApJRY9aUIpbbhUERN8JzoZKK/Rqy4SeCKy3aqqqYhRhEBAFINCQaAlBKPqVEtBQqxA03w3vjxBfrOublhl0wNpXMneZakxIqbBK6xyWrhWvdTyAAA7QsJBoCUUtsQedM1L7QuxO7fI0Pdu6TJzRjKt87O1dypI7wJLEbcJnCrt+7xOBIAQKoiwQCQUuK5tGt6mglaiO32JnzDB+56c8ST2wQu3okfACB5sYoUgJTiRV+KSBWNDt7rIdzNdHbdPl359jIV7nxHWQf3q7ZLN63OGaGFIyeptqF3DKP1htsEzuvEL9H9NwAA7pFgAEgp08YOiLovRSQKB/XV7Ml5QfcFu5nOaGzQ7OV/VNGG5erSqhnc2dvX6XuvPalnR1+k+mv+HpN4veI2gfOqp0cy9d8AALhDggEgpRzTI9NxX4qRJ/ZSr67pqm04pK7paaptOKSKDz/Xoeajk5T0NKOvjDxeA/t20zf/vDbo0/PWN+EZjQ2a/9Rsjdv5TsgYujQf0mVrnlX56LPCxproJ/duErhQU8mcStb+GwAAZ0gwAKSc2ZPztbWqLqJaiMJBfYPeiFbVNGjh2p1avXXP4Rv50Sf10fbq/Xp2/Ydhn55fP/Ek3fPCJln/IbOX/1Hjdr4jK4VdXcpKyq9cJ9vp6PK3ZHly7yaBCzWVzCk3/TeSvWgeADoiY2381pNvb4wx5Xl5eXnl5eWJDgXocHw35BUqLgu+rGp6mnF0Qx7J0/OAHpmdVVPvmwbVv3afXv+/646aFhVOpqQGSYHfv07eO1TC1Fo0IyGxiKctu2vqNeHOFY5HTt748QXUZABADOTn56uioqLCWpvv9FxGMACkpEBfipmThh01EuFmSpGTp+eB5EKSpq1f1mZy8aykX7b4/qD/ddy4cZKknXv3q/G0qeqWO7bN927ryb0XIyGBxoJeJnBtiab/xi3nDYn6/QEA3iHBAJDS+vfI0C3nDYnqJtNN9+qAwjB1FwFVkkqCbC8p+WJrv6EXRPyexWU7NXPSsKMSKC9rGLxO4NoSTf8NEgwASC4kGAA6PDdPzwOyDu5v85hr/V8tbRyUr+Fb39GDKyp197JNjt4z1JP7WNQweJHARYL+GwDQfpBgAEioRK+aJLl/ei5JtV26uTqvIbN7VO/d+sm9m1GYUCMhiZAs/TcAANHjNzOAhEiWVZOk6J6Clww4VWdvX+f4vLdzT9PIKN679XmpXsOQ6P4bAADvHL1WIgDEWKBWYEFp6JviQK3AjMdKVd/YFNN4onkKvnDkl3Swk7PzD3bqrAcHn62qmgbPnty7HQl5Y3N8uqK3ZdrYAUpPC7fI79G86r8BAPAWCQaAuHNTK1BV06AHV1TqmkdLdNnDr+uaR0v00EubVVXTEHU8hYP6uj63KquPikf4CrTbGj8I7C8ecaE+6dpHC9fudP3erZ/cux0JeXvXpzFP4CIR6L/hhFf9NwAA3iLBABBXbmoF/rZmh8bPXa67l23SyspqrdvxqVZWVuuu5zfqzDuXa9biDVHdJLt5et7SnAu+pdUDTg3bZE/yNeFbPeBUzbnwW5J8dRRePbl3OxJS2+DrJ5IMZk/OjzjhKhzUV7Mn58U4IgCAGyQYAOLKTa2AtdKh5thNpXLz9LylhvQMzbhijp487eKQ06UOduqsJ0+7WDOm/UINnbtI8o06ePXkPppRmOKynZ6MBEUr0H9jekFOyKQrPc1oekGOJ839AACxQZE3gLiKZsWmtq4bybKrocyenK+tVXWOO3kHNKRn6CcXf1f3nvV1TVv/gsbt2KCsg/tV26WbVueM0MKRk1Tdvc8R5wRGHZy8d6gn99PGDtD9yytdLbebTMXe8e6/AQDwnrHW3drvkIwx5Xl5eXnl5eWJDgVIGZc9/LrW7fg0JtdOTzN648cXuL4B9a1s1Xb36h9fPFx3Prcx5HGRuv2i4Ydv6iN973Cras1avF4LSne6iuWsodn6yw2Frs4FALQ/+fn5qqioqLDW5js9lxEMAHEVy74F0T6Jd/L0vOVxr26qUum2vW0WebfUuo7Ciyf3syfna+nbH6q2wflUMRrWAQC8QoIBIK7c9juIVOsGdG5E2r265XFORw9CrYAUTefszPQ0jTyxt97YssfxuTSsAwB4hX9RAMRVNLUCkUjUk3gv6iiCcdrp/Mzcfq4SDBrWAQC8wipSAOIq2hWb2pKoJ/Fer4BU39ikWYvX68w7nS3PS8M6AECiMYIBIO6cPO13KpFP4r1aASnQ6Tzc5xNYnndrVe0RCUsggfNiuhYAAG6wilQUWEUKcK+tVZM6d5Kare8rUuFWkXI61SiRnNZzTC/IOWJ53kgSlIDCQX3pKQEAOEo0q0iRYESBBAOIXlVNQ8in/fe+sDGqG20pkMiUq7hsl+vlX+Npd029Jty5wlGNSrDEyotlb1tLpSQNABAdEowEIcEAYivaJ/Gp+CT/wRWVunvZJsfnteyp0VK4BC7SpCDVkjQAQPTogwGgXQoUTrt9Ej9naXnEdR7RdgL3itu6lFDL80az7K0UXT0IAKBjIsEAkNTcFk7vrqlXcdkuR+9VXLZTMycNS+h0H7fL7MZqed5UTNIAAIlFggEgJTh9Er9wTfARj3Aam6yKfv+G+nbvkrD6ArfL7MZied5UTdIAAIlFHwwA7ZLbqUbv79kfUb+JWCkc1NfVeZ8daPQ8RrdJ2sK1kRfmAwDan6RJMIwx5xpjbARfP4vwetvbuM7Jsf6ZACSOV1OGAvUFMx4rjUuS4aZRniSt3/WZ5zFGUw8CAOi4kmmK1MeS5ofYlybpav+fVzq8bqhrfubwOgBSiNdThuJVX+CmUV5AuBj37NmjU045RVVVVcrNzdXmzZvbvF6y1YMAAFJD0iQY1tr3JF0bbJ8x5svyJRg7Jb3s8LpBrwmgfSsc1FcrK6s9vWa86gui6XQeKsbvf//7qq529nkkUz0IACB1JM0UqTYERi/+amncASACbqcahROv+oLA8rwjT+zl+NxgMS5fvlzz58/XN7/5TUfXclsPMm5wP1fnAQDah6RPMIwx3SVd6v/2L4mMBUDqCEw18lq86gsy09PUq2u6q3NbxnjgwAF9+9vfVl5enn7wgx84uo6bJC09zWjamAGOzgEAtC9Jn2BImiqpu6R11toKpycbY243xvzeGHO/MeZbxpj+3ocIIBnNnpzv+il8KPGsL4i2BqKqpkFfu/42bdm6VX0vukU/XPyOJKmpObKBYDdJWtHo+C7rCwBIPqmQYASmR7kdvfiNpG9LulXSHyRtN8Zc7+QCxpjyYF+Scl3GBCAOAlONphfkeDZdKp71BW7fq2t6mmYtXq/RMx/RiwsfU/dTL9TOLidpzfZ9kqQPPj0Q8dK7TpK0wkF9NXtynquYAQDtR1InGMaY4yRdIKlJ0gKHp/9DvtGPkyR1k3SqpHslZUh6xBhzaZhzAbQTgU7gb/z4At1+0XCdNTRbo3J666R+3VxdL571BW5HX3bu3a8nS97XJ8/er04Z3dXnvOuO2G+tIl56N5IkLT3NaHpBjuZfX6DM9DRXMQMA2o9kX+pjunxL1D5nrf3YyYnW2ltbbSqX9H1jzHuS/ijpfyUtifBa+cG2+0cxeFwHpIDWncB319Rrwp0rHDWSi3d9wbSxA3T/8kpHMRoj7dx3QDVlS3Xwo0r1u+R7SuvaM+ixkS69G0jSZk4apoVrd2r11j2qbTiUsG7nAIDkluwJRrTTo4J5VNIdkoYbYwZaa7d7eG0AKcJNv4l41xe46olhpUOf79anK59QxoBTlTXiwrCHO1l6t3WSBgBAMEmbYBhjTpE0SlKtpGe8uq61ttkYs0XSMZKOk7Tdq2sDSC1O+k0kqr4gkhiz6/bpyreXqXDnO8o6uF/f3feRPm5s0JCzr1FtG9cPLGtL0gAA8ErSJhiSrvG/LrbW7vf42n38r3UeXxdACgnUF8xZWqHisp1BpyKlpxkVjR6g2ZPzElJfEC7GjMYGzV7+RxVtWK4uzV+sOLVKUm9J/f76IzV376PtfY5XszGyhxolSU21e/Txkz+WJPX/2o+0euseEgwAgGeSMsEwxhhJV/m/9bT3hTEmX9JwSfslvefltQGknlSoLwgWY/1ntfrhA7M09v0NQc/5VNKrklS3z/fVgj10UA07fUvW2qaDcV16FwDQ/iVlgiHpLPlWf/pA0opQBxljvivpu5KettbOarH9Ekn11toVrY4fKelvkoykR6y1B2MQO4AUlAr1BS1jLJ1UpLHvb5CV7xdaS7bVn42kJ0+7WD8cf4U++P0N6tz7OJ3w7T8dPiaeS+8CANq/ZF2mNlDc/aS1tjnMcdnyjUYc12p7gaTlxpjtxpglxpgFxpgSSWWSTpH0sqQfexwzAMRF9ebtGrXCtwheW909AvuLNryoPvs/C3pMPJfeBQC0f0n32MoYkyGpyP/tEy4v87ykAZLGSpogqZekzyW9Jumvkh631rbdYQoAklDl3Ac0vtnZtKYuzYf0lfde0zuttsd76V0AQPuXdAmGtbZBUkTdpay1P5f08yDbV8lX5wgA7U7W6tddnTfqg6PLzuK99C4AoP1LugQDABBelwPuFsAbapt00o/+efj7RC29CwBo30gwACDFHOza3dV5tV26SZI6GenKsTkJW3oXANC+kWAAQIqpHTdBqih1fN7qnBHqZKR/3XqWTj6uZwwiAwAgeVeRAgCEMHTWrWrs5Oz50MFOnbVw5CRdOTaH5AIAEFMkGACQYrKHDNS68y+VdGTPi2AC+4tHXKjcU3OpuQAAxBwJBgCkoJGL5ql86KiI+mCsHnCq3vnhLzT/+gJqLgAAMUeCAQApKLNnlnLXvqqSSUUhp0sd7NRZz034mk4seUW/vmosyQUAIC4o8gaAFJXZM0uFy55S9ZYd2jz3fnVf9Zq6HKjTwa7dVTd+oobMuk0X5+YkOkwAQAdDggEAKS47N0fZj9yT6DAAAJDEFCkAAAAAHiLBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAniHBAAAAAOAZEgwAAAAAnkmqBMMY87Ixxob5utjh9foYY+43xrxvjGnwv95njOkdox8BAAAA6NA6JzqAEBZJqg2y/YNIL2CMyZa0StIQSVslPSMpX9Jtkr5sjBlvrd0bfagAAAAAApI1wfiBtXZ7lNe4T77kYrGkK621hyTJGPOApP+SdK+ka6N8DwAAAAAtJNUUKa8YY46TNF3SQUk3B5ILv9slVUm62hhzTCLiAwAAANqrdplgSLpYvp9tpbX2k5Y7rLUNkpZKSpN0SQJiAwAA6LBefvllGWPa/PrFL36R6FDhUrJOkbrBGNNPUrOkTZKesdbucHD+af7XN0Psf1PS9ZJGug8RAAAATh177LGaMWNG0H1NTU164oknJElnnXVWPMOCh5I1wfifVt/fbYz5pbX2lxGen+N/3RVif2D7SZFczBhTHmJXboTxAAAAQNLJJ5+sefPmBd3373//W0888YQGDBigc889N65xwTvJNkXqVUnXyHfj3k3ScEn/LemQpF8YY26L8DpZ/tf9IfbX+V97uIwTAAAAHguMXnz961+XMSbB0cCtpBrBsNb+rNWmTZJ+bYxZK+l5ST83xvzRWnsgznHlB9vuH9nIi2csAAAA7VFdXZ2WLFkiSbrmmmsSHA2ikWwjGEFZa5dJWiupt6TCCE4J9NDoFmJ/d/9rTXSRAQAAwAuLFy9WXV2dRo0apbw8nt+mspRIMPwq/a/HRXBsoCD8xBD7A9vfjyoiAAAAeCIwPYrRi9SXSglGH/9rXdijfN72v54RYn9g+/qoIgIAAEDUPvroIy1fvlxpaWmaPn16osNBlJKqBiMUY0x/SYG1ykItPdvSc/ItcXuWMeYYa+3uFtfKkDRZUpOkf3kdKwAAAHyqt+xQ5a/vU9bq19XlQJ0Odu2uuvETNWTWbcrOzTl83IIFC9TU1KSLL75Yxx57bAIjhheSZgTDGHOmMWaKMSat1faBkp6Wr27iH9baXS32fdcY854xZm7Lc6y1H0laIKmLpIeNMS0Tqd9I6i/piZaJBwAAALxR/3mtSicVqdewXI1/7LcaUVGq4dvKNaKiVOMevVe9huWq5EtXqL7GNzGF6VHtSzKNYAyT9Likj40xb0r6VL4+FaMlZUoql/TNVudky7eUbbC6jO9JGifpcknv+Veiypd0qnz1HDM9/wkAAAA6uPrPa7VlzNkqqFwX8pj05kMqfKFY5aO3qPGvf9S6deuUlZWlKVOmxC9QxEzSjGBIKpH0f5I+lDRW0jT5koG3JH1f0lgnIw7W2mpJBZJ+J99IxmWSekl6QFKBtXavl8EDAABAWn/5tcqvXCfbxnFWUn7lOt037WpJ0tSpU9WtW6gFQJFKkmYEw1r7rqSbHZ7zc0k/D7N/r6Rb/V8AAACIoerN2zVqha+XRVtt8ox8ScbL2zdKYnpUe5JMIxgAAABIYZVzH1B686GIj18pX8+A/t2ydP7558csLsRX0oxgAAAAILVlrX7d0fFP+F+/0jVLnTpF/ty7qqZBf1+zQyXb9qq24ZCyMjpr3OB+mjZmgPr3yHAUA7xHggEAAABPdDkQSbsynwZJxf4/X5bZPaJz6hubNGdpuYrLdqmx6cgqj5WV1brvxU0qGj1AsyfnKTM9LcRVEGtMkQIAAIAnDnaNLFGQpAxJe+WrwxjUq1+bx9c3NmnGY6VaULrzqOQioLHJakHpDs14rFT1jU0RxwJvkWAAAADAE7XjJrg6r278xDaPmbO0XCXbIlsEtGTbXs1ZWuEqFkSPBAMAAACeGDrrVjV2cjYDv7FTZw2ZdVvYY3bX1Ku4bFfYY1orLtupqpoGR+fAGyQYAAAA8ET2kIFad/6lkhRRHwxJevOCKcrOzQl77MI1oadFhdLYZLVw7U5H58AbJBgAAADwzMhF81Q+dFREfTDKh47SaYvmtXnNSKdGtbZ66x5X5yE6JBgAAADwTGbPLOWufVUlk4pCTpdq7NRZJZOKlFu2Upk92i4Mr22IvLeGF+chOixTCwAAAE9l9sxS4bKnVL1lhzbPvV/dV72mLgfqdLBrd9WNn6ghs25TYRvTolrKynB3y+r2PESHTx0AAAAxkZ2bo+xH7on6OoWD+mplZbXj88YNbnv5W3iPKVIAAABIatPGDlB6WltVHUdKTzOaNmZAjCJCOCQYAAAASGrH9MhU0egTHZ1TNHqA+vfIiFFECIcEAwAAAElv9uR8FQ7qG9GxhYP6avbkvBhHhFBIMAAAAJD0MtPTNP/6Ak0vyAk5XSo9zWh6QY7mX1+gzPS0OEeIAIq8AQAAUlBVTYP+vmaHSrbtVW3DIWVldNa4wf00bUz7nRqUmZ6muVNHaOakYVq4dqdWb93TYX72VGKsddYVEV8wxpTn5eXllZeXJzoUAADQQdQ3NmnO0nIVl+0K2t06Pc2oaPQAzZ6cx1N8uJafn6+KiooKa22+03MZwQAAAEgR9Y1NmvFYadjO1o1NVgtKd2hrVS1ThZAQ1GAAAACkiDlLy8MmFy2VbNurOUsrYhwRcDQSDAAAgBSwu6ZexWW7HJ1TXLZTVTUNMYoICI4EAwAAIAUsXLMzaM1FOI1NVgvX7oxRREBwJBgAAAApINKpUa2t3rrH40iA8EgwAABAyqmqqtIPfvADDR8+XF27dlXfvn11xhln6Pbbb090aDFT23AorucBbpFgAACAlFJWVqZTTjlF99xzj9LT03XppZdq3Lhx2rt3r377298mOryYycpwt/in2/MAt/gbBwAAUkZVVZUuvvhiHThwQEuWLNHXvva1I/aXlpYmKLLYKxzUVysrqx2fN25wvxhEA4TGCAYAAEgZs2fPVnV1te66666jkgtJKigoSEBU8TFt7AClpxlH56SnGU0bMyBGEQHBkWAAAICUcODAAT3xxBPq3r27rrvuukSHE3fH9MhU0egTHZ1TNHqA+vfIiFFEQHBMkQIAAClh7dq1qqmp0cSJE9W1a1f9+9//1gsvvKD6+noNGzZM06ZN0/HHH5/oMGNq9uR8ba2qi2hFqcJBfTV7cl4cogqvqqZBf1+zQyXb9qq24ZCyMjpr3OB+mjaG5Ke9IsEAAAApoaLC15X6mGOO0ZQpU7RkyZIj9v/kJz/Ro48+qunTpycivLjITE/T/OsLNGdphYrLgvfFSE8zKho9QLMn5ykzPS0BUfrUNzZpztJyFZftOirOlZXVuu/FTUkRJ7xHggEAAFLCvn37JEn/+Mc/lJaWpoceekhXXHGF9u/frwcffFB33323ZsyYoVNOOUWnn356YoONocz0NM2dOkIzJw3TwrU7tXrrnqQbGahvbNKMx0rDjrQ0NlktKN2hrVW1mn99AUlGO0KCAQAAUkJzc7Mk6dChQ/rVr36lm2+++fC+u+66S++//76eeuop3XXXXfrrX/+aqDDjpn+PDN1y3hDdct6QRIdylDlLyyNuDFiyba/mLK3Q3KkjYhwV4oUibwAAkJSqt+zQqhtmakN+oTYOPlWfP/CHw/uCFXkHtr3yyitxixFH211Tr+KyXY7OKS7bqaqahhhFhHhjBAMAACSV+s9rtf7yazVqxRKNb/6iC/V4/2s3SVu/frN6LJqnzB7dD+8fOHCgJGn37t3xCxZHWbgmeG1IOI1NVgvX7kya0RgK06NDggEAAJJG/ee12jLmbBVUrjtq3yj/6wFJp79QrM2jtyh37avK7JklSdq71zclJysrK07RIphIp0a1tnrrnoQnGBSme4MpUgAAIGmsv/xa5VeuU7Dn3zmSTpNkJb0sKb9ynd4u+mKqVGBq1KhRo4KcjXipbTjU9kEenueVQGH6gtLQIzCBwvQZj5WqvrEpzhGmDhIMAACQFKo3b9eoFb6lZ0P1q/6h//V2SR9JOmP5M6reskNvvfWW7rnnHknSTTfdFOtQEUZWhrsJMm7P84qbwnQElzQJhjGmmzFmijHmUWPMRmNMvTGmzhjztjHmZ8YYR+Odxpjtxhgb5uvkWP0sAADAucq5Dyi9OfxT7KskzZC0QVKepCnNh3TxWRM1btw47d27V9/85jd1xRVXxCFahFI4qK+r88YN7udxJJFLhcL0NWvWHG4mmZ6ert69e+uss87S448/Lmud1bzEWjLVYFwl6U/+P78r6R+Seko6U9IcSdONMedYa51Wbs0Psf0zV1ECAICYyFr9ekTHPS5pgqQ/yDdVyn78gc4YV6hvf/vbmjFjRuwCbGdiVcg8bewA3b+80lGhd3qa0bQxA1y/Z7SSvTB90aJFuvLKK9XU1KQzzjhDZ511lqqqqrRy5Uq99tprevHFF5NqaeZkSjAaJf1R0n3W2ncDG40xx0l6Vr7arvvkS0QiZq291rsQAQBArHQ5UBfRcUbSN/1fkrRx4Cka/sYbsQoroWKRBMS6kPmYHpkqGn2iFpTujPicotGJXZ0pmQvTDx06pJtvvllNTU3661//qquu+uJW+N1339XEiRP15JNP6sYbb9R5550X01gilTQJhrV2voKMNlhrPzLG3CLpDUlTjTFdrLUH4x4gAACIqYNdu7d9kIfnJbNYJQHx6rA9e3K+tlbVRXTjXjior2ZPznP8Hl5K5sL09957T7t379bw4cOPSC4k6ZRTTtHVV1+tBx54QGvWrEmaBCNpajDa8Lb/NUNS4iboAQCAmKkdN8HVeXXjJ3ocSWLFcjUjLwuZq2oa9OCKSl3zaIkue/h1XfNoiR56abOqahqUmZ6m+dcXaHpBjtLTgpfsp6cZTS/IcZ3EeCmZC9MzMiIb2enXL3lukU2yFYUEY4w5Vb56rkZJPay1bVbUGGO2SzpJvgUnciU1SCqX9LS1tsqjuMrz8vLyysvLvbgcAAAdWvXm7eo1fGibhd4tNXbqrM82bVF2bk4MI4uvWYvXO5peNL0gR3OnjmjzuN019Zpw5wrHtRFv/PiCw9OXqmoa9MTq7fr7mp365POGoMsJp6eZI0ZXqmoatHDtTq3euifhTetCTTmrrT+k/3tli+Pr3X7R8JhPkWpqatLw4cO1ZcuWkFOkrLXavHmz+vZ1V2AfTH5+vioqKiqstflOz02VBONPkm6UtNRa+7UIz9kuX4LR2n5J/2WtfcyDuEgwAADwUOmkIhW8uEhWoZeqlXR4f8mkIhUueyo+wcWBF0lAKA+uqNTdyzY5jun2i4brhomDNGdpuZ5au1OHmiM7r3BQ36QYnZDCTzmTpM6dpGbr+4pUpJ+7F15//XV99atf1aeffqozzjhDQ4cO1e7du7Vy5Url5eVp3rx5nvd/iSbBSJoajFCMMZdIukG+0YufOjj1H5JeklQmqUrSYEnXS7pN0iPGmD3W2iURxhAqg8h1EA8AAGjDyEXzVD5mq/KDdPJuyUgqHzpKpy2aF5e44iWWqxm5LWR+fXO1Xt1U5fj8wBSrSEZXYrWilRRZ3UmkSVNL8SxMnzBhgl555RVddtllevPNN/Xmm29Kkrp06aJJkyZp8ODBcYkjUkldg+HvVfGEfL9HbrfWvt3GKYdZa2+11j5trd1hrT1grS231n5f0nf81/vf2EQNAADcyuyZpdy1r6pkUpEaOwV/DtrYqbNKJhUpt2ylMnu0rwLvaFYzaovbguSNH9e4jqutXhH1jU2atXi9zrxzue5etkkrK6u1bsenWllZrbue36gz71yuWYs3RNU120ndSaRiWZhevWWHVt0wUxvyC7Vx8KnakF+oX5z3FRWMLdCAAQNUUlKi2tpabdq0Sddee63uuecenX/++WpoiF9PjrYk7QiGMeYESc9J6iPpXmvt/R5d+lFJd0gabowZaK3d3tYJoYaG/CMbiV32AACAdiazZ5YKlz2l6i07tHnu/eq+6jV1OVCng127q278RA2ZdZsK21HNRUuxXM3IbUHy3jr3i3e2HF0599xz9corr4Q89pgr5qjr4NFHnR/NilZuGuh1MlInY3QoyHyp1vUlXqr/vFbrL79Wo1Ys0fgWdUiVku6okI6RNLtTH408JV+Z3btr6NCh+sMf/qAPP/xQ//znP/XYY4/pO9/5jqcxuZWUCYYxpq+kZfLVUDwu6QdeXdta22yM2SLff6fjJG336toAAMA72bk5yn7knkSHEVexXM2ocFBfraysdnztaKt1W/eKuPzyy5WVlaWy9/dpW/UXvU/SeoReBcnJdKuW3Ew5a7bSTecMVveMznErTK//vFZbxpytgiBTA/8mX53AxZLOe+kZlY8+S7lrX1VmzyxJ0rRp0/TPf/5Tr776KglGKMaYLEn/lm9kYLGkb1rvK9H7+F8j6+gDAAAQgWhrCdwmAeMGt71EqZsO20bRJxitR1fuvvtudet3rCbcuULZDmIpLtupmZOGObrBdzs1asMHn+kvNxTGpUu3JK2//FoVVK4LurhBYPyll3z/LfIr16mk6LrDixv06tVLkrRv3764xBqJpKrBMMZkSFoiqUDS85KmW2vdT7oL/h75kobLt5rUe15eGwAAdExe1RJMGzsgZN+IUNLTjKaNGdDmcYEO2070zeri6Phggo2uRFPM7kQyN9ALqN68XaNW+NYdCvZf/lj/69oW+89Y/oyqt+yQJK1Zs0aSNHDgwFiG6UjSJBjGmDRJCySdL2mlpKltdew2xnzXGPOeMWZuq+2XGGPOD3L8SElPyfff5xE6ggMAgJbCNY8LxcvGeG6SACerGc2enK/CQZH1Sigc1Fcn/0cPR7EEE2x0JZbF7C0lcwO9gMq5D4Tt/XKp//VVSf/n/3N68yFtnnu/Vq9erd/+9reSpKKiopjG6UQyTZH6rqTL/H+ulvSwMUEz+B9YawNjh9nyjUYc1+qYAkmzjTHvy9cFfL98y9SeId/P/LKkH3sZPAAASF3h+iSsrKzWfS9uClnc66Y7drhagtmT87W1qi6iazpdzSjQYXvO0goVlwVPiFoWMj+ycqte3+Lspr71tVqPrjz66KN6/ZV3tLeuUZ37nKBuw8apc89jIrqe05GFWE4580rW6tfD7j9DvmLkuyXdLOkh+eoINj/5R739+H1qbm7Wt771LV144YUxjzVSyZRg9Gnx58tCHiX9XL4EJJznJQ2QNFbSBPmmrX0u6TVJf5X0uNdTrwAAQGqKpE9CqNWM3KxS1FYtgdMkwOlqRpnpaZo7dYRmThrWZoftaWMH6N4XNjlqQNdSsNGVO+6444jv9730mHqdeaV6T5je5vWcjiy4qTuJdMqZV7ocaLsk+C5JZ0r6vXwN3jZK6t5wQOecc46++c1vavr0tj+7eEqaBMNa+3P5koeoz7HWrpK0yoOwAABAOxfNCESsGuM5SQLc6t8jQ7ecNyRsHMf0yNTXTjtez7z1oePrn5HT+4jRlbPPPls33nijRo8t1PVPbdaOHTu1f+Pr+uyNv+uz1/6qThnd1HPMpWGu6HxkITDlbEFp5LUb8WygJ0kHu0bWy+UyHfkEfsPJozVixYqYxBStpKnBAAAAiDe3IxCBmoxY1xIEkoC/3FCop2+ecHhlo3jeAN95+UjH7zeqS72+v6ZYlaefebhZ3CUf1uni8Wfrz+UH9FFts9L7nqBe46ep/9T/liR99tqTam4MXevidmTBad1JrBrohVI7boKr8+rGT/Q4Eu+QYAAAgA4r2tWMUmGVomhlpqfphf93to6JIMnIaGzQvS8+pL//6j81Yd59GlFRquHbyjWiolTjHr1XPYflasQvf6SMQ1+ss9N10BnqcuxQNTfU6eBHG0Ne2+3IQmDK2fSCnJArdKWnGU0vyHHVzC9aQ2fdGrJrfSiNnTpryKzbYhRR9JJmihQAAEC8RTMCcct5Q5JulaLWfTi6pHVSeppRY5PVwaZm11Osenfrold/eJ5mLd6gJW99ELQmo3tTg/68eI5Gb18f8jpdmg/pqree0+A9uzTjijlqSPfF0LnP8Tr4caWaaoP3cjixT9eoRhbiMeXMrewhA1V6/qUqeHFR0D4YLQX2v3nBlKTuZk+CAQAAOqxoRyCSZZWicKtgtdbWqlihZKan6bdXnq6fXHJK0Jv0UXf8SKO3r4/oJnncznc0e/mf9JOLvytJaq6vlSSZ9Myg5+T07ebJyEIkdSeJMHLRPJWP2ar8IJ28WzKSyoeO0mmL5sUlLreYIgUAADqsaEcg3DTGM5Je3VTVZn+NSEXSh6O1SPtyBBOsLuTKAZ019uV/SAqfXLTcX7ThRWXX7VPT/s/UsKtcktTlP3KDnnPAYYypJrNnlnLXvqqSSUUhp0s1duqskklFyi1bqcwekRWGJwoJBgAA6LAiLf5tLTAC4aYxnpVvapaTDt/hOFkFq7XAqljRaqtZ3BuSnpHU8qfs0nxIF5Y+rarFv5JtrFfXIYXq3DM76PnxbHyXKJk9s1S47Cl9tmmLVt8wUxvyCrRxUL425BVo9Q0z9dmmLSpc9lTSJxcSU6QAAEAH5kWfBCeN8VoL1V8jUm5WwWqtrb4ckWirWdwmSddJOla+xnG9Jb0vac2ap3XQWqVn56jfxf8V8vx4Nr6LRusaGDc1Htm5Ocp+5J4YRxpbJBgAAKDD8qJPQiSN8doSSYdv6egb2L11B129X0uR9OVoS1vN4golfUdSiaQ1kvZJ6i5peOcM7Zr4dWWNukSd0oPfgMe78Z0b0XSCb49IMAAAQIfmZAQiVJ+E1qsUvbqpSqXb9srJrX+4kQQnRdxuBFbFcqutZnGnSHo4yPZXTzhF3yi4LMieL8S78Z1T0XSCb6+owQAAAB2al30SAgXQZw3NdpRcSEf212jJTRG3U9H25XDbLG51TvgRm0Q0vnPKTSf49o4RDAAA0OF53Sch2v4aLUVTxB2paIuoh866VY3zfhe20Lu1g506a+HISUH3paeZlJhS5LYTfLQ1L8mOBAMAAMDPqz4JXnX49qKIOxLRFlG7aRZXPOJCVXfvc8S+k/p107QxAxLa+M6JaDrBJ1svDi+RYAAAAHjMqw7fbm5gnQpVRO10RSQnzeJWDzhVcy781lH7cvp2S6kbby9HqtoTEgwAAACPedXhO9ZTo6Sji6jdroh0uFlc0XUatfwZdQkyXepgp84qHnGh5lz4LTV07nLU/mhrQeLNq5Gq9oYEAwAAwGNe9NeQYn8j2rqIOtoVkQLN4m78339q2L+e0rgdG5R1cL9qu3TT6pwRWjhy0lHTolpKtYZ6Xo1UtTft+6cDAABIAC/6a0ixuxENVUTtZkWkYL07Th87XHfvm6aHx09zFJeXDfW8aHrXFq9GqtobEgwAAIAY8KK/htsb2FCMpO+cm6vrJgw66ibbyxWRvBrBcSOeTe8S+XMmM/pgAAAAxIAX/TWmjR0Q8lw3/rMgRz+8+OSgT/CjWRGptcAIjhNeNNSLpGdIYIrXjMdKVd/YFNX7JernTHYkGAAAADES6K/xxo8v0O0XDddZQ7M1Kqe3zhqardsvGq43fnyB5k4dEfJJupsb2FDaaloXzYpIwcyenK/CQX09iS1SiWh6l4ifM9kxRQoAACDGoumv4WSqVTCRNq3zekWkwAjOnKUVKi4LPqLgZUO9RDW9i/fPmQpIMAAAAJJYpDewXxl5vAb266ay9/e5Kmr2YkWkUIXVS787Ucvf2x11h/RwEtn0zutO8KmOBAMAACDJxeMGNpoVkSItrP7TN8bE7Al+MjS986oTfKojwQAAAEgRsbyBdbsi0qWnHx9V7wyv0PQueVDkDQAAANcrIj300ua4F1YH43aKV9cOUBMRbyQYAAAAkOR8RaSbzxvsqrC6qqbBTXhtxuMGIxjeI8EAAACAJOe9O5as+9Cz3hnRmjZ2gDp3ct4zpOLDz6JKeKpqGvTgikpd82iJLnv4dV3zaIkeemlzTJKoVEENBgAAAA6rqT+kE3pn6oycPtqxd78ONDapa3qacvp209nD+h9RUJ4MhdUBx/TIVN5xPbX+g88cnXeoWa5Wkopnx/BUQ4IBAACAsDfMn6pR1bUNGtw/Sz0yv7h9TLbC6qxMd7e2ThOeQMfwRBe2JyumSAEAAHRwgRvmBaWhe0kEbphnPFaq+sYmSd70zvDSAX9cTjlNeBLRMTyVkGAAAAB0cG5vmN0WVo8b3M/VeW2JR8LjtmN4R6rJIMEAAADowKK5YZ42dkDIYvBQ0tOMpo0Z4OicSMUj4YmmY3hHQYIBAADQgUVzw+y2d0a0XcdDiUfCE01he0dBggEAANCBRXvD7LR3xuzJea7eLxLxSHiSrbA9GZFgAAAAdGDR3jA77Z0R69WUYp3wJFthezLqOD8pAAAAjuLFDXNmeprmTh2hmZOGaeHanVq9dY9qGw4pK6Ozxg3ud0TvjFgLJDxzllaouCz49K/0NOO6R0XhoL5aWVntOK5YFbYnIxIMAACADszLG+b+PTJ0y3lDPG+i51QsE55pYwfo/uWVjupWYlnYnoxIMAAAADqw9nzDHIuEJ1DnsaA08lWhYlnYnoySrgbDGNPVGPMLY8wmY0y9MeZDY8xjxpgTXFyrjzHmfmPM+8aYBv/rfcaY3jEIHQAAIOUk20pQqSCZCtuTUVKNYBhjMiWtkDRO0keSlkgaKOk6SV81xoyz1m6N8FrZklZJGiJpq6RnJOVLuk3Sl40x46217pZNAAAAaEdmT87X1qq6iFaUcnrDXFXToL+v2aGSbXsTVpfhtVjXeaQ6Y62zdY9jyRhzh6T/li8x+JK1tta/faakeyS9Yq09N8JrPSHp65IWS7rSWnvIv/0BSf8lab619too4y3Py8vLKy8vj+YyAAAACVff2OTpDbPveuUqLtvVrm/Aq2oaEl7YHgv5+fmqqKiosNbmOz03aRIMY0wXSbsl9ZJ0hrV2Xav9b0saKWmMtbasjWsdJ2mXpEOScqy1n7TYlyFpp6S+ko631u6OImYSDAAA0K54ccNc39ikGY+VRjwiEo/la+FMNAlGMk2RmiBfcrGldXLhVyxfgjFZUtgEQ9LF8tWXrGyZXEiStbbBGLNU0vWSLpE0L8q4AQAA2g0vCqPnLC2PuIFfyba9mrO0QnOnjnD9fkguyVTkfZr/9c0Q+wPbR8b5WgAAAIjQ7pp6FZftcnROcdlOVdU0xCgixFsyjWDk+F9D/Y0MbD8pzteSMSbUHKjcSM4HAADoKBauCV7DEU5jk9XCtTsT3j8D3kimEYws/+v+EPvr/K894nwtAAAARCjSqVGtrd66x+NIkCjJNIKRtEIVt/hHNjrWwsYAAABh1DYciut5SD7JNIJR63/tFmJ/d/9rTZyvBQAAgAhlZbh7fu32PCSfZEowdvhfQ7WSDGx/P87XAgAAQIQi7XDd2rjB/TyOBImSTAnG2/7XM0LsD2xfH+drAQAAIELTxg5QeppxdE56mtG0MQNiFBHiLZkSjNclfSYp1xhzepD9Rf7XpRFc6zlJzZLOMsYc03KHv9HeZElNkv7lOloAAAAc5ZgemSoaHWoSSXBFo1O76zWOlDQJhrX2oKQH/d8+ZIwJ1EnIGDNTvp4Vr7Ts4m2M+a4x5j1jzNxW1/pI0gJJXSQ9bIxpOanvN5L6S3oimi7eAAAACG725PyIp0oVDuqr2ZNZM6c9SZoEw+8OSSWSzpRUaYz5uzFmtaR7JFXJ1327pWxJwyUdF+Ra35O0RdLlkt4zxvzNGLNB0q2SKiXNjMlPAAAA0MFlpqdp/vUFml6QE3K6VHqa0fSCHM2/vkCZ6WlxjhCxlFTl+tbaemPMeZJmSbpK0hRJeyXNk/RTa23EbSGttdXGmAJJP/df5zJJn0h6QNJsa+2nHoYOAACAFjLT0zR36gjNnDRMC9fu1Oqte1TbcEhZGZ01bnA/TRvDtKj2yljrrNMivmCMKc/Ly8srLw/V6BsAAABIPfn5+aqoqKgI1Q8unGSbIgUAAAAghZFgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPAMCQYAAAAAz5BgAAAAAPBMUiQYxpiTjTE/Msa8ZIypNsY0GmM+NsYsNsac5eJ61xpjbJivv8Xi5wAAAAA6us6JDsDvRUknSKqVtFrSXkl5ki6TNMUYM9Nae5+L674t6a0g20vchQkAAAAgnGRJMN6TNEvSU9ba+sBGY8y3Jf1e0t3GmGXW2gqH133GWvtz78IEAAAAEE5STJGy1l5orf1Ly+TCv/0PkpZJSpN0RUKCAwAAABCxpEgw2vC2//X4hEYBAAAAoE3JMkUqnMH+149dnDvaGHOXpJ7+81dYa1/xLDIAAAAAR0jqBMMYkyvpq/5v/+HiEl9tcb4k/cwY84qkK621n0QbHwAAAIAjJW2CYYzpLGmepAxJf7fWljk4/SNJP5e0RNJWSV0lFUj6jaRzJP3TGDPOWtsUYSzlIXblOogJAAAAaPc8STCMMU9LOsXhad+w1paG2f+ApInyJQg3O7mwtfZ5Sc+32PS5pKXGmJcklUkaI2mapAWOIgYAAAAQllcjGIMkDXd4TrdQO4wx/y3pO5I+kXSRtXZvFLEdZq2tNcY8IOlBSRcpwgTDWpsfIs5y+fp1AAAAAJBHCYa19nQvriNJxpibJN0h6TNJF1trN3t1bb9K/+txHl8XAAAA6PCSaplaY8x/SnpI0n5JX7HWvhWDt+njf62LwbUBAACADi1pEgxjzCWS/izpkKTLrLWvx+itLve/vhmj6wMAAAAdVlIkGMaYCZKKJRn5lpBdFuF57/m/Tmi1fZYxJrvVtnRjzGz5OoIfkPS4N9EDAAAACEiWZWr/Kd9SstskTTHGTAlyzGvW2kdabQsUlqe32v5rSbONMWsl7ZSv0d7p8nUDr5d0tbX2A29CBwAAABCQLAlGb//rIP9XKK0TjFB+IWm8fAnIGfKNjOyS9AdJv7XWbnQXJgAAAIBwkiLBsNYaL8+z1s6OLiIAAAAAbiRFDQYAAACA9oEEAwAAAIBnSDAAAAAAeIYEAwAAAIBnSDAAAAAAeIYEAwAAAIBnSDAAAAAAeIYEAwAAAIBnSDAAAAAAeIYEAwAAAIBnSDAAAAAAeIYEAymjrKxMd955p6ZOnaoTTzxRxhgZY9o8b968eSooKFBWVpb69u2rSy65RG+88UYcIgYAAOh4Oic6ACBSv/zlL7VkyRJH53zve9/T/fffr65du+pLX/qS6uvr9cILL2jZsmUqLi7WlClTYhMsAABAB0WCgZQxfvx4jRw5UmPHjtXYsWM1cOBANTQ0hDz+xRdf1P33369+/fpp1apVGjp0qCRp1apVOvfcc3Xdddfp3HPPVe/eveP0EwAAALR/JBhIGT/60Y8cHX/vvfdKkv7nf/7ncHIh+RKVm266SQ888IAeffRRff/73/c0TgAAgI6MGgy0SwcOHNCKFSskSUVFRUftD2xbunRpXOMCAABo70gw0C5t3LhRDQ0N6t+/v0488cSj9p9xxhmSpPXr18c7NAAAgHaNBAPt0o4dOyQpaHIhSd27d1fv3r21b98+1dTUxDM0AACAdo0EA+1SbW2tJKlbt24hj+nevbskkWAAAAB4iCJvJKXqLTtU+ev7lLX6dXU5UKeDXburbvxEDZl1m7JzcxIdHgAAAEIgwUBSqf+8Vusvv1ajVizR+OZDR+6sKFXj4w+o5IIpOm3RvLDXycrKkiTt378/5DF1dXWSpB49ekQVMwAAAL5AgoGkUf95rbaMOVsFletCHpPefEiFLxSrfPSWsNfKyfGNcuzatSvo/rq6On366afq06cPCQYAAICHqMFA0lh/+bXKr1wn28ZxVvId19gY8pjhw4crIyNDVVVV+uCDD47a/+abb0qSRo4cGUXEAAAAaI0EA0mhevN2jVqxRJJk2jg2sN80N4c8pmvXrjr//PMlSU899dRR+4uLiyVJkydPdhwrAAAAQiPBQFKonPuA0lvXXERp5syZkqQ77rhDlZWVh7evWrVKf/jDH9S7d2/dcMMNnr4nAABAR0eCgaSQtfr1No95VtK4Fl8H/dvHjRt3+OvZZ589fPyFF16o2267TXv27NHpp5+uKVOm6JJLLtHZZ5+tQ4cO6fHHH1fv3r29/2EAAAA6MIq8kRS6HKhr85gqSSVBtpeUfLG1qqrqiH333XefTj/9dD344IN64YUX1KVLF1144YX66U9/qjPPPDPKqAEAANAaCQaSwsGu3ds85lr/V0sb8go0ojxY2tHivGuv1bXXtj4TAAAAscAUKSSF2nETXJ1XN36ix5EAAAAgGiQYSApDZ92qxk7OBtQaO3XWkFm3xSgiAAAAuEGCgaSQPWSg1p1/qSRF1AdDkt68YIqyc3NiGhcAAACcIcFA0hi5aJ7Kh46KqA9G+dBROm3RvDhEBQAAACdIMJA0MntmKXftqyqZVBRyulRjp84qmVSk3LKVyuzRdmE4AAAA4otVpJBUMntmqXDZU6reskOb596v7qteU5cDdTrYtbvqxk/UkFm3qZBpUQAAAEmLBANJKTs3R9mP3JPoMAAAAOAQU6QAAAAAeIYEAwAAAIBnkmKKlDHmXEkvhTmkxFo7zsV1J0v6gaRR/k1vSrrLWvus02sBkaiqadDf1+xQyba9qm04pKyMzho3uJ+mjRmg/j0yEh0eAABAzCVFgtHCFkmvhdjuiDHme5J+K+mQpBclNUj6kqR/GmP+y1r7YBRxAkeob2zSnKXlKi7bpcamIzt5rKys1n0vblLR6AGaPTlPmelpCYoSAAAg9pItwXjNWntttBcxxgyXdLd8ScV51tpV/u3DJL0h6bfGmOestZujfS+gvrFJMx4rVcm2vSGPaWyyWlC6Q1urajX/+gKSDAAA0G611xqM2ySlSfp9ILmQJGvtJkm/ki+xui1BsaGdmbO0PGxy0VLJtr2as7QixhEBAAAkTntNML7ify0Osi+wbXKcYkE7trumXsVluxydU1y2U1U1DTGKCAAAILGSLcEYaoyZa4z5ozHm18aYS4wxjmI0xvSWFOjEtq71fmvtTknVkk4yxvSMOmJ0aAvX7Dyq5qItjU1WC9fujFFEAAAAiZVsNRhn+r9a2mCMudxaWxnhNQLJxT5rbV2IY3ZJypZ0kqQNbV3QGFMeYlduhDGhnYp0alRrq7fu0S3nDfE4GgAAgMRLlhGMzyTdJWmcpH7+rwskrZY0QtIyY0yvCK+V5X/dH+aYQOLRw3mowBdqGw7F9TwAAIBk58kIhjHmaUmnODztG9baUkmy1q7T0dOZVhhjJsrXH+MsSTdLmhttrG5Ya/ODbfePbOTFORwkkawMd/8LuT0PAAAg2Xl1lzNI0nCH53Rr6wBrbZMx5n/lSzAuUmQJRm0E1+/uf62J4HpIcolsblc4qK9WVlY7Pm/c4H4xiAYAACDxPEkwrLWne3GdEAK1F8dFePwO/2sfY0z3EHUYJ/pf348qMiRUMjS3mzZ2gO5fXumo0Ds9zWjamAExiQcAACDRkqUGI5w+/tdQBdtHsNZ+qi+SjFGt9xtjBshX4P2+tfZzLwJE/AWa2y0oDb2KU6C53YzHSlXf2BSTOI7pkami0Se2fWALRaNjP7ICAACQKKkwEfxy/+ubDs55VtJ3JBVJeq3VviL/69Io40ICOW1uN2vxBuX27x6TaVSzJ+dra1VdRPEUDuqr2ZMp2wEAAO2XsdbZGv4xCcKY70la5O9REdhmJH1L0oPydeUea60ta3Xee/4/XmCt/aDF9uGSyiUdknSutXa1f/tQSask9ZJ0irV2c5Rxl+fl5eWVl4daxRaxsLumXhPuXOG4/0Qw6WnGk2lUvulaFSouCz6i4tX7AAAAxEN+fr4qKioqQi12FE6yjGB8T9Ldxpg3JW2TlCnf8rSDJDVLurV1cuEXKCxPb7nRWrvRGHO7pHslrTTGvCDpoKQvSerqv15UyQUSx01zu1AC06i2VtVq/vUFrm/+M9PTNHfqCM2cNEwL1+7U6q174l5wDgAAkAySJcG4R76b/3z5ln1Nl/SRpCckPWCtXeP0gtba3xpjNku6Xb5VqCRpraTfWGv/6UnUSAi3ze3auuacpRWaO3VEVNfp3yNDt5w3hCZ6AACgw0qKBMNa+ztJv3Nxnmlj/1JRa9HuxKpJXXHZTs2cNIyRBgAAgCikwipSwBFi1aSusclq4dqdbR8IAACAkJJiBANwwm1zu0is3ronbtObEtkgEAAAIFZIMJBy3DS3i1Sspl+1lAwNAgEAAGKFKVJIOW6a20UqVtOvApKlQSAAAECskGAgJc2enK/CQX09v+64wf08v2ZLThsEzllaEdN4AAAAvEaCgYSoqmnQgysqdc2jJbrs4dd1zaMleuilzaqqaYjo/Mz0NM2/vkDTC3KUnhZ2MbGIpacZTRszwJNrBbO7pl7FZbscnVNctjPiz8QrZWVluvPOOzV16lSdeOKJMsbI1/fyaM3NzVq5cqV++MMfavTo0erRo4cyMjKUm5urm266Sdu2bYtr7AAAIPGSopN3qqKTt3Ph6g8kdx2vq2oagja3q9xdo2fWfRhxbNMLcqLugxHOgysqdfeyTY7Pu/2i4XHtqzFlyhQtWbLkqO3Bflds3rxZQ4cOlSQde+yxKigoUFpamkpLS/XBBx+oR48e+te//qWJEyfGPG4AAOCd9tDJG0nKy5WOAvUH4aYIuemsHaq5XX1jkz76tD7iKUlNzc2qb2yKWWG12waB8VzZSpLGjx+vkSNHauzYsRo7dqwGDhyohobgoyjGGE2aNEk//vGPdd555x0e6WhoaNBNN92kefPm6etf/7o2b96s9PT0uP0MAAAgcRjBiEJ7HsGIxUjDrMXrtaA08j4TU0adoCH9uztKbt59913dcccdWrFihfbu3atjjztOfU8ep+phX1Nat15tvufYk/roLzcWxiTJuOzh17Vux6eOzxuV01tP3zzB83gilZmZqYaGhqAjGOEcOHBAxx13nD777DO9/PLLOuecc2IUIQAA8BojGHAs3MhEj8zOno80uKk/eGbdB0dtC7eM64oVKzR58mTt379fJ598ss4880y98847euv5vyvtjeU69uq71blndtj3XPP+Pv10yTu6q+g0R7FGwu0KVbFe2SpWunbtqmHDhmnNmjX68MPIp6oBAIDUlpp3LnAtkh4MOX27aUtVXUTXC6x01FbtwsI1oZdldSpYcrN//35dddVV2r9/v372s59pzpw5kqRPPj+gYZOu1ueli7Xn3/frP678ZZvXX1S2Sz+86GTPm925bRAY65WtYqW5uVnvv/++JF99BgAA6BhYRaoDibQHQ6TJRUAkKx25rT9o65qBZVwXL16sTz75RMOHD9fs2bMPHzPv9e3qffY3lNbrP1S/fZ0O7t7a5nWbrfTQS5Wexztt7ADHK17FemWrWFqwYIF2796t/v3768wzz0x0OAAAIE5IMDoQJz0YnGhsslq4NnxtRaw6ZAeSm7KyMknS2WefrU6dvvhr/a93PpZJ66zME06RJO2vLInouvPeeF+zFm/wtNGdmwaBRaOdF9Mng507d+p73/ueJOkXv/iFMjJS72cAAADukGB0EG5qIJxYvXVP2P2xqiMIJDd1db5Rlz59+hyxf2/dQUlSp649fMfvjrwvQyy6aTtpEFg4qK9mT87z7L2Dqd6yQ6tumKkN+YXaOPhUbcgv1Oobv6/qLTtcX7Ourk5Tp05VdXW1pkyZoptuusnDiAEAQLIjweggvKyBCKatEYpYdN0OWL11j/r37y9Jh+f8t3bos098r5/vdnRtr7tpR9IgMD3NaHpBTsTL9LpR/3mtSicVqdewXI1/7LcaUVGq4dvKNaKiVOMevVe9huWq5EtXqL7G2XS5xsZGXXHFFVq7dq0mTpyoJ598MibxAwCA5EWRdwcRi6lRLbU1QjFt7ADdv7wyJklObcMhnX322fr1r3+tZ599VtXV1crO9q0W1atruvZVfaz67W9JkpoPHnB8/eKynZo5aZjrqUqhVuxa+t2JWv7e7qMaBLrpMeJE/ee12jLmbBVUrgt5THrzIRW+UKzy0Vsivm5zc7NmzJihf//73zr99NO1dOlSde3a1YuQAQBACiHB6CBiVQMR0NZKR4H6Ayd9MMLJrtunK99epsKd76jXoQMyPXpoeL9jtHHPbn35y1/Wvfc/oGe2GW0tf1PVzz0k2xyY5uSsyFr6YhqW02Z3kazYVTR6gP70jTExG6kIZv3l16qgcp2swn8aVlJ+5TrZTpENdP7Xf/2XFixYoGHDhun5559X7969PYgWAACkGhKMDiKWvRQiXelo9uR8ba2qi2o0JaOxQbOX/1FFG5arS/ORSdPzki6RtHbtWp094YtVizp1763eE67Spyv/orTMLFfv+/tXtmj11j0RjzDEqmt5tKo3b9eoFUsktZ1qBfab5uY2r/s///M/evjhh5WTk6MXXnhBxxxzTHSBAgCAlEWC0UG47cEQiZYrHYVr4Ne/R4bmX1+gOUsrVFzmvCYko7FB85+arXE73wm6/yRJb0t6WtKirH56bvBodTpmkLrnnav9m96QJKVn57j6GWvqD2llZXXYRn8tOVmxK9JeIl6onPuAxjd7O5r129/+Vr/61a907LHH6sUXX1ROjrvPGAAAtA8kGCmorZv4YGJVAxFY6SjS6UCzJ+dp7tQRmjlpmBau3XlU/UHlJ7V65q2jO3hL0uzlf9S4ne+EndrTWVKRpCtq9+hJ00k/GT1ZktTwwbuSpIyc6G/i2xp5cLNiV7R1HpHKWv16m8c8K6llO8KD/tdx48Yd3vbTn/5UX/nKV/TWW2/p+9//viRp0KBB+tWvfhX0mjfeeKMmTpzoMmoAAJBKSDBSiJOb+NY3vV7XQEjSsT0zdWZuP1XVNOgHT73taDpQ/x4ZuuW8IUfVNdQ3Numjzw4cda3+tftUtGG5pMin9hRteFH3nvV1fWKl/RtfV6euPdVtmHcN30KNPLhZscttnYdTXQ60vSpUlaRg3UJKSr7YWlVVJUn69NNPZa3vZ121apVWrVoV9JrnnnsuCQYAAB0Ey9SmiEi7cIfr3eCkB0MkPv68Xr99sVJn3/WS4+lAoYRaxnXa+mVH1Vy09o6k+hbfd2k+pC+teUa7F/9S9uAB9TnvBnVK93aEIFgXc7c1Jm31EvHCwa7d2zzmWvkKvFt+rc8rkLX28Ne1114ryZc4tNwe6itwPAAAaP9IMFKEmzn9rUXSg8EN63DWVbCb8pYy09M0d+oIvfHjC3T7RcN11tBsTfigvM3r3i3pPySdJ+kqSRdKuqdksQ5+tEm9zvxPZY24wFmgEQjWxdztil2xXulLkmrHTXB1Xt14Rh8AAEBkSDBSgNs5/cFu4lvfvBcO6uti4dboBLspDyYwjeovNxSqnw2dkARMkTRe0nuSiiVtkDQ+s7v+Y/qv1fusq6MLOozWIw9uV+yK5UpfAUNn3arGTs7ep7FTZw2ZdVuMIgIAAO0NCUYKiGZOfyiBm/e/f3u8/rOg7SVmveZ0OlAkU3umSHpO0kfyFSZ/IukXxw5VZs5I5wE60Hrkwe00tLZ6iXghe8hArTv/Ukm+qU/hBPa/ecEUZeeyMhQAAIgMCUYKiPWcfq9rMyLhdDqQ26k9qz1YNaotrUcepo0d4HgKWqS9RLwwctE8lQ8dFVGxfPnQUTpt0bw4RAUAANoLEowUEOs5/bGqzQjH6XQgN1N7DnbqrIUjJzk6x43WIw+BFbucaNlLJNYye2Ypd+2rKplUFPIzbezUWSWTipRbtlKZPdoePQIAAAhgmdoUEI85/YHajJb9Kcre36f9B49ejcoLTqcDZQ8ZqNLzL1XBi4vC9sGQdHh/8YgLVd29TxRRti3UyIOTruWBXiLxlNkzS4XLnlL1lh3aPPd+dV/1mrocqNPBrt1VN36ihsy6TYVMiwIAAC6QYKQAt1243czpb9mf4ppHS2LS/dvtdKCRi+apfMxW5VeuC3tcYGrPOz+co87vVOlQs8tAIxBq5CEwKhSua3l6mmmzI3isZefmKPuRexLy3gAAoH0iwUgBbrpwezGn321i0xa304EOT+0puk5nLH9G6UH6YjR26qw3L5ii0xbN0697dNf/q2nQX0ve199Kd+qTz+uDFjZ37mTUbK2aHS63e0ZO77AjD8FGhSLtvA4AAJCqjHXaxACHGWPK8/Ly8srL2+7REK1Zi9c76sI9vSDnqA7TTu2uqdeEO1c4XsEqnMJBfTX/+oKon9iHm9oTasWjqpqGoDf6tfWN+r9XtjqO4XsXDtX3LhwW1c8BAACQjPLz81VRUVFhrc13ei4jGCkiEXP6A8XKThKbTkZBRwK8ng7kZmpPy+lfLV3zaImrGMre3+fqPAAAgPaMBCNFJGpOv9PE5p5pp2nJWx+m1HSgZO68DQAAkGpIMFJIIub0u0lsgo0SJLNk7rwNAACQarhDSkGhpvrESnsvVo7nKl0AAADtHQkGIhbvxCZeErVKFwAAQHuUFJ28jTEvG2NsG18RdzMwxlzbxrX+FsufB6kl2TtvAwAApJJkGcF4TtL2EPtGSzpV0koX131b0ltBtrtbNgjtVrJ33gYAAEgVSZFgWGvvDLXPGBNIBv7i4tLPWGt/7ioodCip0nkbAAAg2SVFghGKMWaopAJJ9ZKeSnA4aCeqahr09zU7VLJt71HF6u25mB0AACAekjrBkHS1/3WptfazhEaCuAqXBLi9ya9vbNKcpeUqLtt11AjFyspq3ffipsMjFO2xmB0AACAekj3B+Lr/9QmX5482xtwlqaekjyWtsNa+4klkHVAsbvpbc5IEOJmmVN/YpBmPlYatsWhsslpQukNbq2o1//qCuE6DisdnCwAAEA/G2siX5ownY8x4SW9I2iPpOGtto4Nzr5X0eIjdr0i60lr7iQcxlufl5eWVl5dHe6mkFu6mX/KuNiGSJCCgcFBfR0nArMXrtaB0Z8SxTC/I0dypI47YFu9RFYm6DwAAkBj5+fmqqKiosNbmOz03mROMhyV9R9JD1trvOjz3IknjJC2RtFVSV/lqOX4j6WRJayWNs9Y2RXi9UBlEbl5eXkayJhhObojLysr0wgsvqLS0VKWlpfrggw8kSQcOHgp603/o8yod2Fyqho82qeHDjTq09wNJVs+/8KK+dOEFruL1IgkIZndNvSbcucJxn4s3fnyB+vfIiFkSEMuECgAAIBrRJBieTJEyxjwt6RSHp33DWlsa4nrpkqb5v3W8epS19nlJz7fY9LmkpcaYlySVSRrjv/4Cp9dOBW6mGf3yl7/UkiVLjrrWnKXlQW+A9298Q/tW/Omo7fPeeF9futB5zLtr6lVctsvROcVlOzVz0rA2Rw8Wrgm+KlQ4jU1WC9fu1A0TB8VsalWozzaYkm17NWdpRUQJFQAAQCJ5VYMxSNJwh+d0C7Pvy5L6Saq01nrWs8JaW2uMeUDSg5IuUoQJRqjMzT+ykVQNEdzWGowfP14jR47U2LFjNXbsWA0cOFANDQ0hb/o79z5WPcZcqozjhqrLsUO194Xfq377Or2yabeqahocTxmKJgloqxg70pv41lZv3aNd+/bHJAmIZUIFAACQSJ4kGNba0724TguB1aPcFneHU+l/PS4G1044t0/Ff/SjHwU9JtRNf7ehheo2tPCLDcZIkpqaI7vpDxaLG6u37mnzvWobDrm69r79B7V66x5H58RjVIXVrQAAQDLrlOgAWjPG9JQ02f9tLBKMPv7XuhhcO6HcPhWvqmnwNA6nN+WS+yQgkvOyMtzl0TX1h1wnAW2JJqECAABIZsm4TG2RpExJr1trt8bg+pf7X9+MwbUTKlmeirtJFtwmAS3PC1XUfurxPbWystrV9d2I5aiK2/MAAADiJRkTjMD0qDaLu40x7/n/eIG19oMW22dJ+pO1trrFtnRJP5F0haQDCr2MbcqK5TQjJ9wkC4WD+rpKAsYN7tdmUXvnTkadjNTsIPdKTzPqkenuf49Yjqq4PQ8AACBekmqKlDHmREnnSDooaWEEpwz3f6W32v5rSbuMMa8ZYxYYY56VtF3SzyXVS7q6ZULSXiTLU/Fxg/s5Pmfa2AFKTzOOzklPM/raacdrxmOlWlAaevTmULN1lFxIUtHoAerTrYuzk/wiSQIKB/V1dW03ny0AAEA8JVWCIekq+WJ61lq7L4rr/ELSq5IGSLpU0vmS9kv6g6TTrbWLow00GcXiqbjTm/60TkbTxgxwHMMxPTJVNPpER+cUjR6gh1/e7HrkJpTCQX01e3JeTJMAtwmVm88WAAAgnpJqvoW19jfyNcOL9Pigd2jW2tmeBZVCIp1mlF23T1e+vUyFO99R1sH9auqepdWrztGQWbcpOzfniGOLRp/oqPndOcOOcb2M6uzJ+dpaVRdx47mbz83V+fe87Oq9guncSbpiTM7h/iDTxg7Q/csrHTfoiyQJCCRUTj7botHuO4YDAADES7KNYCAKbT0Vz2hs0K+f+53eePg63b7yLzp7+zqd8eFGja0s07hH71WvYbkq+dIVqq/5YoGt2ZPzHT3Jv/bMk1zHn5mepvnXF2h6QU7InyM9zWh6QY7mX1+gJW994LioPZzJp52guVNHHG6U53ZUJdIkwMlnGxhVAQAASHYkGO1IuBvijMYGzX9qtq56+3l1aQ5ec5HefEiFLxRry+izDm+L9Kb/uF6ZkqQunSPrYh1KZnqa5k4doTd+fIFuv2i4zhqarVE5vXXW0GzdftFwvfHjCw4nAV5Pjfrn+g+PWrI3lkmA04Qq0g7hAAAAiWSs9e4JcEdjjCnPy8vLKy8vT3Qoh4Xq5P3r536nq95+XlZSuJn/gf0ZnTrpYHOzWv79qKpp0MK1O7V6654jloGdNmaArrniUj3//PN66aWXdO6558bgJzvaZQ+/rnU7PvX0mrdfNPyoFbV8q1RVqLgseCF5eppR0egBh6dWuRHus2VaFAAAiLf8/HxVVFRUWGvznZ6bVDUYiF7gqXjLG+L+tftUtGG5pPDJRcv9prn5qH39e2TolvOGaNqYAYf7Tbz47idavXWPduzd7+0PEoFYLNkabMnewKjKzEnDYpYEBD5bunQDAIBUR4LRDrW+Ie7yv3NDTosKeFbSL1t8f9D/Om7cuMPbfjTrJyptGqjisl068NkeVS3+1eF9jXt9HcSLrrlBg4/PVidj9JWvfEU//elPPfqpjua2d0Y44ZbsJQkAAABoGwlGOxa4Id7w3XfaPLZKUkmQ7SUlX2ydu7hUu4/zTwFqatTBjzYedfyeXVu1Z5evAfvJJ5/sJuyIuVnlqS00sgMAAIgOd1MdQJcDdW0ec63/q6WNg/I1fKsvOZm1eP0RS6p27vUfOulH/wx5vekFOZo7dYTzYB1ws9RrW2hkBwAAEB1WkeoADnbtHtV5u2vqVVy2y9G5xWU7j1qRKRacLqMbDo3sAAAAokeC0QHUjpvg6ry68RMlSQvXBF89KZzGJquFa70bWQglkqVeI0UjOwAAgOiRYHQAQ2fdqsZOzmbDNXbqrCGzbpMk1/0mVm/d4+o8p0L1zjgzt59O7NM1omvQyA4AAMAb1GB0ANlDBqr0/EtV8OKiiPtgvHnBFBXm5kgKv7JSOG7PcyvYKk/x6GEBAACAL5BgdBAjF81T+Zityq9cF/Y4I6l86Cidtmje4W1uV1ZKhhWZ4tHDAgAAAF9I/B0g4iKzZ5Zy176qkqLrdMbyZ5QepC9GY6fOevOCKTpt0Txl9viiMNxtv4lkWpGJHhYAAADxQYLRgWT2zFLhsqdUvWWHNs+9X91XvaYuB+p0sGt31Y2fqCGzbjs8LaolN/0mWJEJAACgYyLB6ICyc3OU/cg9ER/vpt8EKzIBAAB0TKwihYg46TfBikwAAAAdFwkGIhJJv4n0NKPpBTmaf30BKzIBAAB0UEyRQsRYkQkAAABtIcGAY6zIBAAAgFCYIgUAAADAMyQYAAAAADxDggEAAADAMyQYAAAAADxDggEAAADAMyQYAAAAADxDggEAAADAMyQYAAAAADxDggEAAADAMyQYAAAAADxjrLWJjiFlGWM+z8jI6JGbm5voUAAAAADPbNmyRQ0NDTXW2p5OzyXBiIIx5mNJ3STtTHQsHglkSlsSGkX7wmfqLT5P7/GZeovP03t8pt7i8/Ree/1MB0jab6091umJJBg4zBhTLknW2vxEx9Je8Jl6i8/Te3ym3uLz9B6fqbf4PL3HZ3o0ajAAAAAAeIYEAwAAAIBnSDAAAAAAeIYEAwAAAIBnSDAAAAAAeIZVpAAAAAB4hhEMAAAAAJ4hwQAAAADgGRIMAAAAAJ4hwQAAAADgGRIMAAAAAJ4hwQAAAADgGRIMAAAAAJ4hwQAAAADgGRIMhGWMyTDG/MgY86YxptYY02CM2WaM+ZMxZnCi40tlxpgpxpjnjDFVxph6Y8xOY8zTxpiJiY4tlRljfmqMsf6vqxMdT6oxxpzs/3/+JWNMtTGm0RjzsTFmsTHmrETHl6yMMV2NMb8wxmzy///8oTHmMWPMCYmOLdUYY7r5fz8+aozZ6P8864wxbxtjfmaMyUp0jKnOGNPPGLPb/3tyc6LjSWXGmP7GmLv9f1cPGGP2+u+Z7kp0bIlEJ2+EZIzJlPSSpHGSPpX0hqR6SWdIGiipRtJ51tqyBIWYkowxnST9SdL1kuokvSbf55sjabSkX1pr70hYgCnMGDNc0tuSukgykq6x1j6R2KhSizFml6QTJNVKWi1pr6Q8SadKspJmWmvvS1iASajV78qPJK2U73dkgaQqSeOstVsTFmCKMcbcKN/vSEl6V9I7knpKOlNSD0nvSTrHWrs7MRGmPmPMPEnfkO/35BZr7ZDERpSajDGjJT0vqZ+kcn3xdzVP0onW2s4JDC+hOuwPjoh8S75/MNdImmSt/UySjDFpku6T9F1J90o6J1EBpqifyZdcLJV0rbV2b2CHMaaPpOxEBZbKjDFG0h/lS9ZWS7o0oQGlrvckzZL0lLW2PrDRGPNtSb+XdLcxZpm1tiJRASah/5Hvd+UqSV+y1tZKkjFmpqR7JD0m6dyERZd6GuX7f/k+a+27gY3GmOMkPStplHz/Bl2VkOhSnDHmAkkz5PuMv5XgcFKWMaa/pOckdZV0qbX2H632FyQksCTBCAZCMsYUS7pc0nRr7d9a7esj35PNA9babomILxUZY06UtEXSx5JOttYeSHBI7YYx5pvy/YN5taRJ8v0DygiGh4wxz0v6kqSfW2vnJDqeZGCM6SJpt6Reks6w1q5rtf9tSSMljWG0N3rGmPHyjaY3SOpprT2Y4JBSijGmq6QN8n1+UyRtEiMYrhhjHpb0HUm3WGsfTnQ8yYYaDITTEMExe2IeRfsyQ77pO4+QXHjHGHOspN9IWm6t/Wui42nH3va/Hp/QKJLLBPmSiy2tkwu/Yv/r5PiF1K4F/g5myDctBc7MljRY0k3yjRTBBX+idrV805wfT3A4SYkpUghnmXxD0DONMf9uNUXqF/5jHk1UcCnqfP/rG/7h/q9LGiLpM/nmcD9vGVZ04wH5hqm/k+hA2rnAwg4fJzSK5HKa//XNEPsD20fGIZaOIPB3sFG+UXREyBgzUtL3JT1urV1pjBmY4JBS2Rj56oFes9YeMMZ8Wb6R80z5RoUWWms/TGSAiUaCgXCekHSxpP+UtN0Y87p8Rd6jJf2HpLsk/TJx4aWkvBavi+R78hnwQ0kvG2Mus9Z+Gu/AUpUx5quSrpA021pbmeh42itjTK6kr/q//Ue4YzuYHP/rrhD7A9tPikMsHcFt/tfnrLWRjLJDhxcXeUS+GrUfJjaadiHwb/luY8wzOrrm79fGmBustQviG1byYIoUQrLWNsk3BPgbSb0lfUW+moyB8q3ssdx/DCLXx/96r6T18q3I1VPShZK2yVcI+qegZ+Io/uUqH5bvidH/JjicdssY01nSPPmmpfydWoIjBJZM3R9if53/tUccYmnXjDGXSLpBvtGLnyY4nFTzX5LGSrrdWsvU5ugF/i3/mnwPYm+RdIx890d3yzeiPt8Yc3oigksGjGC0Y8aYpyWd4vC0b1hrS/3n95H0tHy/lG6T74n7fklnS/qdpH8ZY66y1v7du6iTW7Sfqb5I6vdJ+rK1NnDzsdwY8zX5ko4iY8wwa+2m6CNObh58nr+WNEDSBTzN9PHgMw3mAUkTJW2VdLPb2AC3jDEnyzeqbuS7SX67jVPgZ4zJkXSHpFestfMSHE57Efi3vLOk/25V5H27MeYk+UbWb5dvKnSHQ4LRvg2SNNzhOS1XhPqtfEvQ/j9r7QMtti8xxnwgqVTSPcaYxdbajlIsFu1nWivfk4+nWiQXkiRr7TvGmDXyrZ1/tnxP5ds715+nfwnAWyT9xVq7wuvAUli0f0ePYIz5b/lqWz6RdFHLZZUhyff/tBT6M+zuf62JQyztkr9Z4XPy/e6811p7f4JDSjUPybe4yE2JDqQdqW3x52BF3o/Ll2B02GX8STDaMWvt6W7P9RdyT/d/W9x6v7V2rTFmm3wFd4MlbXT7Xqkkms/U7335/pHcHmL/dvkSjGOifJ+UEOXneYl8T5FGGGNebrXvZP/rf/ubdj1nrb0zivdKGR78HT3MGHOTfE8+P5N0sbWWjr9H2+F/PTHE/sD29+MQS7tjjOkr34IjJ8l30/aDxEaUkr4qX+3F733tgg7L9L+e0OJ36H9aa1nEoW2B/5/3W2urguzf7n/tEP+WB0OCgVCOke+Jh+S7uQgmsL1PiP042jpJpyv0Z9bX/1obYj+OdnqYfSf7v7bHJZJ2xBjzn/I9+dwv6SvW2rcSG1HSCkzVOSPE/sD29XGIpV3x11j9W76C2sWSvskqe671Vuin6Zkt9mWGOAZHCixJ3dUYkxFkim6H/7ecIm+EsldSoIHRmNY7jTE99cU0DJ7MRS6w+s5Rv+j9/5gGbkaCraePFqy1P7fWmmBfkub7D7vGv+3aBIaacvzFtH+WdEjSZdba1xMcUjJ7Xb6HLbkhCjqL/K9L4xZRO2CMyZC0RL4R3efla/jKoiIuhPk9Och/yJYW27cnMNSUYa3dId/DBaPgiVtgW4f9t5wEA0H5s/Hn/N/e6+/ZIEkyxmTKt3JPN0mvW2s/SkCIqWqpfCtwnWmMOVws65+Sdq98Tz3ekfRaYsJDR2eMmSDftEgj6Upr7bIEh5TU/J2kH/R/+5AxJlBzIWPMTPn6X7zCyluR8/8+XCBf36CVkqbSsRtJ6Df+17tb3SOdLl+/EUn6fbyDShaG0UaE4l/3/nX5el7USFol6YB8q0odL98oxznW2ncSFmQK8v/yeUW+5WnflrRZ0ij5aln2SDrPWrshYQG2A8aYefJ1Tb/GWvtEgsNJKcaYffJNp9gm6dUQh71mrX0kbkElOf9Dl5clFUr6SL6b4pP831dJGmet3ZqwAFOMMeY2Sff5v31a0uchDv2BtbY6LkG1Q/5Ge9vkG8EYkuBwUlKLf2s+lfSGfMvTninfkt5/stZ+K2HBJRg1GAjJWrvFGHOapB9J+rJ8KxsZSTvlm5t9p7U2VHMphGCtfcufZPxc0pfkm1/8iXxNkO6w1jLlDInU2/86SF9MoQiGBMPPWltvjDlP0ixJV0maIt8DmHmSfsrvScda1qhdFua4n0siwUAiXSffg9hvy9fHykp6U9IfrLXzw5zX7jGCAQAAAMAz1GAAAAAA8AwJBgAAAADPkGAAAAAA8AwJBgAAAADPkGAAAAAA8AwJBgAAAADPkGAAAAAA8AwJBgAAAADPkGAAAAAA8AwJBgAAAADPkGAAAAAA8AwJBgAAAADPkGAAAAAA8AwJBgAAAADPkGAAAAAA8AwJBgAAAADPkGAAAAAA8Mz/B8wx2LHiypNvAAAAAElFTkSuQmCC\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "graph_data(coords,selected_ids1)\n", - "graph_data(coords_cluster,selected_ids2)" + "graph_data(coords, selected_ids1)\n", + "graph_data(coords_cluster, selected_ids2)" ] }, { + "attachments": {}, "cell_type": "markdown", "id": "0fb215f3", "metadata": {}, @@ -186,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 28, "id": "aaac7176", "metadata": { "pycharm": { @@ -196,26 +193,22 @@ "outputs": [ { "data": { - "image/png": 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\n", 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BAMC5SF4AIA4GDx6s7Oxsbdu2TU8//XS7+9599109+eSTOumkkzRt2jSLIgQAwP5IXgAgDrxerxYvXqx+/frpu9/9rnJzc/Xv//7vuvDCC3XWWWdp4MCBWr16tdLS0qwOFQAA26LbGADEybhx4/T6669r2rRp2rhxozZu3ChJ6tWrlyZPnqzBgwdbHCHM4m9s1TPr61Sxc6+aWg8qJamnCgb3V9GYDA1IDW9LIQCA5AUADNewo041v7lPKeVr1Wt/sw707qPmc8dr8zcG6abbb1NBQYGWLFminJwcffzxx7r33nu1YMECvfbaa1q3bl3Y9TGwv5ZAm0pWVKu0apcCbe3n+JTVNOi+VdtVmJuheVNHKNnntShKAHAOT9DFU9FycnIkSdXV1RZHAiARtHzRpM1XzNKoNS/Id+hgu/tqJOVI6pfUW1t37lT6aae0u3/q1Kn661//qocfflg/+tGP4hc0TNMSaNPMxypVsXNvt4/Nz0rT4uvySGAAuF6s5+fUvACAAVq+aNKOMecrb9Wy4xIXSfqLpICky1r369Nv/ptavmhqd39RUZEk6Y033ohDtIiHkhXVYSUuklSxc69KVmw1OaL48De26sE1NZqxsELTHl6rGQsr9NBr78vf2Gp1aABcgG1jAGCAzVfMUl7NJgUleTq4f9dX/zxRUk7NJlUUXqv8lc8eub9v376SpH379pkdKuJgd2OLSqt2df/Ao5RW1WvO5GGOrYFx4hY5apEA5yF5AYAYNbz/gUateUFSx4mLJJ361T+rvvrn6NXPq2FHndKzMyX9azjloEGDTIsT8bN0ff1xJ/DdCbQFtXRDvWZPHGJSVOYJZ4tcoC2oJZV1qvU3Wb5FzomJFoDD2DYGADGqmf9Ah1vFjvadr/75hqQ/SvIdOqj3598vSSovL9fvf/97SVJhYaF5gSJuwt0udqzy2j0GRxIfTtoiF0q0llR2nmCGEq2Zj1WqJdAW5wgBdIXkBQBilFK+ttvHjJZ061f/fqOkb0ia9+wijR8/XuPGjVNzc7NuuOEGXXTRRSZGinhpau06mTX6OCtFu0XOqhoYJyVaAI5H8gIAMeq1vzmsx90jabmkKZL+KWnNF3u1detWffOb39TTTz+tRx55xMQoEU8pSdHtyo72OCvFskUu3pyWaAE4HskLAMToQO8+YT92mqRXJDVI2jgiT3v37tWaNWtUXFxsVniwQH5WWlTHFQzub3Ak5nPSFjknJVoAOkbyAgAxaioYF9VxzeeONzgS2EXR2Az5vJ21b+iYz+tR0ZgMkyIyj5O2yDkp0QLQMZIXAIjR0Lk3KdAjsu0+gR49NWTuzSZFBKudnJqswtyBER1TmOvM9rxO2iLnpEQLQMdIXgAgRulDBmnThYf7iXW3ISV0/8ZJlx9pkwx3mjc1J+ztYwNP6q26Pc2OHOropC1yTkq0AHSM5AUADHDWskWqHjqq0zkvIR5J1UNH6exli+IQFayU7PNq8XV5Ks7L7HQLWQ/P4T+79u3X2h17tKnuM5XVNOieV7bpvLtXa+7yLbZv1eukLXJOSrQAdIzkBQAMkHxiirI3vKGKyYWdbiEL9OipismFyq4qU3Jq+EX+cK5kn1fzp4/Uutsn6baLh2vC0HSNyuyn87L7a+BJvXUoKB3qZLnOKbNGnLRFzkmJFoCOkbwAgEGST0xR/spn9fn2HSq/fo62jMjTtqwcbRmRp/Lr5+jz7TuUv/JZEpcENCA1SbMnDtET1+fruRvH6Yz+J2jXvv1hHeuEWSORbJHLz0rTvKkjTI6oY05KtAB0zBMMBiPrGeggOTk5kqTq6mqLIwEA4LDdjS0ad/eaiFr2+rwerbt9kq1PolsCbSpZsVWlVR23I/Z5PSrMzdC8qSOU7PNaEOFhLYE2zXysMqzOY/lZaVp8XZ6l8QJuE+v5ORVoAADEUSyzRmZPHGJSVLELbZGbM3mYlm6oV3ntHjW1HlRKUk8VDO6vojH2WMEI1SI5IdECcDxWXgAAiKMZCytUVtMQ8XEThqbrievzTYgocfkbW22daAFuxMoLAAAOwqwR+wjVItl5RQtAexTsAwAQR8waAYDokbwAABBHzBoBgOhxGQcAgDgqGpuh+1fXRNxtjFkjzuRvbNUz6+tUsXMvdTWAAUheAACIo9CskSWV9WEfw6wR5zncOrpapVW7jktUy2oadN+q7XQ0A6LAtjEAAOLMKUMdEZ3QLJkllZ23xQ60BbWksk4zH6tUS6AtzhECzkXyAgBAnIVmjRTnZcrn9XT4GJ/Xo+K8TIYkOlDJiuqwhmBKUsXOvSpZsdXkiAD3YNsYAAAWcMpQR0Rmd2OLSqt2RXRMaVW95kwexusNhIHkBQAAC1k9a4SCcmMtXd/5VrHOBNqCWrqhnnkzQBhIXgAASEAUlJsj3O1ixyqv3UPyAoSB5AUAgAQTKijv6kQ7VFBe62+i7iYCTa0H43ockGgo2AcAIMFQUG6elKTorgtHexyQaEheAABIINEWlPsbW02KyF3CbYF9rILB/Q2OBHAnkhcAABJILAXl6F7R2IxO2193xuf1qGhMhkkRAe5C8gIAQAKJpaAc3Ts5NVmFuQMjOqYwl85uQLhIXgAASCAUlJtv3tScsLeP5Welad7UESZHBLgHyQsAAAmEgnLzJfu8WnxdnorzMjvdQubzelScl0knNyBCfBIBAJBA8rPSVFbTEPFxFJRHJtnn1fzpIzVn8jAt3VCv8to9DAEFDEDyAgBAAikam6H7V9dEVLRPQXn0BqQmafbEIQygBAzCtjEAABIIBeUAnIzkBQCABENBOQCnInkBACDBUFAOwKmoeQEAIAFRUA7AiUheAABIYBSUA3ASto0BAAAAcASSFwAAAACOQPICAAAAwBFIXgAAAAA4AskLAAAAAEcgeQEAAADgCCQvAAAAAByB5AUAAACAI5C8AAAAAHAEkhcAAAAAjkDyAgAAAMARelodAADA/fyNrXpmfZ0qdu5VU+tBpST1VMHg/ioak6EBqUlWhwcAcAiSFwCAaVoCbSpZUa3Sql0KtAXb3VdW06D7Vm1XYW6G5k0doWSf16IoAQBOQfICADBFS6BNMx+rVMXOvZ0+JtAW1JLKOtX6m7T4ujwSGABAl6h5AQCYomRFdZeJy9Eqdu5VyYqtJkcEAHA6khcAgOF2N7aotGpXRMeUVtXL39hqUkQAADcgeQEAGG7p+vrjaly6E2gLaumGepMiAgC4ATUvAADDhbtd7FjltXs0e+IQg6OJH7qqAYC5SF4AAIZraj0Y1+OsRlc1AIgPQ7aNVVVV6e6779b06dM1cOBAeTweeTyebo9btGiR8vLylJKSorS0NH3rW9/SunXrjAgJAGChlKToro1Fe5yVQl3VllR2vlUu1FVt5mOVagm0xTlCAHAPQ74l7rzzTr3wwgsRHXPLLbfo/vvvV+/evTVlyhS1tLTo1Vdf1cqVK1VaWqrLL7/ciNAAABbIz0pTWU1DxMcVDO5vQjTmiqar2vzpI02OKn7YKgcgnjzBYDCyisoO/Pa3v1Vzc7PGjh2rsWPHatCgQWptbVVnP3rVqlWaPHmy+vfvr7feektDhw6VJL311lu64IILdMIJJ2jnzp3q169fTHHl5ORIkqqrq2P6OQCAyOxubNG4u9dEVLTv83q07vZJjjrhtervaYeEoautctLhvydb5QAcK9bzc0NWXn7+859H9Pjf/e53kqT/+q//OpK4SNK5556rH/7wh3rggQe0cOFC/fSnPzUiPABAnJ2cmqzC3IFaUhl+97DCXOddqY+lq1o0jQnsUlvDAFIAVol7q+T9+/drzZo1kqTCwsLj7g/dtmLFirjGBQAw1rypOcrPSgvrsflZaZo3dYTJERkvlq5qkbJTbQ0DSAFYJe7Jy7Zt29Ta2qoBAwZo4MCBx90/evRoSdLmzZvjHRoAwEDJPq8WX5en4rxM+bwdN3HxeT0qzst07JX5eHZVs0vCwABSAFaKe1uXuro6SeowcZGkPn36qF+/ftq3b58aGxuVmpra7c8M7Z071o4dO5SdnR19sACAmCT7vJo/faTmTB6mpRvqVV67x1VF3fHqqhZtwjBn8jDD///Ge6scYmeHGinAKHFPXpqamiRJJ5xwQqeP6dOnjz777LOwkxcAgL0NSE3S7IlDXHfyGq+uanZKGBJ1AKkT2aVGCjCS8xrqd6CzbgWdrcgAAGCEorEZun91TcTdxorGZET0PHZKGBJtAKlT0VQBbhX3mpeUlBRJ0pdfftnpY5qbmyXJtasuF1xwwZFBnh39efnll60OEQAQhlBXtUhE01XNTglDIg0gdTK71EgBRov7J0lmZqYkadeujvfuNjc367PPPtNJJ53k2uQl5IorrjiSzB3ta1/7mgXRAACiMW9qjmr9zWGdKEbbVc1OCUMiDSB1KjvVSAFGi3vyMnz4cCUlJcnv9+ujjz467kR948aNkqSzzjor3qHF3b333qtBgwZZHQYAIAahrmolK7aqtKrj2pRYBzbaKWGI11Y5RM9ONVKA0eK+bax379668MILJUnPPvvscfeXlpZKkqZOnRrXuAAAiFaoq9q62yfptouHa8LQdI3K7KcJQ9N128XDte72SZo/fWTUNQVFYzM6bTfdGbMShnhtlUP04jl/CIg3SzagzpkzR3/729/061//WpdeeqmGDh0qSXrrrbf0yCOPqF+/frr++uutCA0AgKiZ1VUtlDAsqawP+xgzE4Z4bJVD9OxUIwUYzZDk5cUXX9Sdd9555L8PHDggSSooKDhy2x133KFLL71UknTRRRfp5ptv1v33369zzjlHkydP1oEDB/Tqq68qGAzq8ccfV79+/YwIzdYWLlyoPXv2qEePHho2bJguv/zyIzVBAOBGzJuIntUJQ1VVlV599VVVVlaqsrJSH330kSRpyC9eNGWrHKJnpxopwGiGvEv9fr8qKiqOu/3o2/x+f7v77rvvPp1zzjl68MEH9eqrr6pXr1666KKLdMcdd+i8884zIizb+/Wvf93uv2+99VbdcccduuOOOyyKCADMwbyJ2MWjtqYrd955p1544YXjbl93+yRXDiB1MjvVSAFG8wSDwcgquhwkNOelszkwVvnlL3+pYcOG6bzzztNpp52m+vp6lZaW6te//rX279+v++67TzfffLPVYQKAIcKZNxGSn5XGvIkw+Btb454w/Pa3v1Vzc7PGjh2rsWPHatCgQWptbZWLTyMca3dji8bdvSbipgrrbp9EwgnTxXp+TvJiooYddar5zX1KKV+rXvubdaB3HzWfO15D5t6s9Ozjt4etXLlSF198sfr166ePP/5YvXv3tiBqADDW3OWbI6rVKM7L1PzpI02MCJHobKvfT//tGyQvNsbvHewq1vNzNjeaoOWLJm2+YpZGrXlB5x46pvhta6UCjz+gikmX6+xli5Sc2ufIXVOmTNGYMWO0YcMGVVRU6IILLohv4ABgMOZNOFd3W/0OHDx05HGslNmP1TVSgFni3irZ7Vq+aNKOMecrb9Uy+Y5NXL7iO3RQ+a+WakfuBLV80dTuvlDntU8++cT0WAHAbLHMm4B1Qlv9llR2/vqFbp35WKVaAm3xCw5hCdVIFedldtpm2+f1qDgvk62acBSSF4NtvmKWcmo2qbuv6qCknJpNeqfw2na379u3T5LUp0+fDo4CAGdh3oQzlayoDvu1q9i5VyUrtpocEaJh9vwhwApsGzNQw/sfaNSaw51YuhslFrp/9Orn1bCjTunZmfL7/SorKzt8++jR5gUKICa0+w0f8yach61+7mPW/CHACiQvBqqZ/8DxNS7HWCdpt6Spkrw6vIXs/fn3q+m/fqJrrrlGzc3NuuyyyzRwYGTTiwGYj3a/kWPehPMsXV+vvl/s1VXvrFR+/T+UcuBLNfU6QeWZI7X0rMlq6HPScceEtvpxcgzAbHw7GCilfG23j9ku6VpJp0oaLamfpHef/pPefephtbS0KCcnR//v//0/U+MEELlw2v0G2oJaUlmnWn8Te8i/wrwJZ2n5okkDf36L1m1cqV7HXIw7/4NNuuXNp1U68iKVXHTDcceW1+4heYGrsepuDyQvBuq1v7nbx+RL+pGkCknrJe2T1Lv1S52Tl6crr7xSP/rRj2iRDNhQNDUAtB2VisZm6P7VNRHPmygak2FiVOhIqOHM5TWbOn1Mr0MHdfU7L2vw3l06T2pX38lWP7gVq+72QvJioAO9uy+yP1PSw8fctuXrYzTyrbdMiQlA7KgBiN7JqckqzB0Y0byJwlyuYlph8xWzlPdVw5mu6jaDkgrq/6Genh4KHHU7W/3cLVFXHVh1tx+6jRmoqWBcVMc1nzve4EgAGIl2v7GZNzVH+VlpYT2WeRPWiKbhTI/goXa3s9XPnVoCbZq7fLPOu3u17l25XWU1DdpU95nKahp0zyvbdN7dqzV3+RbXtsum8579kLwYaOjcmxToEdmVp0CPnhoy92aTIgJgBNr9xoZ5E/ZXM/+BTmeThYOtfu4Uzryf0KqDG+f9RLvq7m9sNSkiSCQvhkofMkibLvyOJIU150WSNk66XOnZmabGBSA2tPuNHfMm7C2chjMvSio46s+Br27/5M8/1ZfP3q6pk7+pF1980bwgEXeJvurAqrs9sUHVYGctW6TqMbXK6aLgUTq87F49dJTOXrYoLnEBiB7tfo1jl3kTibp/vzPhNJzx63CzmWMd+GSbPpb0sSS/329wZLAKtX6xrbpb/RnnZnyzGiz5xBRlb3hDFYXXavTq5ztchg/06KmNky7X2csWKTm1+yJ/ANai3a970DWoY+E0nJn11Z+jVQzJ1dlbKxLq/1WiiGXVwS0n7qy62xPbxkyQfGKK8lc+q8+371D59XO0ZUSetmXlaMuIPJVfP0efb9+h/JXPkrgADlE0NqPTWo3OUANgP4m+f78r0TacCX7zmyQuLkWtH6vudsX/XROlZ2cq/dEFVocBIEa0+3UHZvV0bujcmxRY9IeIivZpOONurDqw6m5XrLwAQBho9+tsdA3qGg1ncCxWHVh1tyuSFwAIA+1+nY2uQd07a9kiVQ8dFdacFxrOuF+4F2uO5aZVh9CqeyRYdTefe9JjAAnByi5RoXa/cyYP09IN9Sqv3UOnKoega1D3aDiDoxWNzdD9q2siSvrduOowb2qOav3NYX2GsOoeHyQvABzBTl2i7NLuF+Fj/354Qg1nGnbU6f3596vPW2+q1/5mHejdR83njteQuTcrn61iCYFav8NCq+4lK7aqtKrjFVyf15OQXQqtQvICwPZCXaK6uvIV6hJV629i2xaOw/79yNBwBhKrDiGsuttLYn4qA3AUukQhVnQNAiLHqkN7rLrbA8kLAFtjyjOMwP59IDqsOsBuSF4A2BpTno1hZaMDO2D/PhAbVh1gFyQvAGyNLlGxsVOjA6uxfx8AnI85LwBsjS5R0Qs1OlhS2fnqVajRwczHKtUSaItzhPHFrB4AcD5WXgDYGl2iokejg+Oxfx8AnI1vdwC2Rpeo6NDooGvs3wcAZyJ5AWBrdImKDo0OYJVEbw4BwFwkLwBsjS5R0aHRAeKN5hAA4oHkBYDt0SUqcnZqdMCVePcLNYfo6nc01Byi1t9EQwTABvbs2aMzzzxTfr9f2dnZev/9960OKSwkLwBsjynPkbNDowOuxCcOmkMAzvPTn/5UDQ2R15RajeQFgCPQJSoyVjc64Ep84qA5BOA8q1ev1uLFi3XDDTfoT3/6k9XhRMQTDAYjq+h0kJycHElSdXW1xZEAQHztbmzRuLvXRNzoYN3tkyI6oexsS1jN7kY9v+njsH9OcV4mV+Id6sE1Nbp35faIj7vt4uHUVwEW2L9/v0aOHKmkpCQ9//zzGjZsWFy3jcV6fs7KCwC4kNmNDrrbEhYprsQ7F80hAGcpKSlRbW2tXn/9dfl8PqvDiVgPqwMAAJhj3tQc5WelhfXYSBodhLaELamMvB1zZ0JtmuE8dmoOAaBrmzdv1oIFC3TttddqwoQJVocTFZIXAHCpUKOD4rxM+byeDh/j83pUnJcZUc1JJMXZkSiv3WP4z4T57NAcAkD3Dh06pP/4j/9Qv3799H//7/+1Opyo8ckBICElSvteoxsdRFOcHS6uxDuT1c0hAITnD3/4g9avX6/HH39c/fs79/eP5AVAQumuVuPeV7Zp5MC+evi7ozXwpBMsitJ4A1KTNHvikJhrDJauN26r2LG4Eu9MRWMzdP/qmoibQxSNyTAxKiCxNeyoU81v7lNK+Vr12t+sD3v21C8+2Krz8go0a9Ysq8OLCdvGACSMcGo1gpI27/pcE377mn5W+o5aAm3xDdLmzNguFsKVeGcKNYeIRCTNIQCEr+WLJlVOLlTfYdk697Hfa+TWSg3fWa0/1Lyjg4GA/mf9elVMuVItjc1Whxo1LnMBcK2///3vmjhxYreP6zv+u+o3rrjdbUFJSzfs0od7vmQGyVHM2trFlXhnmzc1R7X+5rCS20iaQwAIX8sXTdox5nzl1Ww67r6/Suon6SfBNunVUjWf8rJ6556jA4GAJOmjjz7SBRdcIEn6y1/+olNPPTVucUeK5AWAa5166qmaOXOmpMOrLi9t+USHQgsuwUNqrn5NkpQ8MKfTn8E08PbM2trFlXhnCzWHKFmxVaVVHa9s+rweFeZmaN7UEVwMAEyw+YpZyqvZpKCkjlq0fCbp9dB/7G+S3nzzyH0tLS16/fXXj/y7nTGkEkBCOHaQ3v4dG7S79Ffypg7Q1370mDyejrtxSdENb3SraAcSdiU/K43VLRfxN7Ya0hwCQPga3v9AfYcPle9Q+KvjgR49tWXN35V7wXiGVAKA3Ry7naVp6+FVlz453+wycZH+NYOEgXrRFWd3hivx7mRUcwgA4auZ/4DOjSBxkSTfoYP68OHHTYrIPCQvABLC0bUahw60aH9NhSSpT86FYR3PNPDDQsXZSyrDHyg5bdTXNOTkFK7EAwZLlJbv6F5K+dqojuu9cYPBkZiP5AVAQji6VuPL7esUDLSo1ynZ6pWeGdbxzCD5l0iLs+dPH6lkn9dxyR8nhrCr7lq+37dqO6uaCabX/ui6h/lavjQ4EvORvABICEcP0gsV6vfJ6b4TWQgzSP7F7cXZnBjCzkIt37u6eBBoC2pJZZ1q/U3UkyWIA737RHXcySeeJKeVv/NtDCAhhGo19n++Ry0fviN5eqjPmd8M+3hmkLSX7PNq/vSRmjN5mKuKs914YsgKkruUrKgOe94S3RITR1PBOGlrZcTHNZ873oRozEW3MQCucOw04QO9+6j53PEaMvdmpWcf3ho2d/lmPfLgA9r32kIlZ+XqlKKSsH423cYSx9zlmyOq5ynOy7TtiWFXK0iSs1fHEtXuxhaNu3tNRA0z+PxKDNF2G/t8+44j35HxEuv5eQ8jgwGAeOtsmvDIrZUqWPg79R2WfWSa8LypOQq+XyZJSvlG+FvGmEGSGHY3tqi0aldEx5RW1cvf2GpSRNELrSAtqex4W5/0rxWkmY9VqiXQFucIEY2l6zt/PTsT6pYId0sfMkibLvyOpMNDlrsSun/jpMvjnrgYgW1jAByrq2nCIb5DB5X/aqmqc3co8NSf9Fn9dvmST9AJQwvCeg6mgbtTR1upgkFFfWJot2YEbC1yp3Bf02PRLTExnLVskarH1Cqni+9E6fAAy+qho3T2skVxictoJC8AHKu7acIhQUk5NZs0q+gaSVJxUaF+/Z//ptlPb9SWXZ93eJWKLTXu1N1WqmjY7cQw2hWkOZOHaUBqEjUyNhZt10O6JSaG5BNTlL3hDVUUXqvRq5/vcAtZoEdPbZx0uc5etkjJqdEV+VuN5AWAIzW8/4FGrXlBUteJS+j+oKS/f7BNkjRjxgxlpJ2g//3xeKaBJ5BwivGjcfSJoR1O/KPdWvRUxYf69IsWuqzZWLRdD+mWmDiST0xR/spn1bCjTu/Pv1993nrzuDrQfAduFTsa72YAjhTpNOEySR9KGnBCii688F+DKZkGnjgi2UoViZSknrZqrxzt3/HxtTv1+f7Of6ec1mXNLY5OiN/f3RTVz6BbYuJJz85U+qMLrA7DFCQvABwp0mnCT371z0t7p6hHD3qVJJpotlKFK/eMk2zVXjnaLUJdJS5Ho0YmPoza4ujzelQ0JsPAyABrkbwAcKRIpgm3Sir96t+nJYe/x9cOW4BgjGi2UoXD5/Xogz3NtiqOj8cWoaNrZGA8I7c40i0RbkPyAsCRIpkmnCQpdAqwpW/32yfstAUIxjBju5gkffus0/TXzZ9EdIzZJ/75WWkqq2kw5WeH2LXLmlsYtcWRbolwI/ZOAHCkpoJxUR3X3TRh5mO4kxndlvKz0nRG2gm2m7tRNDZDPm93bSxiV167x/Tn6Ii/sVUPrqnRjIUVmvbwWs1YWKGHXnvflvN2omHEFkef16PivExqk+BKrLwAcKShc29SYNEfIp4mPGTuzV0+hvkY7mTkVqqj22h//88bovoZZrZXPjk1WYW5A7Wk0tzBhPFuv5soK6LRbnE8rW+yhpycwtZWuB4rLwAcyYxpwm6asI728rPSYv4Zp56YrNsuHq51t0/S/Okjlezz2nbuxrypOWH/nU9Mtn/73URaEY12u9iQk1P0xPX5mj1xCIkLXI3kBYBjnbVskaqHjgprzks404SjnY9h5hYgGMOIrVR7mluPu6Jt17kbyT6vFl+Xp+K8zE7/3qGtRdeNy4rqOd7f3RS3LVvRrIg6lV0TYsAuSF4AONaRacKTCxXo0fHJYKBHT1VMLlR2VVm304SjveJp1d5/hC+0lSoWHSWq0a7oxGPuRrLPq/nTR2rd7ZN028XDNWFoukZl9tOEoentVpCuLug8wenKJ5+3qKymQfe8sk3n3b1ac5dvMWXFI9FWRO2aEAN2wTsdgKMZOU2YK57uNm9qjmr94bc17sixtSpFYzN0/+qaiFbs4j13o7tBrEbUyJg5xyaWFVEndkOLtlscgyiRKFh5AeAK6dmZKnh0gUZWV2h47T80srpCBY8u6LLG5Vhc8XS3o7dSRbuB7NhENZoVHTvO3YikRqYrZmzZSrQV0Wi2ODKIEomE5AUAvmLnLUCxcHtr2UiEtlLlRflad5SoRnLib9e5G+HUyITL6C1bibYi6paEGDALyQsAfMVtVzxbAm2au3yzzrt7te5duV1lNQ3aVPdZXOoU7G7C0PSojusoUY2kON7Oczc6qpE5rW9yxD/H6CYWibgi6oaEGDALyQsAfMVNVzwTqbVsNIxOVMMtjrdr4nK0UI3ME9fna8jJKVH9DCO3bLl1RbQrbkmIATM497IEAEfwN7bqmfV1qti5V02tB5WS1NPWQ9QiKeq28xVPhm12LZoi9XAS1e6K453GDlu2nNAUwQyhhHjO5GFauqFe5bV7HPEZCpiN5AWAKZw6DTt0xbNkxVaVVnW8anH0hHU7xR4SbWvZOZOHJdTJkFsSVTPZYcuWWYmmU7gtIQZiRfICOJSdVzRCW5a6Oik0s7VqrJx+xTPRWstGyw2Jqtns0raXRBNAiCcYDEb2DecgOTk5kqTq6mqLIwGM09WKhmSPk625yzdHdJW0OC8zobYsmW3GwoqoTjgnDE3XE9fnmxCR/fkbWx2ZqJptd2OLxt29JuItW+tun2T4/7fDn332SDTtfPEIOJbd3q+xnp+TvAAOEs6KRkh+VpolKxp2OtlJVNMeXqtNdZ9FfNyozH567sZxxgcER7PbxQgrE00nXDwCQuz6fo31/JxtY4CDOKEImy1LHYvnlS871CnAPey2ZcuqGhCnb4dFYnHz+5VWyYBDRFuEHe9BhIk2Dbs7VsxaScTWsjAPbXsPi+biEWAVN79fSV4Ah4hlRSOe7NBa1S6smrXitmGbsJ6b5thEwykXjwDJ/e9XkhfAIZyyosGWpX+x6sqXm4Ztwl6OHmD53I3j9MT1+Zo9cYjr3ztOuXgESO5/v5K8AA7hlBUNtiwdZvWVr3lTc8J+LWgtC3TNKRePAMn971eSF8AhnLKiwZalw6y+8mVmnYK/sVUPrqnRjIUVmvbwWs1YWKGHXnvfMVsOgEg55eIRILn//eq+fRqAS9llWFx3En0adkgsV76M6qJk9LDNrtpultU06L5V22kTC1dyysUjQHL/+9UZUQJQ0dgM3b+6JuL5KVasaNittaoV7HTly4jWsm5uuwl0xykXjwDJ/e9Xto0BDuGkImxaq7rvypeb224C3WE7LJzE7e9Xe35LAuhQJCsaozP76ZTUJM1YWBH3KdSS8VuWnMZNV76ibT4wZ/IwV7/GSBxsh4WTuP396gkGg5FVlDpITk6OJKm6utriSADjHK472KrSqo4Lwnv2kM7o30cf7vlSBw8df7/P66EuIQ52N7Zo3N1rIt7mt+72Sbb7AnlwTY3uXbk94uNuu3h43KegA2YJZ+tkSH5WmmtXleEMdn6/xnp+zrYxwGG6GhZ3y0VDddbAftrhb+4wcZHMGYqI4zlpm1933N52EwgH22HhJG5+v7LyArjI3OWbI1omLs7L1PzpI02MKLHZ+cpXJKY9vFab6j6L+LhRmf303I3jjA8IsJi/sTUht8PCmez2fo31/JyaF8AlqEuwn9CVr662+TlhG5/bmg8AsTKigx8QL257v/LNArhELEMR3fKBZkduaFzgpuYDAABnI3kBXMIOQxHROSdf+XLSjCEAgLtRsA+4hJ2GIsJd3NR8AADgbCQvgEtQlwAzzZuao/ystLAem5+VpnlTR5gcEQAgEVmavLz77rv67ne/q9NOO01JSUkaNGiQfvzjH6uhIfK91UCiC/fE8ljUJSAcbm67CQBwDstaJa9Zs0ZTp07Vl19+qa9//esaMWKE/vGPf2j79u0aOHCg3nrrLQ0cGNk2hWPRKhnd8Te26pn1darYuddxRdTHctNQRNib3dpuAgCcI9bzc0uSly+//FKDBw/Wp59+ql/+8pcqKSmRJAWDQf3sZz/TvffeqylTpuiVV16J6XlIXtCZw1Pqq1Vatcux7Ws7wpwXAABgZ7Gen1uybWz58uX69NNPNXz4cM2bN+/I7R6PR7/5zW80aNAgrVy5Uu+8844V4cHlQoMDl1R23lrYqVPoqUsAAABuZknyUlVVJUk6//zz1aNH+xB8Pp/GjTs8kfmFF16Ie2xwv5IV1WG3Fa7YuVclK7aaHJFxqEsAAABuZkmboebmZknSSSed1OH9/fsfLiBm5QVGS4Qp9G4YiggAANARS5KXAQMGSJI+/PDDDu/fuXNnl/cfK7R37lg7duxQdnZ2FBHCrRJpCr2ThyICsJbVzUysfn4A9mVJ8nL++efrN7/5jV588UU1NDQoPT39yH0fffSRXn31VUlSY2OjFeHBxZhCDwCd66qZSVlNg+5btd3UZiZWPz8A+7MkeZkyZYpGjx6tjRs36t/+7d/00EMPacSIEdqyZYt+8IMf6ODBwxO/j62H6Uxn3Qo6W5FB4mIKPQB0LNTMpKuLPKFmJrX+JsPr5qx+fgDOYEnBvsfj0fLly5WTk6MNGzYoPz9fqampOu+887R792796le/ktR5TQwQLabQA0DHrG5mYvXzA3AGS5IXSTrjjDP09ttva+nSpbrlllv0gx/8QA888IC2bt2qU045RRIrJzAeU+gB4HjRNjPxN7a64vkBOIell5N79uypK6+8UldeeWW729etWydJuuCCCyyICm5WNDZD96+uiXgKfdGYDBOjAgBrWd3MxOrnB+Aclq28dOaf//ynSktL1b9/f02fPt3qcOAyJ6cmqzB3YETHFObS3QaAu8XSzMQNzw/AOSxLXv7xj3+opaWl3W27du3Sd77zHTU2NmrBggXq3bu3RdHBzZhCDwDtWd3MxOrnB+Aclm0bu/fee/Xcc89p9OjROu2007R79269+eabam1t1R133KGZM2daFRpcLjSFvmTFVpVWdbxVwef10I4TQMKwupmJ1c8PwDks+62//PLL9c9//lPvvPOO1q5dq5NOOkmXXHKJbrnlFmpdYDqm0APAv+RnpamspiHi44xqZmL18wNwDk8wGIysQs5BQt3KOpsDAwAADnf7Gnf3moibmay7fZIhF3qsfn4A8RPr+bntCvYBAEB8Wd3MxOrnB+AcbBYFAJjC39iqZ9bXqWLnXrZlOsC8qTmq9TeH1fnLjGYmVj8/AGdg2xgAwFAtgTaVrKhWadUuGmI4zOHXzrpmJlY/PwDzxXp+TvICADBMS6BNMx+rDPvq+eLr8jgJtSF/Y6ulzUysfn4A5iF56QLJCwDE19zlm7Wksj7sxxfnZWr+9JEmRgQAsBMK9gEAtrC7sUWlVbsiOqa0ql7+xlaTIgIAuA0F+wAAQyxd33GdQlcCbUEt3VCv2ROHmBRVezQRABITv/vuQfICADBEOHUuHSmv3WN68tJVE4Gymgbdt2q7JYXgnFAB5rLr7z6iR/ICADBEU+vBuB4XrnCaCATaglpSWadaf1NcmghwQgWYz46/+4gdNS8AAEOkJEV3PSza48JVsqI67FWhip17VbJiq6nxhE6ollR2vs0udEI187FKtQTaTI0HcCu7/e7DGCQvAABD5GelRXVcweD+BkfyL3ZsIsAJFWA+O/7uwxgkLwAAQxSNzZDP64noGJ/Xo6IxGSZFFFsTATNwQgXEh91+92EckhcAgCFOTk1WYe7AiI4pzDW3MD2WJgJm4IQKiA+7/e7DOBTsAwDaiaUD1rypOar1N4d14pCflaZ5U0cYFXaH7NZEINaObHQnA8Jjt999GIfkBQAgyZgOWMk+rxZfl6eSFVtVWtXxKoPP64lbJy2zmghEm0REe2L0RUtAc5dvpjsZECa7NhBB7HiFAMBidriabmRL0WSfV/Onj9ScycO0dEO9ymv3WPb3ys9KU1lNQ8THddZEINYEL9oTo53+Zr1T/3mn99PuFWjP6N992IcnGAxGtvnWQXJyciRJ1dXVFkcCAMfr6kRYar9C0dhy0NQEZ+7yzVpSGX5dRXFepuZPHxnz85ptd2OLxt29JqI6E5/Xo3W3Tzru/2s4CV5IflZah0nEg2tqdO/K7WHHEg2nvDaAmYz83YexYj0/Z+UFACwQyUrH6nc/1d7mVh081P7+rq70R7KaE20HrDmTh9n+Sz7URCCSxKyzJgLRtDg+NokoGpuh+1fXRFy0HwmnvDaAmYz83Ye90G0MACwQyYnw7sbjE5eQY4cZtgTaNHf5Zp1392rdu3K7ymoatKnuM5XVNOieV7bpvLtXa+7yLe0GH7q9A9a8qTlhz6DprImAUS2Oo+nIFiknvTaAmYz43Yf9kLwAQJxFcyLcnYqde3XHC/+IanK721uKhpoIFOdldjqHxuf1qDgvs9N6ESMTvEhOqPr2jm6DhFNeG8BMRvzuw37YNgYAcRbNiXA4Sqt2KdwqxqO3NSVCS9FYmwjE2uL42FjC7ci29ZPPuyzU74yTXhvATHZqIAJjkLwAQJxFeyLcnUjbr4RqIxKppeiA1CTNnjjkuISiO0YneOGeUM1YWBHV8zrxtQHMFO3vPuyHTzcAiDO7XBUPbWuipWj3zErwujuh4rUBgPaoeQGAOLPTVfHy2j0qGpvR6X7wzvi8HhWNyTApKvsJt0blWLEmEXZ/bfyNrXpwTY1mLKzQtIfXasbCCj302vvHNSoAAKOQvABAnEV7ImyGptaDUXXASrSWolYlEXZ9baLpagcARiB5AYA4i+ZE2CyhVSBainbNyiTCbq9NaEZRpF3tAMAIJC8AwsYWEWPEY9ZHuELbmmgp2j2rkgi7vTbRDOsEAKN4gsFI+9M4R05OjiSpurra4kgAZ2sJtKlkRbVKq3Z12db12Cnv6Fzo6rWRncd6eKRDEXyi+7werbt90nGrA/7GVlqKduLw70L3LY7N+l2w+rXZ3diicXeviajVd2fvMwCJKdbzc5IXAF2K5CQ7PystYa/KR6O7E+GePTxK69NLu8NY2crPSlNm/xP07Ibwh18W52Vq/vSREcWMw6xOIqzy4Joa3btye8TH3XbxcFrUApAU+/m5fVreALClaLaIcEIcnnBmfaQm9wz7Sr8k1e35MuxEM9HqVoyUqDMjjBzWCQDRYOUFQKfYImIf4V7pt3pbE9xt2sNrtanus4iPG5XZT8/dOM74gAA4DisvAEyzdH3n3YQ6Exp8yFVWY4V7pT/cye3x5m9s1TPr61Sxc68t4kF0zBrWCQDh4tMEQKfYIuJcdtnW1FWzh7KaBt23ajsrQQ6Sn5WmspqGiI+LdVgnAITQKhlAp5paD8b1OLgL80Dcx6phnQAQQvICoFNsEUEsmAfiPlYO6wQAiW1jALrAFhHrOL1GZHdji0qrwm/bLEmlVfWaM3mYI/5+VrPy/TFvao5q/c10tQNgCbqNAegU3cbizy0DQZkHYg67vD/oagcgWnQbA2Ca0BaRJZX1YR/DFpHohTMQNFQjUutvsvVAUJo9GM9O7w+7drUDuuP0VW2QvADoBltE4sdNA0Fp9mA8O74/7NLVDugOnQ/dg4J9AF1K9nm1+Lo8FedldtplyOf1qDgv09YrAXYXbY2Iv7HVpIhiQ7MHY7nt/QHEE50P3YXkBUC3QltE1t0+SbddPFwThqZrVGY/TRiartsuHq51t0/S/OkjSVxiEMtAUDvKz0qL6jiaPXTMbe8PIJ7ofOguJC8AwhbaIvLE9fl67sZxeuL6fM2eOIR9wgaIpUbEjpgHYiy3vT+AeGHV0n1YnwfijGJBZzL7dXNbjQjNHozltvcHEC+xrFpSy2VPJC9AnFAs6Ezxet3cWCNCswfjuPH9AcQDnQ/dh21jQBxQLOhM8Xzd3FgjQrMH47jx/QHEA6uW7kPyAsQBxYLOFM/Xza01IjR7MIZb3x+A2Vi1dB+SF8BkFAs6U7xft1CNSCScVCNCs4fYuP39AZiFVUv3IXkBTEaLU2ey4nWbNzUn7C9aakQSD+8PIHKsWroPyQtgMlqcOpMVrxs1IugK7w8gcqxaug8b+gCTUSzoTFa9bqEakTmTh2nphnqV1+6hpTaO4P0BRI7Oh+5C8gKYjGJBZ7L6dQvViNCqEx2x8/uDWVawm9CqZcmKrSqt6nhLsM/rYVyBQ3B2BJgsPytNZTUNER9HsaC1eN2AyDDLCnbGqqV7eILBYGQVqQ6Sk5MjSaqurrY4EiSy3Y0tGnf3moiKv31ej9bdPokPUgvxugHhC81ECndbDjU5QOKK9fycgn3AZBQLOhOvGxA+ZlkBiBeSFyAOaHHqTLxuQPeYZQUgnkhegDigxakz8boB3WOWFYB4ouYFiDN/YyvFgg7E6wZ0bMbCiqiaW0wYmq4nrs83ISIAdhbr+TndxoA4s3OLU3SO1w3oGLOsAMQTyQsA5jIA6FZnnxO9vNHtQGeWFYBo8MkBJDDmMgDoTnefEz06LgfrFjORAESD5AVIUOHMZQi0BbWksk61/iYK0oEEFM7nxKEoKmd9Xo+KxmTEEBmAREW3MSBBMZcBQHci+ZyIBDORAESLlRcgAUU7l2HO5GGccMCRqOuKXDSfE+FgJhKAWJC8AAkolrkMdNuCk1DXFb1oPickqYen461kPq+H/9cAYkbyAiSgaLeBlNfuIXmBY1DXFZtoPyfGDkrT+cMGMBMJgClIXoAExFwGJIJo6rrmTx9pclTOEe3v+4G2Q8xEAmAaCvaBBBTtfAXmMsApoq3r8je2mhSR8/A5AcCO+IQBElB+VprKahoiPo65DLBauIX31HXFjs8JAHbEyguQgIrGZsjnjWyyHHMZYKWWQJvmLt+s8+5erXtXbldZTYM21X2mspoG3fPKNp1392rNXb5FLYE2SbHVdeEwPicA2BErL0ACOjk1WYW5A7Wksj7sY5jLEBta9UYvmsJ76rpix+cEOsJnGaxG8gIkqHlTc1Trbw7rCjVzGaJHq97YRVN4T72GMficQAifZbALto0BCSrZ59Xi6/JUnJfZ6dYQn9ej4rxMWshGKbRisKSy8/qL0IrBzMcqj2x5wr9EW3j/jdNPjOr5qNdoj88JSHyWwV64xAQksGSfV/Onj9ScycO0dEM9cxkMRqve2EVbeC+PRz6vJ6JjqdfoGJ8T4LMMduIJBoORj891iJycHElSdXW1xZEASDS7G1s07u41EZ88r7t9EieCR5mxsCKqjlcThqZr4Em9I6rXKM7L5IQrAVCzERk+y2C0WM/PWXkBABPQqtcYsRTeU6+Bo1GzER0+y2A31LwAgAlo1WuMWArvqddACDUb0eOzDHbDygsAmIBWvcaIdVAi9RqQqNmIBZ9lsBuSFwAwAa16jVE0NkP3r66JufB+QGqSZk8cwjaWBBRtx7o5k4eR2IrPMtgP28YAwAT5WWlRHUer3vZCgxIjwaBEHC2Wmg3wWQb7IXkBABMUjc3otM6iM7Tq7di8qTlhn0BReI9jWVGz4W9s1YNrajRjYYWmPbxWMxZW6KHX3pe/sTXqn2kVPstgN6zpAYAJQisGkbTqZcWgY6HC+5IVW1Va1fFVdJ/XQ6codCieNRtu7GjGZxnshuQFAExCq17jUHiPaMWrZiPU0ayr3/dQR7Naf5OjOtzxWQY7YdsYAJiEVr3GCxXeP3F9vp67cZyeuD5fsycOIXFBp+JVsxFNRzOn4LMMduIJBoORVbE5SKwTPAHAKP7GVlYMAAvEY0J8Ik2h57MMsYr1/JxtYwAQB7TqBawRj5qNRJpCz2cZrMa2MQAA4Gpmd6xjCj0QPyQvAADA1cyu2WAKPRA/bBsDAACuZ2bHOqbQA/HDbw0AAEgYZtRs5GelqaymIeLjmEIPRI5tYwAAADFgCj0QP5YnL+vXr1dRUZFOP/10+Xw+9evXTxMmTNDjjz8uF3dxBgAALhHqaBYJptAD0bF029iyZct01VVXqa2tTaNHj9aECRPk9/tVVlamN998U6tWrdJTTz1lZYgAAADdYgo9EB+WrbwcPHhQN954o9ra2vTUU0+pqqpKzzzzjNasWaPNmzcrLS1NTz/9tF577TWrQgQAAAgLU+iB+LBs5eW9997T7t27NXz4cF199dXt7jvzzDN1zTXX6IEHHtD69es1ceJEi6IEAAAIj5kdzQAcZlnykpQU3i9v//504gAAAM7BFHrAPJYlL4MHD1Z2dra2bdump59+ut3qy7vvvqsnn3xSJ510kqZNm2ZViAAAGM7f2Kpn1tepYudersoDQIQ8QQtbeq1du1bf/va39dlnn2n06NEaOnSodu/erbKyMo0YMUKLFi3SqFGjuv05OTk5Hd6+Y8cOZWdnq7q62ujQAQCISEugTSUrqlVatUuBtuO/en1ejwpzMzRv6gjqIQC4Vui8Pdrzc0u7jY0bN06vv/66pk2bpo0bN2rjxo2SpF69emny5MkaPHiwleEBAGCIlkCbZj5W2WUnqkBbUEsq61Trb6KgGwA6YemclyVLligvL08ZGRmqqKhQU1OTtm/frlmzZmnBggW68MIL1dra2u3Pqa6u7vBPdnZ2HP4WAAB0rWRFdVgtdCWpYudelazYanJEAOBMliUvNTU1mjlzptLT0/XXv/5VeXl56tOnj4YOHapHHnlE3/72t7Vx40Y99thjVoUIAEDMdje2qLRqV0THlFbVy9/Y/cU7AEg0liUvf/nLXxQIBHTJJZcoJSXluPuLiookSW+88Ua8QwMAwDBL19d3WOPSlUBbUEs31JsUEQA4l2XJy65dh69C9e3bt8P7Q7fv27cvbjEBAGC0cLeLHau8do/BkQCA81mWvJx66qmSpA0bNnR4//r16yVJgwYNildIAAAYrqn1YFyPAwA3syx5+c53viPp8LawP/7xj+3uKy8v1+9//3tJUmFhYdxjAwDAKClJ0TX2jPY4AHAzy5KX0aNH69Zbb5Uk3XjjjfrGN76hoqIijR8/XuPGjVNzc7NuuOEGXXTRRVaFCABAzPKz0qI6rmBwf/kbW/XgmhrNWFihaQ+v1YyFFXrotfcp5neJ3/3ud5o+fbqGDh2qvn37KikpSWeccYa+973vacuWLVaHB9iSpUMqJem5557T//zP/6iqqkqff/65UlNTdc455+j73/++iouLY/rZsQ7BAQAgVrsbWzTu7jURFe337OHRt88+TS9u/oSBli6Wnp6u5uZmnXXWWfra174m6fA5y/bt2+Xz+bR8+XJ9+9vftjhKwFixnp9bnryYieQFAGAHc5dv1pLK8LuHnZyapN1hrK7kZ6Ux0NLB1q5dq9zcXCUnJ7e7/eGHH9bs2bN1yimnaNeuXerZky2EcI9Yz88tHVIJAEAiuPGCIRp4Uu+wHhtu4iIx0NLpxo0bd1ziIh3eTp+dna1PP/1UW7fy+gJHI3kBAMAkLYE2zV2+WRcu+Lt27dvf5WN9Xo+mjTpde5sjq2dhoKU7+Xw+SVKvXr0sjgSwF9YhAbiev7FVz6yvU8XOvWpqPaiUpJ4qGNxfRWMyNCA1yerw4FItgTbNfKwyrDkvA0/qrb/cUKDnN32kg4cie57QQMvZE4dEGSns5oknntC2bds0dOhQDR061OpwAFsheQHgWi2BNpWsqFZp1a7jip7Lahp036rtFD3DNCUrqsMeULlr33499NoO7dr3ZVTPVV67h+TFwe655x5VV1erublZ7777rqqrq3X66adryZIl8nr5bAKORvICwJXCueodaAtqSWWdav1NFD3DULsbW1RatSuiY0qr6jX81NSono+Bls72yiuvaPXq1Uf++4wzztCf//xn5ebmWhgVYE/UvABwpUiuelP0DKMtXV8fUWtk6XAy3dgSXRLCQEv7a9hRp7eun6MtOfnaNvgb2pKTr/L/+KkadtRp1apVCgaD2rdvn9544w0NHTpU3/zmN3XXXXdZHTZgOyQvAFwn2qveFD3DKOEmzkYpGNw/rs+H8O36eI9eGXeZThyWrXMf+71Gbq3U8J3VGrm1UgULf6e+w7JVMeVKtTQ2q1+/fpowYYJeeukl5ebm6o477tD69eut/isAtkLyAsB1or3qvXRD+HM4gK5Eu40rNbmnfF5PRMf4vB4VjcmI6vlgnpZAm+Y+VaFdBRfo4nUr1OtQx+8J36GDyn+1VDtyJ6jli6bDt/l8uuqqqxQMBrVixYp4hg3YHskLAEf48ssv9fzzz+v666/X8OHDlZycrD59+ujss8/Wf//3f6upqenIY6O96l1eu8eocJHgot3GddIJvVSYOzCiYwpzo+ua529s1YNrajRjYYWmPbxWMxZW6KHX3mcF0gChmruR98xTQf0/1N2llKCknJpNeqfw2iO3paenS5L8fr95gQIOxCZZAI7w9NNP6/vf/74k6cwzz9Rll12mL774QuvWrdO8efO0ZMkSvf766zr55JOjvupN0TOMkp+VprKahoiPKxjcX9ePz1KtvzmsJDw/K03zpo6I6Dnowme+khXVqt2yQ4VbDhfhd7eWFrp/9Orn1bCjTunZmXr99dclSdnZ2eYFCjgQKy8AHMHn8+mGG27Q1q1btXXrVi1dulQvv/yytm3bplGjRum9997TLbfcIin6q94UPcMoRWMzot7+lezzavF1eSrOy+z0Z/i8HhXnZUbcJS+0IrCksvOtlaEufDMfq1RLoC2ivwP+VXNXtHllp1vFJGmtpJclHT3Wx3fooN6763f6wx/+oCeeeEK9e/fWVVddZXbIgKPwTQ3AEWbOnKmZM2ced/tpp52mhx56SOedd56WL1+uAwcOxHTVGzDCyanJKswdqCWV4ddRHb39K9nn1fzpIzVn8jAt3VCv8to9hgxYjaYL3/zpIyN+nkQWqrnLr/9Hl4+rkXStpHRJuZL6S2qQtOmJh+V/PKDk5GQtWrRIGRnUMwFHI3kB4Hhnn322JKm1tVV79uxR0dgM3b+6JqKifYqeYbR5U3Ni3v41IDVJsycOMWQAZbRd+OZMHhZVopSoQq93yoGuB45+U9IvJL0uabMOJy69JJ3u6aF//8lPdNNNN2nIEAaPAsdi2xgAx6utrZV0eGtZWlrakavekYi26BnojJnbv6JBF774CNXONfU6ocvHZUm6S9Kbkj6WdEBSk6RlQ8/WAw88QOICdIKVFwCOd//990uSLrnkEiUlHU5AjLjqDcTKrO1f0YilC58RKz+JIlQ7V5HxDZ3/waaIj28+d7zRIQGuQvICwNFeeuklLVy4UD6fT3feeeeR20NXvUtWbFVpVcdXnH1eD12VEBdGbv+KFl344iNUc7f0rCm6ee2SLov2jxXo0VND5t5sYnSA85G8ALCdhh11qvnNfUopX6te+5t1oHcfNZ87XkPm3qz07Mwjj3vvvfd0zTXXKBgM6p577jlS+xJip6vegNXowhcfoZo7f8pJKh05SVe/84qC6rpdcuj+jZMuV/5Rn3EAjscnEgDbaPmiSZuvmKVRa17QucderdxaqcDjD6hi0uU6e9ki7fniM11yySXat2+f5syZo5tv7vxqpR2uegNWowtffBzdaa5k0g0avPcjFXTTecwjqXroKJ29bFFcYgScjIJ9ALbQ8kWTdow5X3mrlsnXyTYL36GDyn+1VBvPOVeTL7pIH374oa699lrde++9cY4WcJ5YZs8gMvOm5ig/K02tviTNvLJET599iQ706Ph68YEePVV+0RXKripTcmqfOEcKOI8nGAxG1nrEQXJyciRJ1dXVFkcCoDuVkwuVt2pZt9srGiVdJKlS0vTp07V06VJ5vdSrAOGYu3xzRLNnivMymfMSpZZAW7uau/TmfSra/KoK6rYo5cCXau51gj74xhhNuneuTh+eZXW4QNzEen5O8gLAcg3vf6C+w4d2uuIS0irpW5LWSJoijx7ful2nn8lWMCBcLYE2zXysMuwufPFo4ex2/sZWau6Ao8R6fk7NCwDL1cx/4Pgal2O0SSrW4cRlgqTnFNTmBX/U6Y8uiEOEgDvQhS/+qLkDjEXyAsByKeVru33Mg5Ke++rf0yXdKGlf6Z910sE97R537733Kj093egQAdegCx8AJ2PbGADLbRv8DQ3f2fXv6a8klYTxs3bu3KlBgwYZEBUAADBarOfndBsDYLkDvbvvsPMrHZ6FcPSfzSPyFAwG2/0hcQEAwL3YNgbAck0F46StlREf13zueBOiAQA4ib+xVc+sr1PFzr1sgUwAbBsDYLlwu40dLdCjpz7fvkPpNp5GzRcqAJjncDvqapVW7aL5hIPQbQyA46UPGaTKC78T1pyX0P0bJ12ufJsmLl19oZbVNOi+Vdv5QkXYSIKB44XT9jvQFtSSyjrV+pto++0irLwAsIWWL5q0Y8z5yqnZ1O1jq4eOsu00auZowChcVQY6x8BV56JgH4ArJJ+YouwNb6hicqECPTpeFA706KmKyYW2TVwkqWRFdViJiyRV7NyrkhVbTY4IThRKgpdUdjyLRfrXVeWZj1WqJdAW5wgB6+xubFFp1a6Ijimtqpe/sdWkiBBPJC8AbCP5xBTlr3xWn2/fofLr52jLiDxty8rRlhF5Kr9+jj7fvkP5K5+1beLCFyqMQhIMdG7p+s6T+s4E2oJauiH8lRrYFzUvAGwnPTtT6Y8usDqMiMXyhcr07cOo74g+CZ4zeVjC/D9CYgs3sT9Wee0ePmtdgOQFAAzCF2r0aHLwLyTBQNeaWsPvTGnEcbAXto0BgEH4Qo0O9R3txZIEA4kgJSm6a+/RHgd7IXkBAIPwhRod6jvaIwkGupaflRbVcQWD+xscCaxA8gIABuELNXI0OTgeSTDQtaKxGfJ5u5oIdjyf16OiMRkmRYR4InkBAIPwhRo5ugYdjyQY6NrJqckqzB0Y0TGFuYnT9MPtSF4AwCDRfKF++6zT9cz6Os1YWKFpD6/VjIUVeui19129snA06juORxIMdG/e1JywE/38rDTNmzrC5IgQL6wxA4CB5k3NUa2/OayT8pNTk7TinY908FD72xOpuxb1HccLJcGRTA/nqjISTbLPq8XX5alkxVaVVnW8guvzehLiczTRkLwAgIHC+ULt2cOjtD69tLuL1ZVQd61af5MWX5fn2i9e6js6FkkSzFVlJKpkn1fzp4/UnMnDtHRDvcpr9yTsfKhE4gkGg5FtNnaQnJwcSVJ1dbXFkQBIRP7G1g6/UGt2N+r5TR+H/XOK8zI1f/pIEyO1zoNranTvyu0RH3fbxcNdP9Pk8OwbrioDcJdYz89JXgAgjnY3tmjc3WsiKlL3eT1ad/skV15B5P9H9zpLgrmqDMCJYj0/d/e6OwDYDNPT26O+o3sDUpM0e+IQV77+ABApuo0BQBzRXet4dA0CAISL5AUA4ojuWscLNTkozsvstEWwz+tRcV6mq5sXAAC6x7YxAIgjumt1jK5BAIBwuPvbEABsJj8rTWU1DREflyjT06nvAAB0hW1jABBHTE8HACB6JC8AEEeh7lqRSLTuWgAAdIbkBQDijO5aAABEh+QFAOKM7loAAESHgn0AsADdtQAAiBzJCwBYiO5aAACEj21jAAAAAByB5AUAAACAI5C8AAAAAHAEkhcAAAAAjkDyAgAAAMARSF4AAAAAOALJCwAAAABHIHkBAAAA4AgkLwAAAAAcgeQFAAAAgCP0tDoAAADgfP7GVj2zvk4VO/eqqfWgUpJ6qmBwfxWNydCA1CSrwwPgEiQvAAAgai2BNpWsqFZp1S4F2oLt7iuradB9q7arMDdD86aOULLPa1GUANyC5AUAAESlJdCmmY9VqmLn3k4fE2gLakllnWr9TVp8XR4JDICYUPMCAACiUrKiusvE5WgVO/eqZMVWkyMC4HYkLwAAIGK7G1tUWrUromNKq+rlb2w1KSIAiYDkBQAARGzp+vrjaly6E2gLaumGepMiApAISF4AAEDEwt0udqzy2j0GRwIgkZC8AACAiDW1HozrcQAgkbwAAIAopCRF17A02uMAQCJ5AQAAUcjPSovquILB/Q2OBEAiIXkBAAARKxqbIZ/XE9ExPq9HRWMyTIoIQCIgeQEAABE7OTVZhbkDIzqmMDdDA1KTTIoIQCIgeQEAAFGZNzUn7O1j+Vlpmjd1hMkRAXA7khcAABCVZJ9Xi6/LU3FeZqdbyHxej4rzMrX4ujwl+7xxjhCA29DyAwAARC3Z59X86SM1Z/IwLd1Qr/LaPWpqPaiUpJ4qGNxfRWPYKgbAOCQvAAAgZgNSkzR74hDNnjjE6lAAuBjJCwAAkL+xVc+sr1PFzr2snACwLZIXAAASWEugTSUrqlVatUuBtmC7+8pqGnTfqu0qzM3QvKkjqFkBYDmSFwAAElRLoE0zH6tUxc69nT4m0BbUkso61fqbKLoHYDm6jQEAkKBKVlR3mbgcrWLnXpWs2GpyRADQNZIXAAAS0O7GFpVW7YromNKqevkbW02KCAC6R/ICAECC8Te2as4zbx9X49KdQFtQSzfUmxQVAHSP5AUAgATREmjT3OWbdd7dq/Xm+3ui+hnltdEdBwBGoGAfAIAEEE5xfjiaWg8aFBEARI7kBQAAB4l2HkskxfldSUni1AGAdfgEAgDAAWKZxxJNcX5nCgb3N+TnAEA0SF4AALC5WOexLF1fH3Fxfkd8Xo+KxmTE/HMAIFqWFez//e9/l8fj6fbPf//3f1sVIgAAthDrPBYjtotJUmFu11vTAMBslq28nHrqqZo5c2aH97W1tenJJ5+UJE2YMCGeYQEAYCvRzmOZM3nYkUTDiCL7/Kw0zZs6IuafAwCxsCx5+frXv65FixZ1eN/f/vY3Pfnkk8rIyNAFF1wQ17gAALCTaLZ8heaxzJ44RFJsRfY+r6fTWhoAiDdbznkJrbp897vflcfjsTgaAACsE+2Wr6PnseRnpUX1MyYMTde62ydp/vSRJC4AbMF2yUtzc7NeeOEFSdKMGTMsjgYAAGtFu+Xr6OOKxmbI543sYqDP69Hvis6hxgWArdgueVm+fLmam5s1atQojRjB3loAQGKLdsvX0cednJqswtyBER1PcT4AO7Jdq+TQlrFIVl1ycnI6vH3Hjh3Kzs42JC4AAKyQn5WmspqGiI87dh7LvKk5qvU3h7UNjeJ8AHZlq5WXTz75RKtXr5bX61VxcbHV4QAAYLlot3wdO48l2efV4uvyVJyX2enP83k9Ks7LPG5ODADYha1WXpYsWaK2tjZdcsklOvXUU8M+rrq6usPbO1uRAQDAKUJbvpZU1od9TGdbvpJ9Xs2fPlJzJg/T0g31Kq/do6bWg0pJ6qmCwf1VNIatYgDszVbJSzRbxgAAcDujt3wNSE3S7IlDjrRSBgCnsM22sXfffVebNm1SSkqKLr/8cqvDAQDANtjyBQCH2Wbl5YknnpAkTZ8+XSeccILF0QAAYC9s+QIAmyQvwWBQTz/9tCS2jAEA0BW2fAFIZLbYNlZWVqYPP/xQX/va13ThhRdaHQ4AAAAAG7JF8hIq1L/66qvVo4ctQgIAAABgM5ZnCq2trSotLZUkXXPNNRZHAwAAAMCuLK95SUpK0t693bd+BAAAAJDYLF95AQAAAIBwkLwAAAAAcASSFwAAAACOQPICAAAAwBFIXgAAAAA4AskLAAAAAEcgeQEAAADgCCQvAAAAAByB5AUAAACAI5C8AAAAAHAEkhcAAAAAjuAJBoNBq4MwS2pqqgKBgLKzs60OBQAAAEh4O3bskM/nU2NjY1THu3rlpU+fPvL5fFaHYagdO3Zox44dVocBl+F9BTPwvoJZeG/BDLyv4sPn86lPnz5RH+/qlRc3ysnJkSRVV1dbHAnchPcVzMD7CmbhvQUz8L5yBlevvAAAAABwD5IXAAAAAI5A8gIAAADAEUheAAAAADgCyQsAAAAAR6DbGAAAAABHYOUFAAAAgCOQvAAAAABwBJIXAAAAAI5A8gIAAADAEUheAAAAADgCyQsAAAAARyB5AQAAAOAIJC8AAAAAHIHkxeH+/ve/y+PxdPqnoKDA6hDhEnfeeeeR99WTTz5pdThwoM2bN+vHP/6xCgoKdPrppyspKUl9+/bVueeeqz/84Q8KBAJWhwgHeu+99/Tb3/5WEydOVHp6unw+n0499VRNnz5dZWVlVocHh2pubtYTTzyhn/zkJ8rPz1dSUpI8Ho9+9atfWR1awutpdQAwRnZ2tsaPH9/h7UCstm3bprvuuksej0fBYNDqcOBQb7zxhh566CGdccYZGjFihAYMGCC/36+1a9eqvLxcy5Yt08qVK9WrVy+rQ4WDXHTRRfroo4+UkpKigoICpaWlaevWrXruuef0/PPP63e/+51uueUWq8OEw9TU1Oh73/ue1WGgAyQvLjF+/HgtWrTI6jDgQsFgUDfccIP69eungoICvfDCC1aHBIf61re+pW9961saPHhwu9s//fRTXXTRRXr99df1pz/9ST/+8Y8tihBO9PWvf13z58/XlVdeqeTk5CO3P/LII/rhD3+oW2+9VVOmTNGIESMsjBJOk5qaquuvv15jx47V2LFj9eKLL+qXv/yl1WFBbBsD0I1HH31Ub7zxhhYsWKB+/fpZHQ4cbPDgwcclLpJ0yimn6Oc//7kkac2aNfEOCw63atUqzZgxo13iIkk/+MEPNGXKFLW1tenZZ5+1KDo4VXZ2th599FH94Ac/0OjRo+Xz+awOCV8heQHQqX/+85/62c9+pkmTJum73/2u1eHAxUInBmwZg5HOPvtsSdLHH39scSQAjMK2MZeoqanR3LlztWfPHqWnp2v8+PG65JJL1KMH+Smid9NNN2n//v364x//aHUocLF9+/ZpwYIFkqRLL73U4mjgJrW1tZKkU0891eJIABiF5MUl1q1bp3Xr1rW7beTIkVq2bJmGDh1qUVRwsr/+9a969tlnVVJSwnsIhqqpqdFdd92lQ4cO6dNPP9W6devU1NSkH/7wh6zwwTA7duzQX//6V0nSZZddZnE0AIxC8uJwffv21W233aYrrrjiyAnm22+/rf/8z/9UeXm5pkyZorffflt9+/a1OFI4SVNTk2688UYNGzbsSC0CYJRPP/1UixcvbnfbTTfdpDvvvJPVYhji4MGDmjVrllpbW3XVVVcpNzfX6pAAGITkxWLTpk3Tu+++G9Exf/7zn5WXlydJGjVqlEaNGtXu/gsvvFBvvvmmJk6cqLKyMj388MOaO3euYTHD/mJ9X/3iF79QfX29Vq9eraSkJDNChAPF+r4KGT9+vILBoNra2lRXV6fnnntOJSUl+tvf/qaVK1dq0KBBBkYNuzPqfXW0m266SW+++aYGDx6shx9+ONYQ4UBmvK9gDyQvFtu5c6e2bdsW0TFffvllt4/xer36+c9/rrKyMr3yyiskLwkmlvdVZWWlHnroIc2YMUMXXnihGeHBoYz+vPJ6vcrKytKcOXM0aNAgXXHFFfrJT36iFStWxBoqHMTo99Vdd92lP/7xjzrllFP0yiuvKC0tLdYQ4UBmnV/BeiQvFnv77bdN+9mhbWSffPKJac8Be4rlffXSSy/p0KFD2rJliy644IJ297333nuSDp8cPProo7rkkkt0++23xxApnMTMz6tp06YpJSVFL7/8sg4cOEDXsQRi5Pvqf/7nf/Rf//Vf6tu3r15++WUNGTLEsJ8NZzHz8wrWInlxsX379kmS+vTpY3EkcKKuPvjfe+89vffee2zvgWE8Ho/S0tJUV1enffv26ZRTTrE6JDjMX/7yF82ePVsnnHCCXnzxRZ1zzjlWhwTABFRGutiyZcskSaNHj7Y4EjjJr371KwWDwQ7/zJw5U5L0xBNPKBgMatGiRdYGC9eora1VfX29TjzxRKWnp1sdDhzmpZde0ve+9z317NlTzz33nMaNG2d1SABMQvLicPfdd5/q6+vb3RYMBvXII4/o97//vTwej370ox9ZFB0A/Msf/vAH/fOf/zzu9m3btunqq69WMBjU9773PXm9Xguig1OtXbtWhYWFCgaDeuaZZzRlyhSrQwJgIk8wGAxaHQSiN2jQIO3atUujR49WVlaWWlpatGXLFu3cuVM9evTQ/fffrx//+MdWhwmXmDVrlhYvXqwnnnhC11xzjdXhwGEGDRqk+vp6nX322RoyZIiCwaA+/PBDVVVV6dChQzr//PP14osvKiUlxepQ4SAnnXSSPvvsM2VlZen888/v8DHjx4/Xf/zHf8Q5MjjdtGnTjtQNf/zxx6qvr9fXvvY1DRw4UJJ02mmn6bnnnrMyxIREzYvD/fSnP9XKlStVXV2trVu3KhAI6LTTTtM111yjm266SWPHjrU6RACQdLjRw0svvaQNGzbolVde0f79+5WWlqbJkyeruLhYM2bMYM4LIvbZZ59JOtxdaufOnZ0+juQFkdq0aZM+/PDDdrd99NFH+uijjyRJZ5xxhhVhJTxWXgAAAAA4Ape4AAAAADgCyQsAAAAARyB5AQAAAOAIJC8AAAAAHIHkBQAAAIAjkLwAAAAAcASSFwAAAACOQPICAAAAwBFIXgAAAAA4AskLAAAAAEcgeQEAAADgCCQvAAAAAByB5AUAAACAI5C8AAAAAHAEkhcAAAAAjkDyAgAAAMARSF4AAAAAOML/B0cf4GTLjcOTAAAAAElFTkSuQmCC", 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\n", + "image/png": 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -223,13 +216,14 @@ "# diverse subset selection from randomly generated data points\n", "selected_id3 = OptiSim().select(coords, 12)\n", "# diverse subset selection from data points with obvious patterns (different clusters)\n", - "selected_id4 = OptiSim().select(coords_cluster, num_selected=12, labels=class_labels_cluster)\n", + "selected_id4 = OptiSim().select(coords_cluster, size=12, labels=class_labels_cluster)\n", "\n", - "graph_data(coords,selected_id3)\n", - "graph_data(coords_cluster,selected_id4)" + "graph_data(coords, selected_id3)\n", + "graph_data(coords_cluster, selected_id4)" ] }, { + "attachments": {}, "cell_type": "markdown", "id": "3dddc3d6", "metadata": {}, @@ -239,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 29, "id": "3cfc8fbf", "metadata": { "pycharm": { @@ -249,26 +243,22 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -276,13 +266,18 @@ "# diverse subset selection from randomly generated data points\n", "selected_id5 = DirectedSphereExclusion().select(coords, 12)\n", "# diverse subset selection from data points with obvious patterns (different clusters)\n", - "selected_id6 = DirectedSphereExclusion().select(coords_cluster, num_selected=12, labels=class_labels_cluster)\n", + "selected_id6 = DirectedSphereExclusion().select(coords_cluster, size=12)\n", + "\n", + "# TODO: See why if clusters labels are provided the algorithm fails\n", + "# selected_id6 = DirectedSphereExclusion().select(coords_cluster, size=12,labels=class_labels_cluster)\n", "\n", - "graph_data(coords,selected_id5)\n", - "graph_data(coords_cluster,selected_id6)" + "\n", + "graph_data(coords, selected_id5)\n", + "graph_data(coords_cluster, selected_id6)" ] }, { + "attachments": {}, "cell_type": "markdown", "id": "abfa0f31", "metadata": {}, @@ -292,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 30, "id": "c9927492", "metadata": { "pycharm": { @@ -302,26 +297,22 @@ "outputs": [ { "data": { - "image/png": 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ozOO0lUcnJloAWtEqGQBCFMqJKiKTv6twZ9pcedDgSMIjmJVHq/gSrWUl7f/c+hKtGYtL1ORpCXOEADpC8gIAIYq2E1V0rqH5eFiPs1KwK4+19c0mRdQxJyVaAM5G8gIAIYqmE1X4JzEuuF3ZwR5nJSetPDot0QJwNpIXAAhRNJ2owj+56clBHZfXr6fBkZjPSSuPTkq0ALSN5AUAQhRNJ6rwT8GIVLljXQEd4451qWB4qkkRmcdJK49OSrQAtI3kBQBCFE0nqvDP+Unxyh/WJ6Bj8oc5sz2vk1YenZRoAWgbyQsAhCiaTlThvzmTs/1elevTo5uqDzZq6jMbdNOiYj399l7H1Fk4aeXRSYkWgLaRvACAAQI5Uc1NT9acyQNNjghWi3fHauktOZqek9buylyMq/Vr/+Gj2lBxUNurj6iovE6Pvblbl85fp9krd9q+Va+TVh6dlGgBaBvJCwAYwJ8TVXesS9Nz0iwf0IfwiXfHat60Qdr4wATdf+UAjclK0ZC07ro0o6f69OimE17pRDv1406ZNeKklUcnJVoA2ubyer2Btd1wkOzsbElSWVmZxZEAiCa19c1avrVGmysPqqH5uBLjuiivX08VDGerGFrNXrlDy0r872A1PSdN86YNMjGi0PgGP/pTEJ+bnmxpAh9p//aA04R6fk7yAgBAGB2ob9Ko+esDatnrjnVp4wMTbJ38NnlaNHf1LhWWtt2O2B3rUv6wVM2ZPNDSlUcnJVpAJAr1/JwKNAAAwiiUWSN3jss0KarQ+bbIzZrY39Yrj74tnk5ItACcjZUXAADC6KZFxSoqrwv4uDFZKXr+1lwTIopebPEEwo+VFwAAHIRZI/bRKylOd47LtPWKFoDT0W0MAIAwYtYIAASP5AUAgDBi1ggABI/LOAAAhFHBiFQtXFcecLcxZo04U219s17eUq3iqkPU1QAGIHkBACCMfEMdA5k1YtVQRwSvtXV0mQpL95+VqBaV12nB2j10NAOCwLYxAADCbM7kbL+3j+WmJ2vO5IEmRwQj+WbJLCtpvy22p8WrZSXVmrG4RE2eljBHCDgXyQsAAGHmmzUyPSdN7lhXm49xx7o0PSeNIYkONHd1mV9DMCWpuOqQ5q7eZXJEQORg2xgAABZwylBHBOZAfZMKS/cHdExhaY1mTezP9xvwA8kLAAAWsnrWCAXlxlq+pf2tYu3xtHi1fGsN82YAP5C8AAAQhSgoN4e/28XOtLnyIMkL4AeSFwAAooyvoLyjE21fQXllbQN1NwFoaD4e1uOAaEPBPgAAUYaCcvMkxgV3XTjY44BoQ/ICAEAUCbagvLa+2aSIIou/LbDPlNevp8GRAJGJ5AUAgCgSSkE5OlcwIrXd9tftcce6VDA81aSIgMhC8gIAQBQJpaAcnTs/KV75w/oEdEz+MDq7Af4ieQEAIIpQUG6+OZOz/d4+lpuerDmTB5ocERA5SF4AAIgiFJSbL94dq6W35Gh6Tlq7W8jcsS5Nz0mjkxsQID6JAACIIrnpySoqrwv4OArKAxPvjtW8aYM0a2J/Ld9ao82VBxkCChiA5AUAgChSMCJVC9eVB1S0T0F58HolxenOcZkMoAQMwrYxAACiCAXlAJyM5AUAgChDQTkApyJ5AQAgylBQDsCpqHkBACAKUVAOwIlIXgAAiGIUlANwEraNAQAAAHAEkhcAAAAAjkDyAgAAAMARSF4AAJZ455135HK5Ov36zW9+Y3WoAACboGAfAGCJ3r17a8aMGW3e19LSohdeeEGSNGbMmHCGBQCwMZfX6/VaHYRZsrOzJUllZWUWRwIACMQbb7yhq666Sqmpqdq3b59crrZnkQAAnCXU83O2jQEAbMe36nLDDTeQuAAATiJ5AQDYSmNjo1atWiVJuummmyyOBgBgJyQvAABbWblypRobGzVkyBANHDjQ6nAAADZC8gIAsBXfljFWXQAAZyJ5AQDYxmeffaZ169YpNjZW06dPtzocAIDN0CoZAGC6uopqlT+6QImbN6jr0UYd65agxpGjlTn7HqVkpJ183LJly9TS0qJJkyapd+/eFkYMALAjkhcAgGmavmjQjutmasj6VRp54vjpd+4qkee5p1Q8YYouXrFE8UkJbBkDAHSI5AUAYIqmLxpUMXyscsq3t/sY94njyn2rUGXDKuR58b+1fft2JSYmasqUKeELFADgGCQvAABT7LhupnLKt8srqaNJLV5J2eXbNbPgRknStGnTdM4554QjRACAw1CwDwAwXN3eTzRkfeusls5GTLrUmsC888luSWwZAwC0j+QFAGC48nlPyX1mjUsHiiTtk9TrnESNHz/etLgAAM7GtjEAgOESN28I6PEvfPXfq7slKibGudfVauub9fKWahVXHVJD83ElxnVRXr+eKhieql5JcVaHBwCOR/ICADBc16ONfj+2WVLhV/8/NT7BlHjM1uRp0dzVZSos3S9Pi/e0+4rK67Rg7R7lD0vVnMkDFe+OtShKAHA+Qy5vlZaWav78+Zo2bZr69Okjl8sll6uzXc7SkiVLlJOTo8TERCUnJ+uqq67Sxo0bjQgJAGChY938T0LiJB1Sa91L+nk9zQrJNE2eFs1YXKJlJTVnJS4+nhavlpVUa8biEjV5WsIcIQBEDkNWXh5++GGtWrUqoGPuvfdeLVy4UN26ddMVV1yhpqYmvfXWW1qzZo0KCwtpkwkADtaQN0raVRLwcY0jR5sQjbnmri5TcdUhvx5bXHVIc1fv0rxpg0yOKnzYKgcgnFxer7fty0QB+M///E81NjZqxIgRGjFihPr27avm5ma199Rr167VxIkT1bNnT23atElZWVmSpE2bNumyyy7TOeeco6qqKnXv3j2kuLKzsyVJZWVlIT0PACAwdXs/0XkDsgIq2vfEdNG/9lQoJSPNxMiMdaC+SaPmr293xaUt7liXNj4wIaQTezskDB1tlZNa/55slQNwplDPzw1ZefnFL34R0ON/97vfSZJ+9atfnUxcJGnkyJG6/fbb9dRTT2nRokX62c9+ZkR4AIAwS8nsq5Lx1ypn7Qq/5ry4JG2bMEW5DkpcJGn5lva3irXH0+LV8q01unNcZsCvZ5faGt9WuY5WnHxb5SprG7T0lhwSGACGCHtLl6NHj2r9+vWSpPz8/LPu9922evXqsMYFADDW4BVLVJY1xK85L2VZQ3TxiiVhiMpY/m4XO9PmyoMBH2On2ppgtsoBgBHCnrzs3r1bzc3N6tWrl/r06XPW/UOHDpUk7dixI9yhAQAMFH9uojK2vqfiifnyxLS90O+J6aLiifnKKC1SfJLzOo01NPu/LS7U4+ySMByob1Jh6f6AjiksrVFtfbMp8QCILmFvlVxdXS1JbSYukpSQkKDu3bvr8OHDqq+vV1JSUqfP6ds7d6aKigplZGQEHywAICTx5yYqd80rqquo1t55C5Ww6X11PdqoY90S1DhytDJn3+O4rWKnSowL7tdooMcFmzDMmtjf8BqYcG+VQ+jsUCMFGCXsyUtDQ4Mk6Zxzzmn3MQkJCTpy5IjfyQsAwN5SMtKU8qcnrA7DcLnpySoqrwv4uLx+gbWEtlPCEMpWOZKX8LJLjRRgpIgYUtlet4L2VmQAADBCwYhULVxXHnC3sYLhqQG9jp0ShnBulUPwaKqASBX2mpfExERJ0pdfftnuYxobWyczR+KqS6ADPWtqavTMM89o5syZuuiiixQTEyOXy6V33nknfEEDANp0flK88oe1vQ26PfnDAt+qY6eEIVxb5RAau9RIAUYL+ydJWlrr3ub9+9veu9vY2KgjR46oR48eEZm8BDrQc8WKFfqP//gPEyMCAIRizuRsVdY2+nWimJuerDmTBwb8GnZKGMK1VQ7Bs1ONFGC0sK+8DBgwQHFxcaqtrdWnn3561v3btm2TJA0ePDjcoYXFyJEj9eCDD+p///d/9dlnnykuruMPiX79+unee+/Viy++qD179uiKK64IU6QAAH/Eu2O19JYcTc9Jkzu27ZV0d6xL03PSgt6ak5ueHFRsZiQMBSNS2/17tieYrXIIXig1UoDdhX3lpVu3bho/frzeeOMNvfLKK7r33ntPu7+wsFCSNHny5HCHFhaBDvS85pprdM0115z8c0dbzAAA1oh3x2retEGaNbG/lm+t0ebKg4Z2dQpXbY0/fFvllpX4f6IbzFY5BM9ONVKA0SzZgDpr1iy98cYb+u1vf6urr75aWVlZkqRNmzbp2WefVffu3XXrrbdaERoAAEHrlRSnO8dlGn4CaLeEIRxb5RA8O9VIAUYzJHl5/fXX9fDDD5/887FjxyRJeXl5J2978MEHdfXVV0uSLr/8ct1zzz1auHChLrnkEk2cOFHHjh3TW2+9Ja/Xq+eee07du3c3IjQAgI0wbyJ4dkoYfFvl5q7epcLStrcouWNdtOG1iJ1qpACjGfIura2tVXFx8Vm3n3pbbW3tafctWLBAl1xyif7whz/orbfeUteuXXX55ZfrwQcf1KWXXmpEWAAAm2DeROjsljCYvVUOwaOpAiKZy+v1BlbR5SC+OS/tzYGxg/j4eDU3N8vfb8OkSZP05ptv6u2339Zll11mbnAAYAB/5k345KYnM2/CD7X1zSQMaNeB+iaNmr8+4BqpjQ9M4P0D04V6fs76oInqKqpV/ugCJW7eoK5HG3WsW4IaR45W5ux7lJKRZnV4ABAWwcybmDdtkMlROZtZtTVtYauf84SrRuqyyy7Tu+++2+79b7zxhiZNmhTQcwKdIXkxQdMXDdpx3UwNWb9KI0+cUfy2q0Se555S8YQpunjFEkviA4BwYd6Ec7HVz9nCWSN13XXXnRxCfqpvfetbQT8n0B6SF4M1fdGgiuFjlVO+vd3HuE8cV+5bhSobVhHGyAAg/EKZN0HLVuv4s9XP0+LVspJqVdY2sNXPhsJZI/X444+rb9++IUQL+I/kxWA7rpupnPLt8krqaCKLV1J2+XZ5Y8I+JxQAwoZ5E87EVr/IQFMFRCKSFwPV7f1EQ9avktRx4nLq/a4TJ0yNCYDxqAHwH/MmnIetfpEnnDVSgNlIXgxUPu+ps2tcAEQMagACx7wJ52GrHwK1aNEiHTx4UDExMerfv7+mTJmitDQaE8Ec/HYwUOLmDZ0+5nVJD5/y52Nf/be9gZ6fffaZpk6devK+jz/+WJJ0xx136Nxzz5UkXX311XrwwQdDih1Ax6gBCA7zJpylydOiFzbvC+pYtvpFr9/+9ren/fm+++7Tgw8+GHHnJqy62wPJi4G6Hm3s9DG1ks4e59n+QM/m5uY2B4B+9NFHJ///29/+dkBxAggcNQDBKRiRqoXrygOeN1EwPNXEqNAWX4L+zy+agzqerX7RZ+zYsfrRj36kSy+9VBdccIFqampUWFio3/72t/r1r3+tc889V/fcc4/VYYaMVXd7oVrcQMe6JXT6mJlqLdY/9WvHwBx5vd6TXzNnzjz5+L59+552X1tfS5YsMeOvA+ArwdYA1NYHdxIYSXzzJgIRzLwJhC6QBL0tbPWLbHUV1dp06yztzM7V7n7f0c7sXF31j0ZNGjlW/fr1U7du3dS/f3/98pe/1GuvvSZJeuihh3T06FFrAw+RL6lfVtL+dkrfqvuMxSVq8rSEOcLoQ/JioIa8UUEd1zhytMGRADBSKDUAaJ03kZue7NdjQ503geAEk6Cfia1+kanpiwaVTMzXef0zNHLxkxq0q0QDqso0aFeJ8hb9Tuf1z1DxFderqf7r3SdXXHGFhg8friNHjrS5e8RJgll1h7lIXgyUNftueWICu/LkiemizNnOX1IFIlko7X7x9byJ6Tlpcse23YvRHevS9Jw0aoUsEkyCfiq2+kWmk7Pr1q6Qu52GRL7ZdRXDxqjpi4aTt2dlZUlqrd11Klbd7YnkxUApmX21ffy1klq3g3XEd/+2CVOUkkFHDsDOaPcbOt+8iY0PTND9Vw7QmKwUDUnrrjFZKbr/ygHa+MAEzZs2iMTFIqFsF5PY6hepdlw3s3UmXSeP882u+zD/5pO3HT58WJKUkND5lnq7YtXdntigarDBK5aobHilssu3d/g4l6SyrCG6eMWSsMQFIHi0+zWOXeZN0DXodKEk2mz1i0zBzK4buu411VVUy3tuNxUVFbXeNnSoeUGajCG79sRvVoPFn5uojK3vqTj/Zg1d91qby6yemC7aNmGKLl6xRPFJzr0iAUQL2v1GDroGtS3YRLv3ufFs9YtQnc2u2yjpgKTJknzfffeJ4yr65W/0xKcfq7GxUddcc4369AmsYYedsOpuTyQvJog/N1G5a15RXUW19s5bqIRN76vr0UYd65agxpGjlTn7HuWyVQxwDNr9RgZm9bQv2AT9ppEXRs2/UbTpbHbdHkk3S+otaaik7pL2Sdr6ymI1e73Kzs7W//zP/5gdpqlYdbcn/nVNlJKRppQ/PWF1GABC5Gv3u6zE/33M1ADYD7N62keCjjN1NrsuV9K/q3V23RZJhyUlSPp213j98NHf6t///d/VrVs30+M0E6vu9kTBPgD4gXa/zkbXoI4xjwdn6mx23UWSnpFUqtbtYx5JRyQ9nzFIs2bNcnziIrUm9e11SGwPSb35SF4AwA+0+3U2ugZ1jgQdp2J2HUm9Xbm8Xm/wjd1tLjs7W5JUVlZmcSQAjGKHLlG19c1avrVGmysP0qnKIW5aVBzU9o8xWSl6/tZcEyKyp9aGBrtUWNp2sueOdUVlQ4NoVLf3E503IKvd+S5t8cR00b/2VETUCAh/auV8ctOTuXjlh1DPz0leADhCR12iJE6q0LGpz2zQ9uojAR83JK27Xr0juCvQTkaCDkkqmZivnLUr5FXH7ZJ99xdPzFfumlfCE1wYkdQbi+SlAyQvQGTgyhdCxcoLELimLxpUMXxsp7PrpNbZdRmlRRE9AoKk3hihnp/TbQyA7dElCqGiaxAQOGbXnc4uQ3ajHQX7AGyNLlEwAl2DgOD4Ztf9a0+FNt86SzsH5mh3erZ2DszR5ltn6V97KpS75pWIT1xgH6y8ALC1ULpEcXXsa3ZodGAlZvUAoWF2HeyC5AWArfm7XexMmysPkryo40YHReV1WrB2T9QUms6ZnK3K2ka/a6doBQwA9sO2MQC21tDsf5tOI46LJL5GB8tK2l+98rR4taykWjMWl6jJ0xLmCMOLWT0A4HysvACwtcS44D6mgj0uktDo4Gzx7ljNmzZIsyb2p2sQADgQv90B2BpdooITbKODWRP7R8XJO12DAMCZSF4A2FrBiFQtXFceUNE+XaJodADrRHtzCADmInkBYGvh7hL1u9/9Tu+//7527typAwcOqKmpSb1799Z3v/td3X///Ro0yBnbqmh0gHCjOQSAcCB5AWB74ewS9eijj6qxsVGDBw8+maiUlZXp+eef15///GetXLlS3/ve94J+/nCxU6MDrsRHPl9ziI5+Rn3NISprG2iIACBoJC8AbM/XJWru6l0qLG17O5Q71mXIVd1Vq1Zp2LBhio+PP+32Z555Rnfeead+9KMfaf/+/erSxd4fn3ZodMCV+OhBcwgA4eLyer2BbYp2kOzsbEmtV00BRIba+mbLukRlZmaqoqJCH374oQYPHmzqa4XqD+vL9fiaPQEfd/+VAwzZNubPlXif3PRkrsQ72IH6Jo2avz7gurSND0xg5Q2IQqGen9v70iEAnMHKLlFut1uS1LVr17C/dqDC1eigvS1h5QfquRIfJWgOASCcSF4AwA/PP/+8du/eraysLGVlZVkdTqfMbnTQ2ZawQEVTm+ZIQ3MIAOFE8gIAbXjsscdUVlamxsZGffTRRyorK9M3v/lNLVu2TLGxztjeZFajg0C2hPmLK/HOZafmEAAiX4zVAQCAHb355ptaunSpCgsLVVZWpgsvvFDLli3TsGHDrA7Nb75GB9Nz0uSOdbX5GHesS9Nz0gKqOQmkODsQmysPGv6cMJ8dmkPgdB999JFuuOEGXXDBBYqLi1Pfvn111113qa4u8FVRwG5IXgBEpbqKam26dZZ2Zudqd7/vaGd2rjb/6Geqq6iWJK1du1Zer1eHDx/We++9p6ysLH33u9/VI488YnHkgYl3x2retEHa+MAE3X/lAI3JStGQtO4ak5Wi+68coI0PTNC8aYP8TlwO1DepsHS/KbFyJd6ZctOTgzour19PgyOBJK1fv17Dhw/XSy+9pO7du+t73/ue4uLi9PTTT2vIkCHav9+cn18gXOg2BiCqNH3RoB3XzdSQ9avkPnH2yfKxmC5aP/IqfeeV59Tngq9Pyjwej0aOHKlt27apuLhYI0aMCGfYthFsFzN/jMlK0fO35pry3DAP3cbs48svv1S/fv30+eef69e//rXmzp0rSfJ6vfr5z3+uxx9/XFdccYXefPNNiyOF2ew8XyvU83NWXgBEjaYvGlQxfKxy1q5oM3GRpK4njmvShv/V/tzv6pcvFqvJ0yKptdPY97//fXm9Xq1evTqcYduKGdvFfLgS70y+5hCBCKQ5BPy3cuVKff755xowYIDmzJlz8naXy6VHH31Uffv21Zo1a/Thhx9aGCXM1ORp0eyVO3Tp/HV6fM0eFZXXaXv1ERWV1+mxN3fr0vnrNHvlzpO/25yI5AVA1Nhx3Uxll29XZ9eHvZLyav6u7zz2kGYsLjn5IZ+SkiJJqq2tNTdQGzNra1cwbZphH3MmZ/u9fSyQ5hAITGlpqSRp7Nixiok5/RTP7XZr1KhRklqH8SLy+JqpLCtpv325p8WrZSXVp/1ucxqSFwBRoW7vJxqyvvUXdtul61/z3Z+/c60q/l6huat3SZLeffddSVJGRoZJUdqfWUXWXIl3NrOaQyAwjY2NkqQePXq0eX/Pnq2rm6y8RKZAmqn45ms5Ea0+AESF8nlPaWQ7W8V8Nkiql3SFWq/sdD1xXAU73tJ/J5yrcyvW6vnnn1e3bt30/e9/PwwR21NuenJQc1w6e06uxDufrznErIn9tXxrjTZXHrTdXvtI16tXL0nSvn372ry/qqqqw/vhXME0U3HqfC2SFwBRIXHzhk4fUy7pZkkpkoZJ6impvORVfbLtL/plwyHFx8dryZIlSk2N3u1NBSNStXBdecAT1dvijnUpf1iq5kweyJX4CNIrKU53jstkZo8Fxo4dq0cffVSvv/666urqTm51laRPP/1Ub731liSpvr7eqhBhkuVb2t8q1h6nztcieQEQFboebez0Md+V9EtJ70raIalOUpfmBsUkpiozZ4L+8uyjysx01oe80XzF2ctKavw+ZuqQbynz/ESuxAMGq6uoVvmjC5S4eYO6Hm3UBfHnaEDP87X74AH927/9m55++mkNHDhQO3fu1G233abjx1tXn8+sh4HzBdtMZXPlQZIXALCjY90SOn1MuqQzp7i8d+El+uH3H9ZFad2jPnHxmTM5W5W1jX79ssxNTz45R8ZpvyDt3GoU0e3Ulu9nbod9U9JVkrZu3arc3K9bj3/jG9/QQw89pF/96lft1sTAuYJtpuLE+VokLwCiQkPeKGlXScDHbU4bJIlp4KfyFWfPXb1LhaVtb1Vw8pawJk+L5q4uU2Hp/rP+bkXldVqwdo9j/25wvpMt38u3t3n/hZI+lPSqpNXdeylu6mQNHnKJbrjhBq1cuVLS13M2EDmC/R3lxN9tzosYAIKQNftueZb8vt35Lm05FtNFywdPlMQMkjNFanG2r9VoR6tKvlajlbUNjuicxQpSZNlx3UzlfNXyvb3OiV0k5Uu6/kitivd/odzFP5Ukbdy4UZJ02WWXhSFShFOwzVSc+LvN5fV6Q6+6tKlQJ3gCcA5/TtBKJuYrZ+2KDn/pSzp5/0sXT9IvJ93FNPAoMnvljoDqeabnpGnetEEmRhS8jlaQJGevjkWrur2f6LwBWQFdhPHEdNG/9lToeEJX9e/fX127dlVNTY26detmYqQItwP1TRo1f31ARftW/W4L9fyclRcAjhbIFp/BK5aobHilstvZbuHjkrQ59Tuae/lPJDGDJFpEUqvRSFxBgn8t3/8uKVNS/Fd/dp84ro2/+q0eqfxQ9fX1WrJkCYlLBAqmmYpTf7eRvABwrGBO0DK2vqfN183U0PWr1LWNk4BjMV1UOOhyzb38J2ru0pUZJBGqrZU6r1cR02o0mGF1dl1Bwtf8afn+uFrrXYZKukDSAUlFL/9Jx7xePfjgg5oxY4a5QcIygTZTcervNpIXAI4V7Ala3luF+vTjKq2/f576/n2rEo59qYau52hz2iAtHzxRdQk9WqeBs6Um4nS2lSoYdms1GuoKEjUy9uVPy/cpkv6p1qL9DZJ6SBrTLVG/ev1/qXWJcJHeTMWH5AWAI4V6gvatb6frptX/rdr65tMKzi/iRC1i+bNSF4xTW43a4cQ/2GF1Lxbv0+dfNNFlzcb8afk+5auvU+3se5EGkbhEhUhtpnIqkhcAjmTUNGGmgUePQFbqApEY18VW7ZWD/Ts+t6FK/zrafj0FNTLWODUhHvWtbA0KouV748jRJkQGO4vk322MWAXgSKFME0b0CWalzl/DLuyhGYtLtKyk/YTad+I/Y3GJmjwtpsThE+zQuY4Sl1P5tmDCXE2eFs1euUOXzl+nx9fsUVF5nRb1H69jMYFdd/bEdFHm7HtMihIIP5IXAI4UjmnCtfXN+sP6ct20qFhTn9mgmxYV6+m396q2vjmo14Z1glmp84c71qVPDvpXICuF58Q/HEPnCktr+DkwkW+L45kJcW1iDxUOmiCptaV7R3z3b5swRSkZaeYECliA5AWAI5k5TbitK57bq4+oqLxOj725W5fOX6fZK3eafgXdbFu2bFFBQYG++c1vyu12q3v37hozZoyee+45RdoIMDO2i0nS9wZfoNd3fBbQMWaf+OemJ5v23D6+LZgwR0dbHOdO+Ik2p36nw1lVUmvL97KsIbp4xRKjwwMsRfICwJGCPUHrbJpwe1c8TxXOLUBmWbFihUaOHKlXXnlFF1xwgaZNm6ahQ4dq8+bNuuWWW3TjjTdaHaKhgl2p60huerIuTD4n6NorsxSMSJU7trNT29BZtQUz0ldEO9vi2OyO04zr5+qliye1u4XME9NFxRPzlVFapPikzov8AScheQHgSMGcoLljXSoYntrhY4Jpv+w0x48f1x133KGWlha9+OKLKi0t1csvv6z169drx44dSk5O1ksvvaS3337b6lANY+RWKnesS9Nz0rT0lhyVVh8J6jnMPPH3DaszmxkJYUeiZUXUny2Oze44/XLSXbr0juf0f8f+UO/1HaKdqRdp58Acbb51lv61p0K5a14hcUFEInkB4EjBnKB1Nk042PbLTrvi+/HHH+vAgQMaMGCAfvCDH5x230UXXXRy1WXLli1WhGcKI7ZS9T43XvdfOUAbH5igedMGKd4dG5baq2DMmZzt99/53HjztmAaJVpWRKXAtjjWJfTQMyML9MPvP6z/O+c5DSorVt6fnqDGBRGN5AWAYwVygubPNOFQ2i87SVycfz3+e/bseIudkxixlepgY/NZMxLMrL0KhW9Y3fSctHb/3r4VpFtGpQf1GnsPNIRty1Y0rIj62DUhBuyC5AWAYwVygubPXIpoab/cr18/ZWRkaPfu3XrppZdOu++jjz7SCy+8oB49emjq1KkWRWg8I7ZStZWomlV7ZQTfsLqND0zQ/VcO0JisFA1J664xWSmnrSD9IK/9n5+OfPavprBs2YqWFVEfuybEgF2QvABwNH9P0PwZqBctVzxjY2O1dOlSde/eXTfccIOGDRum//N//o/Gjx+vwYMHq0+fPlq3bp2Sk83vWhVOgazUtefMRNWs2isj+YbVPX9rrl69Y5SevzVXd47LPLmCZFRiZ9aWLSesiH755Zd67bXXdOutt2rAgAGKj49XQkKCLr74Yv3mN79RQ0OD389l54QYsAOSFwARobMTNH9E0xXPUaNG6d1331W/fv20bds2vfzyy3r77bcVExOjiRMnql+/flaHaLhTV+qC3UB2ZqJqRu2VFYxI7CRztmw5YUX0pZde0tSpU7V48WLFxsbqmmuu0ZgxY1RVVaU5c+ZoxIgROnDggF/P5YSEGLASyQsAfCVSr3jWVVRr062ztDM7V7v7fUc7s3P1m3FXK2dEjlJTU1VcXKyGhgbt2bNHM2fO1BNPPKHx48erudmZ22464lupywnye91Womp07ZUV/NmC6S+jt2w5YUXU7XbrJz/5iXbt2qVdu3Zp+fLl+tvf/qbdu3dryJAh+vjjj3Xvvff69VyRkhADZiF5AYCvRNoVz6YvGlQyMV/n9c/QyMVPatCuEg2oKlP8rhL99p2/KuVYs+bE9NDgi7KVkJCgrKwsPfvss/re976nbdu2afHixVb/FUwzJislqOPaSlSNrr2ySltbMC84Lz7g5zF6y5YTVkRnzJihZ599VhdddNFpt19wwQV6+umnJUkrV67UsWPH/Hq+SEiIAbOQvADAVyLpimfTFw2qGD5WOWtXyH3i9CvQf5bkkTRJ0ri3X1PFsDFq+uLrPfkFBQWSpPfeey98AYeZ0YmqkbVXVjt1C2bm+YlBPYeRW7acviJ68cUXS5Kam5t18KB//y6RkhADZnDeRm0AjlJb36yXt1SruOqQGpqPKzGui/L69Tyr5axdzJmcrcraRr/22dv5iueO62Yqp3y7vNJZ9R2+vk3nSfJKyi7fruL8m5W75pXW2887T5J0+PDhMEUbfr5EdVmJ/ysE/iSqvhP/O8dlhhqiLdhhy1bBiFQtXFceUNG+nVZEKysrJbVuLQukCYYvIZ41sb+Wb63R5sqDjvgMBcxG8gLAFE2eFs1dXabC0v1nnXQUlddpwdo9yh+WqjmTB9rqqqHviufc1btUWNp2lyN3rMuWsfvU7f1EQ9avknR24iJJvb/679ZT7h+67jXVVVQrJSPt5HDKvn37mhyptSIlUTWTHbZsmZVohsvChQslSZMmTfJ7xtKpIi0hBkJF8gI4lJ1XNHzTsDs6KfS1Vq2sbbDdtgenX/Esn/eURp5o/8r3tZJ+I+k9SX+U9O+S3CeOa++8hdr7o+v15JNPSpLy8/PDEK11IiFRNVtuerKKyusCPs7oLVtOTTT/+te/atGiRXK73Xr44YetDgeICC6v1xtY83QHyc7OliSVlZVZHAlgnI5WNCR7nGzNXrkjoKuk03PSNG/aIBMjii47s3M1aFdJh4+5X9LjX/1/tqSBkvZ2S9SHzV/qxIkT+slPfqJnn33W5Ejto7a+2ZGJqtkO1Ddp1Pz1AW/Z2vjABMP/3Vo/++yRaNZVVKv80QVK3LxBXY826li3BDWOHK3M2fcoJSNNkvTxxx/r0ksv1eHDh7VgwQLdc889psYEtMduFztDPT8neQEcxJ8VDZ/c9GRLVjTsdLITrXb3+44GVHX+ufeqpP+SVCrpX5ISYmI19Ltj9eMf/1jTp083OUo4hd0uRliZaDZ90aAd183UkPWrzmqEIUmemC7aNmGKUn7/qCZcOVH79u3TrFmz9MQTT5gaF9AWu17sJHnpAMkLIo3dTiLa8of15Xp8zZ6Aj7v/ygERvac7nFe+/Fl5afO4gTkaVFZsaCxwPidcNAkHXwe/7PLtHT7ukKScrvGqONakm2++WYsWLZLLFdrsHCBQdv65DfX8nFbJgEMcqG9SYen+zh94CqOHxfnDCdOww6nJ06LZK3fo0vnr9PiaPSoqr9P26iMqKq/TY2/u1qXz12n2yp1q8rQY9poNeaOCOq5x5GjDYkDkoG1vqx3XzVT2Vx382tMg6d8kVRxr0mXnf0v/8z//Q+ICS8xdXeb37+PiqkOau3qXyREZh+QFcIjlW9re590Ro4fF+cMOrVXtwnfla1lJ+987X+OCGYtLDEtgsmbfLU9MYP1YPDFdlDmbPfloWyTNsQlGZx38JKlZrc0wSiRdKekvtf/U4U8+DU+AwCmccrEzWCQvgEM4ZUXDDq1V7cKqK18pmX21ffy1ktThVeJT7982YcrJQmOgPacOsHz1jlF6/tZc3TkuM+Lr1crnPdVmjYtPi6TpktZLGiNppaQEb4v2zlsYngCBUzjlYmewIu9sAYhQTlnRsEtrVasFe+Vr1sT+hpwIDl6xRGXDKzvdn++SVJY1RBevWBLyawKRKnHzhg7v/4NaG2BIUoqkO776/8OF/089jn99Aenxxx9XSkqKGSECJ4VysdMJtackL4BDOGVFw+nTsI0SypUvI355xJ+bqIyt76k4/2YNXfdah52RLl6xRPFJCX4/t93abgJm63q0scP7D5/y/6+eese/6qSlS0/+8aGHHiJ5gemccrEzWCQvgEM4ZUXD6dOwjWKHK1/x5yYqd80rqquo1t55C5Ww6f2zZlLkBrBVrKO2m0XldVqwdo/lM4YAMxzr1nFy/9BXX2eigx+s4JSLncFyRpQAHLWi4dRp2Eay05WvlIw0pfwptDkT/rTd9DUfqKxtiOiuU4g+DXmjpCDaj9PBD1ZwysXOYFGwDziEb0UjEFataNBaNfKufEVy202gM3Twg5MUjEht93dve5y0fduevyUBtCmQFY2had31jaQ43bSo2JK6BF9r1VkT+1s2DdtKkXTly+rmA4DVUjL7qmT8tcpZu0Jetd8uWdLJ+7dNmBLQtkzAKJG+fdvl9XoDqyh1kFAneAJ21Fp3sEuFpW0XhHeJkS7smaB9B7/U8RNn3++OdVGXEAYH6ps0av76gLf5bXxggu1+gfxhfbkeX7Mn4OPuv3KAIzrXAP5o+qJBFcPHdtrBT2rt4JdRWhRQIwzASP5s9fXJTU8O6y6IUM/P2TYGOExHw+LuvTxLg/t0V0VtY5uJi2TOUESczUnb/DrjlBlDgJlOdvCbmN/uFjJPTBcVT8wncYHlInn7NisvQASZvXJHQMvE03PSNG/aIBMjim52vvIViKnPbND26iMBHzckrbtevWOU8QEBFuuogx/DXmE3tfXNttq+Her5OTUvQISgLsF+fFe+Otrm54RtfJHWfAAIlREd/IBw6ZUUpzvHZUbMNl5+swARwuqhiGhbJDQuiKTmAwAAZyN5ASKEHYYion1OvvLlpBlDAIDIRsE+ECHsNBQRkSWSmg8AAJyN5AWIENQlwExzJmcrNz3Zr8fmpidrzuSBJkcEAIhGliYvH330kW644QZdcMEFiouLU9++fXXXXXepri7wvdVAtPP3xPJM1CXAH5HcdhMA4ByWtUpev369Jk+erC+//FLf/va3NXDgQP3973/Xnj171KdPH23atEl9+gS2TeFMtEpGZ2rrm/XylmoVVx1yXBH1mSJpKCLszW5tNwEAzhHq+bklycuXX36pfv366fPPP9evf/1rzZ07V5Lk9Xr185//XI8//riuuOIKvfnmmyG9DskL2tM6pb5MhaX7Hdu+ti3MeQEAAHYW6vm5JdvGVq5cqc8//1wDBgzQnDlzTt7ucrn06KOPqm/fvlqzZo0+/PBDK8JDhPMNDlxW0n5rYadOoacuAQAARDJLkpfS0lJJ0tixYxUTc3oIbrdbo0a1TmRetWpV2GND5Ju7uszvtsLFVYc0d/UukyMyDnUJAAAgklnSZqixsVGS1KNHjzbv79mztYCYlRcYLRqm0EfCUEQAAIC2WJK89OrVS5K0b9++Nu+vqqrq8P4z+fbOnamiokIZGRlBRIhIFU1T6J08FBGAtaxuZmL16wOwL0uSl7Fjx+rRRx/V66+/rrq6OqWkpJy879NPP9Vbb70lSaqvr7ciPEQwptADQPs6amZSVF6nBWv3mNrMxOrXB2B/liQvV1xxhYYOHapt27bp3/7t3/T0009r4MCB2rlzp2677TYdP9468fvMepj2tNetoL0VGUQvptADQNt8zUw6usjja2ZSWdtgeN2c1a8PwBksKdh3uVxauXKlsrOztXXrVuXm5iopKUmXXnqpDhw4oIceekhS+zUxQLCYQg8AbbO6mYnVrw/AGSxJXiTpwgsv1AcffKDly5fr3nvv1W233aannnpKu3bt0je+8Q1JrJzAeEyhB+zl4MGDOv/88+VyuZSZydZMqwTbzKS2vjkiXh+Ac1h6OblLly66/vrrdf311592+8aNGyVJl112mQVRIZIVjEjVwnXlAU+hLxieamJUQPT62c9+prq6OqvDiHpWNzOx+vUBOIdlKy/t+ec//6nCwkL17NlT06ZNszocRJjzk+KVP6xPQMfkD6O7DWCGdevWaenSpfrxj39sdShRL5RmJpHw+gCcw7Lk5e9//7uamppOu23//v269tprVV9fryeeeELdunWzKDpEMqbQA9Y7evSobrvtNg0cOFD33Xef1eFEPaubmVj9+gCcw7JtY48//rheffVVDR06VBdccIEOHDig999/X83NzXrwwQc1Y8YMq0JDhPNNoZ+7epcKS9vequCOddGOEzDR3LlzVVlZqXfffVdut9vqcKKe1c1MrH59AM5h2U/9lClT9M9//lMffvihNmzYoB49emjSpEm69957qXWB6ZhCD1hnx44deuKJJ3TzzTdrzJgx+uSTT6wOKerlpierqDzw2iOjmplY/foAnMPl9XoDq5BzEF+3svbmwAAAwuvEiRPKy8tTVVWVPv74Y/Xs2VOffPKJ0tPTlZGRob1791odYlQ6UN+kUfPXB9zMZOMDEwy50GP16wMIn1DPz21XsA8AiFy///3vtWXLFj322GPq2ZOr5nZhdTMTq18fgHOwWRQAYIq6imqVP7pAiZs3qOvRRu3r0kW//GSXLs3J08yZM60OD2eYMzlblbWNfnX+MqOZidWvD8AZWHkBABiq6YsGlUzM13n9MzRy8ZMatKtEA6rK9PvyD3Xc49F/bdmi4iuuV1N9o9Wh4hS+ZibTc9LkjnW1+Rh3rEvTc9K09JYcw5uZWP36AJyBmhcAgGGavmhQxfCxyi7fftZ9LkndJV381Z8buyWq27BLdMzjUXFxseLj45WbmytJ+vOf/6zevXuHK2ycoba+2dJmJla/PgDzhHp+TvICADBMycR85axdIa9ak5VTtX0tvW1VVVXq27evcYEBAGyBgn0AgC3U7f1EQ9avktR2ouJt4+tYTBeVvvO+JCkjI0Ner1der5fEJUClpaWaP3++pk2bpj59+sjlcsnl6jxdXLJkiXJycpSYmKjk5GRdddVV2rhxYxgiBoDgULAPADBE+bynNPJEYBPP3SeOa98zz5kU0dlq65v18pZqFVcdiqjtSA8//LBWrVoV0DH33nuvFi5cqG7duumKK65QU1OT3nrrLa1Zs0aFhYWaMmWKOcECFojUn/1oRPICADBE4uYNQR3XbdtWgyM5W5OnRXNXl6mwdP9Zs0SKyuu0YO0e5Q9L1ZzJA8NaCG7UCdXIkSM1ePBgjRgxQiNGjFDfvn3V3Nzc7uPXrl2rhQsXqmfPntq0aZOysrIkSZs2bdJll12mm2++WZdddpm6d+8e6l8RsJRdf/YRPJIXAIAhuh4NrnuYu+lLgyM5XZOnRTMWl3TYgtfT4tWykmpV1jaEpZOV0SdUv/jFLwJ6/d/97neSpF/96lcnExepNQm6/fbb9dRTT2nRokX62c9+FtDzAnZix599hI6aFwCAIY51SwjquPPP7SGv16u9e/caHFGruavL/JodIknFVYc0d/UuU+Lw8Z1QLSupaXeivO+EasbiEjV5Wgx9/aNHj2r9+vWSpPz8/LPu9922evVqQ18XCDe7/ezDGCQvAABDNOSNCuq4xpGjDY7kawfqm1RYuj+gYwpLa1Rb3/6Wq1BZfUK1e/duNTc3q1evXurT5+yp9kOHDpUk7dixw9DXBcLJjj/7MAbJCwDAEFmz75YnJrDdyJ6YLsqcfY9JEUnLt7S/utEeT4tXy7fWmBKPHU6oqqurJanNxEWSEhIS1L17dx0+fFj19fWGvS4QTnb72YdxSF4AAIZIyeyr7eOvldTaBrkjvvu3TZiilIw002Lyd4XjTJsrDxocSSs7nFA1NDRIks4555x2H5OQ0LoFkOQFTmW3n30Yh4J9AMBpQumANXjFEpUNr1R2+fYOH+eSVJY1RBevWGJc4G1oaA6sdXOox3UmlBOqO8dlqq6iWuWPLlDi5g3qerRRx7olqHHkaGXOvsfUJBBwGrv97MM4JC8AAEnGdMCKPzdRGVvfU3H+zRq67jW525j74onpom0TpujiFUsUnxRckb+/EuOC+zXX2XHBJnjBnhg1fdGgkon5GrJ+1dmzdHaVyPPcUyr28980MTFRkvTll+13eWtsbO0cl5SUFFS8gNXM+tmH9fgOAYDF7DA8zciWovHnJip3zSuqq6jW3nkLlbDp/bNWCXLDtEqQm56sovK6gI/L69ezzdtDTfCCOTGK8zTr5wtna8S+ne0+xn3iuHLfKlTZsAplbH2vw+dLS2v9t9+/v+3am8bGRh05ckQ9evQgeYFjGf2zD/sgeQEAiwRyIlzfdNzUBCeYDljzpg3q8HEpGWlK+dMTIccWioIRqVq4rjygOhN3rEsFw1PPut2IBC+YE6o56/5bI/btlFet2+3a45WUXb5dxfk3d/h8AwYMUFxcnGpra/Xpp5/qW9/61mn3b9u2TZI0ePDggOIE7MTIn33YCwX7AGCBQGZ9jP2/b2vkvLV6fM0eFZXXaXv1ERWV1+mxN3fr0vnrNHvlzrNmgdTWN+sP68t106JiTX1mg25aVKyn397bZtcqO3TAMsv5SfHKH9Z2V6325A9rOyE0osVxwYhUuWM7SkFO16vhsPJ3rpPUceJy6v1D173WYceEbt26afz48ZKkV1555az7CwsLJUmTJ0/2O07Aboz82Ye9kLwAgAUCORE+UN+s4yfavu/MYYZNnhbNXrlDl85f53eyY4cOWGaaMzlbuenJfj02Nz1ZcyYPPOt2oxK8QE+oCnasUdc26oY64j5xXN6Wjo+ZNWuWJOm3v/2tysvLT96+adMmPfvss+revbtuvfXWgF4XsBsjfvZhPyQvABBmwZwId6a46pAeXPX3oCa3R3pL0Xh3rJbekqPpOWntrnq4Y12anpPWbi2PkQleICdUoz8t8+txr0vKO+XL09L6vc3Lyzv59frrr598/OWXX6577rlHBw8e1CWXXKIpU6boqquu0tixY3X8+HE999xz6t69u1+vDdiVET/7sB9qXgAgzII5EfZHYel+ef182lPrVqKhpWi8O1bzpg3SrIn9tXxrjTZXHgyodijUFsdnxrL0lhzNXb1LhaVtvxfcsS7lD0tVj5f925pXK6m4jduLi7++tba29rT7FixYoEsuuUR/+MMf9NZbb6lr1666/PLL9eCDD+rSSy/163UBuwv1Zx/24/J6/f1V5zzZ2dmSpLIy/65cAUA43LSoOKguOEZzx7q08YEJmrX8g6DiGZOVoudvzTUhMvuZ+swGba8+EvBxQ9K669U7RrV7f219c4cnVDuzczVoV0nAr7tzYI4GlbWVzgCAtUI9P2flBQDCzC4rFr5tTbQU7ZxZMyN6JcXpznGZZ63O+DTkjZKCSF4aR44O+BgAcAJqXgAgzOw0BG1z5cGAO2BJ0ddS1N8alTOFmuBlzb5bnpjA3i+emC7KnH1PSK/rr0C62gGAEUheACDMgj0RNkND83FaivrBqgQvJbOvto+/VlKH3Y9Pu3/bhClKMXkIaDBd7QDACCQvABBmwZwIm8W3CkRL0Y5ZmeANXrFEZVlD/JrzUpY1RBevWBLya3YkkBlFp3a1AwAjkLwA8BtbRIwRzImwWXzbmmgp2jmrErz4cxOVsfU9FU/Mb3cLmSemi4on5iujtEjxSQmGvG57jBjWCQDBotsYgE41eVo0d3WZCkv3d9jWdc7kgVF5UhsM39XrYFvwtiXGJZ0I4BPd123szNWBzjpgRbPWn4XOWxyb9bNQV1GtvfMWKmHT++p6tFHHuiWoceRoZc6+x/StYlLrjKJR89cH1Oq7vfcZgOgU6vk5yQuADgVykp2bnhy1V+WD0dmJcJcYl5ITuuqAHytbuenJSut5jl7Z6v/wy+k5aZo3bVBAMaNVtCZ4f1hfrsfX7An4uPuvHNBuRzUA0YVWyQBMFcwWEU6I/ePP8LSk+C5+X+mXpOqDX/qdaEZb3YqROmtxHKmMHNYJAMFg5QVAu9giYh/+Xum3elsTIptZwzoBRA9WXgCYZvmW9rsJtcc3+JCrrMby90q/P6s5ViSWtfXNenlLtYqrDtkiHgTHrGGdAOAvPk0AtIstIs5ll21NHTV7KCqv04K1e1gJcpDc9GQVldcFfFyowzoBwIdWyQDa1dB8PKzHIbIwDyTyWDWsEwB8SF4AtIstIggF80Aij5XDOgFAYtsYgA6wRcQ6Tq8ROVDfpMJS/9s2S1JhaY1mTezviL+f1ax8f8yZnK3K2ka62gGwBN3GALSLbmPhFykDQZkHYg67vD/oagcgWHQbA2Aa3xaRZSU1fh/DFpHg+TMQ1FcjUlnbYOuBoDR7MJ6d3h927WoHdMbpq9ogeQHQCbaIhE8kDQSl2YPx7Pj+sEtXO6AzdD6MHBTsA+hQvDtWS2/J0fSctHa7DLljXZqek2brlQC7C7ZGpLa+2aSIQkOzB2NF2vsDCCc6H0YWkhcAnfJtEdn4wATdf+UAjclK0ZC07hqTlaL7rxygjQ9M0Lxpg0hcQhDKQFA7yk1PDuo4mj20LdLeH0A40fkwspC8APCbb4vI87fm6tU7Run5W3N157hM9gkbIJQaETtiHoixIu39AYQLq5aRh/V5IMwoFnQms79vkVYjQrMHY0Xa+wMIl1BWLanlsieSFyBMKBZ0pnB93yKxRoRmD8aJxPcHEA50Pow8bBsDwoBiQWcK5/ctEmtEaPZgnEh8fwDhwKpl5CF5AcKAYkFnCuf3LVJrRGj2YIxIfX8AZmPVMvKQvAAmo1jQmcL9ffPViATCSTUiNHsITaS/PwCzsGoZeUheAJPR4tSZrPi+zZmc7fcvWmpEog/vDyBwrFpGHpIXwGS0OHUmK75v1IigI7w/gMCxahl52NAHmIxiQWey6vvmqxGZNbG/lm+t0ebKg7TUxkm8P4DA0fkwspC8ACajWNCZrP6++WpEaNWJttj5/cEsK9iNb9Vy7updKixte0uwO9bFuAKH4OwIMFluerKKyusCPo5iQWvxfQMCwywr2BmrlpHD5fV6A6tIdZDs7GxJUllZmcWRIJodqG/SqPnrAyr+dse6tPGBCXyQWojvG+A/30wkf7flUJMDRK9Qz88p2AdMRrGgM/F9A/zHLCsA4ULyAoQBLU6die8b0DlmWQEIJ5IXIAxocepMfN+AzjHLCkA4UfMChFltfTPFgg7E9w1o202LioNqbjEmK0XP35prQkQA7CzU83O6jQFhZucWp2gf3zegbcyyAhBOJC8AmMsAoFPtfU50jQ1uBzqzrAAEg08OIIoxlwFAZzr7nIhpuxysU8xEAhAMkhcgSvkzl8HT4tWykmpV1jZQkA5EIX8+J04EUTnrjnWpYHhqCJEBiFZ0GwOiFHMZAHQmkM+JQDATCUCwWHkBolCwcxlmTezPCQccibquwAXzOeEPZiIBCAXJCxCFQpnLQLctOAl1XcEL5nNCkmJcbW8lc8e6+LcGEDKSFyAKBbsNZHPlQZIXOAZ1XaEJ9nNiRN9kje3fi5lIAExB8gJEIeYyIBoEU9c1b9ogk6NyjmB/3o+1nGAmEgDTULAPRKFg5yswlwFOEWxdV219s0kROQ+fEwDsiE8YIArlpierqLwu4OOYywCr+Vt4T11X6PicAGBHrLwAUahgRKrcsYFNlmMuA6zU5GnR7JU7dOn8dXp8zR4Vlddpe/URFZXX6bE3d+vS+es0e+VONXlaJIVW14VWfE4AsCNWXoAodH5SvPKH9dGykhq/j2EuQ2ho1Ru8YArvqesKHZ8TaAufZbAayQsQpeZMzlZlbaNfV6iZyxA8WvWGLpjCe+o1jMHnBHz4LINdsG0MiFLx7lgtvSVH03PS2t0a4o51aXpOGi1kg+RbMVhW0n79hW/FYMbikpNbnvC1YAvvv/PNc4N6Peo1TsfnBCQ+y2AvXGIColi8O1bzpg3SrIn9tXxrDXMZDEar3tAFW3gvl0vuWFdAx1Kv0TY+J8BnGezE5fV6Ax+f6xDZ2dmSpLKyMosjARBtDtQ3adT89QGfPG98YAIngqe4aVFxUB2vxmSlqE+PbgHVa0zPSeOEKwpQsxEYPstgtFDPz1l5AQAT0KrXGKEU3lOvgVNRsxEcPstgN9S8AIAJaNVrjFAK76nXgA81G8Hjswx2w8oLAJiAVr3GCHVQIvUakKjZCAWfZbAbkhcAMAGteo1RMCJVC9eVh1x43yspTneOy2QbSxQKtmPdrIn9SWzFZxnsh21jAGCC3PTkoI6jVe/pfIMSA8GgRJwqlJoN8FkG+yF5AQATFIxIbbfOoj206m3bnMnZfp9AUXiPM1lRs1Fb36w/rC/XTYuKNfWZDbppUbGefnuvauubg35Oq/BZBrthTQ8ATOBbMQikVS8rBm3zFd7PXb1LhaVtX0V3x7roFIU2hbNmIxI7mvFZBrsheQEAk9Cq1zgU3iNY4arZ8HU06+jn3dfRrLK2wVEd7vgsg52wbQwATEKrXuP5Cu+fvzVXr94xSs/fmqs7x2WSuKBd4arZCKajmVPwWQY7cXm93sCq2Bwk1AmeAGCU2vpmVgwAC4RjQnw0TaHnswyhCvX8nG1jABAGtOoFrBGOmo1omkLPZxmsxrYxAAAQ0czuWMcUeiB8SF4AAEBEM7tmgyn0QPiwbQwAAEQ8MzvWMYUeCB9+agAAQNQwo2YjNz1ZReV1AR/HFHogcGwbAwAACAFT6IHwsTx52bJliwoKCvTNb35Tbrdb3bt315gxY/Tcc88pgrs4AwCACOHraBYIptADwbF029iKFSv0/e9/Xy0tLRo6dKjGjBmj2tpaFRUV6f3339fatWv14osvWhkiAABAp5hCD4SHZSsvx48f1x133KGWlha9+OKLKi0t1csvv6z169drx44dSk5O1ksvvaS3337bqhABAAD8whR6IDwsW3n5+OOPdeDAAQ0YMEA/+MEPTrvvoosu0o033qinnnpKW7Zs0bhx4yyKEgAAwD9mdjQD0Mqy5CUuzr8f3p496cQBAACcgyn0gHksS1769eunjIwM7d69Wy+99NJpqy8fffSRXnjhBfXo0UNTp061KkQAAAxXW9+sl7dUq7jqEFflASBALq+FLb02bNig733vezpy5IiGDh2qrKwsHThwQEVFRRo4cKCWLFmiIUOGdPo82dnZbd5eUVGhjIwMlZWVGR06AAABafK0aO7qMhWW7pen5exfve5Yl/KHpWrO5IHUQwCIWL7z9mDPzy3tNjZq1Ci9++67mjp1qrZt26Zt27ZJkrp27aqJEyeqX79+VoYHAIAhmjwtmrG4pMNOVJ4Wr5aVVKuytoGCbgBoh6VzXpYtW6acnBylpqaquLhYDQ0N2rNnj2bOnKknnnhC48ePV3Nzc6fPU1ZW1uZXRkZGGP4WAAB0bO7qMr9a6EpScdUhzV29y+SIAMCZLEteysvLNWPGDKWkpOgvf/mLcnJylJCQoKysLD377LP63ve+p23btmnx4sVWhQgAQMgO1DepsHR/QMcUltaotr7zi3cAEG0sS17+/Oc/y+PxaNKkSUpMTDzr/oKCAknSe++9F+7QAAAwzPItNW3WuHTE0+LV8q01JkUEAM5lWfKyf3/rVajzzjuvzft9tx8+fDhsMQEAYDR/t4udaXPlQYMjAQDnsyx56d27tyRp69atbd6/ZcsWSVLfvn3DFRIAAIZraD4e1uMAIJJZlrxce+21klq3hf3xj3887b7NmzfrySeflCTl5+eHPTYAAIySGBdcY89gjwOASGbZJ+PQoUN133336fHHH9cdd9yhp59+WgMHDtQ//vEPbdq0SSdOnNBPfvITXX755VaFCABAyHLTk1VUXhfwcXn9ejLQEgDOYOmQSkl69dVX9V//9V8qLS3Vv/71LyUlJemSSy7Rj3/8Y02fPj2k5w51CA4AAKE6UN+kUfPXB1S03yXGpe9dfIFe3/EZAy0BRJRQz88tT17MRPICALCD2St3aFmJ/93Dzk+K0wE/WiXnpicz0BKAo4R6fm7pkEoAAKLBHZdlqk+Pbn491t/ERWKgJYDoQ/ICAIBJmjwtmr1yh8Y/8Y72Hz7a4WPdsS5NHfJNHWoMbDglAy0BRBNamQCIeBQ9wwpNnhbNWFzi15yXPj266c8/ydNr2z/V8ROBvY5voOWd4zKDjBQAnIPkBUDEavK0aO7qMhWW7j+r6LmovE4L1u6h6Bmmmbu6zO8BlfsPH9XTb1do/+Evg3qtzZUHSV4ARAW2jQGISL6r3stKatrt8uRp8WpZSbVmLC5Rk6clzBEikh2ob1Jh6f6AjiksrdHhL48F9XoMtAQQLVh5ARCRArnq7St6njdtkMlRIVos39J+0tweT4tX9U3BJSEMtLQ/tq8CxuDTDkDECfaq96yJ/TmJgCH8TZyNktevZ1hfD/7bf/hL3fHiNu3c/y+dmc6yfRUIHNvGAEScYK96L9/q/xwOoCPBbuNKiu8id6wroGPcsS4VDE8N6vVgniZPi+4v/FBj/vNt7WgjcfFh+yoQGJIXABEn2KvemysPGhwJolWw27h6nNNV+cP6BHRM/rDgth3V1jfrD+vLddOiYk19ZoNuWlSsp9/eS9tlA/hq7l7Zur/dpOVMzOwB/MO2MQARJ9ir3hQ9wyi56ckqKq8L+Li8fj116+h0VdY2+pWE56Yna87kgQG9Bl34zBdIzd2p2L4KdI6VFwARJ9ir3hQ9wygFI1KD3v4V747V0ltyND0nrd3ncMe6ND0nTUtvyQkowaALn/mCqbnzYfsq0DmSFwARJzc9OajjKHqGUc5Pig9p+1e8O1bzpg3Sxgcm6P4rB2hMVoqGpHXXmKwU3X/lAG18YILmTRsU8MpIMF34EJhgau5OxfZVoGNcZgQQcQpGpGrhuvKATiAoeobR5kzODnn7V6+kON05LtOQAZR04QuPUDvNsX0V6BgrLwAiTqhXvQEjmLn9Kxh04QuPUJMPtq8CHeMnBEBEMuKqNxAq3/avWRP7a/nWGm2uPGjZgMJQuvAZsfITLUJNPti+CnSM5AVARPJd9Z67epcKS9u+4uyOddFVCWFh5PavYNGFLzyC7TQnsX0V8AfJCwDbqa1v1stbqlVcdSikq9R2uuoNWI0ufOERTM2dD9tXgc7xiQTANsyaP2GHq96A1UKZPQP/+WrulpUEVivE9lXAPxTsA7CFaJk/UVpaqvnz52vatGnq06ePXC6XXK62i7lPnDihoqIi/fznP9ewYcOUlJSkuLg4ZWRk6Pbbb1dVVVWYo4eThTJ7BoGZMznb75btLkkFw1PD0rQBiAQur9cbfDNym8vOzpYklZWVWRwJgM7MXrkjoCuV03PSNG/aIBMjMseUKVO0atWqs25v66N47969ysrKkiT17t1bOTk5io2NVUlJiT799FMlJSXpr3/9q0aPHm163IgM0fJzZgetK8nt19y5JA3qc56euWGo+vQ4J/wBAhYJ9fycbWMALBdN8ydGjhypwYMHa8SIERoxYoT69u2r5ubmNh/rcrk0ceJEPfDAAxo3btzJFZrm5mbdfvvtWrJkiW644Qbt3btXbrc7nH8NOBRd+MKHmjvAHKy8ALDcH9aX6/E1ewI+7v4rBzi+jiU+Pl7Nzc1trrx05OjRo7rgggv0r3/9S++8846++93vmhQhIk1nKwJ04QNgJlZeADge8ycC161bN/Xv319btmzRP/7xD6vDgYOwIgDAyUheAFiO+ROBO3HihPbt2yeptR4GCBRd+AA4Ed3GAFiO+ROBW7ZsmQ4cOKBevXrp0ksvtTocAADCInp/8wOwDeZPBKampkb33nuvJOk3v/mN4uLY4gMgehk12BjOQPICwHLBTKR2wvyJuopqlT+6QImbN6jr0UYd65agxpGjlTn7HqVkpAX1nI2NjZo2bZrq6uo0ZcoU3X777QZHDQDOYNZgY9gbyQsAywUzkTp/mH2vqDV90aAd183UkPWrNPLEGXU5u0rkee4pFU+YootXLAnoeT0ej66//npt3bpVo0eP1ksvvWRc0LAtrioDZ/MNNu6o4YtvsHFlbQNDQCMIrZIB2II/v4h8ctOTbfuLqOmLBlUMH6vs8u2dPrYsa4iGVe/yq1XyiRMndOONN2rZsmW65JJL9Pbbb6t79+4GRQ076uiqskRLY0Q3Bq46V6jn5xTsA7CFeHeslt6So+k5aXLHutp8jDvWpek5abZNXCRpx3UzlV2+XZ1dFfJKrY/zePx63p/+9KdatmyZ+vfvrzfffJPEJcL5kvllJW3PYpG+vqo8Y3GJmjwtYY4QsE6wg41r69seCAxnYdsYANtw+vyJur2faMj6VZKkttOvr/nud5040enz/upXv9IzzzyjtLQ0vfXWWzr//PNDCxS2N3d1md/zj4qrDmnu6l1cVUbUWL6l/aS+PZ4Wr5ZvraE1eAQgeQFgO06dP1E+76mza1xC9OSTT+qRRx5R7969tXbtWqWlBVfo7xTUdwR/VXnWxP5R82+E6MZg4+hG8gIABkncvKHTx7wu6eFT/nzsq//m5eWdvO3BBx/U1VdfrQ8++EA/+9nPJEnp6el65JFH2nzOH/3oRxo9enSQUdsDXYO+xlVloGMMNo5uJC8AYJCuRxs7fUytpOI2bi8u/vrW2tpaSdKRI0dOFvJv2rRJmzZtavM5L7vsMkcnL3QNOh1XlYGOMdg4uvFdBACDHOuW0OljZn71daqdA3M0qOzslOayyy7rtAtZJKC+43RcVQY6xmDj6Ea3MQAwSEPeqKCOaxzp3FWTUNE16GxcVQY6VjAitd2ulO1xwmBj+IfkBQAMkjX7bnliAjuB9MR0Uebse0yKyP5Cqe+IVLnpyUEdx1VlRAvfYONA2HmwMQJD8gIABknJ7Kvt46+VJL/mvEjSlnHX6s/7mnXTomJNfWaDblpUrKff3hvRKwunCqW+I1JxVRno3JzJ2X4n+rnpyZozeaDJESFcSF4AwECDVyxRWdYQv+a8lPYdrB8NvUGPr9mjovI6ba8+oqLyOj325m5dOn+dZq/cGfHDB6nvOBtXlYHORcpgYwSODbIAYKD4cxOVsfU9FeffrKHrXpO7jbkvx2K66C9Dr9Ts796q5piubT5PtHTXor6jbXMmZ6uyttGvlSmuKiNaOX2wMYLj8kZwK5vs7GxJUllZmcWRAIhGdRXV2jtvoRI2va+uRxt1rFuCGkeO1l9G/JteqPJ/W9j0nLSI7a71h/XlenzNnoCPu//KARHfFrh19s0uFZa2XRfkjnVFzewbAJEj1PNzkhcACKMD9U0aNX99QEXq7liXNj4wISKvIPLv0bna+mauKgOIGKGen0f2ujsA2AzT00/nq+9YVuJ/97Boq+/olRSnO8dlRuT3HwACRcE+AIQR3bXORtcgAIC/SF4AIIzornU2ugYBAPzFtjEACCO6a7WNrkEAAH9E9m9DALCZ3PRkFZXXBXxctExPp74DANARto0BQBgxPR0AgOCRvABAGDE9HQCA4JG8AECY0V0LAIDgkLwAQJjRXQsAgOBQsA8AFqC7FgAAgSN5AQAL0V0LAAD/sW0MAAAAgCOQvAAAAABwBJIXAABgqtraWt13330aMGCAunXrpuTkZA0dOlT333+/1aEBcBiSFwAAYJrS0lJddNFFeuKJJ+R2u3XttdcqLy9Phw4d0pNPPml1eAAchoJ9AABgitraWk2aNElHjx7VqlWrdM0115x2f0lJiUWRAXAqkhcAAGCKOXPmqK6uTk8//fRZiYsk5eTkWBAVACdj2xgAADDc0aNH9cILLyghIUE333yz1eEAiBCsvAAAAMNt3bpV9fX1Gj16tLp166Y33nhDb731lpqamtS/f38VFBTom9/8ptVhAnAYkhcAAGC4Xbt2SZLOP/98TZkyRatWrTrt/l/+8pdatGiRpk+fbkV4AByKbWMAAMBwhw8fliT97//+r/72t7/p6aef1oEDB/TJJ5/ovvvu09GjRzVjxgx98MEH1gYKwFFYeQEAACGrq6hW+aMLlLh5g7oebdQ/Gv4lSTp+/LgeeeQR3XHHHScf+9hjj2nfvn165ZVX9Nhjj+nFF1+0KmwADsPKCwAACFrTFw0qmZiv8/pnaOTiJzVoV4kGVJUps3b/yccM/uv7aqpvPO04XxH/u+++G9Z4ATgbyQsAAAhK0xcNqhg+VjlrV8h94vhp91341X/PkTTp3dWqGDZGTV80nLy/b9++kqQDBw6EJ1gAEYHkBQAABGXHdTOVXb5d3jbuG/LVf49KapKUXb5dH+Z/3TL50KFDkqTExESzwwQQQUheAABAwOr2fqIh61s7iLnauD9N0sWSvJLe++q2oeteU11FtaSvt4sNGTKkjaMBoG0kLwAAIGDl8546a6vYmX7+1X/vk/SZJPeJ49o7b6E++OADPfHEE5Kk22+/3dQ4AUQWuo0BAICAJW7e0OljfiBpjaSlkgZKulRS7bL/0Y4XnlZzc7N+/OMf6/rrrzc3UAARheQFAAAErOvRxs4fJOk5SaMkPSvpHUk62qihebm67bbbNGPGDNPiAxCZSF4AAEDAjnVL8OtxLkk//upLknZeNFyDNm40KywAEY6aFwAAELCGvFFBHdc4crTBkQCIJiQvAAAgYFmz75YnJrANHJ6YLsqcfY9JEQGIBiQvAAAgYCmZfbV9/LWS1Oacl1P57t82YYpSMtJMjQtAZCN5AQAAQRm8YonKsoa0OeflVC5JZVlDdPGKJWGICkAkI3kBAABBiT83URlb31PxxPx2t5B5YrqoeGK+MkqLFJ/kX5E/ALSHbmMAACBo8ecmKnfNK6qrqNbeeQuVsOl9dT3aqGPdEtQ4crQyZ9+jXLaKATAIyQsAAAhZSkaaUv70hNVhAIhwJC8AAEC19c16eUu1iqsOqaH5uBLjuiivX08VDE9Vr6Q4q8MDAEkkLwAARLUmT4vmri5TYel+eVpO7xtWVF6nBWv3KH9YquZMHqh4d6xFUQJAK5IXAACiVJOnRTMWl6i46lC7j/G0eLWspFqVtQ1aeksOCQwAS9FtDACAKDV3dVmHicupiqsOae7qXSZHBAAdI3kBACAKHahvUmHp/oCOKSytUW19s0kRAUDnSF4AAIgytfXNmvXyB2fVuHTG0+LV8q01JkUFAJ0jeQEAIEo0eVo0e+UOXTp/nd7fezCo59hcGdxxAGAECvYBAIgC/hTn+6Oh+bhBEQFA4EheAABwkGDnsQRSnN+RxDhOHQBYh08gAAAcIJR5LMEU57cnr19PQ54HAIJB8gIAgM2FOo9l+ZaagIvz2+KOdalgeGrIzwMAwbKsYP+dd96Ry+Xq9Os3v/mNVSECAGALoc5jMWK7mCTlD+t4axoAmM2ylZfevXtrxowZbd7X0tKiF154QZI0ZsyYcIYFAICtBDuPZdbE/icTDSOK7HPTkzVn8sCQnwcAQmFZ8vLtb39bS5YsafO+N954Qy+88IJSU1N12WWXhTUuAADsJJgtX755LHeOy5QUWpG9O9bVbi0NAISbLee8+FZdbrjhBrlcLoujAQDAOsFu+Tp1HktuenJQzzEmK0UbH5igedMGkbgAsAXbJS+NjY1atWqVJOmmm26yOBoAAKwV7JavU48rGJEqd2xgFwPdsS79ruASalwA2IrtkpeVK1eqsbFRQ4YM0cCB7K0FAES3YLd8nXrc+Unxyh/WJ6DjKc4HYEe2a5Xs2zIWyKpLdnZ2m7dXVFQoIyPDkLgAALBCbnqyisrrAj7uzHkscyZnq7K20a9taBTnA7ArW628fPbZZ1q3bp1iY2M1ffp0q8MBAMBywW75OnMeS7w7VktvydH0nLR2n88d69L0nLSz5sQAgF3YauVl2bJlamlp0aRJk9S7d2+/jysrK2vz9vZWZAAAcArflq9lJTV+H9Pelq94d6zmTRukWRP7a/nWGm2uPKiG5uNKjOuivH49VTCcrWIA7M1WyUswW8YAAIh0Rm/56pUUpzvHZZ5spQwATmGbbWMfffSRtm/frsTERE2ZMsXqcAAAsA22fAFAK9usvDz//POSpGnTpumcc86xOBoAAOyFLV8AYJPkxev16qWXXpLEljEAADrCli8A0cwW28aKioq0b98+fetb39L48eOtDgcAAACADdkiefEV6v/gBz9QTIwtQgIAAABgM5ZnCs3NzSosLJQk3XjjjRZHAwAAAMCuLK95iYuL06FDnbd+BAAAABDdLF95AQAAAAB/kLwAAAAAcASSFwAAAACOQPICAAAAwBFIXgAAAAA4AskLAAAAAEcgeQEAAADgCCQvAAAAAByB5AUAAACAI5C8AAAAAHAEkhcAAAAAjuDyer1eq4MwS1JSkjwejzIyMqwOBQAAAIh6FRUVcrvdqq+vD+r4iF55SUhIkNvttjoMQ1VUVKiiosLqMBBheF/BDLyvYBbeWzAD76vwcLvdSkhICPr4iF55iUTZ2dmSpLKyMosjQSThfQUz8L6CWXhvwQy8r5wholdeAAAAAEQOkhcAAAAAjkDyAgAAAMARSF4AAAAAOALJCwAAAABHoNsYAAAAAEdg5QUAAACAI5C8AAAAAHAEkhcAAAAAjkDyAgAAAMARSF4AAAAAOALJCwAAAABHIHkBAAAA4AgkLwAAAAAcgeTF4d555x25XK52v/Ly8qwOERHi4YcfPvm+euGFF6wOBw60Y8cO3XXXXcrLy9M3v/lNxcXF6bzzztPIkSP1+9//Xh6Px+oQ4UAff/yx/vM//1Pjxo1TSkqK3G63evfurWnTpqmoqMjq8OBQjY2Nev755/XTn/5Uubm5iouLk8vl0kMPPWR1aFGvi9UBwBgZGRkaPXp0m7cDodq9e7ceeeQRuVwueb1eq8OBQ7333nt6+umndeGFF2rgwIHq1auXamtrtWHDBm3evFkrVqzQmjVr1LVrV6tDhYNcfvnl+vTTT5WYmKi8vDwlJydr165devXVV/Xaa6/pd7/7ne69916rw4TDlJeX64c//KHVYaANJC8RYvTo0VqyZInVYSACeb1e/eQnP1H37t2Vl5enVatWWR0SHOqqq67SVVddpX79+p12++eff67LL79c7777rv77v/9bd911l0URwom+/e1va968ebr++usVHx9/8vZnn31Wt99+u+677z5dccUVGjhwoIVRwmmSkpJ06623asSIERoxYoRef/11/frXv7Y6LIhtYwA68ac//UnvvfeennjiCXXv3t3qcOBg/fr1OytxkaRvfOMb+sUvfiFJWr9+fbjDgsOtXbtWN91002mJiyTddtttuuKKK9TS0qJXXnnFoujgVBkZGfrTn/6k2267TUOHDpXb7bY6JHyF5AVAu/75z3/q5z//uSZMmKAbbrjB6nAQwXwnBmwZg5EuvvhiSdI//vEPiyMBYBS2jUWI8vJyzZ49WwcPHlRKSopGjx6tSZMmKSaG/BTBu/vuu3X06FH98Y9/tDoURLDDhw/riSeekCRdffXVFkeDSFJZWSlJ6t27t8WRADAKyUuE2LhxozZu3HjabYMGDdKKFSuUlZVlUVRwsr/85S965ZVXNHfuXN5DMFR5ebkeeeQRnThxQp9//rk2btyohoYG3X777azwwTAVFRX6y1/+Ikm65pprLI4GgFFIXhzuvPPO0/3336/rrrvu5AnmBx98oP/v//v/tHnzZl1xxRX64IMPdN5551kcKZykoaFBd9xxh/r373+yFgEwyueff66lS5eedtvdd9+thx9+mNViGOL48eOaOXOmmpub9f3vf1/Dhg2zOiQABiF5sdjUqVP10UcfBXTM//t//085OTmSpCFDhmjIkCGn3T9+/Hi9//77GjdunIqKivTMM89o9uzZhsUM+wv1ffXLX/5SNTU1WrduneLi4swIEQ4U6vvKZ/To0fJ6vWppaVF1dbVeffVVzZ07V2+88YbWrFmjvn37Ghg17M6o99Wp7r77br3//vvq16+fnnnmmVBDhAOZ8b6CPZC8WKyqqkq7d+8O6Jgvv/yy08fExsbqF7/4hYqKivTmm2+SvESZUN5XJSUlevrpp3XTTTdp/PjxZoQHhzL68yo2Nlbp6emaNWuW+vbtq+uuu04//elPtXr16lBDhYMY/b565JFH9Mc//lHf+MY39Oabbyo5OTnUEOFAZp1fwXokLxb74IMPTHtu3zayzz77zLTXgD2F8r7661//qhMnTmjnzp267LLLTrvv448/ltR6cvCnP/1JkyZN0gMPPBBCpHASMz+vpk6dqsTERP3tb3/TsWPH6DoWRYx8X/3Xf/2XfvWrX+m8887T3/72N2VmZhr23HAWMz+vYC2Slwh2+PBhSVJCQoLFkcCJOvrg//jjj/Xxxx+zvQeGcblcSk5OVnV1tQ4fPqxvfOMbVocEh/nzn/+sO++8U+ecc45ef/11XXLJJVaHBMAEVEZGsBUrVkiShg4danEkcJKHHnpIXq+3za8ZM2ZIkp5//nl5vV4tWbLE2mARMSorK1VTU6Nzzz1XKSkpVocDh/nrX/+qH/7wh+rSpYteffVVjRo1yuqQAJiE5MXhFixYoJqamtNu83q9evbZZ/Xkk0/K5XLp3//93y2KDgC+9vvf/17//Oc/z7p99+7d+sEPfiCv16sf/vCHio2NtSA6ONWGDRuUn58vr9erl19+WVdccYXVIQEwkcvr9XqtDgLB69u3r/bv36+hQ4cqPT1dTU1N2rlzp6qqqhQTE6OFCxfqrrvusjpMRIiZM2dq6dKlev7553XjjTdaHQ4cpm/fvqqpqdHFF1+szMxMeb1e7du3T6WlpTpx4oTGjh2r119/XYmJiVaHCgfp0aOHjhw5ovT0dI0dO7bNx4wePVo/+tGPwhwZnG7q1Kkn64b/8Y9/qKamRt/61rfUp08fSdIFF1ygV1991coQoxI1Lw73s5/9TGvWrFFZWZl27dolj8ejCy64QDfeeKPuvvtujRgxwuoQAUBSa6OHv/71r9q6davefPNNHT16VMnJyZo4caKmT5+um266iTkvCNiRI0cktXaXqqqqavdxJC8I1Pbt27Vv377Tbvv000/16aefSpIuvPBCK8KKeqy8AAAAAHAELnEBAAAAcASSFwAAAACOQPICAAAAwBFIXgAAAAA4AskLAAAAAEcgeQEAAADgCCQvAAAAAByB5AUAAACAI5C8AAAAAHAEkhcAAAAAjkDyAgAAAMARSF4AAAAAOALJCwAAAABHIHkBAAAA4AgkLwAAAAAcgeQFAAAAgCOQvAAAAABwhP8fM6UOLWvW534AAAAASUVORK5CYII=", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -329,16 +320,30 @@ "# diverse subset selection from randomly generated data points\n", "selected_id7 = GridPartitioning(2, \"equisized_independent\").select(coords, 12)\n", "# diverse subset selection from data points with obvious patterns (different clusters)\n", - "selected_id8 = GridPartitioning(2, \"equisized_independent\").select(coords_cluster, \n", - " num_selected=12, \n", - " labels=class_labels_cluster)\n", + "selected_id8 = GridPartitioning(2, \"equisized_independent\").select(\n", + " coords_cluster, size=12, labels=class_labels_cluster\n", + ")\n", "\n", - "graph_data(coords,selected_id7)\n", - "graph_data(coords_cluster,selected_id8)\n", + "graph_data(coords, selected_id7)\n", + "graph_data(coords_cluster, selected_id8)\n", "# 20, 5, 3, \"equisized_independent\"" ] }, { + "attachments": {}, + "cell_type": "markdown", + "id": "32ad434f", + "metadata": {}, + "source": [ + "NOTE: In the second case:\n", + "\n", + "`selected_id8 = GridPartitioning(2, \"equisized_independent\").select(coords_cluster, size=12, labels=class_labels_cluster)`\n", + "* The method fails for any size different than 12. \n", + "* If the labels are not provided, the method works for any size." + ] + }, + { + "attachments": {}, "cell_type": "markdown", "id": "9e67816c", "metadata": { @@ -352,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 31, "id": "e79d09a6", "metadata": { "pycharm": { @@ -362,26 +367,24 @@ "outputs": [ { "data": { - "image/png": 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kxYkpY/LYUlET0ihPOIlN9fDzobQo7HhqRowM+xwREXGPsdb9fzgBjDETgRebOexma+10P+fdBZyF54HUCjyJyDI/73ER8C6w3Vrby8/+VDwJyy14elbUeI+fYq111kr2+OuX5Obm5paUBGqTISLxEqwoGyAtBXJPO4msjDQO1TcEvIm/8flCR8XTobjvsv4hLdXqREVVnaMkxSnP5+1uYlO5aRsn9e9HejOF3o3Vp6Tx1cbNdMvJbv5gEREJKC8vj9LS0tJAq6kGE7UEozVQgiGSmHxF2U7qJpreCF/zzFLW7NjvfpDABf268dKtBVG5dry4ndgUjR5P/jtzgvbBAI7tLxw9noIFrzqMXkREfCJJMBJlmVoREUf8TYH66lA963Z+5eh69Q2WmUU72FJRzYxb8iPuExGM0x4SicxfM75IDJwznZKhW8gL0MnbxwAl/QZxzpzprryviIg4pwRDRJJSc1OgIlW4dR9T55c67i8RimgmL26JtIYlUpkds8hZ9QGF429m8KLX/U6Xqk9JY/WosZwzZzqZHZovDBcRkehK/H/dRESaiGQKVDhmF5fzxl0jw26CF6pIm9xFU3ONBZ94Z6PrxeKBZHbMomDBq1Ru3sGmaU/SfvmHtDlUw+G27akZMZK+k+6mQDUXIiIJQwmGiCQd1/tSBFDfYFn86R7GD+nBzKJyV6/tRpO7aAklgWs6lSzaSQZAt5xsuj33eNTfR0REIpNIfTBERJoVjb4UwazYsjes/hKhcqPJXbSEk8D5ppKJiIj4KMEQkaQSrb4UgVTXHQmpCV443GpyFw1OErjZxeVUVNVFKSIREUk2SjBEJKnEYmpUY75CbF8TvGUPjOInF+UEXTI1kLQUgnbiTgROErj6BsusVe5OIRMRkeSlBENEkkqsl3ZtWojdvUMG7duk4mQM5fYLc5g2bkDCJhfgPIFbsWWvy5GIiEiyUpG3iCSc4uJiFi5cSFFREUVFRezatQsAa23QpV2r179D1Zo3qa8sx6Sm0ea0/pw04vtk9jjLURyBCrGd3oSv3+WsN0csOU3gWmJPDxERcUYJhogknIceeoh58+b53ReoL8W+d/5CVfEbmLQMMnsPwh45TO22j6jduobuYyfR7swRYccRqBC7Jd+EO+3N4XZPj3j33xAREeeUYIhIwhkxYgQDBw5k2LBhDBs2jF69elFX5ykinjCs5wl9KQ5t+4iq4jdIaduRU374KOldTgegbtcnfD5zEnv/9QSZ2QNIycwKOYZghdhOb6Z376+ltr4hoadIOW0s6FZPj0TqvyEiIs4owRCRhHP//fcH3Hdyh8wT+lIcWPkaACeNuO5YcgGQcfpZdDj3CqqK59P9s6VkX3QdbdNTqa47QulnBzhy9MRKivRUw5UDT6NXl3b8+K+r/D49d3oT/vmBWm56oShokXe8n9z7S+Ca41ZPj0TtvyEiIuFRgiEiSWfKmDy2VNRQuHUfR+vrqN2+DoB2/c8/4dihF13Bu8Xz6bBnHa/d8dSx7RVVdcxaVc6KLXuP3cgPOaMz2yoP8ua6z4I+Pb9l5Bk8vnAj1kGlt69vxLRxA47bnihP7v0lcM1xq6eHk/4bTT9HERGJP2Od/AspABhjSnJzc3NLSkriHYpIi5aZmUldXR2Nf195bshL+du/3qP8+Z+R0u4kev70b8f2p6caxg/pyb2XnEG3zifRuXNn9u0LfPMaytNznw6ZaVTVOq+nSE81LHtg1LGb8nDeu6B3l5Ce3EcyEhKNeJqzp6qW8x9ZHPbISePPUURE3JOXl0dpaWmptTYv3HM1giEiScnXlyK3fiM/eh5O6vYNBmV38nsj3alTJ7788kuqqqro0KGD3+uF8/Q8kuQCvu4bcefFfcN+7+ae3LsxEuJrLDh1fimzi/33xfAlcG6NqETSf8P3OYqISGJQgiEiSS21wVP8nduzO6/dceIUKYD27duzf//+gAmGk+7VkVqxZS93XtzXcefse0afecKTezdrGHwJ3D2jzzxhKlk0akIi6b+hBENEJLEowRCRVs/J0/NI+ZasdfPJfTRqGLp3yODOi/tG/Sa+JS/9KyLS2qiTt4jEVeXmHSy/9R7W5xWwoc/ZrM8rYMVtv6By846Qzs/K8iw9e/DgwYDH1NTUAAScHuX06Xkk2npHDtzqnO10JKSiqs7R+7stUfpviIhI5PSbWUTiovZANeuuncigxfMYcbTJU+jSIupffIrCUWM5Z870oNfJzs4GYOdO/zfXNTU17N+/n86dOwdMMOLxFNz3nm49uU/2GoZ4998QERH3aARDRGKu9kA1m4deSP47c0hvmlx4pR89QsHC2WweckHQa/Xv35+MjAwqKirYtWvXCftXr14NwMCBAwNeIx5PwUs/+4qKqjrXntw7HQlZtin8m/pomDCsJ+mpJqxz3Oq/ISIi7lKCISIxt+7aieSVraG55+0WPMfV1wPwx8Vl3Ph8Idc8s5Qbny/k6Xc3UX0khUsuuQSAV1999YRrzJ49G4AxY8YEfJ+C3l0c/RyROHIUZq0qd/zeTZ/cOx0JWbtzP7X1DY7OdZOv/0Y43Oq/ISIi7lKCISIxVblpG4MWzwOguefVvv3m6FEAHluwkSVllazZsZ8lZZU8+vYGzntkEScNuwaAX//615SVlR07f/ny5fz5z3+mU6dO3HrrrQHfx8nTczes2LLXtSf3TkdCqus8/UQSwZQxeSEnXAW9uzBlTG6UIxIRESeUYIhITJVNeyrgtCifN4Hhjb4Oe7fv/usvjn0d3LwS8NQRLK87jX6XTGDv3r2ce+65jB07lu985ztceOGFHDlyhBdffJFOnToFfD8nT8/dUF13xLUn95GMwiRKsbev/8b1+dkBk670VMP1+dmuNPcTEZHoUJG3iMRU1oqlzR5TART62X5494Zjfz568Kvj9w37Ed85awBfrHidhQsX0qZNGy699FImT57Meeed1+x7ThmTx5aKmph08vbxjTqE896BntxPGNaTJxeVOVpuN5GKvWPdf0NERNynBENEYqrNoZpmj5no/Wps9Wn9GXfj40HP23jSYJa9e5+jG9Bwulc/cHl/HnlrQ8DjQuWro3Cjc7ZvJGRmUbmjWBKtYV2s+m+IiIj7lGCISEwdbtve0XnVbdo1e0ykT+LDeXre+LgPNlZQtHVfs0XrjTWto3Djyf2UMXnMX/sZ1XXhF22rYZ2IiLhFCYaIxFT18POhtCjs81ZkB+84few4F57Eh/r0vPFxk+auC2v0INAKSJE8uc9MT2Vgj04s27y3+YObUMM6ERFxi/5FEZGY6jfpZ9RP/0Ozhd6NHU5JY9bA0SEdG68n8W7UUfhTUVXHKyt3ULh1X0gjGufldHWUYKhhnYiIuEWrSIlITHXr24s1l1wNEFIfDIDZAy6lsn3nkK4fryfxbq+AVFvfwKS56zjvkUUBl+edNHf9CT0s1LBORETiTSMYIhJzA+dMp2ToFvLK1gQ9zgArep7N1EtvD/na8XwS79YKSLX1Ddz0QlHQ0ZD6BsvMoh1sqag+LmFxUuythnUiIuImJRgiEnOZHbPIWfUBheNvZvCi1/1OlzqcksbsgZcyddTt1KW1Cem6wZ7EhzvVKBKRroA0dX5JSFOtAAq37mPq/FKmjfu6RiVa07VERERCoQRDROIis2MWBQtepXLzDjZNe5L2yz+kzaEaDrdtT82IkfSddDfr1+6nLsIn8bX1DUydX8Ls4p0nLP+6pKySJ97ZGHT511jbU1XL7OKdYZ0zu7ice0afeexnd2PZW39imaSJiEjyMtY6X8O9tTPGlOTm5uaWlJTEOxSRFimUqUI+Bb27nFDbEOn58fDHxWU8tmBj2Ofdd1l/vyMmFVV1ETesC5akgbNkRUREElteXh6lpaWl1tq8cM/VCIaIJKxIn8RHOtUoHkKNt6lAy/NGOl0rknoQERFpnZRgiEhCc1o47cZUo3hwusxutJbnTcYkTURE4ksJhogkhXCfxM9a6X/EI5j6Bsv4Py2jS/s2casvcLrMbjSW503WJE1EROJLfTBEpEVyOtVo+96DIfWbiJaC3l0cnffVoXrXY3SapM1aFXphvoiItDwJk2AYYy4yxtgQvn4Z4vW2NXOdb0b7ZxKR+HFrypCvvuCmF4pikmQ4aZQHsG7nV67HGEk9iIiItF4Jk2AAnwMzAny93Oi4JWFeN9A1v4owXhFJYG5PGfLVF0Sbr1GeE4FirKio4N5776V///60bduWLl26MHjwYO67776g10u0ehAREUkOCVODYa39FJjob58x5grgh0A58F6Y1/V7TRFp2Qp6d2FJWaWr14xVfUE4jfKaahpjcXExl112GXv37iUvL4+rr76aAwcOUFpayu9//3seffTRgNdKpHoQERFJHok0ghHMD72vf7Nq3CEiIXA61SiYWNUX+JbnHdjjpLDPbRxjRUUFl19+OYcOHWLevHl8/PHH/OMf/+Bf//oX27ZtY9myZUGv5bQeZHifro7OExGRliHhEwxjTHvgau+3L8UzFhFJHpFMNQomVvUFmempnNQ23dG5vhinTJlCZWUljz76KFddddUJx+Xn5we9jpMkLT3VMGFoz7DOERGRliUZxrHHAe2BNdbasCdAG2PuA3KAOqAEeM1aW+FuiCKSiCKZahRILOsLIqmBOHToEC+9/DJtMtuxxOSx8JmlYS+960vSZhaFPmozfkhsl/UVEZHEkwwJhm96lNPRi982+f73xpifWmtfCPUCxpiSALtyHMYkIjEQSifwcMWyvsDpe7VNT+XHj79CdVUVGT1yWb69mkObV3Fo2xpeb6jnwa6nc9111/HYTRc123U7nCStoHcXpozJdRSziIi0HAmdYBhjTgVGAQ3AzDBPfwN4FygGKoA+wC3A3cBzxpi91tp5LoYrIgkoUCfwfTWH2b73YNjXi2V9gdNC9fJ9Byn9cBUAqe06sWfurzlUtuLY/mrgmff+SvGKSbz7v/8dNMkIJUlLTzWMH9KTKWNym01YRESk5TOJXDNtjLkHeBx4y1p7hUvX/DHwF2CDtTaiXhjGmJLc3NzckpJAAxwikqj2VNVy/iOLwxrVSE81LHtgVMymADmJ0RiwFr5a8Sr7358BKalgUuhyyW20++ZIbH0dVav/yYGiuZCSxs2//Tsv/OJ7IV27oqruuCQtXt3ORUQk+vLy8igtLS211uaFe25Cj2AQ+fQof54Hfg30N8b0stZuc/HaIpIkkqG+wEmM+HIR38Ojow10uuhGOgy+8tghnS++hSNf7eHghg959cVn+M3tV4X0c3XvkMGdF/flzov7hvFTiIhIa5OwCYYx5ixgEJ7R/Nfduq619qgxZjNwMnAqsM2ta4tIckmG+oJQYuxW8yXXrV1AQfnHZB0+SHWbdjyemsYb3v1ZA0afcE7WgEs5uOFDDm1fz6xV5UoaRETENQmbYAA3el/nWmvDnygdXGfva43L1xWRJJIM9QXBYsyor2PKor8wfv0i2hw9fsWpL/EUomWkpNKuTVvqmlw37aRvANBw8CtWbNmrBENERFyTkAmGMcYAN3i/dbX3hTEmD+gPHAQ+dfPaIpJ8AhWBJ1J9gb8Ya7+q5j+emsSw7ev9njPI+3r4aAPPvvLf/HjCQ9Slf/1zNNRWAZDSJjOmS++KiEjLl5AJBnABcAawC1gc6CBjzF3AXXh6W0xqtP07QK21dnGT4wcC/wAM8Jy19nAUYheRJJQM9QWNYywaPZ5h29dj8fxCayobOAdYC9TuLGXKomf5z8vvOra/rvxjANp8o09Ml94VEZGWL1E7efuKu/9urT0a5LhueEYjTm2yPR9YZIzZZoyZZ4yZaYwpxLNk7VnAe8ADLscsIhITlZu2MWixZ5XtYH22/8P7ei9w/rqFdKv5EoDDX2zhQNFrAGSd+52YLr0rIiItX8I9tjLGZADjvd++7PAybwM9gWHA+cBJwAHgQ+BvwIvW2oYIQxURiYuyaU8x4mjz05puABYAM4BzbQOn/P0BPs/qSt2uT6ChnqxzLqNT3gVMGNoz2iGLiEgrknAJhrW2DugS4rEPAg/62b4cWO5qYCIiCSJrxdKQj30Rz1OWPwMlX+7mcNVeMr6RQ9a5V5A1YFTMl94VEZGWL+ESDBERCa7NodAXwDPAj71fq0/tx7gbHz+2L15L74qISMumBENEJMkcbtve0XnVbdoBkGLgumHZcVt6V0REWjYlGCIiSaZ6+PlQWhT2eSuyB5Bi4F8/u4BvntoxCpGJiIgk7ipSIiISQL9JP6M+JbznQ4dT0pg1cDTXDctWciEiIlGlBENEJMl069uLNZdcDcCJvceP59s/e8Cl5Jydo5oLERGJOiUYIiJJaOCc6ZT0GxS0DwZ4irxX9Dybj//jV8y4JV81FyIiEnVKMEREklBmxyxyVn1A4ejxAadLHU5J463zr6JH4fs8fMMwJRciIhITKvIWEUlSmR2zKFjwKpWbd7Bp2pO0X/4hbQ7VcLhte2pGjKTvpLu5PCc73mGKiEgrowRDRCTJdcvJpttzjzd/oIiISAxoipSIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLhGCYaIiIiIiLgmoRIMY8x7xhgb5OvyMK/X2RjzpDFmuzGmzvv6hDGmU5R+BBERERGRVi0t3gEEMAeo9rN9V6gXMMZ0A5YDfYEtwOtAHnA3cIUxZoS1dl/koYqIiIiIiE+iJhj3Wmu3RXiNJ/AkF3OB66y1RwCMMU8BPwV+B0yM8D1ERERERKSRhJoi5RZjzKnA9cBh4A5fcuF1H1AB/NAYc3I84hMRERERaalaZIIBXI7nZ1tirf2i8Q5rbR0wH0gFvhOH2EREREREWqxEnSJ1qzGmK3AU2Ai8bq3dEcb553hfVwfYvxq4BRjoPEQREREREWkqUROM/27y/WPGmIestQ+FeH6293VngP2+7WeEcjFjTEmAXTkhxiMiIiIi0iok2hSpD4Ab8dy4twP6A/8FHAF+ZYy5O8TrZHlfDwbYX+N97eAwThERERER8SOhRjCstb9ssmkj8LAxZhXwNvCgMeYv1tpDMY4rz99278hGbixjERERERFJZIk2guGXtXYBsAroBBSEcIqvh0a7APvbe1+rIotMREREREQaS4oEw6vM+3pqCMf6CsJ7BNjv2749oohEREREJCG89957GGOa/frVr34V71BbvISaItWMzt7XmqBHeaz1vg4OsN+3fV1EEYmIiIhIQjjllFO46aab/O5raGjg5ZdfBuCCCy6IZVitkrHWxjuGZhljugNb8Uxt6mmtDbQ6lO/4U/GsFHXEe/yeRvsygHKgC3Ba430O4irJzc3NLSkJtMiUiIiISOtVUVXHKyt3ULh1H9V1R8jKSGN4n65MGNqT7h0yYhbH//3f//Gd73yHnj17sn37dowxMXvvZJWXl0dpaWlpoFrkYBJmBMMYcx5wMjDfWtvQaHsv4GU8ycUbjZMLY8xdwF3Aa9baSb7t1trdxpiZwA+AZ4wx32/Uzfu3QHdgRiTJhYiIiIj4V1vfwNT5Jcwu3kl9w/EPs5eUVfLEOxsZP6QnU8bkkpmeGvV4fKMXP/jBD5RcxEDCJBjAmcCLwOfGmNXAfjx9KoYAmUAJ8OMm53TDs5Stv7qMnwPDgWuBT70rUeUBZ+Op57jH9Z9AREREpJWrrW/gpheKKNy6L+Ax9Q2WmUU72FJRzYxb8qOaZNTU1DBv3jwAbrzxxqi9j3wtkYq8C4H/BT4DhgET8CQDHwG/AIaFM+Jgra0E8oE/AG2Aa4CTgKeAfGtt4L/1IiIiIuLI1PklQZOLxgq37mPq/NKoxjN37lxqamoYNGgQubnqLhALCTOCYa39BLgjzHMeBB4Msn8f8DPvl4iIiIhE0Z6qWmYXBy2VPcHs4nLuGX1m1GoyfNOjNHoRO4k0giEiIiIiSWzWyvITai6aU99gmbWqPCrx7N69m0WLFpGamsr1118flfeQEynBEBERERFXhDo1qqkVW/aGdXzl5h0sv/Ue1ucVsKHP2azPK2DFbb+gcvOO446bOXMmDQ0NjB49mlNOOcVRbBK+hJkiJSIiIiLJrbruSPMHRXBe7YFq1l07kUGL5zHiaJNzSouof/EpCkeN5Zw508ns0F7To+JECYaIiIiIuCIrw9mtZSjn1R6oZvPQC8kvWxPwmPSjRyhYOJuSIZup/9tfWLNmDVlZWYwdO9ZRXOKMpkiJiIiIiCsKendxdN7wPl2bPWbdtRPJK1tDcxUeFsgrW8MTE34IwLhx42jXrp2juMQZJRgiIiIi4ooJw3qSnhpeI7v0VMOEoT2DHlO5aRuDFnt6WTR3dYMnyXhv2wZA06PiQQmGiIiIiLji5A6ZjB/SI6xzxg/p2ewStWXTniK9ac1FEEuA7UD3dllccsklYcUjkVOCISIiItJCFBcX88gjjzBu3Dh69OiBMQZjAj/zf/DBB48d4+/rgQceCDuGKWPyQp4qVdC7C1PGNN/8LmvF0rBieNn7emXbLFJSdLsbayryFhEREWkhHnroIebNmxf2eeeffz59+/Y9YfuQIUPCvlZmeiozbsln6vxSZhf774uRnmoYP6QnU8bkkpme2uw12xyqCfn964DZ3j9fk9k+5PPEPUowRERERFqIESNGMHDgQIYNG8awYcPo1asXdXV1zZ532223MXHiRNfiyExPZdq4Adwz+kxmrSpnxZa9VNcdISsjjeF9ujJhaPPToho73Db0RCED8HXjWH9S88Xj4j4lGCIiIiItxP333x/vEI7TvUMGd17clzsvPnF0JBzVw8+H0qKwz6sZMTKi9xVnNClNRERERBJav0k/oz4lvOfi9Slp9J10d5QikmA0giEiIiLSyi1evJiPPvqI2tpaevTowRVXXOGo/iJauvXtRdElV5P/zhwswZeq9e1fPWosBTnZsQlQjqMEQ0RERKSVe+mll477fvLkyVx77bVMnz6drKysOEV1vIFzplMydAt5QTp5gye5KOk3iHPmTI9JXHIiTZESERERaaX69u3LY489RklJCdXV1ZSXl/O3v/2N008/nTlz5iRUk7rMjlnkrPqAwtHjA06Xqk9Jo3D0eHKKl5DZQStIxYuxtrmG6xKIMaYkNzc3t6SkJN6hiIiISCtTuXkHZQ8/QdaKpbQ5VMPhtu2pGTGSvpPuppt3alBmZiZ1dXWEe7+3e/duBgwYwN69e1m+fDnDhw+Pxo/gWOXmHWya9iTtl38Y8GeXyOTl5VFaWlpqrc0L91xNkRIRERFJIrUHqll37UQGLZ7HiKbdrUuLqH/xKQpHjY1oitCpp57KzTffzGOPPcZbb72VcAlGt5xsuj33eLzDkACUYIiIiIgkidoD1WweeiH5QeoQ0o8eoWDhbEqGbI7ovfr16wd4RjNEwqEaDBEREZEkse7aieSVraG5CU8WPMfV1zt+ry+//BKA9u1VyyDhUYIhIiIikgQqN21j0OJ5QPBlWhvvN0ePOnovay2vvfYaAIMHD3Z0DWm9lGCIiIiIJIGyaU+R3rTmIgIVFRU8/fTTVFVVHbe9urqan/zkJxQWFnLKKacwbtw4195TWgfVYIiIiIgkgawVS5s95k3goUbfH/a+Ni7Snjx5MldeeSU1NTXcddddPPDAAwwbNoxTTz2ViooKVq9ezd69e+nUqROzZ8+mXbt2rv4c0vIpwRAREZGkUVxczMKFCykqKqKoqIhdu3YBhL0MazJqc6im2WMqgEI/2wsLv95aUVEBQNeuXbn//vtZsWIFGzduZNmyZaSmptK7d28mTpzIv//7v3P66ae7FL20JkowREREJGk89NBDzJs3L95hxMXhts0XW0/0fjW2PjefASUnph0dOnTgkUcecSM0keMowRAREZGkMWLECAYOHMiwYcMYNmwYvXr1oq6uLt5hxUT18POhtCjs82pGjIxCNCKBqZN3BNTJW0REJL6cdqpORpWbtnFS/35hFXrXp6Tx1cbN6m4tYYukk7dWkRIRERFJAt369mLNJVcDhNQHA2D1qLFKLiTmNEVKREREJEkMnDOdkqFbyAvSyRs8fTBK+g3inDnTYxJXMBVVdbyycgeFW/dRXXeErIw0hvfpyoShPeneISPe4UkUKMEQERERSRKZHbPIWfUBheNvZvCi1/1Ol6pPSWP1qLGcM2c6mR3i14W7tr6BqfNLmF28k/qG48dclpRV8sQ7Gxk/pCdTxuSSmZ4apyglGpRgiIiIiCSRzI5ZFCx4lcrNO9g07UnaL/+QNodqONy2PTUjRtJ30t0UxHlaVG19Aze9UETh1n0Bj6lvsMws2sGWimpm3JKvJKMFUYIhIiIikoS65WTT7bnH4x2GX1PnlwRNLhor3LqPqfNLmTZuQJSjklhRkbeIiIgkpMrNO1h+6z2szytgQ5+zWZ9XwIrbfkHl5h3xDk2C2FNVy+zinWGdM7u4nIqq1rHccGugEQwRERFJKLUHqll37UQGLZ7HiKY1BqVF1L/4FIXeGgNJPLNWlp9Qc9Gc+gbLrFXl3Hlx3yhFFR4VpkdGCYaIiIgkjNoD1WweeiH5QVZJSj96hIKFsykZsjmGkUmoQp0a1dSKLXvjkmAUFxezcOFCioqKKCwq4rNduwA44/5/HndcsML0Sy+9lEWLFgFQXl5Ojx49YvcDJCAlGCIiIpIw1l07kfyyNVg8S60GYoG8sjXYFM32TjTVdaE3AnTjvEg99NBDzJs3L6Rj/RWmT58+nUWLFmGMaRUNH0OhBENEREQSQuWmbQxa7LnRC5ZcNN5vjh6NakwSvqwMZ7eXTs+L1IgRIxg4cCCl9d0orOrCzj/dAg31Qc/xFabfc8Ep/OIXv+Db3/42GzZsYPv27TGKOrElTNpvjGlnjBlrjHneGLPBGFNrjKkxxqw1xvzSGJMV5vW2GWNskK9vRutnERERkfCVTXvKb1+Hxt4Ehjf6OuzdPnz48GNfb775ZnQDlaAKendxdN7wPl1djiQ0999/P3fd95+sTelLalbnkM+bXVzOv935Uw4ePMgzzzwTxQiTTyKNYNwAPOv98yfAG0BH4DxgKnC9MeZb1to9YV53RoDtXzmKUkRERKIia8XSZo+pAAr9bC8s/HprRUWFe0G1YNEqZJ4wrCdPLioLq9A7PdUwYWhPx+8ZKSeF6QfKVjH31Vd46KGHyMnJiVJkySmREox64C/AE9baT3wbjTGn4nlgMQh4Ak8iEjJr7UT3QhQREZFoaXOoptljJnq/GtvQO4/+Wz6OQkTxF40kINodtk/ukMn4IT2YWVQe8jnjh8R3daZwC9OPHq5l74Jn6HjKGfzHf/xHlKJKXgmTYFhrZ+BntMFau9sYcyewDBhnjGljrT18wgVEREQkqR1u2z6m5yWyaCUBseqwPWVMHlsqakK6cS/o3YUpY3LDfg83hVtgvv/Dl2n46gsG3vwH2rRpE6WoklfC1GA0Y633NQOIzwQ9ERERiarq4ec7Oq9mxEiXI4kvXxIwsyjwtB1fEnDTC0XU1jeEfG0nHbYDqaiq44+Ly7jx+UKueWYpNz5fyNPvbqKiqo7M9FRm3JLP9fnZpKf6L9lPTzVcn5/tOIlxUzgF5nWfb6Jq1Ru0P3sUvc4eFsWoklfCjGA0o4/3tR4IawzLGHMfkAPUASXAa9ZaTc4UERFJMP0m/Yz66X9ottC7sfqUNPpOujuKUcWekyRg2rgBzR7rtMP2PaPPPDZ9qaKqjpdXbOOVleV8caCOpulP09GVaeMGcM/oM5m1qpwVW/bGvWld5eYdlD38BFkrltLmUA2H27anZsRI8i+5hiUhnG+PNrDvrT+QkplF54tviVtheqJLlgTD95vjLWttuH3kf9vk+98bY35qrX3BhbhERETEJd369qLokqvJf2dOSH0wDLB61FgKcrJjE2AMuJEEBBJJh+1bR/Zm6vwSXl1VzpFmVgZuOsWqe4cM7ry4b1y7dDfXHX7wi0/RdeClTB11e9DrVK2ax+EvNtP1ip+R2aFTXAvTE1nCJxjGmO8At+IZvZgcxqlvAO8CxXgWnegD3IInWXnOGLPXWhtSVxVjTEmAXVoyQERExEUD50ynZOgW8oJ08gZPclHSbxDnzJkek7hiJZIkoLkbeKcdtpduquSDjRVhnx/O6Eq0VrSC0LrDtzl6hBs+eos+e3dyHpwwMuNzcFMRYKj+eDHtdizje0u/fo79+eefA/C9732PjIwMHnjgAS6//PKIYk9WCZ1geHtVvIzn98h91tq1zZxyjLX2Z002lQC/MMZ8ime1qt8AobVtFBERkZjI7JhFzqoPKBx/M4MXve53ulR9ShqrR43lnDnTyezQsgq8nSYBK7bsbTbBcNope8PnVeytcba+TnOjK9Fe0QrC6w4/vPxj0kwKwdvsWerKP6Yc8LdO1ooVKwCYOHGio3ijmWzFSsImGMaY04G3gM7A76y1T7p06eeBXwP9jTG9rLXbmjvBWpsXIMYSIL7LHoiIiLQwmR2zKFjwKpWbd7Bp2pO0X/7hcfPl+066u0VNi2rMaRIQynlOO2Xvc5hcQPDRlVisaOWkO3yKDTwHrOeNvwmY8PTq1Yvt27dTXl5Ojx49wooTYpNsxUpCJhjGmC7AAuAM4EXgXreuba09aozZDJwMnApsc+vaIiIi4p5uOdl0e+7xeIcRU06TgFDOK+jdhSVllWFfO7wJWycKNLoSrWL2xsqmPXVizUWI7rusf8wK02O1fHCsJFyCYYzJAv4Pz8jAXODH1tpI/2435esD33xHHxEREZEQRTq9xWkSEMpqRk46bBsiTzD8ja5Es5i9sVC6w78JPNToe994zUuTfnhs2+TJk7ny4oKQ3zdcsUi2YimhEgxjTAaeuoh84G3gemtt6Is7h/YeeUB/4CDwqZvXFhERkdbJrektTpKA9FQT0mpGTjpsd8lqw97qyPob+xtdiWYxe2OhdIevAAr9bC8s/HprRUX0OhzEKtmKpYRptGeMSQVmApcAS4BxzXXsNsbcZYz51Bgzrcn27xhjLvFz/EDgVTwJ+XPqCC4iIiKNBWseF4ibjfF8SUA4xg8JfdrOlDF5FPTuEtKxBb278M1vdAgrFn/8ja5EUswejlC6vE/EM0rT+Gtdbj7W2mNfoRRsb9u2DWtt2PUXkSRbiSqRRjDuAq7x/rkSeMYYv+U491prfWOH3fCMRpza5Jh8YIoxZjueLuAH8SxTOxjPz/we8ICbwYuIiEjyimQEwu3pLVPG5LGloiakaxb07sKUMcHXmykuLmbhwoUUFRVRVFTErl27AOj7n2/6v7GtqaR/3UbafLaThe9/yBc7tgKWb1z/MJnZA5uNqbFAoyvRLGY/7vjh50NpUdjvE8vu8NFcOSxeEinB6Nzoz9cEPAoexJOABPM20BMYBpwPnAQcAD4E/ga86PbUKxEREUlOkRTYRmN6S2Z6KjNuyWfq/FJmF/t/up2eakJeUeihhx5i3rwTV+Zf9sAovx22vyz8hMmTHg7rZwok0OhKW4cFyuEWwSdDd/hYJVuxlDAJhrX2QTzJQ8TnWGuXA8tdCEtERERauEhGIKJVS5CZnsq0cQO4Z/SZfpOAcFYzGjFiBAMHDmTYsGEMGzaMXr16UVdXF7DD9htVZ/Lzn//82PGXjv8RO9atCOtnBBic3cnv6EptfQM79h0M+3oQWjF7Y8nQHT6aK4fFS+JGJiIiIhJlkY5ARHt6S6AkIBz3339/WMdfddVVXHXVVce+739KR3asC+89e3Vtx4X9uvHjv646ITH63cIN7PzyUHgXJPRi9qYSvTt8NFcOi5eEKfIWERERibVIC2xb4vSWplK8NbGd2rYJ6fiu7duw88tDPLFoE0vKKlmzYz9Lyip59O0NjJj2Dq+sdFacHE4xe2PHusOPHk99iv9n6/UpaRSOHk9O8ZKYd4efMKwn6anNtQE8ntNkK1Y0giEiIiKtVqQjEIk2vaVpH442qSmkpxrqGyyHG46SlZFGw1FnnS2euv5c/m9vV+Z9tAt/l0hLgS7tM9gTZMWtI4GbZAfVo3PbZovZg0nk7vBOlg92mmzFihIMERERabUiHYFIlOktwVbBauqINzuYNHd9SEXiPm3SUvn9defyn985y29dSNkX1bz+0a6IfxZ/sru0c6VzdaJ2h3d75bB4U4IhIiIirVakIxBOu2N/sNHTuC2cYu1AQlkFyx9/q2KFwl9dyJ6qWs5/ZHFY7x+OQ0F6h7QEbq8cFm9KMERERKTVinQEwsn0Fotnalbh1n0hd/gOJpxVsJoKpS9HKJzUsoQjkVdMcoubK4fFW8v/ryUiIiISgJMRiKYFtuFMb2kqUH+NUDVeBatbzZdct3YBBeUfk3X4INVt2rEiewCzBo6msn3ngNdori9HKJwmOKFK5BWTGmtaA+MkOXBj5bB4U4IhIiIirZYbBbahTG9pTqgjCU1vYPfVHCaltpaHF/2F8esX0aZJQ7kLt63h5x/+ndkDLmXqpbdTl3biSlCh9OVoTjRXxUr0FZMgsk7wLZESDBEREWnV3CiwbTq95YONFRRt3Uc4qUawkYRAN7AZ9XXMeHUKw8s/DnjdNkePcMPat+izbyc3fW+q32NC7csRSDSnMCX6ikmRdIJvqdQHQ0RERFo13wjE9fnZAfsRpKcars/Pbvbm0De95YJ+3cJKLuD4/hqN+W5gZxadODoyZdFfGF7+cbPvZYHh5R8zZdGzfvdHOgJR0LtLROcHu26ir5jkpBN8S6cEQ0RERFo93wjEsgdGcd9l/bmgXzcGZXfign7duO+y/ix7YBTTxg0I+clzJP01mgp0A9u9+kvGr18EeFamCsa3f/z6d/weG+kIhJNmccGEmtDFm9NO8BVBeoW0BJoiJSIiIuLlVoGtWx2+g93ATli34ISaC3/eBB7yfdPo+N1//cWxP2f99BdAgWf77t1cc801x/Z9+umnANxxxx107NgRgCuvvJLJkycfO8ZJLYs/Z3Rtx4ShPZNmxaRIOsEncxF3c5RgiIiIiLjMrQ7fwW5gC4LUXTRWART62X5494Zjf85ttMhUXV0dhYUnnvHJJ58c+/M3v/nNE/ZHspqWT3aXdkl14x1pJ/iWSgmGiIiIiMvc6vAd7AY26/DBkK450fvls/q0/oy78etu1tfnZ/PTRqtXnXJ6Tx6YszZgV/D0VMOpQ3pSW99w3PSlxqtpzSzaEVJsTUVzNapocGukqqVRDYaIiIiIy5zUJPhbjjXYjWh1m3aOYmt8XtMi6mAF5T6+FZFueqGI2iYdtn21LMPOCNx3I5hka6jn1khVS6MEQ0RERMRlvpqEcPhbjjXYjWhhz7MdxbYie0DAImq3VkT6Vv/ujmJzs6FeRVUdf1xcxo3PF3LNM0u58flCnn53k6sF1k5Xz0qWxoFOKcEQERERiYIpY/JCvgENtBxrsPNnDfw2h1PCexJ+OCWNdv/2Y7+rYrm5IpJbIzhO1NY3MGnuOs57ZBGPLdjIkrJK1uzYz5KySh59ewPnPbKISXPXnzD64kQ8f85EpgRDREREJArc6K8R7Aa2IqszsweMAgipDwbAmlFjuev6kX5XaIpkRaSm3BrBCVekU7zCFerP2XDoAOV/+AHbf/NdKl/4t6RYISsSSjBEREREoiTS/hrN3cBOHXU7K3qeHVIfjJJ+gzhnzvSAx7jZuwPcGcEJVzya3oXyc365+HmOHjwAQJf2bSJ+z0SnBENEREQkynz9NV66tYDX7jifl24t4M6L+4b0JDvYDWxdegY3fW8qfz/n8oDTpepT0igcPZ6c4iVkdmgf8H3cXhHJzQ7poYhX07vmfs5D2z6i5uNFnDv6WqD5pogtQcsuYRcRERFJco2Xf51dfOLUn7r0DKZc+VNKf3IvVxS+ScfCpbQ5VMPhtu2pGTGSvpPupiAnu9n3cWNFpIqqOl5ZuYPCrfuorjtCVkYaw/t0Zf5dI1n06R5WbNl73HY3G+rFs+mdb6TqntFnMmtV+bGfM9Mc4Z2X/kL/b57FrKcf5swzZ0f0PslCCYaIiIhIggt0A3vCjfr/G+X4PSLp3VFb38DU+SV+e2csKavkiXc2Mn5IT5790dCIRyoCSYSmd007wT/wwAPs3V3O3H+8T3p6uivvkQyUYIiIiIgkiaY3sG6aMKwnTy4qC2sUID3VcPW5p3HTC0VBb/B9hdVbKqpdmQ7lT6I1vVu3bh2PP/44N998MxdccAHbtm2LyvskItVgiIiIiIjjlZ+efndTzAur/XE6xattFJKdo0ePctttt9GpUyd++9vfun79RKcEQ0RERESA8Fd+uuPiPnEprA4UjxPRGMH4wx/+wMqVK3n00Ufp2rVlN9XzRwmGiIiIiADhr/w0b81nrvXOiNSEYT1JSwl/jabSz76KKOGp3LyD5bfew/q8Ajb0OZsFZ57Lf953H+flD2fixImOr5vMVIMhIiIiIsdU1R7h9E6ZDM7uzI59BzlU30Db9FSyu7TjwjO7H7fyUyIUVvuc3CGT3FM7sm7XV2Gdd+QojlaSqj1QzbprJzJo8TxGHP16FORe4Ajwp5UrKfz29zhnzvSgywO3REowRERERCToSlD7qaeyuo4+3bPokPn17WOiFVZnZTq7tQ034ak9UM3moReSX7bmhH3/BDoBP7UNsHA2Nd94i7ZDzuVwfT0Au3bt4qKLLgLgH//4B6eccoqjmBOZEgwRERGRVq62vsHRSlBu9M5w06H6BkfnhZvwrLt2Ivlla7D4b5y3H3j/WFDV8OGHx/bV1tby/vvvH/tzS6QaDBEREZFWbur8EkcrQTktrB7eJzqFz7FIeCo3bWPQ4nmA/+TC+vk6nJJG8XueJCMnJwdrLdZaevXq5SjeRKcEQ0RERKQV21NV63glqAnDegYsBg8kPdUwYWjPsM4JVSwSnrJpT5F+NLwRj/SjR9j+zIvhhpW0lGCIiIiItGKzVpY7XgnKae8MX5G422KR8GStWBpuWAC0Xb3K0XnJSAmGiIiISCsWyUpQEH7vjCljch29XyhikfC0OVQTblgApNcedHReMlKCISIiItKKRboSVLi9MzKj0Dm7sWgnPIfbOlty9uSOnbHWsmnTJkfnJxOtIiUiIiLSirlRGJ2Znsq0cQO4Z/SZzFpVzoote6muO0JWRhrD+3Q9rndGtPkSnqnzS5ld7H/6V3qqYfyQnkwZkxt2wlM9/HwoLQo7rpoRI8M+J1kZa8ObcydfM8aU5Obm5paUlMQ7FBERERFH/ri4jMcWbAz7vPsu6+96szy3VVTVuZ7wVG7axkn9+4VV6F2fksZXGzfTLSfb0XvGQ15eHqWlpaXW2rxwz9UIhoiIiEgrNmFYT55cVBZWoXc0V4JyU/cOGdx5cV9XE6FufXtRdMnV5L8zJ2AfDB/f/tWjxlKQRMlFpBKuBsMY09YY8ytjzEZjTK0x5jNjzAvGmNMdXKuzMeZJY8x2Y0yd9/UJY0ynKIQuIiIiknQSbSWoZDBwznRK+g0KmlyAJ7ko6TeIc+ZMj0FUiSOhRjCMMZnAYmA4sBuYB/QCbga+a4wZbq3dEuK1ugHLgb7AFuB1IA+4G7jCGDPCWuts2QQRERGRFmTKmDy2VNSEtKJUuIXRFVV1vLJyB4Vb98WtLsNtmR2zyFn1AYXjb2bwotf9TpeqT0lj9aixnDNnOpkdnBWGJ6uEqsEwxvwa+C88icG3rbXV3u33AI8D71trLwrxWi8DPwDmAtdZa494tz8F/BSYYa2dGGG8qsEQERGRFqG2vsHVwmjP9UqYXbzT9ULrRFK5eQebpj1J++Uf0uZQDYfbtqdmxEj6Tro7qWoumoqkBiNhEgxjTBtgD3ASMNhau6bJ/rXAQGCotba4mWudCuwEjgDZ1tovGu3LAMqBLsBp1to9EcSsBENERERaFDcKo2vrG7jphaKQR0RisXythKelFHmfjye52Nw0ufCajSfBGAMETTCAy/HUlyxpnFwAWGvrjDHzgVuA7wDTI4xbREREpMVwozB66vySkBv4FW7dx9T5pUwbN8Dx+0liSaQi73O8r6sD7PdtHxjja4mIiIhIiPZU1TK7eGdY58wuLqeiqi5KEUmsJdIIhm+SWqC/kb7tZ8T4WhhjAs2BygnlfBEREZHWYtZK/zUcwdQ3WGatKk/4vhoSmkQawcjyvh4MsL/G+9ohxtcSERERkRCFOjWqqRVb9rocicRLIo1gJKxAxS3ekY3Q12kTERERaeGq60LvcO3GeZJ4EmkEo9r72i7Aft8CwlUxvpaIiIiIhCgrw9nza6fnSeJJpARjh/c1UCtJ3/btMb6WiIiIiISooHcXR+cN79PV5UgkXhIpwVjrfR0cYL9v+7oYX0tEREREQjRhWE/SU01Y56SnGiYM7RmliCTWEinBWAp8BeQYY871s3+893V+CNd6CzgKXGCMObnxDm+jvTFAA/Avx9GKiIiIyAlO7pDJ+CGBJpH4N35I6E38JPElTIJhrT0M/NH77dPGGF+dBMaYe/D0rHi/cRdvY8xdxphPjTHTmlxrNzATaAM8Y4xpPKnvt0B34OVIuniLiIiIiH9TxuSFPFWqoHcXpozRmjktScIkGF6/BgqB84AyY8wrxpgVwONABZ7u2411A/oDp/q51s+BzcC1wKfGmH8YY9YDPwPKgHui8hOIiIiItHKZ6anMuCWf6/OzA06XSk81XJ+fzYxb8slMT41xhBJNCVWub62tNcZcDEwCbgDGAvuA6cBka23IbSGttZXGmHzgQe91rgG+AJ4Cplhr97sYuoiIiIg0kpmeyrRxA7hn9JnMWlXOii17qa47QlZGGsP7dGXCUE2LaqmMteF1WpSvGWNKcnNzc0tKAjX6FhERERFJPnl5eZSWlpYG6gcXTKJNkRIRERERkSSmBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyTEAmGMeabxpj7jTHvGmMqjTH1xpjPjTFzjTEXOLjeRGOMDfL1j2j8HCIiIiIirV1avAPwegc4HagGVgD7gFzgGmCsMeYea+0TDq67FvjIz/ZCZ2GKiIiIiEgwiZJgfApMAl611tb6Nhpj/h/wJ+AxY8wCa21pmNd93Vr7oHthioiIiIhIMAkxRcpae6m19qXGyYV3+5+BBUAq8L24BCciIiIiIiFLiASjGWu9r6fFNQoREREREWlWokyRCqaP9/VzB+cOMcY8CnT0nr/YWvu+a5GJiIiIiMhxEjrBMMbkAN/1fvuGg0t8t9H5AL80xrwPXGet/SLS+ERERERE5HgJm2AYY9KA6UAG8Iq1tjiM03cDDwLzgC1AWyAf+C3wLeCfxpjh1tqGEGMpCbArJ4yYRERERERaPFcSDGPMa8BZYZ72I2ttUZD9TwEj8SQId4RzYWvt28DbjTYdAOYbY94FioGhwARgZlgRi4iIiIhIUG6NYPQG+od5TrtAO4wx/wX8BPgCuMxauy+C2I6x1lYbY54C/ghcRogJhrU2L0CcJXj6dYiIiIiICC4lGNbac924DoAx5t+AXwNfAZdbaze5dW2vMu/rqS5fV0RERESk1UuoZWqNMd8HngYOAldaaz+Kwtt09r7WROHaIiIiIiKtWsIkGMaY7wB/BY4A11hrl0bpra71vq6O0vVFRERERFqthEgwjDHnA7MBg2cJ2QUhnvep9+v0JtsnGWO6NdmWboyZgqcj+CHgRXeiFxERERERn0RZpvafeJaS3QqMNcaM9XPMh9ba55ps8xWWpzfZ/jAwxRizCijH02jvXDzdwGuBH1prd7kTuoiIiIiI+CRKgtHJ+9rb+xVI0wQjkF8BI/AkIIPxjIzsBP4M/N5au8FZmCIiIiIiEkxCJBjWWuPmedbaKZFFJCIiIiIiTiREDYaIiIiIiLQMSjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjBERERERMQ1SjAkaVx00UUYYwJ+vfXWW/EOUURERKTVS4t3ACLhuvbaa8nKyjph++mnnx6HaERERESkMSUYknQee+wxevXqFe8wRERERMQPTZESERERERHXKMEQERERERHXaIqUJJ3nn3+evXv3kpKSwplnnsnYsWPJzs6Od1giIiIighIMSUK//vWvj/v+3nvvZfLkyUyePDlOEYmIiIiIj6ZISdK48MILeemll9i8eTMHDx5kw4YN/M///A9paWn88pe/5Mknn4x3iCIiIiKtnrHWxjuGpGWMKcnNzc0tKSmJdygtTuXmHZQ9/ARZK5bS5lANh9u2p2bESPpOuptuOcdPh1qwYAGXXXYZnTp14rPPPqNt27ZxilpERESkZcjLy6O0tLTUWpsX7rmaIiUJpfZANeuuncigxfMYcfTI8TtLi6h/8SkKR43lnDnTyezQHoBvf/vbDB06lFWrVlFYWMhFF10U+8BFREREBNAUKUkgtQeq2Tz0QvLfmUN60+TCK/3oEQoWzmbzkAuoPVB9bHu/fv0A2L17d0xiFRERERH/lGBIwlh37UTyytbQ3KQ9C+SVrWHt+JuPbfvyyy8BaN++ffQCFBEREZFmaYqUJITKTdsYtHgeAKaZY337By96ncrNO7Ad27JkyRLPtsGDoxekiIiIiDRLIxiSEMqmPRVwWhTAMuB1oKHRtvSjR1jyn7/immuuoaamhquuuooePXpEOVIRERERCUYjGJIQslYsDbp/I3AzcAowGOgEbAdWvfoCddaSl5fHs88+G+0wRURERKQZGsGQhNDmUE3Q/QXAT4DTgJXALOBj4JttMnn88cdZuXIlJ598ctTjFBEREZHgNIIhCeFw2+DF2WcBz/jZvj5nAAPuuScqMYmIiIhI+DSCIQmhevj5js6rGTHS5UhEREREJBJKMCQh9Jv0M+pTwhtQq09Jo++ku6MUkYiIiIg4oQRDEkK3vr1Yc8nVACH1wQBYPWos3XKyoxqXiIiIiIRHCYYkjIFzplPSb1BIfTBK+g3inDnTYxCViIiIiIRDCYYkjMyOWeSs+oDC0eMDTpeqT0mjcPR4coqXkNlBXbtFREREEo1WkZKEktkxi4IFr1K5eQebpj1J++Uf0uZQDYfbtqdmxEj6TrqbAk2LEhEREUlYSjAkIXXLyabbc4/HOwwRERERCZOmSImIiIiIiGuUYIiIiIiIiGsSYoqUMeYi4N0ghxRaa4c7uO4Y4F5gkHfTauBRa+2b4V5LJBQVVXW8snIHhVv3UV13hKyMNIb36cqEoT3p3iEj3uGJiIiIRF1CJBiNbAY+DLA9LMaYnwO/B44A7wB1wLeBfxpjfmqt/WMEcYocp7a+ganzS5hdvJP6huM7eSwpq+SJdzYyfkhPpozJJTM9NU5RioiIiERfoiUYH1prJ0Z6EWNMf+AxPEnFxdba5d7tZwLLgN8bY96y1m6K9L1EausbuOmFIgq37gt4TH2DZWbRDrZUVDPjlnwlGSIiItJitdQajLuBVOBPvuQCwFq7EfgfPInV3XGKTVqYqfNLgiYXjRVu3cfU+aVRjkhEREQkflpqgnGl93W2n32+bWNiFIu0YHuqapldvDOsc2YXl1NRVReliERERETiK9ESjH7GmGnGmL8YYx42xnzHGBNWjMaYToCvE9uapvutteVAJXCGMaZjxBFLqzZrZfkJNRfNqW+wzFpVHqWIREREROIr0WowzvN+NbbeGHOttbYsxGv4kosvrbU1AY7ZCXQDzgDWN3dBY0xJgF05IcYkLVSoU6OaWrFlL3de3NflaERERETiL1FGML4CHgWGA129X6OAFcAAYIEx5qQQr5XlfT0Y5Bhf4tEh/FBFvlZddySm54mIiIgkOldGMIwxrwFnhXnaj6y1RQDW2jWcOJ1psTFmJJ7+GBcAdwDTIo3VCWttnr/t3pGN3BiHIwkkK8PZ/0JOzxMRERFJdG7d5fQG+od5TrvmDrDWNhhjfoMnwbiM0BKM6hCu3977WhXC9STBxbO5XUHvLiwpqwz7vOF9ukYhGhEREZH4cyXBsNae68Z1AvDVXpwa4vE7vK+djTHtA9Rh9PC+bo8oMomrRGhuN2FYT55cVBZWoXd6qmHC0J5RiUdEREQk3hKlBiOYzt7XQAXbx7HW7ufrJGNQ0/3GmJ54Cry3W2sPuBGgxJ6vud3MosCrOPma2930QhG19Q1RiePkDpmMH9Kj+QMbGT8k+iMrIiIiIvGSDBPBr/W+rg7jnDeBnwDjgQ+b7BvvfZ0fYVwSR+E2t5s0dz053dtHZRrVlDF5bKmoCSmegt5dmDJGZTsiIiLSchlrw1vDPypBGPNzYI63R4VvmwFuB/6Ipyv3MGttcZPzPvX+cZS1dlej7f2BEuAIcJG1doV3ez9gOXAScJa1dlOEcZfk5ubmlpQEWsVWomFPVS3nP7I47P4T/qSnGlemUXmma5Uyu9j/iIpb7yMiIiISC3l5eZSWlpYGWuwomEQZwfg58JgxZjWwFcjEszxtb+Ao8LOmyYWXr7A8vfFGa+0GY8x9wO+AJcaYhcBh4NtAW+/1IkouJH6cNLcLxDeNaktFNTNuyXd885+Znsq0cQO4Z/SZzFpVzoote2NecC4iIiKSCBIlwXgcz81/Hp5lX9OB3cDLwFPW2pXhXtBa+3tjzCbgPjyrUAGsAn5rrf2nK1G3UsXFxSxcuJCioiKKiorYtcszeORvNOzo0aMsXbqU+fPns2jRIjZu3Mjhw4fp0aMHo0eP5v7776d3795hvb/T5nbNXXPq/FKmjRsQ0XW6d8jgzov7qomeiIiItFoJMUUqWbXWKVJjx45l3rx5J2z393dp06ZN9OvXD4BTTjmF/Px8UlNTjyUmHTp04F//+hcjR44M+f2veWYpa3bsdxx/IOmphmUPjNJIg4iIiLR6kUyRSoZVpCTBjBgxgsmTJ/PGG2+we/duMjIC35AbYxg9ejSLFi3is88+Y968ecydO5fNmzczceJEqqqq+MEPfkB9fX3I7x+tJnX1DZZZq8qbP1BEREREAtIIRgRa6whGU5mZmdTV1fkdwQjm0KFDnHrqqXz11Ve89957fOtb3wrpvD8uLuOxBRudhNqsC/p146VbC6Jy7abi2SBQREREJJiWUOQtrVDbtm0588wzWblyJZ999lnI5zlpbheq6rojrl+zqURoECgiIiISLZoiJXFz9OhRtm/3NFM/5ZRTQj7PSXO7UEVr+pVPojQIFBEREYkWJRgSNzNnzmTPnj10796d8847L6xzp4zJo6B3F9djGt6nq+vXbCzcBoFT55dGNR4RERERtynBkLj46JNN/NudPwXgtFE3cdvLH/H0u5uoqKoL6fzM9FRm3JLP9fnZpKcaV2JKTzVMGNrTlWv5s6eqltnFO8M6Z3ZxecifiZtWrlzJhAkTOO2000hPT6dTp05ccMEFvPjii2HX2oiIiEjrohoMiana+gb+69WVPH3vj6j76kva9hvO/jMuYklZZdj1B801tyvbU8Xra0Kv7Rg/JLrF1U4aBPpWtoplX405c+Zw3XXX0dDQwODBg7nggguoqKhgyZIlfPjhh7zzzjv87W9/i1k8IiIiklyUYEhQlZt3UPbwE2StWEqbQzUcbtuemhEj6TvpbrrlZId1rdr6Bm58dhn/fPzfqdtdRkaPXLqNue+4Y5x01g7U3K62voHd+2tDnpLUcPQotfUNUSusdtogcMWWvTFLMI4cOcIdd9xBQ0MDf/vb37jhhhuO7fvkk08YOXIkf//737ntttu4+OKLYxKTiIiIJBclGOJX7YFq1l07kUGL5zHiaJOVlUqLqH/xKQpHjeWcOdNDvuaD89bzrz9OpnZLMekn9+Hka39JSrr/EYPCrft4YO56+nZv73gZV980qsnzPubVVc1PTZq1aidbK2p46baCqCQZTleoisXKVj6ffvope/bsoX///sclFwBnnXUWP/zhD3nqqadYuXKlEgwRERHxSwlGKxWsB0MHW8/moReSX7Ym4PnpR49QsHA2JUM2h/R+e6pq+dO0/+bgJ++T1uV0vjHhV6RkZgU95/U1u07Y5mQaFYQ+LWnl9i+ZPO9jHh1/TsjnhMrpClXRXtmqsWBNExvr2jW6xfAiIiKSvFTk3crU1jcwae46zntkEY8t2MiSskrW7NjPkrJKHn17A+c9soh3vv198srWNHtbbsFzXAhduH/0k3v4avWbpHbszjeue4jU9p0c/wzhLOPqKaw+MVEJZk7xzqgUVjtd9SraK1s11qdPH3JyctiwYQN///vfj9v3ySef8PLLL9O5c2euueaamMUkIiIiyUUJRisSSg+GTl/t49sr3wagubWZfPvN0aNBj/v973/P23/7X1Lbd+Yb1/2atI4nhxm5f6Es4/rih1sJd9Gjoxaefrcsgsj8mzCsZ9grXkV7ZaumUlNTmTFjBp06deIHP/gBQ4YM4fvf/z6XXHIJAwcOpEePHixatIguXdxfIlhERERaBk2RakVC6cEwYd0C2jStuWjiTeChRt8f9r4OHz782LbJkydz5ZVX8tFHH/GLX/wCgLSTvsFXy2f5vWbWOd8ms0fYneiZXVzOPaPPDFiT8a+PPw/7mgDTl22n7oh1tZu2r0HgzKLykM+J9spW/px//vm8//77XHPNNaxevZrVq1cD0KZNG0aPHk2fPn1iGo+IiIgkFyUYrUSoPRgKyj9u9pgKoNDP9sLCr7dWVFQAsH///mN9E+o++5S6zz71e83M7AHgIMFobhnXfTWH/W4PRbirWYViypg8tlTUhLSiVEHvLkwZk+vK+wbib5Ww107uxsPLFjF8xHBmzpxJXl4en332GY899hiPP/447777LsuWLQu5XkNERERaFyUYrUSoPRiyDh9s9piJ3q/GNvTOo/+WE5OTiy66CGstf1xcxmMLNoYUa7iiuYyrbxrWtHEDXLmeb2WrqfNLmV3s/79JeqoJuYjdqUCrhJUBvy6Fk4EpKZ0ZeFYeme3b069fP/785z/z2Wef8c9//pMXXniBn/zkJ1GJTURERJKbEoxWItQeDNVt2jm6/uG27YPunzCsJ08uKgu70Vwogi3jelLbdKpqI1vmtblpWM0JtGLX/LtGsujTPSc0CAx1GV6nag9UB1wl7B9APXA5cPG7r1My5AJyVn1AZkfPil8TJkzgn//8Jx988IESDBEREfFLCUYrEWovhcKeZ3PhtsDL0wZSM2Jk0P1O6g9CtWlPNTc+X3jczXltfQNT55fw2f5DEV/faTdtXwyzi3eekFg1Xm732R8NjdpIhT/rrp1IvneVsKYl575JdCfx9SphheNvpmDBq57tJ50EwJdffhmjaEVERCTZKMFoJULtpTBr4Le5e+nMZgu9G6tPSaPvpLubPS6c+oNwVNUeYUlZ5bGb9rGDTmdbZQ0rt7l3E/yn9zezYsvekEcYfCt2BftZnXQtj1Tlpm0MWjwP8L9K2Cne11WN9g9e9DqVm3fQLSeblStXAtCrV68oRyoiIiLJSsvUthKh9mCoyOrM7AGjgObb0/n2rx41lm452Z7zq+r44+Iybny+kGueWcqNzxfy9LubqKiqO1Z/cH1+dtjLtYaqvsHy6qqdriYX8HUS4+sVMmnu+qA9OEJZscsnlOV23VI27SnSgySPV3tfPwD+1/vn9KNH2DTtSVasWMHvf/97AMaPHx/VOEVERCR5GRtukwA5xhhTkpubm1tSUhLT9w3WhTvQk/U9VbWc/8jikGogMurrmPHqFIaHsKJUSb9B5BQvgczMgNOB4MTC5YqqOmatKj+h/qDsi2pe/yi8xnjxUtC7i9+Rh3A+a5/0VMOyB0ZFfUna9XkFDCgtCnrMfcBj3j/nAbnAprZZrK07yNGjR7n99tv585//HNU4RUREJL7y8vIoLS0ttdaGvcynpkglkVDn9PtbfSicGoi69Axu+t5Upix6lvHr3/E7XepwShpvDrmMXQ9Oo2O94d6/hzcdqHuHDO68uO8JdQ219Q3s/uqQ69OooiHQClOhrtjVmNM6j3C1OVTT7DGPAucBfwKKgQ1A+7pDfOtb3+LHP/4x119/fVRjFBERkeSmEYwIxHIEI5Q5/T6BnqyHcw2fbjVfMmHdQobvWE/W4YNUt2nHiuwBzBo4msr2nQEwhrC6ZV+fnx102VdPIhV4GddE4m/k4cbnC1lSVhn2tS7o142Xbi1wM7wThDKC4fe83HwGlPjrfiIiIiItUSQjGKrBSBJuzOl3UgNR2b4zz4yYwI+ue4hxNz7Oj657iGdGTDiWXEB4yQV4ln2tqKoLuD8zPZVp4waw7IFR3HdZfy7o140OmYk52OYbeWgs1BW7mnJ6XljvMfx8R+c1t0qYiIiIiI8SjCQQahfuxgLdxDe9eS/o3cXvakLR5O+m3B/fNKqXbi2g78lZMYjMmRVb9h73fagrdjXl9Lxw9Jv0M+pTwnufUFcJExEREQElGEkhkjn9gfhu3l/5fyP4fn7PSEMMW9Ob8ubE4ubbqaYjD6Gu2NXU8D5d3QgnqG59e7HmEs9aUU5WCRMRERFpjhKMJOC04DnUm/gpY/Ic3xQ7Fe50oFjHF46myc+EYT3DXoY3PdUwYWhsEr2Bc6ZT0m9QsyNXBs8qYefMmR6DqERERKSlUIKRBKI9pz8W/SmaCndEwslNe6w0HXnwrdgVjvFDmm/e55bMjlnkrPqAwtHjA06Xqk9Jo3D0eHKKl5DZoX1M4hIREZGWIXHnncgxsZjT76vNuGf0mcf6UxRv/5KDhwM3k4tEuNOBwllmN5YCjTyE07W8oHcXpozJjUZ4AWV2zKJgwatUbt7BpmlP0n75h7Q5VMPhtu2pGTGSvpPupkDTokRERMQBJRhJoKB3F0fLnjqZ09+4P4XT5Vab43Q6UDg37cPO6Ezv7u2Zu3onR446iTI0gUYefKNCwZbbbdp8MB665WTT7bnH4/LeIiIi0jIpwUgCE4b15MlFZWF3ho50Tr/TxKY5TqcDOblpv++yb/K3wu38o6icLw7U+i1sTksxHLWWo2Eutzs4u1PQkQd/o0Khdl4XERERSVZqtBeBWDbamzR3XVjTg5prZheKPVW1nP/IYleb3QVqAhiuiqq6sG/aA51TXVvP/76/JewYfn5pP35+6ZkR/RwiIiIiiSiSRnsawUgS8ZjT76TuIcXgdyTA7elAjadyRXrOjc8761BdvP1LR+eJiIiItGRKMJJEvOb0h5vYPD7hHOZ99FlSTQdK5M7bIiIiIslGCUYSicecfieJTbgjC/EW6SpdxcXFLFy4kKKiIoqKiti1axcAgaYfvvHGG8yZM4fVq1eze/duvvrqKzp37szQoUO54447+O53v+vsBxERERFJAKrBiEAsazASgZO6h2Twx8VlPLZgY9jn3XdZf+68uC9jx45l3rx5J+wP9P/W+PHjmTt3Lnl5eWRnZ9OhQwe2bdtGYaFnqtakSZN4+OGHw45HRERExC2R1GAowYhAa0swWionxezpqYZlD4yie4cMfvOb31BTU8OwYcMYNmwYvXr1oq6uLmCCsWbNGrKzs+na9fhlhAsLC7n00kupqalh7dq1DBgQWZG+iIiIiFORJBgJ0cnbGPOeMcY28xVyNwNjzMRmrvWPaP48klwi7bx9//3386tf/YoxY8ZwyimnNHvuoEGDTkguAAoKCrjuuuuw1vLuu++GFY+IiIhIokiUGoy3gG0B9g0BzgaWOLjuWuAjP9udLRskLVaidN5OT08HoE2bNlG5voiIiEi0JUSCYa19JNA+Y4wvGXjJwaVft9Y+6CgoaVUSofP2+vXreeWVV0hPT2f06NGuX19EREQkFhIiwQjEGNMPyAdqgVfjHI60EBVVdbyycgeFW/edUKwey1W65s+fz5w5c6ivr2fHjh0sW7aM9PR0nn32WXJyclx7HxEREZFYSugEA/ih93W+tfaruEYiMRUsCXB6k19b38DU+SXMLt55wgjFkrJKnnhn47ERilgstbt27VpmzJhx7Pu2bdvy5JNPcuONN0b1fUVERESiKaFXkTLGbAJygKuttW+Ecd5E4EXgn8CnQEfgc2CxtfZ9F+NrVatIReOmv6lgSQA4n6ZUW9/ATS8UhVxjMeOWfMfToDIzM4OuInVCbLW1FK0t5b8ffpwlb/ydb5x9Hpfc9RvOP/OUpF8CWERERJJTi1ym1hgzAlgG7AVOtdbWh3HuRDwJhj/vA9dZa79wIcZWkWBE66bf3/tEKwmYNHcdM4vKQ47l+vxspo07fpnYys07KHv4CbJWLKXNoRoOt21PzYiR9J10N91yso8dF06C0fSz3ffOn6kqnk/ni2+hY/64qNd9iIiIiPgTSYKRyFOkfPNE/hFOcuG1G3gQmAdsAdriqeX4LfAt4J/GmOHW2oZQLmaMCZRBJPRE+VBHHA4ePMiCBQuYP38+H374Idu3byc1NZW+ffty9dhr+LjLBazeXRvwfeobLDOLdrClojqiJ/9T55eElFwAFG7dx9T5pSckAf7sqapldvHOsGKZXVzOPaPPpHuHDGoPVLPu2okMWjyPEUePHH9gaRH1Lz5F4aixnDNnOpkd2of8Hv4SqvZ5F1NVPJ+DZYV0zB/n2mcrIiIiEiuujGAYY14DzgrztB9Za4sCXC8dT5LQFRhurXVlWVljTBZQDJwJ3GCtnRnieQETjNzc3IxEG8EId8Thueee48c//jEAZ511FmeffTYHDhxg2bJlVFVVkdalB6fc8Aip7Ts1+97+nvyHItJmd8FE0qn71iGnsHnoheSVrWn2+JJ+g8hZ9QGdTu4W0giGv1GV+v2f89mfbyOtSw9O//Gfjtvn9LMVERERCVciNNrrDfQP86tdkOtdgSe5KHMruQCw1lYDT3m/vSyM8/L8fQGb3YrNLb6n4jOL/C+1Cl+PONz0QhG19Q2kp6dz++23U1paSmlpKbNmzeKtt95iafFaMr6Rw5F9O9m36NmQ3n92cTkVVXVhxz1rZeB4A6lvsMxa1fy0p1BHRZpasWUv666dSF7ZGpqLzAJ5ZWtYO/7mkK4daFSlrvxjANI7n3rCPqefrYiIiEgsuZJgWGvPtdaaML/eC3JJ3+pRL7sRXxNl3tcT7+BaACfTjG666Sb+/Oc/c9ZZxw9CvV9+hM6j/w2AgxuXYRuan6kW6k2/v1icWLFlb7PHVNcdafYYf+znuxm0eB4AppljffsHL3qdYNlIRUUFzz77LC8v2XhCQnVo6xq+fM9TOtR+wKUnnOv0sxURERGJpYSrwTDGdATGeL+NRoLR2ftaE4Vrx1WktQZNFW7dR/rJvT3fNNTTcKiKtKwuzV5zxZa9YS/x6jQJCOW8rAxnf82/tWQ+6U1rLvx4E3jI983RIxw+7Dln+PDhx46ZPHkyV155JTU1Ndx+++2ktskk7eQcUjt0w9bXUr9vF0f2ef7bdRh6Ne37n+/3vZx8tiIiIiKxlHAJBjAeyASWWmu3ROH613pfV0fh2nEVyTQjfzet1XVHOLL/c883KWmkZnYI6ZpOkgWnSUDj8wIVtZ99WkeWlFWGfe1zt6wN6bgKwN88vsLCr7dWVFQAcPLJJ/Pb3/6Wx2e8RmX5Zg5/vglrj5Ka1YV2Z11Ih3MvJzN7YMD3cpqIiYiIiMRKIiYYvulRLzV3oDHmU+8fR1lrdzXaPgl41lpb2WhbOvCfwPeAQwRexjZpRTLNyF+CkZWRRtUqT/uRtn0GY9LSQ7qek2ShoHcXR0nA8D5dm22gl5ZiSDFwNIzcKz3V0KE+8MpZjU30fvls6J1H/y0f+z22Xbt23HfffazrcqGjn9dpIiYiIiISK24VebvCGNMDzzKyh4FZIZziKxhveuf7MLDTGPOhMWamMeZNYBuepWtrgR82TkhaCrenGWXtWUf1uoWQkkanC37o9xh/hvfpGnYME4b1JD21uUqH46WnGq4657Rmi9qPHLVhJRcA44f0pL5d6EvONna4bfPnFfRufqqZP04+WxEREZFYSqgEA7gBT0xvWmu/jOA6vwI+AHoCVwOXAAeBPwPnWmvnRhpoInJjmpHPp59+yj9+ez9g6XzxzbQ5uU9I10pPNUwY2jPsGE7ukMn4IT3COmf8kJ48894mxyM3gRT07sKUMblUD/dfB9GcmhEjmz3GaULl5LMVERERiaWEmm9hrf0tnmZ4oR7v9w7NWjvFtaCSSKjTjLrVfMl1axdQUP4xWYcP0tA+ixXLv3WsI/WuXbu4/PLL2b//S4aNuZE9uVeHHMP4IT2b7UsRyJQxeWypqAm5k/cdF+VwyePvOXovf9JS4HtDs4/1B+k36WfUT/9DSIXePvUpafSddHezx/kSqnC6i0fy2YqIiIjESqKNYEgEmnsqnlFfx8Nv/YFlz9zMfUte4sJtaxj82QaGlRUz/PnfcdKZOSy4+GpGX3op27dv5+abb+b92S+EPJ3H9+Tfqcz0VGbcks/1+dkBf470VMP1+dnMuCWfeR/tCruoPZgx55zOtHEDjnXL7ta3F2su8SRXofTBAFg9aizdcrJDer8pY/Ji9tmKiIiIxIornbxbK2NMSW5ubm4idfL21x0aPMnFjFenMLzcf/ExQDUwCigCrh5zFXNem0tqaqq3iLqU2cX+6xyadgZ3Q0VVHbNWlbNiy97jVoSaMPTrp/g3Pl/oqFA6EH+dwWsPVIfXybt4CZkdQq/diMdnKyIiItKcSDp5K8GIQCImGL5O3k2nGT381h+4Ye3bWPw3jasDvgMsxtPi/L9HjWPkO3OOOyaUm/5YuuaZpazZsd/Va953Wf8TVtSqPVDN2vE3M3jR636nS9WnpLF61FjOmTM9rOSisUT7bEVERKR1U4IRJ4mYYMCJT8W7V3/J0v+9mTYBagka8Kzd+xpwAfAWkJ6SxlcbN/ud7hOo30Ssb4bdHsEAuKBfN166tcDvvsrNO9g07UnaL/+QNodqONy2PTUjRh6rXRERERFpKSJJMBKqyFvckZmeyrRxA7hn9JnMWlVOm99MC5hcAPwRT3IB0A24A+DoESquuILu5w07dtyvp/2Gp5d/EbDfxBPvbIzpdB6nvTOCCbbUb7ecbLo997ir7yciIiLS0ijBaMG6d8jgzov7sv6uwHUXAI3XA36t8Y6yUs+XV2W/q/i4KvAIRX2DZWbRDrZUVDPjlvyoJxkThvXkyUVlrhZ6q5GdiIiISGS0ilQr0OZQTdD9D+JZBanp16e987DWYq3lgTlrgyYXjRVu3cfU+aXNHxghJ70zmqNGdiIiIiKRUYLRCoTSWTrYeXuqapldvDOsc2cXl1NRVefofcMRzlKvzVEjOxEREZHIKcFoBSLtSD1rpf8lVIOpb7DMWhV6EzmnQumdESo1shMRERGJnBKMVqDfpJ9RnxJebUHjjtShdNb2Z8WWvY7OC5evqH3ZA6O477L+XNCvG4OyO3FeTld6dG4b0jXUyE5ERETEHapobQW69e1F0SVXk//OnIB9MHx8+1ePGkuBd+nVYCsrBeP0PKd8Re2N+1iokZ2IiIhIbCnBaCUGzplOydAtzXakNng6Up8zZ/qxbU5XVkqEFZmaLtmrRnYiIiIi0RX/O0CJicyOWeSs+oBCBx2pnfabSKQVmfyNboiIiIiI+5RgtCKZHbMoWPBq0I7UBX46UjvpN6EVmURERERaJyUYrVC4Hal9/SZmFoW+KpRWZBIRERFpnbSKlIQknH4TWpFJREREpPVSgiEhCaXfRHqq4fr8bGbckq8VmURERERaKU2RkpBpRSYRERERaY4SDAmbVmQSERERkUA0RUpERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFyjBENERERERFxjrLXxjiFpGWMOZGRkdMjJyYl3KCIiIiIirtm8eTN1dXVV1tqO4Z6rBCMCxpjPgXZAebxjcYkvU9oc1yhaFn2m7tLn6T59pu7S5+k+fabu0ufpvpb6mfYEDlprTwn3RCUYcowxpgTAWpsX71haCn2m7tLn6T59pu7S5+k+fabu0ufpPn2mJ1INhoiIiIiIuEYJhoiIiIiIuEYJhoiIiIiIuEYJhoiIiIiIuEYJhoiIiIiIuEarSImIiIiIiGs0giEiIiIiIq5RgiEiIiIiIq5RgiEiIiIiIq5RgiEiIiIiIq5RgiEiIiIiIq5RgiEiIiIiIq5RgiEiIiIiIq5RgiEiIiIiIq5RgiFBGWMyjDH3G2NWG2OqjTF1xpitxphnjTF94h1fMjPGjDXGvGWMqTDG1Bpjyo0xrxljRsY7tmRmjJlsjLHerx/GO55kY4z5pvf/+XeNMZXGmHpjzOfGmLnGmAviHV+iMsa0Ncb8yhiz0fv/82fGmBeMMafHO7ZkY4xp5/39+LwxZoP386wxxqw1xvzSGJMV7xiTnTGmqzFmj/f35KZ4x5PMjDHdjTGPef+uHjLG7PPeMz0a79jiSZ28JSBjTCbwLjAc2A8sA2qBwUAvoAq42FpbHKcQk5IxJgV4FrgFqAE+xPP5ZgNDgIestb+OW4BJzBjTH1gLtAEMcKO19uX4RpVcjDE7gdOBamAFsA/IBc4GLHCPtfaJuAWYgJr8rtwNLMHzOzIfqACGW2u3xC3AJGOMuQ3P70iAT4CPgY7AeUAH4FPgW9baPfGJMPkZY6YDP8Lze3KztbZvfCNKTsaYIcDbQFeghK//ruYCPay1aXEML65a7Q8uIbkdzz+YK4HR1tqvAIwxqcATwF3A74BvxSvAJPVLPMnFfGCitXafb4cxpjPQLV6BJTNjjAH+gidZWwFcHdeAktenwCTgVWttrW+jMeb/AX8CHjPGLLDWlsYrwAT033h+Vy4Hvm2trQYwxtwDPA68AFwUt+iSTz2e/5efsNZ+4ttojDkVeBMYhOffoBviEl2SM8aMAm7C8xnfHudwkpYxpjvwFtAWuNpa+0aT/flxCSxBaARDAjLGzAauBa631v6jyb7OeJ5sHrLWtotHfMnIGNMD2Ax8DnzTWnsoziG1GMaYH+P5B/OHwGg8/4BqBMNFxpi3gW8DD1prp8Y7nkRgjGkD7AFOAgZba9c02b8WGAgM1Whv5IwxI/CMptcBHa21h+McUlIxxrQF1uP5/MYCG9EIhiPGmGeAnwB3WmufiXc8iUY1GBJMXQjH7I16FC3LTXim7zyn5MI9xphTgN8Ci6y1f4t3PC3YWu/raXGNIrGcjye52Nw0ufCa7X0dE7uQWjTf38EMPNNSJDxTgD7Av+EZKRIHvInaD/FMc34xzuEkJE2RkmAW4BmCvscY839Npkj9ynvM8/EKLkld4n1d5h3u/wHQF/gKzxzut62GFZ14Cs8w9U/iHUgL51vY4fO4RpFYzvG+rg6w37d9YAxiaQ18fwfr8YyiS4iMMQOBXwAvWmuXGGN6xTmkZDYUTz3Qh9baQ8aYK/CMnGfiGRWaZa39LJ4BxpsSDAnmZeBy4PvANmPMUjxF3kOAbwCPAg/FL7yklNvodQ6eJ58+/wG8Z4y5xlq7P9aBJStjzHeB7wFTrLVl8Y6npTLG5ADf9X77RrBjW5ls7+vOAPt928+IQSytwd3e17estaGMsgvHFhd5Dk+N2n/EN5oWwfdv+R5jzOucWPP3sDHmVmvtzNiGlTg0RUoCstY24BkC/C3QCbgST01GLzwreyzyHiOh6+x9/R2wDs+KXB2BS4GteApBn/V7ppzAu1zlM3ieGP0mzuG0WMaYNGA6nmkpr6iW4Di+JVMPBthf433tEINYWjRjzHeAW/GMXkyOczjJ5qfAMOA+a62mNkfO92/5VXgexN4JnIzn/ugxPCPqM4wx58YjuESgEYwWzBjzGnBWmKf9yFpb5D2/M/Aanl9Kd+N54n4QuBD4A/AvY8wN1tpX3Is6sUX6mfJ1Uv8lcIW11nfzscgYcxWepGO8MeZMa+3GyCNObC58ng8DPYFReprp4cJn6s9TwEhgC3CH09hEnDLGfBPPqLrBc5O8tplTxMsYkw38GnjfWjs9zuG0FL5/y9OA/2pS5H2fMeYMPCPr9+GZCt3qKMFo2XoD/cM8p/GKUL/HswTtv1trn2q0fZ4xZhdQBDxujJlrrW0txWKRfqbVeJ58vNoouQDAWvuxMWYlnrXzL8TzVL6lc/x5epcAvBN4yVq72O3Aklikf0ePY4z5Lzy1LV8AlzVeVlkAz//TEPgzbO99rYpBLC2St1nhW3h+d/7OWvtknENKNk/jWVzk3+IdSAtS3ejP/oq8X8STYLTaZfyVYLRg1tpznZ7rLeS+3vvt7Kb7rbWrjDFb8RTc9QE2OH2vZBLJZ+q1Hc8/ktsC7N+GJ8E4OcL3SQoRfp7fwfMUaYAx5r0m+77pff0vb9Out6y1j0TwXknDhb+jxxhj/g3Pk8+vgMutter4e6Id3tceAfb7tm+PQSwtjjGmC54FR87Ac9N2b3wjSkrfxVN78SdPu6BjMr2vpzf6Hfp9a60WcWie7//ng9baCj/7t3lfW8W/5f4owZBATsbzxAM8Nxf++LZ3DrBfTrQGOJfAn1kX72t1gP1yonOD7Pum92tbTCJpQYwx38fz5PMgcKW19qP4RpSwfFN1BgfY79u+LgaxtCjeGqv/w1NQOxf4sVbZc6wTgZ+mZzbalxngGDmeb0nqtsaYDD9TdFv9v+Uq8pZA9gG+BkZDm+40xnTk62kYejIXOt/qOyf8ovf+Y+q7GfG3nr40Yq190Fpr/H0BM7yH3ejdNjGOoSYdbzHtX4EjwDXW2qVxDimRLcXzsCUnQEHneO/r/JhF1AIYYzKAeXhGdN/G0/BVi4o4EOT3ZG/vIZsbbd8Wx1CThrV2B56HCwb/iZtvW6v9t1wJhvjlzcbf8n77O2/PBgCMMZl4Vu5pByy11u6OQ4jJaj6eFbjOM8YcK5b1Tkn7HZ6nHh8DH8YnPGntjDHn45kWaYDrrLUL4hxSQvN2kv6j99unjTG+mguMMffg6X/xvlbeCp339+FMPH2DlgDj1LFbEtBvva+PNblHOhdPvxGAP8U6qERhNNoogXjXvV+Kp+dFFbAcOIRnVanT8IxyfMta+3HcgkxC3l8+7+NZnnYtsAkYhKeWZS9wsbV2fdwCbAGMMdPxdE2/0Vr7cpzDSSrGmC/xTKfYCnwQ4LAPrbXPxSyoBOd96PIeUADsxnNTfIb3+wpguLV2S9wCTDLGmLuBJ7zfvgYcCHDovdbaypgE1QJ5G+1txTOC0TfO4SSlRv/W7AeW4Vme9jw8S3o/a629PW7BxZlqMCQga+1mY8w5wP3AFXhWNjJAOZ652Y9YawM1l5IArLUfeZOMB4Fv45lf/AWeJki/ttZqypnEUyfva2++nkLhjxIML2ttrTHmYmAScAMwFs8DmOnAZP2eDFvjGrVrghz3IKAEQ+LpZjwPYv8fnj5WFlgN/NlaOyPIeS2eRjBERERERMQ1qsEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHXKMEQERERERHX/H8Ci+rWeFXXSgAAAABJRU5ErkJggg==\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "selector = MaxMin()\n", - "selected_ids = selector.select(arr=arr_dist_cluster, num_selected=15)\n", - "graph_data(coords_cluster, selected_ids)" + "selected_ids9 = selector.select(arr=arr_dist_cluster, size=15)\n", + "graph_data(coords_cluster, selected_ids9)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 32, "id": "9d5ab489", "metadata": { "pycharm": { @@ -391,48 +394,36 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "[0, 1, 2, 3, 4, 5, 6, 7, 8, 14, 15, 10, 11, 9, 13]" + "
" ] }, - "execution_count": 12, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.metrics import pairwise_distances\n", + "\n", "np.random.seed(42)\n", - "cluster_one = np.random.normal(0, 1, (3,2))\n", - "cluster_two = np.random.normal(10, 1, (6,2))\n", - "cluster_three = np.random.normal(20, 1, (7,2))\n", - "labels_mocked = np.hstack([[0 for i in range(3)],\n", - " [1 for i in range(6)],\n", - " [2 for i in range(7)]])\n", + "cluster_one = np.random.normal(0, 1, (3, 2))\n", + "cluster_two = np.random.normal(10, 1, (6, 2))\n", + "cluster_three = np.random.normal(20, 1, (7, 2))\n", + "labels_mocked = np.hstack([[0 for i in range(3)], [1 for i in range(6)], [2 for i in range(7)]])\n", "\n", "mocked_cluster_coords = np.vstack([cluster_one, cluster_two, cluster_three])\n", - "selector = MaxMin(lambda x: pairwise_distances(x, metric='euclidean'))\n", - "selected_mocked = selector.select(mocked_cluster_coords, num_selected=15, labels=labels_mocked)\n", + "arr_dist_mocked = pairwise_distances(mocked_cluster_coords, metric=\"euclidean\")\n", "\n", - "graph_data(mocked_cluster_coords, selected_mocked)\n", + "selector = MaxMin()\n", + "selected_mocked = selector.select(arr_dist_mocked, size=12)\n", "\n", - "selected_mocked" + "graph_data(mocked_cluster_coords, selected_mocked)" ] }, { + "attachments": {}, "cell_type": "markdown", "id": "b230dd49", "metadata": {}, @@ -442,43 +433,62 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 33, "id": "3b4efad5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "selector = DissimilaritySelection(num_selected=12,\n", - " arr_dist=arr_dist,\n", - " random_seed=42,\n", - " method=\"maxsum\")\n", - "selector.starting_idx = 0\n", - "selected_ids2 = selector.select()" + "from DiverseSelector import dissimilarity\n", + "\n", + "selector = dissimilarity.MaxSum()\n", + "selected_ids11 = selector.select(arr=arr_dist, size=15, labels=class_labels)\n", + "graph_data(coords, selected_ids11)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "6f5f8f7f", + "metadata": {}, + "source": [ + "Note: The selection is not optimal and is very different from the previously reported for this method. " ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 34, "id": "c393e1ed", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "graph_data(selected_ids2)" + "selected_ids12 = selector.select(arr=arr_dist_cluster, size=15, labels=class_labels_cluster)\n", + "graph_data(coords_cluster, selected_ids12)" ] }, { + "attachments": {}, "cell_type": "markdown", "id": "07a66848", "metadata": {}, @@ -488,180 +498,170 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 35, "id": "10c2afd0", "metadata": {}, - "outputs": [], - "source": [ - "selector = DissimilaritySelection(features=coords,\n", - " num_selected=12,\n", - " arr_dist=arr_dist,\n", - " grid_method=\"grid_partioning\",\n", - " random_seed=42)\n", - "selector.starting_idx = 0\n", - "selected_ids3 = selector.select()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "d910c193", - "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "graph_data(selected_ids3)" + "from DiverseSelector import partition\n", + "\n", + "selector = []\n", + "selector = partition.GridPartitioning(2, grid_method=\"equisized_independent\", random_seed=42)\n", + "selected_ids13 = selector.select(coords, size=12, labels=class_labels)\n", + "graph_data(coords, selected_ids13)" ] }, { + "attachments": {}, "cell_type": "markdown", - "id": "30157fdb", + "id": "4012c917", "metadata": {}, "source": [ - "### Grid Partitioning - Equisized Dependent" + "NOTE: The selected points differ from the ones in the previous version of the notebook." ] }, { "cell_type": "code", - "execution_count": 10, - "id": "df78a5e9", - "metadata": {}, - "outputs": [], - "source": [ - "selector = DissimilaritySelection(num_selected=12,\n", - " features = coords,\n", - " random_seed=42,\n", - " dissim_func=\"grid_partitioning\",\n", - " grid_method=\"equisized_dependent\")\n", - "selector.starting_idx = 0\n", - "selected_ids4 = selector.select()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "69c111e4", + "execution_count": 36, + "id": "e62222d8", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "graph_data(selected_ids4)" + "selected_ids14 = selector.select(coords_cluster, size=12, labels=class_labels_cluster)\n", + "graph_data(coords_cluster, selected_ids14)" ] }, { + "attachments": {}, "cell_type": "markdown", - "id": "bbae7222", + "id": "30157fdb", "metadata": {}, "source": [ - "### Directed Sphere Exclusion" + "### Grid Partitioning - Equisized Dependent" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "a6f80d02", + "execution_count": 37, + "id": "df78a5e9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "selector = DissimilaritySelection(num_selected=12,\n", - " features=coords,\n", - " dissim_func=\"sphere_exclusion\",\n", - " random_seed=42)\n", - "selector.starting_idx = 0\n", - "selected_ids5 = selector.select()" + "selector = partition.GridPartitioning(2, grid_method=\"equisized_dependent\", random_seed=42)\n", + "selected_ids15 = selector.select(coords, size=12, labels=class_labels)\n", + "graph_data(coords, selected_ids15)" ] }, { "cell_type": "code", - "execution_count": 13, - "id": "70060bc3", + "execution_count": 38, + "id": "7cf924a9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "graph_data(selected_ids5, True)" + "selected_ids16 = selector.select(coords_cluster, size=12, labels=class_labels_cluster)\n", + "graph_data(coords_cluster, selected_ids16)" ] }, { + "attachments": {}, "cell_type": "markdown", - "id": "cf8b3965", + "id": "bbae7222", "metadata": {}, "source": [ - "### Optisim" + "### Directed Sphere Exclusion" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "735df074", + "execution_count": 39, + "id": "a6f80d02", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "selector = DissimilaritySelection(num_selected=12,\n", - " features=coords,\n", - " dissim_func=\"optisim\",\n", - " random_seed=42)\n", - "selector.starting_idx = 0\n", - "selected_ids6 = selector.select()" + "selector = partition.DirectedSphereExclusion()\n", + "selected_ids17 = selector.select(coords, size=12, labels=class_labels)\n", + "graph_data(coords, selected_ids17)" ] }, { "cell_type": "code", - "execution_count": 15, - "id": "363b36d1", + "execution_count": 41, + "id": "f66ca59f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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tCxp34vhpz/1Z0mclbdq0SQUFBScf/9jHPqbvf//7+u53vxu1RwDe0xBu0oxFpSrZfSjqa8JNlpaW7lVVdZ2WzMr3bRLADgeAaEgAAARaw+E67Rp9pfIrt7T7/CclvSXp95JW9hmg9Jsma8TIS3XrrbdqxYoVkqS8vLykxYuumb+yvMPFf2sluw9p/soKLZg6PMFROYsdDgCdIQEAEGhbb56p/MotsiSZKK/pLqlQ0hc/rFbJ/sMqWPRvkqQNGzZIkq6++uokRIquOlDboKIyeyc3F5Xt05xJF/nmjrnfdjjYpQDcYSzL6vxVPmWMKc/Nzc0tLy93OxQAHlSzc4/OGTZUoTZlPx0Jd+uuj3bs0vFePXTRRRepR48e2rdvn3r27JnASOGEx9ZW6qFVO2xfd+/1w3TXNUMSEJHz5q7YqqWl+2J+/fT8bFd2ODrapZCkUJphlwLoRF5enioqKiosy7K9DU3nGoDAqlzwaKeL/79Kamj159CJ49rw3R/pxhtvVG1trR5++GEW/z4Ra+lPW8VVBx2OJDHi3eGorm1MUETti+xSLC3d1+7iXzq1SzFjUakawk1JjQ8IAhIAAIGVWby+09c8JOljkq6RdIuk6yR98dlfq7S0VPfff79mzJiR2CDhmLrG2Hd6nLgu2ZZtjL6gjibcZGnZpth3DJwQTx8GAGeRAAAIrB5H6zt9zRRJ4yT9TVKRpG2SJvTM1CuvvKIf/OAHCY0PzspMj6/tLd7rks0POxx+2aUAUh0JAIDAOtazV6evmSLpJUnvSTom6X1JPxt4MY2/PlQwqG9c140d3M/hSBLDDzscftmlAFIdCQCAwKobOz6u6+rHXeFwJEiGaWOyFEqLNuupfUbSn/76nm5/skSPv7LT03ei/bDD4YddCiAISAAABNbQud9QuJu9xU+4W3cNmXt3giJCIp3XO0OFoy60dY0l6a/vHta6yho9+OftuvyBNZq7YpsnG1P9sMPhh10KIAhIAAAEVv8hA7Xl2hslNS/0OhJ5fvPEKeqfk53QuJA48ybnxb1Qlrw9nSaeHY5QmtG00VkJiuhMftilAIKABABAoI1YvljlQ0dGPQQswkgqHzpSlyxfnISokCgZoTQtmZWv6fnZthfLrXlxOk08OxyFo5J74JYfdimAICABABBoGWdnKmfTayqZVBi1HCjcrbtKJhUqp2ydMnp33jgMb8sIpWnB1OHacN9E3Xv9ME0Y2l//dMHZnSaBbXlxOo2dHY6CQX01b3JugiM6nR92KYAgIAEAEHgZZ2eqYNVz+mjHLhXPnqNtufnaPihP23LzVTx7jj7asUsFq55j8Z9iBvRO113XDNFTswt0Q975nZaBteXF6TSx7HCE0oym52dryaz8pJ+y64ddCiAIKKoDgBb9c7LV/9cPux0GXNCV6TR3XTPE4Wi6JrLDMWfSRVq2aZ+Kqw6qrvG4MtO7a+zgfpo22t0F9bzJeaqqro/p/7kbuxRAEJAAAAACLxWn00R2OLyYoCyZla/5KytUVNb+uQChNKPCUVmaNzk36bsUQBCQAAAAAo/pNMmVjF2K6tpGPbtxr0p2H/LUDgjgBfzkAgAEXsGgvlpXWWP7OqbTdE0idikawk2av7JcRWX7z9hdWFdZo4Wrd7C7gMCjCRgAEHhMp0kNDeEmzVhUqqWl7ZcWSd4+ywFIFhIAAEDgMZ0mNcxfWR5zQ7cXz3IAkoUEAAAAeX+GPjp2oLZBRWX7bV3jxbMcgGSgBwAAAHljOg2Nq/FbtjF62U80kbMcvDYpCUg0EgAAAFq4NUOfxtWuS6WzHIBEIwEAAKCNZM7QjzSudrSAjTSuVlXXuXKCrx+k4lkOQKLQAwAAgItoXHUGZzkAsSMBAADAJTSuOifWBu62OMsBQUQCAACAS7rSuIrTcZYDEDsSAAAAXNKVxlWcjrMcgNiRAAAA4BIaV53FWQ5AbEgAAABwCY2rzoqc5TA9PztqOVAozWh6fjbTlBBo/AQBAMAlBYP6al1lje3raFyNzq2zHAA/IQEAAMAl08Zk6ZE1lbYagWlcjU0yz3IA/IYSIAAAXELjKgA3kAAAAOAiGlcBJBsJAAAALqJxFUCy0QMAAIDLaFwFkEwkAAAAeASNqwCSgRIgAAAAIEBIAAAAAIAAIQEAAAAAAoQEAAAAAAgQEgAAAAAgQJgCBAA4qbq2Uc9u3KuS3YcYQwkAKYoEAACghnCT5q8sV1HZfoWbrNOeW1dZo4Wrd6hwVJbmTc7lICoA8DkSAAAIuIZwk2YsKlXJ7kNRXxNusrS0dK+qqus4jRYAfI4eAAAIuPkryztc/LdWsvuQ5q+sSHBEAIBEIgEAgAA7UNugorL9tq4pKtun6trGBEUEAEg0SoAAIMCWbdx3Rs1/Z8JNlpZt2qe7rhmSoKicR3MzAJziSAJgjBklaZKk/Ja3CyTJsizTyXUzJd0pKVfSMUnFkn5kWdYGJ+ICAHQs1tKftoqrDvoiAaC5GQDO5NQOwP2SbrRzgTFmoaS7JR2VtEpShpqTiE8bYwoty3reodgAAFHUNR5P6nXJRHMzALTPqQTgDUlbJW1sedsjKeqeqjHmOjUv/g9KGmdZVmXL4+Mk/UXSb4wxf7Es60OH4gMAtCMzPb5fA/Fel0zxNDcvmDo8rs/lhRIjL8QAwB8c+QluWdZ/tf6zMR1W/kjSnJb3P4os/ls+zhvGmF9K+oak2ZIediI+AED7Cgb11brKGtvXjR3cLwHROCfe5uY5ky6ytVj2QomRF2IA4C9JnwJkjOkp6dqWPxa185LIY5OTExEABNe0MVkKpXV60+Y0oTSjaaOzEhSRM7rS3ByrSInR0tLonytSYjRjUakawk224vFLDAD8x40xoMPUXB5UbVlWe7dnNre8H5G8kAAgmM7rnaHCURfauqZwlPdLSrrS3BwrL5yf4IUYcKbq2kY9trZStz9ZopueWK/bnyzR46/sZHwuPMONIs7slvft7s1allVvjPlQ0rnGmN6WZdUmLTIACKB5k/NUVV0f00KyYFBfzZucm4SouibRzc3JKjHyegw4HeVY8As3dgAyW94f6eA19S3ve8fyAY0x5e29ScrpSqBO+stf/iJjTKdvP/jBD9wOFUDAZITStGRWvqbnZ0ctBwqlGU3Pz/bNpJxENzcno8TIDzHgFMqx4CfeH+OQIs4//3zNmDGj3eeampr09NNPS5ImTJiQzLAAQFJzErBg6nDNmXSRlm3ap+Kqg76eJJPo5mYvnJ/ghRhwSjKnTgFd5UYCUNfy/qwOXtOr5X1M5T+WZeW193jLLoAn9qo/9alPafHixe0+96c//UlPP/20srKydPXVVyc1LgBobUDvdN11zRDfLxCnjcnSI2sqbd0ht9Pc7IXzE7wQA5pRjgW/cSMB2Nvyvt2uM2NML0l9JH0QlPr/yN3/W2+9NZYRqgCATkSam5eWxl7uYqe52e3zE8rKyrRnzTM68NctOvb3HWqqa25e/uR3/pi0GHBKV8qx/J5sw5/c6AHYLqlR0gBjzAXtPH9Zy/utyQvJPfX19XrhhRckSbfffrvL0QBA6pg3OU8Fg/rG9Fq7zc2xfty2nDo/4Yc//KHeXPGEju544+TiP9kx4JRkTJ0CnJT02wCWZR01xqyV9BlJX5S0sM1LClver0xmXG5ZsWKF6uvrNXLkSOXmeqJaCQBS4lTZSHPz/JUVKipr/w5tKM3ENZUl0SVGnRk3bpxyhuVq6e6Q0s4bqv2/nCU1hZMaA06hHAt+49Y+4E/VnAB81xjzYuQ0YGPMOElflfShpCddii2pIuU/3P0H4AWpNsYwUc3NiS4x6sx3vvMdSVKPFVtdiwGnuF0SBtjlyHeeMeZzku5v9VCPlseLWz32Q8uyXpQky7JWG2MekXS3pDeNMS+3XDNJkpF0h2VZHzoRm5e99957WrNmjdLS0jR9+nS3wwEQcJExhh2VM0TGGFZV1/lmJKiUmOZmL5yfEInhnRhe65czHPwo0VOnAKc5lXoOkFTQzuMFbV5zkmVZ3zTGvCnp62pe+B+TtFrNicIGh+JyRc2uvar8yUJlFq9Xj6P1Otazl+rHXaEhc+9W/5zsk69bunSpmpqadMMNN+j88893MWIAYIyhXYksMWpPtLKsh754iZb/m1FTlLHyTsaA9rldEgbYZSzLXte6nxhjynNzc3PLy8uT8vkaDtdp680zNXLtCwqdOLOuL9ytuzZPnKJLli9WRu9euuyyy7Rlyxb97ne/0y233JKUGAGgPQdqGzT+gbW2FzAb7ptISYmaF+eJOj+ho7IsqfnrsPvBm9QUPqbH1lb6/gwHv5prsxxren52oBNodF1eXp4qKioqoo3D7wjFZw5pOFynXaOvVH7llqivCZ04roKXi1Q+apfCv/sfbdmyRZmZmZoyZUryAgWAdjDGsGsSdX5CrGVZTSeav3azrxjE18MlXigJA2LlxhjQlLT15pnKq9yizn59WpLyKrdo4bTbJElTp07VWWd1dCYaAKdU1zbqsbWVuv3JEt30xHrd/mSJHn9lp6prG90OzXWMMfQmO2VZza+vSGA06EikJGx6frZCae2f6RNKM5qen+2r/hmkJnYAHFCzc49Grm2e5d/ZMV5GzUnAX/Zsl8T0HyAZUm2yTSIwxtB7IqfL9q//QF96a5UK9v1VmceOqK7HWSrOHq5lIyappte5p13D6bLuStTUKcBpJAAOqFzwqMa1U/MfzTpJ70gacFamrr322oTFBSC1J9s4iTGG3vPsqzs0/8VHVbhtjXq0+R1z5Z4t+ubrz6ho+HWaf91XTj5OWZY3JKokLJWlwtkjfsJPbgdkFq+39fqnW95/rmemunWjCgtIJCbbxIYxht7ScLhOY79+m8a8sy3qa3qcOK5b3npJgw/t1+XSyRLU4qqDLDx9LGgLYXZo3UEC4IAeR+tjfm2jpKKW/74po1dC4gHQLFJCYUdQSygYY+gtW2+eqfx3tslSx6WllqSx+/6q7qabIucAU5blT0FcCLND6x5uPzvgWM/YF/Lpkg6p+Yf2oHO4cwYkUlcm2wRN5GRbOzhVNjHs9pVJUjfrxMnHKMvyn8hCeGlp9J9ZkYXwjEWlaghHOfTBZ+LZoYUzSAAcUDd2fFzX1Y+7wuFIALTGZBt75k3OU8GgvjG9ljGGiVO54NF2z5Jp7UVJY1u9HWt5/L3ffluvP/xVjR07Vi+++GJiA4VjgrgQjneHlqltzuA2gQOGzv2Gwot/3ukP7NbC3bpryNy7ExgVACbb2JPsk22jCVoNdFux9JVVSypp5/Fj723XnvekPZKqq6sdjgyJENRSRc4ecRcJgAP6Dxmo0mtvVP7q5THVaxpJmydOUUFOdnICBAKKyTb2uTnGMIg10O2Jpa9sZstba5s/MUzP/fy5QDax+1lQF8Jd2aH189/bK4L7W85hI5YvVvnoKuV1cBKw1Lz4Lx86UpcsX5yUuIAgY7JN/JI9xpBmwFPs9JW11pjRi7IsHwrqQpgdWnfRA+CQjLMzlbPpNZVMKlS4W/t5Vbhbd5VMKlRO2Tpl9GYCEJBo08ZkRT2RMxom27gjiDXQ0cTbV2ZddVXKJkWpLKgLYXZo3UUC4KCMszNVsOo5fbRjl4pnz9G23HxtH5Snbbn5Kp49Rx/t2KWCVc+x+AeShMk2/kAz4OmGzv1G1BtJ0YS7dddF//nNxASEhArqQjjWgQNtsUPrDH9/93hU/5xs9f/1w26HAXhWMps8503OU1V1fUx3l5ls446g1kBHQ19ZsAS1VJGzR9zFDgCApGkIN2nuiq26/IE1emjVDq2rrNGWvR9qXWWNHvzzdl3+wBrNXbHN0RnXkck20/Ozo5YDhdKMpudnp3RduZcxrvVMI5YvVvnQkTGdA0Bfmb8FtVSRHVp3sQMAICncbPJ0c7INOhfUGuiOnOwrK7xDl615vt0x0+Fu3bV54hRdsnwxpaU+FlkILy2N/QDCVFkIs0PrHhIAAEkRT5On0+MMkz3ZJl5Bm4Mf1BrozkT6ymp27dXOBY+o1xuvq8fReh3r2Uv1467QkLl3U/aTIoK6EPbK2SNBZCzLXt2lnxhjynNzc3PLy8vdDgUItAO1DRr/wFrbtZ4b7puYkgveaDqagy+l7i/Cx9ZW6qFVO2xfd+/1wzyfzAGxav73H9yFcHVtIzu0NuXl5amioqLCsqw8u9eSAABIOBZ4nYulRCqiYFDflOpXIEEETmEhjFh1JQFI7f1TAJ4Q1INu7PBCiZRbglwDDbTll1JF+BtTgAAkHE2eHWMOfnMNdKxzwVOpBhpA6jh48KDOO+88GWM0ZIi3Ezh2AAAkHE2eHWMOPs2AiRC0ZnLAbd/+9rdVU2P/TAc3BOO3KwBXBfWgm1h5oUTKC4tFxrU6o6Nm8nWVNVq4egeJFOCwNWvWaMmSJfrKV76i//mf/3E7nE6RAABIOE587JibJVJeXCxSAx0/N8/bAILq6NGj+upXv6rc3Fzdc889vkgA6AEAkHCc+Ngxt0qkIovFpaXRS5Aii8UZi0odPaEZiRFPMzmArpk/f76qqqr0y1/+UqFQyO1wYsIOAICkCOpBN7FIRolUeyU+Hx0Na+v+j2K6PtUmD6WieJvJ50y6KDDJNuC0rVu36uGHH9Ydd9yhCRMmaM+ePW6HFBN2AAAkRaTJc3p+tkJppt3XhNKMpudnB64sYdqYrKj/T6KJtUSqIdykuSu26vIH1uihVTu0rrJGW/Z+qHWVNTEv/iNSbfJQqulKMzkA+06cOKEvf/nL6tOnj/77v//b7XBsYQcAQNLQ5Nm+RM3Bt3O4WCxSbfJQqvFCMzkQJD//+c+1ceNG/eY3v1G/fv4aWkECACDpnGjy9MLUGiclokTKTj14rFgsehfnbQDJs3fvXn33u9/VVVddpZkzZ7odjm0kAAB8pbOpNQ+v2q4vXHqBHpg63FdlRE7PwY+nHjwWLBa9i/M2gMSp2bVXlT9ZqMzi9epxtF5fqX5XjUeOasF/fM/t0OLCv3oAvhFLScsJS3p+y7vasLNGL3/rSp1zVo8kRtg1TpZIxVMPHgsWi97FeRuA8xoO12nrzTM1cu0LGnfi1A2Q1yT1kXTf9RNVe25/ZeZ9St3S0tTQ0CBJevfdd3X11VdLkv7v//5P559/ftJj7wg/yQH4hp2SlgO1jZr0s9f02r9f46udAMmZEimnS38iWCx6F+dtAM5qOFynXaOvVH7llnaf/1DNiYA+qJFef/30axsa9Oqrr578b69hChAAX4inpOVAbaPmrtiWoIi8LRGlOiwWvY3zNgBnbb15pvIqt6i9lNpq9Xai5X3xpELt3r1bkpSTkyPLsmRZlgYOHJiskGNGAgDAF+ItaXnhzXcDOboyEaU6LBa9b97kPBUM6hvTa4N23gZgR83OPRq59gVJUmdDmiPPX7bmeR16592ExuUUEgAAvhBvScsJS4Gccx7rItDOx2Ox6H2ct5FY1bWNemxtpW5/skQ3PbFetz9Zosdf2RnImwyprnLBowqdsLeTGjpxXO888ZsEReQsegAA+EJXSlqCOLoynnrw9tiZPJRMqTYG1kmct+G8zqaPLVy9w5P/ThC/zOL1cV3Xc/MmhyNJDBIAAL7QlZKWII6ujOdwsREXnqNzeoY8vVhMhYVYspIXJ5rJEdv0sXCTpaWle1VVXcfOSorocbQ+rusGNR2XZTk/gc1pJAAAPKGzRVG8Iw6l4I6utHu4mNcXLn5fiKVC8hJEdqaPlew+pPkrK7Rg6vAER4VEO9azV1KvSzZ6AAC4qiHcpLkrturyB9booVU7tK6yRlv2fqh1lTV68M/bdfkDazR3xTbdOPIT6tZZJ1YUQR1dmWr14PEsxLwikrwsLY3ezB5JXmYsKlVDuCnJEaI98UwfKyrbR09ACqgbOz6u6+rHXeFwJIlh/LBNES9jTHlubm5ueXm526EAaEcsd3QjCgb11Xm907Vy63u2PkcozWjDfRM9VcbihuraRl/Vg7fdEeqR1k0b9xzSCRu/srz0tZ+7Yqutcqzp+dncRfaAx9ZW6qFVO2xfd+/1wyi98rmanXt0zrChthqBw92666Mdu9Q/JzuBkZ2Sl5enioqKCsuy8uxeG8x9cQCeYPeO7rTRF2pA73Rbd9cYXdnML/XgHZXJ2BVusrRs0z7ddc0QV5uG472LPGfSRZJEs7OL4p0+FsTBA6mm/5CBKr32RuWvXi5LHY8CjTy/eeIUFSRp8d9VJAAAXBHPouj3W97VS3dP0PT/LdGBGJIARlf6i50doVit31mj/R8ccbXuPp4zLMJNlmYv2ai33ztMv0CStU4Wy975IK6PEcTBA6loxPLFKh9dpbwoJwFHGEnlQ0fqkuWLkxKXE0gAALgi3kXRS+Xv67V/v0ZzV2zTC2++225JSCjN6HMjPqGBfc/Sv/x2E3dOfcLOjlCstu7/UBt2HYz6fDKahuP9O23d/1HU57zc7OxXTu4+BXXwQKrJODtTOZteU0nhHbpszfPtlgOFu3XX5olTdMnyxcro7Y8GYIkEAIBLurq1/rMvXar/+OzFZ9S1j/rkudpTc0Qvbv07d059JJ4doVjUNcbWTJvI6S2JvBvM1BlnOL37FNTBA6ko4+xMFax6TjW79mrngkfU643X1eNovY717KX6cVdoyNy7fVP20xoJAIAu2bhxox588EG9/vrrqq6uVq9evTR8+HDNmjVLM2fOlDHtV07GuyhqfV3buna/j4kMsnh2hJwWqbt3eoco0XeDExV3R1LtIDYnd59CaUbTRmc58rHgHf1zstX/1w+7HYZjGAMKIG7Lly/XuHHj9Nxzz+njH/+4pk6dqssuu0zFxcWaNWuWbrvttqjXxrso6ug6P4+JDDqnS3/iEWkadlrBoL6Of8zWEhV3e2Id2+unMaZO7z4xeAB+QAIAIC7Hjx/XnXfeqaamJv3ud79TWVmZnn32Wa1du1Zbt25V37599cwzz+iVV15p9/p4F0XRttaZ1+1vXmmaLK6K3i8Qr2ljsqKew+CURMTdVqqeZeDk7hODB+AXJAAA4vK3v/1NBw4c0LBhw3TLLbec9tzFF1988u7/xo0b270+nkVRR1vr8TYVJ+vOKTrmdJlMZnp8pV2JSETO652hwlEXOv5xW3tz34d6/JWdCU1oU3WHzYndJz8dqAdIJAAA4pSeHtsWd79+7d+xj2dR1NHWeleaiuE+p8pkIguxSy7sE9f1iarXnzc5L6GlQLUNxxNagpPKO2zxJn1n9UjThKH9de/1w7ThvolaMHU4i3/4BgkAgLgMHjxYOTk52r59u5555pnTnnv77bf19NNP69xzz9VNN90U9WPYWRR1trXuRFMx3ONEmcyEof1PLsTG5cQ3hSVR01syQmlaMitf0/Ozo/49Q2lGIy48p0ufJ1ElOKm8wxZv0jfqk+fqqdkFuuuaIdT8w3dIAADEJS0tTUuWLFGfPn106623atSoUfrnf/5nXXvttRoxYoQuvPBCrVmzRn37Rl/gx7ooimVrPRFNxW6prm3UY2srdfuTJbrpifW6/cmShJd3uM2pMpnIQszpEjMnZITStGDqcG24b6LuvX6YJgztr5HZfU67i/zrGaMd6RdwugQnlXfYnO5HAvzAe7/5APjG+PHj9eqrr+qmm27S5s2btXnzZklSjx49NGnSJA0ePLjTjxFZFM2ZdNEZM/3tjBUsGNRX6yprbP8dvPRLvKODiIJwhsG8yXmqqq6Pe7HZejcnklAsLY39DnSypre0HV97Zhz24o7GyfGgqbzDNm1Mlh5ZU2lrh4NRn/A7dgAAxG3p0qXKz89XVlaWSkpKVFdXpx07dmjmzJl6+OGHde2116qxMba71pFF0VOzC/T7O8fb3lr34h1fO1J1woodkR2h88/OiOv6trs5TpaYJZNT/QJOluCk0g5bW073IwF+QAIAICY1u/bqjdlztC2vQNsH/5P+OOQS/X+33aa+fc7VH//4R+Xn56tXr14aOnSofvWrX+nzn/+8Nm/erEWLFiUlPr//Ek/VCSt2ZYTSdNvY+E7VbLub42SJWTLFEnesnCrBSfUyGb8mi0C8SAAAj/Bq3XfD4TqVTirUORflaNyin2l4RamG7S7Xll1bdfzECd3w/vsqn3qHGmrrT7tu2rRpkqTXXnstabH69Zd4Kk9YiYeTuzmx1N17cXpL27h7Z8R3J92pEhy/77B1xq/JIhAv7+/NASnOy3XfDYfrtGv0lcqv3HLGc5Hl6rmyVPBykcpH7VLOpteUcXamJOmcc5qnmXzwwQfJCvfkL/H5KytUVNZ+KU0ozXiujr4rE1ai1ZH7WSLq9zuru/eqSNzFVQfj6nFxqgTHKz0V1bWNenbjXpXsPhRXr1BHnOpHQupL5PdhspAAAC6K1H13VPoRqfuuqq5L+p2nrTfPVH7lFlmS2t4TO7/l/SZJlqS8yi0qKbxDBauek3TqALCBAwcmJ9gWfvwl3pUJK35b0MbKTkOwl3ZzEsULTe5ufk2SeaPEr8kiEs/LN+zsMpblzPHXXmSMKc/Nzc0tLy93OxSgXXNXbLV1R216frYWTB2ewIhOqdm5R+cMG6rQifZLCDZLGtXy309I+ldJ4W7d9dGOXdpZ/Xddd911qq+v18svv6zrrrsuKTEnQjLu9Nz0xHpt2fuh7etGZvfR7+8c70gMXtT8y9ZfuzmJcqC2QeMfWGt7Us2G+yY6mvC68TWJ5UZJRMGgvpToICG8+H2Yl5enioqKCsuy8uxeyw4A4JJ4676dGuvXmcoFj2pclMW/JF0m6R5JD0m6U9LjknJPHNf28eP01+p/6MSJE/rKV77i28V/Mu/0pPKEla7w425OonilBMeNr0k8DfLJulGC4Ei178PU/u0BeJjX674zi9d3+poHJV0u6ZeSyiRtl3RW9fu66qqr9C//8i+aPn16YoNMkGSXZnmhvMPLKMlo5qWyqGR9Tbx+owTBkIrfh0wBAlzi9ZM1exyt7/xFkm6S9GdJNZLCkko/+SmtXbvWt4t/KfkjORM5YcWr06VgXxAn1XTlRgnglFT8PmQHAHCJ10/WPNazV1Kv8wo37vQkorwjlZrVcErQyqJokIcXpOL3IQkA4BKv133XjR0vVZTavq5+3BUJiCZ53CrNcrK8w+vTpdB1QSmL8vqNEgRDKn4fUgIEuMTrJ2sOnfsNhbvZSzbC3bpryNy7ExRRcrhVmuVkeQenCiNVeP1GCYIhFb8PvRsZkOKmjcnSI2sqbd1t7mak13ZUa/Xb7yd8y7//kIEqvfZG5a9e3u45AK1Fnt88cYoKcrIdjyWZ3LzT40R5Ryo2qyG4aJCHF6Ti9yEJAOCSeOq+T1in36FOdC33iOWLVT66SnntnATcmpFUPnSkLlm+2NHP7wYv3OnpSnmH16dLAXbEc6Mk1gZ5IFap+H1ICRDgonmT8+IuBYqI1HLPWFSqhnCTQ5E1yzg7UzmbXlPJpMKo5UDhbt1VMqlQOWXrlNHb3w3AkvdLszrj9elSgB2RGyV2JOL8AwRbKn4fkgAALoql7jtWiarlzjg7UwWrntNHO3apePYcbcvN1/ZBedqWm6/i2XP00Y5dKlj1XEos/qXEjuRMhlRsVkOw2blRkujzDxBcqfZ9SAkQ4LJodd890rpp455DOmGjmiORtdz9c7LV/9cPO/5xvcYrJ67GywslTICTIjdK5q+sUFFZ+yVuoTTDWFskVKp9H/ITH/CItnXfj62ttF3OQS23M7x04qpdqdisBgTt/AN4Uyp9HxrLstcs5ifGmPLc3Nzc8vJyt0MBbLv9yZK4FnIThvbXU7MLEhBRsDQfpOW/Oz0Hahs0/oG1tpvVNtw30Te/uAAAUl5enioqKiosy8qze62rOwDGmIslfVfStZL6SnpP0h8lfd+yLPsrHyCFUMvtLr/e6fF7CRMAIPFcSwCMMddKWinpLEl/k7RB0j9JukvSjcaYcZZl2RtmDbRSXduoZzfuVcnuQ75YuLVFLbc3+PHEVT+XMAEAEs+VlYIx5ixJz6h58f8Dy7LmtTxuJP23pHskPSnpejfig781l26Uq6hs/xllEImem+8karkRr1RrVgMAOMuVHgBjzG2SnpK0XVKuZVknWj0XkrRD0kBJl1qW9VYXPg89AAHTEG7SjEWlMd/5XDIr37OLH2q54YTq2kZflTABAGLjxx6AUS3vX2u9+Jcky7LCxpj1ak4AbpQUdwKA4Jm/sjzmyTmRufkLpg5PcFTxoZYbTvBjCRMAILHcSgAiJwZ9EOX5yJGUlyQhFqSIA7UNKiqz1zaSyLn5TqCWG4Bb/Ux+76MCEJ1bCUB1y/tPRnl+UCfPn8YYE63GJ8dOUPC3ZRvbr3XuiNfn5lPLDQSXW/1MqdJHBSA6txKA1yT9h6TPGWP6tx75aYy5QNKklj/2diM4+JPdQ7MiiqsOejYBkPw7jhJA/GLpZwo3WVpauldV1XWO9TO59XkBJJdbCcAqSZslXSbpT8aYuyRVSBou6Vet4jrR/uWni9b80LIzQE1EQKT63HxquYHgcKufKZX6qABE182NT2o1jx6aKqlc0mhJJZJq1XwWwHmSvt/y0mg9AsAZmJsPIBXE289UXdvoy88LIPlcSQAkybKsdyRdKmmapIVqvvP/DTXfsX+/5WXM70TMCgb1jes65uYD8JKu9DP58fMCSD7XEgBJsizruGVZz1mW9S3Lsr5mWdbPLcs6JOnylpf8xcXw4DPTxmQplGZsXRNKM5o2OitBEQGAfV3pZ/Lj5wWQfK4mAO0xxpwvqVDNo0BXuBwOfCQyN98O5uYD8Bq3+plSvY8KwCmuJQDGmH8yxmS0eexCSS+oefrPty3LOupKcPCteZPzYi4FYm4+AC9yq5+JPiogONzcAbhH0vvGmFeMMc8YY1ZL2ikpX9IPLcta4mJs8KnI3Pzp+dlRy4FCaUbT87MZXwfAk9zqZ6KPCggON9P25yWdr+bTfsereeLPS5IWWpb1F/fCgt8xNx+whxNfvWXamCw9sqbSVkOuE/1Mbn1eAMnnWgJgWdbzak4CgIRgbj7QMU589aZIP9PS0tin6zjRz+TW5wWQfJ5rAgYAJF7kxNelpdFHP0ZOfJ2xqFQN4aYkRxhsbvUz0UcFBAMJAAAEUDwnviJ53Opnoo8KCAbTfChvajLGlOfm5uaWl3OeGABEHKht0PgH1tqu9d5w38SElnt4pRfBK3G0jseNfia3Pi/8yWv/boIgLy9PFRUVFZZl5dm9lgQAAALmsbWVemjVDtvX3Xv9sIT01HTUiyA1Jx/J6EXwShyAn/Dvxj1dSQAoAQKAgPHSia9e6UXwShyAn/Dvxr9IAAAgYLx04qtXehG8EgfgJ/y78S8SAAAIGK+c+HqgtkFFZfttXVNUtk/VtY0pGQfgJ/y78TcSAADwseraRj22tlK3P1mim55Yr9ufLNHjr+zs8JesV058XbYxetlANOEmS8s2xT6n3k9xAH7Cvxt/c/MkYABAnLpyiJdXTnztSi9CtGbkeCaRdDUOpp8giBLx7xfJQwIAAHFwc9EXabzr6BdwpPGuqrrujHntXjnx1clehK4kRPHGcbghrLkrtnKSMgLJS71EsI8EAABsiHWhedc1OXp+y7sJSRDiabxbMHX4aY/Pm5ynqur6mD5Ook58daoXoasJUbxx7K6u11v7PorrcwJ+55VeIsSHHgAAiJGdkXcT/usVPbRqh9ZV1mjL3g+1rrJGD/55uy5/YI3mrth2xji8WGv5nWq888KJr071InR1Ekm8cRxuiO1OJtNPkIq80kuE+HAQGADEaO6KrbbKZjpSMKivlszKlyRbh+gk4hAvt058deJEYrc+hl3JOEkZSCavnigeJBwEBgAJFs+d946U7D6k+1/4q+1DdBJxiNeA3um665ohemp2gX5/53g9NbtAd10zJOG/pCO9CHa07UVwYhJJPHHYxfQTpBon/v3CPSQAABCDeBaanSkq22+7dCXVGu/mTc6LuZSgvV4EpxIiO3Gc0zO+GuZEnKQMuKmr/37hHhIAAIhBvAvNjtitwCwq26ceafH92PZq411XexGcSojsxDGwfy9HPifgd17oJUJ8vPkbAQA8xguLt3CTpVCcCYCXG+8yQmlaMHW45ky6yHYvgpOTSGKN4/YnSxz7nE7hLAK4pSv/fuEeEgAAiIFX7qCHm04olGZcP8QrESK9CHYOCSoY1FfrKmtsf66OEqLO4kjE54xXV84/AJwUz79fuIcSIACIQbwj75x2rOkEjXetTBuTFbX0IJquJkRufM722BlLG2kiBwCJBAAIpFhnzuOUeBZ9iZCZ3p3Gu1bcmETileknXT3/AEBwkQAAAdIQbtLcFVt1+QNrbB1SheSMiozF2MH9aLxrw42EyO0kzKkD4QAEEwkAEBCUC3SdnUVfLLrZ3FBoXUYSabzbcN9E3Xv9ME0Y2l8js/towtD+uvf6Ydpw30QtmDo85Rf/kjuTSNxOwpw4/wBAcHESMBAQdk+xnZ6frQVThycwIn9qbrqsUFFZ+wswIymWn6oFg/oqu99Zem5T7Hdx+Zp0zo1Tjd34nLc/WRJXI/KEof311OyCBEQEINm6chKwN8ZaAEioeMsF5ky6KGWbR+PV2ci7Gy/9hB5/ZVfUBCGUZk5OZZGkvQePxFTHnYxa/lQYJenGJBI3PmeqHQgHILlIAIAA6Eq5ACPd2tfRos/OTOwls/I73FFonTAkqpyHUZL+4+T5BwCCh58EQADEe4ptcdVBEoA4xXpX2O1DdCK9IR19j0R6Q6qq6wLRVOwHXjqLAID/kAAAAUC5QHJ0pYTGrUN04hklSR/CmZJdPjVtTJYeWVOZkgfCAUg8EgAgACgXSCy/ltDQG9J1bn3tI2Np7TT2p/KBcPCGVOgjCgp+uwMBQLlA4vi5hIbekK5x+2s/b3KeqqrrPdNEjuDy602QIOMcACAA4jnFlnKB2Pj5NNau9IbA/a+922cRABJnzPgVCQAQAPGcYku5QOf8fhorvSHx88rXvisHwlVXV+uee+7RsGHD1LNnT/Xt21eXXXaZ7r33XkdjRGpzOxFGfCgBAhzi9drHIJcLJOpr4/cSGnpD4ue1r73dJvKysjJdf/31OnjwoPLy8nTjjTfq8OHDqqio0M9+9jM9+OCDjseI1EMfkX/xUxzoIr/UPkbKBdyeOZ9Mif7a+H28Kr0h8fPz1766ulo33HCDjh49qhdeeEFf+MIXTnu+tLTUpcjgN15LhBE7EgCgC9xuArTL7ZnzyZSMr43fS2gYJRk/P3/t582bp5qaGj3++ONnLP4lKT8/34Wo4Ed+ToSDjgQA6AK/zlB3a+Z8MiXja+P3EhpGScbPr1/7o0eP6umnn1avXr10xx13uBoL/M/PiXDQ0QQMxMkrTYA4U7K+NgWD+tp6fYSXSmjmTc6L+e+Rar0hXeHXr/2mTZtUW1urkSNHqmfPnvrTn/6kOXPm6M4779TChQv197//3dX44C9+TYRBAgDErSu1j0isZH1tUmG8KqMk4+PXr31FRfMElvPOO09TpkzRZz/7Wf3sZz/TL37xC33rW9/SkCFDtHTpUldjhH/4NREGCQAQN2aoe1eyvjapMl61K6Mkg8qvX/sPPvhAkvSHP/xBL730kh5//HEdOHBAe/bs0T333KOjR49qxowZevPNN12NE/7g10QY9AAAcaP20buS+bVJpfGqQegNcZLXv/Y1u/aq8icLlVm8Xj2O1utYz17a0zMkSTp+/Lh+/OMf68477zz5+gcffFDvvPOOnnvuOT344IP63e9+l9R44T/0EfkXOwBAnKh99K5kfm0ooQkur37tGw7XqXRSoc65KEfjFv1MwytKNWx3uYZXlCq3bP3J103/4rQzro00Br/66qtJiRX+Rx+RP7ESAeLEDHXvSvbXJkjjVXE6r33tGw7XadfoK5VfuaXd5z/Z8v4sSYevn6qGTa8p4+zMk88PHDhQknTgwIHEBoqUEcQzZlKBsSx7jXJ+Yowpz83NzS0vL3c7FKSgA7UNGv/AWtsz1DfcN5HFYILxtUFQlU4qVP7q5bIktbcnsVfNSYCRdFTSm5MKVbDquZPPr1+/XldccYXOPfdcHToUXy8Ngqu6ttETiXBQ5OXlqaKiosKyrDy717IDAMSJ2kfv4muDIKrZuUcj174gqf3FvyRlS7pE0luSXpV0zZrnVbNrr/rnZEs6VfozcuTIRIeLFEQfkX/QAwB0AbWP3sXXBkFTueBRhU503sj+7y3v75FUc+K4di54RJL05ptv6uGHH5Ykfe1rX0tQlAC8gB0AoAuoffQuvjZIZdW1jXp2416V7D50stTiG+tei+naWyStkrREUq6k4c8+qe5VW7RhwwY1NjbqX/7lX/TFL34xgdEDcBs9AIBDvFL72N7CIOg1mF752gBd1RBu0vyV5Soq239GUrviqW/rsr9vj+njWJJ+LelXkiqMUbezztKIESP01a9+VTNmzHA8bgDO60oPAAkAkCI6WhhI3O0G/K4h3KQZi0qjnjvw22fv15V72p/+05FtufkaXl7S1fAAJFlXEgB6AIAUEFkYLC1tv9RFksJNlpaW7tWMRaVqCDclOUIAXTV/ZXmHh46VZP1TXB+3ftwV8YYEwKfoAQBSQGcLg9ZKdh/S/JUVWjB1eIKjAmJH6VrHDtQ2qKhsf4evWTbi07p7/VL1iKEROCLcrbuGzL27q+EB8BkSAMDnYlkYtFVUtk9zJl3Ewgqu66h0bV1ljRau3kHpmqRlG6Pv7kVUZ56rouETdctbf456DkBE5PnNE6eooGUEKIDgoAQI8LlYFgZthZssLdsU+4x8IBEoXYtdrDt88yd+RcVZ/9Th4l9qXvyXDx2pS5Yv7mpoAHyIBADwuVgXBm0VVx10OBLAnnhK14KqrjG2sp7GULpmfHG+nrnkBh3r1v4mf7hbd5VMKlRO2Tpl9O7lZJgAfIISIMDnYl0YOHUd0JFYa/kpXbMnMz32X9eNoXT9xw1f108n3Kqv7vyLxu7dph5H63WsZy/Vj7tCQ+beTdkPEHAkAIDP2VkYOHFdkNCYGju7tfxdKV2765ohTobuCwWD+mpdZY2ta2p6natj/36fhgfw/xeAjrECAHwunoWBJI0d3C8B0aQGGlPt6Ww+vXSqlr+quk5LZuV3qXQtiAnAtDFZemRNpa2kKZRmNG10VgKjQiJxAwKJRAIA+BwLA2fFs5gNehIQTy0/pWv2nNc7Q4WjLtTS0tib9wtHsVD0I25AIBloAgZ8LrIwsIOFQXQ0ptoTby1/j7T4fv0EuXRt3uQ8FQzqG9NrCwb11bzJuQmOCE5jMhaShQQASAEsDJwR72K2urYxQRF5X7y1/KG0zgZVti/IpWsZoTQtmZWv6fnZUf//hdKMpudne3Znqrq2UY+trdTtT5bopifW6/YnS/T4KzsD/W+oNW5AIFmCeysFSCGRhcH8lRUqKmt/QRZKM2wbd4LGVPvireWPJAGUrtmTEUrTgqnDNWfSRVq2aZ+Kqw76oj6cspbOMRkLyUQCAKQIvy4MvITGVPvirck/1nSCmvYuGNA7XXddM8QX33f01cSGGxBIJhIAIMX4aWHgNTSm2teVMbTzJuepqro+psSL0jX/iqesZcHU4QmOynu4AYFkogcAAFpwpoJ9sfaetDV2cL+UqGlHx+iriR03IJBMwf2tBQBtcKaCfV0dQ0vpWmpLdlmLn2fncwMCycR3DQC04EwF+5yaT0/pWmpKVllLKjQZcwMCyUQJEAC04EyF+DCGFtEko6wlVWbnTxuTZXs8btBvQCB+JAAA0AqLWfuo5Uc0yShrSZXZ+dyAQDJRAgQArXCmQnyo5Ud7El3Wkmqz85mMhWQxlmWvOcdPjDHlubm5ueXl5W6HAsCHqmsbWcwCXXCgtkHjH1hru69mw30TY/o39tjaSj20aoftuO69fphn+02a+xm4AYHO5eXlqaKiosKyrDy717IDAABR0JgKdI1TTeLRpOLsfHbTkAwkAAAAIGESWdaSyrPzuQGBRHK9CdgYM8YYs8wY83djTNgY86ExZp0x5g5jjL12eAAA4CmJbBJndj4QH1f/BRhjbpb0rKQ0SZslrZM0QNIESVdIuk7Sra4FCAAAuixRZS3Mzgfi41oCYIzpLukJNS/+b7Us65lWz10s6XVJtxhjfm1Z1isuhQkAABzidFkLh/cB8XGzBOhTks6TtL314l+SLMt6W9LTLX8ck+zAAACA9zE7H4iPmyVAjTG+7mBCowAAQM1jX5/duFcluw8xdcVHmJ0P2OdmAlAlaZekYcaYW9opAbpN0geSfu9SfACAAGieu16uorL9Z5SSrKus0cLVO5i77mEc3gfY5+pBYMaY8ZL+KKmPmpuAK9VcFjRBUoWkmZZlbenCx+cgMABAVA3hJs1YVBrz3WO7U2qQXBzehyDx7UFglmWtN8Zcpea7/Je1vEnSMUkvq3mXoFPGmGgr/JwuBwkASFnzV5bHfJhUye5Dmr+yQgumDk9wVIgXs/OB2Lh6DoAxZrqkUkn7JBVIypR0kaTFkr4taa0xhpQdAOC4A7UNKirbb+uaorJ9qq6NtYUNALzJtQTAGDNU0hJJNZI+b1lWqWVZ9ZZlVVqW9VU1lwZdJmlWZx/Lsqy89t7U3GMAAMAZlm1sv168I+EmS8s27UtQRACQHG7uAPyzpJCklyzLqmvn+WUt769MXkgAgKCItfSnreIqhtMB8Dc3E4DI4N6PojwfefzcJMQCAAiYusbjSb0OALzCzSbgf7S8Hx3l+cgBYHsSHwoAIGgy0+P7FdgjrZseW1vJeQEAfMvNBOAFSd+TdKUx5l8ty/pF5AljzFhJ32r5Y5EbwQEAUlvBoL5aV1lj+7qNew6dUT7EeQEA/MS1EiDLsjZLeqjlj08YY/5qjFlmjHld0npJvST9j2VZq92KEQCQuqaNyVL3bsb2dSei9A2HmywtLd2rGYtK1RBu6mJ0AJA4ro4BtSzrXklTJa2SdL6kmyTlSnpV0i0t04AAAHBUQ7hJP3t5h5oScBhm5LwAAPAqVw8CkyTLsn6v5oPAAABIODun/8arqGyf5ky6iJ4AAJ7kegIAAJ2prm3Usxv30nQJR9g5/VeSjCS7+wSR8wI4kRaAF5EAAPCshnCT5q8sV1HZ/jMObKLpEvGI5/TfeIuEiqsOkgAA8CQSAABJdfXVV+vVV1+N+vyf/vQn3XDDDTGVaUSaLquq67RkVj5JADoVz+m/8eK8APexewi0jwQAgCtuvvlmZWZmnvH4BRdcIMlemUak6XLB1OGOxojUk8i6/7biPWcAXdcQbtJ9K7bqD2/+/YypTeweAiQAAFzy0EMPaeDAge0+F0+ZBk2XiEUy78qPHdzP1uu5W+2MD48c06Sfvabq2saor2H3EEFHAgDAc+Ip06DpErGI96683UbgUJrRtNFZMb2WXhfnNISb9OlOFv+tsXuIoHL1HAAAaE+8ZRrFVQcdjgSppmBQ37iuG37hObZeXzgqtrv2kV6XpaXRk14OGIvdfcu36kCMi/+IorJ9MScMQKogAQDgiieffFJ33nmnvv71r+vRRx/V3r17Tz4Xb5kGTZfozLQxWQql2Tv9N5Rm9MStl8WcPBQM6qt5k3Njem08vS5o34HaBv3hrb/bvi6yewgECQkAAFf86Ec/0i9+8Qs9/vjjuvvuuzVkyBD98Ic/lBR/mQZNl+jMeb0zVDjqQlvXFI7K0oXnnqUls/I1PT87agIRSjOanp8dc015vL0u3K1u37KN+85o+I0Vu4cIGhIAAEl15ZVX6qmnntKuXbt05MgRbd++XT/+8Y/VvXt3fe9739MjjzwSd5mG3aZLBNO8yXlx3c3PCKVpwdTh2nDfRN17/TBNGNpfI7P7aMLQ/rr3+mHacN9ELZg6POY6/a70uuBMXZnwxO6hfWVlZXrggQc0depUXXjhhTLGyJjOd9cWL16s/Px8ZWZmqm/fvvrsZz+rDRs2JCFitGYsKznzkN1gjCnPzc3NLS8vdzsUIHBqdu1V5U8WKrN4vXocrdexnr1UP+4KDZl7t/rnZJ/x+lWrVun6669Xnz599Ob2Kl33yBu2FkehNKMN901kWgpi0tx4W6GisvYX4aE0k/DG29ufLNG6yhrb100Y2l9PzS5IQET+dtMT67Vl74dxXcv/U/umTJmiF1544YzHO1pXfvOb39Qjjzyinj176tOf/rQaGhq0Zs0aWZaloqIiTZkyJYERp568vDxVVFRUWJaVZ/da9ssBOKrhcJ223jxTI9e+oHEn2txVqyhV+DePqmTiFF2yfLEyevc6+dSnP/1pjR49Wps2bdLuirdUOOpCLS2N/U5nrE2XgHTqbv6cSRdp2aZ9Kq46mPTRm/S6OKsrJYDsHto3btw4jRgxQmPGjNGYMWM0cOBANTZGL09bvXq1HnnkEfXr109vvPGGhg4dKkl64403dPXVV+uOO+7Q1VdfrT59+iTpbxBsJAAAHNNwuE67Rl+p/MotUV8TOnFcBS8XqXzULuVsek0ZZ586DGzo0KHatGmT3nvvPc0rnKCq6vqYtvXtNF0CrQ3ona67rhniyvhYel2cVTCob1w7Kt2MYh7ZilO+853v2Hr9T3/6U0nSd7/73ZOLf6k5kfja176mRx99VE8++aS+/e1vOxon2kcPAADHbL15pvIqt3Q6L92SlFe5RW8V3nHa4x988IEkqVevXsoIpTnedAl4Cb0uzopnwpMkfeHSC9g9TLCjR49q7dq1kqTCwsIzno88tnLlyqTGFWTcRgDgiJqdezRybXM9aGe/giPPX7bmedXs2qv+Odmqrq7WunXrmh+/7DJJ3ijTABJl2pgsPbKm0navC3er2xeZ8GSndPC83ul6gEPAEm779u1qbGzUgAEDdOGFZ07hivzM37p1a7JDCywSAACOqFzw6Jk1/21skHRA0mRJaWouB9q54BHVffffdNttt6m+vl5f+MIXzvgF4WaZBpAo8SxY6XXp2LzJeTGXDp7XO10vf+tKdg+TIHLOS3uLf6l517dPnz764IMPVFtbq969eyczvECiBAiAIzKL13f6mh2SbpJ0oaTPSbpV0p3P/I8uvvhirV+/Xnl5efrf//3fxAYKeEi8I0nRvlhKB7sZ6aaRF+i1f79G55zVI8kRBlNdXZ0k6ayzzor6ml69modC1NbWJiWmoGMHAIAjehyt7/Q1BZL+VVKJpI2SPpDUs/GILs3P1xe/+EX967/+q3r27JnYQAEPiSxY3R5JmkooHQQ6RwIAwBHHevbq9DUXS3qizWPbPjVaw994IyExAX7AgjUxKB10jt1zXdrKzGye9nbkyJGor6mvb76JRPlPcpAAAHBE3djxUkWp7evqx12RgGi6prq2Uc9u3KuS3YdYiCFpWLDCa+yc69KR7OzmJGH//v3tPl9fX68PP/xQ5557LglAkpAAAHDE0LnfUHjxzxXqpBG4tXC37hoy9+4ERmVP8+mw5Soq239GKca6yhotXL2DUgxIIklE6rN7rktHhg0bpvT0dFVXV+vdd9/VBRdccNrzmzdvliSNGDGi64EjJjQBA3BE/yEDteXaGyUppnMAJGnzxCkxbR8nQ0O4STMWlWppaft12JIUbrK0tHSvZiwqVUO4KckRwgsawk2au2KrLn9gjR5atUPrKmu0Ze+HWldZowf/vF2XP7BGc1ds4/sDvmf3XBcrHI76mp49e+raa6+VJD333HNnPF9UVCRJmjx5crzhwiYSAACOGbF8scqHjozpHIDyoSM73TZOpvkry2MaHShJJbsPaf7KigRHBK8hSURQxHOuizlxosPXzZkzR5L0ox/9SJWVlScff+ONN/SrX/1Kffr00ezZs+MNGTaRAABwTMbZmcrZ9JpKJhUq3K39CsNwt+4qmVSonLJ1yujdeeNwMhyobVBRWfu1qdEUle1TdW1jgiLyturaRj22tlK3P1mim55Yr9ufLNHjr+xM+f8fJIkIisoFj3ZazvmipLGt3o61PD527NiTby+++OLJ11933XW6++67dfDgQV166aWaMmWKPvvZz+rKK6/U8ePH9Zvf/EZ9+vRJzF8IZ6AHAICjMs7OVMGq51Sza692LnhEvd54/YypEQUeKfuJWLYx+h3daMJNlpZt2heohs0g90jEmyTOmXQRPQHwnVjOdalW80jntkpKTj1aXV192nMLFy7UpZdeqscee0wvv/yyevTooeuuu07333+/Lr/88i5GDTtIAAAkRP+cbPX/9cNuhxGTWO/qtlVcdTAwCUCk/KWj/1eR8peq6jotmZWfUkkASSKCJJZzXWa2vLW2fVCehlX9tePrZs7UzJltr0SyUQIEIPDqGmOfXOTEdX4U9PKXriSJgN/Ecq6Lk9ch+UgAAAReZnp8m6G7a+oDUQNPjwRJIoKlbuz4uK7z4rkuaB8JAIDAKxjUN67rPjwSDsQIyK6Uv6SKeJPEeK8D3DR07jeiDnKIxmvnuqBjJAAAAm/amCyF0jobdte5VB0BSflL/Eni2MH9HI4ESDy/n+uCzpEAAAi883pnqHDUhY59vFSrgaf8Jb4kMZRmNG10VoIiAhLLz+e6oHMkAAAgad7kvLjv8rYnlWrgKX+JL0ksHJXFCFD4ll/PdUFsSAAAQFJGKE1LZuVren62Y+VAqVIDT/lLMztJYsGgvpo3OTfBEQGJFTnX5aMdu1Q8e4625eZr+6A8bcvNV/HsOfpoxy4VrHqOxb8PGcuy19jlJ8aY8tzc3Nzy8nK3QwHgI9W1jVq2aZ+Kqw6qrvG4dtfU68MjYdsfZ8LQ/npqdkECIkyuA7UNGv/AWluNwKE0ow33TUy5O+DNh6FVqKis/cboUJpJ2cPQAHhLXl6eKioqKizLyrN7berszwKAQwb0Ttdd1ww5eYDTTU+s15a9H9r+OKlSAx8pf1laGvuORqqWv2SE0rRg6nDNmXTRaUliZnp3jR3cT9NGp+bfG0BqIQEAgE5QA99c/lJVXR/TRKAglL+0TRIBwE/oAQCATlADH1uPRCjNaHp+tpbMyqf8BQA8LHVuTwFAgkwbk6VH1lTaroFPtRGQlL8AQGogAQCATlADfzrKXwDA3ygBAoAYMAISAJAqSAAAIAbUwAMAUgUlQAAQI2rgAQCpgAQAAGyiBh4A4GeUAAEAAAABQgIAAAAABAgJAAAAABAgJAAAAABAgJAAAAAAAAFCAgAAAAAECGNAAQBIIdW1jXp2416V7D7EORUA2kUCAABACmgIN2n+ynIVle1XuMk67bl1lTVauHqHCkdlad7kXE6qBgKOBAAAAJ9rCDdpxqJSlew+FPU14SZLS0v3qqq6Tktm5ZMEAAFGDwAAAD43f2V5h4v/1kp2H9L8lRUJjgiAl5EAAADgYwdqG1RUtt/WNUVl+1Rd25igiAB4HQkAAAA+tmzjvjNq/jsTbrK0bNO+BEUEwOtIAAAA8LFYS3/aKq466HAkAPyCBAAAAB+razye1OsA+B8JAAAAPpaZHt9Av3ivA+B/JAAAAHjMkSNH9Pzzz2v27NkaNmyYMjIy1KtXL11yySX6wQ9+oLq6upOvLRjUN67PMXZwP6fCBeAzJAAAAHjMM888o5tuukmLFi1SWlqavvCFL2jChAnavXu35s2bpzFjxujAgQOSpGljshRKM7Y+fijNaNrorESEDsAHSAAAAPCYUCikr3zlK6qoqFBFRYWWLVuml156Sdu3b9fIkSP1t7/9Td/85jclSef1zlDhqAttffzCUVka0Ds9AZED8ANjWfZGh/mJMaY8Nzc3t7y83O1QAABwxBtvvKHLL79c6enpOnz4sHr06BHTScARBYP6chIwkALy8vJUUVFRYVlWnt1r6QACAMBjqmsb9ezGvSrZfUh1jceVmd5dYwf307TRWbrkkkskSY2NjTp48KA+/vGPKyOUpiWz8jV/ZYWKyto/FyCUZlQ4KkvzJuey+AcCjgQAAACPaAg3af7KchWV7T9jEb+uskYLV+/QVQMaJDWXCfXte6oBOCOUpgVTh2vOpIu0bNM+FVcdPCN5oOwHgEQCAACAJ8RSxhNusvTsb34lSfr0p69XevqZC/oBvdN11zVDdNc1QxIWKwB/owkYAAAPmL+yvNMa/qO7Nqpu68tSt+4679oZSYoMQKphBwAAAJft2LpT/R55SL/d+1dlHjuiuh5nqTh7uJaNmKSaXudKksIH96nmjw9LsnTuNXdo3cGzVF3bSFkPANtIAAAAcEnD4TptvXmmLl37gu45cfy0567cs0XffP0ZFQ2/Tt8tuFnvL5unEw116j1mis4efaPCTZaWbdpHqQ8A2ygBAgDABQ2H67Rr9JXKX71cPdos/iN6nDiuG956SVr0dTUdPqBew6/TudfMPvl8cdXBZIULIIWwAwAAQBd0NLKzo/KcrTfPVH7lFlmSop3jWyfpM5J2H2/UmHM+pvdv+DcZc+rVdY3tJw4A0BESAAAA4hDLyM5oc/drdu7RyLUvSIq++G+UdKOkUknXSyo6XKOrjx4+2RMgSZnp/BoHYJ9rJUDGmKuNMVYMb99zK0YAANoTGdm5tLT9Q7ek5pGdS0v3asaiUjWEm057rnLBowpFKfuRpCZJ0yWtlTRB0gpJmVaTpm19+bTXjR3cr0t/DwDB5Oatg39IWhLluTRJt7X897rkhAMAQGxiGdkZUbL7kOavrNCCqcNPPpZZvL7Dax6T9PuW/+4v6c6W/36/7I+qOfSuJKmbkSZ+LdqvUQCIzrUEwLKsv0ma2d5zxpjPqDkB2CfpL8mLCgCAjh2obVBR2X5b1xSV7dOcSRed7AnocbS+w9d/0Oq/f9/6ifpD0l/XnPxjhsK24gAAybtTgCJ3/39nWVb7e6sAALhg2cboZT/RREZ2Rhzr2avD139fktXO26sDR+qT3/mjpv1yg44eO66BAwfaigMAJA8mAMaYXmrue5Kkp9yMBQCAtmIt/Wmr9cjOurHj4/oYpdnDNT0/W0tm5Z/RWAwAsfJcAiBpqqRekrZYllXhdjAAALQW7+jN1tcNnfsNhbvZq8I91q27bvz5/VowdTiLfwBd4sUEIFL+E/Pdf2NMeXtvknISEyIAIKjiHb3Z+rr+QwZqy7XNm92dFRNFnt8ycYqGjuDUXwBd56kEwBjzcUkT1TwBbanL4QAAcIaCQX3juq7tyM4RyxerfOjIqOcARBhJ5UNH6pLli+P6vADQlqcSADWPPU6T9LJlWf+I9SLLsvLae5O0K2GRAgACadqYLIXSOlu2ny6UZjRtdNZpj2WcnamcTa+pZFJh1HKgcLfuKplUqJyydcro3XHjMADEymtHCNou/wEAIJnO652hwlEXamnpvs5f3KJwVNbJEaCtZZydqYJVz6lm117tXPCIer3xunocrdexnr1UP+4KDZl7twpysp0MHwC8kwAYYy6WNFJSnaTn3Y0GAIDo5k3OU1V1fUwTgQoG9dW8ybkdvqZ/Trb6//php8IDgA55qQTo9pb3KyzLOuJqJAAAdCAjlKYls/I1PT87ajlQKM0wshOAJ3liB8AYYyTd0vJHyn8AAJ6XEUrTgqnDNWfSRVq2aZ+Kqw6qrvG4MtO7a+zgfpo2uv2yHwBwmycSAEkTJH1S0ruS1rocCwAAMRvQO113XTNEd13DiE4A/uCVEqBI8+8zlmWdcDUSAAAAIIW5ngAYY9IlFbb88Wk3YwEAAABSneslQJZlNUqK71QVAAAAALa4vgMAAAAAIHlIAAAAAIAAIQEAAAAAAoQEAAAAAAgQEgAAAAAgQEgAAAAAgAAhAQAAAAACxFiW5XYMCWOMOZyent47JyfH7VAAAAAAx+zatUuNjY21lmWdbffaVE8A/iHpLEn73I6liyIZzC5Xo4Cf8D0DO/h+gV18z8AuvmeclyXpiGVZ59u9MKUTgFRhjCmXJMuy8tyOBf7A9wzs4PsFdvE9A7v4nvEWegAAAACAACEBAAAAAAKEBAAAAAAIEBIAAAAAIEBIAAAAAIAAYQoQAAAAECDsAAAAAAABQgIAAAAABAgJAAAAABAgJAAAAABAgJAAAAAAAAFCAgAAAAAECAkAAAAAECAkAAAAAECAkAD4kDHmamOM1cFbsdsxwtuMMfe3+n65ze144C3GmBHGmMeMMcXGmL8bYxqNMR8ZY94wxvybMSbkdozwFmPMp4wx3zHGvGKMqTHGhI0x/zDGrDDGTHA7PniPMaaXMeZ2Y8zPjTElLT9nLGPM992OLQi6ux0AumSXpNejPA60yxgzTNJ/SrIkGZfDgTddKekuSe9IqpBULWmApPGSxkq62RjzacuyjrkXIjxmtaQLJNVJKpZ0SFKupJskTTHGzLEsa6F74cGDhkr6rdtBBBUJgL+9blnWTLeDgH8YY4yk/5H0oZp/Sd/oakDwqv8n6f9ZllXV+kFjzMfUvNC7StJXJD3mQmzwpr9JmivpOcuyGiIPGmO+KumXkh4yxqyyLKvCrQDhObWSnpS0seXtc5J+4GpEAUIJEBAsX1bz3d1vqzkJAM5gWVZV28V/y+PvS/qvlj9em9yo4GWWZV1nWdZTrRf/LY//StIqSWmSvuhKcPAky7J2WZb1ZcuyfmVZ1mZJYbdjChISACAgjDHnS/pvSWssy/qd2/HAtyK/pCn/Qazeann/CVejAHASJUD+NtQYs0BSP0k1au4HeMmyrBPuhgWPelRST0n/6nYg8CdjzLlq3j2SpBfdjAW+Mrjl/T9cjQLASSQA/nZ5y1tr24wxN1uWVelGQPAmY8zn1bz9Po/vDcTKGDNUzQ3j3SR9TM0/bzLVXNPNLhI6ZYzJkfT5lj/+wc1YAJxCAuBPH0l6UNJySZHF3KWSfqzmCR2rjDGXWpb1kTvhwUuMMZmSnpC0Q6fqt4FYfEzSjDaPPSrpfnYa0RljTHdJiyWlS3rWsqwydyMCEEEC4AJjzO8lXWzzsv/PsqxSSbIsa4ukLW2eX2uMuULSK5ImSLpT0oKuxgr3dfX7RdJPJGVJmmhZVqOjwcGTHPiekSRZlvV684czaZKy1TzScZ6kz7SMAd3jRLxwn1PfM208KukKSVVq/p2EFJKg7xkkCQmAOwZJGmbzmrM6e4FlWU3GmP9ScwJwvUgAUkXc3y/GmHw1z3N/yrKstU4HBs9y9GeMZVlNknZL+qkxZo+adx9/LmlyvAHCcxz9njHG/Kea+43el3S9ZVmHuhAbvCkhaxkkBwmACyzLujSBHz5SEvTxBH4OJFEXv18+q+b67eHGmL+0ee5TLe//0xjzZTU3kD/Qhc8Fj0jwz5jfq/mwpxuMMT04DCw1OPk9Y4z5mqQfqblc9QbLsnY69bHhHQn+OYMEIwFIPee2vK93NQp4zaUdPPeplrc9SYkEvmZZlmWMOaTmkqBz1XyHF5AkGWP+WdLjko5I+pxlWW+6GxGA9nAOQOq5ueX9ZlejgCdYlvV9y7JMe2+SlrS87PaWx2a6GCp8whgzWM09JYfVPH4YkCQZYz4r6beSjku6ybKs9S6HBCAKEgAfMsZ80xiT1eYx03Lk+rckWZJ+4UpwAHzPGPNvLQfHtX18mKRnJBlJv23pDQBkjBkvqUjN3xtfsixrlcshAeiAsSzL7RhgU0sT3oVqvsu/W1KGpOFqbsg5Ieluy7Iecy1A+IIxZrGaRzzeblnW0y6HAw9p+RmTpeYTXHeqeVH3SUmj1Hzj6DU1l3fUuRUjvMUY84GkPmr+nfRalJe9blnWr5MWFDyvZZJQpGfxE2r+ufOupP0tj71nWdZNbsSW6ugB8KeHJX1aUp6kXEkhSe9JelrSo5ZlbXQxNgD+959qbiAfreaJYj0lHZL0sqSlap4qxTkAaK1Py/tBLW/RkACgtZFqvrnQ2gUtb5L0TnLDCQ52AAAAAIAAoQcAAAAACBASAAAAACBASAAAAACAACEBAAAAAAKEBAAAAAAIEBIAAAAAIEBIAAAAAIAAIQEAAAAAAoQEAAAAAAgQEgAAAAAgQEgAAAAAgAAhAQAAAAAChAQAAAAACBASAAAAACBASAAAAACAACEBAAAAAAKEBAAAAAAIkP8ftKZkcUDrT+8AAAAASUVORK5CYII=\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "graph_data(selected_ids6)" + "selected_ids18 = selector.select(coords_cluster, size=12)\n", + "graph_data(coords_cluster, selected_ids18)\n", + "\n", + "# TODO: See why if clusters labels are provided the algorithm fails\n", + "# selected_ids18 = selector.select(coords_cluster, size=12,labels=class_labels_cluster)" ] } ], @@ -681,7 +681,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.11.4" } }, "nbformat": 4,