{ "cells": [ { "cell_type": "markdown", "id": "bc778cac", "metadata": {}, "source": [ "# Getting started\n", "## Demo - Dissimilarity Based Selection Synthetic Data" ] }, { "cell_type": "markdown", "id": "073d04b2", "metadata": {}, "source": [ "In this tutorial, we are going to show how the `QC-Selector` 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." ] }, { "cell_type": "markdown", "id": "edfc38fb", "metadata": {}, "source": [ "## Generating Synthetic Data" ] }, { "cell_type": "code", "execution_count": null, "id": "feb64be2", "metadata": {}, "outputs": [], "source": [ "# install the selector module\n", "!pip install git+https://github.com/theochem/Selector\n", "!pip install rdkit" ] }, { "cell_type": "code", "execution_count": 1, "id": "6b21c8c6", "metadata": {}, "outputs": [], "source": [ "import selector\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from typing import Any, Tuple, Union\n", "from sklearn.datasets import make_blobs\n", "from sklearn.metrics import pairwise_distances\n", "\n", "def generate_synthetic_data(n_samples: int = 100,\n", " n_features: int = 2,\n", " n_clusters: int = 2,\n", " cluster_std: float = 1.0,\n", " center_box: Tuple[float, float] = (-10.0, 10.0),\n", " metric: str = \"euclidean\",\n", " shuffle: bool = True,\n", " random_state: int = 42,\n", " pairwise_dist: bool = False,\n", " **kwargs: Any,\n", " ) -> Union[Tuple[np.ndarray, np.ndarray],\n", " Tuple[np.ndarray, np.ndarray, np.ndarray]]:\n", " \"\"\"Generate synthetic data.\n", "\n", " Parameters\n", " ----------\n", " n_samples : int, optional\n", " The number of samples. Default=100.\n", " n_features : int, optional\n", " The number of features. Default=2.\n", " n_clusters : int, optional\n", " The number of clusters. Default=2.\n", " cluster_std : float, optional\n", " The standard deviation of the clusters. Default=1.0.\n", " center_box : tuple[float, float], optional\n", " The bounding box for each cluster center when centers are generated at random.\n", " Default=(-10.0, 10.0).\n", " metric : str, optional\n", " The metric used for computing pairwise distances. For the supported\n", " distance matrix, please refer to\n", " https://scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances.html.\n", " Default=\"euclidean\".\n", " shuffle : bool, optional\n", " Whether to shuffle the samples. Default=True.\n", " random_state : int, optional\n", " The random state used for generating synthetic data. Default=42.\n", " pairwise_dist : bool, optional\n", " If True, then compute and return the pairwise distances between samples. Default=False.\n", " **kwargs : Any, optional\n", " Additional keyword arguments for the scikit-learn `pairwise_distances` function.\n", "\n", " Returns\n", " -------\n", " syn_data : np.ndarray\n", " The synthetic data.\n", " class_labels : np.ndarray\n", " The integer labels for cluster membership of each sample.\n", " dist: np.ndarray\n", " The symmetric pairwise distances between samples.\n", "\n", " \"\"\"\n", " # pylint: disable=W0632\n", " syn_data, class_labels = make_blobs(n_samples=n_samples,\n", " n_features=n_features,\n", " centers=n_clusters,\n", " cluster_std=cluster_std,\n", " center_box=center_box,\n", " shuffle=shuffle,\n", " random_state=random_state,\n", " return_centers=False,\n", " )\n", " if pairwise_dist:\n", " dist = pairwise_distances(X=syn_data,\n", " Y=None,\n", " metric=metric,\n", " **kwargs,\n", " )\n", " return syn_data, class_labels, dist\n", " else:\n", " return syn_data, class_labels" ] }, { "cell_type": "code", "execution_count": 2, "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", "\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", " if reference:\n", " plt.scatter(coords[0, 0], coords[0, 1], c='black')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "id": "0ae728a4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph_data(coords)\n", "graph_data(coords_cluster)" ] }, { "cell_type": "markdown", "id": "ff524176", "metadata": {}, "source": [ "## Running Dissimilarity Algorithms" ] }, { "cell_type": "markdown", "id": "38c88220", "metadata": {}, "source": [ "### Brute Strength - MaxMin" ] }, { "cell_type": "code", "execution_count": 8, "id": "27e5864f", "metadata": {}, "outputs": [], "source": [ "# MaxMin method\n", "from selector.methods.partition import *\n", "from selector.methods.dissimilarity import *\n", "\n", "# diverse subset selection from randomly generated data points\n", "selector = MaxMin()\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, size=12)" ] }, { "cell_type": "code", "execution_count": 9, "id": "76e8e320", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph_data(coords,selected_ids1)\n", "graph_data(coords_cluster,selected_ids2)" ] }, { "cell_type": "markdown", "id": "0fb215f3", "metadata": {}, "source": [ "### Adapted Optimizable K-Dissimilarity Selection (OptiSim)" ] }, { "cell_type": "code", "execution_count": 12, "id": "aaac7176", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 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, size=12, labels=class_labels_cluster)\n", "\n", "graph_data(coords,selected_id3)\n", "graph_data(coords_cluster,selected_id4)" ] }, { "cell_type": "markdown", "id": "3dddc3d6", "metadata": {}, "source": [ "### Directed Sphere Exclusion" ] }, { "cell_type": "code", "execution_count": 13, "id": "3cfc8fbf", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 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, size=12, labels=class_labels_cluster)\n", "\n", "graph_data(coords,selected_id5)\n", "graph_data(coords_cluster,selected_id6)" ] }, { "cell_type": "markdown", "id": "abfa0f31", "metadata": {}, "source": [ "### Grid Partitioning Method" ] }, { "cell_type": "code", "execution_count": 15, "id": "c9927492", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 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", " size=12, \n", " labels=class_labels_cluster)\n", "\n", "graph_data(coords,selected_id7)\n", "graph_data(coords_cluster,selected_id8)\n", "# 20, 5, 3, \"equisized_independent\"" ] }, { "cell_type": "markdown", "id": "9e67816c", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## MinMax selection with clusters, but without assuming there are clusters" ] }, { "cell_type": "code", "execution_count": 16, "id": "e79d09a6", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "selector = MaxMin()\n", "selected_ids = selector.select(arr=arr_dist_cluster, size=15)\n", "graph_data(coords_cluster, selected_ids)" ] }, { "cell_type": "code", "execution_count": 12, "id": "9d5ab489", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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nzqwZCrPazJmpASL/5V/+Ze8L3werb5ixZ5v/Oh4FptWZt337NkaMGFHzfurUqZxzzjm8+OKLXHVV6hT5qKOO4sc//nG9+7zssssYOXJkvcv2VdoCQAihB/AXUqP8PARcHuvvsbEK2AYcEkI4op6RgE6umnbuwV4lSZI6mOacDNdVt49AfSZPnsxf/vIXrrvuOs4555yapwEvWLCAX//61/Ts2ZNLL710r2reV3kL5ze5zkaguM68CBQXfzh348aNALz33ns1nZoXLFjAggUL6t3nqFGj2ncACCF0BWYDQ4AngC/GGHfWt26McWsI4WngM8B46jwluGoewJ/TUZskSZLSozknw9DQFfHt9V4RBzjrrLOYNGkSt912GyeddBJjxoxh+/btzJkzh127dvH73/+egw46KE2/RcvkbG24c3K1CVWv2lYdVcCxf395j3VHjRqV8VGN9jkAhBD2A/4L+CTwHHB+jHF7E5vdTCoAXBNCeLT6acAhhELga8Bm4M59rU2SJEnp05yTYWjginiM9V4Rr3brrbdy0kkn8Ytf/II5c+aQnZ3N6NGjueaaa1rtSnhzbO/WWLfV9G/XFtJxB+D/AudV/bwJ+GUD47heFWPcBBBjfCqEcBup5wS8GEKYA+QAY0g9nOzCGOPePWJOkiRJraK5J7UT2P2K+IoBwzihpG4kqGe7CROYMGFCk+u1pbIRp8LKRS3errwwc6GlKekIALWf8nBeg2vBD0kFBABijN8MIbxIKkCMIfW8gLnAdTHG59NQlyRJktKoM54MN6X/lCupLPp5vc9LaEhlVhf6TZnU9IoZkrWvO4gx/jDGGJrxWlvPtkUxxiExxu4xxgNijGd78i9JktQ+9Z9yJZVZLbt+3N5PhpvSq19flp15LtD4Q6xqL186eiy9GniOQnuwzwFAkiRJydAZT4ab48RZRZT0H9SsoU9L+g9i4KyiNqhq7xkAJEmS1Gw7rpnEtw4+jHHA4aROenPrWa+xk+GzzjqLEAIhBN58881WrTcdcnvmkb/4WYrHjG/wDkhlVheKx4wnf8lz5PZovx2AoRWeBCxJkqTO68ZbpjP77Q2NrlOZ1YWlo8cycFbRHifDRUVFzJ07lxBCs4bDXLJkCXPmzGHRokUUFxfzxhtv0LVrVyoqKupd/7//+7+ZNWsWS5cuZcOGDbz//vsceOCBDBkyhH/7t3+rGXq0pXJ75jH8yQfZVLqONTfcRvcFz5OztZzt3bpTXjiSflMmMbyD3OkImR6HtDWFEEoGDBgwoKSkJNOlSJIkdQo//elP2bJlC0OHDuXoQw6jYMQQckJged8Bu50M19fsZ+PGjXziE59g8ODBrFq1in/84x9s2LCB3r17N3i8sWPHMnv27N3mNRYAxo8fz0MPPURBQQF9+vShR48erF27tmYI0qlTp3Lttdfuw79A+1BQUMDKlStXxhgLWrqtAUCSJEl7LYTQ6Al5bRdeeCEPPfQQL7/8MqNHj25WAKgdOIYOHUrv3r0bPd6yZcvo06cPBx988G7zi4uLOeussygvL+fll19mwIABLftF25l9CQA2AZIkSVKre+KJJ7j//vuZNm0a+fn5zd7uu9/9bouOM2jQoHrnDx8+nH/913/ljjvuYN68eR0+AOwLOwFLkiSpVW3ZsoUrrriC4447jquvvjpjdey3334A5OTkZKyG9sA7AJIkSWpVU6dOZe3atfzP//xPxk6+ly9fzh/+8Aeys7MZPXp0RmpoLwwAkiRJajVLly7ltttu4+KLL2bUqFFtdtxHHnmEWbNmUVlZybp16/jrX/9KdnY2v/nNbzjqqKParI72yAAgSZKkVrFz504uv/xyDjjgAG666aY2PfZLL73E7373u5r3ubm53HrrrXzlK19p0zraI/sASJIkqV6bStex4NLJrCgYzqqjj2dFwXAWXvZtNpWua9b2t956K0uXLuXGG2+kV69erX682q655hpijGzdupUVK1ZwySWX8PWvf51zzz2X7du3t3h/nYnDgEqSJGk3FZvLWD5uAoOenk32rh17LK/9oK9uPfMaHJZz1KhRPPvss5x22mmEEHZbtnDhQrZt20ZhYSFd9tuPiyr2Y+LS+ft0vKZMmjSJGTNmcNNNN/Htb3+7xdu3Jw4DKkmSpLSo2FxG6ZDTGbZ6WYPrZO/awfA5MykZXNrk/mKMPPvssw0uX7BgAQCTgew0HK8xF110ETNmzGD27NkdPgDsC5sASZIkqcbycRMoWL2MptqIRKCgkZAAMG/ePGKM9b4+/vGPA/DYaecQgXPTcLymVDdD2rhx4z7tp6MzAEiSJAmATWvWMujp2QCEJtbdbfk+tCg//vnH2+x4zzzzDECLHkTWGRkAJEmSBMDqG2bU2wa/tkeBEbVeANu3b2PEiBE1r0cffbTZx8yOO1tcZ9xZf41vvfUW06dP57333ttj2Zw5c2oeQjZx4sQWH7MzsQ+AJEmSAMhbOL/JdTYCxXXmRaC4+MO56Wxi8ygwrc68yp07GTFiRM37qVOncs4557Blyxauuuoqpk6dypAhQzjiiCMoLy/n1Vdf5ZVXXgHgW9/6FuPGjUtbfR2RAUCSJEkA5Gwtb3KdCVWv2lYdVcCxf3+5Rcdau3Ytq44+nt6vNT5aY0sCx6GHHsqNN97IvHnzKCkpYfHixezatYvDDjuMf/3Xf+VrX/tamz6MrL0yAEiSJAmA7d26t7vtJrBn4FgxYBgnlNSNBbD//vvzne98h+985zt7VU9S2AdAkiRJAJSNOHWvtisvHNkhjqcUA4AkSZIA6D/lSiqzWtZApDKrC/2mTOoQx1OKAUCSJEkA9OrXl2Vnpkbkb85zAACWjh5Lr/w+HeJ4SjEASJIkqcaJs4oo6T+oWePyl/QfxMBZRR3qeDIASJIkqZbcnnnkL36W4jHjG2yeU5nVheIx48lf8hy5PfauA3CmjidHAZIkSVIduT3zGP7kg2wqXceaG26j+4LnydlazvZu3SkvHEm/KZMYnsZmOG19vKQzAEiSJKlevfL70OuO6Z32eEllEyBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoKkJQCEEAaHEL4XQngohPDPEEIMIVQ0sv4Pq9Zp6PWTdNQlSZIkaXdd0rSfqcC5e7HdfGBNPfOX7Fs5kiRJkuqTrgCwAHgJeKHq9WYzt7sjxliUphokSZIkNSEtASDG+NPa70MI6ditJEmSpDSzE7AkSZKUIOlqArS3zgwhnATkAq8Df4kx2v5fkiRJaiWZDgBfrvN+WghhFjAhxliWiYIkSZKkzixTAWANcBXwF+AfwIHA6cCNwDhgP+C85u4shFDSwKL8fStTkiRJ6lwyEgBijPfVmVUO3B9C+B9gBTA2hHBKjPGvbV+dJEmS1Hm1q07AMcYNwN1Vbz/dgu0K6nsBpa1SqCRJktRBtasAUGV11fSwjFYhSZIkdULtMQAcWDW1E7AkSZKUZu0qAITUE8SqO/86HKgkSZKUZm0eAEIIvUIIXwkhdK0zPw+4HRgOvAn8qa1rkyRJkjq7tIwCFEI4B5haZ3ZOCGFhrffTYoyPAnnA74CfhxD+BqwDDgBOBg4G3gPGxxi3pKM2SZIkSR9K1zCgh5C6cl9bqDPvkKrp28BPgRFAP+AkYCfwGlAE3BJj/Gea6pIkSZJUS1oCQIyxiNTJe3PW/QD4XjqOK0mSJKll2lUnYEmSJEmtywAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZ3OO++8w6GHHkoIgeOOOy7T5UhSu2IAkCR1OpMnT2bTpk2ZLkOS2iUDgCSpU5k7dy6/+93vuPzyyzNdiiS1SwYASVKnsXXrVq644goGDBjAVVddlelyJKldMgBIUic1atQoQggNvh5//PFMl5h2P/rRjygtLeX2228nOzs70+VIUrvUJdMFSJJa17hx48jLy9tj/uGHH56BalrP8uXLmT59OhMnTuT0009n7dq1mS5JktolA4AkdXI33XQTffv2zXQZrWrXrl1cfvnlHHDAAdx4442ZLkeS2jUDgCSpw/v5z3/OokWLuPvuuzn44IMzXY4ktWv2AZAkdWjr16/nmmuu4YwzzmDChAmZLkeS2j3vAEhSO7Vw4UJuuOEG5s+fT1lZGX369OELX/gC3//+99l///2bvZ8777yTt99+m6ysLI455hjGjh1Lnz59WrHy1rWpdB2rr7+VvIXzydlazlc3/pNtW7Zy/ZSpmS5NkjqEEGPMdA2tJoRQMmDAgAElJSWZLkWSWuT3v/89F198MTt37mTw4MH06dOHxYsXs379egYOHMhzzz1Hjx49Gt3HqFGjeOaZZ/aYn52dzdSpU5k6tWOdMFdsLmP5uAkMeno22bt21MwPwAHAicAHB/Yir+A4svbbj4qKCoqLi+nWrRvDhg0D4M9//nO9HaIlqaMpKChg5cqVK2OMBS3d1jsAktTOvP7661x22WXs3LmTu+66i4kTJwKwbds2vvzlL/Pggw9y9dVXc/vttze6n9NPP53LLruMU045hcMOO4z169czc+ZMrrvuOn7wgx/Qs2dPJk2a1Ba/0j6r2FxG6ZDTGbZ6Wb3L3wOeBXh3Ezz//G7Ltm7dWhOEduzYUXdTSUoc7wBIUjtz3XXXMXXqVMaMGcOTTz6527KNGzfSt29fKisr2bBhw151eH3yySf59Kc/zUc+8hE2bNhAt27d0lV6q1k0ZjzDnppFJHXFvyHVy4vHjOejv/kZRx11FMceeyyvvPJK2xQqSW1kX+4A2AlYktqZJUuWAKkmPHUdcsghDBgwgMrKSh577DEg1SZ+waWTWVEwnFVHH8+KguEsvOzbbCpdV+/+P/WpTzFkyBDef/99Fi5c2Gq/R7psWrOWQU/PBho/+a+9/OS5D/POP/7ZqnVJUkdlEyBJamfKy8sBOPDAA+tdftBBBwGwZNELHHvPbAY9PZvCXXWatqxcROXdMygePZaBs4rI7dF9t8X9+/dn8eLFbNiwIf2/QJqtvmHGnr9fE7J37eAfv7y7lSqSpI7NACBJ7cwhhxwCwD/+8Y96l1fPX1l0L8PK3mtwP9m7djB8zkxKBpeSv/hZcnt+2Pn13XffBegQHWLzFs7fq+26LV2c5kokqXOwCZAktTNnnHEGAP/1X//F9u3bd1u2cOFCVq1aBUAoe4+menFFoGD1Ml4aP7Fm3saNG3nuuecAOPnkk9NWd2vJ2Vq+V9sdtXMHMUbb/0tSHd4BkKQMqzuu/cCuufTu3oN169Zx7rnnctNNN9GnTx/mz5/P5ZdfTpcuXdixYwdZNNwmfiGwFRhV9f7kuQ+zqXQdZfvt4qKLLqK8vJzPfe5zHHHEEW3xK+6T7d26N71SGreTpM7OACBJGVJ7XPu6bdyfBP4FePzxx3n88cdr5vfp04cLPnESv1+xmPp7CKS8AkwEDgOOAXrv2sHfTi3k1fffoaKigoKCAn7729+m/XdqDWUjToWVi1q8XXnhyFaoRpI6PpsASVIG1Ixr/9Ss3R5qVe0EUifxvwO+9JFD+Oqll/GrX/2Kl19+mZw3UqPbNDbu23Dg66QCwEpgFvDaxv/lpJNOYvr06bzwwgsceuihaf6tWkf/KVdSmdWy61WVWV3oN6VjPONAktqadwAkKQOWj5vAsNXLGh3XvhvwZeAr72+keN17DL/jawAUf5DqwDuqkf1/AvhlnXmrPn4cxy5YsC9lZ0Svfn1ZdOa5LXoOwNLRYxme36dtCpSkDsY7AJLUxvZ2XPtNpet45plnWLm9ggLg1BYetyO3iT9xVhEl/Qc169+rpP8gBs4qaoOqJKljMgBIUhtbfcOMepv91PYiUHuN7F07ePTb3+dLX/oSAfj5Xhy3I7eJz+2ZR/7iZykeM77B5kCVWV0oHjOe/CXP7fHcA0nSh9ISAEIIg0MI3wshPBRC+GcIIYYQKpqx3VdCCItCCGUhhHdCCI+FEE5JR02S1F41Z1z7bwIfAz4FfAk4Bbhk9u956623mH7d9YxsQZv4N4FJBC6c+ye6devGQQcdxODBg7n66qv3qv5Mye2Zx/AnH+T9V0tZeOlkVgwYxqqjClgxYBgLL53M+6+WMvzJBz35l6QmhBibGkW6GTsJ4WHg3Dqzt8UYcxvZ5mbgW6RGqnsSyAVGk7qD+/kY45/SUFfJgAEDBpSUlOzrriQpbVYdfTzHvtb499IdwH2kOvC+BxwCnNz9I0x7fh4nnXQSi8aMb1ab+L8C51TtY8CAARx//PF88MEHrFy5ktdff50dO1r2hF1JUvtQUFDAypUrV8YYGxsTol7pagK0ALgW+CzQu6mVQwhnkjr5fxsYGGMcG2M8Gzgd2AncHUJobIQ7SWp3Fi5cyLhx4+jduzfZ2dkcdNBBjB49mpkzZ+62XnPa4l8GzAPeArYD/wSu//ixnHTSSUDz2sS/QerkvyIEHvj9/ZSUlPCHP/yBxx57jLVr1/LXv/51L35LSVJHl5YAEGP8aYzxP2KMf44x/m8zNvl21fS6GOPqWvtZAPwK+AhwSTpqk6S28OCDD3Lqqafy0EMPceSRRzJu3DiOP/545s2bx+c//3m+973v1axbNqKl3XdTarfhb06b+KsJvAdcf+PPuOBLX9xj+bBhw/aqDklSx5aWJkB77DSESANNgEIIuaTuRncFjowxvl5n+WnAs8AzMcZR+1iHTYAktbodO3bwsY99jI0bN/LAAw9wwQUX1CxbsGABZ555Jtu2bWP16tXk5+ezac1aPnJs/yY7AtdWmdWF918tpVc9Q1tuKl3Hmhtuo/uC58nZWs72bt3ZcPIQPvfHO8ntlsubb75Jbm6DLTIlSR3QvjQBysRzAI4jdfK/se7Jf5WlVdMT264kSdp7r7zyChs3buS4447b7eQfoLCwkE9/+tPMnj2bJUuWkJ+fn/Zx7Xvl96HXHdN3m/ePP/+Zbff9krPGnEV2djYzZ87k+eefp7KykuOOO44vfOELfPSjH92n31uS1DFlIgBU/wWr7+SfGGN5COE94MAQQo8Y4wdN7TCE0NAl/vy9K1GSmq9r167NWu+ggw6q+fnEWUWUDPk7BauXNbrN3o5rX33n86Mf/SinnXYaC+o8AGzKlCncfffdfP7zn2/RfiVJHV8mngOQVzXd0sg65XXWlaR26+ijj+boo4/mlVde4Y9//ONuyxYsWMATTzzBUUcdxemnn14zv7XHtX/33dTTgu+55x6WL1/OnXfeycaNG3nttdeYPHky5eXlXHTRRSxfvryFv60kqaPLxB2A6rvdjXU+aOphj7tpqO1T1Z2BAS3ZlyS11H777UdRURGf/exnueCCC/jZz35Gfn4+GzZs4Pnnn2fYsGHce++95OTk7LZd9bj29bXhLy8cSb8pkxps9tOUnTt3Aqn+Cf/5n//JJZekxlXo1asX06dPZ926dcycOZMbb7yR++67b9/+ASRJHUomAkB1k57GLmftXzUta+VaJCktTjvtNJ555hnOO+88Fi9ezOLFiwHo0aMHZ511Fh/72Mca3La+Nvwtsal0Hauvv5W8hfNrAsR7ufsBkJWVxcUXX7zHNpdccgkzZ85k3rx5e31cSVLHlIkAsK5qekR9C0MI3YEDgPea0/5fktpSfSfb5YUjWX58X6783ncYMWIEDzzwAAUFBbzxxhvcdNNNXHfddcydO5dnnnmG7OzstNVSsbmM5eMmMOjp2RTWGVHoNFIPEzs4O4e4fQfU6afQt29fAN5666201SNJ6hgyEQBWAduAQ0IIR9QzEtDJVVMbpkpqNxo72V69chH/FziwazdmPfBHDu59KAD9+/fn17/+NRs2bOCRRx7h7rvv5qtf/Wra6ikdcjrDGuhEPKhqWratgjUnj6TfkufI7flht6q3334bgLw8u1pJUtK0eSfgGONW4Omqt+PrWaV63p/bpiJJalzNyfZTs+odu/8BoBL43LatvHn62VRs3r314he+8AWAtDa3WT5uAgWrlzXYmeoE4ChgK1C25kVeGj9xt+XVtZx88sl1N5UkdXKZGAUI4Oaq6TUhhP7VM0MIhcDXgM3AnZkoTJLqaupku/o2Zg+gYPWyPU62e/bsCcA777yTlno2rVnLoKdnA42PmPDdqumVQJ+n/sSm0lQLzCVLljB9eqrPwRVXXJGWmiRJHUdamgCFEM4BptaZnRNCWFjr/bQY46MAMcanQgi3AZOAF0MIc4AcYAypUHJhjDE9fyklaR8052S7d9V0SdX05LkPs6l0Xc1Te1944QXgw3b3+2r1DTP2aIZUn8uBucCDwPFxJ5/45CfJzu/DX//6V7Zv387ll1/O+PH13YiVJHVm6boDcAgwvNYLUn8ra887pPYGMcZvAhOBv5E68T+F1N+qM2KMs9JUlyTtk9U3zKi32U9t51ZNnwVuB7J37WDNDbcBsHDhQm655RaAtJ1s5y2c36z1skg1T/pP4OPAktfX8sILLzBkyBDuuecefvOb36SlHklSx5KWOwAxxiKgqK22k6S20pyT7ZOBq4CbgG+QOuE+/MEiyl8pZsGCBezatYuvfvWrnHXWWWmpKWdredMrVcmqqukbwKq+n+DYv7+clhokSR1XJkYBkqQOo7kn2z8jdRvzV6SaAq3a/A49Vq7kjDPO4LLLLuNLX/pS2mra3q1lTwXe1+0kSZ2LAUCSGtGSk+bzql4AKwYM44SS4lapqWzEqbByUYu3Ky8c2QrVSJI6mkyNAiRJHULZiFP3arvWPNnuP+VKKrNadv2mMqsL/aZMaqWKJEkdiQFAkhrRHk+2e/Xry7IzU12PGxqatFr18qWjx9aMSiRJSjYDgCQ1or2ebJ84q4iS/oMafQ4ApIZjK+k/iIGzilq1HklSx2EAkKQmtMeT7dyeeeQvfpbiMeMbvENRmdWF4jHjyV/yHLk97AAsSUqxE7AkNaHmZHv8RE6e+3C9zwWozOrC0tFjGTirqM1OtnN75jH8yQfZVLqONTfcRvcFz5OztZzt3bpTXjiSflMmMdxmP5KkOgwAktQM7flku1d+H3rdMT0jx5YkdTwGAElqAU+2JUkdnX0AJEmSpAQxAEiSmmXevHmEEJp8XXvttZkuVZLUCJsASZKapXfv3lx88cX1Ltu5cyf33XcfAKeddlpbliVJaiEDgCSpWY477jiKiorqXfaXv/yF++67jyOPPJIzzjijbQuTJLWITYAkSfus+ur/hRdeSFaWf1okqT3zW1qStE/Ky8uZPXs2ABdddFGGq5EkNcUAIEnaJw899BDl5eUMGjSIgoKCTJcjSWqCAUCStE+qm/98+ctfznAlkqTmMABIkvbam2++ydy5c9lvv/344he/mOlyJEnNYACQJO21+++/n507dzJmzBh69+6d6XIkSc3gMKCSpD1sKl3H6utvJW/hfHK2lrO9W3fKC0fSb8okeuX3qVnP5j+S1PEYACRJNSo2l7F83AQGPT2bwl07dl+4chGVd8+gePRYBs4q4rXX17Fs2TLy8vIYO3ZsRuqVJLWcAUCSBKRO/kuHnM6w1csaXCd71w6Gz5lJyeBSfvfZMwE4//zz2X///duqTEnSPjIASJIAWD5uAsNWLyMCoZH1IjBg9TLu/eUqwOY/ktTR2AlYksSmNWsZ9HTqYV6NnfxXL38OeLNiC70/+lHOPPPM1i5PkpRGBgBJEqtvmEF23Tb/jbivajr60CPJyvJPiSR1JH5rS5LIWzi/2etuA2ZW/XxeeUWr1CNJaj32AZAkkbO1vNnrdgXeqfp5VYytUo8kqfV4B0CSxPZu3dt0O0lS5hgAJEmUjTh1r7YrLxyZ5kokSa3NACBJov+UK6nMalmr0MqsLvSbMqmVKpIktRYDgCSJXv36suzMc4HUOP+NqV6+dPRYeuX3adW6JEnpZwCQJAFw4qwiSvoPatZzAEr6D2LgrKI2qEqSlG4GAEkSALk988hf/CzFY8Y32ByoMqsLxWPGk7/kOXJ72AFYkjoihwGVJNXI7ZnH8CcfZFPpOtbccBvdFzxPztZytnfrTnnhSPpNmcRwm/1IUodmAJAk7aFXfh963TE902VIklqBTYAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBMloAAghzAshxEZeZ2eyPkmSJKmz6ZLpAqrMAsrqmf/Pti5EkiRJ6szaSwC4Ksa4NtNFSJIkSZ2dfQAkSZKkBDEASJIkSQnSXpoAXRpCOBjYBbwKPBxjXJfhmiRJkqROp70EgGvqvL8phDAtxjitORuHEEoaWJS/b2VJkiRJnUummwA9C3yZ1In6/sCxwP8DdgDXhhAmZbA2SZIkqdPJ6B2AGOMP6sx6Fbg+hLAYeAL4UQjhNzHGrU3sp6C++VV3BgakpVhJkiSpE8j0HYB6xRifBBYDHwFGZLgcSZIkqdNolwGgyuqq6WEZrUKSJEnqRNpzADiwalrfE4IlSZIk7YV2GQBCCIcAp1W9XZrJWiRJkqTOJGMBIIQwIoTwyRBCqDO/L/AnoDvw3zHG1zNRnyRJktQZZXIUoOOAu4ENIYRXgTeBI4DBQC5QAlyeufIkSZKkzieTAaAYuB0YTmqozlOBcuBF4EHg9qaG/5QkSZLUMhkLADHGvwHfyNTxJUmSpCRql52AJUmSJLUOA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEASJIkSQliAJAkSZISxAAgSZIkJYgBoBPZsmULDz/8MJdeeiknnngiPXv2pHv37gwcOJBrr72WsrKyTJcoSZKkDDMAdCL3338/5513HnfddRe7du3i7LPP5rTTTuO1117jP/7jPxg6dChvvfVWpsuUJElSBhkAOpGcnBy+/vWv8+qrr/Lyyy/zxz/+kccff5xVq1YxaNAgXnnlFb75zW9mukxJkiRlUIgxZrqGVhNCKBkwYMCAkpKSTJeScQsWLOCUU06ha9eubN68mZycnEyXJEmSpL1UUFDAypUrV8YYC1q6rXcAEmLgwIEAbNu2jbfffjvD1UiSJClTDAAJ8fe//x2A7OxsDjrooAxXI0mSpEwxACTEbbfdBsDZZ59N165dM1yNJEmSMsUAkACPPfYYd955J9nZ2UybNi3T5UiSJCmDumS6AO29TaXrWH39reQtnE/O1nK2d+tOeeFI+k2ZRK/8PgD87W9/46KLLiLGyM9+9rOavgCSJElKJgNAB1SxuYzl4yYw6OnZFO7asfvClYuovHsGxaPHcvCMH3P22Wfz7rvvMnnyZCZNmpSZgiVJktRuGAA6mIrNZZQOOZ1hq5c1uE72rh3kz5nJsBMfYV3lNiZOnMhNN93UhlVKkiSpvbIPQAezfNwEClYvo7GnN3wAfAZ4rXIbow49nN/+9reEENqoQkmSJLVnBoAOZNOatQx6ejYADZ3ObwPOBRYDnwb+vPFN3l37z7YpUJIkSe2eAaADWX3DDLLrtvmvZSfwReB/gNOAh4DucSdrbritbQqUJElSu2cfgA4kb+H8Rpf/AvhT1c+9gG9U/fzuzHs4cMeHT/+96aab6NWrV2uUKEmSpHbOANCB5Gwtb3T5u7V+/lPtBe9vgt/9rubtD3/4QwOAJElSQtkEqAPZ3q17o8t/CMR6XssHDCPGWPPq27dvK1cqSZKk9soA0IGUjTh1r7YrLxyZ5kokSZLUURkAOpD+U66kMqtlrbYqs7rQb4oPAJMkSVKKAaAD6dWvL8vOPBeg0ecA1F6+dPRYeuX3adW6JEmS1HEYADqYE2cVUdJ/UIPPAagWgJL+gxg4q6gNqpIkSVJHYQDoYHJ75pG/+FmKx4xvsDlQZVYXiseMJ3/Jc+T2aLzjsCRJkpLFYUA7oNyeeQx/8kE2la5jzQ230X3B8+RsLWd7t+6UF46k35RJDLfZjyRJkuphAOjAeuX3odcd0zNdhiRJkjoQmwBJkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoL4HIAObMmSJcyZM4dFixZRXFzMG2+8QdeuXamoqMh0aZIkSWqnDABt5Oabb+b5559nxYoVvPXWW1RUVNC7d29GjRrF1VdfTUFBQYv3OW3aNGbPnt0K1UqSJKmzMgC0keuvv57y8nJOPPFETjjhBABKSkq45557eOCBB3j44Yf5zGc+06J9FhYWMnDgQIYOHcrQoUPp3bt3a5QuSZKkTsQA0EZmz57N4MGDyc3N3W3+7bffzje+8Q0uu+wy1q1bx3777dfsfX73u99Nd5mSJEnq5OwE3EZOPfXUPU7+Ab7+9a/Tr18/3njjDVatWpWByiRJkpQkGQ8AIYTcEMKPQgivhhAqQghvhBDuCiEckena2kr1Vf+cnJwMVyJJkqTOLqMBIISQC8wFfgDkAbOB9cBEYGkIIT+D5bWJe+65h1WrVnHMMcdw9NFHZ7ocSZIkdXKZ7gPwfeAUYAHwqRhjGUAIYTIwHbgLOCNz5aXfz372M0pKSigvL+dvf/sbJSUlfOxjH+P+++8nKyvjN2QkSZLUyWUsAIQQsoF/r3r7b9Un/wAxxptDCBcDp4cQBscYl2SkyFbwxBNPMHfu3Jr3Rx55JPfeey+DBw9udLtNpetYff2t5C2cT87WcrZ360554Uj6TZlEr/w+rV22JEmSOolMXnIeCRwAlMYYl9WzfGbV9LNtVlEbeOqpp4gx8u677/Lss89y7LHHMmrUKH784x/Xu37F5jIWjRnPR47Jp/CuWzhh5SKOfa2EE1YuYsSdN/ORY/Ip/tTnqfigvI1/E0mSJHVEmQwAA6umSxtYvrTOeh3GptJ1LLh0MisKhrPq6ONZUTCchZd9m02l62rWOeCAAzjttNN47LHHGDx4MFOnTuWFF17YbT8Vm8soHXI6w56aRfauHfUeK3vXDobPmUnp4NNa9XeSJElS55DJPgDV7VZeb2D563XWa1AIoaSBRW3aibhicxnLx01g0NOzKax7wr5yEZV3z6B49FgGzioit0d3ALKzs7ngggtYsmQJjzzyCEOHDq3ZZPm4CQxbvYwIhEaOG4GC1fXdRJEkSZJ2l8k7AHlV0y0NLC+vs1671tKr9RWba7o80KtXLwA2btxYM2/TmrUMeno20PjJ/x7L495UL0mSpKTIZACoPm9t6JS1qfPeGjHGgvpeQOk+V9lMy8dNoKDqan1jqq/WvzR+Ys28Z555BoD8/A9vWKy+YUaDQaLR/e9s+TaSJElKjkw2Afqgatq9geX7V03LGljebjR1tf454A1gHB/+g58892E2vFLKzDmPce+999KtWzcuuOCCmm3yFs5v8riPAtPqzKvcuZMRI0bUvJ86dSrnnHNOC34bSZIkdWaZDADVPWIbeuLvEXXWa7dW3zBjzzb/tZSSerJZL2AwcDCwadcOlg4eyKYt5eTm5lJUVMSRRx5Zs03O1qZH9dkIFNeZF4Hi4g/n1m5WJEmSJGUyALxUNT25geXV85e3QS37pKmr9WeQeuLZM6R+mU1ADtB75y6++O//zpVXXkm/fv1222Z7t4ZujHxoQtWrthUDhnFCSd1YIEmSJKVkMgDMB94H8kMIg+p5FsD4qumf27aslmvqav1RQH2j/K/62NEcO2NGvduUjTgVVi5qcS3lhSNbvI0kSZKSI2OdgGOM24FfVL39RQih5pJ3CGEycCLwfIzxhfq2b0+ac7W+pdv1n3IllVkty2eVWV3oN2XSXtUiSZKkZMjkKEAA15Fqxn4KsDqE8IcQwkJgOvA2qabz7V7ZiFP3arvGrtb36teXZWeeCzQ9smf18qWjx9Irv8nHJkiSJCnBMhoAYowVwCdJDWazBRgL9AV+BwyKMa7JWHEt0FpX60+cVURJ/0HNeg5ASf9BDJxV1KIaJEmSlDyZvgNAjHFrjPEHMcZ+McauMcbeMcYJMcb1ma6tuVrran1uzzzyFz9L8ZjxDQaMyqwuFI8ZT/6S52qeLixJkiQ1JJOdgDuVE2cVUTLk7xSsrtuXeXctvVqf2zOP4U8+yKbSday54Ta6L3ienK3lbO/WnfLCkfSbMonhNvuRJElSMxkA0qTmav34iZw89+F6n+JbmdWFpaPHMnBWUYuv1vfK70OvO6anq1xJkiQllAEgjbxaL0mSpPbOANAKvFovSZKk9irjnYAlSZIktR0DgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgIcaY6RpaTQhhc9euXXvk5+dnuhRJkiQpbUpLS9m2bdsHMcaeLd22sweAN4H9gfWZrqUe1amkNKNVqKPzc6R08HOkdPBzpHTwc9R8RwJbYoy9W7phpw4A7VkIoQQgxliQ6VrUcfk5Ujr4OVI6+DlSOvg5ahv2AZAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEcBUiSJElKEO8ASJIkSQliAJAkSZISxAAgSZIkJYgBQJIkSUoQA4AkSZKUIAYASZIkKUEMAJIkSVKCGAAkSZKkBDEAtKEQQm4I4UchhFdDCBUhhDdCCHeFEI7IdG3qOEII80IIsZHX2ZmuUe1DCGFwCOF7IYSHQgj/rPp8VDRju6+EEBaFEMpCCO+EEB4LIZzSFjWr/Wnp5yiE8MMmvqN+0pb1K/NCCPuHEMaGEO4MISwPIWwOIZSHEF4KIfwghJDXyLZ+H7WCLpkuIClCCLnAXOAUYAMwG+gLTAT+JYRQGGMszVyF6oBmAWX1zP9nWxeidmsqcG5LNggh3Ax8C9gKPAnkAmOAT4UQPh9j/FPaq1R71+LPUZX5wJp65i/Zt3LUAX0J+G3VzyXA40BPUudEPwK+GEI4I8b4Vu2N/D5qPQaAtvN9Uh/0BcCnYoxlACGEycB04C7gjMyVpw7oqhjj2kwXoXZtAfAS8ELV683GVg4hnEnqj+3bQGGMcXXV/EJgHnB3CGFejPHd1ixa7U6LPke13BFjLGqtotShbAduB26p/l4BCCEcBjwKDAJuJRUUqpf5fdSKbALUBkII2cC/V739t+qTf4AY483AcuD0EMLgTNQnqXOKMf40xvgfMcY/xxj/txmbfLtqel3tP9IxxgXAr4CPAJe0Qqlqx/bicyTtJsZ4T4zxG7W/V6rmbwD+rert+SGEnFqL/T5qRQaAtjESOAAojTEuq2f5zKrpZ9usIkmqpaqZ4uiqtzPrWcXvKUmt4aWqaVfgYPD7qC3YBKhtDKyaLm1g+dI660nNcWkI4WBgF/Aq8HCMcV2Ga1LHdRypP8AbY4yv17O8+nvqxLYrSR3cmSGEk0i1234d+EuM0fb/quvoqmkl8E7Vz34ftTIDQNvoUzWt70Nce36fBpZL9bmmzvubQgjTYozTMlKNOrpGv6dijOUhhPeAA0MIPWKMH7RZZeqovlzn/bQQwixgQu2msEq8SVXTx2OM26p+9vuoldkEqG1UD2+1pYHl5XXWkxrzLKk/rPnA/sCxwP8DdgDXhhAmNbKt1JCmvqfA7yo1zxrgKqCA1GflSOBCUiOUjQPuzVxpak9CCP8HuJTU1f+ptRb5fdTKvAPQNkLVNDaxXGpSjPEHdWa9ClwfQlgMPAH8KITwmxjj1ravTh1YU99TtdeRGhRjvK/OrHLg/hDC/wArgLEhhFNijH9t++rUXoQQPgHcR+p75TsxxpdqL66a+n3USrwD0Daqb011b2D5/lVTb4lqr8UYnwQWkxoZYUSGy1HH09T3FPhdpX1QNeLL3VVvP53JWpRZVQ9AfRw4ELg5xnhbnVX8PmplBoC2Ud0xs6En/h5RZz1pb1UPlXZYRqtQR9To91QIoTup0czes72t9oHfUQkXQugFzCHVzv9uUs3F6vL7qJUZANpG9W2tkxtYXj1/eRvUos7twKqpV0TUUquAbcAhVVfn6vJ7Sungd1SChRB6AH8hNcrPQ8DlMcb6mvn4fdTKDABtYz7wPpAfQhhUz/LxVdM/t11J6mxCCIcAp1W9bWjIWaleVX1Gnq56O76eVfye0j4JIQTgvKq3DgeaMCGErsBsYAip/mpfjDHurG9dv49anwGgDcQYtwO/qHr7i6pbVwCEECaTGsf2+RjjC5moTx1HCGFECOGTVX9Ia8/vC/yJVHvJ/25g3GSpKTdXTa8JIfSvnhlCKAS+BmwG7sxEYeoYQgi9QghfqTrZqz0/D7gdGA68Ser7SgkRQtgP+C/gk8BzwPlV50aN8fuoFYX677wo3aqeajeP1JffBlL/AT5e9f5tYESMcU3GClSHEEKYQKrN5AZSo/+8SaqN5GBSD9spAc6MMb6VqRrVfoQQzmH3ofWGkxpVY1GtedNijI/W2uZWUuNybyHVTjcHGEPqgtEXYoyzWrlstTMt+RxVXYx4jdTJ2d9IteU+gFSTjYOB94B/iTHOb/XC1W5UDU99a9XbP5H6fNTnqhjjplrb3YrfR63CYUDbSIyxIoTwSWAK8CVgLPAu8DtgaoxxfQbLU8dRzIdX0QYAp5IaYu9F4EHgdof/VC2HkPqs1BbqzDuk9sIY4zdDCC8C/5fUH9pKYC5wXYzx+dYrVe1YSz5HbwM/JTUSWT/gJGAnqVBQBNwSY/xnK9aq9unAWj+f1+Ba8EOgJgD4fdR6vAMgSZIkJYh9ACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQEMQBIkiRJCWIAkCRJkhLEACBJkiQliAFAkiRJShADgCRJkpQgBgBJkiQpQQwAkiRJUoIYACRJkqQE+f9cCdkpNPCVRAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "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" } ], "source": [ "import numpy as np\n", "from sklearn.metrics import pairwise_distances\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", "\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, size=15, labels=labels_mocked)\n", "\n", "graph_data(mocked_cluster_coords, selected_mocked)\n", "\n", "selected_mocked" ] }, { "cell_type": "markdown", "id": "b230dd49", "metadata": {}, "source": [ "### Brute Strength - maxsum" ] }, { "cell_type": "code", "execution_count": 6, "id": "3b4efad5", "metadata": {}, "outputs": [], "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()" ] }, { "cell_type": "code", "execution_count": 7, "id": "c393e1ed", "metadata": {}, "outputs": [ { "data": { "image/png": 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c+VSfgtH9GQGKQMocnKXMXz/sdhiA51ACBAA+M39absSlQPkDe2v+tJw4RwQA8BMSAADwmfTUFC27I0+z8rKUmtJ2q2NqitGsvCwtuyNP6akpCY4QAOBllAABgA+lp6Zo4YzhmjN1qFZsP6CtlYdV23BSGWldNW5QH80cQ9kPAKBtJAAA4GN9e6bp7iuH6O4rh7gdCgDAJygBAgAAAAKEBAAAAAAIEBIAAAAAIEBIAAAAAIAAIQEAAAAAAoQEAAAAAAgQEgAAAAAgQEgAAAAAgAAhAQAAAAAChJ2AAQCBVFXToGe37VfR3iOqbTipjLSuGjeoj2aO6a++PdPcDg8A4oYEAABasCAMhvrGJi1YXarCkoNqbLJOu29jebUeWbdbBaP7a/60HKWnprgUJQDEDwkAgMBjQRgc9Y1Nmv1ksYr2Hmn3MY1NlpYX71dlVa2W3ZHn2585CS2A9pAAAAi0IC0IIS1YXdrhz7q1or1HtGB1mRbOGB7nqJxFQgugMyQAAAItCAtChByqqVdhyUFbxxSWHNCcqUN9c8bcbwktVykAdzAFCEBgRbsgrKppiFNEiKcV2w6cdUa8M41NllZsPxCniJwXTULrhvrGJs19fpcue3C9Fq3ZrY3l1dq5/wNtLK/WQ39+S5c9uF5zn39D9Y1NrsQHJDsSAACBFYQFIT4S6cL4TFsrDzscSXz4JaENX6VYXtz+71/4KsXsJ4tJAoA4IAEAEFjJviDE6WobTib0uETzS0Lrl6sUQDIjAQAQWMm+IMTpMtKia3uL9rhE80NC65erFECyIwEAEFjJviDE6fIH9o7quHGD+jgcSXz4IaH1y1UKINmRAAAIrGRfEOJ0M8f2V2qKsXWMkfTS397TrUuK9PjLezx9JtoPCa0frlIAQUACACCwolkQpqYYzRzTP04RIZ4u6JmugtH9bB1jSfrbO0d9MZ3GDwmtH65SAEFAAgAgsKJZEBaMZj65n82flhv1Qlny9nQaPyS0frhKAQQBCQCAQLOzIMwf2Fvzp+XEOSLEU3pqipbdkadZeVm2F8uteXE6jR8SWj9cpQCCgAQAQKBFsiBMTTGalZfl+q6pcEZ6aooWzhiuzfdP0X3XDNOk7Ex9+hPnym464MXpNF5PaP1wlQIIAhIAAIHX1oJwZFYvTcrO1H3XDNPm+6do4YzhLP6TTN+eabr7yiF6+s58fTb3QtmbTePN6TReT2j9cJUCCAKK6gCgRXhBePeVQ9wOBQkWy3Qar71ewgntnKlDtWL7AW2tPKzahpPKSOuqcYP6aOYYdxfU86flqrKqLqL/55TdAfFBAgAACLxknE7j1YQ2fJViweoyFZa0vS9AaopRwej+mj8thytvQByQAAAAAo/pNImViKsUVTUNenbbfhXtPeKpKyCAF/CXCwAQePkDe2tjebXt45hOE5t4XKWob2zSgtWlKiw5eNbVhY3l1Xpk3W6uLiDwaAIGAAQe02mSQ31jk2Y/WazlxW2XFkne3ssBSBQSAABA4DGdJjksWF0acUO3F/dyABKFBAAAAHl/hj46dqimXoUlB20d48W9HIBEoAcAAAB5YzoNjavRW7Gt/bKf9oT3cvDapCQg3kgAAABo4dYMfRpXY5dMezkA8UYCAADAGRI5Qz/cuNrRAjbcuFpZVevKDr5+kIx7OQDxQg8AAAAuonHVGezlAESOBAAAAJfQuOqcSBu4z8ReDggiEgAAAFwSS+MqTsdeDkDkSAAAAHBJLI2rOB17OQCRIwEAAMAlNK46i70cgMiQAAAA4BIaV50V3sthVl5Wu+VAqSlGs/KymKaEQOMvCAAALskf2Fsby6ttH0fjavvc2ssB8BMSAAAAXDJzbH8tXl9uqxGYxtXIJHIvB8BvKAECAMAlNK4CcAMJAAAALqJxFUCikQAAAOAiGlcBJBo9AAAAuIzGVQCJRAIAAIBH0LgKIBEoAQIAAAAChAQAAAAACBASAAAAACBASAAAAACAACEBAAAAAAKEKUAAgFOqahr07Lb9Ktp7hDGUAJCkSAAAAKpvbNKC1aUqLDmoxibrtPs2llfrkXW7VTC6v+ZPy2EjKgDwORIAAAi4+sYmzX6yWEV7j7T7mMYmS8uL96uyqpbdaAHA5+gBAICAW7C6tMPFf2tFe49oweqyOEcEAIgnEgAACLBDNfUqLDlo65jCkgOqqmmIU0QAgHijBAgAAmzFtgNn1fx3prHJ0ortB3T3lUPiFJXzaG4GgI84kgAYY0ZLmiopr+XjE5JkWZbp5LjbJH1NUo6kE5K2SvqRZVmbnYgLANCxSEt/zrS18rAvEgCamwHgbE5dAZgn6Xo7BxhjHpF0j6TjktZISlcoifiMMabAsqwXHIoNANCO2oaTCT0ukWhuBoC2OZUAbJG0S9K2lo99ktq9pmqMuVqhxf9hSeMtyypvuX28pL9IesoY8xfLsj5wKD4AQBsy0qJ7G4j2uESKprl54YzhUT2XF0qMvBADAH9w5C+4ZVn/1fprYzqs/JGkOS2ffxRe/Ld8ny3GmF9I+oakOyU97ER8AIC25Q/srY3l1baPGzeoTxyicU60zc1zpg61tVj2QomRF2IA4C8JnwJkjOku6aqWLwvbeEj4tmmJiQgAgmvm2P5KTen0pM1pUlOMZo7pH6eInBFLc3OkwiVGy4vbf65widHsJ4tV39hkKx6/xADAf9wYAzpMofKgKsuy2jo9s6Pl84jEhQQAwXRBz3QVjO5n65iC0d4vKYmluTlSXtg/wQsx4GxVNQ16bEO5bl1SpBue2KRblxTp8Zf3MD4XnuFGEWdWy+c2r81allVnjPlA0vnGmJ6WZdUkLDIACKD503JVWVUX0UIyf2BvzZ+Wk4CoYhPv5uZElRh5PQacjnIs+IUbVwAyWj4f6+AxdS2fe0byDY0xpW19SBocS6BOOXbsmF544QXdeeedGjZsmNLT09WjRw9dcskl+uEPf6ja2lq3QwQQYOmpKVp2R55m5WW1Ww6UmmI0Ky/LN5Ny4t3cnIgSIz/EgI9QjgU/YSfgBHjmmWd0ww036Mknn1RKSoquu+46TZo0SXv37tX8+fM1duxYHTp0yO0wAQRYemqKFs4Yrs33T9F91wzTpOxMjczqpUnZmbrvmmHafP8ULZwx3BeLfyl0pSIakTY3J6LEyA8x4COUY8FP3CgBCp/uPqeDx/Ro+RxR+Y9lWblt3d5yFcD1a9Wpqan68pe/rHvvvVcXX3zxqdvfe+89XXvttdq5c6fuvfdePfPMMy5GCQBS355puvvKIb7Y5KsjM8f21+L15bbOkNtpbvbC/gleiAEhlGPBb9xIAPa3fG6z68wY00NSL0nvJ0v9/+zZszV79uyzbr/ooov0+OOP67LLLtPzzz+vEydOqFu3bi5ECADJJdzcvLw48nIXO83Nbu+fUFJSon3rn9Ghv+3UiXd3q6k2dFb/k9/5Q8JiwEdiKcfye7INf3KjBOgtSQ2S+hpjPtHG/aNaPu9KXEjuueSSSyRJDQ0NOnyYy7IA4JT503IjLgWy29wc7xKjzjzwwAP66/NP6PjuLacW/4mOAR+hHCt+3nzzTd1yyy266KKLlJaWpgEDBujrX/+6qqvt71+CjyQ8AbAs67ikDS1f3tTGQwpaPq9OTETuqqyslBQqE+rdO7o3FABwWjKMMYxnc7Pb+yeMHz9ec749Vxfd9H31u/tpKSU14THgI5RjxceGDRs0ZswYPfPMM+rVq5c+//nPKy0tTY8//rhGjhypgwftlV3hI25dB/yppM9J+p4x5sXwbsDGmPGSviLpA0lLXIotoRYvXixJ+uxnP6u0NOoAAbgr2cYYhpub50wdqhXbD2hr5WHVNpxURlpXjRvURzPHRLenQbxLjDrzne98R5LU7fldrsWAj7hdEpaMjh07pptvvlnHjh3T97//fS1YsECSZFmWvv3tb2vRokW688479ec//9nlSP3JkVeeMeZaSfNa3dSt5fatrW57wLKsFyXJsqx1xpjFku6R9FdjzNqWY6ZKMpJutyzrAydi87I//vGPWrJkiVJTU/XAAw+4HQ6AgAuPMeyonCE8xrCyqtY3I0Gl+DQ3e2H/hHAMb0fwWL/s4eBH+QN7a2O5/ZIUyrHa9/zzz+uf//ynhg0bpvnz55+63Rijn/zkJyosLNSaNWv0+uuvnyqnRuScKgHqKym/1Uf4umjr2/q2PsCyrHsl3S7pTYUW/uMlrZN0uWVZLzgUlyuqK/Zry51z9EZuvt4a9Gm9kZuvrV/8pqor9p96zN///nd94QtfkGVZeuihh3jxAnAdYwztSfT+CW2VZS15ba8W3XSJUrq0X47ktz0c/MjtkrBkVFJSIkm6/PLL1aXL6cvV1NRUTZgwQZK0atWqhMeWDBy5AmBZ1lJJSxN1nFfVH63Vrhtv08gNqzS++Yy6vrJiNT71qIqmTFfmz3+iz372s3r//fc1Z84c3XPPPe4EDAAtGGMYnXiVGLUWSVlW2H3XDItLDOiY2yVhyaiuLrQn7Pnnn9/m/X36hK6evP766wmLKZlQfOaQ+qO1qhhzufLKd7b7mNTmk8peW6i8EX/Q2yfqdfvtt2vRokUJjBIA2sYYw9jEa/+ESMuymppDP7s7Jw7k5+ESL5SEJZO+fUOFI2+/3XaB2969ezu8Hx1jJ2CH7LrxNuWW71RHb5+1CnU+V5yo1+QLPqFf/epXMsbeJUMA0UuGyTbxwhhDb7JTlhV6fLDLstyU6JKwZHf55ZdLkl588cWzRn6+8847Wrt2rSSppiYptoxKOK4AOKB6zz6N3BCqQWtvOd8g6XpJxZKukbSy6h96f987yhyclZgggQBLtsk28cAYQ+8Jl2Vl1r2vf319jfIP/E0ZJ46ptts52po1XCtGTFV1j9PLIyjLclciSsKC4jOf+YxGjRqlHTt26HOf+5wef/xx5eTk6I033tBXvvIVnTwZ+ttzZn8AIkMC4IDyhY+eXfPfSpOkWQptfjBJ0vOSzrGa9MbCxcr89cOJCRIIqGSebOMkxhh6z7Ov7NaCFx9VwRvr1e2M95jL9+3Uva89o8LhV2vB1V8+dTtlWd4Qr5KwZFZdsV/lP3lEGVs3qdvxOp3o3kPf+/QofbemVtu3b1d+fv6px37sYx/TD37wA33ve99rt0cAHeMvtwMytm7q8P7HJP2+5b8zJX2t5b/fL/yNzj/50eXzRYsWKTMzMx4hAp73l7/8RVdeeWWnj1uwYIG+//3vR/x9o5lss3DG8Ii/f7JgjKG31B+t1bivf0Fj336j3cd0az6pm1//kwYdOajLpFMlqFsrD7Pw9LGqmgY9u22/ivYeCcTVg44GqAwvK9ZnTYp+NmKc3ps4Wo1NJ5Wbm6tbbrlFzz//vCQpNzfXjbB9jwTAAd2O13V4//ut/vv3re/4sFpatuzUlz/4wQ9IABBYF154oWbPnt3mfU1NTfrtb38rSZo0aVLE35PJNpGbOba/Fq8vt9UIzBjD+Nl1423Ke/sNWWq/tFQKLfrHHfibupouamy5jbIsfwpiqWIkA1S6W0367q6tKj3eoMHbX1X6uRmSpM2bN0uSJk+enIhQkw4JgANOdO/R4f0/aPk40xs5eRpeWhSHiAD/+dSnPqWlS5e2ed9LL72k3/72t+rfv7+tP/ZMtokcYwy9I5K+srDw/V2s5lO3UZblP0EtVdx1423Kaxmg0lmim1u+U0UFtyt/zXP6xz/+ocLCQvXp00czZsxIULTJhc4JB9SOmxDVcXXjJzocCZCcwmf/b7nlFluTs5hsY8/8abnKH9g7oscyxjB+yhc+qtQO+sok6UVJ41p9nGi5/b3ffFOvPfwVjRs3Ti+++GJ8A4VjgrgJXySJ7t8k1be6f9T6F7TrtSJdf/31qqmp0cMPP6zu3bsnINrkw2kCB2TP/YYal/680z/YrTV26aohc9kADOhMXV3dqZ0eb731VlvHMtnGnvAYwwWry1RY0vbVk9QUE/cyhKDVQJ+ps74ySaqS1Nb14xPvvaV970n7JFVVVTkcGeIhqKWKnQ1QkaRFCpVOj5J0kaRDzSe1cfIEnWhq0rx589otG0XnSAAckDlkgIqvul5561ZGdBnLSNoxZbryGQEKdOr5559XXV2dRo4cqZwce2ecmWxjn5tjDINYA92WzvrKJOm2lo/Wdnx8mJ77+XOBbGL3s6CWKkaS6E6X9A9Jr0vaJOl8SRPO6anv/9/vqf2PUXDf5Rw2YuVSlY6pVG4HjSxSaPFfmj1Sl6xcmpC4AL8Ll//YPfsvMdkmFokeYxjUGui2dNZX1p6G9B6UZflQLKWKfk4AIkl0p7d8tPZW5ic0jMV/zOgBcEj6uRkavP1VFU0tUGOXtvOqxi5dVTS1QINLNiq9Z3R/4IEgee+997R+/XqlpKRo1qxZto+fObZ/uztytofJNu4IYg10e6LtK7OuuCJpk6JkFtRSxWgT3WiPw+lIAByUfm6G8tc8pw93V2jrnXP0Rk6e3hqYqzdy8rT1zjn6cHeF8tc8x+IfiNDy5cvV1NSkqVOn6sILL7R9fHiyjR1Mtkm8aGugq2oa4hSRu7LnfqPdE0ntaezSVUP/8974BIS4CmqpIgNU3OXvV49HZQ7OYodfoANt7fhYN36ihsy9R5mtemNiKf8Jmz8tV5VVdRGdXWayjTuCWgPdHvrKgiWopYoMUHEXVwAAJEz90VoVTy3QeUMHa/yTP9PwsmIN21uq4WXFGrfkpzpv6GAVfeYm1dfU6c0339TOnTuVkZGh6dOnR/2c4ck2s/Ky2i0HSk0xmpWXldR15V7GuNazjVi5VKXZIyPaB4C+Mn8Laqli5pAB2nnV9ZI+2sW6PeH7d0yZftpJIkSPKwAAEiKSHR9Tm08qf22hSkdXaNm0qyRJM2bM0DnnnBPTc7s52QadC2oNdEdO9ZUV3K5R619o8yxpY5eu2jFlui5ZuZTSUh8L8iZ8DFBxDwkAgISws+NjTvlOPf3EW5JiK/85U6In20QraHPwg1oD3ZlwX1l1xX7tWbhYPba8dlbJHGU/ySGopYokuu4xlmWv7tJPjDGlOTk5OaWlpW6HAgRa9Z59Om9YdsS1nq9KukLSRR+7UAfffUddugSjWrGjOfhSYjbhcsNjG8q1aM1u28fdd80wzydzQKRCv//ubsLnpo4SXcp+2pabm6uysrIyy7Jy7R6b3KdPAHhCJDs+tvbbls9XXdAvUIv/oM7Bnzm2vxavL7fVCJwMNdBAa0EvVWSASmKRAACIu0h2fAxrkFTY8t831NXHJR4vimYOfrLs+BrkGmjgTH4pVYS/BePUGgBXRbLjY1iapCMK9QJ8OolLFFtjDn6oBjp/YO+IHptMNdAA4AauAACIO3Z87Bhz8D8a1xrkGminBa2ZHEDkSAAAxF3tuAlSWbHt44Ky42Msc/CdSgC8sFgMeg20UzpqJt9YXq1H1u0mkQICjgQAQNyx42PH3JyD78XFIjXQ0QtyMzmAyNEDACDu2PGxY27NwQ8vFpcXt1+CFF4szn6yWPWNTTE9H+IvmmZyAMHDFQAACcGOj+3LH9hbG8urbR83blCfiB/bVonPh8cbtevghxEdn2yTh5JRtM3kc6YOpbQKCBiuAABIiFM7Pk4tUGOXts89NHbpqqKpBRpcsjFQOz7OHNtfqSkd7Y98tkjn4Nc3Nmnu87t02YPrtWjNbm0sr9bO/R9oY3l1xIv/sGSbPJRsYmkmBxAsJAAAEib93Azlr3lOH+6u0NY75+iNnDy9NTBXb+Tkaeudc/Th7grlr3kuUIt/6aM5+HZEMgc/khIfO1gselsszeQAgoUSIAAJ58SOj16YWuOk+dNyVVlVF9EiLtI5+HbqwSPl5OQhOMvNZnIA/kICAMBXOpta8/Cat3TdpZ/QgzOG+2q6idNz8KOpB48Ei0XvcquZHAiCZDvpxG89AN+IZMRhsyW9sPMdbd5TrbX/cbnOO6dbAiOMjZNz8KOpB48Ei0XvSkQzORA0XhyV7AT+kgPwDTslLYdqGjT1Z6/q1W9f6as/ypIzc/CdLv0JY7HoXTPH9tfi9eW2Er9Im8mBIErmfTVoAgbgC9GUtByqadDc59+IU0TeFo9SHRaL3havZnIgqJJ5Xw0SAAC+EG1Jy6q/vhPI0ZXxKNVhseh986flKn9g74geG2kzORBE0e6r4Zf3GxIAAL4QbUlLs6VAjq6MdBFo5/uxWPS+cDP5rLysdveWSE0xmpWX5atyBa+oqmnQYxvKdeuSIt3wxCbduqRIj7+8xzeLPkQu2ffVoAcAgC/EUtISxNGV0dSDt8XO5KFESraJHE5yspkcIcnaCIr2xbKvhh/eb0gAAPhCLCUtQRxdGa4HX14c+dmoEf3O03ndUz29WEyGhViikhcnmsmR3I2gaF+y76tBAgDAEzpbFEU74lAK7uhKu5uLeX3h4veFWDIkL0EUTSPowhnD4xwV4i3Z99WgBwCAq+obmzT3+V267MH1WrRmtzaWV2vn/g+0sbxaD/35LV324HrNff4NXT/y4+rSdklzp4I6ujLZ6sH9PJEjnLwsL26/rjicvMx+slj1jU0JjhBtSfZGULQv2j4qv7zf+CNNAZCU7J7RvXb4RVq96z1bzxH00ZV+rQc/84pQt5Qu2rbPXk1uYckBzZk61BP/Ps4i+1MsjaCUXvlbsu+rQQIAwDV2F0Uzx/RT355pts6uMboyxC/14B2VydjVeiHmZtNwtGeR50wdKkk0O7so2RtB0b5o+qj89H5DAgDAFdEsin6/8x396Z5JmvWrIh2KIAlgdKW/RHJFyK5Ne6p18P1jrtbdR3sW+c5l2/Tme0fpF0iw1sliydvvR/U9/NIIio7Z7aPy0/sNCQAAV0S7KPpT6T/16rev1Nzn39Cqv76j5ja+RWqK0bUjPq4Bvc/Rl36znTOnPmHnilCkdh38QJsrDrd7fyKahqP9N+06+GG793m52dmvnLz65JdGUHQs3Ee1YHWZCkvafs/y6qjkzvAKBeCKWC+t/+xfL9V3/+Xis+raR3/yfO2rPqYXd73LmVMfieaKUCRqGyJrpo1n3X08zwbTL+AMp68++aURFJ3zax9VZ0gAALjCiRnLZ9a1+31MZJBFc0XIafFqGo732WA3mp2TbSM2J68++akRFJHzSx9VpBgDCsAV8Zix7OcxkUHndOlPNMJNw06LdpxgpOIVd1siHdvrpzGmTl998lMjKIKLBACAK5yescy8bn/zStPk1sr2+wWiNXNs/3b3YXBKPOI+U7LuZeDk1Se/NYIiuEgAALgimkVRR5fWY5nXDfc5XSaTkRZdaVc8EpHwOMF4+uuBD/T4y3vimtAm6xU2J64++WlDPUAiAQDgkmgWRR1dWo+lqRjuc6pMJrwQu6Rfr6iOj1e9/vxpuXEtBaqpPxnXEpxkvsIWbdJ3TrcUTcrO1H3XDNPm+6do4YzhLP7hGyQAAFxjZ1HU2aV1J5qK4R4nymQmZWeeWoiNHxzdFJZ4TW8JjxOclZfV7r8zNcVoRL/zYnqeeJXgJPMVtmiTvtGfPF9P35mvu68cQs0/fIcEAIBrIl0URXJpPR5NxW6pqmnQYxvKdeuSIt3wxCbduqQo7uUdbnOqTCa8EHO6xMwJ4XGCm++fovuuGaZJ2ZkamdXrtLPIv549xpF+AadLcJL5CpvT/UiAH3jvnQ9AoDg1Yzl/YG9tLK+2/fxeehPvaCOiIOxhYGfXzba0vpoTTiiWF0d+BjpR01s6GydoN+72ODkeNJmvsM0c21+L15fbusLBqE/4HVcAAHhCeFH09J35+v3XJti+tO7FM752JOuEFTvCV4QuPDc9quPPvJrjZIlZIjnVL+BkCU4yXWE7k9P9SIAfkAAAiIjXy1L8/iaerBNW7EpPTdEXxmVFdeyZV3OcLDFLpEjijpRTJTjJXibj12QRiJaxLHd3XownY0xpTk5OTmlpqduhAJ3y6s6aHZWlSKEFlFfKUiLZCTgsf2Bvzyz6DtXUa8KDG2yXIGy+f4pnEhgnxeP/R1VNQ0wlZm4Jx/2LVypUU2+/nGZkVi/9/msTYo4jCK/R0N+6MhWWtH0Vzkt/6wBJys3NVVlZWZllWbl2j/X+tTkgyXm57juSBXW4LKWyqtb1BXX4zKnf3sRjmbCSLNvStxaP+v3O6u69Khz31srDUfW4OFWC45WeinieKHGqHwnJz6sn7OzgCgDgIq+fsZ77/C5bb/iz8rK0cMbwOEYUOT+d8b11SVFUi7tJ2Zl6+s78OETkPq//biTaYxvKtWjNbtvH3XfNMMeSHjd/Jn66Eonk5bXXYSxXAEgAABd5eYEdhEv+kUjEmZ4bntiknfs/sH2cU+UdXkVJxke88vvoxs+EZBBe4MXXISVAgA9Fu7OmU2P9OhP0spRElmYl84SVWFCS8RGvlOC48TOJpkHeK1cikTyS7XWY3O8egId5fYEdy8Y/fk8AEt37kAx7GMSTX+v3nWZnn4R4T6pJ1M/E6ydKEAzJ+DpkDCjgEq/vrJnMG/90JtEjOeO5h4HXx7cicn4daxqLWE6UAE5JxtchVwAAl3h9gR3UshQ3zvTEo7zDy9OlEL2glUUF+UokvCMZX4f+fqcGfMzrC+yglqW4VZrlZHmH38a3wr6glEV5/UQJgiEZX4eUAAEu8frOmvEsS/Eyt0qznCzvYFdhJAuvnyhBMCTj69C7kQFJbubY/lq8vtzW2eYuRnp1d5XWvfnPuF/y98rUkURz80yPE+UdydishuAK6pVIeEsyvg5JAACXRLPAbrZOP0Md71puL00dSRQvnOmJpbzD69OlADuiOVGSDFci4S3J+DqkBAhw0fxpuVGXAoWFa7lnP1ms+sYmhyILCeLUEa+XZnXG69OlADvCJ0rsSIYrkfCWZHwdkgAALopkgR2peNVyh8tSNt8/RfddM0yTsjM1MquXJmVn6r5rhmnz/VO0cMbwpFj8S/7vfUjGZjUEm50TJclyJRLek2yvQ0qAAJe1V/fdLaWLtu07omYb1RzxrOUOytQRv/c+eKGECXBS+ETJgtVlKixpu8QtNcUw1hZxlWyvQ/7iAx5x5gL7sQ3ltss5qOV2hp97H5KxWQ0I2v4H8KZkeh0ay7LXLOYnxpjSnJycnNLSUrdDAWy7dUlRVAu5SdmZevrO/DhEFCyhjbT8d6bnUE29Jjy4wXaz2ub7p/jmjQsAIOXm5qqsrKzMsqxcu8e6egXAGHOxpO9JukpSb0nvSfqDpB9YlmV/5QMkEWq53eXXMz1+L2ECAMSfawmAMeYqSaslnSPp75I2S/q0pLslXW+MGW9Zlr1h1kArVTUNenbbfhXtPeKLhduZqOX2Bj/2Pvi5hAkAEH+urBSMMedIekahxf8PLcua33K7kfTfkr4laYmka9yID/4WKt0oVWHJwbPKIOI9N99J1HIjWsnWrAYAcJYrPQDGmC9IelrSW5JyLMtqbnVfqqTdkgZIutSyrNdjeB56AAKmvrFJs58sjvjMp5dn11PLDSdU1TT4qoQJABAZP/YAjG75/Grrxb8kWZbVaIzZpFACcL2kqBMABM+C1aURT84Jz81fOGN4nKOKDrXccIIfS5gAAPHlVgLQo+Xz++3cH96S8pIExIIkcaimXoUl9tpG4jk33wnUcgNwq5/J731UANrnVgJQ1fL5k+3cP7CT+09jjGmvxmewnaDgbyu2tV3r3BGvz82nlhsILrf6mZKljwpA+9xKAF6V9F1J1xpjMluP/DTGfELS1JYve7oRHPzJ7qZZYVsrD3s2AZD8O44SQPQi6WdqbLK0vHi/KqtqHetncut5ASSWWwnAGkk7JI2S9JIx5m5JZZKGS/plq7ia2z78dO01P7RcGaAmIiCSfW4+tdxAcLjVz5RMfVQA2tfFjSe1QqOHZkgqlTRGUpGkGoX2ArhA0g9aHtpejwBwFubmA0gG0fYzVdU0+PJ5ASSeKwmAJFmW9bakSyXNlPSIQmf+v6HQGft/tjyM+Z2IWP7A3lEdx9x8AF4SSz+TH58XQOK5lgBIkmVZJy3Les6yrP+wLOsuy7J+blnWEUmXtTzkLy6GB5+ZOba/UlOMrWNSU4xmjukfp4gAwL5Y+pn8+LwAEs/VBKAtxpgLJRUoNAr0eZfDgY+E5+bbwdx8AF7jVj9TsvdRAfiIawmAMebTxpj0M27rJ2mVQtN/vmlZ1nFXgoNvzZ+WG3EpEHPzAXiRW/1M9FEBweHmFYBvSfqnMeZlY8wzxph1kvZIypP0gGVZy1yMDT4Vnps/Ky+r3XKg1BSjWXlZjK8D4Elu9TPRRwUEh5tp+wuSLlRot98JCk38+ZOkRyzL+ot7YcHvmJsP2MOOr94yc2x/LV5fbqsh14l+JreeF0DiuZYAWJb1gkJJABAXzM0HOsaOr94U7mdaXhz5dB0n+pncel4Aiee5JmAAQPyFd3xdXtz+6Mfwjq+znyxWfWNTgiMMNrf6meijAoKBBAAAAiiaHV+ROG71M9FHBQSDCW3Km5yMMaU5OTk5paXsJwYAYYdq6jXhwQ22a7033z8lruUeXulF8EocreNxo5/JreeFP3nt9yYIcnNzVVZWVmZZVq7dY0kAACBgHttQrkVrdts+7r5rhsWlp6ajXgQplHwkohfBK3EAfsLvjXtiSQAoAQKAgPHSjq9e6UXwShyAn/B7418kAAAQMF7a8dUrvQheiQPwE35v/IsEAAACxis7vh6qqVdhyUFbxxSWHFBVTUNSxgH4Cb83/kYCAAA+VlXToMc2lOvWJUW64YlNunVJkR5/eU+Hb7Je2fF1xbb2ywba09hkacX2yOfU+ykOwE/4vfE3N3cCBgBEKZZNvLyy42ssvQjtNSNHM4kk1jiYfoIgisfvLxKHBAAAouDmoi/ceNfRG3C48a6yqvasee1e2fHVyV6EWBKiaOM4Wt+ouc/vYidlBJKXeolgHwkAANgQ6ULz7isH64Wd78QlQYim8W7hjOGn3T5/Wq4qq+oi+j7x2vHVqV6EWBOiaOPYW1Wn1w98GNVzAn7nlV4iRIceAACIkJ2Rd5P+62UtWrNbG8urtXP/B9pYXq2H/vyWLntwveY+/8ZZ4/AireV3qvHOCzu+OtWLEOskkmjjOFof2ZlMpp8gGXmllwjRYSMwAIjQ3Od32Sqb6Uj+wN5adkeeJNnaRCcem3i5teOrEzsSu/U97ErETspAInl1R/EgYSMwAIizaM68d6Ro7xHNW/U325voxGMTr74903T3lUP09J35+v3XJujpO/N195VD4v4mHe5FsOPMXgQnJpFEE4ddTD9BsnHi9xfuIQEAgAhEs9DsTGHJQdulK8nWeDd/Wm7EpQRt9SI4lRDZieO87tHVMMdjJ2XATbH+/sI9JAAAEIFoF5odsVuBWVhyQN1Sovuz7dXGu1h7EZxKiOzEMSCzhyPPCfidF3qJEB1vviMAgMd4YfHW2GQpNcoEwMuNd+mpKVo4Y7jmTB1quxfByUkkkcZx65Iix57TKexFALfE8vsL95AAAEAEvHIGvbGpWakpxvVNvOIh3ItgZ5Og/IG9tbG82vZzdZQQdRZHPJ4zWrHsfwA4KZrfX7iHEiAAiEC0I++cdqKpmca7VmaO7d9u6UF7Yk2I7D5nw3u7dXjVg3rg5suVmpqqXr16adKkSXrqqacUyyQ+O2Npw03kACCRAACBFOnMeXwkmoVmPGSkdaXxrhU3JpHYec66tzbpH09/S7V/f02f+PhFmjFjhkaNGqWtW7fqjjvu0Be+8IWo44h1/wMg0aqqqvStb31Lw4YNU/fu3dW7d2+NGjVK9913n9uhBQ77AAAB0lG5gHT2zHmczsl9AKIVnucf+lmWqbCk7bO/QfpZRrITcFh4/4VY/59E8pxWc5MOPj5bzcc+0FPLntZt//bRYv/NN9/UxIkTdeTIEW3YsEFXXnmlrednBjv8pqSkRNdcc40OHz6s3NxcffrTn9bRo0dVVlamgwcP6uRJ9/us/IZ9AAB0inKB2Nk58x6JLjYvKLQuXQk33m2+f4ruu2aYJmVnamRWL03KztR91wzT5vunaOGM4Um/+JfcmUQSyXNa7x9U87EPNHTosNMW/5J08cUXnzr7v23bNtvP78T+B0CiVFVV6bOf/ayOHz+uVatW6W9/+5v+93//V3/84x+1b98+bd682e0QA8cbXW0A4i6acoGFM4bHOSp/CS/6OjrzbiRFsizLH9hbWX3O0XPbI99crK3SFRrvQtyYRNLZc47pNUDjfi2ZThK9Pn3sNwfHsv9B0F8rSLz58+erurpajz/+uK677rqz7s/Ly3MhqmCjBAgIAMoFnFdV09Dmou/6Sz+ux1+uiKg0R1LCS1c6wihJZzU1NWnYsGGqqKjQ7373O918882n7guXAFmWpT179qh3b3tXlm54YpN27v/Adkwjs3rp91+bYPs4IFrHjx/Xxz72MTU3N6uqqkrdu3d3O6SkEUsJEFcAgACIpVyAs4Vt6+jMu50z0Z1dUUhELT+jJOMjJSVFy5Yt0+c//3ndcsstevjhh5Wdna1Dhw5p48aNysnJ0dKlS20v/iVn9z8A4mn79u2qqanRxIkT1b17d7300ktau3at6uvrNXToUM2cOVMf//jH3Q4zcPhLAAQA5QKJF2lpjtub6ETSzBruDamsqmU3T5smTJigV155RTfccIN27NihHTt2SJK6deumqVOnatCgQVF9Xy/tRQB0pKwsNH3qggsu0PTp07Vq1arT7v/ud7+rJUuWaNasWW6EF1gkAEAARLuLrRd2v/WTWEpo3KrlpzfEGdUV+1X+k0eUsXWTuh2v04nuPVQ3fqJ2fXqAvnH/fRo3bpyWL1+u3Nxcvfvuu1q0aJEefvhhvfzyy9q8ebPS0uwleTPH9tfi9eVJuSEcksv7778vSfq///s/paSk6PHHH9dNN92kY8eO6bHHHtOiRYs0e/ZsXXzxxbr00kvdDTZASACAAKBcIL78WkJzqKZehSWRNyFLUmHJAc2ZOpSegBb1R2u168bbNHLDKo1vPj1hLi8r1tcl9UrrrsLlzyrzoo9JkrKzs/XLX/5S7777rv7whz/oySef1Fe/+lVbzxvei8DOWNpk3hAO3tBWIryve6ok6eTJk/rxj3+sr33ta6ce/9BDD+ntt9/Wc889p4ceeki/+93v3Ao9cBgDCgRAtKMrKRfonJ/HqzJKMjb1R2tVMeZy5a1bqdTms6+W/a+kRknXNRzXP6/4nOqP1p52/8yZMyVJr776alTPz4Zw8Ir6o7Uqnlqg84YO1vgnf6bhZcUatrdUw8uKlVOy6dTjZt0086xjb7/9dknSK6+8krB4QQIABEI0u9hSLhAZP+/GGktvCKRdN96m3PKd7Y59DV9bOVdSbvlOvV5w+2n3n3feeZI+KpGwy439D4AzdZYIf7Ll8zmSjl4z46xEeMCAAZKkQ4cOxTdQnIYEAAiAcLmAHZQLdC7aEpqqmoY4RWQPvSHRq96zTyM3hJoZ20utL2z5XNLyedT6F1Rdsf/U/eENwMILoGiwIRzc1lkiPLLl83FJQ9pIhI8cCZ2IyMjIiFuMOBsFvoBDvD5Dff60XFVW1UU8cz6ZygXi9bPx+3hVekOiV77w0bNq/s90vaQfSnpV0v+T9NXmk9qzcLEyf/2wtm7dqp/97GeSpIKCgpjjYUM4uCGSRDhL0iWSXpf0iqQrWxLhzMFZkj4q/Rk5cmQ73wHxwF9xIEZ+aQCNZBfbRMycT6R4/2z8Pl6VUZLRy9i6qdPHjJL0LUmLJH1N0uOSPvHcUtX9vUhbtmxRc3OzvvzlL+vqq6+Ob7BAnESSCEvStyXdotDvw5+bT+rtlkT4r3/9qx5++GFJ0l133RXXWHE6EgAgBn6boe72zPlESsTPxu8lNIySjF6343URPe4hSZdJ+oVCpUBvHT2inmVluuKKK/SlL32J2efwtUgSYUm6WdIaScsk5Uga/uwSda3cqc2bN6uhoUFf+tKXdNNNN8UxUpyJBACIgV9nqAehXCARPxu/l9AwSjJ6J7r3iPixN7R8SNIbOXkaXloUl5iARIs0EZakpyRNkPRLSdvrjqpLcbFGjRqlr3zlK5o9e3a8QkQ7aAIGouT3BtBklqifTTKMV2WUZHRqx02I6ri68RMdjgRwj51E2Ej6kqTtkoouHqva2lpt3ryZxb9LSACAKDFD3bsS9bNJhvGqjJKMTvbcb6ixi70rOY1dumrI3HviFBGQeCTC/kUCAETJbzPUJ0+eLGNMux9/+tOfXIkrHhL1s0mW8aqMkrQvc8gA7bzqeklqd/xhWPj+HVOmn5p8AiQDEmH/8kYhKuBDfm0AvfHGG9uct/yJT3zChWjiI5E/m2QarxqE3hAnjVi5VKVjKpVbvrPDxxlJpdkjdcnKpQmJK8zro4nhf5lDBqj4quuVt26lLLU/ClTSqft3TJmufBJh15EAAFHyawPookWLYtp4yA8S+bMJ4nhVhKSfm6HB219VUcHtGrX+hTZ3QW3s0lU7pkzXJSuXKr1n5PXSsfDLaGIkB68nwmgbCQAQJWaoe1eifzZBGq+K06Wfm6H8Nc+pumK/9ixcrB5bXlO343U60b2H6sZP1JC59yT0bKffRhPD/7yaCKNjJABAlJih7l1u/WwooQmuzMFZyvz1w26H4dvRxPA3ryXC6BwJABAlv85QX7JkiQ4fPqwuXbpo6NChmj59urKykusPs19/NkAsoh1/O2fqUF77cIRXEmF0jgQAiIEfG0B/9KMfnfb1t771Lc2bN0/z5s1zKaL48OPPBohFLONvuWoFBAtjQIEY+GmG+uWXX66nn35aFRUVOnbsmN566y39+Mc/VteuXfX9739fixcvdi22ePDTzwawq6qmQY9tKNetS4p0wxObdOuSIj1n8+x/mFujiQG4x1iWvbMFfmKMKc3JyckpLS11OxQEQFVNgycaQKsr9qv8J48oY+ums2ow25pBvmbNGl1zzTXq1auX3n33XXXv3j1hsSaKV342QKw6mvATrZFZvfT7r0W3oRMA9+Tm5qqsrKzMsqxcu8eSAABJov5orXbdeJtGblhlewrD2LFjtX37dr388suaPHlygiIGYEckE36iMSk7U0/fme/o9wQQf7EkAJQAAUmg/mitKsZcrrx1K9tc/EtSavNJ5a8tVMXoSao/WnvafdnZ2ZKk9957L+6xAoiOnQk/djCaGAgemoCBJLDrxtuUV74zop0Yc8t3qqjgduWvee7U7e+//74kqUcP5jPDHexa27FoJvxEgtHEQDCRAAA+V71nn0ZuWCWp48V/6/tHrX9B1RX7lTk4S1VVVdq4cWPo9lGj4hco0AZ2rY1MNBN+IsH4WyCYKAECfK584aPtlv2EbZb0gqSmlq9Tm09qz8LF2rdvn2644QbV1dXpuuuuU79+/eIcLfCRcE378uL2F7fhXWtnP1ms+samNh8TBPEo/WH8LRBcJACAz2Vs3dTpY3ZLukFSP0nXSrpF0tee+R9dfPHF2rRpk3Jzc/WrX/0qvoECZ4hm19qgqm3oOMm3g/G3ACgBAnyu2/G6Th+TL+mrkookbZP0vqTuDcd0aV6ebrrpJn31q19NyvGfSLxIa/nZtdaejLTo3q4/2eccZfU+h74KAKchAQB87kT3zht3L5b0xBm3vfGpMRq+ZUtcYkoWNKZGzm4tP7vW2pM/sLc2llfbPm7mmP6B/P8FoGMkAIDP1Y6bIJUV2z6ubvzEOESTHGhMtSeS+fThWv7KqlotuyMv6pr2rZWHA7mgnTm2vxavL7eVNDHhx984AYF4IgEAfC577jfUuPTnnTYCt9bYpauGzL0njlH5VzSL2aAnAdHU8kdb0+5kLbyfXNAzXQWj+2l58YGIj2HCjz9xAgKJQBMw4HOZQwZo51XXSwrN+e9I+P4dU6Yrc3BWXOPyKxpT7Ym2lr9bSnRvP9HWwieD+dNylT+wd0SPZcKPPzEZC4lCAgAkgRErl6o0e2RE+wCUZo/UJSuXJiAq/4l2MVtV0xCniLwv2lr+1JTOXq1tC/KutempKVp2R55m5WW1+//P6xN+qmoa9NiGct26pEg3PLFJty4p0uMv7wn071BrnIBAogT3VAqQRNLPzdDg7a+qqOB2jVr/QpvlQI1dumrHlOm6ZOVSpfdkx9+20JhqX7S1/OEkgJp2e9JTU7RwxnDNmTpUK7Yf0NbKw76oD6espXNMxkIikQAASSL93Azlr3lO1RX7tWfhYvXY8pq6Ha/Tie49VDd+oobMvUf5lP10iMZU+6KtyT/R1ExNewz69kzT3VcO8cXrjr6ayHACAolEAgAkmczBWcr89cNuh+FLNKbaF21NfkZaV82flqvKqrqIEi9q2v0rmrKWhTOGxzkq7+EEBBKJHgAAaBHLYjaoIm1KPdO4QX2SoqYdHaOvJnKcgEAiBfddCwDOEO1mS0FuTI11Pr1fa9oRmUSXtfh5dj4nIJBIvGoAoAWbLdnn1Hx6P9W0I3KJKmtJhiZjTkAgkSgBAoAW4cWsHTSmMp8e7UtEWUuyzM6fOba/7fG4QT8BgeiRAABAKyxm7aOWH+1JRFlLsszO5wQEEokSIABoJbyYXbC6TIUlbZ9RTE0xni8nSDRq+dGWeJe1JNvsfCZjIVGMZdlrzvETY0xpTk5OTmlpqduhAPChqpoGFrNADA7V1GvCgxts99Vsvn9KRL9jj20o16I1u23Hdd81wzzbbxLqZ+AEBDqXm5ursrKyMsuycu0eyxUAAGgHjalAbJxqEm9PMs7O52oaEoEEAAAAxE08y1qSeXY+JyAQT643ARtjxhpjVhhj3jXGNBpjPjDGbDTG3G6MsdcODwAAPCWeTeLMzgei4+pvgDHmRknPSkqRtEPSRkl9JU2SNFHS1ZJucS1AAAAQs3iVtTA7H4iOawmAMaarpCcUWvzfYlnWM63uu1jSa5JuNsb82rKsl10KEwAAOMTpshY27wOi42YJ0KckXSDprdaLf0myLOtNSb9t+XJsogMDAADex+x8IDpulgA1RPi4w3GNAgAAhca+Prttv4r2HmHqio8wOx+wz80EoFJShaRhxpib2ygB+oKk9yX93qX4AAABEJq7XqrCkoNnlZJsLK/WI+t2M3fdw9i8D7DP1Y3AjDETJP1BUi+FmoDLFSoLmiSpTNJtlmXtjOH7sxEYAKBd9Y1Nmv1kccRnj+1OqUFisXkfgsS3G4FZlrXJGHOFQmf5R7V8SNIJSWsVukrQKWNMeyv8wTEHCQBIWgtWl0a8mVTR3iNasLpMC2cMj3NUiBaz84HIuLoPgDFmlqRiSQck5UvKkDRU0lJJ35S0wRhDyg4AcNyhmnoVlhy0dUxhyQFV1UTawgYA3uRaAmCMyZa0TFK1pM9bllVsWVadZVnllmV9RaHSoFGS7ujse1mWldvWh0I9BgAAnGXFtrbrxTvS2GRpxfYDcYoIABLDzSsA/5+kVEl/siyrto37V7R8vjxxIQEAgiLS0p8zba1kOB0Af3MzAQgP7v2wnfvDt5+fgFgAAAFT23AyocfBfSUlJXrwwQc1Y8YM9evXT8YYGWPafGxzc7M2btyob3/72xo9erR69uyptLQ0DR48WHfddZf27t2b4OgB57jZBPyPls9j2rk/vAHYvviHAgAImoy06N4Cu6V00WMbytkvwIceeOABrVq1KqLHVlZW6vLLQ0UIF154oa666iqlpKSouLhYv/zlL/XMM8/oj3/8oyZOnBjPkIG4cDMBWCXp+5IuN8Z81bKs/xe+wxgzTtJ/tHxZ6EZwAIDklj+wtzaWV9s+btu+I2eVD7FfgD+MHz9eI0aM0NixYzV27FgNGDBADQ1tN3UbYzR16lTdf//9uvLKK09dKWhoaNBdd92lpUuX6pZbbtGePXuUmpqayH8GEDO39wF4SNK3Wr4sVWj2/8cljVeoPOl/WhqCo/3+7AMAAGjToZp6XbZwg042O/s+yH4B/pGenq6GhgbZXQsdP35cF110kT788EP95S9/0RVXXBGnCIH2xbIPgKtjQC3Luk/SDElrJF0o6QZJOZJekXRzLIt/AADaU9/YpJ+t3a2mOJwEC+8XgOTVvXt3DR06VJL07rvvuhwNYJ+rG4FJkmVZv1doIzAAAOLOzu6/0SosOaA5U4fSE5Ckmpub9fbbb0sK9QcAfuN6AgAAnamqadCz2/bTdAlH2Nn9V5KMJLvXCcL7BbAjbXJavny5Dh06pL59++qyyy5zOxzANhIAAJ5V39ikBatLVVhy8KwNm2i6RDSi2f032iKhrZWHSQCS0IEDB3TvvfdKkn74wx8qLY2TEPAfEgAAnhRJmUZjk6XlxftVWVVL0yUiEs3uv9FivwD3OX31sK6uTjNmzFB1dbWmT5+uu+66Kw5RA/FHAgDAk+yUaYSbLhfOGB7nqOB38az7P1O0+wwgdvWNTfrRky+r1zO/Ud7+v+myE8dU2+0cbc0arqdGTD119dCOxsZG3XTTTdq+fbsmTpyoZ555Jk7RA/HHXycAnhNNmQZNl4hEIs/KjxvUx9bj6XVxxgeHP9TLn71Z39+xRt2aT/95X75vp+597RkVDr9aCxq+HPHVoObmZs2ePVsvvfSSLr30Uq1evVrdu3ePR/hAQpAAAPCcaMo0aLpEJKI9K2+3ETg1xWjmmMjOMNPr4pz6o7WqGHO5bti3q93HdGs+qZtf/5MGHTmoyyIcA/vv//7vWr58uYYOHao///nP6tWrl0MRA+5wdR8AAGhLtGUaWysPOxwJkk3+wN5RHTe833m2Hl8wOrKz9uFel+XF7Se94V6X2U8Wq76xyVYcQbPjhn/T6H27Ok3WLEnjDvxNXZtD/z+ratreDViSvve97+mJJ55QVlaW1q5dqwsuuMC5gAGXkAAA8JxoyzRoukRnZo7tr9QUY+uY1BSjJ24ZFXHykD+wt+ZPy4nosdH0uqBt1Xv2acxfVksKXbHpSPj+LlazJGnF9gNtPu5nP/uZfvzjH+vCCy/UunXrlJWV5VC0gLsoAQLgOdGWadB0ic5c0DNdBaP7aXlx2wu+thSM7q9+55+jZXfkacHqMhWWtH22PjXF2CrVodfFWeULH9X45o5PArwo6YFWX59o+fyDL07X030zJEnz5s3Ttddeq7/+9a/65je/KUkaOHCgfvzjH7f5Pb/4xS9q4sSJMUYPJBbvlgA8J39gb20sr7Z9nN2mSwTT/Gm5qqyqi+jMe+uz+empKVo4Y7jmTB2qFdsPaGvl4Ziadel1cVbG1k2dPqZKUlEbt1dXlqq6suUxVVWSpA8++EBWS4/Ali1btGXLlja/5+TJk0kA4DskAADiIpaJJjPH9tfi9eW2Fkd2mi4RbOmpKTGdze/bM013Xzkk5kV4LL0uJABn63a8rtPH3Nby0dqOjw/Tz364TE/fmX/a7ZMnTz6VAADJhgQAgKOcmGgSbZkGZRGIlNNn86NBr4uzTnTvEdVxtd3O4eohAocEAIBjnNy9N9oyDcAOp87mR4NeF2fVjpsglRXbPq44a7hmc/UQAcMUIACOcXKiSbhMY1ZeVrtTW1JTjGblZXWYSABeFe1IUs5Wty177jfU2MVecnSiS1d9cPO/cfUQgcNpBACOiMdEEy+UaQDxQq+LszKHDFDxVdcrb91KWep4FGj4/j+Mukbfu2NyQuIDvIQEAIAj4jnRxM0yDSBe6HVx3oiVS1U6plK55Ts7fJyRVDJghKb8+RmuHiKQKAEC4Ah27wXsmz8tNy4bjAVV+rkZGrz9VRVNLWi3HOhEl67aPOVG5e7arPN6n5vgCAFv4AoAAEcw0QSwL9aRpDhb+rkZyl/znKor9mvPwsXqseU1dTtepxPde6hu/EQNmXuPLhvMjr4INhIAAI5gogkQHXpd4iNzcJYyf/2w22EkhVj2dYE38c4LwBHJtHtvtG92JSUlWrt2rYqLi1VcXKx33nlHktrdTOjAgQNavXq1iouLVVRUpLfeekuWZenll1/W5MmT4/FPg4fR6wKvcWJfF3gTCQAARyTDRJNY3+weeOABrVq1KuLnW7lypf7jP/4j5riReJwRRbJzcl8XeA8JAABH+H2iiRNvduPHj9eIESM0duxYjR07VgMGDFBDQ0O732/QoEG69957Tz3+61//utasWePYvwnO44wogiKafV0Wzhge56jgFBIAAI7x8+69TrzZfec737H1nNddd52uu+66U18b09HkcriNM6IIinjs6wJvYQwoAMf4dffeaN/sqmraP7ufzKpqGvTYhnLduqRINzyxSbcuKdLjL+9J+v8fTu50DXhZLPu6wB+4AgDAUX6caBLPTcySSZDLXzgjiiCJZV+XIP1N9DMSAABx4aeJJrzZdS7o5S8kiQgS9nVJfpQAAQg83uw6F/TyF3a6RpCwr0vyIwEAEHh237Qy697X3Zuf1bd/+g29NejTeiM3X1u/+E1VV+yPU4TuokeCJBHBkj+wd1THeXFfF7SNVA1A4EW6iVlaY4Pmr/8fFbyxXt2az1jYlRWr8alHVTRlui5ZuVTpPXvEKdrEo/yFM6IIlmTY1wUd4woAgMCbObZ/u1OLwtIaG7Tsufm6+fU/n734b5HafFL5awtVMXqS6o/WxiNUV1D+whlRBEt4Xxc7vLSvCzpHAgAg8CJ5s5u//n807sDf1Nn5MEtSbvlOvV5wu2PxuY3yl8iSxDNxRhR+Nn9absSJr9f2dUHnSAAAQB2/2fWtfV8Fb6yXJHW2BAzfP2r9C+o0W/AJyl84I4rg8eu+LohM8vx1BoAYhN/sFqwuU2HJ6TXvM3etabfspz2pzSdl2ayb96pIeyTOlGzlL37e6RqIhh/3dUFkjGUlxxtUW4wxpTk5OTmlpaVuhwLAR6pqGk57s/v2T7+h8RU7Oj3uRUkPtPq6WKGLAPn5+adumzdvnq699lpJ0nvvvacbbrjh1H1///vf9eGHH+riiy/WueeeK0m69tprNW/ePAf+VdE7VFOvCQ9usN0QuPn+KUm3OAhthnZ2khiWmmKSdjM0AN6Sm5ursrKyMsuycu0eyxUAADjDmZuYvbUosnGWVZKK2ri9qOijW6uqqk79d0NDw2n3hb355pun/vtTn/pUZEHHUbj8ZXnxgYiPSdbyF86IAkgGJAAA0IkT3SMb6Xlby0fYGzl5Gl7aVkoQMmDAAPnlKizlL6fz007XAHAmmoABoBO14yZEdVzd+IkOR+IeGgIBIHnQAwAAnajes0/nDctWqo1G4MYuXfXh7gplDs6KY2TuOLNHgvIXAEg8egAAII4yhwxQ8VXXK2/dSlnqeBRo+P4dU6YrPwkX/xLlLwDgd5QAAUAERqxcqtLskRHtA1CaPVKXrFyagKgAALCPBAAAIpB+boYGb39VRVML1Nil7YunjV26qmhqgQaXbFR6z8gahwEASDRKgAAgQunnZih/zXOqrtivPQsXq8eW19TteJ1OdO+huvETNWTuPUlb9gMASB4kAABgU+bgLGX++mG3wwAAICqUAAEAAAABQgIAAAAABAgJAAAAABAgJAAAAABAgJAAAAAAAAFCAgAAAAAECGNAAQBIIlU1DXp2234V7T2i2oaTykjrqnGD+mjmmP7q2zPN7fAAeAAJAAAASaC+sUkLVpeqsOSgGpus0+7bWF6tR9btVsHo/po/LUfpqSkuRQnAC0gAAADwufrGJs1+slhFe4+0+5jGJkvLi/ersqpWy+7IIwkAAoweAAAAfG7B6tIOF/+tFe09ogWry+IcEQAvIwEAAMDHDtXUq7DkoK1jCksOqKqmIU4RAfA6EgAAAHxsxbYDZ9X8d6axydKK7QfiFBEAryMBAADAxyIt/TnT1srDDkcCwC9IAAAA8LHahpMJPQ6A/5EAAADgYxlp0Q30i/Y4AP5HAgAAgI/lD+wd1XHjBvVxOBIAfkECAACAj80c21+pKcbWMakpRjPH9I9TRAC8jgQAAIA4+OlPf6oZM2YoOztb5513ntLS0vTJT35S//Zv/6Y33njDsee5oGe6Ckb3s3VMwej+6tszzbEYAPgLCQAAAHHwk5/8RC+99JJ69+6tKVOm6Nprr1V6erqefvppjR49Wn/4wx8ce67503IjLgXKH9hb86flOPbcAPyHDiAAAOJg1apVGj16tNLT00+7/YknntDdd9+tL37xizp48KC6dj37rbiqpkHPbtuvor1HVNtwUhlpXTVuUB/NHNP2mfv01BQtuyNPC1aXqbCk7X0BUlOMCkb31/xpOUpPTXHuHwrAd4xl2ds8xE+MMaU5OTk5paWlbocCAMApQ4YMUUVFhV5//XWNGDHi1O31jU1asLpUhSUHo17EV9U0aMX2A9paeTii5AGAP+Xm5qqsrKzMsqxcu8dyBQAAgARLTU2VJHXr1u3UbfWNTZr9ZHGHG3s1NllaXrxflVW1WnZHXptJQN+eabr7yiG6+8ohzgcOICnQAwAAQAI9/fTTeuutt5Sdna3s7OxTty9YXRrxrr5Fe49oweqyeIUIIMlxBQAAgDh66KGHVFpaqrq6Or355psqLS3Vxz/+cS1fvlwpKaEz+G++d1TPbjtg6/sWlhzQnKlDKesBYBsJAAAAcfTnP/9Z69evP/X1Jz/5Sf3mN7/R6NGjT9X8P7vtgJpttuQ1Nllasf0ApT4AbKMECACAOFq3bp0sy9L777+vV199VdnZ2briiiu04IcPaPaTxVpebH/xH7a18rCzwQIIBK4AAAAQg+qK/Sr/ySPK2LpJ3Y7X6UT3HqobP1FD5t6jzMFZpx7Xq1cvTZo0SX/84x81fvx4/eAH83XhrRlKu2ho1M9d23DSiX8CgIAhAQAAIAr1R2u168bbNHLDKo1vPmMhXlasxqceVdGU6bpk5VKl9+xx6q7U1FRdO32GSkpKdHxPcUwJQEYab+MA7HOtBMgYM9kYY0Xw8X23YgQAoC31R2tVMeZy5a1bqdQzF/8tUptPKn9toSpGT1L90drT7qs4Gnr7bTr2YUxxjBvUJ6bjAQSTm6cO/iFpWTv3pUj6Qst/b0xMOAAARGbXjbcpr3ynLEmmg8dZknLLd6qo4Hblr3nu1O1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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph_data(selected_ids2)" ] }, { "cell_type": "markdown", "id": "07a66848", "metadata": {}, "source": [ "### Grid Partitioning - Equisized Independent" ] }, { "cell_type": "code", "execution_count": 8, "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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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph_data(selected_ids3)" ] }, { "cell_type": "markdown", "id": "30157fdb", "metadata": {}, "source": [ "### Grid Partitioning - Equisized Dependent" ] }, { "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", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph_data(selected_ids4)" ] }, { "cell_type": "markdown", "id": "bbae7222", "metadata": {}, "source": [ "### Directed Sphere Exclusion" ] }, { "cell_type": "code", "execution_count": 12, "id": "a6f80d02", "metadata": {}, "outputs": [], "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()" ] }, { "cell_type": "code", "execution_count": 13, "id": "70060bc3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph_data(selected_ids5, True)" ] }, { "cell_type": "markdown", "id": "cf8b3965", "metadata": {}, "source": [ "### Optisim" ] }, { "cell_type": "code", "execution_count": 14, "id": "735df074", "metadata": {}, "outputs": [], "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()" ] }, { "cell_type": "code", "execution_count": 15, "id": "363b36d1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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