{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering of scikit-learn toy data sets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Go to:\n", "\n", " - [Notebook configuration](scikit_learn_datasets.ipynb#Notebook-configuration)\n", " - [Data set generation](scikit_learn_datasets.ipynb#Data-set-generation)\n", "\n", " - CommonNN clustering using ...\n", " - [... point coordinates](scikit_learn_datasets.ipynb#CommonNN-clustering-using-data-point-coordinates-as-input)\n", " - [... pre-computed distances](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-distances)\n", " - [... pre-computed neighbourhoods](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-neighbourhoods)\n", " - [... pre-computed sorted neighbourhoods](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-neighbourhoods-(sorted-by-member-index))\n", " - [... pre-computed doubly sorted neighbourhoods](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-neighbourhoods-(sorted-by-member-index-and-neighbour-count)) \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notebook configuration" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.421187Z", "start_time": "2022-11-22T15:23:36.269820Z" } }, "outputs": [], "source": [ "import sys\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import sklearn\n", "from sklearn import datasets\n", "from sklearn.metrics import pairwise_distances\n", "from sklearn.neighbors import KDTree\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "import commonnn\n", "from commonnn import cluster\n", "from commonnn import _types, _fit" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.429625Z", "start_time": "2022-11-22T15:23:38.424219Z" } }, "outputs": [], "source": [ "# Helper function definitions\n", "def indent_at_parens(s):\n", " \"\"\"Take a string and introduce indention at parentheses\"\"\"\n", "\n", " o = \"\"\n", " level = 1\n", " saw_comma = False\n", " for c in s:\n", " if saw_comma:\n", " if c == \" \":\n", " o += f\"\\n{' ' * (level - 1)}\"\n", " else:\n", " o += f\"\\n{' ' * (level - 1)}{c}\"\n", " saw_comma = False\n", " continue\n", "\n", " if c == \"(\":\n", " o += f\"(\\n{' ' * level}\"\n", " level += 1\n", " continue\n", "\n", " if c == \")\":\n", " level -= 1\n", " o += f\"\\n{' ' * level})\"\n", " continue\n", "\n", " if c == \",\":\n", " saw_comma = True\n", " o += \",\"\n", " continue\n", "\n", " o += c\n", "\n", " return o" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print Python and package version information:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.445180Z", "start_time": "2022-11-22T15:23:38.431707Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python: 3.9.0 | packaged by conda-forge | (default, Nov 26 2020, 07:57:39) [GCC 9.3.0]\n", "Packages:\n", " matplotlib: 3.9.4\n", " numpy: 1.26.4\n", " sklearn: 1.6.1\n", " commonnn: 0.0.3\n" ] } ], "source": [ "# Version information\n", "print(\"Python: \", *sys.version.split(\"\\n\"))\n", "\n", "print(\"Packages:\")\n", "for package in [mpl, np, sklearn, commonnn]:\n", " print(f\" {package.__name__}: {package.__version__}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use [Matplotlib](https://matplotlib.org/) to create plots. The `matplotlibrc` file in the root directory of the `CommonNNClustering` repository is used to customize the appearance of the plots." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.460961Z", "start_time": "2022-11-22T15:23:38.448211Z" } }, "outputs": [], "source": [ "# Matplotlib configuration\n", "mpl.rc_file(\n", " \"../../matplotlibrc\",\n", " use_default_template=False\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.473632Z", "start_time": "2022-11-22T15:23:38.463003Z" } }, "outputs": [], "source": [ "# Axis property defaults for the plots\n", "ax_props = {\n", " \"xlabel\": None,\n", " \"ylabel\": None,\n", " \"xlim\": (-2.5, 2.5),\n", " \"ylim\": (-2.5, 2.5),\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"aspect\": \"equal\"\n", "}\n", "\n", "# Line plot property defaults\n", "line_props = {\n", " \"linewidth\": 0,\n", " \"marker\": '.',\n", "}" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-09-11T13:48:26.641740Z", "start_time": "2019-09-11T13:48:26.638371Z" } }, "source": [ "## Data set generation" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-09-11T13:48:56.480391Z", "start_time": "2019-09-11T13:48:56.477467Z" } }, "source": [ "To see the common-nearest-neighbours (CommonNN) clustering in action, let's have a look at a handful of basic 2D data sets from scikit-learn (like here in the [scikit-learn documentation](https://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html)). We will cluster the data sets starting from different input data formats using the provided defaults. For more details see also the [Advanced usage](advanced_usage.ipynb) tutorial." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.487291Z", "start_time": "2022-11-22T15:23:38.475232Z" } }, "outputs": [], "source": [ "# Data set generation parameters\n", "np.random.seed(0)\n", "n_samples = 2000" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.516211Z", "start_time": "2022-11-22T15:23:38.489108Z" } }, "outputs": [], "source": [ "# Data set generation\n", "# Fit all datasets to the same value range\n", "# using `data = StandardScaler().fit_transform(data)`\n", "\n", "# circles\n", "noisy_circles, _ = datasets.make_circles(\n", " n_samples=n_samples,\n", " factor=.5,\n", " noise=.05\n", " )\n", "noisy_circles = StandardScaler().fit_transform(noisy_circles)\n", "\n", "# moons\n", "noisy_moons, _ = datasets.make_moons(\n", " n_samples=n_samples,\n", " noise=.05\n", " )\n", "noisy_moons = StandardScaler().fit_transform(noisy_moons)\n", "\n", "# blobs\n", "blobs, _ = datasets.make_blobs(\n", " n_samples=n_samples,\n", " random_state=8\n", " )\n", "blobs = StandardScaler().fit_transform(blobs)\n", "\n", "# None\n", "no_structure = np.random.rand(\n", " n_samples, 2\n", " )\n", "no_structure = StandardScaler().fit_transform(no_structure)\n", "\n", "# aniso\n", "random_state = 170\n", "X, y = datasets.make_blobs(\n", " n_samples=n_samples,\n", " random_state=random_state\n", " )\n", "\n", "transformation = [[0.6, -0.6], [-0.4, 0.8]]\n", "aniso = np.dot(X, transformation)\n", "aniso = StandardScaler().fit_transform(aniso)\n", "\n", "# varied\n", "varied, _ = datasets.make_blobs(\n", " n_samples=n_samples,\n", " cluster_std=[1.0, 2.5, 0.5],\n", " random_state=random_state\n", " )\n", "varied = StandardScaler().fit_transform(varied)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.525910Z", "start_time": "2022-11-22T15:23:38.518944Z" } }, "outputs": [], "source": [ "# Define cluster parameters\n", "dsets = [ # \"name\", set, **parameters\n", " ('circles', noisy_circles, {\n", " 'radius_cutoff': 0.5,\n", " 'similarity_cutoff': 20,\n", " 'member_cutoff': 100,\n", " 'max_clusters': None\n", " }),\n", " ('moons', noisy_moons, {\n", " 'radius_cutoff': 0.5,\n", " 'similarity_cutoff': 20,\n", " 'member_cutoff': 2,\n", " 'max_clusters': None\n", " }),\n", " ('varied', varied, {\n", " 'radius_cutoff': 0.28,\n", " 'similarity_cutoff': 20,\n", " 'member_cutoff': 20,\n", " 'max_clusters': None\n", " }),\n", " ('aniso', aniso, {\n", " 'radius_cutoff': 0.29,\n", " 'similarity_cutoff': 30,\n", " 'member_cutoff': 5,\n", " 'max_clusters': None\n", " }),\n", " ('blobs', blobs, {\n", " 'radius_cutoff': 0.4,\n", " 'similarity_cutoff': 20,\n", " 'member_cutoff': 2,\n", " 'max_clusters': None\n", " }),\n", " ('None', no_structure, {\n", " 'radius_cutoff': 0.5,\n", " 'similarity_cutoff': 20,\n", " 'member_cutoff': 1,\n", " 'max_clusters': None\n", " }),\n", " ]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:38.866646Z", "start_time": "2022-11-22T15:23:38.528780Z" } }, "outputs": [ { "data": { "image/png": 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Xubm5GD16NIQQ+Oijj3DkyBGkpaXhe9/7XtjHIIoGSUlJmD9/PkpKSvD6669jwIABuOOOO7p85sYbb8Stt96Kbdu2YcyYMZgxYwaAzhU509LSMH/+fLz11luKtSnYGAAAfvOb32D69Ol44YUXsG3bNkyaNAnHjh3D7t278fDDD2PDhg2KtY/YU66YmTNnoqqqCg8++CCuXr2KzZs3o7KyEhaLBWvXru1yAw1Fv379sGvXLjz33HMYO3Ys3n33XZSVlaG5uRn333+/q+SZPz/96U+xY8cOzJs3D59++ik2b96MAwcOIDExEd/73ve6PCUXFhbihz/8IcaMGYODBw/iz3/+M6qrq3HzzTfjL3/5C5577rmw/iYi8uxzn/sc9u/fjwceeAAOhwNvvvkmjhw5gjvvvBMffPCBx/N98eLFeO+991BYWIja2lq8+eabuHTpEpYuXYp9+/YpMt/lv//7v7FgwQK0tbXhnXfewd/+9jf06tUL3/3ud/HRRx8pUoGKKFq494x/9atf9Vgt5a233sIPfvADDBo0CO+88w727duHBQsWoLKyUpX5WsHEAAAwevRoVFZW4u6774bdbsdbb70FIQQ2b96Me+65R/H2xTpJeJrWS0REREREEcOeciIiIiIijTEoJyIiIiLSGINyIiIiIiKNMSgnIiIiItIYg3IiIiIiIo0xKCciIiIi0ljIiwcNGTIEra2tXMGNCIDVakVSUhJOnTqldVMiitcBok6xeg0AeB0gkoV7HQg5KG9tbVV8CVgio+ro6EBra6vWzYg4XgeIOsXqNQDgdUBvOq458emZVsDTKjQSMHxQEuJ6mQLfxhcv+4tV4V4HQg7K5Sfi6urqkA9OFC0mTJigdRM0wesAUadYvQYAvA7oUVmFFetKDsLp/CzKNpkkrCjKxR35PUc01m+uQfG2Oq/7y59gwe7aMwHvL1aFex0IOSgnIiIiIvXZ7A5sKbfi5Lk2DE1JxNyCzkC4+2sZFjMAoDA/E7lZKSirsOJk0yUMTU1AYf5n73d38lybz+Mnxcdh08qZAe+PQsOgnIiIiChIngJlNYJUT73eG7d39moLt3STkh31eLBwLE42taGq7hwAIDcrBQ8UjvXbrqEpib7fT01AhsWMpfPHh/hXUCAYlBMREREFwVOgXLKjHsuLclGoYDqHze7ocRygazAuczoFNpQe7vJaw2kHtlRYsWJRns92zS3IRMmO+h7HATrTVJT8m8g7ZuYTERERBchboOx0CqwrOQib3aHYsbaUWz0GysEQAli7scpnuzIsZiwvyoXJJHV5Xc4bZ5pKZLCnnIiIiChAvgJlp1OgrMKqWJqHv1zvQAkBv+0KNg+dlMegnIiIiChA/gLl+hMXsX5zjSK55v5yvYNxsumS388wb1xbDMqJiIiIAuQvUK6oOY3y6tOu/+6eax7MBFFfud5Btzs1wef7kZq4St4xKCciIiIKkL9AufskTDnXPDcrBQfrzwU9QXTquEGoqLGH1WZJgs/JmpGauEq+caInERERUYC8TYr0xekUKNle53WC6JriKqzrNhmzrMKKhat3BRyQZ6X3g+ShSZIEPLUoz2uvt6+Jq2s3VmFPbXgPBBQ49pQTERERBcHTpMi6Ey2oqPYewFbVnfOZhlJabkVZpQ3Li3KRm5XiMVD2peD6wVjzwE0o2V6Pg/VNADrrlBfNyvaZhuJr4qoQwLIXKvHUYt8lFUkZDMqJiIiIgtR9UuT6zTU+g3IE0LEup7oUTssIKiCXa4lnWMx4sig34O2AwCq8yOk3zDFXF9NXiIiIiMI0tyDTa0qLySQhLysloP04nQIHPzkX8HE91RK32R1Yv7kGK1/Zi/Wba3zWKA+kwotc6pHUxZ5yIiIiohB0r1jyYOE4vLylFu6d3CYJWFGUixuyUrClwhZYD7ifj0wYlYyhKUkea4m/tvVjbCit7fJ5X5M2A63wEkhJRQoPg3IiIiKiIHmqWCJJPauviH//L8NixoOFY/HSlsM9PtNdxzWn1/dMJglP3zvJYyrJa1uPYkPp4R6vu1eA6b6dPHF17cYqn+3yV1KRwseg3GBYR5SIiEhb3iqWeApqhejMyT7Xchkvlx3xG5ADQONZz3nevpa9t9kdeGlLz4Bc5mu10cL8TFiS47HshUqvxw10oifjlNAxKDeQYOuI8sQgIiJSnq+KJZ44naJHSkkwBg+MR7/EPhiUHI+G0w7Y7I4e9/Mt5Va/AX99Y4vX1Uan5Fjw1OK8HnGGrwcBoGus0XbpKnbX2ruk77DeeeAYlBuErzqinoakvAXwDxaOhePSVQbqREREIQqkYkkw+ifFoaW1w+v7p8+34/T5dlfZRU+BbiBtKj9kR/mhzyrEdN+Pp1KP3XPW3XmKNbrzlTpDXTEoNwhfT+Xdh6R8BfDdc834BEtERBScQCqWBCOhT2+fQXl3ngLdUNrkaT/dSz164y3W8HYcb6kz9BmWRNQRXyWM/D0BHzp2Hus2VuFrP9qOxT/ZFfCwmnxC+iqXRERERJ/xVf7QE08rbbpLG9A36DZ0L1MYbJu87SdQwabwsHqLfwzKdeK1rR/jnmd2onhbHXbsa0Txtjrc88xOvLb1YwD+n4APfNyE0nIrGs+2oeNq4CcJwPqjREREwZArlnQPgiWpZwBuMkl4eF6OzxrmDxSOCymgdg90fbUpK71fwPsJ+NhBpvCweot/TF/RAW8ljABgQ2ktiv/+MfonxanahvcOnkJjE/PMiYiIAuEt/xqAx5zsgf36ep1EOSXHguVFuQGng8i6B7re2rSl3Ir6xosB7yegYweRLhNM9ZZYxqBcAza7Axu31eFg/Tl0XHWiscn306aj/Soc7VdVbVPDaQcaTnemsDDPnIiIyD9v+dfeyg76mkQpv//yllrs2H/S77G9Bbqe2uRrgaBQA+ZAFx3yV72FPsOgPMJ89YrrhdMpsKa4Coc+OYdFt2Yjw2L2Wl6RZReJiIg8k++R9Y0taGm9gv5JfWBJjkdi315obGrDxm11kKTOzjf5Htp2+Zrf/cqrhMr3W3/3Yjm1Jdhyh75426ckAfnjLUiMj/NbvYUxRFeSEIGUse9pwoQJAIDq6mpFG2Qkvn5M8nuHjp3D8VMOtF+5BqfTiStB5nvrwZScQdh75GyPE/m2qcPxzu5Pe7wei73ssXo+xOrf7U0gN5jun7lxbBr2HjnLm5LBxfK5EMt/uy+BlAvsztOKoN2l9e+LFx+f7rpOeDqOt3uxze4IuNxhoELdZzDtNopwzwUG5SHydrKlpyUioU9v1De2aNQy7ZlMEjatnBlTgUWsng+x+nd74m3J7YfmjsO9c8Z4/Ux3Rr8pxapYPhdi+W/3xmZ3YOHqwCuhBWPJ7OwuJZC9HUfP92KjttufcM8FVl8Jga/anI1n22I6IAdYzYVij68ltzeUHsZrWz8OuKYvy5QSGV+w5QKD4f7AHsgaJnpk1HarjTnlXvgaht64rU61ky1a/P3DExACHIqnmODvBryhtBYnm1qDWj+AC20QGZfSK37KstL7dbmn7jt61nc7dFob3N/3o9d2q41BuQfelqhfXpQLACgtj80nuGCcPn8JxdvqsHF7XZfhe6JoFMgN+J09nwa3zxi9KRFFA6VX/JR9cvIibHaHq9BCbUOzz88nxfsO87Qq4uDv+4nVmuYMyrvxtUT9muIqhFDbP6bJw/eAhHvnjNa6OUSKcb9pnfJT1hQArnQ4g9r/xycuYP3mGswt6ByqZoUCIuMItFxgsIQAVv1xP4akJgZ03Sktb8CEUQM9zlHx1gHpqYiD0qWS1SjRGA0YlHfjbxiaWSuh2VBai4P1TchK78+Aggyne1mz9ivXfC7EoYSGUw40nKpD8ba6Hu9xLQEi/ZKvF2MzBvjtyQ5F9fFmVB8PbL9CAOtKDiI3K6XLfddXB+TbFbYe+5HnunTfj/v+upd+9HW/V6NEYzRgUN5NRfVprZsQtSqq7aiotjOgIEMpq7Bi7cYqv2XKIsnfDZKItBFKGUS1OZ0C339pD27+3BBXkFyyPfi5cd7munj7m/3d7/0tphSLGJS72VNrV733ixhQkHHY7A7dBeQyTgYl0pdAKyxpQR55k9NTPPWGB6L7XBd/f7O/+723FVFjFUsi/ltZhRXLXqjUuhlemf1M1jCaWC55RMaxcVudLgNyGSeDEvVkszuwfnMNVr6yF+s310SsvKiaZRCV4i09JVDdJ2AG8jfzfh+46Ir0QiQ/6emVySThv/7zRjz+YqXXAGFYWufKgENTE/HylsOGyH1nQEF6d7D+nNZN8ClWKxQQeeOrepraKZNqlUEEgPg+vdB+5Zpq+w+EPAHTfZJ73aeBrcvC+31gYjool39Y7390SrdPt/Kkhyk5FqxYlOd1UsQdbhebmRPTUbK9Dm99oO8n05NNra7STkQUvPJDp7keANG/+Zq8GImUSbXKIALQPCCXJGBFUS4O1p8LKUWHHQiBidmgXA+TtyaOTsHFSx242NqB1varADprivZP7INBA+ORld6/y6SHQCdFZFjMeLIoDxNGpeg2vw3onEG+YNVOrFiUx0mfpEt52SloOK3flTXrGy+ivvEiirfV4eF5OSw7SjEtkFUi1chfdq88Es0GJcfjifW7g44pYrnEYbBiMijXw+StggkW/OKRaUFvF8ykCE9B/OQxaSGdVGoRAli7sYqTPiniAlkcY+bEdN2POMk2lNYCEFyoi2KWEqtEBnJdcP9MW/tVVNbYFYsn0lMT0RhA/fFIEwL4bdnhkGKHqTmDVGhRdIq5oNxmd+B7G3ZrGpCbJODbX7s+IsfyFMR7qg2qJSGAku11eLIoT+umUIzwl3cqP7hX1ek7p7y7DaWHcbKpDfbm9oBqBRNFk3BXiQwkH12tkocmCVixKA8Npx0e1yaIhOxh/VF3wntv/9kLl31uP3KIGempSTh++iIaz372YFFRbcfu2l0shRyAqAzKvT3p6iFlRQ+F8T31oCfFx+HlEJ+ClfDOnk9hb25nAEGq85d3eq6lHS+VHoY+HlmD171nn2sDUKwIZ5XIQPLRAajWofXg3BzckZ+J76zXrgpc2+WrPt9PG9AXp897H224+YYhKMzPxMLVu3q8x1LIgYm6oNzbk+6DhePw0pZaVQNyCehxI5+YnYLMwf3Q2n5VV4XxPfWgz5w4FGUVVuw7cha11uaIPrxc6XC6Fhcq3laH/AkWLPva9br4rii6+Ms73VB6OMItUh9viBQLwlklMpB8dCGgWsfVy2WHAQhUVtsV3W9hfgberrQFdD93793uziQBDxSO85r+Kj/0aJXXHy2iKij39aTbmW+pnpwRyRg9rD8OfnIOEEBediqKZmUZ6gboHqjb7A6s+uP+gJfyVVpFtR27a3ZiOSeBksLULFumZ7whUiwIdZXIQPLRRZjjZyn9+uDcxSse31OjQyA9NRGXrlzDvIJMNJx2hJWON228BVNyLFhelNsj40CuzJJhMSuS1x/Loioo17Jw/xFrM2obml3/bTvTigmjBhoqKHeXYTHj6a9PwsLVuzT7Tp0CXYYN/U2+IQqEmmXL9I43RIoFoawS6e+6kBTfG3UnLoTTLK8BuVoam9pck0ZNJglTxg3CnsNnQtpXYnyc6/93zwpw/+9w8/pjXVSt6KllD1j3uFUeLo7USmJqkIcCTSZJszY4nQLPv3kIC1fvQvG2OuzY14jibXVYuHoXVwijkJgToqovIihJUbYyMJFS5hZker3XSRJQWt6g2cixEpxOEXJADgA1Defxw999iLXFVT3jnX93oNnsDp/fI0sj+hdVQbkWPWA5IwZ4fS8alpYtzM/EppUzsWR2NgomDEb28H4Rb0NFtd3r5BsjP/RQ5NnsDrxcdkTrZmjGfj42U3eI/PHWCSX/p5YFIvSg8Wwbdh446TWBR453vH6POihyYQRR1W0ytyATG7fXRezkWTovB0dPXEBtg/chrWgYLu4+FKhWSahgMUeWglWyvU7z362W9hw+gwd+/h5LJRJ54Ckf/YLjCkrLjd25FilyvBNqXj9FWVAOAIMGxMPe3K7a/tNTE/GlyemuH9j6zTU+Px+N+VPyCVeyvR5vfdCgaVui4aGHIqOswmqYhYDUcs0J1xA8SyUSfaZ7KeUHCsciw2LGylf2at00w/j4xAWs31zjethnh1nwoiYof23rx6pWWMkcnIQn7vocpuRYurweTl1UI8uwmPFkUS4mjBqoaa9594sAkSdyZSbqiqUSiXwvGhTLE8OD1XDKgYZTdYo97Aeyumq0iYqc8te2HlU1IC/Mz8DrT3+pR0AO+MhDi5H8Kfec8/EjkhHpKaENpxyc+El+aVmZyZcRg5PQu5d2E6mB6Jj7QhQqf4sG3Tg2TdNiB0akxJyvsgprTBZ4MHxPuc3uwEtb1FvsY3ByPJ5aPNHnZ2I9f6p7ffOyCisOHTsHm70VzRev4GoEgiH2+JEv9Y3el47WiiQBP3t4Kkq212meVsM0MIpV/ha72Xf0rMcFici3cOZ8BbK6arTe5w0flG8pt6o6sTMhwBJizJ/q1P17+M76SlQovEKZN5z4Sd60tEa2PrA/kgQ8tSgPGRYzimZlo1Tl65g/0Tj3hSgQgSx2s3T++C4db0nxvQBIOHPhEsoPReb+ZkShPuzH8qqghg/K1a5NnpuVqur+/TF6TlVWev+IBeUAe/xinafzBQCs9lbN2mSSOq8j5x2XAQC5WSkompXtOo8zLGasWJSHdRt71v+NSPuieO4LkT+BLnbjqeNt/eYaBuU+eHvY31Nrx2/LDuPMhXYMGhCPBwrHdUkPjuVVQQ0XlMs33frGFrS0XsF5FVfIkiSgaFaWavv3x9fkE/ebqJ4D97kFmZ1l6CIUbLDHL3Z5Ol8iUSJVkrzXMJ4/fQSKZmX5PR89pcCdv3gZZRU2FVrc1dScQaofg0ivwinWoOWChUYweUxal/+22R146rcfor7xous1+/l2LHuhEn3jTEjs0wtxcb3QfuWaz/1G833eUEF5JOtjmyRgxb+Hl7Wwp9aONcVVPV53OgXWFFfBkhyPKTmWoAN3+WEmUnWKMyxmLF+Uh7UbqyISHLHHLzZ5y0FU+zdnMkl4sHAsXi470uXY8kTvO4L4PXbvifNXblUpFdV2VFTvRP54C5bddb1uHuiJIkEu1tD9+hFIsQZWZvFt39Gzrh7wsgqrx5hGdrnDicsdTgAdfvcbzSsTG+Yv83bTVVLOiGQMS0uK+ETN7j3d5oTefievLnuhEnnZqaiqa+rxXvfJEGUVVo9BcaTqFMu9gI+/WInGs+xZIOVpUV3FPfCeOTFd8Yneke6Fq6ixo3LVTqxYlMeHW4opgRRr8DQi7auXnT5LM7HZHVi7sUqx/b605TDGZSZ7rIhndIYJytW+6VqS4/H7739Btf17E07vv6eAXCZPhijMz8Ta4iqfS+OuLa7CoU/OofXyVdXSXzIsZtwyMR3F2+oU3a87IYDvv7QHN39uiK5SeEh9kQxgC663ICu9f5ebthoTvbXohRMCUV/dgMgTX+ewt9S4aeMtGJsxAIetzZpO1NYrOc1E6ZFyITo7Jp9aHH0dCIapU672TXfOlOGq7t8TtXv//+fvdVjwzE6vAblMACgtt6peC3RuQabq9V5Ztzw2tbVfjdixstL7Y+n88aoHrXMLMiFpUB6ZdcuJPuMrNa6i2o7ahs8C8v6JcRq0UJ/kfPzXtn6Mqrpzqhwj3FroemSYoFztXqPuExLUZLM7sH5zDR5/sVL1Ya9Q9q5E4X9PvC20pAa1/gbSH5vdgcqa6KvwI1dl0SIwj+bqBkTBCGaU/uIl//nQsUCSgBVFuQCg6sKO0diBYJj0FbVzt55Yv1u13Gr3XLS2S1exu9auSemzYKhVC9RT7t7kMWnYdaBR8QVUor2eKXVSe62C7iI5818+X0q21+FgfWdv00BzHxxQqedJFs3VDYiCEcwoPVNYOg1NTUTDaQf+773jqh8r2joQDBOUe5shrRS1VoqKZMUYpe07claV/XrK3dur0rH0uJIjKSuS+eRa1PTOsJjxZFFel9f21Nqx7IVK1Y4ZbXmaRKEKdpTektwX9ubLIR0rZ0QyahuaQ9pWTxrPtqk6f8xdtHUgGCZ9Bei8UTxYOE61/Ss9FCKXNTRiQA4ANQ3NuOP77+CR5/6J9ZtrVE0FUSuwKj9kj7rhLeoqUhMiAymRFilTcixYeMt1qu1/14FG1fZNZCTBzoUKNSAvmDAYP75vUkjbxqpoXPjMUEG5ze7Ay2W+SwWGS6mhkLIKKx5/Ub2erEg539qBqrpzqk+eVDOwYm55dJNX7VSaOaE3sof3Q8GEwVgyOxubVs4Mqu642h776vWYkTdElX1vKD2MX/9vtSr7JjKaSCywdej4OWzcVoeEPvoNyxL79tK6CV2MHGzWRSeJkgyTvgJEphaxEkMhb1c0YE3xQQVaoy+eUnyUWk1UzTkDTqdAyfa6HikAFB0yLGaYE3rDcUm5Ciwmk4Tff/8Lur/gr3lgClb+fi927Fe+Z/v1nfVINsfh3jljFN83kRFEMv20pbUDpeX6HtVtu+x7pc1I++TkReyptUdVvXJDBeX7jiqTd+xtWexQhkK6B6VHP72APbVnFGmnHrlPngx0NdFAqD1n4K0PrJgwKiXqhrqo0+jhA3DgY+91+4OhpzSVgKhYnWVD6WHMnJhunO+CKAjeOpVsdgdKttcpXnyAlPfMH/Zj0tg01dZYiTTDBOV7au2KToAwSehSASWUG7GRJ3GG42TTJa+1W8OZMCtXmli7sUqVuqZcFCV6CQXKHsT1krDgS1kRXc1XCWrn1HOUiaKRt06l26YOxzu7P425+7pRnXdcwY59nSOFkVihXG36TV5yo3R+thCd6RJLZmdj1uRhIeWLqr3wj57tP3oGG7fVef3bw50w+9En50Pe1pdorGlKneeiEg9xX8gdGpFFgZSm9qJccilGomjhq1Pp7QpbTN7Xw5WV3i8ia5D4Eg3rk+i+p1w+eZSu/9nafg1PFoVWv9pmd2DVH/fH7Il77uIVv7lvoU6YVXveAEskRp8tCuVhPjhXvcpOgHLzL7qTU7+UXsqaKFpFYn5aLJEAWAYm4PpRAwF0xlfHT7Wg7sTFiLfF6OuT6D4oV+vkSYoPfhaxze7A828eQkV15FYPNKpQJ8yqXXNaLpFo5OEt6iQHue/stoW9rx8szlO1h7yswtojaN64vQ4rFuUp8lsszM/ErgONqlybcrNSFd8nUSR4exCO5NoGsUAArmuPySThwcJx+PjTC5q1x8gLCuk+KFfv5AlumKWswop1G6t0vxKnHkhS6IuPRKLmNHPLjU/J+RzPf3OaarP3fU0YEwJYu7FKsd9iVnp/VYLyollZiu9TbXtq7fht2WGcudCOQQPi8UDhuKiq0ED++SpEEKm1DWKR0ymwobRW0zYYeUEh3eeUm+PVeW5obQ+8fJor/4wBuerUzo8FmFtudErO58ga2k+1YK2swoqFq3f5rOAgROdESiWoce6kpyUY5uHVZndg/eYafPXpbVj2QiWqjzfDfr4d1cebseyFSvyk+IDWTaQI8VeI4MaxaYqcK6n9+2JYWmLnegbXW2BJjg97nxSecDoF9UDXQXlZhVW1up3BPEkx/yw4QiDkoFfOj1U7MDfy8FasU/J8XPPgTYrsp7tgHhyUmkipxrmTnNRX9dV8lSA/ABVvq/N6br9dYcOeWqYexgJf1winU2Df0bMez5XOssgZAZ9D5x1X8Oyj0/Daipm44bpU2Jvbw267UWQP6691EzzKH28xTEeCJ7pNX1FrgicQfD1y5p8Frz6MCR5yacSyCitONl1CUnxvvPVBg4KtM/bwVqxT6nxcOi9H8Yu3nMP6/kenNHmQdz939h05i1prc1jX0JqGZtQ0NOuy1Jj8Xdc3tqCyxh7Q3/nbtw8zjSUG+LtGnGy6hKXzx3e5zwxNTXCVQ10ye7Tr9ZNNrag+3uxxP/Koa2F+puYpG5HWN06ffbqJ8XFaNyEsug3KfZXcC1ew9ci1zD/rlxiH/olxSIjvhX7xfXDl2jU4nVC0ZrsayqtP4zvrK7Hsa9eHFPhkWMyu2dPrN9co2rZQFoki/VDqfHyp7DAG9u+r2G8h1Dz3rHRle5zcz53OnPb6sB9qw1l/QA2hftd1n17E+s01UbHICHnn7xohd8q4nyvu3F9f+cper0E50BngK1UBykj69O7ldSFGLRm9w02Xjzpqpq3Mn54ZVD1yIDJ5zp5MzE7F1p/fhj8/MwuvrZiJFx+fjt9+9wv4/fe/gKcW52leE9Sfimo7Fq7aGXb+ttIjFYZarZF6UOp8VLKmbTh57jsPNKo2xyHDYka/RGV6jvQyFyOc7/pyxzUUb6vDwtW7dPG3kDp8XSOC7ZTxF+AnxffG+x+dCqp90aCqvkl3AXk0dLjpLiiXL7hqMJkkFM3KDno7OVcz0q6/bqDX9wrzM7Fp5UzXAkhfmpSO7OH9kNhXX4Mfzn9XmPjO+sqQc1OVHqnQ2XWEgpRhMePBwrGK7EupQDOcPHchgHUbq1TL21byoVYP5WCVmFMQDYuMkHfe5leEsnK3rwBfkoDS8gY0nI6935HeAnIAGJsxAFvKrYY+r3UXlKs1qTKUk9FdZ65ZksKt8n9MX+QhtlX3T8bqb9yI11bMxKvLv+DzAlIwIfL5lEJ03sxD7aGaW5AJJQcFeDM2NpvdgVIfFU2CpcSk33ADX2cYk6P9UfKhtu5EC17belSx/YVCqYcMvfT8kzq6d1yFsnI34CPA//d/6jE4jVW1Dc2GHwnTV7cqlO3VGZaWiJwRA7tM4AjVnlo7bPZWxdrmT8GE0GYQyxeQ7sO78kPJHfmZitZ4DlaoualDUhLQqFDFFKOv+BXLPC3CEy4lchCVCHzVqgg0tyATJTvqFTvfX9pyGDMnpmuWAqbkQwarMEU3bznjwepefGBoagIuOPyvbB2NJo5OxYGPm7Ruhk96mwMTDN31lCt5wT1xtg1TcgZh6fzxYf/D/LbssEKt8s8kAd/+2vUhb++vh8D9/cEDIz8pIpgeKrnUmVIBuYw3Y+NRoyKTUjmISuS5t7Z3hN0OT+QHdUmh0aZwSp4qwZygXHUFo08Ko8hxH5leOn88Wi8HvtZJtCiYYMGEkd7TavXEqCNhuuspV7pXZ50CK+bZ7A4cOxl6ib9ghJtmI/PXQyC/LwRQvE2ZxUuCEUhQrOQiMd3xZmw8Sqe2KXWuAZ8FvuH04lfW2GGzO1Tp2ZF7+r6+9l20X7kW9v60eqi12R14WaEOkmiYFEbqk0tvnjzXhqEpia7KPbG2Kqh7Z6GSMZqajNj5pruecqUnVYabqyn31LZdDv9G5skPFueGnfMWjrkF2tyUAgmK1ZxfwJux8SiZ2jZhVLLi51phfiYemjsu5O3V7oHOsJgx+8ZhiuxLq4daJa8JrMJE/rgvSrVjX2OXfGWtqrJpZer4z+ajTR03SMOWBM6InW+66ykHgNysFEX3F+rTkpo9tQCwdH4O7sgfocq+A5VhMePheTkRXfgg0KBYrUWbHiocx5uxASnVM2UySXj63kmqLBz0ctmRsPahds/Ooluzw86D1fKhVslrwg0K32couni7/zudAmuKq5CeloiB5j5oarmsUQsjq6LajsqanQCMMbnVqJ1vuuspB6B4If5Qn5bU6qmVOS6pk0MarHvnjMbD88YplnPqSzApA2oND75UdtiQuWaxTomeKZOkXg+pEtcLtXt2MixmDEqOD3l7Nb+/QCh5TeA1gHzxdz43nm2LmYBcJoQxAnIAuH3qcEN2vukyKFeyN8Qk+S8t6E19Y4ti7fBET/lO984Zg9efvgVLZmdj4uhUpA3oi+SkOKQN6Iuk+PAHVIalJQadnqPW8CBrFBtThsWM0cNCX/0yMb4XNj19i2rpYeFet6QwrlWBstkdONPcHvL2MycOjWh6XXdKXhP0dP0l/VFrpJYi46+7PzXkPV6XQXmSQgvgSBKwYlFeyE9L4dy8AqG3fCd58ueLy6ajdM0c/PVnt6F0zRxMG69MbfNgq+D4WgAiO8ylyY06MzuW/eR/DuCI7ULI2w8091W15yTcXtyH5+Wo3rMT7ijkYWvo378SlJxzpLfrL+lLrE3kjDZGvcfrLigvq7CGfePoE2fC/Okj8HqYvWItrVfCaocvRsp3qjsR/ojBibNtIZ0g3so79u0T/k+XPWXG8drWo3i70hbWPuJ6q3u5C6cXd8jABCyZPVrhFvW07+jZsLbXQ8qdEnOOjHT9JW1oVQSBlGPEe7xuJnra7A6UbK/DWwqs1Pezh6ZgSk74vbtKlA7zROu8zGB0Dncr88MOtZi/p/KO/ZP6hN0e9pQZg83uwIbS8Mvg5WalKtAa77wt3BWIU+cvYU+tXZHrljc2uwOHrc1h7UPJGuGhUmLOkVGuv7HGW/lB0jeT1PkQ8/GnLahpaNa6OS5GvMfrIihXcoXJ7PR+it3YzAlxaGlTtmcooU8v/GHFFw1xoXlt61G8tOWwYhM79LaSJnvKjGGjQnX0Z04cqsh+fJHrga/6435UH28Oatufvf4R3nxmljoNQ2cwG+65PGKw9tetcHN9vzRJ27x48sxTHFCyox7Li3I1uVYrXXAiWslpwvI5ZbM7XCuf/vNfp1Tr3PTHqKNhmqevKF128JtfmaDIfgDgpnFpiu1LNvsmY8wIfm3rx9hQqlxALlNiOMlmd6Ci2h7WPgomWAzx70DAwfpziuwn3NSNQGVYzHigMPh65Y1n21SdmKTExLW6Rm1zyoHwc313HThpyFzTaOar/KBWk/KjfaJn3zgTnv/mNFdq6ISRySHtZ2beUFTW2rF+c41r8bOl88fjgcKxigfk3SvEdQbeGR7nnRl1NEzznnKlyw4+sX532E/W8hCaXeGJnpIEFM3KUnSfauhMF1CnbnlSfK+w9/HylvBTGdIGxKu2eiLpU6TyC8sqrFi7sSrkbdUaSVJi4pr9/GXNz5u5BZlhrULsFKGn0pE6fMUBkRxhdU+fOdUU3UH55Q4n7M3tru/VZndg4epdQcdjOw+cdP1/95ENpUcaTCYJzz4yFfuOnsXJpksYmpqAwvzO9KYls0e7eufdXzcizYNypZ9G5SfrUC+4SqbSuJMAPBVGJZhIUipdwLPwy5l9ePhM2PsoLbeirNKm2dAoBW5gv75oOB1+T1kk8gttdgfWbqwKeYRJzQeHuQWZiiyPracUtFDpLZUu1vmLAyLxQK3WvV/P1hRXwZIcjyk5nSPHX7hhMP5RdSrk/bnHX/7+TbPT+yP/egveO3gqoOv7iqJcTMmxeExP9jTvzKg0T19Ro+xQqKVw1FzB87lvTjNMHqNS6QKenLkQ/sW1/cpVBVrCeuVGYLM7cLC+Kez9RCK/0GZ3YNUf94eV8qXmg4O3EqPBelvj1A+leuCMWJkhWvmLA/ydFza7A+s312DlK3tdaRTBCPbeXzDBgi9NSg/qGHq17IVKfOfFSuyptYcVkMvk+Mvfv2n+9RYsnT8e2cP9lzd+3kDxU7g0D8rVWiCm/sTFoLdRawXPLAUnnxrdhTDLTNrsDly5qty/kVFrmcYKJSYnAsBDc8epOkpVVmHFwtW7gp7c2Z3aDw6F+Zl49pGpYe3j3MUrWPbfFQq1KHhKLepmxMoM0cpXHODvgVo+94q31WHHvkYUb6vDwtW7grqu+7v3TxiV7CrJ+8aPbsGMienYeaAx4P3rXUWNHcteqFRsfyebLgX8b+oveC+Y4Ll3PFppHpTLvTdKL/F+oS345W/VmthRcP1gVfarlrzs8OsAezMgsW9Y26sxI549Zvql1DmpZn1tpUbYIjX5eO+R8Ce87jl8Bm9XNCjQmuApsX6EUSszRCtfC8X5mrCn1ARRf9eZoSlJWHX/ZFeKxLqSg4ZZbl4LQ1MTAv439Rm8S8C3v3a96u3VE81zyoHO3pvdNXbs2K/ck2efEBYKUSOVRoLxSu8VzcpGqUI9lN1lDesX1vZqPDixx0y/lDon1XzwUmqErU9c+JOgA6HUOfST4oMQiHxwG+4aBUauzBDN5HKiwUzYC2WCqKda6P6uMyebWrHylb0wx/dG9fHzMZV3Hiz3B15P/6aTx6Rh75GzWPnKXtf372l9h1g9T3URlJdVWBUNyAHgylVn0NuEO6vfE4HOHG0j/bAyLGasWJSHdRuroPS152oI/y7u1HhwMtpDUyxRanKiElV/vFEqyP1H1UnVFxAClD2HtKhikpXeP+SSqH16m/A/P5hhqOtxLAl2wl6wE0S91UJ/sHAsTCbJ63Wm+nhz2KlpsUDysDCi+79pWYUVT6zf7bEW/aaVM6Omgko4NE9fkYeflDYghN6UDIsZD8/LUbwtRpxMWJifiU1P39JlefuH540LO///9V2fhPVdzC3IVDTVifXK9U0eAg2f8vNWZEoGuc/9+V+K7csbJefxaDEnI5zlz0PprCH9CmaCqK9Ul5e3HMaDheHf32JZwQQLXn/6Fq8TMv2lGgHA0vnjXWlC3e/L4U7mNQrNg3L1Jlf6n9Hryb1zRmNQcryibTHqZEL5CVc+Se6dMwabVs4MK91DCIT1XWRYzBgTwGztQEgxmK9mRBYFzsczCq854E7JILfhdKvq1wqlqrDIIj0nI8NiRq8wml6yXc2SrxRJwUwQ9ZnqIoCD9U3YtHJm2IvpxJqRQ8x440e34BePTAs71cidexD+nRcrsXDVzrAm8xqF5kG5GjnC4UzisdkdqtzA9ykwuUoPTja1hX0TDmf7PbV2HLEpU33BKHXjY91vy8JfLCqUid+BUjrIjcTIWmF+JjatnIl0BeZTaDEnIzWMBzU1S75SZHk79yQJGJsxAFvKra5zyV+sUVFtx8mmNggBCAg4LilTejfa3XzDkIDuo8GkGnWvqFNRY++RShutJY01zylXI0d4as6gkLdVo7oHANQ0NGu+Ep4SXvhLddj7COcmrkSABgDD0hJjpu6p0Z25EP5DcijpbMHoPqFJCCd27D/pf0MPIrWwTYbFjLje4eXaS5I2czLSUxJhP6/e6AcZh/u5t+/IWdQ0NEMIoLahGbUNza6c5UBijcdfrGRVlSAlxcd5nDzbPdYJNNUomGpW0bgImOY95WrUKa+otoc8tKFWWUQgvLQNvWg4Fd5Tabg3cZu9Nazjy24cG/qDG0XWoAHhp6+Ems4WDPd0r9XfuAnhXNaUqsWttofn5US8o8Fmd+CjT0Lv7c7NSlWwNaQHGRYzCvMzcdh2ocd7co/qjWPT/O6HAXnwXtpSiwUBpJYEmmoUbEpztJU01jwoV3roVxbq0EZSX/UGD4z+47HZHei4Ft5VKyczOeSbuM3uQEubMvWmi2ZlKbIfUt+dnx8R9j4i3ZtrszvCqlwU7iJbgcrNCn1Ngvg+JiyZPVrB1vgnr5oa6ncrSTz3o5W/nOV9R88if3zsLEITKUL0fJjxFH8FWrc82I7RaCtprHn6CvDZ8NNjvyqHXcF87lCGNlrb1VtkxKg/HpvdgY3b6vCPqtCG491NDqC3whulUovGjwj9wYAir+F0eKMj2cP6RfzfO9zfqvOaQg3xY9Gt2Z2rpoawraRiRRtPPJWzC4YEziOJZoHkLC+763pUrtoZdI/4yCFmZA8bgKYLl3CgrusojRxUDkqOV3RVTKPzFH8FUos+mJTmaFwETBdBuUzJgFwWbO903YmLircBMO6Pp6zCirUbqxQb1gvnO1AqtSicBwOKLJvdgfc/OhXWPvInRH5F3XB/q2cuRGZULcNixorFeVhTXBX0ts4IjvUrsWrqU4tzOY8kigWSs+xagyPI39LNNwxxBZc2u8NjUGmzOyBJTIFx5yn+8leLPtC1KaJ1cSHdBOVqTbDUQ++0UX88NrtD0YA83B5qJSYFazUxjYIXbs8o0LlMsxb/3mpMYNebyx3OiE1eV6J0rlWh+SikL/IkQ1/zMAJZZbL7ojaetgW8B5VbVFoFWy9CeeAIJf6S01y6X/slCcgfb0FifFxULy6km6BcL6UR87JT0HBamRI7A5LiMCNvKIpmZRvuxyPnbip5kQm3h1qNFVdJn5ToGQWAFRqlK9w4Ni2s32pyP3WrxcjCXbytZHs9nlRkcSfflLg/GH1OD/UUyIO7p04xT4F1uEu9q1kkQmsLb8nCqPR+QV2TPcVfgVRpAQJLc4lWugnKle5ZCrV3umhWNkoVeuK90NqBtz6wYsKoyC5DHS4leii7C7XHsvtJbI7vDUd76PVj5cWLoqmEUjRSomf0S5PSNUtX2BvmugT1n15EWYVV9V7+cL/nd6saIxKUK3F/EIKreUYTXw/unb2qg5E1rF/AwVy4gWA0j4717i11+X7eO3jKb+dl9/jLU1whl6v0dJ3zl+YSrXQTlAeaRxSI+dNHoGhWVkiBcIbFjIfmjsOGUmXqYQPAmuIq5GYZIzBXqoeyu84V084F9R2o8XAAsMfMCJTodTInaHd5C7f9AsDajepfN8JtZ3NrR0RSWMIdeQCAQ5+cV6g1pAe+HiiFALKG9Qs6qAsnEFQyhtEb+Z4pfz+NTW0+g/LsYf26dIh4iyvkKi1GiY8iQfOSiDI5j0gKc0K/XPIqnH9gNVbyeuS5f2L95hrdrz6lRA+lN2s3VgX896v1cADoY54B+dYWxmiIrLU9QiVMPFCmZ7czPURNSrQzEusvhDvyAACnm9t1f/2lwAWzQqTa5BHdsRkDwo5hIq1Pb/9hYPd7pr/rRt2Ji13ONX/lKqNhDRel6CYoBzqHj557dFpY+5DTE8KhRm5YU8sVr0X19UTNvLhg/m3UfDi44LjCm7OO2ewOVNbYw96Plg9fSi2KdrC+SYHWeKdEO+tVqlglU6ICj0zP114KTqArRKrNfUn42n+vJgoASfG6SUTw6cpV32ldnlJP5xZk+n34cD/X9PQApXe6CsoBYEqOBQ/PywlrH+H+A6uZGxbqokaRonZeXKA3cH8ncU5mcshtKC236v7hKJYpUcVA6xKk8shfuC4qtFiWN0os3nah7bKCLepKDniUmnzPm3/0CHSFSDX5GtFtVWC0Tw8EOlNP3WVYzBjn5x7sfq7p5QHKCHQXlJdVWPFyWXj53EnxvcLaXqleLm/0PFwztyAzrOXB/bFfCKwn3t9JbArzl6v3h6NYpsRoze1Th2ueo1iYn4nnvzktrCV2mlouY09t+KMGvhTmZ2LTypnIHtYvpO0HJKlTKUYuyarkiBlv/tHD1wPl1JxBih5rT60dD/z8Pdz5w7/jgZ+/5zon1RzR1Qsh4PFeOXmM72pq7nGYHh6gjEJXQblSecSlH1jDCnpdJ7uKwanaQ76hyrCYMTVHvaWILwWY5+vvJL58Jfx8YT0/HMUyJUZr3q606eKBa0qOBQ/NGxfWPh5/oVL132mGxYxvfnlCSNtmpfdXuDWdnv/zIcXrPvPmH13kB8r8CV3vWRXVdsVGQ39SfADLXqhE9fFm2M+3o/p4M5a9UImfFB+I6jKI7tzvlTa7A+s31/isCw90jkjL23h7gDLqGi5q0lVQrtRTp4DnJ7tgFOZnYtPTt2BidkrY7fFEzSHfcDW3XlFt33EBTCoBfJ/EnxuVjLpGZR5q/F1YKPKUGKmKxCTJQIU7cVyJ65k/r239OKQlwtXq5bLZHahQYF6Bu4nZqbz5R6ndtWd6vKbEaOieWjverrB5fO/tCltMLd95sulSl/z5imrf56cQwDq34g7yA9SS2dmYNXkYlszOxqaVM7nKbje6CsqVfOpUohc0w2LGi49/Puwcd09O2Ft1WY3FZnegtqFZtf3nZqUG/FlPJ/GKohtwsF650mblh+zsLdcZJfKcAfUnSQZq39HwK4eoOarz2taj2FBaG/R2EnrWIlaKGis8pw6IV3yfpB25x/b7G/aoVtnjt35Saa2nlV0ldvyIZEwYmazoPpWSFN8r6EwGZ7fiDnJJxVX3T8bS+eP5kOyBroJypScZKjWp5945ozF/urJPc82tHSjeVocFq3bqKih8eUvwN+dAyeUqg9H9JN78zwbF28Xccv2RH8jS+vfVuilhsdkdOGxtVmRfakxStNkdeGlLaHN4nlqcq1ovlxppAcwnjx7uPbb+JgGHc96cudDu8/2Wtg7kjEgOef/uCiYMxu++/wXcfMNQRfanJJNJguPS1ZAyGTi5Oji6CsoDKbMTDCUvwuGsIumLEMHV71aDze7AT0uqcOt3/ood+0+qcgyTBDwVxpLncq9I3Qnl002YW65PGRZzWPnYuVnqpJ4FQ4lKMrJwJ7B7Ek77flJ8EN9ZX6nKtcuscDm5UFcUJv0Jdu5ZoHGAfI9Z+cperN9cg7crGnCx1Xf1o2tOJ8YMV2ZOxYXWzknd4Ra6UJrJJOH2qcOxY39jSNvzYTg4uiqkKZfZUSJ9QulcRyUWM/FGCOCJFysxc2I65hYEvqyvEsoqrFi7sUq11Li0/n1x27SMoJYr7k6tlT3d8WlenxrCGB6eOTFdwZaERtkeX+VnnofbvopqO3bX7MTyRXmKXm+VvB5JErAijA4B0pdg5p4FGge8tvUoXtpyOOjf3dkLl1FaboUkhf+blSeQhmNQcjzONPvu3fdnYnYKrr8uBSebLmFoagImj0nD4y+G1i4+DAdPV0E50FlmR4mg/KHCcYpdhG12Byr9TGoI14mzbSjeVoeSHfVYXpSr+g/ZZndg47Y6lKqQu+nubMtlZFjMYfWQr9tYBbWrTvFpXp/CCRr3HT2LKSpWEgqEkil5atQ9VqJ9zn+XTFNyqezWy8r8raOH9cd//eeNDMijSKDXhEAre/z6fw/h9Z2fhNweITof/EwSVL9P+RNuQA4AVfXnsNztIfY7L1aG9MDBh+HQ6C4on1uQiZLtdWH/uDeU1uIfB09i8pi0sHuft5RbEalzzekUWFNchepj51A0K1uRH7S8BPDJc20YmpKIa9eceH3XJxGbOB7ODfv5Nw+pfqFjnVT9Cido1MPox9yCTJTsqFdklEeNFQKVap+cArZ0/nhF2qXUw8yIIf0YFEQZf7+NkUPMuPmGIQGNzoYbkMuEAOZNz0TdiRZUH28Oe39KkoCg4hd55e2l88cHXAVp6fwcNJ5tdS0ylJuVipkTh2LvkbNY+cpeDE1JjHgWgFHpLijPsJhxw3UpqOq2glSwBIDahmbUNjSH3fusRdm8tz6worTcinGZyWE9WEQi9cOfUG/YNrvDb9mlcLFOqr6FEzTqYfRDriSjRIpYw2nl1zaQ26fENULJh6C5BZko3lYX9n708BsgZfm6JphMEn760BSv13Ob3YGS7XWoqjuHC61X0OxQrvxva/s1PP31SbjnmZ2K7VMJoZzV8rkcSBWk+dMzsWT26C6vlVVY8cT63V3+jSKVBWB0ugvKAcB2RtkyQ3K90lB7a1tUrNvtixCBP1jI6Sjyk2pedgpmTkzXPCCXhXLDVqMsGtA5rJY/fjCyhvULK9ed1Bdq0Kin0Y/C/ExUHzuHtz4I7/dcVXcONrtD8d9rYX4mcrNSsOqP+8Pq5dNjAKyX3wApx9s1wVcHi83uwPNvHlK1k+f4qc6H5pwRysyLC1RC3164dDn8xfTcyedyIKlCRbOyu/y3t4m44cZhsUJ3QbnN7kBTi/IL64QzvNpfpWWkg+ErrcXTZM2G046wgwAlhXLDVqMsmnzh5oIFxiEHjd9/aQ8aTvmv9KHH0Q+lqjeVbK/Hk0W5iuzLXYbFjCGpiSEH5Uo/BJVsD7+XfHByvK5+A6Qc+ZpQVmF1TUjs3sEip23uO3oWhxuaVU9BrTvRgoWrd+GG6waqfKSulA7I3c9lf6lCBRMsPc4xXxNxlU5zi0a6C8rV6h0FQh9ezUrvr3oaRaDe+sCKtz6wYsEt16F3LxPqG1t00zZvQr1hKzlJLmfEANw4dhB7xg0qw2LGzZ8bgoZT3oO1YHJJI02p3/JbHzRgwqiBqvQAh9pGpR+CbHYH/lrpeRXFYKxYnBd+Y0i35DUsPNEqbdPpFKiqCy/1VmmSBDw0Nwcvban1m0LX/Vz2mSokAd/+2vU9XvfXmaaHuT56prugXI3eUVmow6tKTtZSihKTUyIh1Bu2ze7AxTZl0oaWzs/pkfNGxhNOLqnWbhybpkiONKB8pRNZsNe5gustyErvr+hDUFmFVZFqS5mWJM0r75A2gq1jHu0entd5/5s5cShKtte7VjrOzepMcd139KzX0YZQUoX8PdzrMc1NT3QXlCu9qqe7iurTqDvRgqz0/kFNnFRyMlQ0e/6b0zA0NdHnkGIglO7lGNjP2KtCUqdQbhB6sffIWcX25XQKlGyvw5NFeYrtEwj8OqdWCpgrmFLgtP/50qnh74QMRU5Xef+jU7xP/1tWej9Xh1SGxewx9c3fw2sgqULu/HWecJ6Hb7oLyucWZGLj9jpVyvXVnbiIuhMXUVFtD3omsPsPs76xBeWH9J0yEmk5mcmukzucfDE1ejk4uSR6BHuD0AulRwDf+sCKCaNSFL/Befp+J49J89mbppRgFoXxZen8HN3/HkhZeqgypkcF1w9WZD++UoU8fdaonSd6oLugPMNixkNzx2FDqbpLzYYyE1j+YXaW6tsZsTrfRvDj/5ikyH6UujG74+SS6BLMDUIv1BgBVOth09P3G4lUkIrq02HvY2J2KlPVYgzTVTzTslfaqJ0nemDSugGe3DtnDB6el6P6ceRgLVhbyq0MyN0kJ8UpdrKpNaeAk0tIS3MLMmEySYruM9Trlx69tvVj1DeGX4d9+SLlK9OQvqnRkWN0euiVlh/uV90/GUvnj2dAHiDd9ZTL7p3TOTFB7dqioQRrak5GNaIv5g1VbF9qzSng5BLSklrzUk42XeqxYq/RVs7bU2vHhtLasPezdB7TVmJRrN6PJ4xKxtCUpIimmJH6dBuUA503sl8+Mg02uyPshS28CSVYU3MyqtFIUs/FA8IxYnCSYvuScXIJ6YH7kO6OfY1obAo/mNh7+Ax27j/RZXKkkVbOK6uwYk1xlSL7mjFRuc4BMo5YvB+bTBKevndSl8BbTjEz+kN6rNNl+kp38sIWSpOk0FZ8U2Mo2ogkCXhqUZ5iJ/xrW4/iJ8UHFdmXTA/DeEQyeUg3Z2SyIvtrbr3So1qJvNDYnlp9T0a32R1Yu7FKsf2VbK9XbF9kHLF2P/Z1TyursGLh6l0o3laHHfsaUbytDgtX74qaNLdYoOuecnd6ehr2Nbv4obnj0Hi2VVeraSotvk8v3DVjVMhDZJ6e5HcdOKn45N4Jo5J79CYQ6UEkrmePv1iJFYvydNdjLp//7+y2KTo3R66/TLFFvh8rNeKiZ/Onj0DRrCyP9zQubx8dDBOUq7GAjxAIuSqHv9nF9uZ23a+0Gap1D94UcjUGT6Wr1CqByYCc9CoSC5IJob9yoCxdR2rIzUrBlyalY8f+Rq2boopA1gYIZHn7wvxMprbonGGCcjUnSoXTJm8BfWK8Yb7aoMzIGxJyQO7tSV6NgLxggoUXG9KtSC1IpqdyoGqXrsvNSlFlv6Rv0fqglz2sH/olxuFKhxP9k/qg4bQDNrvD633N34TXfUfOYuP2rh0Bgcw/YY56ZBkqcpR7p0u21+OtDxoU2efHJy5g/eYaxX9oekq3UcrCL12Hx75yfcjbR7J0VWJ8XESOQxQq99G2N3Z+gitXnaocRy/lQNU8/5WecE7GEM01yutOdC0RWlFtR/G2OuSMSMbkMWmumEUOmus+bfG5v5qG5h6vyfNPLMnxHjvbPD3wGGkiuREZKigHOnuYJowaqFhQ3nDKgYZTdYr/0CIxPB0J40ckY/LYNEVKLEWydBVLIJIRyKNtFxxXUFquzjwUvZwLap7/Sk44J+OIxRrltQ3NqG1oRsmOetw2dTje2f2p3+9AknyPSHuaf8IcdW0YovqKO/mHojT5h2azOxTZnzw83X1WuMkkIX+C+qvjhaK3CUgb0BcTR6diyexsvPGjW/C7739BscL/kRo9YAlEMppFt2ZDUqGAhJ7OhaS+6vQBzZ8+wmeuLUWvWK1RDnTGLG9X2PwG5CaThHGZyT4/I88/cY9/AslRJ+UZrqdczSdjpfMvvU0GfblM2SojSpky3oJfLJ2m2v4jMXrAEohkRBkWM1YsylO8gsSQgfE42dSm2fngno/68acXVDlG0awsVfZL+heNaaJKGTnEjJtvGOKa3FnrIX3FXff4x98Dj17S4qKN4YJytZ+Mlf6heZoMqtcLSVZ6f1X3r+bktnDLNBJprTA/E+v/Uo3m1g7F9tnYdAnLXqjEHfkZuHf2aJRsr0NV3TkAnRMjF92ardr5EokJeBOzU3m+x7BoSRNVQ/awAa7YI9DvyT3+8Ren6CUtLtoYLn1F7YC2suY01m2sUiyNxROtFjuQAK9D5JEa5i7Mz8SmlTMxLE3Zf8c5Nw1TLM2GSAtlFVZFA3J3b1fYsOCZnXjrAysaTjvQcNqB0nIrFqzaqcowdCQm4EkSsHxRrmr7J/3zliYKGDC4UZh70Cx/T8Fs4ytO0VNaXLQx3O9W7YDWcemqqjcrwPeFRCZJnUG0UkwS8NTiPKxYlOcxz12tlA+b3YH1m2uw8pW9WL+5Bja7A7sONOLEWWVHPGZOTFd0f0SRpNZcGXeewmMhgLUqdEKoPQHPpPBqwmRcckdP97la6tQyUs/E7BTFYhv31crle/DuWju+NMn7fbJ7oO1rXhxTRNVjuPQV+YeydmOVKvWtZfLNSq0Zxt3zzZPiewGQ0Np+1ZV7DgDPv3koqEWIRg/rj/EjB+JMczsutF3GgKQ+yErv3yWtw9eiR0ryNHxdvK1O8eMAwL6jZ0Oun06kNS2rSHRfRC3cusQ2uwPvf3RKreZypV7yaHftGa2bEJbUAQnYtDIPZRVW1De2oPyQ7/u+SQL8XTI83YMlCYDo+pBukuAx0Pa3SCIpz3BBOdD5Q6k+dk71pezDWfEzEL4WH5L98pFpsNkdXYL3LeVWjyejySThv/7zRr8nTCDHDVek68dy0gkZmdZVJOTzJ9C6xJ4CdyD4ToRQMCCn7qKhNOLQ1IQu92ZvczLkMsW+yqgKAZRsr8MWD9VZPHVmCngeSQMiEy/QZwwZlAOAo/1qRI6jh2Cv+0kxYVRKj5NVb0NKkb5IctIJGZnWk79PNrViT609oLrEnoKFjdvqvN7UidSm9UOtErrnaPvrpV75yl6f+6uqOxfwPVguicja49ozbFAeqZvYyaZWrHxlr66WlzXCkFIkL5KcdEJGp3UVierjzVj2QqXX951OgVV/3I8HCsd5DNwj2Wo1Ry/JmLR+qFWLr15qv39zkOnpSpSEDjf1jQw40VMWqQom1cebsWNfI4q31WHh6l26KZgvn6yr7p+sy6ojkVwoSE8jBEShCGTyt9bkwF3rNIH6bsuPE2lV0UxJwcYW/v7mgea+QbchnMyAsgorFq7eheJtdbqMmYzCsEG5FjcxpVf9jGZyjqmahqUlYtPKmVzNj6KCXEViyexsFFxvwYRRychK76d1s3TnQttlrZtAOmOEh1p/Dn1yPqjPZ1jMeLBwrNf3D9Y3IdivI9Q0UG9zyBgzBc+wQTnw2U1s/vQRETum0ynw/Zf2uMr7kXZumZTOHnKKKvII2C+WTsNvv/sF/M8PZiK1f/A9XtFsQFIfrZtAOiTHA2kGPV8O1DUF3avsuOR9bp0QwNTxloAfVMJJA/U1h0xOi6HAGDooBzpvYv0S4yJ6zIZTDg7N+LHFy6xwpbjXYSWKZkNSOInZndorD5NxZVjMGJ0xQOtmhCzYXmV/c7eS4uNco2+zJg/DktnZeHhejsdAfVzGAGwpt4bU2eivHXoomGEUhp3o6U6rmddOp8Ca4ioc+uScqstVG43adYoB4OF5Ofy+KSY8UDjO5yTMWMJJ3QT4nlCYld5f9bKcagl2sqW/uVvdyyzKZk4cirIKK/YdOYtaazOEAGoamlHT0OyxBKoS7aDAREVQ7u8HkZ6WiEaFV5B0V1puRVmlrcsPOZZmIdvsDmzcVoeD9efguNSBphZ1cz6XzsvBktmjVT0GkV5MybFgUHI8zjS3a90UTXFSNwH+a+nPLchUbZG6SAimV9lX1SZfD7AZFjMK8zOxcXt9j7rl3UugqtkO6snw6SuA71nIJpOEEYPVv4i7T2iIlVnINrsD31lfiXue2YnScisaTjtUDcjT0xLwxo9uwZI5DMgptsy5abjWTdDUyCFmTuqmgCYUZljMhk5xCqZX2dsE10AeYJXMAw+nHdRVVPSUyz8IbwvqNJx2RGQ4y+kUnatoeVhx02ipLv56+ssqrFi3scrvMr9KGj+CCxtQbDJ671+4br5hCM99CiiQzLCYUd/YEuGWKSOUXuVQ1y1ROg/cCOunGEFUBOWA7x+Eze6I2MIc7x485TNQLS23orTcipwRyZg8Jk2XaS3ehgcfLBwHx6UO1De2aJKzx7w0ilUZFjMenpeDDaW1Wjcl4jj8TTJ/gWT9iYvYuL0+Qq1RVji9yr4WGfJGjTzwUNpBXUVNUA54/0HIPelrN1b1yJ9SWrPjSkCfq21oRm1DM0q212H5ojzNbjruPeLm+N5wXOrAjv0ne3zO6RSaBgS8MVOsu3fOaFRWn0ZV/TmtmxIxJgkc/iYXf4HkhdbLmi9uFazBAxMw+6ZhQfUqKzFnjXng+hRVQbkvhfmZsCTH666KgVMAazdWdZlUsafWjt+WHcaZC+0YNCAeDxSOw5Qci+LH9tQjrkfMSyPqtGJxHu55ZqfWzVBMLxNwzen9/bkFmcwjJxd/gWR/A9awvy69X1C9y/4mugbKX9ov77faiIqJnoGakmPBU4vzIOls0S8hgJJ/D7k99ds9WPZCJaqPN8N+vt21tPVPig8oekxvE2b0QgIwfkQylszO5gQvon+T01iixeeuS/H5fmv7tQi1hIzA14TChwrHoaU1sJFqPdldYw+4NrjSK2e6ryIs1zHn/VZbMdNTLtNrj/neI2dw/0/fxWHrBY/vv11hw62Th7l6zN2Hr5L69oYkAY72qx6HsjwNdfmaMKO1ggkWfPtr1/NJnciDe+eMBiCwofSw1k0Jy8y8oRg2KAlVdd7TcTiPhLrzNH8sKb43Xio7rNt7mi9OgYBrkwcy0TXYnG7mgetLzAXlwGc95muKq7RuisuJAOqo//btwxiamoi1Gw+iqq7J6+dKttfhhutScN5xBY5LHTjXchnup3HxtjrE9+mlQKvDJwHIzU5B2oAEztYmCtC9c8bgYP05wy6S0j8xDj954Cafk/CZ10reuAeSNrsDC1fvMmRALgu00glXzox+MZW+4q4wPxNv/OgWZA5O0ropATtivYAFq3b6DMiBzifvqvpzrrrhni5V7Vf0MSwsAHz0yXk8UDgWS+ePZ0BOFCAj12KeOTEdAOsbU/j0POobqEBHhLhyZvSLyZ5yWYbFjJ8/PNUwT9lXr+m/jaEIddiNKJb5mvQGAJaB8bCf198qoJIEFM3Kcv036xtTOPz1HuudrxGh7qmnN45N48hSlIvpoByIbLlE8o7DbkTBCWTRNL0tOCRJwFOL8noE3MxrpVD56z3WM18jQt6qrNw2dTje2f0pK6ZEqZgPyoHPemqef/OQYXM0jY7DbkTB08uiaf70S4zDLRPTUTQri4EDKcrfiJHeSBKQP34wsob18zoi5KvKyju7P8Wzj0zFvqNnObIUhRiU/1uGxYxfPjINNrujyw1u8pg014+/vPo02tqvat1Uw5IAj/ntHHYjCp2/RdO0Kn06fkQyJo9NY8BAqtL6dx4sIYCsYb5rk/ursrLv6FmOLEUpBuXdeLrByWUIH/j5e6g+3qxBq4zPZJLwYOFYvFx2hMNuRBEi96SXbK/DWx9YVT9efJ9emH69BQ/OzeE5TRHjacTIvUMtKb4XSj+weuwU0oK/dE1WWYldDMqD8EDhON3VNzcCOfC+Iz8TMyemc0IXUQRlWMx4sigPE0alqD535spVJwNy0oTcoSZPjtxSYcXQlEQ8UDgWGRYz7M3tuklP9ZeuySorsYtBeRCm5FhwR34G3q6wad0UQxg5xIybbxjSJfDmhC4ibYQ6d6ZgwmAMSo7HwfrOUqy9e5lQd6LF42dZSYm05HFy5PY6TM2xoP6k599spAWSrukrT57pntGNQXmQfrB4IvKyUvCT4oNaN0XXTCYJP31oCnvMiHTE09yZk02tPtPyuue/rnxlr9egHODQOmnD6+RIAVTU6KOHHEBA6Zr+Kivxvhq9GJSH4I78ERCQDDOxJNJ44SDSt0BXRPTUK8ehddIjvS8iJEnAc49Oc81R84f1+2MTg/IQeTphkuJ7Y0PpYa2bpokJo5IxNCWJFw4igwm2V45D66RHel5EyCQBKxblBRyQy5juGXsYlIfB0wkzLjMZj79YGXMLEQ1NScKq+ydr3QwiCkEwvXIcWic9CnYRocEDE9Crl4TGs+oG88PSEvHso9N4XlBAGJQrbEqOBSsW5flNbZEkIC8rFQfqmiLYOvVwyJrI2ILplePQOulNsIsIzb5pGISAqqvemiQwIKegMChXgb+aqe43sO+8WBmRSShJ8b0xcqgZ/RPjUFF9JqhtJQDjRgxAbcMFj+9zyJoo9nBonfQkmEWE3O9ZagXlHDmiUDAoV4mvRYjcLbvrelSu2uk13eVLk9LReLYVtVbPAXGg8icMxqr7J2PlK3t9fm7kEDPSU5Nwoe0yBiT1QVZ6f9cDhKdyU7zwEBGRHnTvEGtt70Bljb3L/bX7PStnRDJqG5oVOT7nVlG4GJRrLMNi9pjuIl84BIB1JeGXX5TTS/zl3d18wxCvvV8csiYiIj3r3iHmXv7T/Z4lLzLU1n5VsWPf/LkhuHfOGMX2R7GHQbkOeAt2AXgtVRYM96G6cCsncMiaiIiMwtM9y9OorxJeLjuCmRPT2VFFIWNQrhOeLhzrN9f4vGiMHtYf40cmo7X9mqsk48tlR3yml7ByAhERxSpviwz5I0md1dV8pbpwRVsKF4NyHfNXd3XEkH54siivy2szJ6b7TS9hGgoREcWiUBcZumNaBv66+1O/n+OKthQOBuU6FsrKeYGmlzANhYiIYk0oiwx9adJQ/HX3pwEF8ywPTOEwad0A8m5uQSZMJsnjeyxDSEREFJxgFxkymSSYE+ICCsh5X6ZwMSjXMTn/u3tgzvxvIiKi4Pnq7OpOvtc6AqjQwvsyKYHpKzrH/G8iIiJl+Cp28NDccXBc6uhxr2047fC5zwmjkvH0vZN4X6awMSg3AOZ/ExERKUPu7CrZXo+quiZAAnKvS8GMvKEeA2t/pYQZkJNSmL5CREREMeVg/TlsqbCi4bQDDaccKC23YuHqXSirsPb4LFNJKVLYU05EREQxw1utcqdTYF3JQeRmpbCUMGmCQTkRERHFDF+1yn0tAMRUUlIb01eIiIgoZvirVc4FgEgrDMqJiIgoZoSyMB9RJDAoJyIiopjBhflIrxiUExERUcxgNRXSK070JCIiopjCaiqkRwzKiYiIKOawmgrpDdNXiIiIiIg0xqCciIiIiEhjkhDCcwV9P/r164eOjg5kZWUp3SYiw6mvr0dcXBwuXryodVMiitcBok6xeg0AeB0gkoV7HQi5pzwpKQlxcXGhbk4UVeLi4pCUlKR1MyKO1wGiTrF6DQB4HSCShXsdCLmnnIiIiIiIlMGcciIiIiIijTEoJyIiIiLSGINyIiIiIiKNMSgnIiIiItIYg3IiIiIiIo0xKCciIiIi0hiDciIiIiIijTEoJyIiIiLSGINyIiIiIiKNMSgnIiIiItIYg3IiIiIiIo0xKCciIiIi0hiDciIiIiIijTEoJyIiIiLSGINyIiIiIiKNMSgnIiIiItIYg3IiIiIiIo0xKCciIiIi0hiDciIiIiIijTEoJyIiIiLSGINyIiIiIiKNMSgnIiIiItIYg3IiIiIiIo0xKCciIiIi0hiDciIiIiIijTEoJyIiIiLSGINyIiIiIiKNMSgnIiIiItIYg3IiIiIiIo0xKCciIiIi0hiDciIiIiIijTEoJyIiIiLSGINyAzt+/DgkScKMGTO0bgoReRHKeTpjxgxIkoTjx4+Hdex//OMfkCQJ9913X1j7IaLwSJIESZIwcOBANDc3e/zMj3/8Y0iShHXr1kW2caQbDMqJiIiIIqC5uRnPPfec1s0gnWJQbmDDhg1DbW0tXnvtNa2bQkRERD6YTCb06dMHzz//PM6fP691c0iHGJQbWFxcHMaNG4fMzEytm0JEREQ+xMXF4T//8z/R0tKCZ599VuvmkA4xKFfR22+/jfvvvx85OTno378/kpKSkJubizVr1uDy5ctdPvuHP/wBkiThxz/+MaxWK4qKijBo0CAkJCTgxhtvxJYtW3rs31eu6tatWzFnzhwMHz4cffv2RXp6Oj7/+c/jmWee6fHZq1ev4r//+78xefJkmM1mmM1mTJkyBb/5zW9w7do1xb4PoljX0tKCb3/728jIyEB8fDxycnLw3HPPwel0BryPmpoaLFq0CEOHDkWfPn0wbNgw3HvvvThy5IjP7U6ePIn77rsPgwcPRkJCAiZNmuR1lM1ms+HRRx/F2LFjkZiYiJSUFEyYMAEPPfSQ3+MQkXdPPfUU+vbti1/96lc4d+5cwNu1tbVh9erVuP7665GQkIABAwbgC1/4Al5//XWPnx85ciQkSQIA/O53v8MNN9yAhIQEDBkyBA899JDXvPYrV67gV7/6FW666Sb069cPSUlJmDJlCn7/+99DCBH030tBEqSawYMHC7PZLKZOnSruuusuMWfOHDFw4EABQNxyyy3i6tWrrs+++uqrAoD4+te/LiwWi8jMzBR33nmnyM/PFwCEyWQSW7du7bL/Y8eOCQDii1/8YpfXf/Ob3wgAom/fvmLWrFli4cKFYtasWWLYsGGi+z/51atXxe233y4AiP79+4v58+eL+fPni379+gkA4stf/rK4du2aat8RUbSTz9Np06aJyZMni+TkZPGVr3xFFBYWioSEBAFA3HfffV22+eIXvygAiGPHjnV5ffv27a5tJk2aJBYsWCDy8vIEAGE2m8V7773X5fO7du0SAMTcuXNFZmamGDx4sLj77rvFrbfeKnr37i0AiB//+MddtrHZbCItLU0AEDfccIO4++67xbx580Rubq6QJEm8+uqranxNRFFNvicLIcQ3v/lNAUA89dRTXT7zox/9SAAQa9eu7fJ6S0uLmDx5sgAgBg0aJL72ta+J2267TfTt21cAEN/+9rd7HG/EiBECgPje974n+vTpI6ZPny7uvPNOYbFYBABx8803C6fT2WUbh8Mhbr75ZgFApKWlif/3//6fuP32211xy0MPPaTsl0I9MChX0V/+8hfhcDi6vNbS0iIKCwsFAPHHP/7R9boclAMQjz32mOjo6HC99/zzz7tOInfegvIRI0aI/v3797ihO51OsXPnzi6v/eIXvxAAxOc+9zlx+vRp1+uNjY1i7NixAoB48cUXQ/nziUh8dp7KQe6ZM2dc79XV1Yn09HQBQLz11luu1z0F5Q6HQwwePFgAEL/5zW+6HOPZZ58VAMTw4cNFe3u763U5KAcgbr311i7Xoz179giz2SxMJpM4cOCA63U5MPjlL3/Z4285fvy4qKurC+frIIpJ7kH5iRMnRHx8vOjXr584e/as6zPegnI5iJ81a5a4ePGi6/Xa2lpXkP3222932UYOyocOHdrl/D5z5ozIzs4WAMSOHTu6bLN06VIBQCxZsqTLcex2u5g6daoAIMrKysL+Lsg7BuUa+PjjjwUA8ZWvfMX1mhyUX3fddeLKlStdPt/R0SEGDhwo4uLixOXLl12vewvKExISRG5ubkBtyczM9HhyCiFEaWmpACDGjh0b+B9HRF24B+V///vfe7wvj2zNnj3b9ZqnoPyVV17x+HAuk3vSNm3a5HpNDsolSRKHDx/usc2TTz4pAIgHH3zQ9Zp8Y3a/kRNReNyDciGE+Na3viUAiOXLl7te8xSUOxwOkZCQIEwmkzh69GiP/f76178WAMScOXO6vC4H5b/73e96bPPLX/5SABA/+tGPXK+dPn1axMXFiVGjRnV5sJdVVVW5Rt1IPcwpV9nHH3+MX/3qV3jsscdw//3347777sPq1atd73U3Y8YMxMXFdXmtd+/euO6669DR0YGmpia/x5w8eTIOHjyI5cuXo76+3uvnrFYrrFYrhgwZgltuuaXH+4WFhUhOTsaRI0dw5swZv8clIu9SUlJw66239ni9qKgIAFBeXu4zZ/P9998HACxatMjj+4sXL+7yOXcTJ07E2LFje7y+cOFCAMA///lP12uTJ08GADz66KPYtWsXrl696rVNRBSa5cuXIz4+Hi+88ALOnj3r9XP79u3DpUuXMGXKFIwePbrH+0uWLAEAfPDBBx6vH7Nnz+7x2pgxYwB0zjORvfvuu+jo6MD/+3//D3379u2xTW5uLvr164cPP/zQ/x9HIWNQrhIhBL7zne9g7NixWLZsGV544QW8+uqr+OMf/+iaXHXx4sUe2w0fPtzj/sxmMwD0mCDqyYsvvohRo0bhpz/9KbKzszFs2DAsWLAAb775ZpcJZY2NjQA6J4R4IkkSRowY0eWzRBQa+Vzqrn///khOTobD4UBLS4vX7f2dr/Lrns5Vb8f2tM19992Hu+++G+Xl5bjlllswYMAAfPGLX8S6detgt9u9to+IAjd06FA8/PDDcDgc+PnPf+71c/7O++TkZAwYMMDr9cNTTOEpnpAXKvvNb37jWuio+/8uXrzo8wGCwtdb6wZEqzfeeAPPPvsshg8fjueffx75+fkYNGgQ4uLicOXKFfTt29fjU608WzocN9xwA2pqavC3v/0Nf/3rX/Huu+/ijTfewBtvvIHPf/7z2LFjB/r06RPUMZVoFxF55quHvDt/52K452qvXr3wxhtvYPny5Xjrrbewa9cuVFZW4r333sPatWuxdetWTJs2LaxjEBHw5JNP4qWXXsKLL76I7373uz4/G+p9OtDrgVxpbeLEibjhhhsC2oaUx6BcJX/5y18AdD51FhYWdnnvk08+Uf348fHxuPPOO3HnnXcC6CyjtnDhQvzzn//E73//eyxduhTp6ekAgGPHjnndj9VqBdD5VE9EoZPPpe5aWlpw4cIFJCUloX///l6393e+NjQ0APB8rsrveXtd3re7iRMnYuLEifjxj3+MlpYWPPPMM3j22Wfx7W9/G7t37/baTiIKzJAhQ7B06VI8++yz+NnPfoakpKQen/F33l+4cMF1/ejXr1/IbZF71GfMmMEa6hpi+opK5NW6MjIyerz3pz/9KdLNwfjx4/Hoo48CAP71r38BADIzM5GZmYlTp05h586dPbZ5++23cf78eYwdOxaDBg2KaHuJok1TUxO2b9/e4/VNmzYBAAoKCnz2at18880AgI0bN3p8X35d/py7qqoqHD161Ouxp0+f7rPt/fv3x5o1ayBJkuv6QUThe/LJJ5GYmIj169fj9OnTPd6fPHkyEhISsGfPHo/z0IqLiwEAn//858MaJZs5cyZ69eqFsrIyrk+iIQblKpEnUrz88stdhqbff/99n/lj4Wpra8Ovf/3rHgsDOJ1O/P3vfweALiuAPvbYYwCAxx9/vMtkzlOnTuF73/tel88QUXi+973vdZmsfezYMdfE70ceecTntnfffTcGDx6M999/Hy+//HKX937961/jww8/xPDhw/HlL3+5x7ZOpxPf+ta30NbW5npt3759ePHFF2EymfDQQw+5Xv+f//kfHDp0qMc+/va3v0EIwRWEiRRksVjwyCOPoK2tDX/84x97vJ+UlIT7778fTqcTjz76KFpbW13vHT16FP/1X/8FIPz79LBhw3Dffffh448/xpIlSzzmjpeXl+Ovf/1rWMchPzSs/BLVjhw5IpKSkgQAMX78eLFgwQJx8803C0mSxHe/+10BQIwYMcL1ebkkonuJIneeSqR5Kol4/vx5AUD06dNHTJs2TSxYsEB85StfcZU+vO6668S5c+dcn7969aq47bbbBAAxYMAA8eUvf1nceeedrsWD7rzzTi4eRBQG98WDJk2aJAYOHCi++tWvirlz54rExEQBQCxevLjLNoEsHjR58mSxcOFCMXHiRAFAJCUleV08qLCwUGRmZoohQ4aIu+++W8yZM0fExcUJAOKHP/xhl23mz58vAIisrCxx5513ioULF4r8/HwhSZLo1auX+N///V9VvieiaIZuJRHd2e12V7wAP4sHWSwWcdddd4nbb79dxMfHCwDiW9/6Vo99yiURPZGvC1//+te7vN7a2ipmzpwpAIh+/fqJm2++Wdxzzz3ii1/8omvxQU8LFZFy2FOukjFjxuDDDz/E3LlzcfbsWZSWlsLhcOCll15StafcbDbjxRdfRGFhIc6cOYPS0lLs3LkTAwcOxOrVq7Fv3z4MHDjQ9flevXqhtLQUv/rVr3Dddddh69at+Pvf/46xY8fixRdfxJtvvgmTiT8TonD17dsXO3fuxMKFC1FRUYGtW7ciIyMDv/jFL/CHP/whoH186UtfwocffoiFCxfi008/xZtvvolTp05h8eLF2Ldvn8fUFQBITU1FRUUFZs2ahV27duEf//gHxo8fj1dffdXVUy974okn8Oijj6Jfv354//338Ze//AV2ux0LFy7Ehx9+iK985SvhfhVE5GbQoEGu9FJP+vXrh3fffRfPPPMM0tLSUFpaivfffx833ngjSkpK8Ktf/UqRdiQmJuLvf/87fve732HSpEk4dOgQ/vKXv6C+vh5ZWVn42c9+5ndCKoVHEiKIaf9ERERERKQ4doESEREREWmMQTkRERERkcYYlBMRERERaYxBORERERGRxhiUExERERFpjEE5EREREZHGeoe64ZAhQ9Da2srV3YgAWK1WJCUl4dSpU1o3JaJ4HSDqFKvXAIDXASJZuNeBkIPy1tZWdHR0hLp52OzNl9B66WpI2yYlxMGSHK9wiyiWdXR0dFn+OFZofR0g0otYvQYAvA4QycK9DoQclMtPxNXV1SEfPBzrN9egeFtdSNuOGGLGzZ8bgrkFmciwmBVuGcWiCRMmaN0ETWh9HSDSi1i9BgC8DhDJwr0OGDanfG5BJkwmyeN7JgmQPL8FAGg45UDxtjosXL0LZRVWlVpIRERERBQYwwblGRYzlhfl9gjMTSYJKxblYcWiPK9Bu8zpFFhXchA2u0PNphIRERER+RRy+ooeFOZnIjcrBWUVVpxsuoShqQkozP8sJUV+772Dp9Bw2nPg7XQKlFVYsXT++Eg2nYiIiIjIxdBBOdDZY+4toJbfqzvR4jUoB4D6ExfVah4RERERkV+GTV8JRkvrFZ/vn2m+FKGWEBERERH1FBNBef+kPj7f//hEC77xs/ewfnMN88uJiIiIKOJiIijPSu/v9zO1Dc2syEJEREREmoiJoNycEBfwZ1mRhYiIiIgiLeqDcpvdgZfLDge1jdMpULK9XqUWERERERF1FfVB+ZZyK5xOEfR2b33QwDQWIiIiIooIw5dE9OfkubaQt11TXIVdBxqRld4fcws+q39ORERERKSkqA/Kh6YkhrV9RbUdFdV2lOyox4OF4+C41IGT59owNCWRgToRERERKSKqgnKb3YEt5dYuQfPcgkyUbK9DCBksXTidAhtKa7u8VrKjHsuLclGYnxnezomIiIgopkVNUF5WYcW6koNd8sfloHlqjgUVNXbFjylXasnNSmGPORERERGFTNOJnja7A+s312DlK3vDWrjHZnf0CMiBz4JmSEq01jOnU3BCKBERERGFRbOecl8928Gmg/iqsOJ0CrS0Xgmrrf6cbLqk6v6JiIiIKLpp0lPur2c72B5zfxVWLnc4g25jMJLioyYLiIiIiIg0oElQ7q9nO9h0EH8VVupOtAS1v+CFOYuUiIiIiGKaJkG5v57tYNNB5hZkwmTynDguqZhPLjvTfFn9gxARERFR1NIkKPfXsz00NSGo/WVYzFhelNsjMDeZJIzLTA62eUErrz6N76yvDHvCKhERERHFJk2SoecWZKJkR73HFBaTSQqp7ndhfiZys1JQVmHFyaZLGJqagML8TGwpt6K2oVmBVvtWUf1ZyUXWLyciIiKiYGgSlMs9290ne5pMElYU5YZc8zvDYsbS+eO7vObrAUAtrF9ORERERMHQrGyIt55tpYNYbw8AapMnrHZ/SCAiIiIi6k7TWn6eerbVID8ArPrjflQfb1b9eDLWLyciIiKiQMRMge0MixlPf30SFq7aiUh1mAc7YZWIiIiCZ7M7sKXcivrGFrS0XkH/pD7ISu+PuQXhjcDL+z15rg3m+N4QAmi9fBVDUxJd+3b/jPvr/tp249g07D1y1rVd9/8Ot+2B/E3ycQCgZHsdqurOAQBys1Kw6NbskI7v7/sItc3u7cse1g9J8XE9/i2MThJChBSiTpgwAQBQXV2taIPUVFZhxdqNVQjtLw7evILMkH/UZCxGPB+UEKt/N1F3sXwuaP23v7b1KF7actjjvV2SgBWL8pCbleIKFJP69oYkAY72q14DbcDzyuPdZaX3Q33jxS6vmSRgao4FiQm90XbpKnbX2kPqDJQkYNp4CxLjeysWeHqLgyT0XHFF/u6CKVrh6TuTvw9ICPiByT2wb7t0FZU1dp8rwphMki4KbIR7LsRMUG6zO7Bw9a6I5pUD+vmhkLqMdj4oJVb/bqLuYvlc0PJvf23rx9hQWuv3c5KEgDrk3IN4LWIGX0wmCQ8WjoXj0lW/vdCeeucT+/bCjv0ngzqmBOD1H93iOoavXvBg46zOv2ccHJc6uowWvLHrky4V7QJlMknYtHKma/RCqZ7/YIR7LsRM+oqvVUTVxEosREREypKDrrc+CGwF8EC7H4UA1m6swryCTF0F5EBnPLGh9HCX14q31eHheTm4d85o12uB9PAHSgB4/s1D+OUj0zzu170EdLBxVuff0/WBqnhbXchtdToFHvjF+4jrZUJTS9dFHRtOO7Clwhp0z3+kabJ4kBb8rSKqJqdTYNUf93NRISIiojCVVVixcPWugAPyYAkBvLPnU1X2rYYNpbV45Nl/wmZ3YE+tHWs3Vin6QFFRbceeWrvHQF/ueLTZHZrGWbKW1o4eAblMfuDScywWM0G5v1VE1VZ9vBkLV+9CWYU6FxEiIqJoZ7M7IlLi+EqHU9X9K62q/hzueWYnlr1Qqcq8ud+WHfb6ncsloM3x+k++EAK6jsNiJiifW5AJk0ny+n7m4CTV2+D+RElERETB0SoVNdYdO+k7btm651Ns39cYodaER8/lqmMmKJcXEfIWmFtPt0akHfITJREREQWnvrFF6ybEpLbLV32+b29uR2u778/ohZ7LVet/rEFB8iJCJdvr8dYHDZq1Q89PaURE3XWvuBCpespE3bW0XtG6CVFp1FCz397waKHniZ4xFZQDnT3mIVaBVExre4emxyciCpSnigvdKyS4V2AgUlP/pD5aNyEqxUpAXjDBousOBN0H5WqsDHWw/pxCrQtNZY0dNrtD1z8MIoptwZScczoF1hRXofrYOcycmM5edFJNVnr/kGpYx7qJo1Nxse0K6k5c9P/hKCUB+PbXrte6GT7pOij3VxPTqOTZv0vnj9e6KUQUY/wt/rGl3Ip9R8/isLU56CoOb31g7RHER8M1m/RjbkEmSnbUc7JnECQAt03NwO5au66C8qz0/rh+VDIACf/81ymvpQyV8tTiPN13EOg2KPdW9kjukdl1oNHvMq3e5GWnoOG0tkM1zCsnokjz1dEBQJVSc06nwNqNVbAkx2NKjkXRfVPsybCY8WDh2B6L6JB3Ap3nduG0DK2b0kV9YwtuvXEYZk4ciurj51QNypPNfTAoOV61/StFt9VX/JU9qqi2o3hbXUi1v4tmZUPyXh0xIvQ8+5eIoo+vjo61G6uwTuEFR9wJASx7oRKvbT2qyv4ptjguGaPKh544nQKSJPksDa2FDaW1uOeZnar34Dc7rmDZC5X4SfEBVY8TLt0G5YGuDBVK7e8MixkPzc0JtWlhM5kkDuUSUUT56ugQAohENsCG0sN4bevH6h+IopoeVo40otb2qz5LQ8eCtyts2FOr3zkJug3Kg1mBM5Ta345L2lVAWVGUq/u8JiKKLnoJZDaU1nIBNQqLv/ggfwLTpDwZmpqAwvxMbFo5E0tmZ2P8iGTNswa08Nu39Zv6pNug3N8KnN3tO3I2qP1reYOSq68QEUVKMB0danvoF+9j/eYaXgcpJDeOTfP5/sjBZswr4Gh0d5PHdH5vGRYzCvMzcdh2IejJ3NHgbLO6E0rDodug3N8KnN3VNDTjpyVVAV/ktbxB7djfiAWrdnJlTyJSlc3uwPrNNVj5yl5cbNPPoivNrR2dc4J4HaQQ7PXTCbdp5ycYlqafh1C9eGL9btf55m/eXjRLS+6rdRO80m31FeCzFTjLKqyoP3ER5dWnfX7+rQ+sKC23YsWiPL8521qXVRICWLexCrlZKUxlISLFeaq0ojdOAazldZCCFMhI929YnaUHeQ5eblaKbtLZtPDAHeO0boJXuu0pl2VYzFg6fzx+8chUZKX38/t5IYA1xVW4d80un8n83nriTVLnik+ReMp2/rteORGRkrxVWtEjIYCS7fVaN4MMRE+pWEYjz8GL1e8wO72frkuz6rqnvLv4Pr0C/mzdiYtY9kIl7sjPwA8WT/T4Gfee+JNNl1yTIDIsZqx8ZS9OnFX/SXLn/kZccFxB6+WrXP2OiBRhtKHpvUfOaN0EMpC5BZko3landTMM62TTJTxQOBYl2+siUnVJT0YO7a91E3wyVFDefuVa0Nu8XWHDrZOHeX0yknviu4vUU+SJs204cfaz3nKufkdE4TLa0PSJs20oq7DyukcBybCY8fC8HGwordW6KR59aVI6Ll2+hgutl3HmQjvs59u1blIXQ1MTcLD+HGIsHgcAtLZrV3kvELpPX5HZ7A58cjK04vL/9T8HsPKVvUHN9g+2+otSQqm7TkTkzohD02s3Bj5Rn+jeOaORl5WidTN6KMzPwNTxFlTWnEb18WbdBeQAkGlJwrqSgzFZeWW3zqvfGSYo31JuDfkHdPbCZezY14jibXW455mdAS1e4co516CGp9MpsOqP+3X9wyEi/dKqUyEczC2nYF2+6tS6CV0suOU6zJo8DGuKq3SdFvLSlsOGSm9Tkt7n8hkmKFdyOHZDaS1+/b+H/H6uMD8Tm56+RZOFCKqPN2Ph6l26/vEQkT4FW1JWLw7WN2ndBDIIm92Bw9ZmrZvRxRu7PsGyFyq1boZfZy/ot053JJxsuqR1E7wyTFCu9HDs6zs/wWtbj/r9XIbFjF8+Mg0/WJyr6PEDwVQWIgqVvHLf/OkjtG4KkeLCGT1Xi97aQ54NTU3QugleGSYoV2M49qUthwMOeO/IH4Ep4wYpevxAyOWLiIiClWExo19inNbNCFiuDnOESZ+MNpmZ9EGSoOsJ5YYJytUYjpVzGOUV7/xNBH3+sXyMy4h8OR09D7UQkb4ZJXiRJKBoVrbWzSCDMMcbqngc6YTeRzMM9avuXlc8Kb433vqgIax9dt/eX0nCV5bPwLyntkY0J0vPQy1EpG9GqcTy8LwcrtFAASmr6Fy9mygUZRVWj6Ww9cBQQTnQs654w6mLqKo/p9j+nU7hd9nnr31xFDZEaAlfk86HWohIX2x2B7aUW3HyXBuGpiTixrFpKNlRr/tqC45L+q4fTPogr1ar9x5P0i89Zx8YJn3FmxFDlO9ZEQJ4/k3P1VlsdgdeLjui+DG9cQpg14GTETseERlXWYUVC1fvQvG2OlcZ2CfW78ZtU4frvhLLewdPcVI7+WW01WpJf/ScfWD4oNzRflWV/VZUey4wr8UFYUNpbUCVYogodsk9iN2vT06nwDu7P8Wzj0zFwCT9TvpsOO1gGVjyyyhzJEifJOg7+8DwQbma+ZKebg5aXRCCqRRDRLHHV4eB0ymw7+hZjBs5MMKtCg7LwJI/RpkjQfqUP8Gi67krhg/K1Vy5zlPekVYXBKHzVaiISFv+OgxONl1CVnrkq0cFi2VgyRcjrlZL+pEYr9/RQiAKgnK5VKKkwjnqKe9IywtCfWNLwOUbiSi2+OswGJqagLkF+h22dafniVikLaOuVkv6oOd8ciAKgnJAvQUnMi1JPV7T8oJQfsjeZQIX8y+JSOarw8BkklCYn4kMixl5BligR+83TtKW+2q1Iwabkdi3l9ZN8mlidiosyfFaNyPm6X3hICBKgnK1ltv9SfFBfOfFSuyptXfpoc7NSsGmlTOxZHY2RgzWLjeJ+ZdEJPPWYWAySVhRlOvKo1yxOE+D1gVOfoAg8uVg/TlsqbCi4bQDbZevad0cn66/biCyhuk/dSwWHFSwhLYaDFen3BM1J19W1NhRUWPv8pq8wNDS+ePR2NSGhtPaBcVy/qVeC+ETUeR0X2BtaGqCq4dclmEx4+F5OdhQWqthSz3r/gBB5Im3SkN6dfWqE2eamZKlNSGAdSUHfa5DozXDB+U2uwOnmiJbEUXuoc7NStHFTHDmXxKRrPsCa57cO2c0ABGxRdB8mTAqGUNTkjw+QBB5YrRa5Zt2foK+cVGRmGB4eu/INHRQXlZh1expWf6HvXFsGoq31UX8+O6Yf0lEwbp3zhjMnJiOl7fUYsd+ZRcoyxrWDwUTBmPymDTsOnASb33Q4PFzJpOEp++dxECcgmLEWuWXO5xaN4H+Tc8dmYZ9dNPD8NXJpkvYe+SsZscHmH9JRKHLsJgxNLXnhHZ3w9ISMWKw7890d+ykA4X5mZiSY8GTRbl4anGe31x3okAl9TV0f6Iu9I0z4UuT0jF4YOx16um5I9Owv2w9DF8NTU1AY4RTZ9zxpkZE4fLX65gzYiBW3T8ZZRVWrC2uQiBX3e5DxIHkuhMFSo0SyLHmcocTO/Y3Iiu9H06fj9xxTRIgAFWKcwR0fJ13ZBo2KNfD8FXdiRa0tF7R7PjPPjIVU3Ismh2fiIwvkPrmwGeB9dqNVaiq81/BoPsQcSC57kSBcLRf1boJUaO+8SIkIKCHbSU4hXYPVZIE3XdkGjZ9RQ8TLCuq7ag+3qzZ8XcdaNTs2EQUHQKpby7LsJix/vHP440f3YIJI5N97lfPQ8RkbExfUVbvXpGNkrXqJZcA3KDzdRoMG5T7upFIUucQSbTTOp+diIwv0Prm3bd5+uuTAg7miZTE9BVldVwzTiWbcDgFdL/gomEfN+UbSffJnvKNRABYt7EKkUw7nzAqGY62qxGrW35Bw9QZIooeoeR8+7sG63mImIwtltNXsof1R92JFq2bYVj7dN6ZadigHPB/Izn0yTmUlkfuqWhoShIeuHcsFq7eFZFJqJc7rsFmd/DmR0RhCyXnmxM4SQtap68O7NcH5y9GvlOsYIIFMyamY01xVcSPHS1qGpp1HTcZOigHfN9IWi9H9ml6aGqCq/do7cYq1fOmOq4KLFy9C8uLcjlUTESa4AROirS5BZmarg+iRUAuAbh75nV4Yv3uiB872uh58SDD5pQHIpJP0+45lIX5mXj96VuQkzlA9eM6nQJrN1ZhT61d9WMRERFpLcNiRlZ6P62bETGSBDy1OA97j5zVvBR0NODiQRrxNRlUSZ5yKDMsZvz+yS9iRt5Q1Y8vBLDshcqAJjDY7A6s31yDla/sxfrNNbDZI5P/TkREpJT4Pr20bkLEPLUoFw2nHXjz3WNaN8UQ0tMCK/OqR1EdlMupJGpKNvfBppUzcYeX9JGl83Mi9gNYV3LQZ5BdVmHFwtW7ULytDjv2NaJ4Wx0Wrt6l+9nIRERE7tqvXNO6CRHzk+KDKN5WF1N/MwDkZCYHvc386SPw3KPTDFsZyvA55f4U5mei+tg5vPWBOoFns+MKfvNWDdY8MKXHe2UV1h6VCdTUfRU9dza7w2NbnE6BNcVV+NOuT2BO6I2Oq070T+qDrPT+mFvACVtE1Hn92FJuxclzbRiakujx2hDIZ4iUYLM7UN94UetmkMr6hjAaMjQ1ERkWM26bOhxvV9h6vH/71OG6vi5FfVAOAEWzslFablVt4uU/qk7hO+srsOxrn3P9Y3sLgtXmLVdqS7nVZ1u6l1iqqLajZEc9J5ESxThPnQvdrw2BfIZIKRs1nORJkZEzIhlVdU1Bb/dy2WGMyxyAd3Z/6vH9v+7+FEtmj9ZtYB7V6SuyDIsZD80dp+oxKqrPYMGqna5UEH9BsFpa2zs8vn7yXFvQ+3I6hd+UGCKKXv5G2Nb9e5K5t8/w+kFqOFh/TusmkIokCahtaA5pW6dT4OlX93mNv+SMAr2KiaAcAO6dMwYPz8tR9RhCdC5YZLM7QgqClVBRbfd4Ewy1Eo3ef8BEpB5/nQul5VY8/mKlYW+AZExXrzm1bgKpKNyshpZWz52TMj1XX4mJ9BXZvXNG42BdEypq1CsfKC/jquXiBt/fsBvZwwd0yeucW5CJkh31IfXe1zdy9TCiaOUrF7z6+Hm/2/u7gdafYO4vKSuhr/5Cl4Vfug69e5lci2idONOKnQdOat0s8kDP1Vf098tWUVmFVdWAXHbo2HksL8r1GgSbTBIGJ8fj5Dl1ntYaTrei4XQrgK55nZ6WxA5E+SE7yiqszA0lijIec8G312FqjgX25nZFHsgrqk/z+kGKGpQcr7ul5l/f+Qmm5VgACdix/zwaz2ozWk6+6b36Ssykr8i5kZFw4OMmHKw/h+VFuT3K8sg1zW8aNygibXHP6yzMz8SmlTMxzE8NT0+YG0oUXbzmiwugosau2AiZAFwLnHGNBFJCVnp/rZvQg/j3eVNRbWdArlOShB5ryuhNzATlkZ54ua7kIHKzUrBp5UwsmZ2NWZOHYcnsbFdN89bLVyPWFve8zgyLGTMnpoe1DyIyvkheE+UFzrhGAilhboF+ezpJ327IStG6CT7FTFAe6YmXTqfAqj/uBwAsnT8eq+6fjKXzx7ue0CKdc+4+sSHUlU71PDmCiIKj9VwRVmehUGVYzGEXbpg/fQSWzM6GOSGmsnhjmvj3nD89i5mgXIuJl9XHm732Bs0tyIQUfFwcMveJDfJKp8EG5nqeHEFEgbHZHfjO+kpUVKs/v8YfjsBRqO6dMxoLb7kupG0lAEWzsrB0/nhMiVAqKemD3jsXYyYoD7V3OFzeeoMyLGasWJQXkTZ4mtgg55cvmZ2NEYMDy6/KtCSp0TwiipCyCisWrtqpi4BcpvebJOlXW4hpoALAyabO0fNLMbZ0fazTe+dizATlofYOK8Fbb1BhfibyJ1hUPbY8sdTTxIYMixlL549H9vDAJs38pPggflJ8QOkmElEEuCZ2Rn5NM5+S4pk+QKH5579Oh7ztC5urUVZhRWUEKrKRPui98goQYyURC/MzkZuVgrIKK+pPXMRHnzTBcSkyEy7//uEJCIEuNYABYNCAeNWOGd+nF2bfOMzvxIam5vaA9/l2hQ3tl6/hwbnjdD2DmYi60mqVYX9KyxswYdRA3d8sSV/21NrR1HI55O0bTjqwdmNV2AvVkP7IqcHu/7a+Oij1JKaCcuCz3mEAWL+5BsXb6iJy3NPnL6F4W12XuuFlFVZV8ynbr1xDabkVZZU21zG7s9kdQS9ZvGN/I3bsb0R8n16Yfr0FD87N0f0PnSjWaT2x0xshgDXFVdh1oBFZ6f17dFwQdVdWYcWa4qqw9tFxjdF4NJKD7xv+3QErL+ZUmG+M60rMpK94okVZJTnHfE+tPWJDyU6nwLqNVR6rHGwptyLUJrRfuYYd+0/inmd2crIWkY6VVVh1lUfuSUW1naUSyS+bvbOHm6i7/olxePaRqbjj3x2QQgACwlCjITHXU+4uw2JGzohk1DY0R/S4TqfAb8sOR3Qo2SmA5988hF8+Mq3L60r1nq0trkJuVoohnkSJYonRghi544LXE/Jk47Y6QwVZFDktbR14/MVK3D4tA+/s/rTrSsVuWQp6FtM95QAweUyaJse12VsjfsyKanuP3vKW1iuK7FtA//U/iWLRlnKr4YIYlkokb4JNt6TYIkTn3LceKxUbZF2EmA/KtSqV2NLWEfFjAj0D5/5JfRTbN0ubEelPpBdOUwqvJ0SkJCM87Md8UK5lqURvTCYJC2+5TpXFhbrf6LLSAyuHGAi91/8kikVaLJymBF5PyJO8bH0vk076pveH/ZgPyoGuC+mk9u+raVvkmcOPffV6vP70LVgyOxuDByp3c+p+o1NypOBfn5zT/dAQUayZW5AJ/XQ5BMYI9YRJG0WzsrVuQswwRWGEqPeH/Sj8ykMjl0pc//j0iB97wqhkzJo8DEtmZ2PTypmumcNym269cZhix6o70YL1m2tcwbM8UqBEr3xV3Tnc88xOLPnJri7HICLtZFjMmDZe3UXKlGaEesKkjQyLGU8tzjPcg6YR9e4VXSGiER72o+sbV4BckSWSBiT1war7J2Pp/PEeb0RKlm70VHasMD8Trz99C9LTlBnmrm+8yNJmRDqSmGCcQlvD0hJdHRNEnhTmZ+L1Hyl3z4pFgayke6XDGYGWRIZRFg9iUO5BpCuy2Jt95zip8aDgaSbyjQr/3UaZ7UwU7YyUVx7Xm7cl8i/DYsYtE9O1boZh6T2NQ2nu9cv1jFc/D8wR7lW61H7N72fUeFCQZyKXVVixcPUulJYr36tthNnORNFOqypTocjNStW6CWQQRvpd603diYtaNyGi9h09q3UTAsKgvBub3YGXy45E9JgXAyiPqNbFp/7Exc6VRVVcyMh9trPN7sD6zTVY+cpe5p0TRYgeq0x5IklA0awsrZtBBpFhMePBwrFaN4MMQO9VV2TGSTSMkC3l1oiutAl01ix/6rcfYs0DN3n9TIbFjNumDsfbFTZFj32h9bLqf29tw3ms31wDc0IcXu62kqlRVtkiMrrC/EzkZqWgrMKKf1Sd1GQBM1nfOBOudDjhfuUxScCKRXm6z/kkfXFcuqp1E8gAjJKuw6C8G60W2vhH1UnsqbVjSo7nKgk2uwPv7P5U8eP2ieul+D67O3G2DcXb6jy+xyW1iSJHrui0dP54fOmJt3Hpsv/UOTXcPfM6FOZnoqzCipNNlzA0NQGF+Zm8BlDQjLo4FkVWx1VjLGvMoLwbLSdErXptP37z+OexpdyKk+faMDQlEXMLOm9UavXgH/i4SfF9BkvOO186f7zWTSGKGbdOHqbKPBJ/JAmuAJznPIXLSJOYSV0SAG9R0us765FsjsO9c8ZEsklBY055N1pOHDnXcgX3PLMTxdvqsGNfY5eygtHeG2CUfC+iaLHoVm0WYXl4Xg57xEkxnOxJslw/q71uKD2s+3lsDMq70duEKKdTYE1xFRpORfdMaaPkexFFC3kRlkhaeEsWlsweHdFjUnSSiwY8/+YhDEnh/SPWzZ8+AucvXvH7Ob1Xg2P6igfuE6LkfMeOqwKv76zXrE3RXL7ICKtsEUUj+VpXsr0OB+vPAQCuOYXik0AlqbOHnAE5KaGswqp61TAyFvv5NnRc9b/Ykd5H5RmUe+Ge72izO7Bw9S6NWxSdjLLKFlG0yrCY8WRRXpfXnvrtHvyj6pQi+58wKhlP3zuJ5zgpwmZ3MCAPkiQBIsq/roqaMwF9Tu+j8gzKA6BFmURf0tMS0HhW/ac9c0Jv1cpNJfbtha9+cRQrLhDp0JoHpmBPrR2/ffswPjlxEZeuhF6lZWhKEs9xUoze7sd6N3/6CBTNysLJpjYse6FS6+ZoSp5krmcMygOgt0mW40ek4LlHx3ZJr7nguKJ4JQU167+2Xb6GvUfOQgi4KswQkX5MybG4SrTa7A6UVVixc38jTpwN7nqo954pMha93Y/1rn9SHDIsZry85bDWTdGUJAFPGWAdBAblAdBbyaWhqQk9yonZ7A6UVdoU70GwJMfD3tyu6D5ltQ3NqG1oxsbtdVixKE/3T7BEsUq+3hTmZ+KeZ3YGvB3ni5DSwr0fp6cmorEpdgL7k02XUFZhxY79jVo3JWLSUxMBCXBc6kC/hDjcODYNRbOydR+QA6y+EhA9lVzydpNTq2pM9vD+iu7PEyGAtRurdF+qiCjWZVjMWHDLdQF9lvNFSA3h3o8bm9og6eN2HhFJ8b2wruSg1s2IqMamNjSebUNLawdOnG3D0FTjpNAxKA+AXsok+rvJFeZnYtPKmVgyO7vzSVEBWen98dTiPNUvYkIAJds9r/pJRPrRu5fv28bIIWYsmZ2NTStn4g72kpPCXPfjMO5J0T7pUSbHLLGeg7+htBavbT2qdTMCwvSVAHUvk9ja3oHdNXZE4reeNqAvbpuaEdCkSHmYubGpLewhOrlXPsNiRm5WCp5/8xAqqu1h7dMXuSQbEemXv5ze7GEDuFInqS62w8zArCjKxc4DsZO24stLWw5j5sR03feYMygPgqc87pLt9XjrgwZVj3vb1Iygb3LB5N3JveDuvQeeeuV31wZWcoiIope/awsndpKa5JKIsdLbHarnvzkN9uZ2VKrYkWYkQnTWt9d7hwGD8jB01vfNhf38JVTUqPPDD7WEz9yCTJTsqPc4bCVJwLyCEWhtv4qhqQmu/btXc+neKx+JMlRCCPy0pAqO9qsYmpLIqixEOuTr2sKJnaS2SJZE7BNnwpUO/wvS6E1Kvz4YmpqIJ9bv5oiCG70vHAQwKFfEsruuR+Wqnao8ud8xLcMVmNrsDmwpt+LkuTa/Qaucd9d9kQW5B9xTrqevJ8hIlKFqON2KhtOfrSTIqixE+uPv2sIHaVJTJEsiThgxEAc/OWe4nOxzF6/g5S21hmu32pLi9R/y6r+FBpBhMWPFojxVVhn7+94TmDV5GOzN7T32X7KjHsuLcr0Grd3z4D31gAdKi7KQQgBriqtgSY531UsmIu0peW0hCkYk70WZg5Nw27QMQ64g+t5HyqzIG130/2/IoFwh8k2qZHsd3vpAuUV8rnQ4va7C5XQKrCs5iNysFJ895krkUM0tyMTG7XWa5PE9/kIlVixmjzmRnih1bSEKhq/0KaWVfmCFvbkdU3MGoaX1CvrE9cKBj5tUP64SOq7qPwCNtI8/bdG6CX6xJKKCMixm9EvsE9FjOp0CZRXKruTpiZaVUQSAdSUHWceciCjGyelTkag1LgBUVNtRUW1H9fFmwwTk5FlNQ7Pu4wgG5QrTYgngcCcv2OwOrN9cg5Wv7MX6zTU9frR6mO0eqYcPIiLSt9ysFMTQ+j+kIL3HEUxfUZgWudfhlCArq7D6zVWP5Gx3X4wwc5qIiNS1pdwakTVCKHJ695Jw9Zr6/6h6jyPYU66wcJcADlaoJROBz3rAuwfccq663GOuRe+/J6x/TEREerknkXIiEZAD+o8jGJQrzLUEcAQD81DzvX31gLuni2jR+98d6x8TERGgj3uSP5bkeK2bQB7oPY5gUK6CwvxMbFo5ExNGJqt+LCGAdRurQpq84K+3QR7m8dX7bzJJeHheTtDHDtbtU4ez3BoREXXek3SeVG5vbte6CdTN0nk5uo8jGJSrJMNixpDUyDzNOwXw/JuHgt4u0OWyvfX+y4uF3DtnNL40KT3o4wejrMKGPbVcLpjC529iMxHpW4bFjKlcu4KCsHR+DpbMGa11M/ziRE8VtV26GrFjVVTbYbM7gnoKDGa5bH+LhTw4dxx2HmhUtULL4y9WcoVPCksgE5uJSP8SExi+UGAKJgzGktn6D8gB9pSrxmZ3YHeEe3aDLfXjrwe8e4AvLxay6v7JWDp/fJf3D9afU32xLCGAtcVV7DGnkAQ6sZmI9M8IeeWkD8IAK3nKGJSrRIuSTaGU+pHz35fMzsasycOwZHY2Nq2ciTuC6DV01TEP+ujBEwCWvVCp+1qjpD+BTmwmIv2LdKUzMq7KGrthOl04/qMSLUo2hVrqJ9zlsrWoY76muAq7DjQiK70/5hZk6n7yBkWWze7AlnIrTp5rw9CURMwtyER9o+8llvVev5aIPiOP9K7dWKXpwnakf0J0ZhKEE+dECoNylWgxtKZVTqxWNWPl5Y+ZExxbPAXc7g9lnvLGi7fV+d1va3uHKu0lIvVIUD1zkqKAUTpdGJSrxNckSjUUTLBo1lusdW6fnBOcm5XCHvMo52+ipre88UDIQ5z8DRHpn+tcZ0ROAdD7okEy5pSrJNKLCCX07aVZiTc95PYxJzj6BTJRM5xUKiGAVX/cz1KJRAbg71yP6y0ZJhAjdRlp8UH2lKvIvYzgviNnUdPQrNqxduw/6fr/kU7nkB9AQu2hVIpRhqcoNP4mav7wd3ths7eGdYzq482oPt4MgKUSifTMX9pkx1URE/eE5KQ4NLcy9c6Xh+aOM8wIKINylblPorTZHSjZXoe3PlC3R1eLdA75AeSBn7+PljZtLhDsFYlu/m7CH5/wPZEzWEyLItIvrdMm9SJaA3Lp34PvSkzidVwyznfE9JUIyrCY8WRRHlL791X9WFqkc2RYzJiRNzSix5QZaXiKQqPFTdjpFFj1x/2w2R1cCZRIR/SQNknqEQKYVzACS2Zno2DCYFeQHgojjZiwp1wD5oQ4NLVcVv04WvwQF92ajdLyyD4MeFvsiKJLpCdPy6qPN+OeZ3b2eJ3pLUTa0UvaJKln75Ez6N3LhPMXL4fVY26kUXQG5RrIzUpBw2n1e9lONrVGvJpEhsWMh+flYENpbUSO17uXhI0/nMmAPArZ7A5s3FbXuVosgLzsFDxYOA4vbanVRV1ip1Ng7cYqWJLjMSXHonVziGJOYX4mLMnxWPZCpdZNIRWcOBt+uWVJ0q5cdCiYvqKBRbdmhzUUE6jq481YuHpXxNNY7p0zGg/PGxeRY1291plesKfWHpHjUWSUVVixYNVOlJZb0XDagYbTDrz1gRUvbanFoAHxWjfPRQiuMEukpb1HzmrdBNKxaeMteLnssGFSDtlTroEMixkrFuVhTXGV6sfSarLavXPG4KjtAnYeOOn/w2GqPt6MZS9UIim+N2ZNTkfRrGz2nBuEp4WAAHhdpU8IwN7cHuFW+scJoUTa0GrxOjKGiurPOuyMkHLInnINdZ+jYpKAvOxUxY+jVQ1vKcKTcFrbr+KtDzp7WNlzqX9lFVYsXL0LxdvqsGNfI4q31WHh6l14/s1DukhPCQbr5BNpg1VYKFDua1roFYNyDXhbicwpgKq6JlWOqcWkT60ulkIA6zZW6frEi3W+FgJy79kwEiPN8CeKFnMLMiOSDkrRQe8dKAzKNRDOqoOh0mL2sZYlq5wCuj7xYp0W54DajDTDnyhaZFjMGJeZrHUzyEDqT1zUugleMSjXQKRz4LSq4S2XrNIqMN/HCUC6FW15oEab4U8UTSaPSdO6CWQgF9rUL0kdKgblGvCX1pE/waJYIKt1De/C/ExsWjkTS2ZnR2TRJHc1Dc2syqJT0ZYHmj/ewkmeRBFmszuwbmMV/v7hp1o3hQxkQFIfrZvgFYNyDfhK6zCZJCz72vXYtHImRgwJ/SY/cXQKJoxMxtScQWg47dA0vzrDYsbS+eNx29SMiB+b5er0KfpW44umv4VI/9zLpuqxIhPpV1Z6f62b4BWDcg14S+tw79XOsJhx8+eGhHyMAx+fQ/XxZlRU211VLbQOTrUKxDjpU3/kcyBa6Hk4lCja2OwOr2VTY11U9XWoQIK+Uw0ZlGvEPa1j1uRhWDI7G5tWzsQdbj8WJYNYPZQCkgOxSF8zOOlTnwrzMzF/un4vjsHQ83AoUbTZUm5lQO5B/gQLHpw7LspGIZWVnpao61RDBuUaktM6Vt0/GUvnj+/xQ1F6oqQeSgEV5mfiuW9Oi/hxWa5On4pmZUfFDUTPw6FE0SZaJoovuOU6Ra9/FdV2bCg9jFGDkxTbZ7S5fOWa1k3wiUG5znnqUZ9XEHrvoh6C0yk5FuSMSI7oMY+dbIno8Sgw0ZLGoufhUKJoEy0TxQ9bmzEqjLlj3tSfZLqmVzrvA2JQbgDuPeqF+eEtlKCXWspjhke2Z7G+8SIrsehUYX5mWA+aWls6L0fXw6FE0Wauga8X7qrqzqG+Ub81s6NRYnxvrZvgE4NyA5GXJX/rg9BSULSqV95dWYUVpeWRT6N5YXN1xI9JgVl0q+80luxh+kwPmZidiiVzRmvdDKKYkmExIy87RetmkAFZT7fquvADg3KD8LYseaC0rlcuk/8OLSbpNJzS74kY63xVJPrB4rywyoOqafki46feEBlR6oB4rZtABqX13Dpf9N2PTy6hLks+fkQyJo9NQ2F+puYBOaDt8uodVwVe23oU984Zo8nxybfC/EzkZqWgrMKKk02XMDQ1wfW7bTitvweq7GH9dHFOEcWiQPPKLcnxOHOhPSqqtRTmZ+DtSltU/C1a0sPcOm8YlBtEoLPNE/r0wuCUBORmpaBoVrbuggatZ81vKD2MmRPTdfe9UCd5/kR3cwsyUbKjXrMHOk/qTlxEWYVVFylhRLEm0GvCV78wEhu2HI5Qq9Qzf3omnizKw5LZo3Hf2ndxSedVRPRML3PrPGH6ikEE2ivwtRmjULLyFjxZlKfLwFMPs+b1PHRFnildHlQpWtf+J4pVGRYzHiwc6/dzG0oPR0XPsr25Hes2VuHlLYfhjIY/SEN67khhUG4QgSwkpJeJnL7oYXl1PQ9dkXdyedAJI5O1boqLHmr/E8WisgorXgqgBzxawteKajtKy63Ysb8RlzucWjfHsMaPSNZlh6WMQblB+Osp1MtETn98TehbOi8nIm1Iiu8VkeOQ8jIsZjz99UlhlQVVGh/yiCLLZndg3caqqOgBp8iaPDZN6yb4xJxyA3GfCFd/4iIutF3GgKQ+yErvr5uJnIHwNaGvqr4JFdVq1xPXUURHQcuwmPHQ3HHYUKqPPFE95ycSRaMt5VYoPb0k2dwHzY4ryu6UdMUI2QQMyg3G20Q4o/H2dyz72vXYXbNT8QuuuzMX2LNpdJ0VdCRsKK3VtB1GuMgTRZtDx84pvs8+vU3Iy05BVZ3y+yZ9MEI2AdNXSFcyLGYsX5Snat55+SE784CjwL1zRuONH92CJbOzMWKwuhfaGXlDPKZcGeEiTxRtPrW3Kr5Pe3M7A/IoNiwtETdk6X/BKfaUk+7I6S0l2+vx1gcNqhxj3cYq5GalMKAyOHnEpTA/EwtX7wqrZKKcp949T3XpvBwsmTMaNrvDY8oVEUUWU8kpWCfOtmHh6l1YXpSr69FNBuWkSxkWM54sysWHh+1oVGEinVMAz795CL98ZJri+6bIkycQd1/11mSS8FDhOLxUdthjwC5JQP74wcga1s91ofYWeEdL6hiR0Q1JSUBTy2Wtm0ER0ssk4ZoCOa1Op8C6koO67pBjUE669v2FuVj2QqUq+66otmPdxiosulV/iyxR8HxNIB7Yv6/HgH1FUS7u6NZrwsCbSN8eKByn2n3BKJLNfZCW3BeW5AQMGpAQ8qhyclIcmls7FG6dsoZbktBwSpn1IOQytnq9zjMoJ12bkmPBHfkZeLvCpsr+S8utKC23ImdEMiaPScPcAqYkGJm33mxfATsRGYva9wW9GjnEjJtvGOLx2mVvvhRS5bJhg5LQ3Noc0GcLJlhw98zr8PiLlRErR2kyScjLSlEsKAf0XcaWEz1J936weCLystWdoFHb0IzibXVYuHoXJ4FGKTlgX3X/ZCydP54BOZGB/WDxRDz/zWlIG9A3oM9LEnS1vkGwTCYJP31oitdr17KvXY9g6yOYTBIeKBwXUGEFSQK+/bXrMSXHghUeijGo8f3Ko5lFs7IVLf6g5zK27CknQ8i0mCMyM94IOWdERNTZY/7isul+J3nLwd0NHtb5CCT1Y2J2Ci53OFHT0Oy3TVnD+uGTxosh9yRL6Axu3f+cQCo9yZXLuqfpeSPvc0qOxeN8HE+flY/vbeTxYP25gI/viSQB8wpGoLX9ao/RTG9tTOvfF+bEOORmpWDmxHTsO3oW9Y0tKD/kedRA72VsGZSTIUSyh0PvOWdERNTJ2yRvoHNJ9clj07oEd56u6xNGDcTa4iqPVV2Wzs/BktmjAXSuJFqyvQ7//NfpHhNN3eeoyJWa6htbcKH1CgYk9sWg5L4AJFfAmRQfh5e7TUDv/vAQbKqde7C878hZ1FqbuzwcSBKQk9nzO+keZHeuei15DI7dv/fu32WGxdzl+N0fYuS/TwABz/Hx9Lf5+l6m5FgAdE7Y93YMPXe4SUKE9jw3YcIEAEB1dbWiDSLyZOUre7FjX2PEjjdr8jCsun9ywJ+P1fMhVv9uou5i+VzQw98ebslSOeA+WN85IpublYqiWVle96FEiVS1y6xqXcbV1/Ej0TYt/v5wzwUG5WQI6zfXoHhbXcSOt2R2dlA95bF6PsTq303UXSyfC7H8txO5C/dc4ERPMoS5BZkRS2HRe84ZERERRR/mlJMhZFjMGJeZjNoAJtqE656Zo5BhMcNmd2BLuRUnz7VhaEoiyyUSERGRahiUk2FMHpMWkaD89Z2foKWtA+/s/rTLJJGSHfW6X6KXiIiIjInpK2QYcwsyFa1V6o0QwNsVth4z+eVyiTa7cosYEBEREQEMyslA5NJXkQjMvZHLJRIREREpiekrZCjd67AGspiD0vS8RC8REREZE4NyMhz3RQv21Nqx7IXKiB5fz0v0EhERkTExfYUMbUqOBU8tzotYSgvLJRIREZEaGJST4RXmZ2LTyplYMjsb40ckh13P3CQBhfkZHgP9hwrHsSwiERERKY7pKxQV3FNa3JfWbbrQjgN1TUHtSwC4ISsVwwcl4aUth+G+5u1LZYcxsH9f9pYTERGRohiUU9TpHqAveGYnhJ9t3AkBrN1YBenf/9+dXBYxNyuFPeZERESkGKavUFTbUm4NKiCXCQE4vWzIsohERESkNAblFNVOnmtTZ78si0hEREQKYlBOUW1oSqI6+2VZRCIiIlIQg3KKanMLMqF0tcTO6iyc6ElERETKYVBOUS3DYsbyRXlhl0l0N228hZM8iYiISFGsvkJRrzA/E7lZKSjZXo+D9U3ouOrEibOh55onxscp2DoiIiIiBuUUIzIsZjxZlAvg32USV+3sUe4wUMwnJyIiIqUxfYVizpZya8gBOQBMHpOmXGOIiIiIwKCcYlC4ZRL3HT2rUEuIiIiIOjEop5gTbplE1ignIiIipTEop5gztyC8cobMKSciIiKlMSinmJNhMWNG3pCQtjWZJNYoJyIiIsUxKKeYY7M78N5Hp4PezmSSsKIolzXKiYiISHGSEKHVoejXrx86OjqQlZWldJuIVHXu4mVccFwJ6LOJfXtDMkmI6yXBnBiHuF6en2Pr6+sRFxeHixcvKtlU3eN1gKhTrF4DAF4HiGThXgdCrlOelJSE1tbWUDcn0kz75WsBf7btylUMH5TUIxjvuObExbYOXL3mRO9eJvTuHYekpCSlm6p7vA4QdYqLi81rAMDrAJEs3OtAyD3lRERERESkDOaUExERERFpjEE5EREREZHGGJQTEREREWmMQTkRERERkcYYlBMRERERaYxBORERERGRxhiUExERERFpjEE5EREREZHGGJQTEREREWmMQTkRERERkcYYlBMRERERaYxBORERERGRxhiUExERERFp7P8DKdgHWkObatMAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 750x450 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the original data sets\n", "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, *_) in enumerate(dsets): \n", " Ax[count].plot(data[:, 0], data[:, 1], **line_props)\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CommonNN clustering using data point coordinates as input" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:40.162998Z", "start_time": "2022-11-22T15:23:38.870195Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.086\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.094\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.126\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.099\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.149\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.084\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 750x450 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", "\n", " # Default clustering initialisation\n", " clustering = cluster.Clustering(data)\n", "\n", " # Calculate neighbours brute force\n", " clustering.fit(**params)\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When *raw* input data is presented to a `Clustering` on creation without specifying anything else, the obtained `Clustering` object aggregates the needed clustering components, assuming that it got point coordinates as a sequence of sequences. The neighbourhood of a specific point will be collected brute-force by computing the (Euclidean) distances to all other points and comparing them to the radius cutoff. This will be the slowest possible approach but it has fairly conservative memory usage." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:40.169159Z", "start_time": "2022-11-22T15:23:40.164919Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtComponentsMemoryview(\n", " components of 2000 points in 2 dimensions\n", " ),\n", " fitter=FitterExtCommonNNBFS(\n", " ngetter=NeighboursGetterExtBruteForce(\n", " dgetter=DistanceGetterExtMetric(\n", " metric=MetricExtEuclideanReduced\n", " ),\n", " sorted=False,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVectorUnorderedSet,\n", " nb=NeighboursExtVectorUnorderedSet,\n", " checker=SimilarityCheckerExtSwitchContains,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " hierarchical_fitter=None,\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by default (\"coordinates\" recipe)\n", "print(indent_at_parens(str(clustering)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CommonNN clustering with pre-computed distances" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:41.400143Z", "start_time": "2022-11-22T15:23:40.171109Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.116\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.105\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.128\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.136\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.166\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.101\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 750x450 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", " \n", " # Default clustering initialisation\n", " clustering = cluster.Clustering(data) \n", " \n", " # Pre-compute distances and choose the corresponding recipe \n", " distances = pairwise_distances(data)\n", " clustering_dist = cluster.Clustering(\n", " distances,\n", " recipe=\"distances\"\n", " ) \n", " \n", " # Use pre-computed distances\n", " clustering_dist.fit(**params)\n", " clustering.labels = clustering_dist.labels\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When *raw* input data is presented to a `Clustering` on creation in terms of a dense distance matrix, the \"distances\" recipe can be chosen to make the obtained `Clustering` object aggregate the needed clustering components. The neighbourhood of a specific point will be collected brute-force by looking up distances from the input data. This will be somewhat faster as no distances need to be calculated during the clustering but it has a high memory demand. It also allows to leverage smart external methods for the task of the distance calculation." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:41.407769Z", "start_time": "2022-11-22T15:23:41.402033Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtComponentsMemoryview(\n", " components of 2000 points in 2000 dimensions\n", " ),\n", " fitter=FitterExtCommonNNBFS(\n", " ngetter=NeighboursGetterExtBruteForce(\n", " dgetter=DistanceGetterExtMetric(\n", " metric=MetricExtPrecomputed\n", " ),\n", " sorted=False,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVectorUnorderedSet,\n", " nb=NeighboursExtVectorUnorderedSet,\n", " checker=SimilarityCheckerExtSwitchContains,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " hierarchical_fitter=None,\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by the \"distance\" recipe\n", "print(indent_at_parens(str(clustering_dist)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CommonNN clustering with pre-computed neighbourhoods" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:42.550246Z", "start_time": "2022-11-22T15:23:41.409831Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.015\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.021\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.026\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.018\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.064\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.014\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 750x450 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", " \n", " clustering = cluster.Clustering(data) \n", " \n", " # Pre-compute neighbourhoods and choose the corresponding recipe\n", " tree = KDTree(data)\n", " neighbourhoods = tree.query_radius(\n", " data, r=params[\"radius_cutoff\"], return_distance=False\n", " )\n", " \n", " clustering_neighbourhoods = cluster.Clustering(\n", " neighbourhoods,\n", " recipe=\"neighbourhoods\"\n", " )\n", " \n", " # Use pre-computed neighbourhoods\n", " clustering_neighbourhoods.fit(**params)\n", " clustering.labels = clustering_neighbourhoods.labels\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When *raw* input data is presented to a `Clustering` on creation in terms of pre-computed neighbourhoods, the \"neighbourhoods\" recipe can be chosen to make the obtained `Clustering` object aggregate the needed clustering components. The neighbourhood of a specific point will looked up from the input data. This will be considerably faster and it has a lower memory demand compared to the \"distances\" case. It also allows to leverage smart external methods for the task of the neighbourhood calculation.\n", "\n", "Note, that the \"neighbourhoods\" recipe requires the *raw* neighbourhoods in the concrete format of a matrix in which the neighbourhoods of individual points are padded to the length of the largest neighbourhood. If neighbourhoods are presented in terms of a sequence of sequences (with varying length) as one would get from a tree query to `sklearn.neighbors.KDTree`, this can be transformed into the suitable format using the preparation hook `hooks.prepare_neighbourhoods`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:42.556443Z", "start_time": "2022-11-22T15:23:42.552288Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtNeighbourhoodsMemoryview(\n", " neighbourhoods of 2000 points\n", " ),\n", " fitter=FitterExtCommonNNBFS(\n", " ngetter=NeighboursGetterExtLookup(\n", " sorted=False,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVectorUnorderedSet,\n", " nb=NeighboursExtVectorUnorderedSet,\n", " checker=SimilarityCheckerExtSwitchContains,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " hierarchical_fitter=None,\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by the \"distance\" recipe\n", "print(indent_at_parens(str(clustering_neighbourhoods)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CommonNN clustering with pre-computed neighbourhoods (sorted by member index)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:43.432468Z", "start_time": "2022-11-22T15:23:42.558093Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.005\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.009\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 750x450 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", "\n", " clustering = cluster.Clustering(data) \n", " \n", " # Pre-compute and sort neighbourhoods and choose the corresponding recipe\n", " tree = KDTree(data)\n", " neighbourhoods = tree.query_radius(\n", " data, r=params[\"radius_cutoff\"], return_distance=False\n", " )\n", "\n", " for n in neighbourhoods:\n", " n.sort()\n", "\n", " # Custom initialisation using a clustering builder\n", " clustering_neighbourhoods_sorted = cluster.Clustering(\n", " neighbourhoods,\n", " recipe=\"sorted_neighbourhoods\"\n", " )\n", " \n", " # Use pre-computed neighbourhoods\n", " clustering_neighbourhoods_sorted.fit(**params)\n", " clustering.labels = clustering_neighbourhoods_sorted.labels\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pre-computed neighbourhood information can be additionally sorted in terms of the indices of the members (i.e. so that within each neighbourhood the members are stored in increasing order of there index in the data set). While this has the same memory demand as using unsorted neighbourhoods, it offers the fastest clustering. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:43.438564Z", "start_time": "2022-11-22T15:23:43.434406Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtNeighbourhoodsMemoryview(\n", " neighbourhoods of 2000 points\n", " ),\n", " fitter=FitterExtCommonNNBFS(\n", " ngetter=NeighboursGetterExtLookup(\n", " sorted=True,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVector,\n", " nb=NeighboursExtVector,\n", " checker=SimilarityCheckerExtScreensorted,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " hierarchical_fitter=None,\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by the \"distance\" recipe\n", "print(indent_at_parens(str(clustering_neighbourhoods_sorted)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## CommonNN clustering with pre-computed neighbourhoods (sorted by member index and neighbour count)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:44.281267Z", "start_time": "2022-11-22T15:23:43.440481Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.002\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.004\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.009\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r nc min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 750x450 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", "\n", " clustering = cluster.Clustering(data) \n", " \n", " # Pre-compute and sort neighbourhoods and choose the corresponding recipe\n", " tree = KDTree(data)\n", " neighbourhoods = tree.query_radius(\n", " data, r=params[\"radius_cutoff\"], return_distance=False\n", " )\n", " \n", " n_members = np.array([\n", " n.shape[0]\n", " for n in neighbourhoods\n", " ])\n", " sorted_by_member_count = np.argsort(n_members)[::-1]\n", " revert_sort = np.argsort(sorted_by_member_count)\n", " neighbourhoods = neighbourhoods[sorted_by_member_count]\n", " neighbourhoods = [revert_sort[n] for n in neighbourhoods]\n", "\n", " for n in neighbourhoods:\n", " n.sort()\n", " \n", " # Custom initialisation using a clustering builder\n", " clustering_neighbourhoods_sorted = cluster.Clustering(\n", " neighbourhoods,\n", " recipe=\"sorted_neighbourhoods\"\n", " )\n", " \n", " # Use pre-computed neighbourhoods\n", " clustering_neighbourhoods_sorted.fit(**params)\n", " clustering.labels = clustering_neighbourhoods_sorted.labels[revert_sort]\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a further addition to the sorting of each neighbourhood by member indices, it is possible to sort all neighbourhoods according to their member count (i.e. so that the point with the highest neighbour count becomes the first point in the data set). It is not guaranteed but this additional sorting can make the clustering even more efficient. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2022-11-22T15:23:44.287089Z", "start_time": "2022-11-22T15:23:44.283148Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtNeighbourhoodsMemoryview(\n", " neighbourhoods of 2000 points\n", " ),\n", " fitter=FitterExtCommonNNBFS(\n", " ngetter=NeighboursGetterExtLookup(\n", " sorted=True,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVector,\n", " nb=NeighboursExtVector,\n", " checker=SimilarityCheckerExtScreensorted,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " hierarchical_fitter=None,\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by the \"distance\" recipe\n", "print(indent_at_parens(str(clustering_neighbourhoods_sorted)))" ] } ], "metadata": { "kernelspec": { "display_name": "hopes", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.0" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "164.986px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }