{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multidimensional Motif Discovery\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Multidimensional_Motif_Discovery.ipynb)\n", "\n", "## Finding a Motif in Multidimensional Time Series Data with MSTUMP\n", "\n", "This tutorial utilizes the main takeaways from the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) research paper and requires STUMPY v1.6.1 or newer. Also, the word “dimensionality” is overloaded for multi-dimensional time series since it is often used to refer to both the number of time series and to the number of data points in a subsequence. For clarity, we restrict our use of \"dimensions\" to refer only to the number of time series and not to the number of data points.\n", "\n", "Previously, we had introduced a concept called [time series motifs](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html), which are conserved patterns found within a 1-dimensional time series, $T$, that can be discovered by computing its [matrix profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html) using STUMPY. This process of computing a matrix profile with one time series is commonly known as a \"self-join\" since the subsequences within time series $T$ are only being compared with itself. Since the first 1-dimensional motif discovery algorithm was introduced in 2002, a lot of effort has been made to generalize motif-finding to the multi-dimensional case but producing multi-dimensional matrix profiles are computationally expensive and so extra care must be taken to minimize the added time complexity. Also, while it may be tempting to find motifs in all available dimensions (i.e., a motif must exist in all dimensions and occur simultaneously), it has been shown that this rarely produces meaningful motifs except in the most contrived situations. Instead, given a set of time series dimensions, we should filter them down to a subset of \"useful\" dimensions before assigning a subsequence as a motif. For example, take a look at this motion capture of a boxer throwing some punches:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame\n", "\n", "IFrame(width=\"560\", height=\"315\", src=\"https://www.youtube.com/embed/2CQttFf2OhU\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we strictly focus on the boxer’s right arm in both cases, the two punches are almost identical. The position of the right shoulder, right elbow, and right hand (a three dimensional time series) are virtually the indistinguishable. So, identifying this punching motif is relatively straightforward when we limit ourselves to only a subset of all of the available body movement dimensions. However, if we incorporate the full set of motion capture markers from all of the limbs (i.e., increasing the number of dimensions from three), the differences captured by the left arm and the subtle noise in the footwork actually drowns out the the similarity of the right arm motions, making the previous punching motif impossible to find. This example demonstrates how classic multidimensional motif discovery algorithms are likely to fail since they try to use all of the available dimensions. So, not only do we need an efficient algorithm for computing the multi-dimensional matrix profile but we also need to establish an informed approach to guide us in selecting the relevant subset of dimensions that are to be used in identifying multi-dimensional motifs.\n", "\n", "In this tutorial, we will explain precisely what a multi-dimensional matrix profile is and then we'll learn how to compute it using the `mstump` function (i.e., \"multi-dimensional STUMP\") by exploring a simple toy dataset. To conclude, we'll see if we can identify a meaningful sub-dimensional motif (i.e., that only uses a subset of dimensions) in this multi-dimensional time series data.\n", "\n", "## Getting Started\n", "\n", "Let's import the packages that we'll need to load, analyze, and plot the data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import stumpy\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading and Visualizing the Toy Data\n", "\n", "In this example data, we have a 3-dimensional time series labeled `T1`, `T2`, and `T3`. Can you spot where the motif is? Does that motif exist in one, two, or all three dimensions?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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T1T2T3
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" ], "text/plain": [ " T1 T2 T3\n", "0 0.565117 0.637180 0.741822\n", "1 0.493513 0.629415 0.739731\n", "2 0.469350 0.539220 0.718757\n", "3 0.444100 0.577670 0.730169\n", "4 0.373008 0.570180 0.752406" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://zenodo.org/record/4328047/files/toy.csv?download=1\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(df.shape[1], sharex=True, gridspec_kw={'hspace': 0})\n", "plt.suptitle('Can You Spot The Multi-dimensional Motif?', fontsize='30')\n", "\n", "for i in range(df.shape[1]):\n", " axs[i].set_ylabel(f'T{i + 1}', fontsize='20')\n", " axs[i].set_xlabel('Time', fontsize ='20')\n", " axs[i].plot(df[f'T{i + 1}'])\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A Quick 1-Dimensional Exploration\n", "\n", "Before diving into a multi-dimensional matrix profile analysis, let's take a naive approach and simply run the classic 1-dimensional motif discovery algorithm, `stumpy.stump`, on each of the dimensions independently (using a window size of `m = 30`) and extract 1-dimensional motif pairs:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The motif pair matrix profile value in T1 is 1.1\n", "The motif pair matrix profile value in T2 is 1.0\n", "The motif pair matrix profile value in T3 is 1.1\n" ] } ], "source": [ "m = 30\n", "mps = {} # Store the 1-dimensional matrix profiles\n", "motifs_idx = {} # Store the index locations for each pair of 1-dimensional motifs (i.e., the index location of two smallest matrix profile values within each dimension)\n", "for dim_name in df.columns:\n", " mps[dim_name] = stumpy.stump(df[dim_name], m)\n", " motif_distance = np.round(mps[dim_name][:, 0].min(), 1)\n", " print(f\"The motif pair matrix profile value in {dim_name} is {motif_distance}\")\n", " motifs_idx[dim_name] = np.argsort(mps[dim_name][:, 0])[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And when we plot the raw times series again (below) along with their independently discovered motifs (thick red lines), we can correctly match the visually obvious motif pairs in `T1` and `T2` starting near locations `150` and `350` (dotted vertical lines). Notice that these two motifs aren't perfectly aligned in time (i.e., they aren't occurring simultaneously) but they are reasonably close to each and their motif pair values are `1.1` and `1.0`, respectively. This is a great start!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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3xOaw/EAq+5PyeXNmr1ad3vin2oas3o5WDA92abXzCCHaRmllDYt2JhCTWcydwwLo7eMAwLIDqXXJ7m+2x1OtU7E11/LO6mh6+xgab4+ovQaYaTV8eWt/kvPL8He2pq+vI2ZawyCTUA87OrtY8/XWeL7YEkdynqG3jIe9BY9P6NJoTDP7efPt9pO8vSaKid3dMTXRkF1cSXx2KXPCfBrdpy14OlgywN+Rvw9J4qkjWbQzAWszE+YMbPhvx8pMy7hubvwbmY6ZVsPi+4bgZG3G+G5uvPjXUTZFZ7HuWCbDglzQmmgYEezKD7sSubqXB3cND6g7zu1D/eu+7+3twIHkAn7clUCVTs/80YGYa024aZAvn22KZXw3w+xzNuYXlpawMtPy6z2Defnvo2yJyeaa3p51Db9PMdEohPk5sik6m5n9vLmvNtE2NsSNqb08mNnfGwcrMxyszFg2fxillTWkF5bjYW9JQXk1a49mkJhbRnmVjtkDvJsdm6IoXNvHkzdWRZGQU4q/i3W99ZujszicUshD466s/zeSeBJCCCFEh1BRreOHXQmMDXHjwbHBjAlxY9on23lrTRSvXduDrSdyuP3bvXUzS725Kool9w9psRmezqTXq3VPek/mlkriSYgOKiW/jEd/O0hBeTU5JZUUlFVjbWbCXwfTuLaPJ89P6cZ7a6Pp7W3Pi1ND+XxzHLP6e1NRo+Ox3w8RnVnMpO6d6vV+GRrU+PVAURSu6+vFe+tiGOjvxF3DArAy0zI0yBnrJm68TTQKT0/qyp2LwvkzIoUbBvrW9XcaGNB6ifXmmNbbk5f+Okp0RnGbDfkTFy+7uJJ/D6Vz40Af7CxMG91mdpgPa45m8M6sXvSpTbyO7ebOi38d5a7vw3GwNOXR8YYk6dgQN96Z1Yure3k0+Xu2r68DX22NJymvjPHd3OnsagPAQ2ODmdzDAx8nq4t+P/4u1iy6YwD7kwoIdLVudJtbBvvhZmvB/67tURejiUbh05v6NdjW2lxLkJtt3fd3DAtosE1zTettSDz9cyitQYLpzVVRRGUUMyTQmTB/J7bEZNOtky1udhYXfb6OQBJPQghxBZs9e7axQxCi2f4+mEZOSRV31z5Z7e5pz53DAli4/SQAa45k0NXdluUPDGPJ/hReXH6E7bE5rdJ8d0tMdl3D1MQO1uOktLKGeT/vZ2igM/eM6NysoTrVOj0rD6czJsStyRsW0fbkGn5xcksqsTLTYmlmwit/H+NoWhFjQlzp4WnHrUP86drJli+3xNUNi6uo1vP+7D6E+TvxzVxDskenV/lsUxyxWSVcVTvMrjnuHx3ItX29LuiGe0xXN/r4OPDJxlhm9PNm78k8rMxM6OFlf8HvvSVN6enBK38f5e9DqTzV6fy9eYRx/bo3iSqdntvOqEg628gurhx6eWK9IW9eDpb09rYnKa+Mn+8eXJdkNNEoXH+eqru+vo7U6FUKyqq554yhpGZaDaGedpf2hjAkc/v7OTa5flw3d8bVVlW1JU8HSwYGOLH8YCoPjg2qS3odSysiKqMYgPfWxvDUpK7c80M4E0PdG02GXU4k8SSEEFew+fPnGzsEISiqqCYiMZ/RXVybfGqqqioLt8fTzcOOIYGnZ615fko3avQqi3YmYGlqwmc398XSzITZYd4s2BTLO2uiOZZWRFx2CeXVeqxMTejhZcform6X9KT1+10JuNmaY2uhJSG36dlw2qM/wpPZGpPN1phs1h7N4Ls7BmJvaYqqqlTp9Jhr68/ak19axfyf97MrPpdBAU78cNfABtsI46h3DT9+HF56CczN4dVXwd/faHG1Z6qqcu2CHej1cONAH9Yfz+S5ySHcNyqw3nZPTOzK+G7uPPb7wQbXHTDcdL84NZT31kYzNsSt2ec3NdFc8LVHURQen9CF277dy30/hhOekE9/P0dMTYw7T5SLjTnDg11ZHJ7CQ7XD7Z79M5LRXd3qprUX7UNVjZ6fdicyqosrgbVVR01prM/SwtsHoFHA2cb8gs57qmqqt7c9A/ybThBdjqb38eQ/y45wNK2oLkm87EAKWo3C/NGBfLwxltu+2UsnOwv+O72HkaNtfTKrnRBCXMHKysooK+tYN83i8rNgUxx3fLeP55cdplqnJyazmLzSqnrbRCTmE5NZwl3DA+olpzQahZenhfLqtT346rb+dWXy5loTHhgTRGRKIW+simJzdDZHUwtZdzyTF/86ysQPtvLLnqSLmu44MbeUzdHZ3DzIjyA3GxJyO07FU41Ozzc7TtLfz5H3ru/N/qQClu5PAeCTjbEMe3MjGYUVdduXV+mY+cVOIhLzuXmQL3tO5vHMkkiZJrqdqLuGqyrMmAFLlsDPP8Nddxk7tHYrPqeU5LxysosreXdtDMFuNtw5vPEhNb19HNjwxCg+ubFvo+tHdXHl7weHX3B/mosxItiFgbXDcoYEOvPKNd1b/ZzNMX90INnFlfy0O5Evt8Sz/GAaj/5+kPfXxch1oh1ZdSSdrOJK5g7zv6j9XW3NLzjpdGq/Jyd24ZVrurfKsPf27OqeHphrNfy8Jwkw/P5dfjCNMSFuzB8ThIe9BYoC384d0KA/1eVIKp6EEOIKNmXKFAA2b95s3EDEFS08IQ9rMxN+3ZvMsgOpVFTrGRHswo93DarbZkdsLooCExopmVcUhVsG+zVYftNAX7p2siXAxRqX2g/MqqqSkFvGS38d4fllh8kvq+KBMUF1+yTklPLRhhPcNMi3ycbkv+9LRqPADQN9+HZ7DZuistHp1Q4xs92ao5kk55XznymhTOrRia+3xbPqcAa3D/Hnt71J5JRU8dSSQ3x/x0A0GoUvt8YRn13KD3cOZGQXVzwdLHlnTTShnnbcOzLw/CcUraruGv7HHxAVdXrFxo1QWAj2xh2K1R7tiTf0R/r9vsGsPJzOdX29z1k5pCgK7eF+WVEUvpkbRnmVrl31ghnc2Zmhgc4s2BxHaWUNk3t0wsZcy8cbTmBnoW0wU58wjkU7E+jsYs2oVhh6fj5XavN5ByszZvTzYun+FJ66qisHk/PJLq5kZj8vLExN+P3eIaio+Dk33p/qciMVT0IIIYQwmsoaHZGphdw0yJf3Z/dmem8vhge5sC8hj6oafd12u+NzCfWwq5u9rjk0GoUB/k51SScw3LwFuFjz/R0DGRTgxLIDqfX2+W7HSZYdSOX6L3Zx09e7eW3FMSIS8+rWV+v0/BGRwtgQN9ztLPBztqZKpyejqIKOYOH2ePydrZgQakjgTe7hwb7EPP49nE5aYQWju7qy7UQOH204QWJuKV9siePqnh6M7GK4WZk/OpDJPTrx1upo9p7MO9epRFvKyWm4LCKi7ePoAPaczMXV1pw+Pg785+rQFukz01ZsLUzbVdLplMcndCGvtAqtRuHlad15e1Yvxndz5+010cRmFRs7vCveoeQCDiQVcPtQfzQd4AHJ5eTOYQFU1uj5YF0Mz/55GB8nS8bUDs31dba6YpJOIIknIYQQpxQUwL59UFV13k2FaClH04qoqtHT38+RGf28eWtWL24a5EtFtZ6jaYWAYTa7/Un5DO7sfJ6jNZ9GozCxeydis0pIrm0SrtOrrDySwZiurjw5sQu5JVV8vyuRW7/ZS3ZxJQCborLILq7khgG+APg7G3q1dIQG4zkllRxIKuD6MJ+66qzJPTuhqvDSX0ewNjPh85v7c1V3dz7acIIx725Gr8Kzk083DVYUhbdn9cLXyYqHft1PRbXOWG9HnKmxxNO+fW0fRzunqip74vMYFOB0xQ37aU1h/k48Nr4L783uTSd7CxRF4fUZPbAyM+GJxYfQ6WXInTFtis5CUeC6ftJ3q60Fu9saKrh3J1JWpWPhbQOu2B6JRk88KYoySVGUaEVRYhVFebaR9U8pinKw9uuIoig6RVGcatclKIpyuHZdeNtHL4QQl4nDhw2NaAcOhBEjoKJjVG+Ijm9/Yj4A/XxPNx0Nq52hJqJ23aHkAipr9C2aeALqGgJvjMoCYO/JPLKLK5nRz5sHxwaz5rGRrH5kBJU1ej7ZeAJVVfllbxJutuaM7mqoAPJ3MTytPNkB+jydGmJ0ZpPkYDcbAl2tKSirZlIPDyxrk08/3DmQq3t58vK00AaNkG0tTHl5WiiZRZVsjs5u0/cgmpCb23CZJJ4aSMorI6OogkEtfC0R8Mj4YCb18Kh77WZrwfOTu3EopZBDKQXGC0xwKLmAYDcbmZHUSOaPDsLBypSPb+xTNyPglcioiSdFUUyAz4DJQChwo6IooWduo6rqO6qq9lFVtQ/wHLBFVdUza7vH1K4Pa6u4hRDisvPpp4Z+IAB798KXXxo3HnHFiEjMx8fJst7wETc7C/ycrdiXYPh1vzs+D0WBgU30XLpYAS7WBLhYsynakHhacTgNS1MTxnU7PUNVZ1cb5gzw4Zc9Scz7aX9dU3FtbU+YTnYWmGk1JHaAme32nMzFysyEnmdMwa4oClN6Gm4Wr6udhUqjURjZxZVPbuzLzYMa9s4CGBbkgqOVKSsPp7d+4OL8Gqt42ru37eNo504lXwcHtOy1RDTuVJI7Kl2G2xmLqqpEphTSy9vB2KFcsYYEOrP/hQmMDWnYo/JKYuzm4gOBWFVV4wEURfkNmA4ca2L7G4Ff2yg2IYS47M2dO9fwzR131F/x6KPwyCNtHY64DBVVVKPXqzhYNZyxRVVVwhPzGRbYsPogzM+JzdFZqKp6Uf2dmmtMVzd+3pNIQVkVq49kMLabW4OppB8dF8yy/amsOZbB4xO68OAZzcg1GgU/JysSOsBQu93xuYT5OzVopHzX8AA87C0Z2sjfQ1NMTTRc1b0T/xxKo6Jah4XplTl0wNjqruGZmQ1XJicblrtf2Tc7p6QWlLNkfwrO1mYEuZ17OnnRMrwdLbEx13I8vcjYoVxRCsqqGPPuZv53bQ/6+DiQW1pFbx8HY4d1RZPeWsYfaucFJJ/xOqV2WQOKolgBk4A/z1isAmsVRYlQFOXepk6iKMq9iqKEK4oSnp0tJeFCCHHK3LlzDTcuZo1M45qY2ObxiMuLXq9y89d7GPH2JtYezahbnllUwXULdvDQrwfILq6kv59jg33D/B3JLa1iU3RWi/d3OtPYEDcqa/QMfH0DOSVVzOjb8GOIm50F38wNY8n9Q3h4XHCDD5B+ztbtvuIpp6SSmMwSBnduWOnhYGXGTYN8L/iD8ZSeHpRW6dgSI5+tjKXuGt5YxRMYZrcT/LY3iVFvb2J/Yj73jwqU/k5tRFEUQjrZEpVx6YmnB37ezwM/76e4oroFIrs4CTmlHeJ6t+1EDvll1fy8O4nIFEM1e29vmeFSGJexE0+NXfWb6j43Ddhx1jC7Yaqq9sMwVO8BRVFGNrajqqpfqaoapqpqmKtr208hKYQQ7VVOTg45OTlgadlw5XXXGW5adNI8WFyc5QdTOZxaiI25lnt/jOCrrXEAfLg+hsMphWyJyUZR6vccOmWAvyEZdeeicCzNTLg+zLtVYhwY4MTorq5c28eTn+4axLhujVeHDA10ob9f48NzAlysSMgtRV/bQPfHXQnM/W4vdy3ax8aoRipRjODUDHQtmcAbEuiMg5Upfx9KQ1WlebAx1F3Dm0o83XQT9OplqH66QpVU1vDm6ij6+jqw9ekx3DOys7FDuqKEeNgSlV58SdeIoopqVh5JZ8XhdGYs2ElcdkkLRth8b62O4t4fwtv9pArbThiSY7tP5rLmaAZmJhpCOnWc2RvF5cnYiacUwOeM195AWhPb3sBZw+xUVU2r/TMLWIZh6J4QQohmmjVrFrNmzDjd3+lMBw7AuHFwb5MFpUI0qaJax7trounpZc+mJ0czpWcn3lgVxfc7E1gcnsItg/3Y/+IEdjwzliC3hs02A11t8He2oo+PAyseHtFqH5rNtBoW3TGQt2f1Zniwy0Udo7ePA5U1ev6z/Ag/7k7kxb+OkpRbRnhiPu+siWnWMfR6tVWTN3viG/Z3ulSmJhqm9/ZkRWQ613+xi/1Jhmbw+aVVzP5il/R/agOzZs1i1qxZjTcXP+XwYcNw6ss4OaiqKm+sOs4XW+Ioqaypt+6HXQkUlFXzn6tD8XRo5CGLaFUhneworqwhtaC8wbq9J/PILDr/ZCYRifmoKjw8NojskkqmfLSNL7fEkZxX1mYz5qmqyt6TeVTW6DmQVNAm57wYqqqyNSaH7p52qCr8dTCNbh62mGmNfdsvrnTG/he4DwhWFCVAURQzDMmlv8/eSFEUe2AU8NcZy6wVRbE99T0wETjSJlELIcTlpKrq3Ou//Ra2b2+bWMRl45vtJ0krrOC5KSFYmJrw7vW9CXaz4eW/j2Kh1fDg2CBMTTRN3ggqisKax0aybP5QvNr5zeLVPT2YPzqQX/cm8eLyI4wNcWPtYyN5eFwwx9OLzvt0Xq9XueHr3Ty1JLLVYtxzMo/+fo4N+jtdquev7sb/pncnJb+cWxfuISazmBf/OsLehDyeWRJJemHDm03RCpqqeDplwwZYsqRtYjGCmMwSvtwSz5urohj+1kYO1w4vKq2sYeG2k4zq4kof6XFjFN08DA8Nzm4wnltSyc0Ld/PmqqjzHiM8IQ8TjcL9owNZ++hIRnZx5Y1VUYx4exPdX17N/J8j2H7iPP8HLlFcdgm5pYbPS7viDYneF5Yf5o2Vxymrqmlyv8Tc0rqkvE6vMv/nCP737zGKWmnIYGxWCRlFFdwy2K/uQYP0dxLtgVETT6qq1gAPAmuA48BiVVWPKopyv6Io95+x6XXAWlVVz+zc6Q5sVxTlELAXWKGq6uq2il0IIS4b50s8AYwYAQEBMGkSZGScf3txRYvKKOKj9SeY3KMTQwMNVURWZlq+uKU/ztZmPDwuGBcb8/Mex1xr0iF6sSiKwlNXdeXpSV25qrs7n97UF62JhqtrZ4tbEXnuyp+VR9LZezKPFZHprTKEo7C8mujMYsKaGCp4Kcy1Jtw6xJ/lDwzDylzLnC938W9kOjcN8qVGr/LMn4dlGF5bOFfF0ymPP37+BFUHtepIOooC39wehgJ8tikWgJ92J5JXWsXD44KNG+AV7NT08Wf3efrrYBrVOpUtMdl1w5Sbsi8hnx6edliZaXGzs+CrW/uzdP5Q3pzRk1n9vdl7Mo/bvt1DWiNVVQA743LqkkMbjmfS85U1/O/fY2QXVzb7feyunRHRzdac3XG5HEkt5KfdSXy5NZ6rPtzKA7/s58Ff9nM07XQFeUW1jpsX7uHmr/eQXVzJumOZrDycwTfbTzL23S3simvG/9sLdKoH1YhgF6b38QSQGe1Eu2DsiidUVV2pqmoXVVUDVVV9rXbZF6qqfnHGNotUVb3hrP3iVVXtXfvV/dS+QgghLlBlMz94JSTAmjXwwgutGo5of0ora4jOaN502FU1eh7//RB2llpevbZHvXWdXW3Y8/w47hsV2BphGpWiKMwfHcSXt4bVzYrXyd6CAf6O/BvZVBcBqNbpeXdNNLbmWsqrdS3y1L5Gp6/3+kCSYZhKmH/DJu4tpZO9BV/e2p/SSh29vO357zXdeW5KCFtjsll/PKvVzitqnZ1QSkiAvXtBe8YMjSkpMGCAYejdZWb1kQzC/BwZ182dOQN8WXc8k7jsEr7aGs+IYJdGJzAQbcPGXIuvkxXHz/odsiQiBVMThbzSKiJTDcmaxiqHKmt0HEwuYID/6cS5oij083XkhoG+vHptT367dzB6FTZENbzWJOWWcdPXe3hjpaGy6vPNcagqfLfjJCPe3shrK45xIrOY7OLKcybJ95zMw93OnOv6eXEgOZ9vt5/EXKvh69vCcLY253h6Edtjc5j5+U7+OpiKqqp8tTWelPxyKmp0fLkljq+2xuHjZMmy+UNxsDJl7nd72RzdstfHbSdy6OxqjbejFdf39+HmQb5MaKJ3oRBtyeiJJyGEEEZ2dsXTvfcaeoGMHdv49itWXNa9Qq5UlTW6Jj90f7zhBFd/vI3E3NJG15/pz/0pHEsv4rXreuLcSFWTtoWHerV3U3t5EpNZQkxm44m7xeHJJOSW8c71vbA117L22KVVFP64K4E+/11X10wcDP1RTDRKqw816ufryMpHRvDjXYPQmmi4aaAvztZmLN2f0qrnveKpKuTn11/m5WVIMj32WP3lCQkwcWLzKqQ6iJM5pURlFDOph6HC8OZBvuhVlTu+20duaRWPSLWT0YV0siUq/XTF09G0Qo6lF/HAmCAUBTZHZ7ExKpOer6zlyy1x6PUqb6+OYvYXu9hwPIuqGj0DApqu2DzVE3D9sYaTOWytbbT9e3gym6KzCE/M59HxwWx4YjRTenjwzfaTTPhgKwNeW89zSxtPyhr6O+UyMMCZIZ2dqdapLD2QytRenkwIdWf5A8PY+MRo1j02ip5e9jzy20Gu/2IXCzbHcnVPD2b09WbRzgT2JxVw9/DO9PV1ZPF9Qwh0teGeH8JZuC3+vFVfzVFSWcPu+FxGBhsm07K3MuW163pib2V6yccW4lJdWZ/+hBBC1DNv3jzm9ahflYKH4cM7//d/je+UkWG4eRGXjbzSKsa+u4W7vg9vUC0DsO54JjV6lU83xp73WNtP5OBpb8HEUHnCCjC5ZydMNAq/7EkCDDcwKfllgCHZ98mGWPr7OXJV906MDnFjw/Gsi26Wu+5YJi//fZTSqhqe+ONgXZPl8IR8unnYYm2uPc8RLl2Qmw32loabHK2Jhmm9PdlwPIvCcuNNgX45mzdvHvNuuaX+wwAHh9OVTv/3fzBmTP2dMjLgxx/bLMbWtuqIYSjrpB6dAPBxsmJsVzeS8soYFuRMmH/LDzEVF6aHlz3xOaV1CfHF+5IxM9Fw+xB/ens7sO5YJv/3zzEU4I1VUUz/bAcLNsexPymfB3/ZD0DYOarWFEVhXDd3dsXlUnpWc/ltJ7JxsjZDp1d54Of9WJhquL6/DwEu1rw/pw8bnhjN+7N7MyLYhb8PpTU63Dkxt4zMokoGBTgxwN8JrcYwBPymQb71tnO1NefnuwfzyrRQUgvKMVEUnr+6Gw+PC0IFHKxM62ZodbI249d7BjOqixuvrjjODV/t5kBS/QSyrhmTTpRX6SgsM1xfNxzPpLJGz5TaYd5CtCeSeBJCiCvYnDlzmON41oe5U4mn4cNh/vzGd9yxo3UDExdNVVV+25tU1+ehKUfTCvl+ZwJlVTU8veQQGUUVbIzK4n//HqOiWkdW7UxDibmlxGeX4mprztIDqSTllp3z3Lvjcxnc2blD9GZqC262Fszq580ve5JIyS/j3bXRDH9rE39GpLB4XzIZRRU8PqELiqIwMdSd3NKquka0F2LbiWwe/vUAPbzs+f6OgaTkl/Pqv8eo1uk5mFzQKv2dmuO6vl5U6fSskhnuWsWcOXOYM2JE/YXOzqe/t7Q0DJG+9db62/z5Z+sH1wb0epW/DqTR29u+3iQEdw0PwNRE4bHxXYwYnTjl9qH+BDhbM++nCP77zzG+35XItN6eOFqbMbqrK0fTikjMLePr28K4uqcHh1MLeXZyCH/cPwQbcy1d3W0braA90/hu7lTp9Gw7kU21Tk+1Tk+NTs/OuFwmhrpzbR8vyqp0XNPbs14FUICLNTP6eXPfyEDKqnRsjq7/uzO9sJy31xiG6Q0KcMLaXEuYvyOhHnb083VoEIeZVsPcYQFseWoM254Zi5eDJX7O1vx3endeu7Zn3VBsMFQkfX1bf96Z1YvY7BKuW7CTB37eT1WNnqKKaiZ9uJXHFx9qNPmkqip/HUxl1DubuOrDrZRW1vBvZDrudubnTNIJYSyt/+hLCCFEu5WcnAzx8ficudDjjCdln34KjzwCb74J3313evnOnXDLLW0VpmgmvV7l//45yve7ErE0NeGfh4bhbmfBz3uSmBPmg6O1GWD4wPrE4kNEZRTz7ppoiitreHFqKBmF5Xy97STf70oE4KMb+pBfO4vPpzf25dZv9/LZpljemtWr0fOfyDLM+jM40LnR9VeqR8YHs+xgKg/8vJ9DKYVYm5nw/LLD2FpoCfNzZGjtz2t0V1fMTDS8syaar28LIzarmF/3JvPUVV1xt7No8vh/H0rjicUHCXS14ZvbB+Bqa869Izvz5ZZ4AMqrdUbrcdPL257OLtYsO5DKDQN9z7+DuCDJyclw7Fj9a7iLS/2NTE3hv/+tX+W0Ywekp0OnTtCBk8T/RKYRnVnMh3P61Fs+NMiFw69chYWpiXECE/XYW5ry1W1hXPfZDr7dcZLZYd68em1PAMZ0dePD9ScY382dMSFujOriynNTQvB2tAJg7WOjqG6kEvdsYf6O2Fua8t7aGJ5bepjOrjY8fVVXiitqGB7sQk8ve05kFXPPiM6N7j+4sxNO1masOJxeVz23LyGPWxbuQa+q3D8qkCA3GwAW3NwfVVXP+YDFTKvBSWtW9/rmQX6NbqcoCteH+TClpwdfbY3now0nsLXQUlxRw4msEk5klTA8yIWZ/b3r7ffe2hg+3RRLF3cbYjJLeHdtNFuis7l5sC8aTcf9Py0uX5J4EkKIK9itt94K4eFsPnPhmYknRYEuXWDmzPqJpw5Y8fT26ihGBLsy5DJNiqiqyjN/RvJHRAo3D/Jl1ZEMHvj5ADpVJTarhPIqHY9NMDz93xiVRVRGMfeN7MyhlALcbC24c5g/ehU8HSwpraxhxeEMXltxHH9nazq7WDOoszPX9fHi38g0Xr2uB6aN9GraXTvF9JDOl+fP+GJ5Olhy22A/Fm4/SVd3W76ZG8b1X+wivbCCD+f0rbt5sbUw5c2ZPXl6SSQTP9hCVnElqgoFZdV8fVt/UgvKScgpY3jw6cRCbkklTyw+SF8fR76+PaxumNtTE7sSl1XKb/uSgdZtLH4uiqJwbV8v3l8Xw8HkApnSvoXdeuutkJNT/xp+duIJwN8fwsIgPNzwWlXB0xO8veGzz+Caa1o/2BZWVaPnvbUxdPOw45reng3WS9KpfQlys+GHuwaSmFvG9D6edde9Xt72/G96d67qbkj2aDRKXdIJDBMXNIepiYarurvzR0QKA/2d2HMyj0d/P4iiwLBAFxytzfj7weFN7q810TCpRyeWH0ilvEqHRgPP/BmJm505v94zuF5MTtZmTR7nYlmba3lsQhdq9Ho+2xQHwFNXdWVLdDYv/32UgQFO+DgZYtgTn8tnm2OZ2c+bt2f14pHfDvDdjgTA0FdQiPZIhtoJIcSV7uzm4p06NdxmyJD6rw8fhqKihtu1U6kF5SzYHMfrK49ftlO7f7ThBH9EpPDw2CBeu64n717fi+jMYnJLKvF1smJT7cw5qqry6aZYvBwsefKqrvx27xA+vtGQ/DDRKNwxLIAHxwbz6rU9yCquZG9CHqO7ugEwJsSV0iodh5ILGo1hV1wuXg6WeDtaNrr+Svbg2CBuHOjDglv64e1oxQ93DuR/1/ZgWFD9JN2Mft78cNdAtBoNtw3247HxXVh/PJO310Qz9ZPt3PLNHt5cFVXXiHbN0UyqdSqvXNO9LukEhpuoT2/qy0B/JwJdrfGwN97fya2D/fB2tOT+HyPIKq4wWhyXrZqzZgJzbiLxO3Nmw2UpKTB3LpQ3Pg19e/b7viSS8sp4elJXqfDoIPr6OnJtX696lUKKonDrEH/czlHV2Vz/d00P9jw3jt/vG8JNg3xJL6ygp5d9XbXv+Uzt6UFZlY4vtsTx/toY4rNLefXanvWSTq3tiQlduWGAD9P7eDJvVCDvze5NtU7PN9tPAlBUUc3jiw/h62TFf6d3x0Sj8MykEMxMNHg5WDY6/E+I9kAqnoQQ4kqmqlB9VtNf90aaQjs5QWgoHDt2er/58w19oPLy4KabDE/U26kdsYapxg+nFnIopbCu6mJfQh4frT/BwtvDOvTT8cX7kvlw/Qlm9vOuq2oaG+LOT3cNorOrYZjTO2uiySqqIDa7hANJBfxvevdGq5ZO6e/nyHV9vVh2IJUxIYYZcoZ0dkFRDNM1n9mwt0anR6Mo7DmZx5iubtLfqREOVma8MeP0EMVgd1uC3W0b3XZooAs7njXMKlmj07P+eCafb46js6s147u588WWOArKqnhzZi9WHE6js4s13TwaHsvC1IRf7hlERc35h6m0JkdrM766NYyZn+/khq92MzzIhdFdXRkbcv4G9Hq9SkJuKSeySvBxtCLU064NIu5gzr6GN1bxBIbE03PPNVyen2/oA3XttS0eWmtRVZUfdiXS19eB0V1cjR2OaCcszUywNDP8Ln/x6lASckovqNH2wAAnenrZ89GGEwBc09uTUW3870ujUXhz5unfFT5OVowIdmXt0QxenhbKb3uTSC0o5895Q+smjPBxsuK92b2xNjeR37+i3ZLEkxBCXMnOrnZycQGzJp4MDh16OvEE8PPPhi+Ajz6CqCg4u1F5O7EjNgcnazMqq3X8uCuxLvH0465EtsfmsCsulzEhbm0e15HUQvxdrLG5hNnGFu9L5pmlkYwIduGNGT3rfeg8NSRrbIgb76yJZlN0Fr/sTaaTnQXXh/k0dcg6L00Npbe3PUMDDcextzKll5c9O2Jz6hJcq49k8OQfh9CrKmVVOgZ3lhmkWpLWRMNHN/Th933JzB8dhJ2lFmdrM77cGs/QIBd2xeUyf3RQkzcbWhMNNudIMLaVUE87Pru5L++vi2Hp/lR+2JXIGzN6cmMTfZ8yiyr4ams8KyLTyahtdK9R4NHxXXhgTBAmUuFy2tmJp6YqnoKDoU8fOHiw4bo//+xQiaeojGJOZJXwv2t7yI22aJSlmQm/3DP4gvbRmmj464FhHEsvIiIxn2v7eLVSdBdmYnd31h/P5EhqEUsiUujn69Cgb9+0RoabCtGeGP+TiBBCCOM5O/HkcY4ng2PHNr0uKwt++aVlYmphqqqyIzaXEcEuXNfPi38i08gvraJap68bfna+GeBaQ1JuGdM/28HrK483a/vVRzKIzSoBqCu7v3nhbp5ZGsnwIBe+vi0MM23jv9ZDOtniYW/Bu2tjOJRcwOMTuzSrwsvR2oy5wwLq3eQPD3bhQHIBxRXVLNpxknk/RxDoas2cAT7M7OfNxO6NDNUUl6Szqw3PTemGvZUpiqLw2IQu+DpZ8cTig+hVOszU2WND3Pn3oRGEvzCeMV1deW7pYZbuT2mw3bYT2Uz5aBs/7kqkp7c9b83syZ/zhnJNb0/eXxfDi38dMUL07VhzK54APvkE7BqpGvvnn4a/D9qxvw+lYaJRmNJDrjeiZWk0Cj287Ll9qH+92e+MaVyIGxoF3lsXTUxmCbP6n//BkRDtTYsmnhRF6aIoysiWPKYQQojW88TVV/PEmQvOlXiaOROuuqrp9b/+2lJhtaiYzBJySioZFuTCbUP8qarRs2hnAvtO5lFcUYOthZbNtQmotrRwezw6vcqy/akUllU3WB+RmMcPuxJQVZXwhDzu/ymCu7/fR0W1ji+3xPG/f4+RW1LFvFGBfH3buYcKKorC2BA3sosrCelky8x+3k1uez7DglzQ6VUe/OUAr/xzjAnd3Pnt3iG8PK07783uXa/PkGgdFqYmvDwtlGqdSkATw+zaMwtTEz6/pT8D/Z3437/HKKk83aNof1I+t327F2cbM1Y+MoKvbwtjzgBf+vs58sGcPtwxzJ9f9iRxsIk+Y1eaJ554gid8z6oaO1fiafhwyMw0zGjnesYQosJC2LChdYJsYaqq8s+hNIYHueBsY27scIRodc425oT5O7E5OhtzrYapvTvGwwYhztTSFU/PAZta+JhCCCFayTQfH6adueBciSczM1i1Ctavh+nTweKsRqA7dkBiYmuEeUm21/Z3GhbkQhd3W6b07MTX2+L5dV8y5loN80YHkpBbRkJOaZvFlFdaxeLwZPr7OVJerWNxeHK99dU6PY/+fpCX/jrKJxtjeWH5EewtTUnILeOlv47w8cZYpvTsxOpHR/L0pJBmVS9N6emBosDzU7pd0jCl/n6OWJhq2BKTzYx+Xiy4uV9dTw3RdsZ1c2fe6EAem9ClQw41sjA14fmru5FfVs0PuxLqlv+yJwlrMy1/zhtaN3X5KYqi8PiELrjamvPy30frGqxfyaZNm8Y007OSvU0NtTvFwsIwicR119VfvmRJywbXSvYnFZCSX97oTHZCXK5Ozfo3qUcn7CzkAY/oeGSoXQdUUa0jIjHf2GEIIS4D0UeOEH3mgnMlngAUBcaNg+XLDbMgnT3b3ffft3CEl25HbA6dXazxcjDM6vXkxK5U1ujrnphP6WF4z6053C4ypYD31kZzMqeUqho9X26Jo6Jaz5szejLQ34kfdiegO+Mm+q+DaSTnldPd047318UQlVHMO7N6MbWXB4vDUzAz0fDytO4XFMOwIBfC/zOekZfYKNVca8K8UUE8OCaId2f1RtsO+gddqZ6ZFNKhb777+DgwpqsrX2+Np6SyhrKqGlYdTmdKz07YNnFjZWthyrOTQjiUXMCSRobpXWmio6OJTkurv/BcFU9nOnuWu+XLGw7bawfyS6u454dwtsZkU1JZw//+PYalqQkTu5+/Ob0Ql4ure3rg62TF7UP9jR2KEBflnJ8WFUXRXMgX0PEeuXVAX26JZ9YXOyko6zhj8YUQ7dN9f/7JfWcucL3ApMRNN9V//fLLMG0axMZeamgtolqnZ098LkPPmLK+s6sNNwww9EcYH+qOv4s1fs5WrZp4euVvQ+XSmHc30+v/1vDl1ngmhroT7G7L7UP9Sc4r55c9hmoxnV5lwaZYQj3sWDp/KBND3ZnV39A76cWpoXR2seblaaG4X8TU0y01LOWR8cE8eZVMYS4u3SPju5BfVs27a6JZczSD0iodM84zFPS6vl7083Xg7dVRFFW0v0RJW7rvvvu4L7l+xeR5K55OGTPGMGPpKXl5huF2qgpJSbB3L1RWtlywF2lbbA7rjmUy97u9XPPpdg6nFvLBnD5NJieFuBx1srdg69Nj6OfbPidxEeJ8zjeNzpX927ydGhbkzAfrYVdcLpM7SENRIUQ7dfbTbacLnJHs+uvhkUdAf8Z07f/+C+HhEBEBnsatxjiUXEBplY7hQfUrAB6f0AVzrQlTexmuoaO7uPJ7eDIV1bpmDVu7EIdTCtmfVMCDY4Iw02rIK61icGcnRnc1zKJ3VXd3RnVx5aW/j6JX4WhaIfE5pXx+cz/MtSZ8dVtY3bHc7SzY8MSoDjm0SojG9PFxYO5QfxbtTMDOQou3oyUD/c99HdJoFF65pjvTP9vBR+tP8OLU0HNuX1RRjZWpyeVbnVdTU/91c6/jpqYwYwYsXHh62eTJhuv2qSqqLl0MCSh7+5aJ9SIcTinAXKthfKg7qw6n88GcPkySpuJCCNGhnO83sAJUAknN/CprtUhFnV7eDliZmbAjLsfYoQghOrqzb1ia+6T8FHd3w43L2TIyDMM4jPy0fHtsDooCQzrXTzw525jz0rTQuifmo7q6UlGtZ19CXovH8P2uBKzMTLhnZGceHhfMK9d0Z1IPj7oEl9ZEwxe39GeAnxMv/32UZQdSuWmQb10/h7NJ0klcbl6aGsqNA30oqqhhRj/vZlXS9fJ2YE6YD9/vTODQORqN55VWMfqdzUz9ZDsnMotbMOp24uxruK2toR9fc82e3XDZmUP3YmLg888vLrYWEplSSKinHZ/e2JcDL05kejuZ4l4IIUTzna/iKRkoUVW1WY0kFEX5DrjtkqMS52Sm1TAwwImdcbnGDkUI0dFdasUTGG5K3Nzg66/rH2/3bsNQvF9/vbAboRa0IzaHXl72550SeXBnZ8y0GjZHZzMi+NJ6IJ0pr7SKvw+lcX1/73PO9mZpZsI3c8P4NzKdsSFuFzWMToiOSqNReO3anozp6nZBPcieuqor207kcMs3e/jhzoH0bWQIyvvroiksr0YBrv5kO14OlphrNXx5a3/8nK1b8F0YyaVew8eMMQyxzj7HUOMffoBnnjH0+Gtjer3KkdRCZvX3RlGUdjO9vRBCiAtzvoqnA0CwoiitNlepoiiTFEWJVhQlVlGUZxtZP1pRlEJFUQ7Wfr3U3H0vZ8MCXYjPLiWjsMLYoQghOrKLHaJxJhcX+OwzQ7Px8ePrr1u69HTlU2EhHD4MOt3Fx3sBSitrOJBUwNCg8zfatTLTMijAqcX7PK04nE5VjZ5bh/idd1tbC1NuHOgrSSdxRdJoFCZ273RBQ12dbcz5/b7BOFqZcfPCPbyx6jgRiXks3pfMr3uT2BKTzS97krhlkC+rHh3BnDAfenjZE59TysJtJ1vx3bShS61a1WobNhk/2/HjhuHTRhCfU0pplY6e3g5GOb8QQoiWcb6Kp0PANUAvYF8zjqdwAQ3GFUUxAT4DJgApwD5FUf5WVfXYWZtuU1V16kXue1k61Sh3R2wOM/ufuwmnEEI05QXtWb8GLibxdIqJCfzxBwwcCCdOnF7+778wahScPAlZWTBgAGzf3upVUHtP5lGjVxv0d2rKqC6uvLriOCn5ZXg7WtUtzyut4u3VUWg0Cr287Lk+zAeTZjbVPpCYj4uNOV3dbS/qPQghzs3b0YrF9w3hv/8e5eut8Xy5Jb7eentLUx4d3wVHazP+d20PAJ784xB/7k/hyau6nrMSsbXo9Cov/XWEqb08GRJ4gYmis7wwcybs3396wYUmnsBQmfrFF6dfOzoaejolJJxetmiR4drdmhIS4JVXICUFAgIgKIhcjQOmOnd6eRuvx5QQQohLd77E069AHlDQzOM9Abx8AecfCMSqqhoPoCjKb8B0oDnJo0vZt8Pr1skOJ2szdsRJ4kkIcZH0esaXltZfdimJJwAHB8OsSOPG1U8+7dlz+vt9+2DZMpgz59LO1ZTMTHB3Z0NUJuZaDf39mjcDzOiuhsTTlphsbh5kqFBSVZWnlxxic3Q21uZaftmTRJVOz21D/Bs9hqqq/BOZzqhgV+ytTDmYUkAfHwfpyyREK+pkb8GCm/uTnFfG0bRCurjboldVNkdnE+phh6N1/ST33KH+LIlI4Y/wZO4e0bnN4/1tXxI/70miWqe/5MTTeF/f+gsu5ho+YgQ89RR88gkEBcG33xqSP2f271uwwDAk78knwcbmkmJulF4P11xjqIo9Q5iJFvNnlhPo2grnFEII0WbOOdROVdUoVVU/UlX1xLm2O2P7XFVVEy/g/F4Y+kidklK77GxDFEU5pCjKKkVRTvWbau6+KIpyr6Io4YqihGefawx7B6LRKAwJdGZTVBbZxcaf6lYI0QEVFXFQr+fgqde2toZZji6Vjw9s2QL+/k1vs3fvpZ+nMUlJ4OND7vjJnFiykmm9PJo9dCfQ1QYvB0tWRKajqioAi3YmsP54Fs9P6cbBlyYwItiFd1ZHk1Xc+DDn/Un5PPzrAb7eFk9hWTXx2aX08ZEn9UK0BR8nKyb18KCzqw1BbrbcPaJzo0Nte3jZM8DfkS+2xHPnon08+2dk3f/51lZYVs27a6IBOJFVcsnHOxgZefoaDhdX8QTw9tuG4dCHDhkqm6ZMaZjE+r//M6xLSbnIaM9h3boGSSeAdEd3uvk4NrvKVAghRPt0zsSToii3KYrSqxXP39hvkbN/8+8H/FRV7Q18Aiy/gH0NC1X1K1VVw1RVDXN1bbmmscb24Jggyqp0PPb7QXT6tvnAJIS4jOTl8Sjw6KnXl1rtdCYPD8PQjKYcONBy5zrTRx9BdTXOG1bz+8/P8uayt5u9q6Io3DHMn51xuXy+JY4lESm8tuI440LcuGOYP4qi8H/XdKeyRs9rK443eozF+ww3ZGuPZRCZWgBAH5/mVVwJIdrOg2ODMdFAXHYJv+1LvqAJW4orqkkvLL/gc57MKeX5ZYcpLK9mYIATsZkll5zwenTx4tPXcLj4xBMYhj9ram8NzM3hrrsabhMVBcOGQVzcxZ+nMV991ejiWNtO9PRyaNlzCSGEaHPnay6+CLi2Fc+fAvic8dobSDtzA1VVi1RVLan9fiVgqiiKS3P2vdx187Djv9O7sz02h082NqsoTQghTss960arJRNPYOjr9Mgjja87cABausKgsNAws94ZtOPHXdAh7hoewDW9PXl7dTRP/nGIQZ2d+OCGPnVD5Tq72nDPyAD+OphG7FnVCmVVNfwbmYadhZaYzBKWHUgFoKf0JhGi3RnVxZU9z49nzaMjcbExY+G2+PPvVOv1lceZuWDnBSWN3lh5nDHvbmblkXTmjw5iWi8PiitryCy6xKr1lpiZtCmvvAKPPgpWVvWXJyXBvfde2rHDw+Hddw1VTunp8Pff9ddffz2l99xPztiJXB8mLSWEEKKjO1/iqbXtwzBrXoCiKGbADUC93zyKonRSaj/xK4oyEEPMuc3Z90owO8yHGf28+GjDCbafyDF2OEaVV1rF3d+HE5tVbOxQhOgY8vLqv76UJ+VNeeMNuP12Q7PaMxUUQOKFjMxuQlkZbN1qaGr++ONQfMb/fzc3uPnmCzqcoii8PasXo7u6cstgX76bOxA7i/rDD+8YFoCpicLPe+rHv/JwBqVVuroGxssOpBLoam2U5sVCiOaxMDXh1sH+bIrOrvf5obJG12Ri6UBSAWmFFaTkN131VFWjZ9uJbFRVJSGnlIXbTzK1lwc7nx3Lk1d1JcjNMOHAiUv9zHKps9qdi5UVfPABJCfD9On1123cCBfbvmLPHtRBgwx9pYYONfSNOvN9hIbC779j/dXnzFr4Ot087C7+PQghhGgXjJp4UlW1BngQWAMcBxarqnpUUZT7FUW5v3azWcARRVEOAR8DN6gGje7b9u/CuBRF4dVrexDkasOjvx8gs6jxviNXgh2xOaw/nsm9P0ZQXFF9/h2EaAdqdHqqdfq619EZxaQVXPgQjotyduKppSueACwtDUPu8vIMDWzPdCnD7VQV/vMfQ0Jr1CiYPdvQEPdMDz0EFhYXfGgLUxMW3TGQV6/tiZm24a9JFxtzJvfwYElECmVVNbXhqPy2N4kAF2uu6e1JDy87VFWG2QnREdwy2BdzrYYFmw3Dx07mlDLo9Q1M/mgbfx1MrZeAqqrRE5dtqHY8kFzQ5DG/23GSW7/ZywfrYvhkYyxajcJLU0PxsLcEINjd0Cz7RGbDPk9HUgtZfyyzecGfXfHUGg8QnJxgyRLo2bP+8h07Lu54H32Eoq/9vVdSAr/8Un/9PfeATMgghBCXFWNXPKGq6kpVVbuoqhqoquprtcu+UFX1i9rvP1VVtbuqqr1VVR2squrOc+17JbIy0/L5Lf0oqazhw/Uxxg7HaI6lF2GiUUjMLeOpPyLRS98r0Y7tT8pn8OsbCH5hFWGvrmfD8UxWHU5n6ifbuP3bvej0KlU1ej5af4KMwlZKKLdF4ulMffvWf30piaeVK+H116GqqvH1lpYwb97FH/88bh3iR3FFDX8fNIzw/mBdDOGJ+dxZ2wvqqtBOANJYXIgOwNnGnLlD/Vm6P5VPNpxg3k8RqCro9CqP/HaQJRGnm2mfyCqmWmf4fHEgKb/JY646koFGgY83xrL0QAq3DPbDze50ItzZ2gxHK9MGDcZXRKYz4/Od3P9TBIXlzXiI1haJJwCtFsaMqb/sYhJP1dXw669Nr7ewgFtvvfDjCiGEaNeak3hyUBTF90K+Wj1q0UCQmy2ju7ixNSYHVVVRVZV9CXlXVPLleHoRXdxteXZSCKuPZvDMn5GXfdP1Q8kFvLj8CDklMrNhR1BZo6v7/re9SRRXVPPQ2GC8HS256/twHvhlP6425pzIKmHF4XQ+3xzHB+tj+PoCeo+ci16vcs8P4fzv32OGBbm5vA68fmqDtk487d9/ccdRVXjppXNvc8cdrXcDBoT5ORLSyZY3VkVx56J9fLwxlhsG+HDLYD8Aru3rRS9ve0Z3dWu1GIQQLefpSSFc3cuD99bFEJVRzIdz+rDm0ZEEu9nw856kuu2OpxuGxrnbmXMgqQCdXmX6Zzv4bFNs3TYZhRUcTC7gkXFdGBHsgrWZlvtGda53PkVRCHazrTe8b/mBVB78dT9eDpbU6FU2R2edN+7XbW1PX8Ohda/jw4fXf719+4Uf43zJqoceatVrtxBCCONoTuLpEeDkBXy1zB2SuGDDgpxJLSgnMbeMLTHZXP/FLlYfzTB2WBekskbH8Lc28uvepEbX747PZfG+5LrX0RnF5JcaKh6OpRUR6mHH3SMCeGRcMH9EpPDIbwfqhsJcTvR6lZf/OsK1C3bw4+5E3lwVZeyQxDlU1ej5eMMJer68lu93JlCt07P2WCYTQt15fEIX/pw3lFsG+zK5hwdrHhtJF3cb3loVxWebYtEo8NfBNGrOGI53sb7bmcC6Y5n8sifJ8P8iL4+hwNBTG7T2h/1LrXg6cQJuvNEw69K5klZOTvDMMxce3wVQFIV3r+/NiGAXjqQWMr6bO/+7tkddE3IfJyv+fnA4Pk5W5zmSEKI9MNEofDC7DzcO9OHlaaGMCXFDo1GYM8CHg8kFRGUUAYbPGhamGq7p7cmxtCJWHE7nUHIB3+1IqLtOrz1m+Ox1da9OLLpjIFueGo2bbcNhv0HuNsTUzmx3IrOY55YeZoC/EyseHo6rrTlrmvEZbmhp6elrOLTudXzYsPqvIyKg/AKGhqekwOLFTa+3smr1a7cQQgjjaE7iqQhIuoCv5MYPI1rbsCAXAHbE5bB0v2E2pW0nLrLxo5HsPZlHSn45i8Mb/jNKLSjnnu/DeXZpJOmF5RSWVXPtZzt45Z+jZBdXklVcSainHYqi8NiELjw7OYQVh9OZ9sl2jqYVGuHdtJ6dcbl8vyuRGwb4cvsQP5ZEpHDwHL0mhHFsO5HN/J8jGPH2Rt5fF4OlmQmfbIxlc3Q2BWXVTOnpARh6Cr16bU8+u7kfthamPDKuC6kF5ViZG5bnlFSyLfbSJg+IzSrh7dVRBLpaU16tY/3xLMjLYydQN365tSueQkMN03WfkpYGWed/og+AXg/XXQe//dZw3cyZhvXbtsGCBYabId/WL77t4WXPpzf1Y+9/xrPw9jBMTYw+el0IcQnMtBremNGLO4YF1C2b0c8bUxOF32sfeh1PL6JrJzv6+zlSpdPz33+OYWaiIaekki0xhs9cq49kEOhqTZCbLSYaBWcb80bPF+xmQ2F5NcfTi5n/836szU349Ma+WJlpmRDqzubobCqqdY3uC0B1NTuLik5fwxUFHBxa4CfRBE9PCDj9s6G6GvbtO/9+qgq33QY+PvD5501v98wzUu0khBCXqeZ8Sv5AVdWAC/lq9ahFowJcrPGwt2DN0cy6p23bL/Fmta1tijJ8aDuQVFCvUbper/LUH4eo0avoVVgSnsIfEcmUV+tYdyyT/bV9Frp52Nbtc/+oQH68cxBFFTVM+2Q7z/4Z2SGHpJVW1hCdUczOuBwKywy9HBaHJ2NvacrL00J5alIIrrbmvPL30Qua2lm0rvzSKub/tJ99CfmE+Tvx3dwBfHFLf3JKKnluaSTWZiaM7OLa6L6Te3TitiF+fDC7D7P6e+NgZVqXTG4uVVXJPePf+xsrj2NhasIv9wymk52FoTdRbi7PA8+f2qi1E0+mptCjR/1lBw82b9/Vq+Fow/kjVEUxTPmtKIZhIPPmgb//pUYqhBAAOFmbMbF7J5buT6W8SsexdEN1dV9fw8QBOSWVPD6xC87WZiyJSCGtoJw9J/O4qnun8x47uHZmu6mfbCMht5SPbuhb1wdqYqg7ZVU6dpzrc1xeXv1ruKOjoSK0NZ1d9dTU0LnYWJg2DSZOhDffhB9/PPdxe/aExx5rmRiFEEK0O1pjByBajqIoDA104c/9hiaY03p78s+hNJJyy/B17hjDPTZHZxHgYs3JnFLWHsvk1tp+KYt2JrAzLpc3Z/Tkn8g0fg9PRqtRcLY2I7e0igW1vRVCz5pyd3iwC2seHcknG0/w0+5EEnPL+PXewW3+vi7G1phsnl92uN50zT5Olvxy92BWH83gxgE+WJiaAPDwuGBeXH6Eo2lF9PCSZsbtwedb4iipquHP+UPp4m64uVBVlf5+jkQk5jOtt2fd39/ZNBqF/04/naCZ1suTxeHJFJZVY29l2mD7l/46QpCbDbcN8UdVVdYey+TjDSeIyihm8X1DcLM1Z2N0Fg+OCcLdzoKpvTz4flcCNTm59Q/U2okngN696w+TO3zYcGNyPp980uhi5Z57GiazhBCiBd022I8Vkel1Db9DPWxxt7PA096CwvJqbhrkS3ZxJT/sSmB/Uj5mJhpm9PM673F7etnj62RFmJ8jD48Lxt/Fum7dkEBnbMy1vPTXUV5beZzRXdx4dnJI/Zk2z54goi2qhYYNg59+Ov26sT5POp2hQvXIEcPrdesaP9aECfDZZxAVZZid1Na28e2EEEJ0eDIu4DIzPNjwocPHyZKHxwYBhqF3l+J//x7jqT8OXXJsTanR6dHrVRJySonPKeX2IX4EuFiztra3QWxWMW+tjmJciBtzBvgwZ4AvKfnlJOSW8cLUbrjamnMopRAvB0scrMwaHN/J2oyXp3Xnqau6sis+lyOpLTPsrrCsuq7SqjX8tDuR8iodT13VlU9u7Mv7s3uTVlDBrC92UlWjZ/YAn7ptx4UYGhjvOZnX1OFEG0ovLGfRzgRm9PWuSzqBITn88LhgAKb39mz28W4Y6EONXmX+LxFU1dTv9XQgKZ8fdiXy8t9H2RydxXtrY7jvxwhKK2twsDTlrVVR/Lo3CQW4caBh+Nk1fTyp1qmUZZw1FLctblp69ar/+lAzri0xMYaKpzONGgUff2wYWieEEK1oUGdnnpjQpW4oXain4SHXoxO68Mo13bGzMOX6MG+qdSpmWg1L5w8lyO38SRR7K1O2Pj2G9+f0qZd0AjDXmnDfyM642Jjh5WDJtztOcsvCPXV9LQHIPevhQVtcw4cOrf/68OGG2yxffjrpdC733w/BwYbKKDu7828vhBCiw5KKp8vMsEAXtBqFGX29CXKzwc3WnB2xOXU3nBcqq6iC73cmUKNXubavV10fqZb02OJDHEjKZ0SwYdjR2BB30osq+GbbSbadyObt1dFYmZnwxsyehmnKu7vjYGWKVqPh6p6eHEwq4PtdiXTzOPeHljkDfPlw/Qm+3X6S9+f0ueS4P9scy7fbTxLx4gTsLRtWoVyKyhod22NzmNHPiwfGBNUtTy+s4J010fTwsqO75+nKJk8HS3ydrNgTn8tdw2W0q7F9tTUeVVV5dHxwg3Wjuriy7ekxF9R0urunPW/N7MWTfxzixq93U1Gtw1yr4Ye7BvHdjgRszbV4OFhw7w8RVOn03DjQh/9N78Gv+5J5cfkRDqYUMDbEHU8HS8DwlN3HyRIl/6xEZVtVPJ0pMvLc2+flwQMP1F82aBBs3tyiYQkhxLk8ODaIkzmlrDqSQUgnw+eN2WGnHwCFdLLjj/uHEOxm0+hDsIvx0LhgHqp9WPHXwVSeWHyITzfF8uLUUMMGZyee2uIa3rWrYTifvvYhSHIylJaCdW3iTFXh9deb3h/g0UcNCawZM1o1VCGEEO2HVDxdZtzsLPj34eE8MCYIRVEYHuTCzrhc9PrGe/9kFVU0mC1LVVUyCg39lX7dm0yNXsXFxpzXVhxv8jgXK6OwghWRaaQVlPPr3iQ6u1rj62zFlB4e1OhVbv1mL4dTC3ljRs+6GWHMtSZ8MKcPH87pg5lWw9TaypFQj3M/XbS3NGV2mA//RKaRdUb/qIsVnpBHjV5tlaqnvSfzKKvSMTak/lTs948K5L5RnfnPlNAG+wzu7MSek3kt/nckLoyqqqw9msnorm5NJpcuZqazWf29eeHqbiTklGJtruVQSiHzfopg5eF0Zg/w4Ytb+mNnqeW2IX68dm1PtCYabhjgg7+zFVU1em4ZfDr5rCgKY4JcsCopqn8SR8cLjuuCnV3xdOwYVJ3xBL+gADZsMPQN+f576NMH1q+vv89DD7V2lEIIUc+pmSy3Pj0Ga/PGn9sO8HdqsaTT2ab38WJ8N3f+OphK9anPbcYYamdu3rCPXmzs6e/Xrj33rKPvvQcffADXX98q4QkhhGifzpl4UlVVo6rqf9sqGNEyQjrZ1fUAGBbkQl5pFZGNDC+Lyihi+NubeHXF8XrLP9sUy5A3N/DDrgR+2ZvIyC6uvDi1G8fSi1h2wNDgOL2wnKmfbONYWlGD4wLc/2MEj/x2/qnSl0Qko1fhz3lDuaa3J/eO6AxAbx8H/rh/CD/fPYiNT4xiUg+PevuN6erG8GBD9VV/X0eenxLCnGZUdd0xzJ8avVo3O83FqqrRc6T2ve9rgeFtq49kkF18uhH0xqgszLUahnSuX2FmolF4bnI3hgQ2/HA5uLMzheXVRGUUX3I84uJFZxaTWlBeN/yxJd09ojMRL05g8X1DeGZSV7adyEGnqtw+xJ/OrjbseX48/53eA41GAcDURMPrM3oyJ8yHkcH1G5mP87LARNXzIfAhgI1N/RnnWouzM3id0fukuhqiow3f5+TAkCEwfryhUfjcuYan6WcKDYVZs1o/TiGEOItGo+Bq2/gMdW1hZn9vckqqTs9YnJt7+hoObTcjXJcu9V+fuoarKrz6atP7mZkZZrcTQghxxZGKp8vc+G7umJoo/Hsord7yimodj/x6kKoaPUsiUiirqgGgpLKGr7edxMxEw0t/HSWzqJJbB/sxrZcn3T3t+GxTLDq9yqKdCRxJLeLH3YkNzplXWsXaYxn8dTCtrh8CGCpB9sTn1s28pter/B6ezJDOzvT1deTjG/tywxnJowH+TgwLcqGzq80536NGo3DvyEC8aocRnYufszW9vB3YHJN93m3P5Xh6EVU1ejQK7Euon3jan5RPYXl1s4/196E07v8pgkd/P1D3s9kUlcWQQGcszRpvPt2YQZ0NHzh3x+eeZ0vRmjYczwJgTCskns50z4jOzB3qzz0jOtdNHmBSm3A609BAF96a1asuGXXKwNqRmn1qv9p0Cuuzq55ODbd74w1Dk9mmDBwIq1YZnrgLIcQVZlQXV5yszfgzonaW09zc09dwaJuhdmAYbnemjRsNDce/+65hs3GbMz7DPfwwuLR8ywYhhBDtnySeLnP2VqaM6uLKv5Hp9YZgvbHyONGZxTwwJpCSyhpWRKYD8OueJArLq/nxrkHM6OdFb297xoa4odEozBsdSHxOKf8cSuO3vYYqhJWH0xs0O94UlYVeNQxt++8/R+tKwn/bl8ycr3bzR4Rh1r3d8bkk55Vzw0Af2tLIYBcOJhdQVNF0ckinV0+XsjfiQO3wuik9PTiUXEhFtQ6AjVGZzFiwk+eXNdJssxEZhRW8uPwI9pam7IjNZfWRDI6mFZKQW9ZgmN35eDlY4uNkyZ6Tkngypk1RWfT0sse9dkrs1qIoCq9c053np3S7qP0ta4fZra/9arMbFmjY5+nQIcjKgs8/b3x7ExN4+mnYtg18L65fnRBCdHRmWg3X9PZk3bFMVkSmk5OUfvoaDsarePryS7j1VrjrrvrLJ0+G9HTDsOmlSw0PF4QQQlyRJPF0BZjW25OMogrCEw3JksXhyXy/K5G7hgfw5MSudHa15rd9yRRXVPP1tniGdHZmYIAT78/uw/IHhtVVUUzq3glfJyueXRpJYXk180YHUlhezeborHrn2xCViZutOe9e35u47FI+2xRLRbWOD9fHALBgUyxVNXo+WB+Dg5UpV3Xv1KY/j+FBLuj0Krvimk7QPPjLfu5ctK/J9QeSC3C3M+ea3p5U6fQcTi0kIaeUR387iIlGYc2RDLKKT/eRqtHpyTyrr9SxtCLu/8kwS9mf84YS0smWF5YfYdbnu7A11zIx9MJ/LoMDnNkRm0tKftkF7ysuXV5pFfuT8i84aWgUtU1pX639atPEU2MVT++9B+Xl9ZdrNHDttYbZkd56q22GAgohRDs2O8yHGr2eB37Zz97wE6ev4dB2iaezK56a8uKLhoqn226D664DrcxpJIQQVypJPF0Bxndzx8JUw+LwZP46mMp/lh1meJALz00OQVEUbhjgQ0RiPkPe2EhWcSUPjTs9i5qinB6eozXRcM+IACqq9XTzsOPxCV1wsjbjr4Onh/FV1ejZGpPDuG5ujO/mxrV9PPlw/Qnu+n4fmUWV3DksgITcMu76fh/7EvJ54epQLEybP5ysJfT1dcTazOR0j4Sz6PUq20/ksO1ETpONww8mF9DXx5Ewf8PN+u/7krn9u70oisJ3cwdQo1dZXNtHKrekkpsX7mHYmxs5nm6oMnlvbTRTPt5GfHYJb8/qRZCbDf+d3oOC8mqGBjqz+rGRdLK/8IqZ+0cHoihw16Jwis9R0SVax4rD6ehVGNetAySezm5Ka8zE05o18Pbb9Zd99BHodLBsGYSEtF1sQgjRjoV62rH3P+NZ+fAIelvp6q80VsVTYyZMMPTsE0IIIZDE0xXB2lzLuBB3lkSk8MhvB/Fztuazm/qhNTH89c/q70NXd1smhLrz1wPDGBrY9Pj7Wf19GODvyGPjgzE10TCtlwfrj2eSW2JojL3nZC4llTWM7+aOoii8Pas3o7q4siM2lzFdXXnh6m50dbdl24kcRnd1ZWY/rybP1VrMtBoGd3Zm+4mcRtfH55RSXGnoebVwWzwAlTWnP9zlllSSmFtGX18HnKzNCHKzqe2TpePbuWGM7OLKsCBnft2bzNL9KUz7ZDsHkwuwMDXhrdVR7E/K55ONsUzv48m2Z8YyrXZWvoEBThx4aQILbw9rVr+qxgS62vD5zf2JzS7h2T+bN9xPtIzj6UW8vuI4YX6O9PC0N3Y452eM2ZBO6dr13H2a3N3hnnvaLh4hhOhAXGzMCfW0w0t/VpVoWz1A8PICq6ZnZ1U1Gvi//2ubWIQQQnQIkni6Qjw+sQtPTuzCL/cMYsXDw7G3Mq1b52RtxprHRvLBnD709nE453EszUz44/6hTKwdHnfzYD9UFR79/SDlVTq+25GAhamGYUGG5JWZVsMXt/Tn4bFBdbNtPTclhB5edrx+Xc96FVVtaUSwCwm5ZfzfP0d55LcD9ZqBH0ouAAyVYquPZPDK30fp+cpanlkSiU6v1s3s19fXMPX8zYN8Gd/NnRUPDae/n+FD3y2D/EgtKOfxxYewtTDlz3lDeXhcEJujs5n3UwSd7Cx47bqe2Fua1ovLzsL0kn8mw4NdeGBMECsOp3MiU2a4awuFZdXc+2M4dpZaFtzcr0Ej73apb1945hnw8DA0ew0La7tza7VwzTVNr3/zTbC8uOSrEEJcMa67DtzcwNERBgwwJO3bgkYDwcGNr5s2DWXxYql2EkIIUY9yahYtowWgKJOAjwATYKGqqm+etf5m4JnalyXAPFVVD9WuSwCKAR1Qo6rqee+cwsLC1PDw8JZ7A4Lf9yXxzJ+HcbExI6ekiuenhHDvyEBjh3VOCTmljH1vMwB6Fd6Z1YvrwwxNzl9cfoRlB1JZ9/hIRr69iWqdSn8/RyIS8wnpZEtURjEjgl34bu6Auqqxs9Xo9CzYHEdPL3tGd3VFURQqqnWMe28LqQXlfH5zPyb39Gi195dfWsWQNzdwTW9P3p7V+/w7iAtWWF6NrbkWjUbhg3UxfLThBH/OG0p/P0djh3ZBRo8eDcDmzZvb9sRFRXD77bB8ed0iVaNBWbAA7ruvbWMRQogOymjX8DlzYPHi+su++QbuvLNt4xBCCNGuKIoS0Vhexqhd/hRFMQE+AyYAKcA+RVH+VlX12BmbnQRGqaqaryjKZOArYNAZ68eoqtr4mCnRJuYM8OVIahFLIlJYcHM/prRiQqWl+LtYs+WpMThZmzH63c1sicmuSzwdSimgp5c9HvaWfDt3ALYWpvTxceDLLXG8sSqKGwf68t/p3ZtMOoGhH9bD4+o/DbQwNeHDG/qwLyGPST1at6G6o7UZs8N8+G1vMk9O7IpbK8+wdqWprNEx6p1NTO3lwQtXh/LT7kTGhbh1uKQTwJdffmmcE9vZGWY5+uwz+PhjsLVFee01mDTJOPEIIUQHZLRruK1tw2XTprV9HEIIIToEY08vMRCIVVU1HkBRlN+A6UBd4klV1Z1nbL8b8G7TCEWz/Hd6d/5zdbc2bxR+KXycDP0JRnVxZd2xTHR6lWqdnuPpRdw1vDMAI4Jd67a/b1Qgs8N8cLS++Jm1Bvg7McC/bXow3DU8gJ92J7JoZwJPT2qd5sxHUguJySzG0cqMQZ2dsDLTkpxXxjN/RvLhnD6XbcLraFoRBWXV/LQ7ibJKHbmlVdw1PMDYYV2Urs2dnag1KAo8+CA88IDheyGEEBfEaNfwsWMNFU6n+PqCq2vT2wshhLiiGbvHkxeQfMbrlNplTbkLWHXGaxVYqyhKhKIo97ZCfKKZFEXpUEmnM43q4kpheTUHkws4ll5EtU6lTxO9ri4l6dTW/JytGRvixpKIFHT6lh9SW1Gt49Zv9vD44kPcsWgfH6yLAeDfyHR2xuWy/GBqk/tV6/QtHk9bikgwzHbo5WDJ0gOpdPOwY0hgGzbnbkH//PMP//zzj3GDkKSTEEJcFKNdw6dPr99TyliVV0IIIToEYyeeGrvbaPQOWVGUMRgST8+csXiYqqr9gMnAA4qijGxi33sVRQlXFCU8Ozv7UmMWl5kRwS5oFNgSk82BpAKAJhNPHc3Mft5kFVeyI7ZlRqPuS8jjzVVR6PQqfx9MI7+smo9v7Mvgzk5sOJ4FwPZYw/+x1UcyGuy//lgmA15dz2srjrdIPG0hOqOYV/4+ykt/HWFFZDoAEYn5+Dlb8fGNfbAyM+GhsUFGa5R/qd577z3ee+89Y4chhBDiIhjtGm5tDYcOwYIFsGuXDJMWQghxTsYeapcC+Jzx2htIO3sjRVF6AQuByaqq5p5arqpqWu2fWYqiLMMwdG/r2furqvoVht5QhIWFGbebumh3HKzM6OPjwC97kiiuqCbQ1ZpO9pfHELGx3dyws9CydH8KI7tcWgl8WVUNj/x6gLTCCuwstfxzKJ2u7rZM6+VBfmkVL/99lOiMYvYl5GNjrmV/UgEZhRV1P8uF2+J5dcVxTDQKfx1M5YWru52zT1Z78cWWOP46mIqZVsOSiBRGdnEhPDGfkcEu9Pdz4sBLEzDXdsxqPyGEEOKiubvDvHnGjkIIIUQHYOy7vn1AsKIoAYqimAE3AH+fuYGiKL7AUuBWVVVjzlhurSiK7anvgYnAkTaLXFxWxoe6k1NSyagurvxyz2Bjh9NizLUmTOvtyeqjGRRXVF/SsT7dGEtaYQV9fBx4Z000x9OLmDvMH0VRGNPVDYB31kRRVaPn0fGGxuprjhqqnvbE5/LayuNM6t6Jd2b1Ir+smvDE/Et7c21kX0IeV3XvxG/3DqGsSsfHG06QU1JJv9pG4pJ0EkIIIYQQQoimGTXxpKpqDfAgsAY4DixWVfWooij3K4pyf+1mLwHOwAJFUQ4qihJeu9wd2K4oyiFgL7BCVdXVbfwWxGXi7uGd+feh4Xx5a3/cL7OG2DP6eVNRrWfl4fSLPsbu+Fy+3hbPjH5eLLpjAG625thbmnJtH0NLNl9nKzq7WrP+eBamJgo3DvQlyM2GfyPTiMsu4bHfD+LnZMV7s3szsXsnzLQa1h7NbKm3eF6qqpJeWF73+re9STy/7DCq2ngB5Knl6YXlpOSXM8Dfid7e9vTwsuOb7ScBOuQMdkIIIYQQQgjR1oxd8YSqqitVVe2iqmqgqqqv1S77QlXVL2q/v1tVVUdVVfvUfoXVLo9XVbV37Vf3U/sKcTHMtBp6eNl32D4959LP14Gu7rZ8s/0k+gtsMl5RrePx3w9yw1e7cbO14NnJIThYmbHk/qH8du9gLM1OV/ucqnrq6+uItbmWKT06sS8hn3HvbSGruJIPb+iLtbkWG3Mtw4NcWHsso8nET0vbcDyLoW9uJCIxjxqdnvfXxfDLniR2xeXW2660sobXVhyj1ytr2Z+Uz96TeYBhNkJFUbh5kB96FWzNtXRxb2QqaSGEEEIIIYQQ9Ri7x5MQopUpisJ9ozrz+OJDbIrOwtbClHfWRHHrEH+m9fI4Z7Ltj/Bklh5I5f5RgTw8LggrM8Mlw8fJqsG2Y0Pc+Gb7SYYHuQBw76hAOrvaUFWjJ9jdpl7D9omh7myMyuJ4ejGhnnbo9CrJeWX4u1i37JuvtTkmC1WFL7fEMzvMh6ziSkxNFD5YH8OQQGeiMopZuj+F5QfTyC6uxEyr4ast8bjammNtZkI3D0OSaXofT15fcZy+fo6YaC6PJOWPP/5o7BCEEEJcJLmGCyGE6AiUtqo4aC/CwsLU8PDw828oxGWkWqdn9DubsTY3Ib2ggooaHdU6leFBLiy8PQwLU0PlkqqqfLYplu5e9owKdmX8+1uwsdDy1wPDzlsNVqPT8+VWQ2LH1db8nNvmlFQy+PUNDA924evbwnhu6WH+3J/C0nlD6evb8kPYxr23mZM5pahAd087MosqmTcqkP/+e4wxXV3ZFJ2NqYnCyGBX5o8JZN2xLL7aGoebrQXB7jb8eNegumNFJObjaGVKZ1ebFo9TCCGEEEIIIToqRVEiTo1SO5PRh9oJIVqfqYmGu0cEEJNZgq2Flk1Pjub/runO9tgcXltxvG67dccyeXdtDPN+iuDrbfHE55Ry57CAZg1B1JpoeGBM0HmTTgAuNub83/TubI7OZurH21kSkYKqwuLw5Et6n43JKq4gLtvwPkw1Go6kFjGrvzc3D/bF096CbSdyuHdkZ/b9ZzzfzB1Afz8nbh3ih6IoZBRVMMDfqd7x+vs5XlZJp99//53ff//d2GEIIYS4CHINF0II0RHIUDshrhA3DvQlu7iSWf298Xa04vah/qTkl/H1tpMMCXRmTFc3/u+fYwS52VBYXs0bq6JwszVnSk+PVonn5kF+pBWU89mmOGb28wbgn0PpvDg1tG5IX0vYHW/o03RNH0+KKqpZHJ7C7DAfzLUm/H7fEPSqip9z/SF+Xg6WXNXdnZWHMxokni43n3/+OQBz5swxciRCCCEulFzDhRBCdASSeBLiCmFhasLTk0LqLXvqqhD2nMxj/s/7cbU1J7u4kt/vHYwK3LJwD3cOD8BM23qFkU9O7MrYEHd6e9uzP6mAP/ensOpwBjP7e1/ysSuqdZhrNeyOz8XWXEuohx3/uTqU6/p6E1DbS6qxXlWnPDa+C5amWvr5OVxyLEIIIYQQQghxpZLEkxBXMDOthh/uHMif+1NZdyyD6/p6MaizMwB7nh+Hk7VZq55fURT6+xl6Og3wd8Tf2YrF4cmXnHiKzy7h2s920N3TnqS8MgYEOKE10WBvqWFIoHOzjhHsbst7s3tfUhxCCCGEEEIIcaWTxJMQVzgHKzPuGh7AXcMD6i13tjl/r6aWpCgKs/p78+7aGFLyy/B2bLoaqSmqqlJZo+eBXw6gKAqRKQWUVum4fahfK0QshBBCCCGEEOJ8JPEkhGg3pvX25N21Maw8nM69IwMvaN/Hfj/IumOZdLK3IDarhG/nhhHsZstPexKZ1d+nlSIWQgghhBBCCHEukngSQrQbfs7W9PSy59/IC0s8ZRVV8PehNHp42lGlU3lkXDBjQ9wBeG5yt9YK97KwZMkSY4cghBDiIsk1XAghREcgiSchRLsytZcHb6yKIjG3tMFsc01Zsj8FnV7lgzl96Oxq08oRXl5cXFyMHYIQQoiLJNdwIYQQHUHrTVclhBAX4epeHgD8G5nerO1VVeWP8BQG+jtJ0ukiLFq0iEWLFhk7DCGEEBdBruFCCCE6Akk8CSHaFW9HK/r6OvDbviTyS6sarM8rreLb7ScprqgGYO/JPE7mlDJngPRxuhhy0yKEEB2XXMOFEEJ0BJJ4EkK0O89OCiGzqJK5i/ZRUllTt/xwSiHTPtnOf/89xu3f7uVoWiHPLj2MnYWWKT09jBixEEIIIYQQQojGSOJJCNHuDOrszGc39eNIaiEv/XUEgKziCmZ/uQuAZyaFcCilkKs/3k5BWRXfzh2ApZmJMUMWQgghhBBCCNEIaS4uhGiXJoS6M2eAD8v2p/L6dTrWHM2kvFrHN3PDCOlkR4CLNT/vSeT/rukuvZ2EEEIIIYQQop2SxJMQot2a0sODX/YksSUmm9VH0unsak1Xd1sAJvXoxKQenYwcoRBCCCGEEEKIczF64klRlEnAR4AJsFBV1TfPWq/Urp8ClAFzVVXd35x9hRAd26DOTjhYmfLr3iR2x+dx38jOGC4JoqWsXLnS2CEIIYS4SHINF0II0REYtceToigmwGfAZCAUuFFRlNCzNpsMBNd+3Qt8fgH7CiE6MFMTDRO6ubM5OhudXpUKp1ZgZWWFlZWVscMQQghxEeQaLoQQoiMwdnPxgUCsqqrxqqpWAb8B08/aZjrwg2qwG3BQFMWjmfsKITq4yT0NySYvB0t6etkbOZrLz4IFC1iwYIGxwxBCCHER5BouhBCiIzB24skLSD7jdUrtsuZs05x9AVAU5V5FUcIVRQnPzs6+5KCFEG1nWJALLjbmTO/jKcPsWsHixYtZvHixscMQQghxEeQaLoQQoiMwdo+nxu4i1WZu05x9DQtV9SvgK4CwsLBGtxFCtE/mWhM2PjkKK1MTY4cihBBCCCGEEOICGTvxlAL4nPHaG0hr5jZmzdhXCHEZsLMwNXYIQgghhBBCCCEugrGH2u0DghVFCVAUxQy4Afj7rG3+Bm5TDAYDhaqqpjdzXyGEEEIIIYQQQghhJEateFJVtUZRlAeBNYAJ8K2qqkcVRbm/dv0XwEpgChALlAF3nGtfI7wNIYQQQgghhBBCCNEIRVWvrJZHLi4uqr+/v7HDEEKIdisuLg6AwMBAI0cihBDiYsh1XAghhDFERESoqqo2GFln7B5Pbc7f35/w8HBjhyGEEO3W6NGjAdi8ebNR4xBCCHFx5DouhBDCGBRF2d/YcqP2eFIU5VtFUbIURTnSxHpFUZSPFUWJVRQlUlGUfmesm6QoSnTtumfbLmohhBBCCCGEEEII0RzGbi6+CJh0jvWTgeDar3uBzwEURTEBPqtdHwrcqChKaKtGKoQQQgghhBBCCCEuiFETT6qqbgXyzrHJdOAH1WA34KAoigcwEIhVVTVeVdUq4LfabYUQQghxBYnKKGJnbI6xwxBCCCGEEE1o7z2evIDkM16n1C5rbPmgpg6iKMq9GCqm8PX1bfkohRDiMjJu3DhjhyBEs+SVVnHLwj3klFQxvY8nr0zrjqO1WYPttp/I4e01UdwwwJdZ/b0x0xq74FuI1iXXcSGEEO1Je088KY0sU8+xvFGqqn4FfAUQFhZ2ZU3jJ4QQF+jFF180dghCNKlGp+dYehEhnex4YflhCsurmTvUn592JxKXXcKS+4diYWpSb58Vh9OITCkkMuUwP+1OZOn8htsIcTmR67gQQoj2pL0/8ksBfM547Q2knWO5EEIIIS5jn22K45pPd9D7/9ay8nAGj03owivXdOfzW/pzJLWI11Ycb7DPoeRCRgS78OGcPhxLL2LBpthmny8uu4SDyQUt+A6EEEIIIa4s7T3x9DdwW+3sdoOBQlVV04F9QLCiKAGKopgBN9RuK4QQ4hJNnjyZyZMnGzsMIRrIL61i4bZ4BgU4MbO/FzcM8OHeEZ0BmBDqzj0jAvhxdyJ/HUyt26eiWkd0ZjG9vR24tq8XM/p6sWBzHFEZRfWOXVZVwyt/HyWruKLe8pf/Osp9P4ajqlIwLToOuY4LIYRoT4w61E5RlF+B0YCLoigpwMuAKYCqql8AK4EpQCxQBtxRu65GUZQHgTWACfCtqqpH2/wNCCHEZai8vNzYIQhRT7VOj1aj8NW2eEqqavi/6d0J6WTXYLunJ4VwKLmQp5ZE4ulgyQB/J46mFaHTq/T0tgfghamhbI7J5vZv9/L8lG5c09sTRVHYEZvLop0JlFfpeGtWL8AwrO9AUj6lVTpSC8rxdrRq0/ctxMWS67gQQoj2xKiJJ1VVbzzPehV4oIl1KzEkpoQQQghxmTqSWsgNX+3GXKuhuLKGab08G006AZiaaPjy1v7M/Hwn9/wQzj8PDudwSgEAvb0dAHCyNmPRHQN4ftlhHvntIEm5ZTw0LpijaYUA/BGRzD0jOxPkZkN0ZjGlVToAIhLzJfEkRFuqqYHwcPDzAw8PY0cjhBDiErT3oXZCCCGEuELllFRy348R2FpoGRviRj9fB56c2PWc+zham/HdHQOorNbz/roYIlMKcbM1p5O9Rd02vbwd+OuB4fTzdWB9VBYAx9KK6GRngaWpCe+tjQZgf2I+AFqNwoGkgtZ5k0KIhmpqYPhwGDIEunSBXbuMHZEQQohL0N5ntRNCCHE5KiiATz6BykqYPx88PY0dkbgIH284wdBAZ8L8nVr82Hq9yoO/7CenpJIl9w+tGyrXHH7O1tw6xI+F2+JxtDKjr69Dg21MNAqDOzvz1dZ4Kqp1HEsvIszfkSA3Gz5cf4IjqYWEJ+bjbmdOgIs1EbVJKCFEG1i2DPbsMXxfUgILFhiSUEIIITokqXgSQghRz9SpU5k6dWrrnuThh+Gll+C112DqVNDpWvb45eXw1lvw/POQkdGyxxYARGUU8f66GD69gBniLsTPe5PYHZ/H/6b3uKCk0yn3jOiMmVZDbmkVvWqH2Z2tv58jNXqV7SdySMkvJ9TTjjuGBWBrruXzLXFEJObT38+R/n6OHE8voryqhf+dCtFK2uQ6fiFKSuCXXwxD55rjgw/qv/7pp5aPSQghRJuRiichhBD1PPnkk617Ar0eFi8+/frAAVi5EqZNa7lz3Hvv6RuVjRsNwzQUpeWOL/gzIgWAnXG5lFbWYG1+6R8pSipryCgsx9pcy9urohgW5Mz1Yd4XdSxXW3NuHezH19tONpm46uvrCMBPexIBCPWww97SlFuH+PH5ljhUFeYO9SfAxZoavUpkSgGDOjtf3JsTog21+nX8lEOHYOtWSE6Gq66CMWPg998hNRXmzAEfH8ODhWHDIDLSsM/ixXD99ec+bmJi68cuhBCizUjiSQghRNtKTzcMsTvT11+3XOIpMbH+0/E9eyAlxXAD1MYqqnUcSr78khXVOj3LDqThaW9BWmEF207kMKlHJwBUVaWksgZbC9MLPu5Dv+xnU3Q2imJoFP7qtT1RLiFh+ODYYFxszBke5NLoeidrMzq7WLMlJhuA7p6GBNWdwwP4ZvtJKmv09PdzxM/ZGoCIpPzL7u9SiIuiqjBzpmFI3CnvvFN/m4ULDRVOu3adTjoBPPNM04mnqirQaCAtreVjFkIIYTQy1E4IIUQ9o0ePZvTo0a13gpMnGy775x+YMgUefdTw/dlTgZeXQ/45euyUl8PcuRAcDAEBDddnZl5KxBftyy3xzPlqNztic4xy/tayNSabnJJKXpwaiq2Flg3HT/98v9uRwIDX1pNXWnVBx9yXkMem6Gxm9ffm9iH+vHt9bwJcrC8pTntLU+4bFYipSdMfd/r5OaKqhgopV1tzAFxsDNVSDlamdPe0x8najC7uNvyyJ4m0ApmmXhjo9So6vWrsMBrV6tfxTZvqJ50aEx0Nv/1m2PZMJ08aKqLOtmSJYfY60yaS1qWlFxerEEIIo5PEkxBCiLYVH9/48lWr4KOP4JproGtXSEgwLN+4EdzdwckJnn228X0feQS+/x5iYw1P4s/WBomnzzfH8fJfR/hySxyF5dXo9CqLw5MBeGdNNGpjcQHFFdV8vOEE2cWVja5vj5ZEpOBsbcb4UHdGdXFlU3QWer1KYVk1H66PoaJaz4Gk5jfjVlWVd9ZE42przv+m9+CVa7pzTe+2aTjf388w3C7Uw67e8mcnh7DxidGYaQ0fld6a2YvCsmpu+Go3Lyw/zOwvdrH6SHpd/Gf2f1JVleKKagrLquv9vZdV1bT22+kQknLLOJJaaOwwLkl5lY4Zn+/k3h+a2bPocnPoUPO2+/priItruHzNmvqvKysNQ6Tz8po+lpEeIAghhLh0kngSQgjRthqreDpbcjK88YahN8jdd0NxsWH5W2/Bhg31t92zB3XhwnMfr5VvWDYcz+St1VEsDk/hjVVRPLH4ENtjc0gtKGd0V1cOJhew4XhW3fZpBeWkF5ZTUFbFLQv38P66GN5eHdWqMbaU0soaNkZlMbWXB6YmGiaEupNTUsXqoxks2BJLcWUNGgUOJhc0+5jbY3PYezKPB8cEYWlm0nrBN6Iu8eRZP/GkNdHgZG1W97qvryM/3j2Ioopqlh9II62wnHk/7+f1lce55tMdDHhtPTklhuThQ78eoOcra+n937U89OsB9HqVjVGZ9HplLdtPXF7VbxdCr1f5dvtJJnywhWs+3c5nm2LRt9OKoXNRVZWn/4w0/L+OymJn3Om/0xOZxdz6zR5u+GoXzy87TEV18xvSbzuRzbyfIiit7AAJyqYeIJxt7976Pf1OWbWq/uuNG89d1QoyUYQQQnRg0uNJCCFE22ruDcuKFYam42cnqh57zDAcz8kJrKzggQdQmqgmqnMJiaeKah0fbzjB3GH+uNlaNLr+lX+OEuRmw8qHR7Bo50leXxnF8fQiHK1MWXBzP6Z8tI1nlx5mWGQaqfnlhCcabrDMtRpUFYZ0dmbpgVTmjwlqcnjZxxtO0NPbnjFd3S76vVyI4orqRvs0bYrOorJGz5SeHgCM7uqGp70F83/eD8B1fb2Izig+b+KpolqHhakJOr3K6yuj8Ha05IaBbd+HK9jNhqeu6srUXh7n3baPjwP7/jMeBajRqzz06wG+2hpPJzsLSiprWH0kg6t7erD6SAZjQ9zwdLDgp91JOFmbsfxAKjV6lfXHMxke3HjPqcvd22ui+WJLHONC3LA0M+GdNdEcSyvigzl96irLOoIvtsTzz6E0HhkXzG/7kvhw3QmGdHYmLruEG7/ejV6FABdrftmTRGcXa+4e0ZmCsirKq3V42Fs2esyMwgoe+vUABWXVdHa15qmrQtr4XV2gs6/Lw4fD9u3N33/dOigshMcfh2PHmldBJRVPQgjRYUniSQghRNtqrOKpTx/D16JFp5elpsK8eQ23PXwY/P3BxsYwBK+xYRxnu4QbllVH0lmwOY60gnI+vKFvvXWqqvLB+hiS88r55e5BmGk13DksgBWR6RxKKeSu4QFYmWl5b3ZvPlh3gvCEfGzMtTx1VVeszUyIzizmmt5eBLnZMOLtjXy0PqbBOQCKKqr5YH0MnvaWbHpydIOb9IpqHVlFlfg6W130+zzTnvhcbvlmD69d15PZYfWTQasOZ+BiY0aYvxNg6KO04YnRLIlIZlN0Nk9d1ZVPNsbyb2Qaer2KRtOwOXhURhHTP93BbUP8CHKz4Xh6EZ/e1BdzbdtWOwEoisIDY4Kavf2pflFaE/jilv7sT8qnj48DV324lRWR6Wg1CjV6lcfGd6GHlx3FFTX8sCsRe0tTunvasf0y6/fVXFEZRXy9LZ5Z/b15Z1YvAHp52/P6yijKq3UsuLkfFqZt//ffHPuT8vnPsiPcPTwArYnCW6ujmNbbk0fHB+NsY8ZLfx3l7u/D2ZeQh5nWhMX3DSbIzYZbFu7h881xXNW9Ezd8tRuticLmJ0fXNczPLKrgmk+3E9LJjqKKaiqr9YwIduHrrSeZHeZT19S+XTr7AcKHHxp6MEVEQE0NPP30ufcvLIQhQ+D48eafUyqehBCiw5LEkxBCiHpmz57duic4+4YlJsbQFBwgN9dQzXRKYw1oTykpMXydyd0dLCwaTsV9CYmnZQcMsystP5jG3GEB9PFxACCvtIoXlh9m5eEMZvX3ZmjtzGlaEw3vXN+bp5dEctsQPwD6+znx092Dznme24f489W2eO4bFUi3s/oN7U/MR1UhtaCc5QdSmT3gdDKoqkbPHd/tIzKlgIgXJ7TIzfv762Ko1qm8tuI440LccLYxNN0ur9KxKTqL6/p6YXJGQsnSzIRbh/hz6xB/APr6OPDr3iRO5pYS6GrT4Pg/7EqkskbP19tOotUo9PN14Oqe5684am9MNAoDahNwU3t58unGExRVVOPnbEUPLzsUReHNGb2wNDVheh8vDqcW8PrKKDKLKnC3a1g9dzZVVTmWXkRXd1u052iQ3t7p9SovLDuCnYWW/0zpVpd4uXdkINbmWv6z7Ag3fr2bL27p36yfS1OKK6pJLSgnpJPd+TduQkZhBZZmJthbGqr9qmr0PL0kkvjsEp74w1CVMyjAiXev74WiKMwZ4MN3OxI4lFLAqK5uPDIumCA3w7/5xyZ0YebnO7n6420UVRiGzx1NK6KHl2H2xGUHUsksqkSvFpFdXMnbM3sxqqsrY97dzMt/H+Wb2wfU+392IVr1Oq7XN3yA0LkzODrCyJGGfk1vvw0550myXkjSCaTiSQghOrCO+ylGCCFEq5g/fz7z589vnYNXVNRPJikK+Pmdfj158sUf29UV9u83zKS0dGn9dVlZje9zHtnFlWw/kc3cof642Jjx8l9H+GJLHPf/GMHg1zew9mgmz04O4e2Zvert18XdluUPDLugioV5owNxtDLjheVHGvS9iUjMx0SjENLJls82x1Kj0wOGxMSLy4+wKz6X0iod4QnNb+h9ts82xfLdjpPsiM1hz8k8bhnsS2llDa+vPN17aktMNmVVurphdk3p4+sAwMGkggbrSipr+OtAKjP7eTN/dCAmGoUXpobWJSM6qqm9PNCrhsTCtF6ede/H0syEN2f2YkigM8Nqk5PNneVwzdFMrv54O1M/2c6mqCxKOkLvn0b8E5lGeGI+z03uhuMZfbMAbh7kx4Kb+xGdUczUT7YTm1XSxFHOLaOwghkLdjL14+1kFVVc1DGqavRM/2w7z/4ZWbfsq61xxGaV8NWtYbwyLZQpPTvx1W1hddV55loTNjw+in3/Gc8nN/atSzqBoX/Y6K6uFFXU8PK0UDQKrD1qqNpRVZWl+1Po5+vAzmfHsv7xkcwe4IO7nQXPTAphc3Q2zy2NvOgeWK16Hc/IMFzLT3FwMCSdTjE3h/vua/nzSuJJCCE6LEk8CSGEqKesrIyysrLWOfjZlUje3mB2xo3ouRJPkybV3/YMqkYDv/4Knp6Gmx5///obXOQNy7+RaehVuHmQL09O7MqhlELeXBXF/qR8bhnsx4qHR3D/qMBGh5NdKAcrM56bHEJEYj5/RCTXW7cvIY9QDzsem9CFxNwybvlmD++tjeaaT3fwe3gydw4LQKtRLnoYV3phOe+ujeb//jnGHd/tw83WnBeuDuXekZ35c38Kv+1Noriims83x+JoZcqgAKdzHi/Q1QZrM5NG+zwtP5BKaZWOWwb78vSkEA69PJF+vo4ND9LBdHG3Jbg26TC1d+OJuW6d7HCyNmN7bA6qqp43qfDznkRcbMwpqazhjkX76PHyGm5euBtdB2rIrderLNgURxd3G2b19250myk9PVg2fxhVNXpeXXGs0W2eWxrJQ78eaHRdVlEFs77YSUp+OTV6lZWH0y8q1nXHMsksqmRTdBYV1ToyCiv4ZGMsk3t0YnyoO3OHBbDg5v511VCnaDRKk4nT967vzU93DeKOYQGE+Tux9pjhWnQ0rYiYzBJm9PPG1ERDkJtt3T63D/Xn4XHBLA5P4b//Nv7zOJ9WvY6fXe0UENBwmwcfbPJ6fV6LFhkmkfjPf+ovl6F2QgjRYUniSQghRD1T/p+9+w6L4uoeOP6dXXqX3kWqAqLYe4k9xpgYaxLTm0ne9P5Led/03nvvMc0kamyJvVdERGkivXeQuuz8/lhEERBQqp7P8/jIzty5cxd0mD1z7rmXXsqll17aMZ2fOc3O17fhax8f6Nev8XFDhsBffxlqiBQUGD6UWJ3KLFBeegkmTTrV3sWl4fHnEHjS61X+iEgnxN2GABdrFgz1YusjE4n671T2/N9knp4VTJCrdcsdtcHcwZ4M87HnxVUxHM87AUBNrZ6DqUUM8enFlH4u3D85kJySKt7bkECtXuXZ2SE8ObMfg7x7NVhdqy3+PpSJqsLD04KwtTDmoWlBmBlruXdyABOCnHj8jyguf3870RklvDQnrMVpX1qNQpinHbuP51NSWVO/vVqn5/tdyQS72dRPWeyudX3OxR3j/Zg90J0gl6b/XWg0CqP8HNgUm8vsD7bT7+k1/N8fUaQWNA4QpBaUszU+j2tHePPvA+P57Loh3DDKh+0J+a0KrGyNz+Xaz3fXr7TXHgpOVKOeUchfr1frM/Casj4mh9jsUu6c4H/WAG2QqzVLJvixKTaXPccLGuwrr9ax7EA6q6IyKSqvbnTsbwfSSCus4Mdbh9PX1Zq/zzHw9P2uZEy0Gipr9Ow4lsev+1Kp0ul5dPq5F/p2sDKtLyY/LcSVmKxSkvNP8EdEOiZaTbNF7e+fHMAtY/rw9Y4kft2X2mSbs+nS6ziAqyssWtR4+6pVqNqz/J+3t4crroBLLoGpUxvuk4wnIYTosSTwJIQQovO05kn5zJkNXwcEGFa4MzEBIyPDlI5LLjHUB3n9dVizpnEhWyenhq/z8w0Fb1spv6yKG7/ey6G0YhbW1VNSFAUve4smV3prL4qi8MrcMLQahcVf7Ca7pJLojBIqa/QM9bFHo1G4d3IAGx6awKH/TmXVvWO5bqSPIaDh70BUenGTH8xbsiIyg/4ettw10Z+9/ze5vqC4qZGWj68dzGg/R9IKy/nwmkFMD3VtVZ+X9nclLruMES+u5+m/DnM4vZhbvt1HTFYpd0zw6/FT65py1WBP3lkYftb3Ni7QiYIT1RSWVzMj1JVf96Ux+4PtjaaHLd2bgkaB+UO8MDPWMiXYhacvC8bXyZIPNx1rFAA60+dbj7MtIY/bvt1HZU1tq9+DqqrsTy4g8oxstR92JzPouX94Y11cg+3/WxHNiJfWNwoWnezr/Y0JeNmbt2rVwOtH+uBsbcqra2IavL/NsblU6fTU6lU2xDSeNrs5NpdgNxvCvXsxs78be5MKySyuaOU7NkjIKWNnYj5LJvhhaaJlXXQ2v+xPZaSvAz7NrDTZVlODDQHxu3+M4MfdKVzS1xk7i6azghRF4bEZfRnl58CTfxr+/3QbZwaemrqOAzz0UMPXvr4wYwbKmdfrN9+E+fNh4kT49VewNdTAavQAQTKehBCix5LAkxBCiM7TmiflDzwAXnXFs4OCYN06cHZu3M7TEx58EKZNa7zP2BgcHE69VlXIzW3VEGv1Kgs/3cXOxHyevyKUa0f0bvmgdtTH0ZKvbxxK4YlqFnyyk293JAEwpHfD6Wg2ZwTAxvg7oqqwKzG/TedLyjtBZFoxs5qZHmZmrOXrG4ey/bFLmBrSuqATwOKRPqz8zximh7qydE8ql723jW3xubxyVX8uH+DepjFeSK4a5MnS20aw4cEJvL0wnJX3jKG8Wsf9vxyszx7aEpfLz3vTmBDkjLudef2xGo3CHeP9OJpZwqY4w79nvV5lzeEsCk6cCjiWVNaw41geA7zsOJBSxNN/HW7V2HYk5HHZe9u46qOdLPh0J3HZpQB8vf04//fHYRytTHh/YwKr6zKKUvLL+X53CsUVNVzz+S7+Oniqflt0RjGLv9hDZGoRd4z3a1VxdHMTQ5bdvuRCVkWdCjKsjc7CzsIYFxtT1kY3DD6UVtawP7mQ8UGGYPPMugDX34dal/X0+/40xr66gWs/342xVuHaEb0ZH+TE7wfSSC2oYOEwr5Y7aSUvewuG97EnrbCcKcEu/N/MJrI7T2Ok1fDuonCszYx5bW1su43jvDVVWLwpoaHw1FOGr83M4MUXDV8/+yw8/jgMH24oQn7fffDzz7Bhg+GhwkmuZ1xvJONJCCF6rC4PPCmKMl1RlFhFURIURXmsif0PK4pysO7PYUVRahVFsa/bl6QoSlTdvn2dP3ohhBBt0pqMJzc3Q4HwqCiIjGxcr6m1znG63broLOJzynh93gCuHdG7SzJzwjzt+PqmYej0Kssi0vG2t8C5hdW+BnjZYWmibXOdp5WHDKv2zQxrPhhkpNXgbN321cZCPWx5c/5Atj92CY9MD+KrG4exYKh3m/u5kGg1CiN8HTCuC8QEuljz31khbE/IZ+rbWxj47D9c9+UeqnS13DXRr9HxVwz0wM3WjCf/OMxfB9O57bv93PH9fl5efWqFsI0xOdTUqjw1sx/XjvDmj4j0BllP1To9n29NJK3QMMVPVVU+25LItV/s5kSVoRC2lakxd/5wgMd+P8R/VxxhSrALmx6eSLi3HQ/+GsnmuFze2xCPkUZh1T1jCfWw5dkVR6jW6cksruDKD3cQnVHMU5cFs6gNP/MFQ7zo72HLM8ujKSqvplqnZ31MDpP7uTA12JXNcblUVNeyKTaHovJqtifko9OrTAg0BJ58nawIdrPhj4j0+hpaP+9NITartMnzfb0jiRqdSl83ax6YEoSTtSmT+rpQU6tiY2bEtDYEW1tj6W0j2P/kFN5dFI6XvUWL7R2tTFkw1JOt8bnklDYumr41PpcHfj7YYgZcu2rNA4STnn3WkKmUkgILFhi2GRkZglC7dsHDDxsWmWiKjY2hZt9J5eWNVzIVQgjRI3Rp4ElRFC3wATADCAYWKYoSfHobVVVfU1V1oKqqA4HHgc2qqp6ezz2xbv+Qzhq3EEKIc5SS0vB1c0Elc3PD0/LTP3S01ZmBp1asbKeqKp9sScTb3oKZLazc1tGG+tjzz/3jeWBKIA9ODWyxvbFWwwhfB/49kkPNWWrunGlNdBaDvO3wOC2zpr05WZty5wR/xgc6tdz4IrRgqBc3jjasnDhnkAcfXzuIvf83mcG9GxdxNzEyZMFYmGi5d+lBNsXmEOhixaqoLCqqDcGlddHZOFqZMsi7F+MDnampVTmUZpiqVV6t4+Zv9vL830e55Zt9VFTX8uKqo7yw6ijTQlz5+56x3Di6D+8sHMix3DKW7k3lzgl+fHTNIKxMjfjk2sF421tww1d7+P1AGlcP9ybAxZp7JgWQf6Ka9Uez+X5XMrpaPX/dNYabx/RpU/F9I62Gl6/qT2F5NU/+eZile1MordQxLcSVaSGuVNbomfX+Nm74ai83fr2Xf45kY2VqxKDTMgJvGO1DdEYJv+5PZVVUJo/+HsWHmxIanSu1oJyo9GJuHO3D1zcOY8kEQ6BvYl9njLUKcwZ5tnsNMkVR2rwYwZXhnuhVWH4wo9G+r7cnsSwinYo2TKc8b62daneSi0vj6c+toSgy3U4IIS4QRl18/mFAgqqqiQCKoiwFZgPNLeGxCPipk8YmhBAXpRtuuKHjOs8/YxrYmR8q2tM5ZDztTy7kYGoRz84OQdsOK9WdL3MTLfdMCmh1+2tH9ObGr/ey/GAGVzWzgtjpCk5UE51Rwv2TWw5siY6jKArPzAppdfuhPvasuW8cf0dl4m1vQUV1LYs+28Xa6Cymh7qyKTaH2eEeaDQKg+sCMvuSCxjq04vbvt3PjmN5XD+yN9/uSuby97cRn1PGdSN787/LQ+oz/Eb7O9YFm4zri2MDONuYsezOUfzfH4fZEpfLkvGGYM24ACfcbM34dmcysdmlTOrngrdDyxk9TQlxt2XJeD/e35jAykOZWJkaMTbAEa1Gwc7CmLTCcq4e7s2Pu1OISCliWohLfQYZwNxBnvy2L40XV8XUJ9OcWbMKqJ+2d2bdMntLE1b+Zyxe9h0XjG0Lf2crBnja8vuBdK4d0Zudx/IZG+BIraqy45jhmlpSocPC5NRtfYddxysrIeO0AJiiQO8OnI7s6trwgUV2Nvj7d9z5hBBCdIiuDjx5AKcv1ZEGDG+qoaIoFsB04O7TNqvAOkVRVOATVVU/bebY24DbALy9L+4UfyGEaEmnBp5Or8PU3s4h8PTl9uPYWRg3u+x7dzchyIm+rtZ8vPkYV4Z7cCi9GF8ny0b1oE7acSwPVTUEGUTPotUo9bWy9HoVDztzfj+QRmx2KSeqa+uniNlbmuDnZMm+pEKOBJawLSGPJy7ty23j/LA1N+bdDQlcGe7Bf2eFNJpWOj206aw/CxMj3lowkFq9Wh+g1WoU5g3x4t318QDcMMrnvN7fg1MDmdHflfyyapxtTOszj365fSTmxlq87C2wMzfmw03HmBDUsAacRqPw4pxQZryzFa1GYf4QT37Zl0bhiWp6WZ4q5r02Oot+bjb0dmhcPLy9V6w8X3MGefLM8mjGv7aR7JIqnrosmCAX6/pMp+KKGlxtT02H7bDreEqKoWbeSZ6e55eZ2hLJeBJCiAtCVweemnqc3Nwk9VnA9jOm2Y1WVTVDURRn4B9FUWJUVd3SqENDQOpTgCFDhnTiJPiL1zN/HcbWwoQHpshTdCF6mrw8Q40gR8d2DkbU1EBJyanXGg3Y2bXvOU53ZkHyFgJPFdW1bIjJYf4QrwaZAz2JoigsmeDHvUsPMvO9bRzNLGGApy0/3TYCnV5lW3we00Nc66f6bE/Iw9rMiAGetl08cnE+NBqFqwZ58O6GBLbG5zF/iCdjTwsmDvWxZ/XhLJYdSMdYqzBvsKFg9n2TAxnt78jg3r3aPP0LaJQVOG+wJ+9tiMfPyYpRfucXVFYUhRD3xv8uA11OBYQenBpEmKcdE/s2nsbl72zNh9cMxsJEi0ZR+GVfGgfTiphYF6TKKa1kX3Ih903qGfcpswa48/raWBytTOllYcKX244zJfhUUKa4oqZB+w67jp95HfXwaN/+z3SOtfqEEEJ0L11dXDwNOH25EE+g8QR2g4WcMc1OVdWMur9zgD8wTN0T5yCzuKLdClMm5pbxzc5kPt50jLyyqmbbHcst47f9aU2eN7WgnC+2HW90IyWE6Hhz585l7ty57d9xwRnLrffqZQg+dZQ2fmDZEp9LZY2+3YsJd7aZ/d3o42hJZnEFN4zyMdSw+WovU9/cwp0/HGB5pOHXrKqqbI3PY6SvQ6tWHBPd27whXjhZm/LAlEBeuSqsQSBpcO9eFFfU8MPuZCYGOddn/Wg0CsPb8efvZW/BUzODeXZ24+ypjqDVKEwPdcXUqOk6TFOCXRjt70iYpy0aBQ6mFNXv+25nMqoKM/r3jP/v9pYm7HpiEivuHsODU4NIL6rgh93JONT9LM+8X+qw6/iZq4OeS+2mtjhzZbvM1q1WKIQQonvp6jvNvUCAoih9FEUxwRBcWn5mI0VRbIHxwF+nbbNUFMX65NfAVKB16wWLBjKLKxj7ysb6DyMtiUorprxa1+z+b3YkYaRRqK7Vs3RPSpNtVFXl/p8P8tCvkbz9b3z9dl2tngd+Psj41zby3MojfLCxcTFQIUQPlXfGamsdOc0O2hx4Whedja25McP6NC7o3JMYaTX8eedotj96Cf+9PIT/Xh7C7uMF2Jgb4WFnzo+7DdfllIJy0gorGtTvET2Xl70Fe56YxD2TAhoFfYb6GP5NV9bomTOoYzNUbhrTh1F+3evflKWpEQHO1kSmFQFwMLWIDzcZpqOenkHV3VmaGqHRKEzq64yfkyU1tSozwwzTITvtQd2Z1/H2zqg605klMuLiOvZ8LajVq3yy+RjZJY1XGBRCCNG8Lg08qaqqw1CzaS1wFPhFVdVoRVHuUBTljtOaXgmsU1X1xGnbXIBtiqJEAnuAv1VVXdNZY7+QHE4vQadX2XO8oMW2hSequeLD7dz9Y0STmUollTX8tj+Nywe4MzbAke92JTe5utL6ozkcSismyMWad9bH89kWwwopH28+xrKIdG4Y1YfJ/Vz4YVcyxeWS9STEBaEz6ztBm1a109XqWR+TzaS+zg2KFPdUthbGWJoapgteN9KHVfeMZcV/xnDdyN7sSSogPruULfGGD5BjpL7TBaO5LKPeDhY4Wplga27MxL7OTba50A30siMytYjSyhoe+Pkgztam/Pfy1hd07040GoU7J/hjpFG4MtwQSLxgA0/BwQ1fR0d37PlasD0hj5dWx/DdzuQuHUdnaa/ZEEII0eV316qqrlJVNVBVVT9VVV+o2/axqqofn9bma1VVF55xXKKqqgPq/oScPFa0XWyWoebK4fTiFttGpBZSq1fZEJPDl9uTGu3/ZW8qJ6pruXF0H24c7UN2SRWrDzcsBKmqKm+vj8Pb3oK/7h7NjFBXXlh1lPt/Psg76+O5LMyNp2cF8+DUQE5U1/LdrsbnEUL0QF0deGpiikatXiUmq4SVhzIpKq9hakgHrrLXhYLdbTA10jJ3sCcmWg1P/xXNy6uOEuhiRR/HxoWVxYVFURTunRTAYzP6Njst7UI30NuOwvIaZr67jeSCcl6fNwBb86aL7vcEVw32ZM//TSbM0w64gANPIWcEB+PiDPUCu8ifEekAbEvIa6Fl62UUVVBUXt1u/bWX/ckFjHxpA8+vbG6xcSGEaL2eWT1VtKuYrFIAjmaVUlOrP+vT/gPJRWg1CmP8HXl59VHGBzri72xIU88rq+K9DQmM8nOgv6cter0Nvk6WvL8hnpn93cgqqeSpPw+TnH+CY7kneG1uGGbGWt6/ehDP/32Er7Yn4WhlynOzQwHo52bDxCAnvtyexDXDezdYiUYI0QN1duDJ1RVMTKC67oY+O5vKY0nctTWX+6cEEuphy4+7k3nqL8MTdDNjDeMCO7heSRdzsDJleqgryyMzCHG34csbhnZKLR7R9RaP9OnqIXSpgV52ABSWV/PNjcMuiJUc7evui6zNjCjpqsBTR9d4srMDd3fIqCsHUVMD8fGNM6E6QXm1jjXRWZgYaTiUVkRxRc15BS/XRWfx4qqjJOWXY2as4ephvbl9vC8uNmYtH9zBVkVlct/SgxhrFT7fdhw/ZysWDZOVwYUQ567LM55E14vNKsVEq6Fapycuu7TBPr1epaxKR63ekGobkVpIX1drXp83AJ1eZeWhUxkEL/59lPJqHf+rS13XaBQemBJIXHYZf0Skc//PB9mdmI+/sxX3TAqoTw/XahSemRXCx9cO5usbhzYIMN0zKYCySh2XvbetVRlZQojzt2TJEpYsWdL+HXd24MnEBIYObbAp/vfVrI/J4ftdhmkSqw9n4eNgwTsLB/LjrSN67Gp2bfHwtCDunRTAL7eP7BYfcIToDH1drXnhylD+vGv0BVfXzNbcuFHGU4ddxzs74wkaZz110XS7ddHZlFfX8p+J/uhV2JV46nfaqqhMbv9uH2VVzddAPV1lTS1P/nkYjUbhyZn9uCzMnW92JjH21Y08/ddh8s+yOE9HU1WVZ5ZH09fNms2PTGRcoBNP/3WY51YeYXdifssdCCFEEyTwdJGr0tWSmHeifkne04M7H2xMwP//VhH6zFqu+3I3tXqVgylFhHvb4WRtSpiHLVvraoTsPJbPsoh0bh/nR8BphTovDXUjxN2GJ5ZFsed4Af+bHconi4fwwJTARqvoTA91JdSj4dLJ4d69+OWOkehVlSs+2M7jy6LILK7oqG+HEAJYsGABCxYsaP+OOzvwBDBuXIOXlRs2AvDPkWyKyqvZc7yA6aFuzB7owSDvXh0/nm7Ay96C+6cE1teAEuJioCgK1wzvjZ+TVVcPpd3Zmhs3ynjqsOv4mavaXUSBpz8i0vGwM+fWcb6YG2vZftp0u3fXx7M2Opsl3+9vsrbpmX4/kEZOaRXPzQ7llrG+vD5vABsfnMBVgzz4aU8KM9/dxr6klmuvdoSYrFJyS6tYPKI3jlamvLcwnPGBzny3K5kFn+5qVU1YIYQ4kwSeLnLHck5Qq1eZGuKClakRUXWBp5isEt78J47R/o5cMdCd7Qn5/LrPUL/p5IezsQFOHEw1pBp/suUYLjam3H2Jf4P+NRqFh6cFUV2rZ3qIK1edw2o6A73sWPmfMSwa5s1v+1OZ9/HO+gwsIUT7S01NJTU1tf077gaBJ6eIPViZGpF/opo31sWh06tM7ndxFlsWQlwYmsp46rDr+EWa8bQlLpfNcbnMHeyJmbGW4b729YGn+OxSYrJKGe3vwNb4PJ5roSaSrlbPJ5sTGeBpyyi/U78HvR0seGlOGH/cORpTYw0LPt3F/uTCDn1fTdkSZwgujg0wTKO0tTDm8+uHsPf/JmNipGH14cb1EoUQoiUSeOqB9icX8sxfh0nIKW25cQtisw2Fxfu52RDibkNUegl6vcr//XEYW3Nj3l0YzvNX9sfazIjn/z4KGLKQAMYFOlGrV/l1Xyqb43JZMNQbM+PGRUvHBzrx060jeGP+gHOuJeJgZcpzV4TyxvyBpBVWNEhvFkK0r8WLF7N48eL277grAk+jRoHm1K86n5xk7g+zxcRIw/e7k+llYVx/TRNCiJ6oqcBTh13HL8LAU8GJah78NZJAFyuWTPADDKuBHss9QWpBOSsOZaJR4K0FA5k/xJNf9qVSUV0LQLVOz9I9KVz92S4Sc8sAWBudTUpBOXdO9G/yvjjUw5bld4+hl4UJr6+N7bw3WmdrfB6BLla42jacim1rbswoPwfWH82R1e6EEG0mgaceKDqjmJ/2pDL5zS08vizqvPqKySrFWKvQx9GS/h62HM0s4f5fDrI/uZDHZvSll6UJVqZGXD3cm7IqHfaWJvg4WAAQ7m2HpYmW19fFogALh3o1eQ5FURjp59Au0zqmBrtgbWrEH3WrigghupF//oHQUEMx2F69YNo0OP2Je1cEnmxsIDy8waZLS44xLsARVYWJQc5oNVJcWwjRczUVeGqT2lrQtaI2UWUllJWdeq3Vgq1t8+3by5mFxOPjTy0a0QmeXRFNcXkNby8Ir3/AOjXYFTNjDXf/FMHyg+mM8HXA2dqM2QM9qKzRszkul8qaWi59dyuPLYtix7H8+lWet8bnYmdhzJR+za+iamtuzJIJfuxMzGdXYj7RGcW8uiaG+5ZG8O3OpA57rxXVtexJKqjPdjrTpH4upBSUcyy3rMn9J1XW1PLsiiPklnZdrSohRPcigace6LqRPux4/BIuC3Pj570plFe3rpBhU+KySvFzssJYq6G/py3VOj2rD2dx10Q/5g7yrG9346g+GGkUwr3s6p/OGGs1jPRzpLJGz8QgZ9ztzM/7vbXEzFjLjP6urDmcVf80SQjRDWzeDLNmGZ5EFxdDURGsWwe33w4ffABTpsC2bQ2P6YzAEzSabud6cA/TQlwBw020EEL0ZOcUeCopgTffhLFjDQsxWFrCiBHw0kuGleOacubDA0fHBhmlHcbWFjxP3ZOi00FcXMefF0Mt1DXRWcwf6kmwu039dm8HC95ZGM6htCKS8suZNcAdgGF97LE1N2ZddBa/7k8jIaeMtxcMxMfBgkNpRQBEphXT38MWTQsPPa4Z7o2ztSn3Lo1g1nvb+HRLIlvj83j6r2j+PZLdIe93T1IB1To9Y5spwH9JX8PU9PVHc87az+a4XL7cfpzlkRntPkYhRM8kgaceytHKlDmDPNCrcDi95Jz6UFWVmKxS+roaioFPC3HlyZn92PDgeB6e1rfBL0RXWzM+uGYQD00LatDH+EDDL6arh3feEqtXhHtQVqXj36Pn9ktXVVW2xudyx3f7ufSdrQx74V8GPfcPsz/YTlF5wydoCTmlFJd30hLFQnRH1dWGANKuXQ23x8bC998bCs1GRcHll0NVE082V6+Gu++Gf/9tvK+LAk/K1q1cEe7BWwsGMC1EAk9CiJ7NxtyYKp2eyppmHsiVlsKWLVBRAaoKX34JgYHw4IOGBwJ6veFav3s3PPEEPPVU0/10xTS7k86cbnf4cKecNiKliMoafZMZQNNCXHn28hD8na2YEWp4mGGs1TC5nwv/Hs3msy2JDPSyY/ZAd8I87TiUVkxFdS1x2aUM9LJr8dxmxlrumRRATmkVi4Z5s/+pKex4/BL6udnw6O+HGmQTtdfUt61xuZhoNQzv0/TvZw87c/q52fBHRDq3fbuPm77e2+S5dx4zBCn3J0shciGEgQSeerAwTzsAIlOLmm2TW1rF+xvi0TWxwsbyyAwyiysZ7W+4cTAz1nLLWF88e1k02de0EFf6udk02DZviBcfXTOo/glIZxjRxwE3WzM+3ZLY5qwnVVW5/qu9LP5iD/tTCnGzNWNikDPTQlw5nF7Mq6fNpT+QUsil72zjuq/2SDFzcXFSVVi40DBlbuRIuP56w5Pw/fth8GBYvBjc3SEszPD0vK06K/A0ZkzD1wcPYlxWypXhno1W1xRCiJ7G1twYoNHKdgCkpUFQEIwfD25uhmv2zTdD9lke3r3zDmRlNd7eFSvandRFdZ52JOShUWCEb9O/rxaP9OHfB8ZjZ2FSv21aiAsllTpSCsq5Y7wfiqIQ5mlLZnElm2JzqNWr9ffwLbl2RG8OPjWVF67sj625MaZGWt5ZOJDSKh33/BRBZU0t2+LzGPL8vw1W2TtX24/lM7h3L8xNGtdsPWlyP2diskrZGJvDhpgcDjbxOeRkLda9SYVSD0oIAUC7rqWsKIoNYKeqakp79iua5mhlioedOZF1qbtN+WLbcT7efIxw7171ASaA0soanv/7KGGetsw5bUpdWxmmvrmd8/HnQqNRePqyYO788QB3/rCfT68bgnHdh8fojGL8nKyaLHIOkFZYwZa4XG4e04dHpgdhanSqnbmxlq92HGfBEC9cbMy447v9mBpriEwt4sfdySwe6dMZb0+ILvfggw8avli5Ev7449SOb7+FwkIoKIATJwzbmqoLoiiGoNXZWFiAmdnZ27QXR0dDcMzExJD9NG4cmJp2zrmFEKKDnQw8FVfU4GxjuK7WX8efew4y61YhKy42/GlJZaUhSBUWZrhWOjqCvz8cO9awXRcEnkpNzCn1C8LdrXPuPbcfy6e/h23997g1xgU6YW6sxc3OjKnBhqzaAXUZTt/vTja89mx9bSxbi4bnDnSx5tWrwrjv54Pc+NVeItOKKK+u5Y+I9Ab3+m1VVF5NTFYJ908OPGu728b5EuhizbA+9ox7dSN/RqQT7t2L43knsLcwQafXE5NVipe9OakFFaQWVODt0PRD7dao1ump1atnDYYJIbq/FgNPiqL4AW8CEwAdsBp4SlXV4000vx94GpArQycJ87TlUJrhJuKdf+OpVVUWDPXCw84cvV5l+UFDEe6t8Xn1v4yqdLU8t/IIeWVVfH7dkB5ZWHdGfzdeuKI/T/wRxbvr43lwahA7EvK4+vPd2JobM2uAG+MDnRnha4+12alf2CefylwZ7tEg6ARw/5QAVhzKYN7HO6mu1WNhomXZnaN4buURXl0Ty7QQ1/obOiEuZLNmzTIEjgYPbrxzxYqzH3zLLYapGr6+Z2/XWdlOJ+3fD0bt+qxFCCG6hdMDTyfNmjXLMMXu6qubP9DMDB56yHDd/uQTQ32n0x06dPYTd2bgac4cmDKFBb8fx97KlO9vGd7hpyyr0hGZWsSt41r4fXYGM2Mt7y0Kx8XGrL5sRYi7DRoFtifk42pjdt73k1eEe1BYXs3/Vhyht4MFnr3M2RyXi16vtlg7qjm7EgtQVRjpd/bfz9ZmxvU1rSYHu7DiUCYLh3lz5Yfb8Xe24rZxhpX/7pzgz+PLotiXXNDqwFNuaRVO1qceDJ2o0jHv452UVNaw7M5ROFvLfbgQPdVZ5xgoiuIMbANmAdZAL+BqIEJRlJkdPzzRkjBPO1IKytkYk8Nb/8bx7vp4xr6ygaV7UtiXXEhGcSWmRhq2xhvSo/cnFzDtrS38si+NW8f61j+B6YmuHu7NxCAnlh1IR1VV/o7KxNxYy/hAJ37bn8at3+5j0hubG0wzPJRWhImRhqC6ulanszYz5p2FA5k7xJP7Jgew9LYR9HW14bnZoZRV6/h5b2qjY4S4EMXGxhL74YcQEdG2A/v1M0zR6NPH8KT8bDrzAwtI0EkIccGyaSLwFBsbS+ybbzZche50fn6G+nzPPQe9e8PTTxuynNqiM6/jdnbg5cUgn14cTC3qkBIIsVmlLPp0F+lFFQDsOZ6PTq8y2q/t73NysAv9T8tqsjAxItDFcO8Z1oZsp7O5cXQfvr1pGL/ePpIrwz3JLa3iSOa51X0Fw/Q4M2MNA1o5DRDgyoEeFJyoZtFnhjqQh9NLeG7lESxNtMwZ5IG1mRF7kwo5llvGz3tT6qfdJeefIKPu+3zSzmP5DH3hX9ZFG6Z56vUqD/xykJisEvLKqrj12/2ysJAQPVhLxS0eB1yATwAPwKlumzGwTFGUKzp0dKJFJ1N1H/n9EHYWxqy9bxwjfB14Znk0722Ix9xYy81j+hCdUUJWcSX3Lj2ITq/y7U3DeOLSfl08+vN3aX830osqiEwr5p8j2UwIcuLdReFEPjOVx2f0Jae0ipis0vr2kanFhLjb1E/NO9MoP0devLI/900OrJ9/7+tkRR8HS6LSW5GeLsQF4Pbbb+f2xx5r20FmZvDTT4YpdGCoB3U2nZ3xJIQQF6j6Gk+VpwJPt99+O7e/9lrTB4wcCdu3G6bPnWRmBo8+2rYTOzUuuN3RBvfuRVmVjrjs0mbbFJ6oPqe6Qssi0tiZmM99SyOo1ulZdiAdEyMNQ3x6nc+Q650MOLXnQ99xgU4425gxPtDws9gcl9vCEc3blZjPkN72mBi1vvbh+CAnelkYU1Rew0fXDGZikBO5pVUM8bHH1EjLIO9ebIzJYd7HO3n09yh+3Z9GWmE5s97bxuwPtpNdUlnf1097DJVaXl0bi65Wz5v/xLE2OpsnZwbzbt0Kgv9b0Tm1vYQQ7a+lK8sMIFJV1SWqqmaqqpqvquorGKbdFQJLFUW5rKMHKZoX6mmLohhSU28e3YcgV2veXjgQS1MjtsbnMSXYpX7Z8Id/iyStsILnZocyLrDzbxY6wpRgF4w0Ci+vPkpOaVX9ezU10tanAe9NMqyooavVE5Ve3KYnOSeFeNgSnXHuT5GE6FGqqho8JVcVxVDryabh4gL4+hoynO68E3buhAEDTu27/npDEdvmSOBJCCHaRf1Uu9NX4S0uPlWLD0CjMRTkjokxrGTn0sSKnnfdBddcA8bGhqnWn3xiCFCNH9/0iTs7cxUY7G0PGBaAaUpaYTnDX1rPE39EtTn4tCUuD3tLE/YmFTLx9U2sPJTJDaN8mq0b2lYnH2i2V8bT6ZysTQn1sGFTbE79tk2xOby+NrZV34f8MsOD2pam2Z3JWKvhyZnB/HdWMBP7OvPs7FBszIyYXFfbaqhPL7JKDLMvwr3teHbFEe74fj961TCN7o7v91Olq6W4ooa10VkEOFuRkFPGPUsjeH9jAguHenHjaB+mhrhy8+g+/LwvlaPnkdUlRFcqKq9m42n/Ry82LQWeegMbztyoqupeYByQD/yqKMqMDhibaAUbM2N8HS2xNjPi+tE+ADhbm/Ha3DC0GoX5Q7wI9bDFzsKYrfF5hHnaMiHowgg6AdhZmDDK35FdiQUYaRQmBp1aXc/dzhwPO3P2JRluThJyy6ioqWWAV9t/4Ye625BeVEHBiep2G7sQ3VZ+foOXyujRcMUV8O23hiDUSS+8APfcAx98AAMHNuzDwQF27YL33oMXX2x8Dgk8CSFEu7AxM0wlLq6oW+xBVeH4GaVYZ8yA4GDDCneaZm7/jYzg+++hogL27YPbboNRowwBqKZ0QeDJy94cRysT9ic3HXjaFp9HtU7PT3tSeXlNTKOgS+GJ6ibv5XJKKzmaWcItY/swb7AnOaWVvHBlKI/P6NtuY798oDuPTA9qdoW88zUh0JkDKUUUlVejq9Xzf38c5v2NCa0qFbH7uOEh7bmM7arBntwwug8AXvYW7Pm/yVw73BuA2QM9mBnmxtLbRvDuwnDAMB3v5av688a8AUSkFHH/zwf5MyKdKp2eN+YPYICnLauishjmY8+zs0NR6u47/nNJADZmxry8OqbNYxSiq6mqyt0/RnDjV3vZGHNxBp9aCjxVAE1OplVVNY5TmU+/K4oy+VwGoCjKdEVRYhVFSVAUpdHcDkVRJiiKUqwoysG6P0+39tiLxZOXBfPOwoHYnFZEe1I/FyKfmcqYAEe0GqW+sPh9kwPqL+AXiktDDVlOI/0cGq38MdSnF3uTClBVlci6wuLnkvEU6mEIVkVnNJxup6oq762P59kVR9rU346EvIs64t1eSitreHVNDA/8cpBqnb7lA0TrFBQ0fD2j7tnC7NkoO3YYgk2//AILF569Hy8vuPtuQ/szSc0lIYRoF0ZaDVamRqdqPK1b13j1upOr3LWG9owMn8BA8PZu3K4LAk+KojDIuxcHmgk87UrMx9HKlGuGe/PJ5kRmvLOVX/alUlxRw+a4XCa8vomFn+5Ef0aNqG3xeQCMC3DilavC2PX4JK4Z3rtd75ltzIy5c4J/s+UezteM/q7U6lU+2JjA2uhs0osqcLM147mVR0gtKD/rsb/vT8PW3LhdsrHMjLX13zcvews+uHoQvR0s8bK34JPFg3nhylAuC3NnRn83npzZj1VRWTy78ghBLtb097Dl+Sv6MzPMjY+uHdRg2p+thTF3T/Rnc1xu/c9LiJ5i6d5UtiXkYWGi5dmVRy7Kzy0tXfmSgQHN7VRVNR6YBJQCfwKj23JyRVG0wAcYpvQFA4sURQluoulWVVUH1v15to3HXvAmBjlzSd/GKdNWpqc+2N061pe7Jvo1yAi6UEwNccXGzIg5gzwa7RviY09OaRUpBeVEphVjbWaEj4Nlm88R4m6YYnQ43ZDeW1alo1qn58VVR3njnzi+3H68QXrz2VTr9Nyz9CD3/hRBeXUTS9GLVjmcXszE1zfx4aZjLDuQ3uQTsMqaWt76J47jeSea6EE0qaoKCs+4ob/00lNfjxhhmF43b17r+7Rs4v9cntw0CiFEe7E1NzYEnvR6ePzxhjunToWJE8+9c0Ux9HGmLgg8gaGuUVJ+OVvOqGekqiq7EgsY4WvPc7NDeX3eAPSqyiO/HWLwc/9ww1d7MNIoxGWXNaqFtDU+DwdLE4LdbNBoFBysTOlpQtxtWTTMiy+3J/Ha2hh8HCz4+baRKIrC3T8eaFADDCAlvxxVVdmXVMD6mBxuG+fbYUGxk0b7O3LN8N71r28Z68tzV4RSq1dZNMwLRVHo72nLB1cPavJncN2o3rjZmvHehvgOHacQ7Sm7pJIX/j7KSF8HPrhmEMfzTvDu+vhG/ycvdC1dXbYB4xRFaTb8rarqUWAyUIkhCNUWw4AEVVUTVVWtBpYCszvh2IvOQC87Hp7W94LLdgKwtzThwFNTuGJg48DTsD6GWgArD2WyMSaHAZ5257TMrJ2FCZ69zDmcUcyfEemEPrOWwCdX89nW41w7whsfBwteXHUUXa2e1IJyqnQNEwVVVSWz2LB6x6qoTPLKqiip1PHXwYxzeMcCDMUnAf66azQ3jPLhy+3HWRWV2aDN2ugs3lkfz7yPd7LjWB4P/xrJzHe3UlYlAb9mbd3Kk3o9T5587ebWsHbTuTozO2r+/PPvUwghBGBY2a64ogZ+/RUiIngSTl3Hm5ru3FZTpjTe1kWBp3lDPPGyN+el1TFUVNfy3Moj/Lg7haT8crJKKhnp54BGozB3sCdr7xvHsjtHcfPYPtw+zo8ND03A1caMz7Ym1ven16tsjc9lTIDjOd0jdiePTu+LrbkxSfnl3Di6D94OFry1YCBHMktY/PlusoorKa/W8dCvkYx7bSM3fr2XF1cdxdHKlBvrSnZ0tsUjerP7iUlcP6rl85saGRZN2n28gIhm6nwJ0d38cySbsiodz84OYWKQM1ODXXh/YwJh/113URXMbynw9DdgCtx5tkaqqkZhCD4VtfH8HsDpE4/T6radaaSiKJGKoqxWFCWkjceKi4CRVtNkUM3fyQpbc2NeWxtLSUUN900OOOdzhLrbciC5kOf/Pkqwmw0PTQ3k1avCeG52KI/N6EdcdhkTXt/E2Fc38tCvhxoc+8HGBEa+tIE/ItL4akcSvk6WBLvZ8M2OpHNaeeVidzSzhC1xudw4ug8DvOx44tJ+hr//iCK/rKq+3YrITBytTNEocPVnu/nzYDrRGSV8syOp6wbf3a1ezWQMF3TAMM2uPQLWzzxzagWkYcNg+vTz71MIIQQAtuZGlFTUwLJlAKeu4/PmGQqFn69JZzxbtrdvOpu1E5gaaXl4Wl+OZpYw6Y1NfLHtOE//dbj+d/vpdYpOTs17fEY/HpthCMpcP8qHHcfy68sn7EsuJK+smnEBPb8Gqp2FCc9fEcoALzvmDvYEDAvxfHTNYI5mljLipfUMeu4ffj+QxuUD3Nl5LJ8DKUXcM8kfC5OumwLvYmPW6ofjC4d5Y2NmxKdbEik4Uc32hLz6e+kVkRnctzSixamFQnSmAymFOFqZ4O9sBcB7V4fz1Y1DmRLswnc7k8ktrWqhhwvDWQNPqqquAcyBZtZjbdD2IOAH+Lbh/E1dYc78FH4A6K2q6gDgPQxT+lp7rKGhotymKMo+RVH25eae+zKjoufRaBTGBTpha27MD7eOYIiP/Tn31d/TlsziSvJPVPHyVf25+5IA5g81pAVPC3Fheogr9pYmTA12YUVkRn0KeFmVjs+2HsdIo/DgL5FEphZxwygfrh/Vm5isUvYcL2jhzOJMn21JxMJEy7V16domRhpemxtGWaWOl+qm3BWX17A5LocrBrrz2x2juHVsH9beN45L+jrz6ZZESltIby0qr+bXfakXVWBQVVVK/1jOQeDgyY2nT7M7H337QkKCYVWlrVvBtOdNYxBCiO7K1tyYwvJqWLqUA69/ygobJyI0GnjuufY5gYMDPPDAqdf3398+/Z6jWWFuDPCyo6C8mpfn9MfazIivdyThbG2Kr+PZA2JXD/PGwkTLm+viDLU6N8TjYGnCjP6unTT6jnVpfzf+ums0lqeV3Jgc7MLKe8bw5Mx+XBnuwQ83D+fdReGs/M8YHpvRl4VDm6jh1U1ZmRpx7YjerInOYsSL67nm893srVtI6PNtx/nzYAZT3trM7/vTunikQhhEpBQR7t2rPrhqaqRlYpAzj07vi06v8kfExfFv9ayBJ0VRrgOCVFVt1bwUVVWLVFVNbsP50wCv0157Ag3mHqmqWqKqalnd16sAY0VRHFtz7Gl9fKqq6hBVVYc4OfX8pxmibV65qj/bHp3IQC+78+rnZJ2n+YO96pfEPUlRFD5ePJjld4/hvavD8XW05Km/DlNZU8uPu5Mprqjh25uGEeZpRy8LY+YM8uTyAR7YmBnx876WVxsRp2QWV7A8MoMFQ70aFJMPdLHm1nG+/LY/jW3xeayNzqKmVmXWAHe8HSz4v5nB+DpZcf/kQIoravhiW8MVfypranl8WVR96vYzy6N5+LdDbEu4eGoRrV+9G+vjCdwH3AeGAuCTz2ndiKbZ2BhWVTIxab8+hRBCEOBsTWLeCUqrdPwTMpYFti7c17+/YRW79vLGG7B3L0REwJNPtty+AymKwrc3DmPjQxNYOMybpy4zlHkd4evQYuaMrYUx908OZH1MDk/9dZit8XncPt63SzN+OkOgizW3jPXlpTlhjKpbdCjAxZo7xvs1KOLdE9w4ug+DvXuxaJgXWo3CptgcSipriEorYuFQL4LdbHju7yNU1jS5RpYQnabwRDXH804wyLtXo33+zlYM7t2LX/alXRQPulu6wn4N/Bc4dPZm52wvEKAoSh8gHVgIXH16A0VRXIFsVVVVRVGGYQiW5WOY1nfWY4UA2u1GYpSfIw9PC+Ka4Wd/KmRqpOW5K0K55vPdTHhtE1W6Wsb4OzLK35FffOwpraypL/w+NtCpPkX4Qqy/1RF+25eGTq9y46g+jfbdc0kAq6Iyuf6rPThYmtDbwaLRCi39PW2ZFuLC2//GE5ddymPT++HtYMFHm47x054U1h/N5tnZofX1t37cncLYCyD9vjX2VJnx3TUvwuYPDSvbDR0Ktue/wo0QQoiONcrfgfc3JrA7sYCotGLMTY1Q7Drg+j1kSPv3eY5sLYyxxfAA6spwDzKLK1s9Xe6mMX3452g23+9KwcHShGtH9G75INFtOFmb8tuSUQAcySxha3weg7x7oVdh9kAPVFXl6s93syoqkzmDPLt4tOJiFpFqeKAd7m3X5P75Qzx59PcoIlKLmgxOXUi6NLxdl0l1N7AWOAr8oqpqtKIodyiKckdds7nAYUVRIoF3gYWqQZPHdv67EBcLEyMNd030x86i5WyN0f6OfH/zcPo4WlJcUcM9kwLq+zh9lY6Rvg5kl1S1atW1/LIqisqrz/0NXABUVWVZRDrD+9jj7WDRaL+5iZY/7hzN3EGe5JRWMSfcs8mA3pvzB3LvpAA2xeYy6/1t/HUwnY82H2N4H3uKK2q44/v9uNqYce0Ib/45kk1OaWX9sZU1tdTqL8ynEseKa8geMhr8/AxBp1WrunpIQgghWmGQdy9MjTRsS8gjKr24wTSri4GiKNw10Z/+nq0Ltmk1Cm/MG4CLjSn3Twm84LOdLmTjApw4nFHMykMZmBppCPe2Y6SfA76OlvywO6WrhycuchEpRWg1SqMH4SfNDHPHwkTLL3sv/BkwXX6VrZs+t+qMbR+f9vX7wPutPVaI7mJMgCNjAhwpr9Y1e0Mzys9QAHNnYj6+TlZn7e+Gr/ZiYqTh97onPBeymlo9Coai8ac7kFLE8bwTLJng1+yx9pYmvDI3jPumBODUzHLIlqZG3D8lkKsGeXLdl7u5d+lBLEy0vL1wIFvj8nh02SH+b2Y/Qtxt+H5XCr/uS+Ouif5sjM3h4V8PYW1mxDOzgpkQ5Nyeb7vLHc87QV83a46c3GDROLgnhBCi+zEz1jKsjz1/HUynuOJUZrVonpe9BTsem4S2h69kd7EbG+jEG//E8VdkBqP8HDAz1gJw9XBvnv/7KEczS+jnZlPfvkpXy6G0Yob07iWzDUSHO5BSSF9X62Y/C1qZGvHKVWH0dbXu5JF1vp41oVeIHuhsT9H6OFriYmPKzmP5Z+0jo6iCqPRi9icXEpla1M4j7H7+tyKaMa9sJOmMTLDfD6Rhbqzl0v5uLfbhZmveKHB1Jm8HC35bMopL+jrz31khuNmaM3+oFweenMKsAe74Olkxwtee9zbEM+mNTdz41V7sLY1RMAQCvzyjTlRPVlOrJ6WgnD4tFGUVQgjRPY3yc6Sw3LBwhqWJtotH0zNI0Knn6+9hi52FMapq+D9w0lWDPDE10nDv0gj2JZ1ayOfFv48y7+OdbIo1LAJ0IKWwfkEgIdpTrV4lMrW4xSl0swa4E+By4QeeWvM4xE5RlDYtdaCqquQ1CtEKiqIw0teBbS3UeTr5y9FYq/DtzmTeOM9C6d2ZXq+yOiqL/BPVXPP5bn6+fQSevSzIKalkZWQG00Nd2/VJrqOVKV/eMLTBtl6Wp6ZT/t+lwXy9I4nyah0z+7tx50R/FAVu+WYf726IZ94QT6zNjM/stsdJK6xAp1fp42jFiy++2NXDEUII0UZj/B15BTDRanj9lZcx7mEFo4U4F1qNwmh/R/4+lMnIupkEYLiX+3jxYP5vWRRzP97Jg1MCmRriyvd10+/e/CeOEHcbbvxqL6ZGGnY/MUkyoES7is8ppaxK12x9p4tNa34j3Qscb8OfxA4ZqRAXqFF+juSVVROfU9Zsmw0xOXj2MmfhUG9WHMogtaCcuOxS9GfUGlJVtcfXH4rNLiX/RDU3je5DaWUNM9/dxkebjnHlhzvQ6VVuHtO4qHhH6u9pyxvzB/DRtYN5YGoQZsZaTI20PDwtiKLyGr7ZkdTomL1JBfywuy0LfJ6dqqocySip/3nHZ5fy75Hsdusf4Hie4d9fH0dLRo0axahRF/6UTiGEuJAEu9tga25MPzdrxo8bI9dxcdG4Zpg3k/s509+jYR2diUHO/PvgeK4M9+CNf+K45vPdWJka8X+X9iMqvZj5n+ykuKKGnNIq0osqumj0oj0cyy1j4uub2NyNstcOJBcBXPBFw1urNYGnEiClDX8u/MpYQrSjk09ntsbnNbm/SlfL9oQ8JgY5c/2o3lTr9Ix9dSNT39rCg79GNlh+870NCYx/bSO6Wn2njL0jbE8wfB9uGduHZXeOJtjNhlfWxFCl0/PL7SMJ9egeq6yFedoxuZ8zn209TkllTYN9r6+N5em/ohttP1crDmVy6btbeXHVUdIKy1n46S5u/34/uaVVALy/IZ71R88vEHU8rxwAX0dLduzYwY4dO8573EIIITqPVqPw7OwQ7psSKNdxcVEZ5e/I59cPxbiJEgsWJka8MW8Ai4Z5kVdWxX2TA7hxtA++jpYk5ZdzxUB3wFAEWvRMlTW13PXDAY7nneCL8yyDoaoquxPz2ZWY32j7V9uPk11S2cyRjUWkFGJft8q2aN1Uu7dUVX22w0cixEXKy96CYDcbftufxk2jfRql+e5OLKCippaJfZ3wd7bmmVnBlFToKCyv5usdSfg5WXL3JQFU6/R8uzOJvLJqdh8vYLS/YzNn7N62JeTh62SJu505AD/eOpzNcbkEuVrjZmvexaNr6L7JgVz23ja+2pbEvZMNKxcWV9SwL7mQWr3K1rg8Zoa1XI+qJT/vTUGrUfh823H+iEinom5lveWRGYwPdOT1dXGEe9sxqZ/LOZ/jeF4ZtubG9LI04YknngBg06ZN5z12IYQQnWf2QA8AJkyYD8h1XAgAjUbhxSv7c83w3oS426AoCq/NC+OfIzncPyWANdFZRKQUMWuAe5PHV+lqSS+saHEhINH5VFXlfyuiickqZYSvPdvic8kuqcTFxqzNfSXnn+DepQc5mFqEhYmW/U9OwbyuXt6BlCL+t+IIZZU6/lO3WnlLDqQUEu5lJ1M468jkbyG6gUXDvDiaWcKhtOJG+/4+lImpkYaRvoZA0o2j+3Dv5ACemRXMleEevL4ujo0xOWyIySavrBqAVVGZ7Ta24or2ydppSWVNLdU6PbsTCxhzWtBMURQmBDl3u6ATQKiHLVODXfh8W2L992lrfC61ehWNYpgieb7SCsvZcSyfuyb6M2uAO4Xl1Xx4zSBCPWz4IyKNr+um+kWmFlFcfu4/q+N5J6SwuBBCCCEuSIqiEOphWx8EGNzbnsdm9MXUSEuYhx0HUgqbPK6ovJpFn+7ikjc2d6tpXBej1VGZXPHBdnLqso6qdLU88EskP+1JZckEP168sj96Ff46mH5O/X+57ThHM0u4YZQP5dW1bIo9dR+/5rDhs1VCbvOlUU5XXF7DsdwTDOot0+xOksCTEN3A7HAPzIw1LN3bsC7/jmN5/LwvlQVDveoj7icpisJLc/rT19WaR34/xBfbjuNqY8b0EFfWRme3S62nb3YkMeB/63hlTUyDKX3tbc3hTIKfXsN1X+6moqa2R2Vr3Tc5kNJKXf0KdxticuhlYcyM/m5sjstpVIerrZYdSEdVYd5gT95ZMJBdj09iQpAzV4Z7cji9hF/2ptHX1Rq9asgWO1fHc0/gK4EnIYQQQlxkwr3tOJJRQpWutsH23NIq5n68k8PpJXj2MueBnw+2aaqVaF+fbzvOwdQibv5mHxEphcz/ZBd/RKTz8LQgHpkWhK+TFeHedvy+P/2cPrfsTSpkqI89T87sh6OVCSvrHuSrqsqa6CwA4rNbF3iKSDUEMsMv4AWh2koCT0J0AzZmxswKc+evgxmUVekAKKms4aFfIunjaMljM/o2eZyZsZY35g+gqLyavUmFzB/iycwwN/LKqhosHXsuftmXyjPLo3G3NeOjTcf434ojzV7Eq3X68wp0fbIlETsLEyJTizHRahjh69DyQd1EsLsN00Nc+XLbcRJyStkcm8v4QCcm93Mmr6yaqPTGWWxnc/r3uFav8tv+NEb6OuBlb4FGo+Bclzp8+QB3tBqF6lo9r80dgLWZ0TkvB1xRXUtGcaVkPAkhhBDiohPubUd1rZ7ojJL6bbV6lXuXRpBaUM7XNw3l6xuHUl5dy4O/RHbhSC9eGUUV7E8uZGyAI4czirnywx2kFpTz4TWDuGuif30m25xBnsRml/LGujjKq3Wt7r+ksoaYrBKG+PTCSKtheqgrG47mUF6t40hmCakFFThamZCYV9aqh8oRKUVoFAiTwFM9CTwJ0U1cPdyb8upaPtl8DID/Lo8mu7SKN+cPwMKk+XJsIe62PDg1CFMjDfOHejGxrzOmRhpWH84657FEZxTz2O+HGBvgyIaHJnD9yN58vSOJo5mlDdol55/gyT+jGPC/dQQ9uZoJr23kYGpRm851KK2IiJQi/nOJP1sfncjy/4zG1tz4nMfeFR6aFoSRVmHGO1vJP1HNxL7OjA90RlFgY2zrp9vFZ5cy9a0tzP5gO/uSCrj9u32kFJRz7Yjejdo6WZsys78bl/R1pr+nLWP8HdkSn8v+5AJmvbeNw20IeCXlnwCgj5MEnoQQQghxcQmvW3XsQPKp6XbvrI9nx7F8nrsilFF+jvg7W/PQtCC2JeSxv65dWmE5pe20kIw4u5NlRJ6bHcqrV4Vxwygf1j8wnkv7N6ylOneQJ7MGuPP+xgTGvrKR+5ZG8Ou+1BYX/IlIKUKvwlAfewBm9nenoqaWjTG5rDmchUYxlDuprNG3agXEAymFBLpYY2XampLaF4ezfidUVZXAlBCdJNy7F3MGefDhJkPgadmBdO6ZFFD/y/Bs7hjvx7Ujetdf3CYEObEiMoPHZvTFzFjbwtEGJ39xWpka8d/l0dhZmPDeonDMjLXcNt6Pb3Yms+d4PsHuNoAhoHL3DweoqVW5fKA7LjamfLsjmW92JDFwwcBWv++vdyRhaaJl7mBPrM2McbQybfWx3YW/sxWr7x3HfT9HEJ1RwvhAJ+wsTBjs3Ys/I9K5a6J/kyutnO7vQ5k8/FskFiZaCsurmfvxTjQKPHdFaLMFyt9dFF7/9dgAJ1YfzuLqz3ZTpdPzzvp4PrtuSKvGn1JgWNGut70h8PT222+36jghhBDdk1zHhWg9FxszPOzMWRedzc1j+nAgpZD3NsRz1SBP5g/xqm+3cKgX7/wbxxfbEnG27seMd7ZyaX9XXp07oAtHf3H4OyqTUA8bfBwt8XG0ZF4z7cxNtLy3KLz+ofm2hHz+PJjB//15mP4ettiYGbFomDdTQ1wbHLcvqQCtRmFgXYbSsD72OFqZ8vBvkdTqVYb1sWdYH0NQKiGnDC/7hivVlVTWUK3T42hlSkllDQdTipg1sOli9RcrCcEJ0Y08MyuEHQn5vLchgTBPW/5ziX+rjz09on7tiN6sjc7m70OZXBnuwUebjzGpnzN9XW2aPLa8WsfsD7aTW1rFlGAX9iYV8vKc/thZmADgYWeOh505e5IKuGF0H5ZHZnD/zwcJcrHm8+uH1K9AV1hewx8H0nnuCl2TEf7yah2P/h6Fq40p908J5FBaMSsjM1k4zAtrs56V5XQmV1szfrp1BOXVtVjWvfc7xvtxy7f7+HVfGlcP927yOF2tnlfWxPDZ1uMM8rbjw2sGY2as4ZMtiYzyc2BsgFOrzj8u0LF+HCN9Hfh5X2qrC4Zn1D258ehl+DkOHDiwVecUQgjRPcl1XIi2WTLBjyf/PMwPu1P4ekcS7rbmPDs7pEEbS1Mjrh7em0+3HCMpr5yyKh07juV30YgvHmmF5USkFPHo9KZLjzRliI89Q3zsUVWVg6lF/HUwg9isUuKyy7j7pwh+v2MU/T1t69vvTSog2M2m/h5eqzGsfLjhaA4llTUsHOqNf92qhgk5ZUzs69xgfAs/3cWJKh2/LxnFp1sSOVGtY8FpQUshgSchuhVbc2PemD+AF/4+ypvzB7aYJdOcMf6O+Dtb8fWOJHLLqnhtbSzpRRW8eGX/Jtu/8PdRjuedYJB3L5YdSCfM07bBEx4wRP63xueh16u8uiaGYDcbfrptRIMA01WDPPhxdwprDmcxd7Bng+NPVOm48eu97EsqQK8aMrryT1Tj2cuc28b5ntP77G4URan/hQUwqZ8zg3v34p31cVwZ7tGoQPzh9GIeXxZFVHox143szZMzgzExMvzM2/LLFcCzlwU/3jqcAGdrVFSWHUjny23Hee6K0BaPTS+swMxYQy8LQ/Dv33//BWDy5MltGoMQQojuQa7jQrTN1cO8WR6ZwZN/HgbgqxuHNrinO+n6Ub35fGsiRzJLGOZjz56kAjKLK7rl6ss9VXm1juu/3MOsAe4sHtGb51cexUijcFkzMwDORlEUwr171c8gKThRzWXvbmXJD/sZ4+/IrsR8rgz35GBqEYuGNXxIPDHImYlBzg22OVqZEJ9zqvRIZnEFV3+2m+KKGoy1GuZ/sou8siruGO/HAKnv1IBMpROimxnt78iqe8fi72x1zn0oisL1o3yISi/m1TUxAESlNa75U6tXWbonhR92p3DrWF9+u2MkP94ynE8XD0GjURq0HepjT15ZFT/vSyWtsIKbx/RplNU0yLsXvR0sWHYgrX5btU7PL3tTmfXeNvYnF/LOwnB+uX0kvR0suGuiH//cPx7PXg3TVS8UiqLw6PS+ZJdU8dnWxAb71hzO5PL3t5FZXMmH1wzi2dmh9UGnczXKzxEna1Ocrc2YPdCdX/encqwVy75mFFfgbmdeX5jx+eef5/nnnz+vsQghhOg6ch0Xom00GoVXrgrD3FjLleEejQIOJ7nZmvOfSwK4fZwvT17WDzCshibOrqi8mmlvbWFzKxbC+XlvKnuTCnn6r2hu+24/a6KzeGR6UKPpbefC3tKED64ZRHZJJcsjM7C3NOGtf+OorNHX13c6Gz8nKxJyDPfW1To9d3y3n4IT1Xx383C+uH4IZVU1+DlZct/kgPMe64VGMp6EuEDNCffgtTUxWJsZMz7IiV/3pVKlq8XUyJB1E51RzF0/HCApv5yBXnY8MCUQRVEY5e/YZH/D+hieFLy8OgYrUyOmnTE3GgyBlivDPXhnfXz9NK8Hf41kRWQGwW42fHH9ECbU/SJfdufoDnrn3cuwPvbMDHPjnfXxjPJzYIiPPVnFlTz6exT9PWz59ubhHVJM/e5L/NkQk8P8j3fyzU3DCPWwbbZtemEFHnbypE4IIYQQF68+jpZsfXQivepKTTTn3rqggq5Wj6WJlr3HC7h8gNTzOZsNMTnEZpfy1J+HWXf/uGZr0Opq9Xyx7Tjh3nbYmBnzz5FsLunrzC1j2m92RLh3LzY/PBE7C2MsTIxYcziTFYcyGRvQ9Geg0/k7W7EiMgNVNcwAiUwr5qNrBtXXhlp97ziszYxaXWP3YiIZT0JcoCxNjfhtySh+XzKKsf6O1NSqxJy2Kt2b6+IoqdTx4TWD+H3JqBYvkH5OVthbmlBcUcOl/V0bTRs7aeFQb6xMjbjv54OsispkRWQG90wK4O97xtQHnS42L83pj4edOXf/GMFfB9O5/+eDVOv0vLVgYIet4NfbwZJf7xiJqZGGxV/spkpXW7+vSlfLdV/u4Y8IQ2ZaelGlBJ6EEEIIcdFztDJFe0bWf3OMtBoG9e7F3qSCDh5Vz7chJgdTIw0pBeV8uf14/fbKmlqySyrrX686nEVaYQVLxvvx8bWD+d/lIbw1f2CjmRjny93OvH7V8Omhbnxw9aBW1Zv1d7aipFLHw78d4vNtx7luZG9mnLayXh9Hyx65UFJnkMCTEBewQBdrXG3N6ovnHUo3TLdLKyxnQ2wO1wz35tL+bq36BasoCkN9DFlPcwc3XyzP1daMV64KIzK1iLt/PEBfV2v+c4l//TSui5GNmTEfXjOIksoa7l16kJ2J+Tx5WT98nc59OmVr+DpZ8czlIRSW13DotKmWn2xOZEtcLn8fyqKyppa8sioJPAkhhBBCtNFQH3tis0spLq/p6qF0WzW1ejbH5TJ7oDtTgl14f0MCibllVOlqWfTZLia9sZnM4gpqavV8uDEBXydLJvdzwdxEy/WjfLC16D4LEAW5WgOw/GAGC4Z48cSl/bp4RD1Hl0+1UxRlOvAOoAU+V1X15TP2XwM8WveyDFiiqmpk3b4koBSoBXSqqrZu7XAhLjIedubYW5pwKLUIRvTmpz0pKMDCYU2vtNacRcO8sTI1rg9ANefS/m5cM9ybn/em8urcsHMukn4hCfWwZefjk8gtrcLUSNMu89RbY1jdfPU9xwsY6mNPYm4Z729MAOBIRjGZxYanTO4SeBJCCCGEaJOhPvaoKuxLLmBSP5euHk63kpR3AjNjLUn5Jyit1HFJX2dC3G2Z/cF2Fny6i8HevYhIKcJEq+F/y4/g72xFTFYpH187qN0znNrLSF8HPl08mEG9e0lmUxt1aeBJURQt8AEwBUgD9iqKslxV1SOnNTsOjFdVtVBRlBnAp8Dw0/ZPVFU1r9MGLUQPpCgKYZ62RKUXU63T8/PeNC7p69zmLJcJQc6tni73/BWh3Dc5ECdruSifZGtu3GFT65rTy9KEIBdrdiXmc9dEf55becQw/W5Eb77YdpzoDEMm1OmBp08++aRTxyiEEKJ9yXVciM4x0MsOI43C/uRCCTydRlerZ8GnO6ms0RPubYexVmFMgBNWpkb8fNsIrv58N2uis7h7oj/mJlpeWxuLcgTmDfZkemjbV6/rLIqiMLWJOreiZV2d8TQMSFBVNRFAUZSlwGygPvCkquqO09rvAhqu0S6EaJUwD1u2xOXy2LJD5JVVcc3w3h16PkVRJOjUTQz3tee3/WnEZZeyMTaXB6cEMtDbji+2HeefI9kAePY6FXgKCgrqqqEKIYRoB3IdF6JzmJto6etmzcHUoq4eSreyOS6X7JIqbMyM2BSbyxh/x/rVsANcrPn9jlFsjs/l6mHe1OpVVkRmUFFTyzOXh3TxyEVH6er5Lx5A6mmv0+q2NedmYPVpr1VgnaIo+xVFua25gxRFuU1RlH2KouzLzW15CUchLkRhnnboVVh2IJ27J/ozIcipq4ckOsmwPvaUV9fy+LIojLUKC4d5E+xmA8DGmBwUBVxszOrbr1ixghUrVnTVcIUQQpwnuY4L0XnCvXoRmVpErV7t6qF0qf3JBfx3eTRVulp+3ZeGg6UJ6+4fz/QQV24e26dBW28HCxaP6I1Wo2BipOH3JaNYdc/Y+uCUuPB09U+2qcmbTf6PVRRlIobA05jTNo9WVTVDURRn4B9FUWJUVd3SqENV/RTDFD2GDBlycV8RxEVraB97Rvo6MG+IJ3MGSeLgxWRYH0Odp/3Jhcwe6F6fieZqY0ZWSSWuNmaYGJ16DvHGG28AMGvWrM4frBBCiPMm13EhOs9ALzu+25VMQk5ZffHpi9Hzfx8lIqWIvLIq1sdkc/1IH1xtzfh48eAWj7WUgNMFr6szntKA05fH8gQyzmykKEoY8DkwW1XV/JPbVVXNqPs7B/gDw9Q9IUQTbM2N+em2ERJ0ugg5W5vh62gJwHUjT02xDHE3ZD2525k1eZwQQgghhDi7gd52ABxMLQQgJquE19bG8OyKI6jqxZHzEJ1RTERKEX1drVl5KJOaWpV5Q5pfBVtcfLo6tLgXCFAUpQ+QDiwErj69gaIo3sAyYLGqqnGnbbcENKqqltZ9PRV4ttNGLoQQPcgV4R4cSClkkPepFQlD3G1YH5MjK9oJIYQQQpyjPg6W2JgZcTC1CBMjDff/HFm/b84gD0I9bLtwdB0rOf8EXr0s+HF3CqZGGn66dQTPrTxCSaXuos7+Eo11aeBJVVWdoih3A2sBLfClqqrRiqLcUbf/Y+BpwAH4UFEUAJ2qqkMAF+CPum1GwI+qqq7pgrchhBDd3j2TAhptC67LePLoJYEnIYQQQohzodEoDPTuxc5j+fxzJJtwbztemxvGtLe3svpw5gUbeDqQUsicD3cQ4m5DUt4JZg1wp5elCW8uGHjRZHqJ1uvqjCdUVV0FrDpj28enfX0LcEsTxyUCAzp8gEIIcYHq72mHRqF+Gp4QQgghhGi7gV52bInLRVHgqxuG4e9szUhfB1ZFZfHQ1CAURSG3tIqPNh1jRn9XhvrYt6rf6IxiXl4dg6WJESN87XG1NcPN1pwBXnYd+4Za4d8j2Wg1CoUnqjlRXcu1I06Vc6hLDhGiXpcHnoQQQnQNDztzVvxnDAHODVOhv/vuuy4akRBCiPYg13EhOld4XSBo/mAv+nsaMpxm9Hfl//44TGx2KTGZpTyzPJriihoOpxfzyx0jz9pfRlEFP+5O4ZMtx7A1N8bUSMua6Kz6/evuH0egS9dOZdscl8vg3r349qZhJOaeqM+kF6IpEngSQoiLWIh74/RvLy8pBimEED2ZXMeF6Fyj/R15ZHoQVw/zrt82NdiVp/48zO3f7Sc5v5zBvXsR6GLNT3tSSMkvx9vBor6tqqr1WUIvr47hky3HUFWYGebG87NDsbMwJrukiqj0Ym79dh/RGcVdGnjKKa0kOqOEh6cFYWaslaCTaJEEnoQQQjTw888/A7BgwYIuHokQQohzIddxITqXiZGGOyf4N9jmZG3K8D4O7EzM584JfjwwJZCc0iqW7k3h9wNp3D8lkGO5ZbyyOoa9SQX8cMsIyqt1fLz5GJcPcOehqUENglOutmY4WJlgrFWIySrt7LfYwNa4PADGBzp16ThEzyGBJyGEEA189NFHgHxgEUKInkqu40J0D6/PH0BeaVV9TSZ3O3NG+TmwLCINjaLw3oZ4TI00mBlrufXbfViZGuFma8ZLc/pjadr4o7qxVoOfkxVx5xB4+mZHEssi0vn5thGYGWvP6f3o9Yai4ZvjcnG0MiXYTTKdROtounoAQgghhBBCCCHEhcbDrnEh8KsGeZJaUMFb/8YxM8yNzY9M5JubhpF/oorY7FKeviy4yaDTSUGu1sRll7VpHOXVOt7+N47I1CK+3Zl0Du8EUgvKmfD6Jgb8bx1rorMYF+iIRiNFxEXrSMaTEEIIIYQQQgjRCWaEurEpNpdJ/ZyZPdADAEcrUz67bgiRqUVMD3U96/GBLtb8dTCDksoabMyMW3XOpXtSKSyvwc/Jkvc3JDB/iBfVtXqsTI2wMGk5JJBZXMG1X+ymuKKGWQPdic8uZdFp9ayEaIkEnoQQQgghhBBCiE5gbqLl3UXhjbaPDXBibEDLNZP6uhqKisdnlzK4t32L7at1ej7bmsjwPvY8OzuUGe9sYdrbW8guqWKoTy+W3jaSlIJy7vhuP/7OVlwZ7sHkYBcAftidzCurYyip1GFhouWHW4YT7t2rje9YCJlqJ4QQQgghhBBC9AgnV7OLzWrddLt1R7LILK7kzon+BLlac8d4P1xtzZk72JO9SYV8uDGBO384QEZxBbuP53PLt/s4mFoEwJ8R6diYG/PI9CB+XzJKgk7inEnGkxBCiAZ+++23rh6CEEKI8yDXcSEuXJ69zLE00RKbVcK2+DzSCstZeJZpb1HpxZhoNYz2cwDgkel9AVBVlaLyGt74Jw6Ar24YSn9PW4Y8/y+7E/MJdbchKr2YRcO8G63YJ0RbSeBJCCFEA46Ojl09BCGEEOdBruNCXLgURSHQ1Zp1R7L5cU8KNbUq9pYmTA1pujbUsZwy+jhaYqTVNOrnxTmhxH5UwlWDPJnY1xkAHwcL9icXMjbAicoaPQPPKI4uxLmQwJMQQogGvv76awBuuOGGLh2HEEKIcyPXcSEubH1drYlIKaKvqzVajcKjvx9igJcdLjZmjdom5JQR4m7bZD/O1mZseXgiinJqdbpBvXuxJS63frrdAE+7jngL4iIjNZ6EEEI08PXXX9d/aBFCCNHzyHVciAvb1GBXhvnY8+1Nw3hnYTgVNbU8+Esker3aoF1lTS0pBeX4OVs129fpQSeAwb17kVdWzYrIDGzNjentYNEh70FcXCTwJIQQQgghhBBC9BAT+zrzyx0jcbYxw9/ZiqcvC2FbQh6fb0ts0O543gn0KvifJfB0psG9DQXEdybmM8DLrlFgSohzIYEnIYQQQgghhBCih1o0zItpIS68tjaWw+nF9dsTcgwr3wW0IfAU4GyNtamhIo/UdxLtRQJPQgghhBBCCCFED6UoCi/PCcPB0pR7lkZQXq0DID6nDI0CfRwtW92XVqMQXpf1NNCr6dpQQrSVBJ6EEEIIIYQQQogerJelCW/OH8DxvBM8t/IoYFjRzsveAjNjbZv6Gt7HHq1GIUwKi4t20uWr2imKMh14B9ACn6uq+vIZ+5W6/ZcC5cANqqoeaM2xQggh2m7VqlVdPQQhhBDnQa7jQlycRvk7cts4Xz7ZnMgYf0fic0rxd2r9NLuTbhrdh/GBTjhamXbAKMXFqEsznhRF0QIfADOAYGCRoijBZzSbAQTU/bkN+KgNxwohhGgjCwsLLCxkBRMhhOip5DouxMXrwSlBDPK246FfI0nMPYG/S9sDT+YmWkI9ZJqdaD9dPdVuGJCgqmqiqqrVwFJg9hltZgPfqga7ADtFUdxaeawQQog2+vDDD/nwww+7ehhCCCHOkVzHhbh4mRhp+HjxYOwsjNHp1XPKeBKivXV14MkDSD3tdVrdtta0ac2xACiKcpuiKPsURdmXm5t73oMWQogL2S+//MIvv/zS1cMQQghxjuQ6LsTFzdnajE8XD2GApy0jfB26ejhCdHngSWlim9rKNq051rBRVT9VVXWIqqpDnJyc2jhEIYQQQgghhBCi5+jvactfd4/By16m3Yqu19XFxdMAr9NeewIZrWxj0opjhRBCCCGEEEIIIUQX6eqMp71AgKIofRRFMQEWAsvPaLMcuE4xGAEUq6qa2cpjhRBCCCGEEEIIIUQX6dKMJ1VVdYqi3A2sBbTAl6qqRiuKckfd/o+BVcClQAJQDtx4tmO74G0IIYQQQgghhBBCiCYoqtpkWaQLlqOjo+rj49PVwxDdxLFjxwDw8/PrVn0JIYQQQgghhBA9yf79+1VVVRvNrOvqGk+dzsfHh3379nX1MEQ3MWHCBAA2bdrUrfoSQgghhBBCCCF6EkVRDjS1vUtrPCmK8qWiKDmKohxuZr+iKMq7iqIkKIpySFGUQaftm64oSmzdvsc6b9RCCCGEEEIIIYQQojW6urj418D0s+yfAQTU/bkN+AhAURQt8EHd/mBgkaIowR06UiGEEEIIIYQQQgjRJl0aeFJVdQtQcJYms4FvVYNdgJ2iKG7AMCBBVdVEVVWrgaV1bYUQQgjRQYrLa8goqujqYVwQDqYW8cLfR7jYam0KIYQQ4uLT3Ws8eQCpp71Oq9vW1PbhzXWiKMptGDKm8Pb2bv9Rih5r0qRJ3bIvIYTojp74I4p/j2bz8bWDmdjXuauH06N9tzOZ3w+kcf0oHzx7WXT1cIQQQgghOkx3DzwpTWxTz7K9Saqqfgp8CjBkyBB5tCjqPfXUU92yLyGE6G5q9Spb43OprtVz67f7GBPgyLHcMu6bFMhVgz27eng9zr5kQ8L3obRiCTwJIYQQ4oLW1TWeWpIGeJ322hPIOMt2IZqlq9V39RCEEKLHOppZQkmljmdnhzIhyJnUgnKKymtYG53V1UPrUJU1tZRX69q1z5zSSpLzywFD4AmQKXdCCCGEuGB194yn5cDdiqIsxTCVrlhV1UxFUXKBAEVR+gDpwELg6i4cp+jmVFXl6s92Y2Gq5bPrhmCsNcRcZ8yYAcDq1avP+xzt2ZcQQnQ3O4/lAzClnwuLR/QG4K4fD3Aorei8+lVVFUVpKpG5ayXmlvHS6hi2xufiaGXKyv+Mwc7CpF363p9UCICFibb++3f7d/spqazh/asH4Whl2i7nEUIIIYToDro040lRlJ+AnUCQoihpiqLcrCjKHYqi3FHXZBWQCCQAnwF3AqiqqgPuBtYCR4FfVFWN7vQ3IHqM6IwS9iQVsCk2l2dXHKnfXpGUREVxcbuco6KigooKKborhLgw7UrMp4+jJa62ZvXbgt1sSC2ooKSy5pz63HEsj/Dn/uGbHUmoqsrepAJ2Jea315DPy3Mrj7DzWD5XDPQgu6SSB3+JRK9vXVZSRlEFfx/K5Kc9KSyPzGBXYj4fbEzgxq/2kJBTxr7kQkyNNMwKcycqrZjUgnLWHclmV2IBV3ywncTcsg5+d0IIIYQQnadLM55UVV3Uwn4VuKuZfaswBKbERSguu5R/j2aTVVzJ7IHuDO5tX7+vplbP0cwS7C1NcLUxw0ir4bf9aZhoNcwb4sl3u5JZeSgD14wkiIkxHDRiBDg6QmwsnDgBL7wAN97YNW9OCCG6GV2tnj3HC7hsgHuD7cFuNgDEZJYyrI99U4fWq6ypxdRI0yC76ePNiRRX1PDM8mg+2JhATmkVWo3CVzcMZVygU/u/kVZKLShnU1wu/7kkgAemBNLX1Zr/rjjC2+vjuX9yQLMZWqqq8tv+NJ5ZHk15dW2j/SZaDY/9fojqWj0DvOwY3LsXP+9L5Z318QB8cPUgnvgjiuf/PsqXNwxt05hzS6u4/ss9XBHuzi1jfNFoul8WmRBCCCEuTt19qp0QjWQWVzD3ox2UVOrQKIYlqZffPQaAvw9l8traGJLqame425rx9U3D+OtgOlOCXXh2diguNmZkl1QyKvovXjvZ6e7dDU9y++0wZQp4SsFcIcTFK7O4gnfXJ+Btb0FplY4Rvg2DS8HuhsDTkYziswaeVFXlyg93YKxV+OL6oThZm5KYW8aWuFzumxyAlakRm2JzuXdyAN/tTOauHw/wx52j8Xe26tD3d7qMogoe/f0QSyb4sSUuD42isGiYoZzk9aN8OJRezLvr4ympqOGpy4LRahRUVSW3rApna0MW2Eebj/HqmliG97Hn/2b2w9HKlLIqHRlFFQS5WrMtPo+HfzsEwF0T/QjzsgXg9wNpDPK2Y2aYG7FZJby3MYHUgnK87FtfdPzvQxkcySzhSGYJW+LymD3QndH+jrjbmbfzd0oIIYQQom0k8CS6jdu+3UeIuy33Tg6o35ZaUM4Tf0Rx0+g+TOzrjF6v8tCvkdTUqvz7wHh2HMvj6b+iiUwtIrmgnHt+iqCvqzVvzBtARU0tb/0Tx+z3t1NRU8tVgz3QahTumVTX/7M7TgWezlRTAz/9BA8/3OHvWwghuqtvdybz056U+tcjfR0a7He2NsXe0oSjmaVn7edIZglHM0sAmPPRdt5eMJC/D2VhrFW4erg3ztZm3DLWF4DxgU5c8cF25n+yk7cWDGR8J2U+fbAxga3xeew5XoCJkYbJ/ZxxszUEbRRF4fW5A7C3MOHzbceJSi/mrol+fLszmU2xuXx941BG+Drw2ZZEJgQ58cX1Q9GelnEU6GINwNzBnvy6P409xwsY4mOPv5MVZsYaKmv0XF6XTbZouDcfbDrG97uTeXxGP4rLa/hqx3EOpRXz9sKB2JgZNzn+1YezCHSxYvFIH15bE8O2hDyszYzY8vBEelm2T20qIYQQQohzIYEn0S0cyy1j3ZFs9iQVsGSCHyZGhvJja6Oz2Bqfx9b4PMb4O1Klq2VvUiEvXtkff2crXGxMeXl1DB9vPsaBlEL6e9jy512j62/4B3n3YtFnu7AyM2JcwGkfXvR6WLSIy/LyIC2t6UH98EObAk+XXXbZOb9/IYToblRVZXVUJqP9HbhljC8llTU425g1aKMoCv3crDlSF1RqztrDWWgU+Pz6ITzyWxRXfbQTjQKzBrjXZwud5NnLgqW3jeSuHw5w/Zd7mBPuwbUjexPuZddhRciziiv5dV8al4W5kZR/gsPpJVxbV0D9JI1G4cnLgunnZsNLq49y09f7sDDR4mhlyqtrYrluZG8Ky2u4fZxfg6DT6RRF4dWrwvhkyzFG+jpgpNUQ6m7LgZRCZoYZAk9utuZM6efCL3tTMdIofLsjmdIqHYoCb6yN5X+zQxv1m1dWxd6kAu6+JIDFI3pzzTBvNsfncuNXe1l3JIsFQ73b/5smhBBCCNFKEngS3cLygxkAFJXXsDkulynBLoChKLiztSkLh3mzMjIDKzMjbh/vWz/9wdrMmCvDPfhht+GJ/MfXDm5wwx/sbsPK/4yhSleLkfa0WvoaDTzyCA898ggkJcGff0J0NHz++ak2kZGGbSEhrXoPDz300Ll/A4QQopvYeSyffm7WpBdVkJRfzu3j/ZjY17nZ9sFuNnyzMxldrb7hdfY0a6KzGOpjzyV9Xdj8sAO/7Etl5aFMlkzwa7K9v7MVf941mtfXxbJ0TwrLItIZG+DI05cFE1CXPdSePt2SSK2q8si0vvSyNOZgahFj/B2bbHvVYE+mhrjw18EMJgQ5sS+pkPt+Psjzfx+lr6t1o+mIZ/JxtOSlOWH1r28e04eJec44WZ9ayW7xyN6sic7iw03HuDTUjbsv8WfpnhS+25XMVYM9CfO0a9DnP0ey0aswPcQVMATJJgQ60dvBgpWHMiXwJIQQQoguJYEn0eVUVWV5ZAbD+tiTmFvGHxFp9YGnw+nFhHna8sCUQB6YEtjk8deO6M0Pu1NYMMSLcO9ejfa3WCPDxwfuu8/wdXIy/PPPqX0//GAoNJ6UBC4uYNH6ehtCCNHTJOSUsuizXYR72zHMxx6NAlPrrsfN6edmQ7VOT2LeifopZadLzC0jLruMZ2YFA2BpasSNo/tw4+g+Z+3X3ETLU5cFc/+UQJbuSeHd9fHMeGcrvy8ZxQAvu3N+j2c6nneCH/ckc8VAD7wdDNf4sQFnn95nbWZcnxHlZmvOR5uOEZtdyg2jfNqclTWjv1ujbaP8HHh7wUBC3G3qA20PTgti1eEsnvzzMH/eObpB8fDVh7Po7WBBP7dT339FUZjZ341PtiSSX1aFg5Vpo/MIIYQQQnSGph9NCtGJDqeXcDzvBHPCPbgszJ1/j+ZQXFFDebWOY7llhLjbnvX4fm42/L5kFP+b3brMpNNNmDCBCRMmnNpwzTUNG7z0Emi14OsL3t6Ni5CfrS8hhOhh/ozIQFEgIqWIT7cmMsLXocWAxckC4/uTC5vcvzY6G4Bpddk4bWVlasQtY33Z8NAEzE20fLHt+Dn105QqXS13/3gAM2MtD05t+uFGS7Qahf9eHsLEICeuCPdol3EpisIV4R4NsrtszIx5bHpfDqUVsyY6q3774fRidiTkMSPUrVHQ67Iwd2r1aoP2QgghhBCdTQJPossUl9fw054UXlh1BGOtwoxQN64M96Bap2dVVCZHM0vRqxDqcfbAE8Dg3r0wM9ae/6DmzAHzM1YAUlXD3/n5cNVVhr+FEOICo9er/HkwnTH+jtwypg+q2nQ2zpkCna3p62rNh5sSqNLVNtiXU1LJl9uPE+5td96rqzlamTJvsBerD2eSW1p1Xn2d9PLqGKIzSnht7oDzGt9IPwe+unFY+/weOosrwj0IcLbizX/iqNWrlFfruGdpBI5Wptwx3rdR+35u1vg6WbIiMqNDxyWEEEIIcTYSeBJd5pW1MTy+LIro9BLumuiPrYUxYZ62BLpY8ePuFA6nFwMQ6mHTeYOytoZnn21+f3o63HjjqWCUEEJcIPanFJJWWMGV4R48OqMvn103hIVDvVo8TqNRePzSfqQWVPDdzuT67TW1eu7+MYKySh0vzenfLmNcPLI3NbUqS09bae9cJeef4JsdSVw7wrt+end3p9UoPDAlkIScMp7/+whLvj/A8bwTvLlgAHYWjVeuUxSFKwd6sCuxgIQcw8qDaw5nciy3rLOHLoQQQoiLmASeRJdQVZXNsblM7udM5DNTuW+yYYqDoigsHtGbqPRilu5NxdHKBNczVlHqcA8+CE891fz+FSvgu+86bzxCCNHByqt1/LQnBXNjLdNCXDHWapgS7IJxM8XCzzQ+0ImxAY68tyGB4ooaAD7adIw9SQW8fFV/+rq2zwOEPo6WjA1w5PvdyWQVV55XX59uScRIo+GeSwLaZWydZXqoK/09bPlqexL7kgp4dHpfRvk1XQgd4Orh3pgYafhyexL7kwu44/sDvPj30U4csRBCCCEudhJ4El0iKb+c9KIKxgc5NyiQCoapBJYmWo5mlhDibtthy2c3S1EMWU/vvw/u7tC/iSf1118PYWFgY2OoAyWEED3UsyuOEPLMWpYdSGdmmBuWpue27sij0/tSXFHD97uSqdLV8u3OJCb3c2b2wPape3TSXRP9KSyv4ZI3NvH51sRz6iO3tIpf96dx1WAPnDv74cZ5UhSFb24axtr7xnHov9O4Y3zTKwOe5GBlypxwD5YdSOPR36MA2JqQR1mVrjOGK4QQQgghgSfRNbbG5wIwLqDxU1prM2PmDPIEOn6a3fz585k/f37TO++6C9LS4NAhSEgAozM+jEVFQWkpPPEEHD589r6EEKIb0tXq+XVfKsP72PPp4sG8cGXoOfcV6mHLuEAnvtqexF8HM8grq+a6kT7tN9g6I3wdWP/AeEb4OvD830fbXL9Ir1d5Z30cNbV6bh3buC5ST2BvaUKQqzVaTesezNw0pg+VNXoScsq4dWwfqnV6NsbkdPAohRBCCCEMJPAkusTW+Dy87M3p7WDZ5P7rR/XG1EjDSN/mpw+0hzvvvJM777yz+QYns638/OC665pvt2JFy30JIUQ3E5lWRGmVjutG+jA1xBVTo/Mrjn37OF/yyqp45q9ofBwsGOPfMddwL3sLPlk8mEHedjyxLIqU/PJWHXcko4Q5H+3g+10pLBzqha+TVYeMr7sJdLHmynAP5oR78NiMfjhamXbJSncbYrK55Zt9lFTWdPq5hRBCCNF1JPAkOl1NrZ6dx/IZG+DUbBt/Z2sin5nKmCYyotpTeXk55eWt+8DCE0+AtpkPZWvWtK0vIYToBjbH5aFRYJSfQ7v0N8rPgRB3Gypqarl2RO9GU6nbk7FWwzsLw1EU+M/SCKp1+mbbVtbU8vzKI8x6fxtpheW8vWAgL17ZPgXPe4q3FgzkzQUD0WoUpoa4sDEmh8qa2pYPbEc/7k7h36PZ3P1jBLra5n9eQgghhLiwSOBJdLqDqUWUVemanGZ3uo5elhrg0ksv5dJLL21dYz8/uPrqpvft2MGlU6e2vi8hhOgiaw5nMuaVDWQWV7A1PpcwT7smV0Q7F4qi8NDUIPq6WjNvcMsr4p0vL3sLXrkqjMjUIt5YF9tsu1fWxPD5tuMsGOrF+gcmcEW4R+fXD+xGZoS6Ul5dy5a43E47Z02tnl2JBfRxtGRLXC5P/nkYvV5WiBVCCCEuBhJ4Eh2uorqWB345yJ7jBaiqyocbE7A00TLyLKvwdFtvvw0jRoDmjP86Oh0UFXXFiIQQok1WRGaSVljBAz9HEplaxLjA5rNPz8XEvs6suW8cthbG7dpvc2b0d+Oa4d58siWRe5dGMP/jnaw/ml2/P7O4gh/qpta9eGX/ThtXdzbC1wEHSxP+iEjvtHOefOj0yLQg7p7oz9K9qTzxRxS15xB8UlWVHcfyOCEF0oUQQogeocsDT4qiTFcUJVZRlARFUR5rYv/DiqIcrPtzWFGUWkVR7Ov2JSmKElW3b1/nj160xrKINJYdSOe27/bx+dbjbIzN5f4pgdia98Cbf3t72LkTKivhvvsa7iso6JIhCSFEa+n1KtuP5eFgacLOxHz0atOLPPQ0T10WTJinLZvjconLKeW5lUfqp3K9vyEBFZW7Jvp38Si7D2OthivDPfj3aDb5ZVUk5pbx1J+HOZxe3GHn3Bp/clqnIw9ODeQ/lxiCTy+vPlrfJr+silfWxDDlzc3EZZfWby+v1rHneAF7jhdQXFHDw78d4urPdvPqmpgOG++FZG9SAYOe+6dDf75CCCHE2ZzbmsntRFEULfABMAVIA/YqirJcVdUjJ9uoqvoa8Fpd+1nA/aqqnv4Jf6KqqnmdOGzRCjW1eow0CqoKX247jp+TJfknqnlh1VH6udlwwyifrh7i+TE2hunTDRlQJ0ngSQjRzR3JLKGovIY35g3gh93JHMs9wQAvu64e1nkzM9by112jAVgbnc0d3+9n5aFM+rnZ8Mu+VOYP8cLL3qKLR9m9zBvixefbjvPb/jSWR2YQnVHCd7uSmTfYk1fnhrX7VMTtCXn097Srzzh7cGoQWcWVfLMjmVvG+lJZU8tl722jrEqHiVbD/1ZE8/3Nw3lnfTzvbUholBnlYWfOX5EZPDGz33kXxb+Q1epVnv4rmoIT1XywMYGPrh3c1UMSQghxEerSwBMwDEhQVTURQFGUpcBs4Egz7RcBP3XS2HqstMJy3G3NO7So65mS8k7ww+5kiitqOJ53gsjUYvydrbh6uDfHck/w1oIBOFub8eSfh3lpTn+MtF2ebHf+xo0DMzND9hNAVRVUVHTtmIQQ4iy2xhue04wNdGRyPxdyy6owvhCux1AfKJka7EJfV2teWxtLWZUOW3MT/nNJQBePrvsJcrVmgJcdr62NRadXeX3eACJSCvlhdwpXD/cm3LvXeZ+jsqaWN/+JI9DFmoOpRSwZ79dg/38uCeD3A2l8se04sVmlqCqsuXccO47l8b8VR3j4t0P8tj+NS/u7ctUgT1QVIlILGdLbHo1G4fov97DhaA4z+rud91gvVEv3pnA0s4QBXnasic4iMbfsolnNUQghRPfR1XebHkDqaa/T6rY1oiiKBTAd+P20zSqwTlGU/Yqi3NZho+xmsoorOZxeTF5ZFara8AngP0eyGfvqRl7u5PTzl1Yf5cvtSWyJy0OnV1k0zIu0wnKe/PMwztamzOzvzmh/RzY+NIGB3ejp+g033MANN9xwbgebm8PIkaf6Am4YMKA9hiWEEB1ie0IeQS7WOFubYWthjL/zhfcBVKNRuPsSf9KLKnCwMuGPO0fhamvW1cPqluYP8USnV7lioDtzB3vy2Iy+mBtr+XlvassHt8KOY3l8uiWRh36NpFavNlqp1tvBgsvC3Ply23E2xxmm4Qe5WnPtiN74OVny2/40Rvo68M7CcCb1c2FysAsPT+vLxL7OjPF3xMXGlN/2p7XLWC9EJZU1vL42luF97Pn8uiGYaDV8uiWxq4clhBDiItTVGU9NpeQ0V2VyFrD9jGl2o1VVzVAUxRn4R1GUGFVVtzQ6iSEodRuAt7f3+Y65yy2PTOfFVYbAUpCLNT/eOhwHK1OiM4q5d2kEWkXh6+1JXDeyN569On5qQWpBOf8cyeaO8X48Mr1v/fbrR/nwyG+HmDfEExOjro5xNu2cg04njRgBGzca+gIwaZ+VoYQQor1V1tSyJ6mAa4f37uqhdLhLQ934+FqFEb4O7bZi34XoqkGeFFfUcE3dvwlrM2MuC3NjeWQGT14WjJXp+d0mHs001Gn67LohpBeWM8zHvlGbJRP8WB6ZQV9Xa64faRiHsVbDq3PD+GLbcV64on+TWXlajcKV4Z58tjWRnNJKnK0luHimb3ckUVhew5Mzg3GyNmXeEE9+3pvKI9P7Ym8p/y+EEEJ0nq6OBqQBp6+37AlkNNN2IWdMs1NVNaPu7xzgDwxT9xpRVfVTVVWHqKo6xMmpfVfv6QqX9nfj42sH88SlfUnKP8FNX+/l570pLP5iDzZmxvy2ZBQo8NY/8Z0ynu92JaMoCteOaPhhxtfJit+WjGLB0O4b7MvLyyMv7zxKhJ2W8ZQH5G3dev6DEkKIDrAzMZ9qnZ4xAQ5dPZQOp9EoTA91k6BTC8yMtdw5wb/BYh8Lh3lTXl3Lisjmbsda70hmCZ69zJkS7MINo/s0WQKgn5sNnywezGfXDWkwDX9wb3s+vGYwvc4SILlqkAe1epXVUVnnPdaeJKe0ssU2ZVU6Pt92nEl9nenvaQvA/CFe1NSqbIjJ6eghCiGEEA10deBpLxCgKEofRVFMMASXlp/ZSFEUW2A88Ndp2ywVRbE++TUwFTjcKaPuYp69LJge6spt4/x4b1E4UenFPPp7FL0dLPj+luEM9LLjhlE+LItIIyarpN3O++3OJLYnNAzSlFfrWLonhemhrrjbmbfbuTrL3LlzmTt37rl3MGLEqb6AuYcOQXn5+Q9MCCHa2U+7U7C3NGG0f89fxU50nEHedgS6WPG/FdEs+GQnm2LPPUhxNLOEfm42LbabFuJ6TsXfA1ys8XOyZN2RiyfwdCSjhOEvruffI9lnbffdzmSKymv4z6RT9c36e9jiamPGuujz+35FphYx96MdvLe+cx5wCiGE6Pm6NPCkqqoOuBtYCxwFflFVNVpRlDsURbnjtKZXAutUVT1x2jYXYJuiKJHAHuBvVVXXdNbYu4upIa58fO1g3pw/gN/vGFVfr+POCX5YmRrx2ppYwLCqScGJ6jb1XaWrpbi8BjDUCXh2xRFeXn2qdtSe4wXM+XAHJZU6bhrt0z5vqKdxcgK/hsVS2beva8YihBDNyCiq4N+j2SwY6iUrgImzUhSFD64exIIhXqQVVvDQr4eorKltcz8V1bUk5Z1oVeDpfEwNcWVXYkH9/cqF7t+j2agqLD1LHa6aWj1fbEtkXKBTg7qaiqIwNcSFLfG5VFTX8snmY1z54Xbu+G4/e5NatzLvZ1sSufLD7RzOKOaNf+L4dMux831LQgghLgJdnfGEqqqrVFUNVFXVT1XVF+q2fayq6sentflaVdWFZxyXqKrqgLo/ISePvRhNDXFlziDPBinsdhYm3DnBn/UxOWyKzeHqz3Yx8fVNnKjStarPrfG5TH5zM5Pf2kxlTS1b64qGR6UXk5JfzsHUIhZ8upPSSh0fXzuYwb0b1224aJw23Q6AzZu7ZhxCCNGMn/akoAJXD+u+U59F9xHgYs3/Zofy5vwB5JVVsXRPSpv7iM0uRa9CsJt1B4zwlKnBLtTqVTbEnj0D6EKxJS4XgE2xOc0+UNyekEdeWTWLRzSu5zYl2IXKGj0vrT7KS6tjKK8y1H578BdDAfizySqu5NW1MUwMcmbX45O4LMyNF1fFnHcGlRBC9GSZxRVsjMkhIacMgMIT1cx6bxs/ncPvzgtZlweeRMe5YZQPLjam3PT1XnYfL6C4ooat8bktHvfdrmQWf7GHimo9uaVVrDuSzfqYbCxNDE/J/47K5ONNx7A2NWL1fWOZHura0W+lews4Y5nun34CvR4OHICioi4ZkhBCnFSt07N0byoTg5zPaTqTuHgN93VgmI89H29OpErXtqyno5mGqf4dnfE0wNMOFxtT1h6+8ANPJZU1RKQWMbmfMzq9yspDTdfhWnkoE2szI8YFNp5WO7yPA9ZmRny7Mxl/Zyv+uns0L1wRSkpBeYsBpE+3JKJX4b+Xh2BnYcKb8wfi72zFG+vi0LcQtBJCiAvRe+vjGfnSBm78ei8z393K3qQCnvgjiqj0Yl5cdZTCNs44upBJ4OkCZm6i5dHpfTHSanh7wUBszY1Z10JNgJisEp5beYTxgU5sfWQiHnbmLN2TwqbYXKYEuzDA05bvdyWz9kgWi0f2xsbM+Kz9XRRSzohmHz0KtrYweLBhKt7q1V0zLiGEAD7dcozc0ipuGt2nq4cieqD/TPInq6SSaW9tYd7HO4jNKm3VcUczS7A00eLVwavrajQKU4Jd2ByXe05TAnuSHQn51OpVbhvnR19Xa5YdSG/UpkpXy9roLKYGuzY5rdbESMOkvs5oNQpvzh+AmbGWqSGueNtb8NnWxGbPnV9WxU97Upg90L0+gG1ipOHuif7EZpe2eH8phBDd0cHUIm7/bh8D/reO43knWj7gNGmF5by3MYFL+jrz/c3D8bAz59rPd7P6cBYLhnhxokrH+xsTOmjkPY8Eni5wcwZ5EvXfqVwR7sGkvs5siMlBV6tvsm1mcQX3/BSBjZkxb8wfgLmJlvlDvNhxLJ+CE9Vc0s+FmWFupBdVYKzRcP0on859Mx1gyZIlLFmy5Pw6efllUBSWAPU9lRlSLdHpYN48w99CCNHJkvJO8O6GBGb2d2NMgBQVF203xt+Rh6cFEehiTXRGCR9uat1N9NHMEvq62TS5kl17uzTUjYoaQ8DlQrYlPhcrUyPCve2YM8iDg6lFPL4sij3HC3jrnzje+Teevw9lUlqp47IBbs32838zg/n1jpGEedoBoNUo3DTahwMpRWyLb3ql3y+3H6dSV8udExrWtbwszA0fBwve2xCPqkrWkxCi+zmed4I7f9jPsyuONNj+4+4UrvhgOzuP5VNereO7nclt6vf1tbEowHNXhDImwJFvbhpGLwsTRvja8+Kc/swb7MW3O5NIyZeFp0ACTxeFk0+8poa4UFRew96kwgb7q3S13PXjAUa/vIHE3BO8MX8AjlamAMwd4omiGG5Kxgc4MSPUDUWBOYM8cLY26/T30t4WLFjAggULzq8TR0eYNo0FQJM9nTgBV199fucQQog2WBedxX+XR3PH9/sx1Wp4elZwVw9J9FCKonDXRH8+vW4IC4Z6sSoqk5zSyrMeo6oqMZml9Ovg+k4njfB1wMve/IKup6GqKlvichnp54CxVsN1I324YZQPv+5LZf4nO3l3Qzxvr4/jgV8isbMwZsxZVq90sjZlkHevBtvmDfHC3daMG77awytrYqjWnXpImVtaxVfbk7i0vxv+zg1/pkZaDXdO9Cc6o4Sdx/Lb900LIUQrqarKnxHp7EsqQFerJy67lG92JHHHd/uZ+tZmVkVl8fWO42QUVQDw675UnvgjiolBTux4fBLTQlz5bX9qqzNnI1IK+fNgBjeP6YNH3cruXvYWbHxoAt/dPBytRuGBqYEYazU8vfywBOYBo64egOg84wKdMDXSsO5IFiP9HOq3bziaw9+HMrlhlA83j+nToAaIh505M0JdqdbpsbUwxtbCmJ9uHUGIe8fWbOgsqamGVWG8vLzOr6PvviPV2RlUlSZ7+vVX0Ghg0iRYu9bwtV4PGzcapuOFhZ3f+YUQok6VrpYHf41EV6viYGXCi3P642LT8x8UiK533UgfvtqexNI9qdwzKaDZdofSiimt0jHQq1ezbdqTRqOwcKg3r62NJTG3jH1JhRSWV3P7eL+WD+4hojNKSCus4M4J/gCYGWv57+Uh3DDKh6j0Ykb6OZBTUsU76+MY3LsXxtq2PVu2NDVi1b1jeeHvo3y06RhF5dW8NMdwb/LBxgSqdHoenBLY5LGzwtx5+q/DrInOYtRZAl5CCNFRPt96nBdWHQXAWKtQU2sI9HjYmbNomDdXhHtw1Uc7WLo3lekhrjy2LIqxAY58dO1gzIy1XDO8NysPZbLyUCZzB3ue9VxlVTru//kgrjZmLDkjC9Tc5NQUZxcbMx6cGsRzK4/wd1Qml4W5A4b7NK2iYNTG63RPJ4Gni4iFiRFjA5xYEZnBA1MCsa6rMxJKAAAATaVJREFUz/RHRDrO1qY8dVkw2iZS4t9fNAjltM0jfB0atempFi9eDMCmTZvOryNHRxY7OkJuLs32pKrw779w221gbQ0ffwyVdU+N77kH3nnn/MYghBAY6sCUVur46oahTOzr3NXDEReQPo6WjA904ofdydwx3g8To6ZvmlceysBYqzCln0unjW3eEE/e+ieOJd8fIDa7FGOtwuKRvbEwuTBudZcdSMdEq+HS/g0XdPFxtMTH0RIARytTPlk85JzPYWdhwmvzBuBkbcqHm44R7GaDn7MVP+xOZv4QT3ydrJo8ztxEy7gAJ9ZFZ/O/y0NQlI6fXimEECftTy7glTUxTAtx4bIwdyJSiujrZs1IX4cGCRXjApz4eW8KW+NzsTM35r1F4ZgZGwJFI3zt8XWy5NudSVw+wL3J32/VOj35J6p4eXUMKQXl/HTriPrP0825YZQPf0ak8+Sfh/l8qyHjKresCq9eFvx2x0icL6IHgxdXmE3wn0v8ySur5v0NhhoNReXVbIzN4fIB7k0GncDwJFFuIlohKAiMDDe4KoC2cVFPAL74At5++1TQCeD996UOlBCiXaw+nIm1qRGj/C+chwSi+7h5TB+yS6pY8v1+KqobT0nQ61X+PpTJ2AAnbC06bwESZ2szJvdzITa7lL6u1tTUquw5XtBp52+tf49k89v+tCanc2yMyeHhXyMb7aup1bM8Mp1L+jpjZ2HS4WN8cGoQYwMceeqvaK7+bDdmRtqzZrgBTA1xJaukkqj04g4fnxBCnKSr1XPv0oO425nz2rwBzBrgztOzgpk/xKvRSr6LhnmTXVJFREoRT1zar8H1VFEUbhvry6G0Yi5/fxuRqUUNji2prGH4i/8y8qUN/HUwg3snBTK8FckYWo3CK1eF4dnLHCtTIyYEOXHXBH9yS6u44/v9bV4xtieTwNNFZoCXHfMGe/Ll9uMk5pbxd1QmNbUqV4R7dPXQej6tFoYPh1dfRVm2DMrLYcgQaE3QTq+Hr7/u8CEKIS5sNbV61h3JZlI/5yZXtBLifI0LdOK5K0LZEJvDws92sSk2B73+VO2KiNQiMooruSys+eLWHeX/27vv8KqKrYHDvzknvfdCGmlAQiD00HtHRVFU7AXBdu161ate/eztir1XLKBil65IC723EBJIJb2S3ub740RMSIAA6az3efIkZ5fZ6+CY7LP2zJpHp4bx2LQwvrt1CBZGA9HtrOZQeVU19y7cyQPf7WLw83+wPu6fQt4/bE9h9hdb+W5bCh+vO1LvvLWHssguqmBGv9a5VzMaFG/O6ssjU3rw3jX9+fOB0Xg7Wp/ynHE9PDAoWL5PVrcTQrSetYeySckr5dGpPU672vq4MA+6OFoxOMil0d+nVw7y58PrBpBfUsnM9zbw446U4/u2JuSSV1LJnWNC+OKmQfxrbEiTYwzv4sBv/xrBl7OjeOmySB6Y1J1XZkayPSmf5xfHNP3NdnCdY/yxOCMPTu7Okr3pXPz2eizMDIR62HWamk1tzswMHnzwn9dbtpi+z5gBP/546nM/+ABmz2652IQQnd6mw7nkl1QypVfrf+gX549rBwfgamvBEz/v5YZPt+BsY05XN1t6+TiSXlCGhZmBCeGtN83ub/6uNsweEQRAX3+neomd9mB9XDbHyqu4f0I3vtyUyCfrjjAsxI1tiXnc9+0uhga7YmVu5O1VcVzazxcvR9MUjEXbU3G2MWd099abOutkY3FGNbKcbS0YFOjC8v3pPDCpe4P91TWax37aw8SeXoxpxfchhOjcvtuWjIutBWN7nP5vjrnRwC//Go61ufGks3kmhHsysKszt365jXsX7qKgpJIbhgWy+Uge5kbTYht16zidrWm9vVkT68c3m5O4d3y3Vh0h3FZkxNN5yMPeii9uHsSknl5Ymhm5aXigTKVrad9+Cy4upz5mxw7TyCchhDhLv+0+io2FkVHd3Ns6FNHJTe3lTfTD43hjVl8m9fTCyszId1tTWL4/g9Hd3E9b96KlDQ9xY39aIbnFFW0aR12L96Rjb2XG3FHBTOrpRXR8DmWV1fy8MxUrcwMfXjeAJy/sSVW15oUlpiK5hzKOsXRvOpf09T1pTa32YlJPL2IzioiOb5jwWx2byTebk7n7mx1kFJ56VUQhhGiKvOIKVu7PZHqfxmsyNcbNzhJby1OPvXGyseCLm6IYGuzKW6viqKquYfORHHr5ODZL0ulv1w0NoLyqpt7Iqs6sSSOelFJmgLvWOu2E7f2BUUAVsFRrHdv8IYqW0M/fucFSuuej+++/v3XaMjODPXtg2jTIyTGNbJo9G3zqDPOsqoLvv4fLL2+2mIQQ54/MY2X8sCOVS/r4HC+WKURLsjAzcFFkFy6KNK3UU1pRzaYjOYR5t/0o6qEhbry6IpYN8TlMa4NpfyeqrK5hxf4MJoR5YmFmYHR3d77YkMjmI7ks25fO6G4e2FqaYWtpxq2jgnjjzziiglz5bfdRbC2M3DGm/a/Qd+VAfz6PTuCh73ez7J6R9T7cfbEhEVdbC4orqnh40W4+uWGgPPQUQpyTX3cfpaK6hpn9z3F18kZYmBm4bkgAt365nT9jMtmTWsDNw4Oa9Ro9uzgS6evIN5uTuX5o107/O/G0iSel1E3AK4CjUioLmK21/k0p9QjwNKBqv6qVUg9qree1ZMBCNKcLL7yw9drq0sU0qqkuDw/IzPzn9bx5kngSQpyVT9YlUFVdw62j2/8HVNE5WVsYW3U62KlE+jpiZ2nG+vjsdpF42hCfQ0FpJZMjTKvSDQlyw8LMwOt/HCKjsPz4doC7xoWyM6WAR3/cg9bw1EU9cbWzbKvQm8zawsjLMyO5/P0N3L1gB338nAjxsKeHlz2rY7O4a2woTjbmPPXrflYdzGzS1BghxPmjukaTVlCKl4MVZsbTj2D6cUcq4d4OhLdQyZjR3T2wszTjhSUxVFZrBgU2/6CNWYP8efiHPWxPyqd/QOceFHLK/6K1I5o+BKyBXYA9sEApNQF4BlgO3IspMVUCvKKUGtiiEQvRjA4ePMjBgwfbrq1p0+q/3rABNm1qlniEEOePgpJKvtyYyLTeXQisXVpdiPOZmdFAVKAL0e2kztMP21OwtTAysnYarLWFkahAF7YlmuqGjOnxT8LOzGjgzVl9CXKzJdzbgauj/Nsq7DM2sKsLd44JYeWBTF5ZHsutX25jxrvRGJXiqih/roryx8yg2JqQ1+KxZBeVt/g1hBDnLr+kgju/3k74E0sZ/uIqZrwbTUFp5SnPySuuYGdyPpN6ep3yuHNhZW5kYk9PDmcXoxT0DzhN2ZSzcGFkF2wtjCzYnNTsbbc3p0sl3g+UAwO01v2AvphWiv8M+FprPVVr/YbW+iFgPKaRT7e3YLxCNKu5c+cyd+7ctmvryScbrnp36aXNEo8Q4vyQVlDK3Qt3UFRexe0y2kmI44aGuJGQU0JqfmmztFdWWc2elIJG98VnFfGfH/fw7dZkquus8gewfF86P+08yrVDutabBvv36LChwW44WtevieVobc7iu0ew6LahTXry357cP7E7MU9PJubpyTx7SQTVNZrpfXzwdLDC0sxIqKc9e48WtmgM0fHZDHx2JVsTclv0OkKIc7M3tYBpb6xj2b50rhjoxwMTu3EgrZDrPtlMYdnJk0/r4rLRGkZ0c2vR+C6snUrew8uhwe/p5mBracarl/fhzjNYJa+jOt1UuwHA71rrfQBa61il1K/AFZhGOR2ntd6ilPoTGNYikQrRGfn7w6xZ8PXX/2xLTTWtjPfyy20XlxCiXcsuKufOr7eTX1JJUm4JNVrz3wvD20VtHSHai+Ehpg8k6+OyuXzAudUAqaquYc78bayJzWJaL2/GhXkwf2Mi+SWVdHW1YV1cNjUavtqUxEdrD/PBtQPo6mZLRmEZ/160mwgfB+6b0K1em+N6ePDc4gPHa2SdyNKs49Zq+zvBdnVUADP7+2Go84ytZxcH/jqYida6xWqa/HkgE63h263JDOja/KMUhBCnl5JXgoWZAQ97q0b3pxeUccOnW7A0M7DotqH09nUCoJunPbd/tZ3rP9nMFzcNanSxirWHsnCwMiOy9pyWMjzEjS6OVozp3nKLttSdat2Zne4Rii8Qd8K2I7XfGyskfgDwaWS7EOJkPv0UbE+YGvPKK6aV8IQQohG/7TrKxsO5+DpbM71PF5bfM4obhwW2dVhCtCvdPO1ws7Nslul2LyyJYU1sFhf09mbF/gzu+3YX+SWVdPe0JzG3hOl9fNjwyFjeubofWcfKuf7TzexNLeDqjzZRVlnD61f2bbDqUlc3W9b9ewwz+nXuW2cLM0O9UVs9uziQXVRB5rGWmwq3Pj4HgCV70imrrG6x6wghGldZXcNl725g4mtr2FJn5OGxMlNpgN93p3HbV9sorajisxsHHk86AUzs6cVbV/VjT0oB13y8mcd+2sMdX2/nk3VHSM4tQWvNmthshoe6YTS0bEFuc6OBlfePavDgQJy50414KgMsTthWAaC1bmzccgmm6XZNppSaDLwOGIGPtNYvnLB/NPAz/yS8ftBa/19TzhWiQ7CwgPfeQ197bf3/ea66CqKiICCgrSITQrRTy/dnEOphx0fXS1lFIU5GKcXQYFfWx+ec9egarTXvro7no3VHuGFoV568qCcJ2cUczS9lcJArhhM+9Ezt5Y2ngxVXfbiRC95ch72lGZ/eOJBgd7tG2/d2tD6r99aRRfg4ArDvaAGeDo2PhDgXucUVHEgrZEiQKxsO57Bif8bx6TJCiNaxYn8G6YVluNhacPWHm7h/YjemRHhz65fb2J/2z1Tb967pR6infYPzJ0d48easvtz37S6OZBVhb2XO77vTeGFJDPdO6EZ6YRkjQ1tuFFJdNhanXY9NNMHpRjxlACf+pl4HvHSS432BJj9WUkoZgbeBKUA4MEspFd7IoWu11n1qv/7vDM8Vov275hrUrFn1t1VXww031N92//1gbW1aDW/LllYLTwjRfuSXVLDpSC4Te8qKUEKczrAQV7KOlXMos+iMz03JK+HJX/bx0tKDXBTZhcemhQGmkUpDQ9waJJ3+1j/AmTdn9SXSz4lv5gxmcJDrOb2HzibM2wGlYG9q0+s81dRovtyYyOzPt1BUXnXKYzfUjna6f2I3vBys+HFH6jnFK4Q4c/M3JOLrbM2Ke0cyLMSV55fEMPLlVRzJLubD6wbw+13DWX7vSCZHnHzV0Sm9vNnz5ER2PzmJ9Q+PZfWDownztufFpTEAjOjWOokn0TxOl77bBdR7nKq1/gP44yTH9wNizuD6g4A4rfVhAKXUAmA6sL+FzxUCgMcee6z9tPX117BnD+zd+8+2v/6CwECorISpU9EffmgaFVVWBhdcABkZ53ZNIUSH82dMJtU1monh50dNACHOxdDgf+o8dWvkqXpjSiuqmfXhRnYm5wNw47CuPD4t/KSJpsZM7OnFxBZcbakjs7M0I9DVln1HCyirrCY1v/SkI8LAtGrnTZ9vYVuiaSW8lfszuLjvyacnro/Pxs7SjD5+Tlzc14cP1x4mOj77eF8Qoi1lFJbhZGPeoWu4nU5c5jE2HM7hocndcbWz5NMbB7EtMZeFW5K5KiqAPn5OTW6r7jTdAFdbvpwdxS1fbKWqWuPjdP6NGO3ITpd4+gYoUUpZaK0rTnWgUmoI0AP46gyu7wMk13mdAkQ1ctwQpdQu4CjwQG2x86aei1JqDjAHwN+/4yxJK1re+PHj21dbS5aA3wkFUBMSTN//Tjr9LTMTtm+Hfv3O/brniaScElbHZnLN4IAWK2gqRHP7PDqBn3emUlhWRX9/Z5LzSvBysKK3r2NbhyZEu+fnYkOAqw3r43K4cVgg+SUVvLj0IPeOD8XjJNO83lsdz87kfB6c1J0J4Z5NTliJpgvv4sDWhDyu+WgT25LymH9TFMNDG08MPfP7fnYl5/PKzEheWhrDsn3pp0w8bYjPISrQBTOjgbkjg/gzJoPZn2/lzrEhLNuXQV8/J568qGdLvTUhTqqsspqJr61hSoQXL1zau63DaRGV1TW8siwWC6Oh3qIO/QNc6B9w7oX+7a3MWTBnCFXVNefclmhdp5xqp7X+WWt90+mSTrW2Ac7Ai2dw/cY++ekTXm8HArTWkcCbwE9ncK5po9YfaK0HaK0HuLvLkDzxj507d7Jz587205avLww8g5otTzwBJSXQuzfY2cF110GN/CI+mf/+spfHf97Hkezitg5FiCYpr6rmleUHySmuoKurDT/uSCU6PoeJPT0leSpEEw0NdmPT4Ryqqmv4dddRvtmcxOM/m0YX700t4NddR48fm5JXwnur47mgtzd3jAmRpFMLifBxJL2wjJ3J+Xg7WHHPwp1kHiujpKKKiqp/7mOi47L5blsKc0YGcVl/XyaEe/LXwayTFgw/kl3MkexihgSbpjc621rw5c1ReDpY8dLSgxxIK+THHalo3ehHBiFa1Pq4bApKK/luWwoJp7gX1Vp3yMRKfkkF1368iaX70rl7fChudpYtdq26I6FEx3DKEU9KqeuAnVrr3adrqDY51ZQEVV0pQN3hHb6YRjXVbbewzs+LlVLvKKXcmnKuEKdzzz33APDXX3+1n7beeafpyac//oDRo01T9ADmz4fsbFi8+Nxi6IT2Hy1k1cEsAFbHZhF0imH9QrQX0XE5HCur4o0r+zKmhwep+aUs3JLM5QN82zo0ITqMYSGufLM5iT2pBaw4kIlBwbJ9GTy/5ABfRCdSVlXNsBA3XGwteHHpQZSCR6eGtXXYndro7u58uTGR/17YkwBXGy56ax1jX1lNUXkVjtbmzOjng7W5kR+2p9LV1Ya7xoUCMKmnF19tSmLtoWwmhDesc/fZ+iOYGxUX1Skm7uFgxfe3DiExt4SD6cd45Ic9JOaU0NXNtsH5QrSkFfszsLUwUlWjeWtVHK/MjGxwTGJOMXO+2IarnQVf3zK4DaI8e/NWHmJrQh6vXRHJJX3lPkXUd7pU4WfAxS14/S1AqFIqUCllAVwJ/FL3AKWUl6p9rKuUGoQp5pymnCtEhzRgAPTo0bRjy8oaFhlfsgTuu6/54+rg3l0dj62FER8na/6qTUCJjuu5xQdYvCetrcNocYv3pGFvZcbQENPTex8na+6b0A1fZ5s2jkyIjmNIbXHvZfsy2BCfzXVDuhLm7cD7qw/jYG2G1rD2UBYFJZUs2ZPGNVEBdJHaIS2qh5cD6/499vhUxnlX9GVcmAf3TejGiFA3vtyYyAdrDuPhYMm8K/tiZW6qhzM4yBV7KzOW7Utv0GZBSSXfbk3hokifBtMoXe0s6efvfLy2zK6U/JZ+i0LUU12jWXkgg7FhnlwzOIAfd6RyMP0YANuT8rh7wQ4e+G4XF721nkOZx4iOz2FHUl4bR910WmtW7M9gdHd3STqJRrXp2oBa6yql1J3AMsAIfKK13qeUurV2/3vAZcBtSqkqoBS4UpvGxzZ6bpu8ESGa24YNMHIkpKaaps+tWAH7zqB7v/Ya3Hwz9JQaBmAaev/77qPcMjKIiqoavt6URFll9fEbWdGxFJZV8uHaw0QFujC118lXQ+noKqtrWL4/g/Fhnp26CKkQLc3VzpIwbwc+iz5CZbVmSoQXV0X583l0AveM78aE11azOjaLqmpNVY3mgsgTF3QWLW1yhBeTI/4pxl5YVom5wYC1Rf3ffRZmBsb18GDF/gzyiitwtrVAa43W8M2WJEorq7l5eOBJrxPqYYe1uZGdyflM73PyOlFCNLedyXlkF1UwIdyTwUEu/LA9hcvf38Ds4YG8tSoOK3MjNhZGgt1teebiXlzx/gY+i06gr79zW4feJLEZRaTml3LHmJC2DkW0U22aeALT9Dlg8Qnb3qvz81vAW009V4hOwckJdp8ww/W338DGBr7/Ht599/RtTJsGXl7g4ABvvgndu7dIqO1RdlE5z/5+gEv6+jCymzsvL4vB0szIzcMD2X+0kE/XJ7DxcA6ju3u0dajiLOxIykdr2JVcQFV1Taed57/xcA4FpZVMiZCVsYQ4V8NDXDmQVoiTjTn9A5wxMxp49pJeAIwIdWdNbDaFpZV4O1rR20cK97c1Byvzk+6bPSKI3/ek8eiPe3jsgnBmf76VA2mFKAVDg10J7+Jw0nPNjAZ6+Tiyq3bFwpZyMP0YFVU1RPg4nFU9vtKKauZvTGBKhDd+LjLCtaPTWvP77nTMjYrR3d1xsDLnpzuGMfvzrby6IpZIPyc+uX4ArnVqIs0c4McXGxJ4dGoYbnaWLN+Xzo87Uglyt2NkqBv9uzq3q4dSKw+YVtoeFyb31qJxbZ54EkI00QUXmL4PHgxffAHFpymQnZho+gKYOxeaoY5Va1kTm0V6QRmXD/Q7/cEniMs8xo2fbSE5t5SV+zN44sJwFu9J597x3fCwt8IhyBxLMwOrY7Mk8dRBbUvIBaC0spqY9GNEdLIPiTHphTz+0172pBZgZ2nGyG6yKIYQ52poiBsfrj3C2O4eDZLVo7q58+uuo/wRk8n1Q7piMEjh/vYswseR+yZ058WlMaw7lA0K7hgTTGW15tJ+p5/iE+nnyOcbEqmsrsG8BR5cFJdXMfO9aArLqvBzseZfY0KZOcD3jBJQ8/6I5f3Vh3l1eSx3jQvl9tHBsqBEB5N1rJwFm5M4nF3MloRcUvJKGR/mcTypGuBqyw+3D2XJnnQuiPTGxqL+x/LrhwbwafQRLnprHdU1muyiCtztLfkzJpP3VsdjZW5gWq8uvHxZ73bxO+vPmEx6+TjieZLVQoVoSuLJSSnlfyaNaq2TzjIeIVrVc8891y7bOiUbG9i2DSIjobz8n+3h4bB/f+PnrFkDeXng3PzDdbXW3Pn1Di6M9GZyxLlPeyooreSehTspKK1kSLDrGT/pm/PFNkoranj36n488uMeHvx+N14OVtwy0jT03srcyOAgV5bvy+CRKWFYmHXO0TKd2dbEPNztLck6Vs6OpLxOl3h6cUkMsRlFzBrkz0WRXWRKqBDNYHCgK1GBLsyKanhLOzLUDQCtTcWrRfs3Z2QQ6+Oyicss4rObBtLD6+SjnE4U6edExdojHGyhBxffb0uhsKyKe8aHsiY2i4cW7WblgQxeu6IPtpan/+gVl1nEx2uPMLWXF9U1mpeXHSTY3Y7JEV58uv4IsRlFPDq1B/anGBUmTF5eFoOF0cjNIwKxa8K/fXOprtHMmb+VHUn5+DhZE+btwG2jg7nwhGm89lbmJ33IGuBqy0OTerA3tQArcyOju7sztZc3pZXVbIzP4ZddR1m0PYWZA3wZXFvHrjUVlFTiYG2GUoqconK2J+Vx19jQVo9DdBxN+T/w7tqvptJNbFeINjd06NB22dZpde8OmzfDmDGQm2tKKK1aBVOmwPbtDY/XGtauhYsuavZQ9h0t5Pc9aew9WsCEcC+MjTx1qa7RPLf4AJnHyrl1VBA9u5z8Ru+dVXHklVRgVIqP1h7mqekRTY4lObeEw9nFPHVRT6b08sbG0oy587fy6LSwek+SbhzWlRs+3cLn0QncMjLozN6waFNV1TXsTM7n8gF+/L4njW2JeVw7pGtbh3VW8ksquOy9DdwyIpArBpo+DCfnlvBXbBb/GhPCfRPPn+mxQrQ0awsjC+cOaXSfh4MV4d4OZBSWMSjQpZUjE2fDaFB8duNAqrU+4+lGkb5OAOxMzm/2xFNNjebT9Ufo6+/EPeO7cdfYUD5ad5jnFsewYEvyKetPgelh3lO/7sPGwsj/TY/AydqcSfPW8Mryg3g6WPL0b/up0aap2O9f259unvbNGn9nkpxbwtur4gH4YkMCn904iF6+rfOg6qO1h9mRlM/rV/Y5p1pit40ObrDNztKM8eGeDA1xZeWBDH7emdrqiaej+aWMe3U1Y8M8mHdFH+atPITWNLrSpBB/a8qj/kIg6Qy+klskUiFaQHR0NNHR0e2urSbp3Rtyckxfubng4QGvv37y41evbpEwVuw3zelOzClheSOrzFRV13D/tzv5eN0RVu7PYNob67j2400s35dOaUU1ZZXVzFsZy8TXVvPAd7v4dH0Cl/bz5ZK+PizcmkxOUXmDNk8mOj4bMNV4ANP0iV3/nVhvWWWA0d09GN3dnTf+OHRG7Yu2dyDtGCUV1fQPcKafvxPbk/LbOqSz9vRvB4jLLOLtVfHU1GgAFmxJQgFXDjqjgcZCiHP07CURvDGrb6MPT0T7ZGY0nFWNG19na9ztLVm0PYWKqppmjenPmEwSckq4aZgpwWQwKOaMDKabpx0r9v9zj/T37/wTbU/KY+2hbO4Z3w03O0vMjAYemNiduMwirvt4M+72lnx8/QCOlVXy0Pe7G21DmPy98uFbV/WlsrqGT6OPtMp1j2QX8+qKWCaGeza4/2xONhZmTAz35PfdaZRXVTd6TEZhGdd+vInk3JImtZmcW8IHa+K579ud5BVXnPS4rzeZCvn/vjuNCf9bzfyNicweHtjpRqCL5tWUxNNrWuvAM/lq8aiFaCaPPvoojz76aLtr64y41Hk6O3z4yYuI/+9/phFPL7wAVVXNdvmVBzLo6+9EgKsN7685jNaakgpT+8fKKpk7fxs/7TzKQ5O7s/HRcdw/oRuxGceYM38bPf+7lIHPrmTeykPYWZqWR7Y0M/DgpO7MHRVEeVUNn0cnNDmWDfE5uNlZEuJhd3zbyW5KH5sWTkllNS8ujTmn9y9a19ZEU32nAV2d6R/gTFJuCdlnkTzMLipn4ZYkqk9y89/SVsdmsWh7Cn38nEjKLWF1bBYVVTUs3JLM2B6espS7EK2sr78zw0Lc2joM0QqUUjw2LYwdSfk8+/tJShScpa82JeLtaNVgUYiJ4V5sScgjv6SC+RsTGfz8HxzKONbg/PkbErG3NOPKQf9Mv5oc4UVvX0eOlVfxzMW9GBfmyW2jQ9iZnM/+o4XNGn9nsnRvOmHeDlzQuwsTwr1YuT+DyurmTTQ25vPoBNDwzCURLV6Xa3pfHwrLqlh9MKvR/T9sT2XtoWy+2JBw2rZi0gsZ9+pqnlscww/bU3lp2cFGj6uoqmHBliTGh3nw78k9SMgpYc7IIP4zLexc3oo4D0hxEyE6m08+AW9vuPrqhvt+/RUeecRUnLwZHM0vZd/RQib19OLm4YHsTM6n95PLCX9iGdPeWMtFb61ndWwWT18cwe2jQ3C0Nudf40JZ9++xfHLDAO4cG8qEME++viWKH24fxvbHJ7Du4bF4OlgR4mHPhDBPPt+QSHH56RNlWmui43MYEuzapD/0IR523DIiiG+3prB0bxp5xRW8vCyGpJymPRUSrUNrTVGd//7r43LwcbLG29GafrVLDG9PzDujNpftS2fSa2v496I9/HUws1njPZnU/FIWbUshvaCMn3emctc3Owh2t+Wr2VF42FvyyfojPPHzXrKLKrh6sIx2EkKIljS9jw+zhwfy+YZEHl60m4Ts0yzY0gRlldVsOJzDpJ5eDQrYTwj3pLpG8/POo7yy7CCZx8q56fMt9UZdZxeVs3hPOpf2961XHkApxZuz+vLaFZHHpzJd2s8HCzMD32w+v8vqFpRW8r8VsXy2/ghbaxceAcgsLGNbUt7xBOCknp4UllWx6XAuxeVV/BmT0SLxVFTV8PPOVCb09MTDvuWLbI8IccPV1oIvNyVRVtlw1NPSvWkALNqeSnlVNeVV1aQVlDba1rt/xWNuVPz1wGhuHh7Igi1J7E7Jb3Dckr1pZBdVcO2Qrtw2OpjN/xnHo1PDpPi9OC2pxSREZzN0KCQng9EIO3fCvn0Nj/nhB7jppvrb8vMhLQ3MzMDfHywtG553gj9ql04dH+aJj5M1u5ILsLEw4mJrQXR8NiUV1cy/OYohwfXnnpsbDYzt4cnYHp4Ntjta/3OzduvoYJbvz+CbzUnMHnHqWkyHs4vJPFbOkDOY537fhG5siM/moe93Y2NhRnphGbEZRXx43YAmtyFa1jebk/nvL3t5+6p+VFTXsPJABneOCQFMKxuZGRQ7k/OZ2MSCwAnZxdz65TbCvR3IK6lgd0oB48JavibBw4t2s/ZQ9vHXff2dmFdbaHbWIH9e/+MQALePDma0rGInhBAt7uEpPaisruGbzcks3JpMf39nZvTzZdYgv7P6EL0tMY+yyhpGhDYcOdfLxxEvByueXXyAiqoanrk4gv/7bT9Xf7SJ/0wLY3iIG99uTaaiuoZrGnn4EOBqS4Cr7fHXTjYWTOvlzU87Unlkao8GK6KdLz5bn8AbtX8/Aa4fEsB/poWzbF86WnM88TSymzvW5kaW7E3jiw0JLN+fwYp7RxJ6jjWylu5NJ62glBAPO6ICXfkzJoO8kkpm9j/96orNwcxo4IahXXl1RSwjXlrF3eNCmTXIH6NBkZJXwq6UAoaFuLI+LoffdqWxcEsyO5Pzef/a/ozp8c/Kzkk5Jfy66yi3jAiiq5st94wP5ZddR/n3oj08e0kEVdWal5bGkJhbQkVVDQGuNoyoHSHaGgk20Tmcn7+lhOjsjLXTy0aNajzxtG6dqeC4UrBpE7z4Ivz0k2kbgL09fPMNTJtW77RVMZks2p7C8zN6YWNhxi+7jhLoZkuwuy1KKV69PPL4sfdO6HbOb6OfvzNRgS58tPYIlw/0Y19qIf0DnBtdiS46Pgf4p75TU1iYGXhjVl8ueGMd1hZGZvTz4YftqRxIKyTMu+kr5IiWs2RvGpXVmju+3o6F0UBffyfuHm9aNcXK3Eiopz17z2CqwcoDGWgN71/bn5s+28Le1IKWCv24vakFrD2UzY3DuuJub4mjtTlXDvQ/Xkvm6sH+rI7N4qoofy4f0PjqNkIIIZqXmdHAU9MjuGNsCAs2J/P77jQe/XEP3b3s6R9w5qsArzmUhblRNVro2WBQjA/34MuNSUzt5cU1gwPo4mTFf37cy7Ufb8bK3EB5VQ1DglwJ8WhaMuSqKH9+3JHK84tjeHBydxzOs1Xuqms0C7ckMTzEjdeu6MP7q+P5aN0Rvt+WQkllNUHutsdLL/y9KtyCLcnHp9jvSS04p8TT/I2JPP7T3uOvI/2csDQa8HSwZERo6z1A+te4UAYFuvDq8lge+2kvX21K4vkZvY6PAHt6egTXfryZfy/aTVWNJsDVhrnztzFrkB+xGUW42FpQXFGFmcHATbXF7+2tzHn24gjuXrCTGe+Y6td6OVgxqps7mcfKuWqQHwaphyfOkCSehOjMRo2Cd95puL2gAOLj4YMP4OWXG+4/dgwuu8y0Ut7gwYCpEOYzv+8nPquYvJIKurrasiUhj6en92zR4bW3jQ7mhk+30O//VlBVo7lrbMPVvg6kFfLlBlNdhQBXmzNqP8DVllUPjsbO0ozyyhqW78vgrVVxvH1Vv+Z8Gx1SXOYxSitqWnwVmBeWxNDFyYrrTlidrqyyms1Hcrmsvy+xGcdIzCnhjSv7Yl5nCkNEFwf+jMlEa92kfvjHgUx6eNnj62xDhI9jvVFIp7M+LpsXl8bw5qy+9Z48N6a4vIr5GxOZGuHN+2sOY2dpxj3ju+Fo3fCDgYe9FT/dMazJcQghhGg+HvZW3DUulGsGB9Dv6RVsPJxzVomntbHZ9PN3xtay8Y9XM/r5snxfBvdNMN3DjO3hyV8PurFoWypHsouwNDMyvU/Ti1EPCHDmsv6+zN+YyK+7j/L17MGEd+n8D81W7s+gm6c9cVnHOFpQxuMXhONub8ljF4QzKNCFNYeycLGxYGyYZ737gkk9vViyN53xYZ6si8tib2ohM87iVk9rzffbUnji572MD/PgmYt7ER2fzRM/76OovIrbRge3+iIFUUGuLJw7mCV703nmt/1c9m40LrYW9PCyJ8jdjlmD/HhleSz/mRrG5QP8uP7TzXy1KYnwLg4cyiwiu6icq6L88XT4Z/TSxJ5ebHlsPL/vPkppRTVXDPTH2uLMi/kL8bdTJp601lIDSnRq8+bNa5dtNZupU8HLC9IbrjZHaOipzy0rgwsvhLVroUcP1sVlE59VzOSeXizdl876uBzmjgxq8aXsR3VzZ9YgfwwKDmcV82l0ArNHBuFgZU5NjWbeyljeWhWHo7U5L1za+6ySYG52pmmFVuZGrhsSwLur40nILqar26mTC51ZWWU11368mWNlVfz14Ojj/0bNLa+4gg/XHsba3MjFfX3qPbHdkpBLeVUN03p781xwL4rLq3C2tah3fi9fR77blkJaQdlpC3IXlFayJSGXOSNN0zZ7+Tjyw/ZUMgrL6t1s/R2XjaXxeHH6nKJy7l6wk+yich79cQ9f3hx1yr72wpIY5m9M5H/LY6mqqeGWEUGNJp2EEEK0Dy62FnT3tGfj4RzuqJ3S3VRZx8rZn1bIg5NOssALplHcm/8zvt42SzMjV0WdXV0/pRSvzIzk+iFdueKDDczfmMDzM3qf9rymPqhpbVprtifl09vXsd4DproOZxUx+4utOFiZ4eNsg5udJePD/5kuP7Gn10mn3k/p5UV2URiXD/Tjhk82s/eoacTzsn3pZB4r59rBAYCpjISzrQV9/Zwa/DvFZhzj+cUHWHUwi6hAF966qh9W5kZm9PMl0s+Jj9Ye5sahXZvhX+PMKaWY2subYSFuPPT9Lpbtyzj+nm4dFcywEDf61L6nH28fSnlVDVbmRqprNHtTC+jWyOgvO0szrhgodSdF85DEkjiv9enThz59+rS7tpqNnR1ER8MTT4DvWcw3z86G0aNh/34+XX8ENztLXp/Vhxdm9OLucaE8PKVHs4d8IqUUz8/oxbOX9OLRqWEcK6viy42J5BVXMPfLbbzxZxwX9/Vh1QOjmdTEOj+ncsVAP7SG9fFNHwnTGX29KYm0gjKKK6p4bUVsi13nj5hMqmtMBcQXbk6ut2/toWwsjAaiAl2wMDM0SDoB9OxiGo3VlClzaw9lUVWjGVtb16B37Uiu3Sn1z9VaM/3t9Ux/az0FpZVU12j+vWg3hWWV3DisK+vjcvh+W8pJr7MlIZf5GxOZ2d+XC3p74+VgdXz4uhBCiPYrKsiFbYl5Z7z6WXTtPUNj9Z1aWi9fR8aHebJkb/pp484oLCPquT/4bffRVoqu6b7alMSl70Yzed4a1sQ2vkrbou0pGBR4OlhxIK2Qywf4njRJdSJLMyOzR5geXPbs4sj+o4XU1GieX3yAp37ZR2p+KTHphdz8+VZmvBPNBW+u43BWEQAH049x8dvrmfjaGjYdyeWxaWF8NTsKK/N/RgAFu9vx/IzeeDi0bc0jR2tz3rumPwvmDGbOKNODNjOjgb7+zscTaUqp47EbDYpIPycZzSRanCSexHlt5cqVrFy5st211awCA+Gpp+Ctt05+jJcXLFsGNTXw+OP192VkUD58JGlrN3N1lD+WZkauHOTPvRO6tfoTs16+jozq5s47q+IZ9uKf/BmTyZMXhvPqzEicbBomJc6Gv4sNLrYW7ErOb5b2OqKSiire+SuOocGuXD+kK99sTmJbYh41tXURmtOyfel4O1oxKNCFT9cfqXfTvCY2iwFdnU9ZNDXc2wGDalri6c8DmTjZmNO3djW8cG9HDMpU56GufUcLScotISb9GDd+upnpb69j5YFMHpnSg8enhTOwqzPPLj5AaYVpBZk7v97Ofd/uBEwjxR5etBsfJ2uevKgn/7uiD9GPjGswokoIIUT7MzjIlZKK6gZ/F04lt7iC11bE4ulgefxhSGu7MLIL+SWVrIs79UOzl5aaVtTbfCT3lMe1trziCl5ZfpCeXRyo0XD9p5vZc8JDoeoazQ/bUxnZzZ0f7xjG4xeEM3dU8FldL8LHgaLyKpbvTychp4SqGs0n647w9qp47CzN+O+F4aTklfLwD3uoqq7hvm93kpxbwmPTwlj70BhmjwhqsHJhe6KUqdbY36O2hWgP2u//MUK0gmeeeYZnnnmm3bXVIqKiGt/u62sqMD5xoqnY+FNPwZw59Q6xzMth4YJHuc7rzJ4AtoS7x4eigMk9vVhy9whuGBbYrAkwpRSRvo7sSm75otOtLbuonE/XH2FVTOZJj6msruGpX/aTXVTBA5O6c/e4UOytzLn03WjC/7uUX3c131PSkooq1sRmMTHck7kjgzhaUMZ3W00jiTIKy4hJP8bI06zwZm1hJMTD7rQFxtcdymb5/gzGdPc4XnvB2sJIqIc9e05YLnh17ZPW/14Yzo7kfDILy3lzVl9uGNoVg0Fx7/hu5JdU8kdMBmkFpfy+J40ftqeyPi6bt1fFEZ9VzHMzep20zocQQoj2aVCgCwCbDjctMVNWWc3sz7eQVlDGO1f3b/XaPn8b2c0Neyszftl5lJeWxhD2+FK6/WcJ095YS3JuCQC7kvNZtN30Nza+diRPe/Hy8oMcK6vif5f34ec7h+FgZc5rK+uPtt4Qn0NaQRmX9ffFztKMm4cHnvUU9r8ThP9bEYtSppFqX21K5LfdR7l2SAA3DgvkkSk92Hwklxs/28K+o4X83/QIZo8IwrWFSg8I0dnJXbEQ5wsvLzAzg6qq+tuffhr868zfVgrefdd0bJ3C5PZXXoah57mvVHeu+vk7s+epSS16jUg/J/6KPURReRV2nSR58OGaw7y4NIaqGo1BYVrNr3f9Iqb5JRXM+WIbmxNyuXVUMP1qRwb9cucw1sVl886qeBZsSeLCyKYXPz2VNbFZlFfVMKmnF4ODXBnU1YXHf95LWWU1325NxqBgfJjHads5XZHwj9Ye5tnFBwhxt+Oe8fVrm0X4OLI6NqtezYtVMZn09nXkxmGBDAl2xdfZpl4/iApyxdPBkp92HCU1rxStwd3ekod/2E1afhkz+vow6jQJMyGEEO2Pm50loR52bDycw22jTz2aprSimjnzt7IjOZ93rup3VgXJm4ulmZHJPb34rnYa+NReXvi52LBgczKXvBPNlQP9+GXXUdzsLOnn79Rginlbyiws45vNSVw/pCvdvUx1huaMDOLlZQfZnpR3/F7k+23JOFiZMT7M81TNNUk3T3vMjYrYjCIGdXXhkSlhTH1jLVbmBmbXTo2/fIAfC7Yks/ZQNiNC3Zja69zLOQhxPpMRT0KcT2bMqP/a3h6uvbbhcQaDaWre3XebXl97LYYPPzRtPw9E+jmhNQ2GeXdUybklvLzsIMNC3PjlzmEMCHDh7gU7j4/s+dtbf8axPSmP16/sU69+V4CrLVdHBTC9Txc2Hs6loKTynOLZlpjHpe9G8+B3u3GyMWdQoAsGg+KTGwfS39+Z//ttP0fzS/n0xkFNWlY6oosjWcfKySwsa7CvrLKa11bEMjLUnV/uHN5gNbr+Ac5kF5XzS+1IrvySCrYn5TG6uynh1cPLoUHy0WhQXBTZhdWxmSzYkkyknxPPXBxBcm4pjtbmPH5B+Nn+0wghhGhjUUEubE3IpazSNJ26oqqmwVTzsspqbvpsC+visnnp0t5M6eXdFqHWc+UgP+wszXjqop68fVU/HpkSxqLbhmBpZuDtv0yLsPzv8kgi/ZxILyyjqLzq9I22gi0JeWgNF/f1Ob7thqFdcbG14H/LY9Fak1ZQyuI96VzS16deXaWzZWFmOJ7kmhzhRXgXB24Y2pUHJnY/PqLJYFC8cGkvRoS68czFEe2yILsQHcn58SlSCGEyc2b91199BcaT/AFXCl57zXTMJ5+c/LhOKNLXCYBddaZgrYnN4vPohHNOurSmwjJTrC8sjcFggBcv7U1vXyc+uXEg3o5WfLzuyPFjSytMo4wmR3gxvY9Po+1N7OlFdY3mz4MZ5xTXs7/vJzGnmGm9vfnf5ZHH6yTYWZrx2U0DeWBiN36+c3iTRw318XcC4MHvdx+fUvC36PhsiiuquXFY10YLZ17W35dBXV146Pvd7EkpYM2hbGo0jOl+6mtP7+NDZbXmSHYxF/fpwsRwT+6f0I23r+7XaBF0IYQQHcPUXt4UV1Tz2+40amo0M9/fwNhX/2JnndqPi7ansOFwDi9fFsnMAX5tF2wd/QNc2P3fiVw/tOvxJEmIhz2rHhjNzscn8uu/hjOymzvB7nYAHMkqbstwj9uamIuVuYGeXRyOb7O1NOOOMSGsi8tmyd50PlhzmBqtmT0iqNmuG1E73W5ShGkk05MX9WzQfg8vB+bfHNXgoZUQ4sy1eeJJKTVZKXVQKRWnlHq4kf1XK6V2135FK6Ui6+xLUErtUUrtVEptbd3IheiALr0U3ngDLrkEvvwSLrzw1McrBVddZZp2dx5xsbXA38XmeIHx5fvSuemzLfz3l31EPb+Sb7cmn7qBdmDeylh6P7mcca/+xe+705g7MhgvR1OBaztLMyb39GJjfA7FtU88f96ZSmFZFdcN6XrSNnv7OOLpYMnyfWefeDqUcYztSfnMHRnMC5f2ZmyP+kPmbSzMuHNsKIFuTb/J6+vnxBMXhLMlIZfJ89ZwJPufm+mle9OxtzRjaHDjKw1ZmBl455p+uNlZctHb63jwu10425jTuzb5eDI9uzgQ7G6L0aC4oHcXlFL8a1wog4Ncmxy3EEKI9mdIkCshHnbM35DA73vS2JWcT05xBZe+G82PO1LQWvP1piTCvB24tF/jD2raiqGRGlMWZgYcbf6phRTsbvr72l7qPG1PzCPS16nB6nTXDwkgwseBJ37exzebk7ikrw9+LjbNdt1bRgbx0qW98XGybrY2hRAn16aJJ6WUEXgbmAKEA7OUUifOUTgCjNJa9waeBj44Yf8YrXUfrfWAFg9YdDrvv/8+77//frtrq8UoBf/6F/zwA1x9dVtH065F+jmxLTGPt/48xB1fbyfCx5Hvbx1CkJsdb6+KQ+vmX+GtuXy45jDzVh5iTHd3vBytiPRzYu6o+k/xxoZ5UFFdw7q4bLTWfL4hkR5e9gzsevIaFQaDYkK4J6tjs45PQThTC7ckY25UXNKMN+tKKW4aHsjSu0eilOLp3/YDUFVdw8oDmYzp4YGF2cn/3LnZWfLNLYO5e1woF/fx4bFp4actEKuU4j/TwnhkSg/c7aXQqBBCdBZKKa4dHMCulAKe/GUf3T3tWfvQGPr7O/PET/tYeSCTfUcLuSrKv0NOv/J3tcFoUO0i8VRaUc2+o4WN1scyMxp4YUZv8koqqKiqOW3NrTMV7G7H5QPbx2g1Ic4HbT2MYRAQp7U+DKCUWgBMB/b/fYDWOrrO8RsB31aNUHRq3bt3b5dtibbX18+JX3cd5ZXlsQwPcePtq/vhaG3OrCh/Hv9pL3GZRYR6nr7+UGvbkZTHs4sPMK2XN2/M6nvSBMrAri7YW5nxx4EMzAyKA2mFPHdJr9PeRE8M9+LLjUn8susol5/h9ILyqmp+2JHKhHBP3FpgVRh/VxvuGhfCc4tjWHUwE2tzI7nFFUzqefqCoP6uNtwz/syK54/t4cnYHqc/TgghRMcyo58PLy6NIae4gmcv6YWTjQUvXdabifPWcMdX27E2NzK9T/MstNHaLM2M+LvYtIvE087kfKpqNANO8tArwseRp6dHcKyskqDaKYJCiI6prRNPPkDdOSspwEnWfAfgZmBJndcaWK6U0sD7WusTR0MBoJSaA8wB8K+7epc47/36668AXHi6KWet3JZoe1cO8sPVzoKBXV3oUmcY9vgwDx7/CVYcyGiXiaeP1h7B3sqMly7rfcpRO+ZGA6O6ubPyQCZ/HMikh5c9M5owCmlYiBv9A5z5v1/3ExXockZ1D5bvyyC3uOKME1Zn4oahgSzYnMxd3+zAytyIhZmB0aep1ySEEELUZW9lzuwRQexOyWdST9OU8K5uttw1NoRXlsdyRV8/HKzMT9NK+xXsbkt8ZtvXeNqelAdwfOW6xlwVJZ/dhOgM2jrx1NinokbnryilxmBKPA2vs3mY1vqoUsoDWKGUitFar2nQoCkh9QHAgAED2u/8GNHqXn31VaB5kkXN2ZZoezYWZo0W2fZ2tKaXjyMr92dw++iQNojs5JJzS1iyN41bRgZha3n6X+/jwjz4bXcalmYGFswZ3KSVYowGxetX9mHq62u565sdfHj9ADzsrY7v/3XXUcyNiskRphV+cosrcK6tLfHR2sN0dbVhRGjLJYIszAy8Masv7685TGVVDYMCXZr0byGEEELUdd+EhqNg54wMprSymisHduxkSLC7HWsOZVNdo087tbwlbU3IJdTDDicbWZRDiM6ure/GU4C6j759gaMnHqSU6g18BEzRWuf8vV1rfbT2e6ZS6kdMU/caJJ6EEKI5jQ/zZN4fsWQdK2+T+j7F5VUUlFbWG4kF8Hl0Akoprj9FgfC6xnT3wNvRinvHdzuj0Vu+zja8dFkkt3+1jREvruK6IQH8e3IP4rOKuXfhTgAW3WZNXkkFsz/fyuUD/bgosgu7Ugp45uKIFr/JjfBx5M1ZfVv0GkIIIc4/FmYGHpzU8edYB7vbUVFVQ2peKf6uzVewu6mW7k3n43WH2ZqYx9UyokmI80JbJ562AKFKqUAgFbgSuKruAUopf+AH4FqtdWyd7baAQWt9rPbnicD/tVrkQojz1oRwT15bGcv93+1iZKgbswb5t+qomheWxPDzzlSiHxmHnaUZ25Py+HJDIr/tSWNqL+8GCamTcbKxYMMj484qhskRXvxx/2je+jOOD9ceIetYOan5pdhbmWFlbuSOr7eTV1yBtYWRrzcl8ceBDFxsLbisv5TpE0IIIdpSD2/Tw6ZbvtjKnJFBzOjn02qF0vemFvCvb7bj52LD3eNCuXFYYKtcVwjRtto08aS1rlJK3QksA4zAJ1rrfUqpW2v3vwc8AbgC79T+QqyqXcHOE/ixdpsZ8LXWemkbvA0hxHkmzNueS/v5si4uizWxWQDMHhF0mrOah9aaP2MyKSyr4scdqUzq6cnVH27C3Ki4KLILD05qvSL3gW62vHp5JEHutry87CAAL13WG38XG2Z9uBEvBysW3TaUx37ay58xmdwzPrRJ0/mEEEII0XJ6+zox74o+vLc6nvu/24W1hZGpvbxb/LplldXcu3AnzjYW/HDbUJliJ8R5pK1HPKG1XgwsPmHbe3V+ng3MbuS8w0BkiwcohBAnUErx6uWmXz+T561hxf6MVks8JeaUkJpfikHBF9EJxKYfo7K6hiV3j6KrW9MLfTenO8aEYFCKhOxiLuvni8Gg+OrmKPxcbOjiZM3rV/bh260pXCHLFgshhBDtwsV9fbigtzcXvLmO5xYfYGwPjxZ7OJSSV8KHaw6z6UguhzKL+OzGgZJ0EuI80+aJJyHa0vz589tlW6LjmBDuydur4sgtrsDFtuVvotbFZQNw2+hg3l4Vz6HMIq6O8m+zpNPfbhsdXO/10BC34z/bW5lz83AZSi+EEEK0J2ZGA09cEM5VH23i43VHuGNMw0VTsovKefC7Xdw/sTsRPo5ndZ33Vx/mm81J9A9w5tlLIhjd3eNcQxdCdDCGtg5AiLbk5+eHn1/zjMJozrZExzEh3JMaDX/GZLbK9dbHZePjZM2/xobibGOOlbmBu8aFtsq1hRBCCNG5DA1xY1JPT9788xAx6YX19tXUaO5duJNVB7P4bmvyKdtJKyiluLyq0X1rD2Uxqps7C+cO4eqogGaLXQjRcUjiSZzXFi5cyMKFC9tdW6Lj6OXjiJeDFSv2p59TOyUVVRzNLz3lMdU1muj4HIaFuGJlbuSlyyJ5dWYfPB2szunaQgghhDh/PT09Agcrc+Z8sY2CkkrANNLppWUHWXsoG1dbC1YdzEJr3ej5hWWVTHl9LVd8sIGKqpp6+5JzS0jIKWFEqFuj5wohzg8y1U6c1959910ArrjiinbVlug4lFKMD/dg0bZUSiuqsbY48/oIhzKOccOnW0jNL6VnFweuH9qVmbWrv21LzOPT9Qmsic0iwseRgtJKhtVOY5sQ7tms70UIIYQQ5x8PByvevaYfV36wkVGvrAIgvzYBNb1PFwZ0deHxn/ZyOLuYYHe7Bud/su4I+SWV5JdU8trKWP49ucfxfWsPmUoEDA91b4V3IoRoryTxJIQQ5+jC3l34cmMSDy3azbwr+mA0nHpJ4sxjZXjYm0Yp7UzO57qPN2FpbuT+Cd1Yui+dh77fzaJtKZRUVLMntQAHKzPGhnmwPi4bSzPD8cSTEEIIIURz6B/gwrtX92fxnjTsrMzwc7Yh0s+J/gHOpBWYRmSviskk2N2OmhrN0n3pJOeWMLWXNx+vO8LEcE9cbC14b3U8w0Pcjt+rrD2UhbejFcHubVuLUgjRtiTxJIQQ5ygqyJWHp/TghSUxONuY83/TI0567MH0Y0yat4b/TA3jqih//vXNdhxtzPnmlsH4Ottwx5gQFmxJ5vklB/B0sOKZiyOY0c8HGwszKqtryC+pxM3OshXfnRBCCCHOB+PDPRnfyGhqX2cbunnasepgJn38nHjy133sTTXVg3pxaQw1Gu4Z340AVxu2JeZx65fb+O7WIYR62LM+LpvJEV4odeqHckKIzk0ST0II0QxuHRVMWn4pn29IZO6oYHycrBs9bk9qAQDPLznAqoOZpOSV8u3cIfg62wBgMCiuivJn1iBTofq6N2rmRgPu9pJ0EkIIIUTrGtPDgw/XHGZ93Aa6OFrx6sxIunvZ89afcfg6WxPexQGAz24axIx31nPdx5vp5eNIYVmVTLMTQkhxcSGEaC4zB5iSRdsS8056THxWEWYGRbC7HdHxOdw8LJCBXV0aHKeUkqeDQgghhGgXLuzdBStzI7OHB7LivlFc2t+XCB9H3ru2P49dEH78OB8naz6/aRDu9pYcySlmSJAro7tL4kmI852MeBLnte+//75dtiU6ph5e9thYGNmWkMtFkV0aPSY+s4iubrZ8fP1Avt+ewu2jg1s5SiGEEEKIMxPh48i+pyY16aFYDy8Hfr9rRCtEJYToKCTxJM5rbm7NV6S5OdsSHZOZ0UAfPye2nmLEU1xWEd087PF3teG+Cd1aMTohhBBCiLMnI7GFEGdLptqJ89pnn33GZ5991u7aEh3XgABnDqQVUlRe1WBfZXUNSTklBHvIyi5CCCGEEEKI84MknsR5TRJPorn17+pCjYZdyfkN9iXmFFNVownxsGv9wIQQQgghhBCiDUjiSQghmlFffyeUgq0JDafbxWUWAxDsLoknIYQQQgghxPlBEk9CCNGMHKzM6e5pz9bE3Ab74rOKAEk8CSGEEEIIIc4fkngSQohmNjjIlU1HcskoLKu3PT6zCG9HK2wtZV0HIYQQQgghxPmhzRNPSqnJSqmDSqk4pdTDjexXSqk3avfvVkr1a+q5QgjRFm4aFkhNjebtVXH1tsdlFUl9JyGEEEIIIcR5pU0fuyuljMDbwAQgBdiilPpFa72/zmFTgNDaryjgXSCqiecKcUqLFy9ul22Jjs3f1YaZA3xZsDmZuaOC8XGypqq6hvjMImYO8Gvr8IQQQgghhBCi1bT1iKdBQJzW+rDWugJYAEw/4ZjpwBfaZCPgpJTybuK5QpySjY0NNjY27a4t0fHdOTYUgH9/v5u9qQXMnb+N4opqogJd2jgyIYQQQgghhGg9bZ148gGS67xOqd3WlGOacq4Qp/TOO+/wzjvvtLu2RMfn42TNI1N7sDUxlwveXMeqg5k8fXEEU3p5t3VoQgghhBBCCNFq2rrCrWpkm27iMU0519SAUnOAOQD+/v5nEp/o5L799lsAbr/99nbVlugcbhwWyIWRXfh6UxJ9/Z0YEere1iEJIYQQQgghRKtq68RTClC34IkvcLSJx1g04VwAtNYfAB8ADBgwoNHklBBCtAQ3O0vuGhfa1mEIIYQQQgghRJto66l2W4BQpVSgUsoCuBL45YRjfgGuq13dbjBQoLVOa+K5QgghhBBCCCGEEKKNtOmIJ611lVLqTmAZYAQ+0VrvU0rdWrv/PWAxMBWIA0qAG091bhu8DSGEEEIIIYQQQgjRiLaeaofWejGm5FLdbe/V+VkDdzT1XCGEEEIIIYQQQgjRPihTXuf8oZTKAhLbOo5m4AZkt3UQQrQg6eOis5M+Ljo76eOiM5P+LTo76ePibARorRusqHTeJZ46C6XUVq31gLaOQ4iWIn1cdHbSx0VnJ31cdGbSv0VnJ31cNKe2Li4uhBBCCCGEEEIIITopSTwJIYQQQgghhBBCiBYhiaeO64O2DkCIFiZ9XHR20sdFZyd9XHRm0r9FZyd9XDQbqfEkhBBCCCGEEEIIIVqEjHgSQgghhBBCCCGEEC1CEk8dkFJqslLqoFIqTin1cFvHI8TZUEp9opTKVErtrbPNRSm1Qil1qPa7c519j9T2+YNKqUltE7UQTaOU8lNKrVJKHVBK7VNK3V27Xfq46BSUUlZKqc1KqV21ffyp2u3Sx0WnoZQyKqV2KKV+q30t/Vt0KkqpBKXUHqXUTqXU1tpt0s9Fs5PEUwejlDICbwNTgHBgllIqvG2jEuKsfAZMPmHbw8AfWutQ4I/a19T28SuBnrXnvFP7/4IQ7VUVcL/WOgwYDNxR24+lj4vOohwYq7WOBPoAk5VSg5E+LjqXu4EDdV5L/xad0RitdR+t9YDa19LPRbOTxFPHMwiI01of1lpXAAuA6W0ckxBnTGu9Bsg9YfN04PPanz8HLq6zfYHWulxrfQSIw/T/ghDtktY6TWu9vfbnY5g+uPggfVx0EtqkqPalee2XRvq46CSUUr7ANOCjOpulf4vzgfRz0ewk8dTx+ADJdV6n1G4TojPw1FqngemDO+BRu136veiwlFJdgb7AJqSPi06kdhrSTiATWKG1lj4uOpN5wENATZ1t0r9FZ6OB5UqpbUqpObXbpJ+LZmfW1gGIM6Ya2SZLE4rOTvq96JCUUnbAIuAerXWhUo11ZdOhjWyTPi7aNa11NdBHKeUE/KiUijjF4dLHRYehlLoAyNRab1NKjW7KKY1sk/4tOoJhWuujSikPYIVSKuYUx0o/F2dNRjx1PCmAX53XvsDRNopFiOaWoZTyBqj9nlm7Xfq96HCUUuaYkk5faa1/qN0sfVx0OlrrfOAvTDU/pI+LzmAYcJFSKgFTWYuxSqkvkf4tOhmt9dHa75nAj5imzkk/F81OEk8dzxYgVCkVqJSywFTg7Zc2jkmI5vILcH3tz9cDP9fZfqVSylIpFQiEApvbID4hmkSZhjZ9DBzQWv+vzi7p46JTUEq51450QillDYwHYpA+LjoBrfUjWmtfrXVXTPfaf2qtr0H6t+hElFK2Sin7v38GJgJ7kX4uWoBMtetgtNZVSqk7gWWAEfhEa72vjcMS4owppb4BRgNuSqkU4L/AC8C3SqmbgSRgJoDWep9S6ltgP6bVwu6oneIhRHs1DLgW2FNbAwfgUaSPi87DG/i8dkUjA/Ct1vo3pdQGpI+Lzkt+h4vOxBPTNGkw5QW+1lovVUptQfq5aGZKa5mWKYQQQgghhBBCCCGan0y1E0IIIYQQQgghhBAtQhJPQgghhBBCCCGEEKJFSOJJCCGEEEIIIYQQQrQISTwJIYQQQgghhBBCiBYhiSchhBBCCCGEEEII0SIk8SSEEEII0UqUUjcopbRS6oa2jkUIIYQQojWYtXUAQgghhBAdkVJKn+EpN7ZIIEIIIYQQ7ZgknoQQQgghzs5TjWy7B3AEXgfyT9i3EzgCbATSWjAuIYQQQoh2Q2l9pg/rhBBCCCFEY5RSCUAAEKi1TmjbaIQQQggh2p7UeBJCCCGEaCUnq/GklEqo/bJTSr2mlEpWSpUqpXYqpS6uPcZMKfWoUuqQUqpMKRWvlLrzFNeapJRarJTKVkqV1x7/slLKqUXfpBBCCCFEHTLVTgghhBCifTAHVgAuwM+ABTALWKSUmgjcDkQBS4ByYCbwplIqS2u9sG5DSqknME0FzAV+AzKB3sADwFSl1BCtdWGrvCshhBBCnNck8SSEEEII0T50AbYDo7XW5QBKqfnAGuA7IB6I0Frn1+77HxADPAwcTzwppcZgSjptAKb+fXztvhuAT2v339vSb0gIIYQQQqbaCSGEEEK0H/f8nXQC0FqvxVSQ3Bn4d90kktb6MLAe6KWUMtZp467a77fUPb72nM8wFTm/ugViF0IIIYRoQEY8CSGEEEK0D/la6/hGth8FAoFtjexLBYyAV+3PAEOASmCmUmpmI+dYAO5KKVetdc65hy2EEEIIcXKSeBJCCCGEaB8KTrK9CkBr3dj+qtrv5nW2uWK6x/vvaa5nB0jiSQghhBAtShJPQgghhBCdSwFg0Fq7tHUgQgghhBBS40kIIYQQonPZCDgrpXq2dSBCCCGEEJJ4EkIIIYToXF6r/f6hUqrLiTuVUrZKqcGtHJMQQgghzlMy1U4IIYQQohPRWv+hlHoYeB44pJRajGllPDsgABgFrAMmt12UQgghhDhfSOJJCCGEEKKT0Vq/qJRaD9wFDAemY6r9lAp8AHzdhuEJIYQQ4jyitNZtHYMQQgghhBBCCCGE6ISkxpMQQgghhBBCCCGEaBGSeBJCCCGEEEIIIYQQLUIST0IIIYQQQgghhBCiRUjiSQghhBBCCCGEEEK0CEk8CSGEEEIIIYQQQogWIYknIYQQQgghhBBCCNEiJPEkhBBCCCGEEEIIIVqEJJ6EEEIIIYQQQgghRIuQxJMQQgghhBBCCCGEaBGSeBJCCCGEEEIIIYQQLeL/AVaf+MMB8V7PAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(len(mps), sharex=True, gridspec_kw={'hspace': 0})\n", "\n", "for i, dim_name in enumerate(list(mps.keys())):\n", " axs[i].set_ylabel(dim_name, fontsize='20')\n", " axs[i].plot(df[dim_name])\n", " axs[i].set_xlabel('Time', fontsize ='20')\n", " for idx in motifs_idx[dim_name]:\n", " axs[i].plot(df[dim_name].iloc[idx:idx+m], c='red', linewidth=4)\n", " axs[i].axvline(x=idx, linestyle=\"dashed\", c='black')\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, when we examine `T3`, its motif pair are overlapping each other starting near position `50` (dotted vertical lines) and they are relatively far away from the motifs discovered in `T1` and `T2`. Oh, no!\n", "\n", "In fact, `T3` is actually a \"random walk\" time series that was purposely included in this set as a decoy and, unlike `T1` and `T2`, `T3` does not contain any conserved behavior whatsoever despite the fact that the distance between its motif pair is `1.1`, a red herring. This illustrates a few important points:\n", "\n", "1. if there are additional irrelevant dimensions (i.e., `T3`), you will do about as well as random chance at discovering multi-dimensional motifs if you don't ignore/dismiss those distracting dimensions\n", "2. if you suspect that there are motifs in only a subset of the time series, how do you know which dimensions are involved, or how do you even know how many dimensions are relevant?\n", "3. doing motif search on all dimensions is almost always guaranteed to produce meaningless results, even if a subset of dimensions has clear and unambiguous motifs (like our example above)\n", "\n", "A quick survey of all current multi-dimensional motif discovery algorithms in the literature (see Section II in [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf)) reveals that they are slow, approximate, and brittle to irrelevant dimensions. In contrast, what we need is an algorithm that is fast, exact, and robust to hundreds of irrelevant dimensions and to spurious data. And this is where `stumpy.mstump` can help!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-dimensional Matrix Profiles\n", "\n", "There is no substitution for the multi-dimensional matrix profile definitions provided in the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) paper (see Section III and Section IV) and so we refer the reader to this quintessential resource for a detailed walkthrough. However, to develop some basic intuition, we'll share an oversimplified description for computing a multi-dimensional matrix profile but know that the `stumpy.mstump` function provides a highly efficient, accurate, and scalable variant to the naive explanation provided here.\n", "\n", "First and foremost, we must start by dispelling a common misconception regarding multi-dimensional matrix profiles: \n", "\n", "> Multi-dimensional matrix profiles are not 1-dimensional matrix profiles stacked one on top of each other!\n", "\n", "So, what is a multi-dimensional matrix profile? To answer this question, let's step away from our toy data example for a minute and suppose that we have a \"multi-dimensional time series\", $T = [T1, T2, T3, T4]$, which has $d = 4$ dimensions and length $n = 7$ (i.e., there are seven data points or \"positions\" within each dimension). Then, $T$ simply has shape $d\\times n$ (or $4\\times 7$). If we choose a window size, $m = 3$, then we can define the $i^{th}$ \"multi-dimensional subsequence\" as a continuous subset of the values from $T$ of length $m$ starting from position $i$ that has an overall shape of $d\\times m$ (or $4\\times 3$). You can think of each multi-dimensional subsequence as a rectangular slice of $T$ and $T$ can only have exactly $l = n - m + 1$ multi-dimensional subsequences. In our example, $T$ has exactly $l = 5$ multi-dimensional subsequences (i.e., we can incrementally slide a $4\\times 3$-shaped rectangle across the length of $T$ only $5$ times before we reach the end of $T$) and, for the $i^{th}$ multi-dimensional subsequence, we can iterate over each of its dimensions independently and compute an aggregated \"multi-dimensional distance profile\" (i.e., four [1-dimensional distance profiles](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html#Distance-Profile---Pairwise-Euclidean-Distances) stacked one on top of each other). Essentially, the $i^{th}$ multi-dimensional distance profile has shape $d\\times l$ (or $4\\times 5$) and gives you the pairwise distances between the $i^{th}$ multi-dimensional subsequence and all other possible multi-dimensional subsequences within $T$. \n", "\n", "Recall that our ultimate goal is to output something called the \"multi-dimensional matrix profile\" (and its corresponding \"multi-dimensional matrix profile indices\"), which has an overall shape of $d\\times l$ (i.e., one set of $d$ values for each of the $l$ multi-dimensional subsequences). As it turns out, the values in the $i^{th}$ column of the multi-dimensional matrix profile is directly derived from the $i^{th}$ multi-dimensional distance profile. Continuing with our example, let's illustrate this process using the fictitious array below to represent a typical multi-dimensional distance profile for the $i^{th}$ multi-dimensional subsequence:\n", "\n", "```\n", "ith_distance_profile = np.ndarray([[0.4, 0.2, 0.6, 0.5, 0.2, 0.1, 0.9],\n", " [0.7, 0.0, 0.2, 0.6, 0.1, 0.2, 0.9],\n", " [0.6, 0.7, 0.1, 0.5, 0.8, 0.3, 0.4],\n", " [0.7, 0.4, 0.3, 0.1, 0.2, 0.1, 0.7]])\n", "```\n", "\n", "With this, we can now identify the set of $d$ values that form the $i^{th}$ column vector of the multi-dimensional matrix profile with shape $d\\times 1$ (or $4\\times 1$). The value for the first dimension is found by extracting the smallest value in each column of the `ith_distance_profile` and then returning the minimum value in the reduced set. Then, the value for the second dimension is found by extracting the two smallest values in each column of the `ith_distance_profile`, averaging these two values, and then returning the minimum averaged value in the reduced set. Finally, the value for the $k^{th}$ out of $d$ dimensions is found by extracting the $k$ smallest values in each column of the `ith_distance_profile`, averaging these $k$ values, and then returning the minimum averaged value in the reduced set. A naive algorithm might look something like this:\n", "\n", "```\n", "ith_matrix_profile = np.full(d, np.inf)\n", "ith_indices = np.full(d, -1, dtype=np.int64)\n", "\n", "for k in range(1, d + 1):\n", " smallest_k = np.partition(ith_distance_profile, k, axis=0)[:k] # retrieves the smallest k values in each column\n", " averaged_smallest_k = smallest_k.mean(axis=0)\n", " min_val = averaged_smallest_k.min()\n", " if min_val < ith_matrix_profile[k - 1]:\n", " ith_matrix_profile[k - 1] = min_val\n", " ith_indices[k - 1] = averaged_smallest_k.argmin()\n", "```\n", "\n", "Therefore, by simply advancing the $i^{th}$ multi-dimensional subsequence along the entire length of $T$ and then computing its corresponding $i^{th}$ multi-dimensional matrix profile (and indices), we can easily populate the full multi-dimensional matrix profile and multi-dimensional matrix profile indices. And, hopefully, you'd agree with our initial statement that:\n", "\n", "> multi-dimensional matrix profiles are not 1-dimensional matrix profiles stacked one on top of each other!\n", "\n", "But then what exactly does each dimension of the multi-dimensional matrix profile tell us? Essentially, the $k^{th}$ dimension (or row) of the multi-dimensional matrix profile stores the distance between each subsequence and its nearest neighbor (the distance is computed using a $k$-dimensional distance function as we saw above). We should point out that, for the $k^{th}$ dimension of the multi-dimensional matrix profile, only a subset of time series dimensions (i.e., $k$ out of $d$ dimensions) are selected and this subset of chosen dimensions can change as you vary either the $i^{th}$ multi-dimensional subsequence and/or $k$. \n", "\n", "Now that we have a better understanding of what a multi-dimensional matrix profile is, let's go ahead and compute it by simply calling the `stumpy.mstump` function on our original toy dataset:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "mps, indices = stumpy.mstump(df, m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consequently, the \"$k$-dimensional motif\" can be found by locating the lowest values in the corresponding $k$-dimensional matrix profile, `mps`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "motifs_idx = np.argmin(mps, axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the index location of the \"$k$-dimensional nearest neighbor\" can be found by:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "nn_idx = indices[np.arange(len(motifs_idx)), motifs_idx]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot the $k$-dimensional matrix profile (orange lines) for all possible values of $k$ (i.e., `P1`, `P2`, and `P3`) alongside the original time series data (blue lines):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(mps.shape[0] * 2, sharex=True, gridspec_kw={'hspace': 0})\n", "\n", "for k, dim_name in enumerate(df.columns):\n", " axs[k].set_ylabel(dim_name, fontsize='20')\n", " axs[k].plot(df[dim_name])\n", " axs[k].set_xlabel('Time', fontsize ='20')\n", "\n", " axs[k + mps.shape[0]].set_ylabel(dim_name.replace('T', 'P'), fontsize='20')\n", " axs[k + mps.shape[0]].plot(mps[k], c='orange')\n", " axs[k + mps.shape[0]].set_xlabel('Time', fontsize ='20')\n", "\n", " axs[k].axvline(x=motifs_idx[1], linestyle=\"dashed\", c='black')\n", " axs[k].axvline(x=nn_idx[1], linestyle=\"dashed\", c='black')\n", " axs[k + mps.shape[0]].axvline(x=motifs_idx[1], linestyle=\"dashed\", c='black')\n", " axs[k + mps.shape[0]].axvline(x=nn_idx[1], linestyle=\"dashed\", c='black')\n", " \n", " if dim_name != 'T3':\n", " axs[k].plot(range(motifs_idx[k], motifs_idx[k] + m), df[dim_name].iloc[motifs_idx[k] : motifs_idx[k] + m], c='red', linewidth=4)\n", " axs[k].plot(range(nn_idx[k], nn_idx[k] + m), df[dim_name].iloc[nn_idx[k] : nn_idx[k] + m], c='red', linewidth=4)\n", " axs[k + mps.shape[0]].plot(motifs_idx[k], mps[k, motifs_idx[k]] + 1, marker=\"v\", markersize=10, color='red')\n", " axs[k + mps.shape[0]].plot(nn_idx[k], mps[k, nn_idx[k]] + 1, marker=\"v\", markersize=10, color='red')\n", " else:\n", " axs[k + mps.shape[0]].plot(motifs_idx[k], mps[k, motifs_idx[k]] + 1, marker=\"v\", markersize=10, color='black')\n", " axs[k + mps.shape[0]].plot(nn_idx[k], mps[k, nn_idx[k]] + 1, marker=\"v\", markersize=10, color='black')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the (implanted) semantically meaningful motif (thick red lines) can be spotted visually by inspecting the locations of the lowest points (red arrowheads) in either the `P1` or `P2` matrix profiles but the `P3` case has identified the motif (black arrowheads) in an effectively random location, which further reinforces the point that we had made earlier:\n", "\n", "> if there are additional irrelevant dimensions (i.e., `T3`), you will do about as well as random chance at discovering multi-dimensional motifs if you don't ignore/dismiss those distracting dimensions\n", "\n", "Additionally, it may seem counterintuitive, but as demonstrated above, the lower dimensional motif(s) may or may not necessarily be a subset of the higher dimensional motif, since the lower dimensional motif pair could be closer than any subset of dimensions in the higher dimensional motif pair. In general, this is a subtle but important point to keep in mind.\n", "\n", "## Finding $k$ - The Naive Approach\n", "\n", "So then how do we choose the \"right\" $k$? One straightforward approach is to turn this into a classic elbow/knee finding problem by plotting the minimum matrix profile value in each dimension against $k$ and then you look for the \"turning point\" (i.e., the point of maximum curvature):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(mps[range(mps.shape[0]), motifs_idx], c='red', linewidth='4')\n", "plt.xlabel('k (zero-based)', fontsize='20')\n", "plt.ylabel('Matrix Profile Value', fontsize='20')\n", "plt.xticks(range(mps.shape[0]))\n", "plt.plot(1, 1.3, marker=\"v\", markersize=10, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the red line curves up sharply right after $k = 1$ (red arrowhead) like a \"hockey stick\" and so, naturally, we should choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs. \n", "\n", "## Finding $k$ - A Minimum Description Length Approach\n", "\n", "Unfortunately, the naive elbow-finding method above isn't robust and cannot be easily automated so the authors of the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) paper recommend computing something called the \"minimum description length\" (MDL), which is a fancy way of asking, \"for a given motif pair, if you're only allowed to use $k$ dimensions from one of the multi-dimensional subsequence to compress its nearest neighbor's $k$th-dimensional subsequence, what is the resulting compression size?\" In other words, how similar is the $k$-dimensional motif pair? When we answer this question by leveraging MDL, we'll find that a $k$-dimensional motif pair with high similarity will allow for the greatest amount of information/data compression and the number of bits, or \"bit size\", will usually be lower than their peers. So, if we use the MDL framework to calculate the bit size for each of the `k` dimensions for a given motif pair, then all we need to do to find `k` is to look for the global minima. For our example, lets compute the MDL using `stumpy.mdl`: " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mdls, subspaces = stumpy.mdl(df, m, motifs_idx, nn_idx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, `mdls` contains the bit sizes for each $k$ and `subspaces` is a list that tells you exactly which subset of all dimensions were used to compute the $k$th MDL value. Now, let's visualize the MDL results:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(len(mdls)), mdls, c='red', linewidth='4')\n", "plt.xlabel('k (zero-based)', fontsize='20')\n", "plt.ylabel('Bit Size', fontsize='20')\n", "plt.xticks(range(mps.shape[0]))\n", "plt.plot(1, 1520, marker=\"v\", markersize=10, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Essentially, by looking for the value of $k$ with the smallest bit size, we should choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs. Additionally, the subset of dimensions that were selected for this $k = 1$ motif (i.e., subspaces[k]) can be easily retrieved from `subspaces`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['T2', 'T1'], dtype='object')\n" ] } ], "source": [ "k = np.argmin(mdls)\n", "print(df.columns[subspaces[k]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, consistent with what we discussed above, columns `T2` and `T1` contain the best motif! To really drive home this point, let's add a few more random walk decoys to our toy data set, randomly shuffle the order of the columns, and compare the smallest $k$-dimensional matrix profile values again: " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i in range(4, 11):\n", " df[f'T{i}'] = np.random.uniform(0.1, -0.1, size=df.shape[0]).cumsum()\n", " \n", "df = df.sample(frac=1, axis=\"columns\") # Randomly shuffle the columns\n", "\n", "fig, axs = plt.subplots(df.shape[1], sharex=True, gridspec_kw={'hspace': 0})\n", "plt.suptitle('Can You Still Spot The Multi-dimensional Motif?', fontsize='30')\n", "\n", "for i, colname in enumerate(df.columns):\n", " axs[i].set_ylabel(colname, fontsize='20')\n", " axs[i].set_xlabel('Time', fontsize ='20')\n", " axs[i].plot(df[colname])\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mps, indices = stumpy.mstump(df, m)\n", "motifs_idx = np.argmin(mps, axis=1)\n", "nn_idx = indices[np.arange(len(motifs_idx)), motifs_idx]\n", "mdls, subspaces = stumpy.mdl(df, m, motifs_idx, nn_idx)\n", "k = np.argmin(mdls)\n", "plt.plot(np.arange(len(mdls)), mdls, c='red', linewidth='4')\n", "plt.xlabel('k (zero-based)', fontsize='20')\n", "plt.ylabel('Bit Size', fontsize='20')\n", "plt.xticks(range(mps.shape[0]))\n", "plt.plot(k, 1.01 * mdls[k], marker=\"v\", markersize=10, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even with 7 additional decoys added to the mix, the minimum MDL bit size still occurs at $k = 1$ (red arrowhead) and so we should continue to choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs. Again, although the columns of our data have been randomly shuffled around, the corresponding subspace can be easily retrieved via:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['T2', 'T1'], dtype='object')\n" ] } ], "source": [ "k = np.argmin(mdls)\n", "print(df.columns[subspaces[k]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matrix Profile Subspace\n", "\n", "There are times when you may find the need to compute the (singular) \"$k$-dimensional matrix profile subspace\" without computing MDL (e.g., if you already have a specific value of $k$ in mind due to some prior knowledge or constraint). Luckily, the STUMPY convenience function, `stumpy.subspace`, can help us with this!\n", "\n", "To use `stumpy.subspace`, we simply pass in:\n", "\n", "1. the multi-dimensional time series, `df`, used to compute the multi-dimensional matrix profile\n", "2. the window size, `m`, used to compute the multi-dimensional matrix profile\n", "3. the indices for the $k^{th}$-dimensional motif pair, `motifs_idx[k]` and `nn_idx[k]` (from `indices[np.arange(len(motifs_idx)), motifs_idx[k]]`)\n", "4. the desired (zero-based) dimension, `k`" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For k = 1, the 2-dimensional subspace includes subsequences from ['T2' 'T1']\n" ] } ], "source": [ "k = 1\n", "subspace = stumpy.subspace(df, m, motifs_idx[k], nn_idx[k], k)\n", "\n", "print(f\"For k = {k}, the {k + 1}-dimensional subspace includes subsequences from {df.columns[subspace].values}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, after computing the multi-dimensional matrix profile using `mstump` and selecting the second dimension (i.e., $k = 1$), according to the $k$-dimensional subspace, the motif should be extracted from `T2` and `T1` out of all of the possible time series dimensions." ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "## Bonus Section\n", "\n", "### MSTUMPED - Distributed MSTUMP\n", "\n", "Dependent upon the total number of dimensions and the length of your time series dat, it may be computationally expensive to produce the multi-dimensional matrix profile. Thus, you can overcome this by trying `mstumped`, a distributed and parallel implementation of `mstump` that depends on [Dask distributed](https://distributed.dask.org/en/latest/):\n", "\n", "\n", "```\n", "import stumpy\n", "from dask.distributed import Client\n", "\n", "if __name__ == \"__main__\":\n", " with Client() as dask_client:\n", " mps, indices = stumpy.mstumped(dask_client, df, m) # Note that a dask client is needed\n", "```\n", "\n", "### Constrained Search\n", "\n", "There may be situations where you want to find the best motif on $k$ dimensions but you want to explicitly \"include\" or \"exclude\" a given subset of dimensions. In the trivial exclusion case, one just needs to omit the undesired time series dimensions before calling `mstump`:\n", "\n", "```\n", "mps, indices = stumpy.mstump(df[df.columns.difference(['T3'])], m) # This excludes the `T3` dimension\n", "```\n", "\n", "However, in the case of inclusion, the user may have specific time series dimensions that they'd always want to be included or prioritized in the multi-dimensional matrix profile output and so you can provide a list of (zero-based) dimensions as an parameter:\n", "\n", "```\n", "mps, indices = stumpy.mstump(df, m, include=[0, 1])\n", "motifs_idx = np.argmin(mps, axis=1)\n", "nn_idx = indices[np.arange(len(motifs_idx)), motifs_idx)\n", "```\n", "\n", "So, in this example where we've instructed `mstump` to `include=[0, 1]` (i.e., `T1` and `T2`), when $k\\ge 1$, the $k^{th}$ dimensional matrix profile subspace:\n", "\n", "```\n", "k = 2\n", "S = stumpy.subspace(df, m, motifs_idx[k], nn_idx[k], k, include=[0, 1])\n", "```\n", "\n", "will always include `T1` and `T2`. Similarly, $k\\lt 1$ will include either `T1` or `T2`.\n", "\n", "
\n", "Warning: When you using the `include` parameter to specify which time series dimensions to include when computing the multi-dimensional matrix profile, you've generated an \"include-specific\" multi-dimensional matrix profile and, therefore, you must remember to set the same `include` parameter in other complementary functions that also accept an `include` parameter. In other words, if you use `include` to generate an \"include-specific\" multi-dimensional matrix profile to search for motifs and you forget to also set the same `include` parameter in, say,`stumpy.mdl`, `stumpy.subspace`, or `stumpy.mmotifs`, then your results may be completely wrong/meaningless. One must take extra care when using the `include` parameter.\n", "
\n", "\n", "Finally, instead of searching for motifs, it is also possible to have `mstump` search for discords by simply passing in the `discords=True` parameter:\n", "\n", "```\n", "mps, indices = stumpy.mstump(df, m, discords=True)\n", "discords_idx = np.argmax(mps, axis=1)\n", "nn_idx = indices[np.arange(len(discords_idx)), discords_idx)\n", "k = 2\n", "S = stumpy.subspace(df, m, discords_idx[k], nn_idx[k], k, discords=True)\n", "```\n", "\n", "Instead of returning the smallest average distance, this returns the largest average distance across $k$ dimensions. However, note that we use `np.argmax` in order to focus on discords. This ability to return discords is unique to STUMPY and was not published in the original paper. \n", "\n", "
\n", "Warning: When you use `discord=True` to compute the multi-dimensional matrix profile, you've generated a \"discord-specific\" multi-dimensional matrix profile and, therefore, you must set `discords=True` everywhere. In other words, you can never use this \"discord-specific\" multi-dimensional matrix profile to search for motifs. Instead, you must re-compute a \"motif-specific\" multi-dimensional matrix profile (i.e., by setting `discords=False` everywhere). One must take extra care when using the `discords` parameter.\n", "
\n", "\n", "Also note that it is possible to include specific dimensions and search for discords at the same time:\n", "\n", "\n", "```\n", "mps, indices = stumpy.mstump(df, m, include=[0, 1], discords=True)\n", "discords_idx = np.argmax(mps, axis=1)\n", "nn_idx = indices[np.arange(len(discords_idx)), discords_idx)\n", "k = 2\n", "S = stumpy.subspace(df, m, discords_idx[k], nn_idx[k], k, include=[0, 1], discords=True)\n", "```\n", "\n", "In this case, the dimensions listed in `include` are honored first and then all subsequent dimensions are sorted by their largest average distance across $k$ dimensions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "And that's it! You've just learned the basics of how to analyze multi-dimensional time series data using `stumpy.mstump` (or `stumpy.mstumped`). Happy coding!\n", "\n", "## Resources\n", "\n", "[Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf)\n", "\n", "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n", "\n", "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }