{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Semantic Segmentation \n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Semantic_Segmentation.ipynb)\n", "\n", "## Analyzing Arterial Blood Pressure Data with FLUSS and FLOSS\n", "\n", "This example utilizes the main takeaways from the [Matrix Profile VIII](https://www.cs.ucr.edu/~eamonn/Segmentation_ICDM.pdf) research paper. For proper context, we highly recommend that you read the paper first but know that our implementations follow this paper closely.\n", "\n", "According to the aforementioned publication, \"one of the most basic analyses one can perform on [increasing amounts of time series data being captured] is to segment it into homogeneous regions.\" In other words, wouldn't it be nice if you could take your long time series data and be able to segment or chop it up into `k` regions (where `k` is small) and with the ultimate goal of presenting only `k` short representative patterns to a human (or machine) annotator in order to produce labels for the entire dataset. These segmented regions are also known as \"regimes\". Additionally, as an exploratory tool, one might uncover new actionable insights in the data that was previously undiscovered. Fast low-cost unipotent semantic segmentation (FLUSS) is an algorithm that produces something called an \"arc curve\" which annotates the raw time series with information about the likelihood of a regime change. Fast low-cost online semantic segmentation (FLOSS) is a variation of FLUSS that, according to the original paper, is domain agnostic, offers streaming capabilities with potential for actionable real-time intervention, and is suitable for real world data (i.e., does not assume that every region of the data belongs to a well-defined semantic segment).\n", "\n", "To demonstrate the API and underlying principles, we will be looking at arterial blood pressure (ABP) data from from a healthy volunteer resting on a medical tilt table and will be seeing if we can detect when the table is tilted from a horizontal position to a vertical position. This is the same data that is presented throughout the original paper (above)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 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": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import stumpy\n", "from stumpy.floss import _cac\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Rectangle, FancyArrowPatch\n", "from matplotlib import animation\n", "from IPython.display import HTML\n", "import os\n", "\n", "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieve the Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timeabp
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" ], "text/plain": [ " time abp\n", "0 0 6832.0\n", "1 1 6928.0\n", "2 2 6968.0\n", "3 3 6992.0\n", "4 4 6980.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://zenodo.org/record/4276400/files/Semantic_Segmentation_TiltABP.csv?download=1\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the Raw Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(df['time'], df['abp'])\n", "rect = Rectangle((24000,2400),2000,6000,facecolor='lightgrey')\n", "plt.gca().add_patch(rect)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can clearly see that there is a change around `time=25000` that corresponds to when the table was tilted upright. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FLUSS\n", "\n", "Instead of using the full dataset, let's zoom in and analyze the 2,500 data points directly before and after `x=25000` (see Figure 5 in the paper). " ] }, { "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": [ "start = 25000 - 2500\n", "stop = 25000 + 2500\n", "abp = df.iloc[start:stop, 1]\n", "plt.plot(range(abp.shape[0]), abp)\n", "plt.ylim(2800, 8500)\n", "plt.axvline(x=2373, linestyle=\"dashed\")\n", "\n", "style=\"Simple, tail_width=0.5, head_width=6, head_length=8\"\n", "kw = dict(arrowstyle=style, color=\"k\")\n", "\n", "# regime 1\n", "rect = Rectangle((55,2500), 225, 6000, facecolor='lightgrey')\n", "plt.gca().add_patch(rect)\n", "rect = Rectangle((470,2500), 225, 6000, facecolor='lightgrey')\n", "plt.gca().add_patch(rect)\n", "rect = Rectangle((880,2500), 225, 6000, facecolor='lightgrey')\n", "plt.gca().add_patch(rect)\n", "rect = Rectangle((1700,2500), 225, 6000, facecolor='lightgrey')\n", "plt.gca().add_patch(rect)\n", "arrow = FancyArrowPatch((75, 7000), (490, 7000), connectionstyle=\"arc3, rad=-.5\", **kw)\n", "plt.gca().add_patch(arrow)\n", "arrow = FancyArrowPatch((495, 7000), (905, 7000), connectionstyle=\"arc3, rad=-.5\", **kw)\n", "plt.gca().add_patch(arrow)\n", "arrow = FancyArrowPatch((905, 7000), (495, 7000), connectionstyle=\"arc3, rad=.5\", **kw)\n", "plt.gca().add_patch(arrow)\n", "arrow = FancyArrowPatch((1735, 7100), (490, 7100), connectionstyle=\"arc3, rad=.5\", **kw)\n", "plt.gca().add_patch(arrow)\n", "\n", "# regime 2\n", "rect = Rectangle((2510,2500), 225, 6000, facecolor='moccasin')\n", "plt.gca().add_patch(rect)\n", "rect = Rectangle((2910,2500), 225, 6000, facecolor='moccasin')\n", "plt.gca().add_patch(rect)\n", "rect = Rectangle((3310,2500), 225, 6000, facecolor='moccasin')\n", "plt.gca().add_patch(rect)\n", "arrow = FancyArrowPatch((2540, 7000), (3340, 7000), connectionstyle=\"arc3, rad=-.5\", **kw)\n", "plt.gca().add_patch(arrow)\n", "arrow = FancyArrowPatch((2960, 7000), (2540, 7000), connectionstyle=\"arc3, rad=.5\", **kw)\n", "plt.gca().add_patch(arrow)\n", "arrow = FancyArrowPatch((3340, 7100), (3540, 7100), connectionstyle=\"arc3, rad=-.5\", **kw)\n", "plt.gca().add_patch(arrow)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Roughly, in the truncated plot above, we see that the segmentation between the two regimes occurs around `time=2373` (vertical dotted line) where the patterns from the first regime (grey) don't cross over to the second regime (orange) (see Figure 2 in the original paper). And so the \"arc curve\" is calculated by sliding along the time series and simply counting the number of times other patterns have \"crossed over\" that specific time point (i.e., \"arcs\"). Essentially, this information can be extracted by looking at the matrix profile indices (which tells you where along the time series your nearest neighbor is). And so, we'd expect the arc counts to be high where repeated patterns are near each other and low where there are no crossing arcs.\n", "\n", "Before we compute the \"arc curve\", we'll need to first compute the standard matrix profile and we can approximately see that the window size is about 210 data points (thanks to the knowledge of the subject matter/domain expert)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "m = 210\n", "mp = stumpy.stump(abp, m=m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, to compute the \"arc curve\" and determine the location of the regime change, we can directly call the `fluss` function. However, note that `fluss` requires the following inputs:\n", "\n", "1. the matrix profile indices `mp[:, 1]` (not the matrix profile distances)\n", "2. an appropriate subsequence length, `L` (for convenience, we'll just choose it to be equal to the window size, `m=210`)\n", "3. the number of regimes, `n_regimes`, to search for (2 regions in this case)\n", "4. an exclusion factor, `excl_factor`, to nullify the beginning and end of the arc curve (anywhere between 1-5 is reasonable according to the paper)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "L = 210\n", "cac, regime_locations = stumpy.fluss(mp[:, 1], L=L, n_regimes=2, excl_factor=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that `fluss` actually returns something called the \"corrected arc curve\" (CAC), which normalizes the fact that there are typically less arcs crossing over a time point near the beginning and end of the time series and more potential for cross overs near the middle of the time series. Additionally, `fluss` returns the regimes or location(s) of the dotted line(s). Let's plot our original time series (top) along with the corrected arc curve (orange) and the single regime (vertical dotted line)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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JSLRQWEzJAFkBb9JBE4q8Dgs+gcNjB4ORxDQxENdloLWeaRlFMRUGQuIdy+G0yVIg5vFMdeX5nfGJSKKJMNHkYjzZKiVYjSniC8SFIsFq1AmOCLMW97oZjamEIloIs0fQ62Yog1AkosCuZxQB1PscdPYFAfjafzbxtf9sMrI0iUQikUgkkkmDFIomCalOAz2kU8SbdBg55hnEXJgNhaK4bOYRLUgikt4qJWJOUSiSmgMjbmBwpoWuaBlAqcdS1ClduphlNSsAWmi9gA4ySDmeZrPQwnUgZaKY3m4mmkCotUAqmEwKFQmhVazzB+IDAOIiZq3XTle/JhRtPtzH5sN9RpYm+S9jKBRh7d4TRpchkUgkEklBSKFokpB0FKVkLwi4GAdd3DALnQkyGM9RmhTH0mpK5ICI5oCBkQKM2I4ibTE+Ir9EsNc9mCFTRzRhIyG+TAZHUSSZ+eS2WVAUMd+bidHz1mRGkWiTGEORWCKXarI4iipdNk4KKGZJ/jv44j838oafPse2o/1GlyKRSCQSSd5IoWiSEMoSJCoiofikLpF38IdCWnCsy2bGbFKEXPDAyNYzQMhFT+p7MzmCXLzXfETOl6AL3ZHhy2I6S0LRka1nXodVyHMcRr43TSYFj13M4O3hULJ9U3cUDQhWpz4xEBD6MyiY4iiqdFuFvGZK/jvQHWyPbj1mcCUSiUQikeSPFIomCcFIFLNJwWxShHVD6OgLCpEzQXQBRlG04ynqsdTDrEUe7Z0qHIjtKEpp67JbMJsU4Ra6oZT2HlFbz8KJ1rO4o8hpYSAYISJgaH0oEsMSv26CuMHbydazZEaRkI6iuABjNZtw28zCnT8w0lHkd9noGQqjquINAZC8+tE/c9Yf6DG2kElMLKZyUgbSSyQSiSFIoWiSkJq7ILJQpKpqokVB5ClDwcjI3XERjyUkd8f1YymkABNOumA8enuPgMcz1a2jC4Q9w2LdgKa294jaupl6HIGEiCmasAEjxQ0Ar8NCn4DXo0QgvMWMxybmdTP9WPpdNuHOH0hzFLmsRGIq/cEIHbVuOmrdBlcnKSb9AXFFwFhM5VDPMAAnBRRUJwu/fXYvS25+mF1dA0aXIpFIJP91SKFokpB6k+4TWCiKxFRiatp0NsEWujBSePMJLBSF4nlPPoHdWaFoMvvHZFLw2sVcjKdmFAH4nVbhHBHBSDRxnidDjcU6lulTz5JtkWIdSxjZLgW6KCymuAGa201vkRPtuhmMJkVM0I6laNejSDRGJKaOyCgCODkY4puvW8g3X7fQyPIkReTAiSGW3fwIt963xehSMtI7HE5cK0UMfZ8s/GrVHgBeOdhjbCESiUTyX4gUiiYJwRSngTm+GBdR3EhdRArtLomOdGiJKGxAvEXOakpkKYkmGsDIAGbQhDcRX/P0Oitc4gmEqYKwWdBMnfSMohqPHYDugaBhNWUjGB4pbvhd4omDMNqlpYkwgr3ukRg2iznxtYjHMiG4xd+bdT4HAJ394r03JRNjw6FeQtEYv3t2n9GlZET/bLFbTMKdJ6nsPz7E6d98lL3dg0aXMopwNMaxvgAAe7qHDK5GIpFI/vvISShSFMWvKMpdiqJsVRRli6IopymKUqUoysOKouyI/1mZ8vybFEXZqSjKNkVRLkl5fJmiKBvi37tdURSlFP9Tr0bSbf+iLsYzhceKKMKktviIuDOuo7dRKIoSb5sRr850h4k2BUu81zzVtQFithzqDjIdTSgSr0ZIihq6UNQl4GI8FI0lXm/QHCY9gr3mMPoc8jrE2whI/wzSWjfFqlE/x3VHUUNcKDrWF+Cmf7zCTf94xbDa0ukdDnPj319hZ6eciFUIh05qbV2haIxYTLz2M/38nVLtEjon6y9r93O4N8Bd6w4aXcoougeCROKv7YETUiiSSCSScpOro+j7wAOqqs4GFgFbgBuBR1VVnQE8Gv8aRVHmAtcB84BLgR8riqKvfH4C3ADMiP93aZH+P171BFMcMCDmIheSbgN9sSvq6OzURU+FU7xFmU5qlpKoQbyjxqU7BRe09BHfAraepbdKeR0COorSRI1ar7iOolRBGPRw45Bwi7Zg2jHVXI6CvTcjMWzm5N6OiI4iPRRcvxbV+7T35tHeALu7BtndJY5r4oGNR/jzCwf4wWM7jS5lUnLwZFI46BLw2pMUityEorFEDploDAa1umKCXRNh5FTF4zLQWiKRSMrOuEKRoig+4GzgVwCqqoZUVe0BrgZ+F3/a74Br4n+/GvizqqpBVVX3ADuBUxVFaQR8qqo+p2p36Xek/IxkHNJt/6IKRYlg45SdcdEWujB61HPvsHg7fpFojGhMTYhuoh7L9EWuV1BBK+k20LN1bMJlR4wWNsQb753eelbltmFSxHQUBTO0S4WjKkMhsRZtSYFdXJfj6LwnG73DYolumVyDdotpVOvZkd5hw+s+3KO11EinRGF0DySvi3p7kkjobrspVS5AzAw3IBESvV/A96EuFNktJjn5TCKRSAwgF0dRB9AF/EZRlJcURfmloihuoF5V1SMA8T/r4s9vBg6k/PzB+GPN8b+nPz4KRVFuUBRlraIoa7u6uvL6H3q1Esxg+xdRKNKDjVODt0Vb8MDIBbnPYSUaUxkUbPGYnrchsjsL0uoU9DUHsJk14UDPpooK1LaQfp5Xu+2cEOwGORwXNawpmWlVbruYjqI0caMyEbwt1jFNf2+KGLCfScQMR1WhnBKBlOlxAIqiUO9zcLQ3KST89YUDnPbNx/jTmv2G1Kij17TxcJ+QrVOi0xcIYzFpDrfU11cUEo6iGm3SnqhChy4Q7T0ujttOR5+k2VblEu6aLZFIJP8N5CIUWYClwE9UVV0CDBJvM8tCptwhdYzHRz+oqj9XVXW5qqrLa2trcyjx1U8oEsVuFl8oGhVsLOg46pGtZ2JOkRslFDktwgXcwmiHSaVLvOwSSJ16NnJal0iiVnoOTLXHJpzlPr31DKDGY6OrX6w6YfR10x+fgiVay1T6MRXSUZRhswLEOpbpjiLQcopSHSePbDkGwD9fOlTe4tLYHs8mCkViMmy7APoCEabXeQAxHUUD8fue1konIN79hY7uUj4Yz3wSicG4UNRS6RRWaJNIJJJXM7kIRQeBg6qqro5/fReacHQs3k5G/M/OlOe3pvx8C3A4/nhLhsclORCKjAxlFXFiE6S4S6xJd4loYbww0rmREIoEWvDA6HHuojuKdHGw0m1jKBRN7O6LQqbJUiDWDbweXq5T7bFzcihEJC7GiUC6GAxaTpGIOSHpDi2/gOIGaIIWjBSKBkPRhHtLBDR3Vkobn4DHMt1RBFDns3OsL8DcJh9zm3y8crAXgBf2njT0s6mzL0iNRxMuRWz7EZ3+QJipNW7MJoVjfeJde/T3YkOFFqguqiNGF7R6hsIMC+aqHgzpQpGLwVA08RkukUgkkvIwrlCkqupR4ICiKLPiD10AbAb+DVwff+x64F/xv/8buE5RFLuiKFPRQqvXxNvT+hVFWRmfdvaOlJ+RjEMwzfZf4bQSjMSEW4wndnQFH5WeOl1KRMEAknlP9knQxgcjM2sA4Vqm0t0GuqNIJPdTentPjceGqoqVb6GLFyOEIo+dbgFdEaE04a0y/t4UbdGW7srzOSyAgG4388jNCoCeYXGOZXZHUZAvXzGXT188i6N9AZa0+QHYZWC4dc9QiPnNFQAc7hHPzQEYnuM0Fv2BCH6XlTqvnaMCOooCkSh2i4kqQV2MoG1GhaIx2uI5SicEuy4OxYO2W+KuLNEyBSUSieTVTq5Tzz4K/FFRlFeAxcCtwG3ARYqi7AAuin+NqqqbgL+iiUkPAB9WVVVXMz4I/BIt4HoXcH9x/jde/aTb/n1O8dpmIPOY54FgRKgMBlVVR2SXJI6lYG6dZOtZUtASzWUAmcONQTyhaLSjSL+BF6fO9HHu1W5tatPxQXFEmFAkhsWkYDIlu4lrvFpGkWgLy/TrpojiIGR4bwpY52h3lnb+iOTETE49SzqK6n0OhsNR+oMR9sSFoZUd1QAcN8gFFwhHGQxFmVnvBcScGBiNqZz5v4/z6b+uN7qUjPQNh/E5rJqbUUCROhiO4bCak+eyQJ8zOvrEs2a/mEKMnlHUFK9PNCFrMhCNqazZc0K4z2aJRDI5sOTyJFVVXwaWZ/jWBVmefwtwS4bH1wLz86hPEic9lNWf4oKp8zmMKmsU6UKRz2ElpmoWYq/DamRpCTJNGAIBHUWRkaOeK1LEwWqP3bC60gnGF2f6IrdKUNdGMBLFbFKwmEc6ikR63dNdG9Xx1pTjA+Icy3TxBTTnUzASoz8YwSfIeQ6ZrptxcVBQEdMaHz9f6RJQxIw7JHREPH/SJxsC1Mdbfz7555cTwtvStkrAOKee7i5prXJhM5tGTPASha7+IId6hvn7iwe5+Zp5uGw53S6WhVAkRjASw+uw4HfZhHoP6gTCURxWE3aLGZfNLKSjSG870x07Iom+AEOhCC6bmWr9nmJQrPp0AuEoh3qGmVbrMbqUUbzzN2t4ekc3//jQ6YnrnkgcPDmE32XDYxfn+iKRSJLk6iiSGEwwPLKFIhEkKtgNUlKESY50B4QKtM62ey+qOyt11DOItTADCMYX41pHaXKRK6KjaMTUJgEzVtJFGD3DRCTHQTg6Wiiq9WrCpWjtZ+mvuc1iwmu3CBcQnn4O6U6yEwItjNJFNxE/g4KZHEXx9+ahnmGO9gZQFFg+RVswGdXypYvoVS4b1R6bUOe3Tmo714ETYrXG6Vk6LpsFv6CDPTShSHsfVrpsQrUP6/QHtZpaKrXWM9GO42AoistmEbZlWOd7j2zngv/3JLu7BowuZRRbj2qh+ZsP9xlcyWgi0Rhn/u/jXP/rNUaXIpFIsiCFoklCtpt00XaAgmmhrHpbl0iB1umuJ4/NgkkR7yYpU+sZiFdnKBIbMVmqWtDWs2B6ILyIQlHaeZ5oPRPIcRCKxrCa0x1FcaFIoDphdLsUQKPfIVwmTPo5VOnW3psiTfoJR9URopvLZsZqVoQ6fwIZMor0thU906/Z76TSbaOj1p0Iti43ekuNz2nRJhuKKBSljJw/0ivW+TIcFwSdNjN+l1Uo551OIBxLhKpXOMWsUXcUNesZQILdWwwFI7jt5sTmk6hC0W9W7QVgo4BijDXeIr4tLhiJxJYjWk3r9p00uBKJRJINKRRNErSd8eQuqciiAYxsPQOEGuuenqljMin4BNyVTG898wn8mqfnZ5kUsRa5MNpdYjGb8NgtQh3PTOe52aQIlVGUHqwPSaFItKyQ1NB6nSa/kyO9YoXfpp9DevumKM6naEwlGlNH1KgoChVOG70ihVnrU8+syde82e/EbTMzFIoQCEeZWuMGYFGLn1cO9hhRZsIR47SaqfHYhRNYAY6miEOijZ9PCEVWc8JRJFIOImg16i2QlW6rcCIMJKeKJTOKxKpxIBjFbbMks+UEq08nbgRlX7dx4fiZUFU1cW0RUSjafixZk2j3DhKJREMKRZOE9IWE6EKRPSXMGgR1FKUsdn0OAYWi8EhBS+TXPPW9aTYp+F02YRa5OumOIojv9Iq00I1ERxxLk0mhym0TylEUjqoj2mAhpfVMMGdEpjylJr9TSEdRap1Oqxm7xSTMDnr6BoCO5uYQ53oUTPv8Ae0cmtPo4+RgiKFQlLmNPgAWtlTQ2R8c4ZwpF0OhpKBV47GL6ShKGTkvmrA6nHL8Klw2Yqo2BU0kAuEo9rhg6XfahDmXU9GPWa3Xhs1sEu7eYiikOYocVi3nSTSXMmjtU/p1Z+/xIYOrGUnvcDixMSriZMDU13Nnp3hte6qqyhBwyX89UiiaBMRi2pQue5prA8QTDYLpjiIBJ4plWvRUCOkoyhy6LVqWUqb2niq3eDfG6Y4i0Ba6orRvxmKq1t6Tdiyr3TahHAehSHRU61mly4ZJEWtXMH26oU5ThYPjg6HEhCwRSK9TURSq3TZhFkaZxHXQcr5EOs+D4SiKMrrOOY0+QlEVFXjbyikALGzxA7DeAFeR/t5z2czxjKKQcAuS7oEgDT4HfpdVKKEa0lrPEllZYtUYiMQSzjaRPmdS0VsgvQ4rFS6rUO5ASGYUgZ7zJFZ9MLJdb/8JsRxFnfHP4xqPmMcudYpdl2BiuaqqTL3pPqbedJ/RpUgmSFd/ULjNwcmEFIomAemtUqC5NryCtc1AilBkHukoEqn1LF3MAlGFonjrmXUSZBSlC0UucRa5OsFIdFQbkt8lTktA+jQ+nRqPXajWs0wuHbNJodpjF8pRlO146pk1IrkkMomYlQIJRcGodi2yph3LhgqHUMcxEL8W6aHgOtNq3Ym/t1Zpwb3zmnxYTAovH+gpZ4nASKGj1mMnFI0JNfABkm6OKoHehzrB1NYzQduSguEoDktywmbPcFg4MXAwLhS57VoouGjHcDAYSUzDqnRbhWtnh2SLvc1s4nCPONdCSG7czKz30h+IEIl/JorCiYFQ4vO5UzDH07EUR6XuYJRk55Z7N3PKLY8I16YMcOUPVnH6bY8Jd/2dLEihaBKQbcHjc1qFc5ek7zyL2HqWqT2hQsBjmV6nzWLCaTWLJxRlcG1Uuq3iLS4yCBx+p02YkNFs53m1R6yFWibXE2iClkiOomwuGF0oEmmHKZP4JtICPdFSnHYsWypdHO4ZJipIPkwwZdJUKm9Y3sr5s+t4+JNnJx5zWM0sbavk/g1HylkiMDKjqErQ8P/huJuj2m0TSqiGpNDmsJqSQpFgn4vpU8+iMZX+oFhi4HBIO68dFpOQm2XDoShOm9iT4/Tztr3GJdw9pC78tcdz2UQ7R44Phpha48ZmNgnnKNrdnWyFOyTQvYKo/OLpPXT1B1mz54TRpYxAVdVE26VoraGTBSkUTQLSs2p0RPxgD0W1nXFTfNKC3WLGYTUJtVuaqfVMC7MWp0ZIvu7pgpZwr3kGN0SV2y5cu0Iwg/NJs9uL8bpny4Gp9dg51hcQZjck0+sNMLPew/qDvcLUmck5CNBUoQlFIt38ZRRbBWq1yPbebKl0Eo6qdPaLsYsYCI8+xwE8dgs2s4n/99D2EY9ftqCBvceHWF9mV1Gqo0hUp+hQKJoQsoQTsUY4ijShTRTBXycQjiXCrBM1Dor1GgcjUSwmBYvZJFzeGOgu4HgguEucTZ1U9Hvb1koX/UGxXDv6eZIMKxfr+PUHwvicVmo8Nrr7xaptX4qocPCkFBjGIrWNf49gge6p3SxP7+gysJLJixSKJgHhaOadcWFFg7Qbda/DKpSjKJNzQ3cUibLIhdSpZyOnYE2G11zIHJgMdWrHU4x8kGwOmEa/k0A4JsxNfDAaG9WCBHDG9Bq6B4JsOybGdJX0YH2d+go7iiKgo2iU2CpOiHmm9mfQhCKAgyfFOJbBSGZHEWijtdOFt2uXtwLw+bs3lLy2VIZDUUzxLCVRs+cC4SgOm5kqt108oSglzNovqNAWiGhCG5CoURThVyeYkqOkTTAU6xgGw8mplZUu8VzKoLVoAjTHr4UibYrqQlFjhQNAOEeWnuPlF1AE3Hs8KXiItKkkIp0pbXq7u8QKJU/dxJKvY2FIoWgSkG03V0TRIH1qE4DPYREqoyi5IB8pwISiMQJhcXaDgpEYigJWczJvQ6TFo04wGsOWlv3TVq3lgIi0ExPMMCrd77QSjqqJKURGku08b4rf5B3uFeNDLpzFUbRyajUAL+3voas/aPiNX7bjabeYaapwsqtLnJ2vTI6iOp+dgWAkkSNiJNlEzJZKsc7zbI6ibHjsFmY3eNl0uK+sbZPDYU1EUBRFWEfRcDiKy2pOhKqLNH4+kMGRdVIwt86I1jO3uO1xqcMyRHsPBlOui36XjT4Bc3YGg9p7UW9pFukYDsdFrMa4i1a0jKdg/P1X6RZrKAJo7r8ajw2LSeGQIBshopLaNrhbMEdR6iAYIyacvhqQQtEkIJxlN1e7uIrzoQSZd8a9DuukmHoGYn3I6yHRqcGs9T47xwRp89AJptxs6ugLyP0nxFhAgjatK71OPd9ChJuUrK1SiUwdMV739AmMOs2VTkwK3PSPDZxyyyMs/vrD/HH1PgMq1MjmggGtTU6kna9MgfB6i5wIYdFjtZ4BHDwhxo30WI6ibHz8ghkAbDrcW4qSMjIUiuKMT3MSdYLpUDwfptqjjZ8XSeRIbT2zmE147Rahpp6pqqqJliluHRCv9Se1HdvvsjIQjCTuN41GVdUR10U9y0uk9yEkHUW6a0ek81jPoGrya7WJ4krW0V9fEfOnBkIRfE4rjX6HdKKMgz7EZF6TTzgxRs/Xq3BahbiXmoxIoWgSoC8g00dS13odHB8MCvPBDvELvzVD6LZAdtxQfIKP6EJRJgdMnc9BZ19QiFYpnUxuiLb4ZKH9AoXHZcoo0nfaRNgxyt56FncUCXKzEorERrjcdMwmhSsXNY147Ner9pSrrFFkO56gZWhtOtxHZ1+AwWDE8PM+U1ukvvA4IoCTLJtQ5LCaafA52CWI6Javowjg3Fl1VLqs/PLp8r1XA+EoTlvSyQEItZkCeo2pYdvihM3qzt9E25Rg4+f1ezY9o6hS0Mlsqa4nfdPE6GuhTrrQn5xuJ5bYpjuK9HsJkeobDmsO/2qPHRBjQywV/f0nUh6fjj5xr6nCKcy9F2ifxRd/70m++u9NRpeSQBeKZtV7OTEoRpSDTnfcKTy/WTwRa7IghaJJQLad8QafA1VFrElD0dGOIp/DQr8gNx8weRxFwQwOmDqvnWAkJlwrX/o0pBqPDafVzAEBBBidTIvxKdXiOJ90AdOe5oiocduxW0xC1AiZj6POd9+4mCsWNnL7m5fwqYtmsrt7kAGDWqf0jK9MtZ47qxaA7z2yg3lfeZBFX3vI0JubTNfNRoEcRcEx3FnzmnxsPtJX7pIyMpaj6IzpNZwxvWbU406bmQ+dO51VO7t5YGN5JqANh5L5NXaLCZvZJNRnDyRrrHZri0yRWp71BbA5PjRDHz8vCslBFLqjSBznaiqpk0BFuwdKz5hLCpZi1KczFIrgsJoS9Yly/CAu9lrNuG1mrGZFONeOvnlX6dbysUSZngkwENCEomqPWG6nDYd62H5sgN8+u1eYdmC9pXF6vYdITBVqfXJiMISiwJwGTSgSScSaLEihaBIQzrIzXu/TbuCO9Rm/kNAJhkcvIn2C9b5nchr4nFobgEh1BsOj3Vl1Ps1lIMqUIcgsHCiKQmuVc8TkCKPJ5Chq8jsxmxQhRJhglvPcZFKY31zBy2WezJSNcAYHmY7ZpPDDtyzlqkVNLGipQFVh06HytfSkkq2VD+CKhY1Mq3Vz55r9icde3H+ybLWlk+kcqq/Qru9HBGg5HMudNa/Jx87OAYZDUX7+1C4+d9d6w27GMp3jOh+7YAYfi7eZpfPmFW0A/OSJXSWrLRU9owi0a6XPaRXq5lpVVYbCUVwjHEXiiBzDoSiOlNfZ7xQrDDcY1cO2tRotZhNeh0U4R9HIMGuxXE/BNKGoUtDpdoOhCG6bRTihDTQRS89CEzEwOukosqKqYh27gWAEt90i3HFLvVcVJbeyPxjBZjElXNDdArlP+4Pa+dlQ4SAUjQnV3TJZkELRJCCbo0jPLhHKtZEhv6TGY+fEUEiYEMLEDYh1tKNIpMkzmVrP6r26OCjOhThT6xnAjHovWwRxGkDmxbjVbKLJ7xBCKMrW3gOwtM3PhoO9CZeMkWg5ZOPnwMxvqgAwzG2SbeoZaIvz/3vTEs6dVcv/vWkxAGv2iCUU2S1mGiscI6avGMVYx3JJWyUxFX759G5uvW8rf117kB2dxrSiBcLRUY68XPDYLXzkvOmsP9hblvG+w/H8H50Kp0W4zx5V1Vq7RAxi1tvidCoEdxRB3PUk0IITRoZZ+126I0aMGtM/DxNClkCvM8BQMIrLngxVF6kFcjgcS5wnlS7xAqN1YV9EMXogGMFrt+B3WukZEmci8oGUPMC93cbft4LmvvLaLQn3qUiv42AwgttuTlzfRLsGTwakUDQJyLab21HrxmxS2H5UjHHUMNLKrFPrsaGqcEKQEzQhvJlHC0Ui7WgEI9FRr7mIjqJgOPMUrCWtfg71DAvTGqm18o1eRLZVuYRwPo21GF82pZJQNMYH//AiN/3jFX5lYPZPMBrDahmdUZROjceG125hr0FTMDJNN0xlQUsFv33XqVyzpJmpNW7jHUUZ6pzT6BNCbB1LxDxrRg0dNW7+38PbE489ua2rbLWlMpaj6Ppfr+H6X6/J+rNXL9bytf7wfOkD2FMdRSCe61YfP++0mvHHg5hFWmQOh0e2GFYKmlGUer6IGNg7GRxF6RlFIr3OkHQU2SwmXDazcOexM5FBJdb7LxKNEYmp2C1iLuIH446iSpeNSEw1rIU+ndS8pKOCdJPox6rao72OxwfEuOcHLUNMex319l9xzoHJghSKJgF6WHV6mLXdYqajxi3EQkJH2xlPy1iJB+kJIxiERwtFXocVRRHrgyqYIRi8TlBHUXqdAIta/QA8u6ubr/xrIx/64zrDdmUi0RgxNfNCt63Kze6uAcND4cea0nVah5at8tjWTu5cc4Cb79mcCBAsJ6qqEo6OzqTKhKIoTKlxsdcgES4c1d5r2drkUlnaVsmL+04a1zKVRXyb26i1denjwI1irPemxWziB29ZwmXzG/jWGxYys97DUzuMEYoC4VjWjKJAODrmcZxW68FtM/Pw5mMlfx8MpztinGJNBtWnirlsZhxWEzaLSagFejAcw5Hq1nHa6BkWZ9dfd36mipYVTrFcTzByYqlfsM2y5MaJ9jp77BbMJkWo6XagTQd0xc9lv2Cv8XA4MsJRJNr9LWjtmVUuXYwW59gNBqN4HJaUEHUxajsxGKK1SusmEWVNpbfpJfLsBHIUDcRDyf0u8TY8JgtSKJoEjJW1MbPBy/ZOwRxFo6azaRePbkHCMENRbWqTyZRcmJlNCrUeO52CXHghnlGU9pprPdNWDpw03gEDEI2pRGNqRjfEwpYKPHYLH//zy/zuuX3ct+Eo/3mlPGGx6aTnHaRyxvRq+gIRXjloTJaOTiYBU6fCZeXRT5+D1aywpM0PwEv7e8pYnUYkpqJmEdwy0V7tNqx1KtN0w2zMbfJxfDBkyM1gYgx0htd9bpOPSExlp0GtXDr6oi19s0JnXlMFP3nbMt64vJWzZ9SyeveJxM+Uk0wDAHLFZFL4wuVz2X9iiN0ldsFpO/2WxNcVojmK9PHzNi3fRFtkilNfMBIdsTnhd1mJxlT6Bdn1z/R5UylY1gmMdBT5hHMUxa/f8WuOoiiJNiCR0N0UIKYzUHcUieZoSz1HdDHmpCACQzASJRSNCSkw9A6Haaxw4rKZDdkszITepqe3EIo0+GAgnlFUKdh7bDIhhaJJgL4znukGeGadlwMnhhkKiXGDFEq7gQPxHEWhDGIWaOOoRZgwpJOtVaqjRnPAiMBYLSl2i5mbr5k34rFnd3aXpa50xqpz+ZQqANYf6OHlAz08vq2zrLXpjOXaAM3xsOOW13Dn+1ZiMSms21f+VqnxBIN02qvdHDw5bIhba6zXPJ3meN7bIQPG4I7lfJrT6ANg82FjXaPhcd6bqcys9xKKxgwZshAcw1GUC0un+AHYUGLRWHMUpQxTcIi3wASSbStOscZXp7cYipYPkz2jSIz6dFIziswmBa/DIsz7MOEoSs2SFPAYpjqKhBOKUjKK9FBm0Vx3Wg5avPVMELfYYFCrzW0zC9ey1Dscxu+0UuOxC7Om0tq7zNgsWmi/aBlFHkdSxBLldZxMSKFoEjDW4kx3F6zefaKcJWUllKEtRXcUiXJRyzbeu97n4KhQQlHmvI1ptR52dxkfcAvjL8Zfu6SF+z9+FrtvfQ3nz67jhb3GvE+DkdE37joNFQ46at18/Z7NXPOjZ3jXb14wZMExVkZRKg6rmXnNFbxkQKZOPoIBQHuNm2hM5aABgftjTepKRxeKDhsgFI0lEE6pcuG2mXnpwEleOdjDMwYJrdkm8mWi0a/lqJX7WMZiasZhCvkwvdaDw2oqubswdacfNBGhbzgszLjjVEcRCDh+Pm3QQzLjRIwa9XN6pOvJRl9ArBHg6e3tfpc4Qkem63elyyaMmKAzGIrgsmmOogqnVahQ+kA41VFkJRxVGQwZPxADtDZh0M4Rt82MxaQIc/4Oxp2JHodVuPyknqEwfpeVWq9dKEeRx6EJajUeceqCZOuZz2HFJFi8yGRBCkWTgFAkewvF8vZKTAq867cvcPntT/OdB7eVu7wRZBJh3HYLXruFI4KMcswmFGmOIjFqBP0mLoOjqNZDZ3+QfgEyLYI5tPfMafRhMiksafWzq2vQEPfbeILWR86bPuLr2x7YUvKa0snHATOzzlOW6Uzp5FMjQHu1C8CQ9rOxWnbTaTJI3ICxBS2TSeH06TXcueYAV/3wGd76y9XsNyDzKR/RTZ/GWe7RvWOJwQAXzKnjgjl1Y/4Oi9nEwhY/q3aWLmNJVdVRYdZ+l42YCv2CjO4dCiUzikC8iV2htE2URI6IICJCMDyybQpIjAAXSUgIhqOjs54EeZ0zXb9FbD0LpLh2RBOKhkKREa1nIE7rTTLHS2tvFUmMHozfo7ptZuEyinqGQ1Q4rdR4bMIIMpoYo73Pqtw24RxFbrsZk0mhwine5L/JgBSKJgF6a4LVPDrs1GWz8OZT2wDYdLiPHz6+09AP+mwiTFu1GJOlIPs494YKJ32BSGI3wWjSb4Z1ptW6AYRwFSUs9jksIKfUaHWnjvcsF5nCRVO5ZnEz33vTIv7+wdMBeHbX8bLVpjNe61kqbVUuOvuDiRaRchHMt/Us/pobMfkssaufw/GsctuwW0wcNsBRmBTfMgsct1wzn7Nn1jK7wQvA9x/dUbbadDLlumWjqUJ3Z5X3WCZbGTK/3jecPY0bzp427u85e0YN248NlOxzQN9Jd9qSGUV6kLAoN7H6dcWR0nomykIJ4hNB0wQEEGcxlxrUq5PIYRHkNQYIpDmKRArcziT8ith6lhoILlzWWCg6whUI4pwj+nVQP0cqnOJMLgwmajMLdW0ORWIEwjF8DrFazwYCWg4QQLXbJlRGkT71DMTL6ZosSKFoEjDeAvIrV87j/ed08P3rFgPwzM7yL3J1suX/TKl2sf+EIEJRlhpbKrUFjihB0dmCWWfFF4yvHNLaI4zsOc9ksc9GW5XmLjHifTCeu8RkUnjtkhaWTankhrM7ONIbKHuLQD7tPW1xp87BMr9Xw3mIL6DdNHjsFkNE4nxcMIqi0Ox3GpJRNJ5Lq87n4I53n8oDnzib1y1t5pEtx8qe+ZTtmpkJZzzXodzHMpAhF6YQptd5ANhVohy4RFtXyjWz0q07YsS4iQ2E0zKK3FbBpoqlZRS5xDp+mUQOv2CTnSLRGNGYOsJRVCFQ61kwg5Pe77QJU59OMGVz1OewMhiKGj5BVSfV7SRaDpDuutPPEb9LnBy01PtFi1nL3RFBYEttCa712jk5FDb8vRaNaQ5ZjyMuFHnswkw9C0ViWih5XMTyu8QRIycTUiiaBIy3gLRZTNx02Rwund+A2aSwyqAcC4jvPGfK2qh2c/DkkBD9+en5BjrTarUFgtEThnS0qWej62yrctFW5eI3z+zhew9v55xvP2FYtlI+i/EpcaHICHfJWFPP0umocROKxMrehqQvxhVlfNdGa/xYllvUTIjWOYoGiqLQXuMyrE3OYsrNBQNay9QhI7KU8pjOduGcenqHw2w4VN4Jfdmcotlor3GzK+U6+utVe2i/8V52lnBC53iOojf97Dne9LPnxv090+s0Ib5UnwPp+T8AFU6xJuskW8/iN9hOG6FILFG70aR/Nvrjx69XkOOXycGaHD8vRo2BDGHRfoFcHZky+/wuKwPBiOGLYx1VVUfcT1Y4tfNFhPazSFRbJCcD6cVyFKW77kSarJh+/orSepuoy2pODAky2r0zoOc52ZOOopNDISHy9nRXsO4oEkmMnExIoWgSEI7b/sdbQNotZk5przQsMDgWUwlH1cyOoioX4ahqSAZIOtlazzpq3SgK7DgmiFCUZgvXURQFn9PC7q5Bvv/oDvafGOJL/9poQIX5ZdZUum1UuW3s7i7/8c2nzmlxR8HOMk+WS2+nGIuEO6vMTp18M4pAE4n3pWQU3XLvZj74h3Ulrz1fcaOl0ll2hxbk5yTriLedGiJi5nEs5zT62HKkD1VV6R0K8/V7NgPwpp89X6oSx80oypUp1S5sFlPJBkQMx/MvUlvP9Mk6oizSh9McRZWCta0E06ar2ixaIK4obp1QhvdiMiNGjBp1R0fqlEC99UwE51im1uFKwdr30mvUnW19AmSNpZ/DCdedIMcukOYoqhDILZZ+nyNKy1KiJc5iSpniZezrGUi7jlR7bERjqhCvZSJryp6atWd8XZMNKRRNAvKx/S9oruDAiSFDPujHapHTW2VEaD8LhjMvyB1WM62VLiEcReNN8PnOtYsA7VifPbOWZ3d2G+LWyidXB7R8pV2dRjiKRt6UjEVHPFdnV5nfB/ksxqvdNlw2M/vT8p4e2HiUzv7Sucv0ndxcM4oApla7OXBymHA0xv0bjvCLp/dw/8aj3PHc3hJVqZFNEM7GlGo33QOhsofE5zrtDqDBp4Vul9tBmO+xnNPgpS8Q4UhvgOf3JFuhQ5FYyT6bkjesE7utsZpNnDGtmpcOlGaq4HAonlFkzSAiCLaIS883EaW+TBNBtfHfYiwCMgYxC9seN7LGaEyMyVj6ojj1GFYL4qLQST+GFQnXmPGvsS4UOWzJnDEQSewdeexEce3A6E0H7dpifG2poowomVPp9y+6gHV80Pj8pFGvo0Bh/ZMJKRRNAvJZQLZWuQhGYoaEnI2VXzKlWlt8ixBoPZYAM7/Zx8sHespbUAbGE2BmN/jYe9vlbP/GZVyzuInBUJQdJWzryEY+rWegtfcZ6SjKNdi4wmkte7tUtvDyTCiKQmula0Tr2Q13rOUDf1jHB//wYqlKzGuSmM6UahfRmMrWI/3cct8WnFYzsxu8PLq1s6SCdj4COyQntOmve2d/gM/dtZ5jfaUVZfJxaVU4rdgsppLXlE4oS7tuNuY0+gDYcqSP53Ydx24xcfPV8+gPRnhie2kmihXLUQTadWrf8aGS2OfTd/oBfE4rimL8Tb/OUCiC2aQkBmhUJFq7xKgv0/uxwinQQjODyKGPZxZl6lS6EwBSxQTja0y6dZL1VccXoaJMe0rcV8SPoc8hjlAUCCXdJ5B03YkmVDpSWuMGQ9HEMTWS9NYzUULKAyNCtsU4V9PvCUVpiYNMzjBx3mOTCSkUTQK01rPchSIwxrkz1oKn0efAZTPzcol2afNhrAXkiqnVHOoZ5pmd3YZ+MATzCGZd3OoH4OX9PSWsKDOZAifHYnqdh+6BUNlv9PLJKFIUhak17lFT5dYf6CmpAJu/A8aVCNw9MRjioc3HAFi37yQHSnT+F9J6tqStEoArf7iKgyeH+dyls3j3GVPZ0z3IxkN9JakTtFrzcT7pdT6z8ziqqnLqLY/y17UHWXHro4n3eSnIx5WnKAotfid7yyy4ByPRvEQ3PXD/2V3H+fML+zl7Zi2vXdoCwIaDpclXKpajCLSMpWAkxtESCHKZMorMJgWfQxyhYzikZZvo7e4ihW1HojEiMXXU+eIXLIjZalYwp+SjmUwKtV572UXebGT6TPQJlGOTSWyr8YqzCAWxHUV69p09VQgUyHWXbD1LOopAkGOXdp/jF0UoShGwRLkmp4tqSUeR8edo+gaxX7BA98mCFIomAfk4itoMCrmFsYNuTSaF82bV8de1BzlwYsjQncmxjueVi5oAeOsvV7Poaw/x7C5jgsHHG+eeytQaNz6HhfUlWoCNRb7CwbymCgA2HdYEgu3H+mm/8V6+Ec8wKRX5ug06atzsTcnVOXBiiKt/9Ayn3PIIR3pLkw+TrwNmcZuf3V2DnBgM8cfn9wHwtavmAZSsrSsc1RwW+dQ5vc7D1Yu18+rqxU1cf1o7F8+rx2JSuOeVwyWpEyA4hnMwEw0VDhY0V/CrVbs5/bbHRnzvnvVHil1egnxdeUvaKnlp/0jB/YGNR/jmfVuKXptOtry0bHgdVjpq3Pxq1R4C4RifumgmHruFlkon246Wxvk4nrh+xcJGrljYmNPvmhpvPy1F8H4io8g6sk6/yypEDgbAcDgyQsjyCxS2nSm7BsQb7Z7pfdjgc5REfCyExEJ9hJAQz9gR4DiGolEsppFiW41bE4pEcRQFw6OdJyCG2KG7T1I/V4Ry3aXdk1XE229FCHvPJAD2DocND2hOdQGK0q6cnsdW7RFIKIqOFvxADCF8MpHTnZ+iKHsVRdmgKMrLiqKsjT9WpSjKw4qi7Ij/WZny/JsURdmpKMo2RVEuSXl8Wfz37FQU5XYll/E+krycBs1+bcT7/uPijXm+dH4DAGd963EWff2hki24x2Os41nltvGuM9oTX3/izy+Xp6g08nXAzKz3lmyc81jkK8DMbdJaUjYd7iUcjXHx954C4Jer9vBUiVpSIHVaRG7nUUetmyO9AYbii7ofP7Er8b3bH91Z/ALRjqXDmnvbzPIpVQDcte4A/+/h7Zw+rZrrT2/ntI5qVu08Ps5PF0YhjiKA/3ftInbcchnfv24JJpOC32Xj1KlVPFNCITbfAGaAs2fW0D0Q4kg8A2j15y+gwefg7pcOlaJEIP9jOqfRS/dAKOFu23a0nw/84UV+9tTukgWEB/MUMQFues0cQLum6q1oK6ZW89T2rpK0HAbGmXr29tPaeftp7Tn9Ll0o2l0KoSiDowjEmsgyHIqOELJEycOAVEFQXEdRtjbiep9DaEeRSDlKma7fPqcFm9lEt6COIt2RJYbQNnqqXaVbHDE1KVQm24IATggQ9j7KUeSyElNhIGRsSHmy9cyEw2rGbjEZfk1OP1ZVLhuKAt0GxJ+kk74Jp4trRh+zyUY+d37nqaq6WFXV5fGvbwQeVVV1BvBo/GsURZkLXAfMAy4Ffqwoin7H8RPgBmBG/L9LJ/6/8OonH6eBw2qm2e80NAcmW7vHJfMaqImrzQB3rjlQlrrSGe94fuXKeaz74oW8dkkzJwZDifGP5SR1DGYudNSObpUqB/lk/4C2M9Na5WTT4T6e3z1SzLh/Y+ldG7nWObVGm3y27Wg/W4708de1B3j7yilcMq+eO9fsL0lgdDASzcsBs7ClAkWBW+/bCsB1p7YBcMb0arYc6eNECXZ0EqPc8xQNLGbTqOvColY/W4/0J24Yi004z1Y+gGuXtQJgUuA37zyFep+DS+bV8+yuboZLFPCabyC8LrrozpyfPZUUMf+4el+Rq9MIRWI5X4t0Lppbzy/esZx/f+SMxGMLWyroD0ZK0sI5nqNoOBTN+TVs8Dnw2i28uL/4rdKZwqxBy18pxTlbCMPhKK4UIcthNeOwmoQQYhKLc2t6RpGN3iExJnZlm2DZUOFIiNBGkz51CpKOGBEWUsEMQpGiKFR7bOI4itI2yhxWMzaLSQyhSK8t5XNXpDDfdJFNFIcMjH5ddQHQ6Iy2YGRkrlilACHb6fcvFrOJareNTpGEorT2RhHeY5OJibSeXQ38Lv733wHXpDz+Z1VVg6qq7gF2AqcqitII+FRVfU7VPsnvSPkZyRjkm10yq8E7yt4/FIqUPMBrvKBbm8XE2i9exOrPX8CiVj8PbTpa0nqyEcqhjaLaY+f1S1uIxFRe2FuaMcljkY+jCLTw1e6BYNk/yPJd5ALMa6zg3leO8M7fvECNx8bWmy/l8gWNPLKls2TW3nxDmE+fVo2iwNM7uvnm/VtxWc184sIZXHeKJsY8t6v4jp1gOL/2nlT7McAFs+sAOG1aDcAoIa4YFOooysSilgoiMZUtR0qTU5RvKx9o2TR7b7uc3d+8nPPix/P06TXEVNhytDR1BtN2vcZjdjz/Z+vRPnZ1DfCPFw/xlhVtzG/28WSJ3DqFOIpAE4taKl2JrztqS+fUGc9R9M7frOGdv1mT0+8ymRTOnlXL6t3Fv/ZnCrMGqPfZOdZn/M01wFAoOsrd6HfahAhiztaWXeG0EorGEsfXSDJNZQNNKOoPRBJOVSNJhgmPFBJAjNapbK4soYSi8Oj3oijBx0lBNaU2gcaD6xtjyRw0McKZQXtdFYVEmL9fkJbChKMoMY3N+HblTA7PGo/dkIFK6aTf9yedsca/xyYTud75qcBDiqKsUxTlhvhj9aqqHgGI/1kXf7wZSLWKHIw/1hz/e/rjo1AU5QZFUdYqirK2q6t07SiThXwXPDPrvezsHCASX8T/6PGdzP3yg1z1w1WlKhHIXTSo9zm4alETW4/2lyx0dyy04zn+7viyKZXYzKaSLLjHI1+haHqd5oDZGl/MBiNRPn/3Br70z42lKTBOvvkqADec0wFANKby2Utm4bCauWhuPV39QV45VJqcpWCGfv2xqHTbmFrt5rGtnaza0cX1p7dT7bFz5owabBZTSQJ5s+VajMWP37qU95/Twc5bLsNttwCaa8NpNZdE4AzFM4ryCYnOxsIWP6CFhJeCQlrPMrGkzQ+URhyE/N1u1R47tV47a/ac4Ner9gDwjtOmcM3iZrYe7WfdvuK7YEJ5ut2yobd0lWKiYD4DAHJhflMFh3qGOdRT3Bbp9JYLnVqvg+ODwcTntpEE0hxFEB9fLcACOJtYrS8CRAg6DoazZxQBHBXAVZSpbdxhNWGzmIQIe83kKAJtESrCawxZxBhBhKLkvVlq1ph2DgvhuguPFAKr4pteIrSeBaPamksXsURx2qUPbPC7rIa7nDKt++p8DrpK4LrPl/Q8O9l6Vhi53vmdoarqUuAy4MOKopw9xnMz5Q6pYzw++kFV/bmqqstVVV1eW1ubY4mvXvINEm2rchGJqezpHmQ4FOX2R3cAsPVoP7tLmGOTyeqajRVTtXyV9FH0P3p8J1f9cFVJb5aDOTq0nDYz0+s8bD1S/rHz+S56lsYnNr2w9wSBcJTzvv0Ef1q9n98/v4/vPrStZHUW4jBZ2lbJPR89k1+8Yzlvijt0zpqhuWBKFR6uB2Na8pyC9fKBHmIqXLNE07StZhNzG30lEbQC4fwX4ys7qrnpsjkj/r+sZhOzG72JwPBiUkxHUWOFg5ZKJ6t2luo1L45QVOd10FjhKFkGWCHH9MI5dTy0+Rh/XL2faxY3MbvBxxtPacViUnhiW/E3V7I5JPKlqcKJzWIqiVAUyDOHbDzOm63de3zszpeK8vt09N3q9ONZ77OjqgiRvzKUllEEcaFIgJ3YbLl4utNu0+HyD3VIJxiJZnwfJoQiAXKKMk0JVBRFEzoEWEiFsmyc1HjswjiK0oN8QRMV+gJiHD8Y+blS6bIRjamGxCmko50jyePmtOmZOwJcY9JELL9LjGlZ6e2ilQLk2mXaLK712MVqPYuLpS6bGatZMdyFNdnI6Y5KVdXD8T87gbuBU4Fj8XYy4n92xp9+EGhN+fEW4HD88ZYMj0vGIV9H0alxEebBTUe5c81+gpEYt752ARaTwg8fK00QL+S34JlZ78VqVkYsZnd3DfDtB7fxysFeflCiOlVVzctpML3Ow85OI0Ki81v0VLptzG7w8ujWTn7w2A4Op+xY/mnN/pLUCPm3dOnMb67gorn1ia+rPXZm1HlK0uoB2gd/vjV++Lxpib/rji3QHDubDvUWvU2uWItx0NwQWw73Fb3GQhxk2VAUhVOnVvHygd6S7HAW0nqWjel1Hp7fdbxkbV1AXkHmly9oSvz9/edo71Ofw8qMem9JRMxiubNMJoWp1e6SbFgEQpkFmEKZ3eCjtcrJun0nE5stxSAQP8/TZ3nUe8UREYbDURzpjiKnGKO1s7WeNVdqgzxEWKBka9Wsr9BeYxECrbMJbqKMAg9GohmPYbXHxvGBkBiumAz3Pz6HRZjjB2ltcYKF0qe3CVe5bUJMy9LcbMnzQh9Fb3SGXLqDTYjWs/j7bKSjSBNzjZ4Sl74mVRRtkIoIk/UmE+PeUSmK4lYUxav/HbgY2Aj8G7g+/rTrgX/F//5v4DpFUeyKokxFC61eE29P61cUZWV82tk7Un5GMgZaL2/ui4jpdR46at189+Ht3HzvZk7rqObNp7Zy/uy6krZR5SMU2SwmZtR5R+z+/d8jyZvxZ0roMoD8WroO9QyPyBSIxlTW7TtBfwl3jfJtPQN4zYJGXtrfw48e18JtX/zSRXzw3Gl0D4RKZnUPRWKYFLCYJj7AcEVHFWv3niiJm6wQEaaj1sPaL17Ipq9dMuLxBc0VDIaiRc9Zyfc8H4t5TT76gxEOnCxua2e2RVqhLGiuoHsgWJLFXbHEDYArFzZxuDfAtmPFdxfqu4T5iFpnzqjhno+eySOfOicRbg3a6765BI6KYoqYHbXuEmUUZRZgJsJv33UqAN99eDs/SZl8OBEC4dH5P6Dl14AYbUmBUBRXWo2iTEzKNvUsMW1HAEdWthzEZOuZAGJWBkcR6M4xAV7nLNfvWo+dUDRG37AYrhgQM6Mo0/24SOPBAxnud7S2QuPPjfR8rGq3HbNJMVzgDaS5UWs8dk4Y3K6cyVVX57UTjqqGf16EMohYlS4rJwVob5xM5HLnVw+sUhRlPbAGuFdV1QeA24CLFEXZAVwU/xpVVTcBfwU2Aw8AH1ZVVU8X/CDwS7SA613A/UX8f3nVUsiCZ0lrJTEVOmrcfOsNC1EUhXlNFRzuDZQsEyScZ7CxtqjpQ1VVDvcMc88rh3n/2R28/+wO1h/sYbAE9th8HREz6zUnyZZ4+1kkGmPa5+/j9T95jo/8qbgtCankO3Ye4NxZyTbNb71+IVVuG1csbAQ0d1kp0Nt7irE4O6W9isFQlK1Hi78Yz2ZjH48ajz2R/aOjZ+tsONRThMqS5NtiOhbzmysAip5XE4g7s0xFEAZBE4qAkmU+FUsoOn16NQAv7C1+/o/uPsj3mM5vrhjhdAOt/aZ7IFT0qXzFFN06at3sPz5U9OEK2QQYnTcsa+ENy1qyfj8T02o9PHPj+QD87wNbixJCHAhHE2GkqSSFouJmIhXCUDiKM81RVOnSwqyN3iXONvXMYjbR7HeWrEU0H7LlzbntFrwOixCvcTY3cIVTDEEwW5h1Y4XmHCt2dlghZLpPE6Z1L8P9uB4YfUKQ9q50kbLGY6NLAKEovXXUbFKo9Rg/bCCYthlS73MQUzHUhZXpOlLvE8M5mWnD3e+0Gd5CONkY985PVdXdqqouiv83T1XVW+KPH1dV9QJVVWfE/zyR8jO3qKo6TVXVWaqq3p/y+FpVVefHv/cRVQTv6CSgkJv0Gy+bzbdev5C7P3wGrVXa1JkrF2miQammeOkfTLkG3c5r8nF8MMSxviD/fPkQMRXeumIKZ86oIRxVWbOnBGG8ebZKLZuitfG9FB+T/Ifnk+Onn9zeVbLR3pmmaYzHwhY/f//g6bz7jKlcu1xbEM1rqqDZ7yxpEG+x2nsWxQWYzSXI1smWGVEI02rdOK1mXimyuJHeFz8R5jb6qHBaiy5sBIsUaqwzt8mHSYENpWiXihbveDb7nfhd1hK5dYr33tTbjp/eXlxHZnHdbtq0u2LnkWUTYHSuXd7Ktctbs34/G81+J7e/eQkA249NXIQIZFgggeaIsZlNHBVg8tlwaLRQVO2xE4mphuevJFodMnzuTK/zsLcEbrV8Ges62eBzCNFeqGdlpR/HCqeNXhGEhCz3vW3x+9n9BgxCSSfb1LP+YMR4QTXLNCqAbgHaM7M5irr7jX/vZbqv1aZSGu8oSt0MqfFowp+R4e6ZxJh6n/Y+M/o6l9FVJ4hjcjJRvDt+SckoxPZf67XzxlNa8Tmsicc6aj34XdaSBIlC/mOeddfDxkO9/OPFQ5zSXklbtYtT2qvw2C386+VDRa8x33HutV471W4bO44N0NkX4Kv/2QzAhXO0fJ2nd5SmRa6Q1jPQJrV9+cq5Ixw+KzqqeKBEjqL0Xu6J0FrlwmYxlWRHuNDx3pmwmE3Ma/IV1QWjqirByNiOiHwwmRRm1HnYVeR8LW2RW5waAVw2C9NqPTy2tXP8J+dJMUVMzZHpY+OhUoiYhbndMjG7wYfZpLD3ePGu8ZFojJhanABzgPNm1WE2KSVxu6WLG6mcGAwVnDGxOC5ibz0y8dc/m/PJZFKo89kNd5vEYirBSGxUmLW+KDE6SDjTpCmdZr9TGKdJts/uKdUudnWJIGZlbtWscls5Pmh8BlBWR5FfHOddpveiz2lFVaE/YGxrXKZ7XVHOYci8MVbjtXN8MGj4e09zd4+8/tV6HYaPfE/fDNGneBkZaJ2pS0N3FHUaLRRFYyhp0Rg1XnHC8CcLUiiaBBTT9t9e7S7qIiKVfMc8z2vShKL33rGWnZ0DvG6p5oJxWM2c0l6ZaPcqRY35LCCn1rj5y9oD/OhxLWD75qvn8eO3LsXrsPDI5mNFrxEKaz3LRnu1NpL6ye3Fn4aU7WauEMwmhY4ad9GdOlDcti6ABS0VbDrcV7Te8EhMJaYWL/sHYEa9h51FFt2C4WhGN8REuGhuPRsO9RbdqVDM6yZowvbWo30Mh4rrIixk2l02bBat/WZbEds3CxWts+G0mZlW62ZjkV1kw+Mcxw/+YR0f/MO6gn53S6UTt81clLbYQIZFiE5jhfFuk+G4S2K0UBR3IxicATTW+7Gl0kXPUNjwqU5jDU+Y3eBjT/dgolXfKLIJ1PU+B8GI8RlA2VyM1W4bNouJIwJkeWXaHK3WxZhBgwXVDNl3HrsFu8UkxEI5GBm96VTj0bJtjM54Ckaio6Y3V7tthodZB8Ij72P1VkJDhaJoDKtZGdE6X+cVI4tN3yxMFcPrvQ66B0KGX38nE1IomgQUc8d5ao2bHccGSjZlCHLfeXbazCxq9Se+vnJRcpLPolY/2471Fz3YMzTGbmQ2VnZo+SS/e24fi1oqeNvKKdgsJpa0VfKXtQdKFL48OoStUK47RWu3KMZueDrFGkGuc/7sOlbvOV4S0aBY5xBok8+Gw9Gi7QwXUxjUmVbr4cRgiINFDLQu5rVI55R2rV1qS5FbDov93lzWVkk4WvyWqWKLmHMbfTy9o7to16V8r+u5sKjFz/qDxZ12N15G0UQwmRRmNXjZUixHUZZjWe9zGB5mrQtFrlGtZ2K4Eca6VuptSXsMduxoba+Z34tTql1EYyqHThrriMnWHlfr1QTBYuec5Uu267eiKDRWOEZMdjWKYCSK2aRgSREV9EVyp9F5NhnyIxVF0dq7BAh8z7RBor/3jHbuZAqjr/Joo+iNdDtldRQZKGBlcm7bLCaq3TaOGXwNydS+qrfFGf0em0xIoUhwVFUt6oJnxdQqOvuDRclaSCffti6A269bDMC337AQT0po8IqpmjhT7NH0+bbHAXzyopmJyUKfvWR24oN3TqMXoCThy9kmuxRCnc9BtdtWkpbDYDjzCNtCWd6uhbDvKPL7M9uo3UJZ0OwHYP3BnqL8Pj3rqpiCwTkztXDzx4vY1hUogaNoYUsFNrOJ+zcWrz0yGlOJxtSc89JyYW6Tdg1IzSkrBsFwbMxsnXy5YE4dw+Eo+4qU4VEKEXPplEpODIZ4qYiDFTKFoxaT2Y0+th7tn/BCITiGoNVY4eBIb8DQxYjumMu02w/G5mFASi5MhtdaP0c3Hym+KzUfgmO429prNIdvqSIAciUYzixQJ4QOERbrWY5hW5WLfSVyxudDphrrRBHaIrFRrhgQp/Ums6NIEz6MDrTO1Dpa5bIRjqr0GdhSGIiM/Izzu7RokZMGZu5oGYujP8/qfA6OGSzmZsqpFCVoezIhhSLByXec+3icO6sOgKdK1IYE+YkwU6rdbP/GZaOm0Uyr026mip1XU4iYZTYp3PvRM3nqs+dx5oyaxOPXndIGlCZ8ORQtbBJSNjpq3ewuwS5rKFpcN8SsBu1GXw8PLxbFdm101LipdFl5aFNxWg+L3d4DWrBrtdvGS/t7ivY7MwVQTpRqj50VHVVFDVwvhQumpdJFe7Wr6E6YYoZZA8xq0ATsYk23LJWjCOAzf1tftN8ZKGLGVybmNHjpHQ5PuDUsW5g1QFu1m2AkZuh0naSjaOS0x8rE+HnjF3GQ+T5jSpULj91SkiyxfBjr82ZmvRdFKd4mQ6EEs7ie6nxiCB1jTa2cXudhx7EB4wOjMwpF2kLUaMdCtvdgrcdmeG2Q2dFWK0h7a6a29Sq38e6dYHikKGM1m/A6LIa2xGXLgmzw2Q13FGWqTb++GT3BbjIhhSLBKfYCsqHCQY3HXnSnDmS24eZCpvHqtR47Xrul+EJRgYsek0mhrdo14rHETWkpJiEVcQIWQEeNlldT7J3qYgYGgxZGOrvBy0NFzn4qZpYSaO+HKxc18eyu7qKM+U5OTyneQldRFM6cUcMDm44WbRR5qVwbp02rZtuxfo4XaRGqt24WW9R6+2nt8Xa+4rWNFPtcn9Poo9ptK1rQfvJYFrNGTcwq5vSR8aaeTZSZ9VrNE3XjjhVaPzWeJ7e727gR77qjyGkb+XqbTQpNFU7Dp02NdU9kMinMbfSxqQSfybkSicaIxNSs154Kp5W5jb6STHXNh2zXnYQjxuCF1Fj3FrPqvQyHoxwoYlt1IWjHcOTr7HNasFlMQjiyMh2/pnjgu9GB0YFMYdYeMdqCMrXY60KRkaPoAxlcWJUuGz0Gh1lnWk/V+xyGizGZaksEbRssYk0mpFAkOKXYzW2vdrGnBLZdrYWieFOGptd72FrkQOt8A7fHwmRSmNPoZZPg49xBy3w6MRgqut292IHBoOUUrdt3ksEiBpIWczqbzunTqhkKRXmlCDvDpXAUAbxmQSNDoWjxWuQipVmML22rBCjaJKxAvHUzPWdloujtfMWc0lbM0fOg7TLObfIVbTMgWILPIEVR+MqVczkxGCradMuhUHTM1/ttK6fwtpVTCv79HbUeAHZPcPMiMEar4dRaTSja223cAnhIF4qsllHf66h1Gz5+Xv/MSd9c0pnX7GPzkT7DwkpzcS0vm1LJywd6SpJvmCvZMoo8dgseu8XwsOixXFl6FEAxMsMmQqb7NEVRqPPajZ/4lOXebEq1m/5AxNB2JcgsmFc4rVhMigCuxdFRBaI4itLXWJVum6HiVTbnX73PQfdA0NDQ6IzOMJcNi0mRrWd5IIUiwSmknWs8pta42Xa0P7FTXCwCWXpVC2VZWyXrD/YUtc6kbb04dc5rqmDLkT6iRbZAF3OcO8CpU7WFeLFcBjrFDgwGWNFRTTSmFrVlaqzMiEJZMbUaRYFndk68ZWqskc8TYWW8xmeLUCNkz7WYKItb/dT77Nz+2I6inEt6+0yx3U/Tat3U++y8sLd4boBgpPgurel1HnZ2Fqc1o1Qi5muXNANw8z1bijLlZigUxWXPfl2/clHTiIEJ+VLjseF1WCbcwhsYYxOg0efAbjGxZxxH0YnBEDffs5kXi9yiC8m8NGcG0U2EqWzZBA6dZVMqCYRjJdnAyYVcNqNWTNU2Ge7dcKRcZY0i22ACRVForXIZ6hyLRGNEY2rW+7RZDV5MSmna/vMhU+sZaK4sox1F2TYgmv2ao+JIr3Fh6qqqZnQUmUzxsG0B3FijwqzjQpGRbV6ZBjbUGhxOns2t31DhQFWNzQLKNFTAZFKo9doNdztNJqRQJDilWEBeNLee3uEw6/YWOQemyC0Uy9srCUZiRc0bKLZDa16Tj6FQlL1FdmiFxhihXAjTaj00+538Z/3hov1OKH7rGcDSNj8mBR7fVkzXRnHfm6Dt5Mxr8vFMEaZglaL1DKDCZWV+UwX3byzOgqRUjiKH1cxnLp7FxkN9RXEVJdpnipxZoygKZ8+o5aFNxxgKFcfxpk1/KW6d0+s8DIej/LsI53up2vj8LhsfOW863QNB3vKL5ye8cBkMRnDbRrtgdA73DHO4p/B/Q1EUOmo9E24LG2s6m8mk0F7tHtf5+d7fvcCvVu3hdT9+tugOn6Exzp0Gn4POfmN3icebvKhPUSxm5lk+5BL+fun8BqZUu/jnS8Vx0xXCWBlAbVVOQ8OiE9mcWe57HVYz02o9bDbcUZQl58nrMFwoyuYoaqhwAhg6XTH5+o4+djVemwCOogxh1rpQZGCbVyZxrd5nrHst22bxlHhUx77jxgnO2c6BOp9DOoryQApFghMqsgMG4PTpNZgUeL7IPfKZphhMhGVTtBu+dfuKV2coWryx85CcslLs3cvxdk3zRVEULpxTx5YjfUUNgCxF65nXYeX82fXcV8Td1lAJxroDnDerjhf2npjwYk1fXJQi/+fqxU1sPdrPoQksknUC4eIKmKlcOKcep9XMr1ftmfDvSjqKil/rVYubCEVj3F2kRV4pRMzL5jcCcM8rEz+HhoLasXSP4dYplI9eMJ2PnDedTYf7OO2bjxUsFkWiMYKR2KgA5lQ++ZeX+eRfXi6wUo1pNRMbCqDvpI/Voj21xs3uMa4nW4708eL+HlqrtAXf1+/ZXHA9mUiGWWcQiiqcqKqxGSLjbUjV+xwsbKngHy8eLGNVSXKZWGo2KSxrq2Tj4T7DsmLGctlOqXZz4OSwYWHRuTjp5zb52FLkaIJ8CUaiGe9/ar12w3N2si3gGyt0R5FxC+WxXKo1HrsQU8/Sj53LZsZuMRnrKMrQrlfvc3B8MFS0HMp8ydb9MFWA6Y7ZNrLrvXbDM9gmE1IoEpxSBIl67BZaq1zsKnKgdaDI7T21Xjvt1S5eKKLzqZgZRQAz6rw4rWaeKKL7BUqzeJzT6GMwVNwAyLF2JSfCyo4qjvQGOFDEEd+lqPPaZa2oKty5Zv+Efk8pRpDrrOyoBuDPE6wRStPCp1PptvHuM9t5aPPRCe92BksoFJ05vYa2KhcPbDxalN9X7Il8oO1+vvnUVlbvPj7hHJTBuHNqLBGmUOwWM5+5ZBafvWQWAL96ujCRcChcOjErlY5aN0d6AwXnpyUdwtnrnFHvYXfXYFb308+e3IXNbOLfHz6T9501lce2dhY1q2UskbU9vktcimEYuZLLJso1i5vZ0TlQkta88dDv2cb7vFk5rZqu/mBRXH+FMJZrubXKRSgSM8wVk4vze26jj0M9w4ZmxmRru6nz2ukdDifaOI0gm6Ba47FjNimGOor045Lp/ddY4eBIj3G16W2P6fdiiqLQUOFgv4EOmUzDROrjU7yMEteCWa4j9V6tjdrITLtsQm69z2H4RLbJhBSKBKcUYdagZYI8t/t4UbN1SiFuLG+vYt2+k0XbdSv28bRZTCxvr2RXkUfPZ5qmMVHmNVUA8GwRLfnD4bEDZAvl3FlaaHAxbqJjMTXeq1z8y11btYulbX7ueG7fhCZPlEIQ1tGDP3/w2E76AhPLgsk0daOYvHF5KzEV/rr2wIR+j77YLXbrGWg3jFcsbOTpHd1F2TUu1bSus2bU0h+MsGaCeUp6K1IpRZgPnzedC+fU88fV+wtqedFdT6UQs1KZFg+03lGgUKK7TcY6h/Rr3/oDPaO+F4nGeGjzMa5Y1Eil28YVC7XMpRv//kpB9WRiOC4MZsoo0h20pZj0mSu5iP7nz64D4Lb7t5ajpBHkmul18dx6AH7x9G5DXEVj3a9NqdLbRoxZ5CUdttnPkwUt2v3MI1uKOyE1H7JmFPmMn96VzVFkNinUe+0cNjCjKHEdzFBfW5Wb44MhBoo4zCQfxgqjn9fkY+tRY9odVVXN6Ciqi0/xMqqVKptrR2+jLnYsRz5kD9q20zNkrJA7mZBCkeCUSig6f3YdJwZDvJzhZrRQgkUOswZYPqWSE4OhMa34+VCKCT61HjuHizxuNJsSPhHmNfloqnCwqoiB1sOhaEkW49PrvMyq9/LtB7dNOMx8vLyDiXL96e0Mh6MTyn8KhEvnKDKbFG44uwOAxycwrSsWU7PuoBaLKdVuzp1Vy3cf3j6h9+nwGIG8xUBv7SrGAr0UjiLQ2iI9dgv/eHFiLXK6e6bUIszN18xjOBzlPb9bm/fP6nlRpXYULY/n3zyzs7D3ZiAyfsi6Luxmcu1sOdLPUCjKubM0IWRRqx+A9QeLJ9wM6qJbhuu632Wj3mfPqf1uIBgpiQCSS35fe42bs2fWsmbPCXZNcEpdviRE/3Fq9Lts/M+ls9l4qM+Q4OixnFmzGrwoCqwpcjxBruTiyloxtRq3zWxYjZB9Q6/Oq4/gFrNFs7nSycETBgpFYzgr2+IipVHOnbG6DlqrXBzuCRjSkhmKxlDV0eJpnVcTJY3KKQqNcR1pr3EZ23qWRSzVxTWj20MnC1IoEpxSTZw5d2YdZpPCY1uLtxuTKWhtoug35sUK3k7sFhQxgHnplEq6+oNFzSkqhQPGZFI4Z1Ytj249VpQ+a1VVGQ5HcZZoAXnxPG3HdaJZRfruVbFDt3WuWtREs9/JV/69qeAbiOTiojQ1fu6SWbRXu/jafzYXHESrnzuldBQBfO6S2QC87Ver+f1zewv6HbrwVgoRE7TdbJ/DwqNbO/n6fwrPiMlmcy8GTpuZKxY2ct+GIwW3SkHSUVQK52AqjRVOZsSnta3N0wWVrLG0Ylat1860WjcvFhi4ru9gjuUgc9kstFe7MrZN6dP2TmmvTDz2qYtmAvD87uI4RYdCEVw2MyZT5vHzLZWuccWXBzYeYf5XHuRzd71S9OyMXPP7vnPtQgD+lSFLLBZT+cq/NnLZ95/mm/dtKXJ9ud+zXThHE/xW7y6/2DGWa7ne56C92s0Wg9wTgRxznha1+nl6R7dhzoBglgmG9fGFqNGB0bYsr6/RTo9E61lGR1FcKDJo6t5YMQCtlS5CUWNaMrOdE/UJR5FxrWfZBN32GjcHTgwXfSp0roQiMeyZMop8upAr289yQQpFghMo4TSkJa1+ntzeVbTfOd40kkKYVuum0mUt2jjqUogGF8Ut5M8WYfqVTqnGkL9t5RQC4RiPbJ64QFjqxfgnL5xJa5WTu1+aWPvZULi0jghFUbhgTh0xFb70r40F/Y5cAlAngsVs4s2ntnFiMMQ7frWmoN8RKNHI+XTmNvn454fPAOBL/9rEZ/62Pm9xazhcWuEN4PfvWQHAr5/Zk7ewoTNc4mN67fJWhkLRCQX7DoYi2CwmrCUSWlO57fULAHjDT59j+Tce5j2/fSGn9lO9TcE9hpj1vrM6eN9ZHROucWlbJS8d6CnILRPIofUM4LRp1by4v2eU8Pzi/pM0VThojE8uArh2eQsAf31hYu2aOoOh6JjXytOnVfPygZ6srSEHTw7x6b+uB+Bv6w5yy73FDdvOtcW9zutgTqOP+zJkiV3w3Sf53XP72HKkj589tbuou975CEXT67RWxs8VsXUwV8ZzMk6tcbPjmDFZVLkew7eumMLRvsCEMwILJdt7sSUeNH+wiHmQ+TLWRNr2Gjed/cEJbSBMhLFaC9uqdaHIoLZHfY2QxVEExohYwSy5TlUuGxaTYmjrWbbzdGq1m1A0NqFpoxMh27AdPdfJKHFtsiGFIsEpZT7ExfPq2Xior2jW7GA4WvQFj6IoLJtSxdoijMwGfTSxKetuaSHU+xxMq3UXdRxvKUQ3gNkNPrx2C/cVYVx6MgemNJcRk0nh8gVNPLW9a0KhpOXIWPni5XMB+OPq/fzr5fxbfUrREpnODWd3UOOx89zu43z6r+vz3ulPLMbtpXVtgJah9ot3LAfgrnUHmfGF+/nC3RtyXpwHQqULs9ZZ1OrnT+/VxKI3/PQ5vvyvjQyH8tvZTr43S3NMl7b5WdTq538f2Fawk2woGB1TgCkmy6ZUcfPV8wDoHgjx6NZOPnbnS7TfeO+Y4nbvsJa95XNasz7nwrn1XBgX9SfCwlY/JwZD/G1d/uJbrmLr6dNq6B0Oj8qT23CoN9FuptNY4eS6U1p5YNPRRAveRBgMRvCMca1c3OpHVWFbFrfJdx/ezmAoyn8+ciaKAne/dKi4bdl5OJdfM7+BnZ0D9A6NzGbThaE73n0qQNGC6fX6ILdruaIoielA6TWC5totxWI+l9y+OY1ednQOFG2gRD4kM/vGvu6s7NAc5/dvKN7rlw/Z3BQ+h5UKp7Wog0PyJZvbCTRHERg3ujw4hqOowqkdO6Nq0ycjZ6pND/M3wo0VyJLrZDIp1Hnthoke2dq7QBMkgaJFh+RLttrqvcbmOk02pFAkOENjBEtOlPPiOQcTyS1JpVTixintlezpHqS7CKn+w+HSZOqs7Kjm2V3Hi3ZDnKu9Pl/MJoWrlzTxxLauCV8kS50DA/CWU9twWE289RerE4vBfClH0K3NYuLvHzwNgI//+eW8d1AGgxFMSuncWaAtSu7+0OkA/P3Fg8z84v3c/dLBnEMj+wPa87xlEIpAc+r96b0reNvKNkAT4abedB9/Wj3+7nF/wmFS2lpPn17DJy6cAcAdz+3j98/vzasNYrDEdSqKwhuWNjMQjPCJAkfDD4YiJW/pSuXtp7Wz55uv4aFPns0Dnzgr8fh771hL+433ZgwT1YPkK922rL93V9dAUTZFzouHTX/urlfyDtsP5DiN76K59ZhNygiXau9QmH3HhxIhvqlcMq+BoVCUDUXIKhoMju0omlnvBWB7BrdJJKq5VZv9Tha0VPCdNyyiLxAprhATieZ8n7G4zQ/AK4d6Eo/p74Frl7Vw9sxaFrZU8MCm4tYHubvAv/CaOQDsTHtvqqrKm37+PPO+8mBRIwIgJbdvjBovntsAaOJkuUnkxIwjqFZ77LxxeQtbj/blLdIXA20KaLbJcU4OGJwDlN1RZJzgAeOHlS9sqTAseyowhtDb7HdiMSmGhLwHI9k/O+p8DsPaqMZyrs2Kf1YUcypnPmSrze+yYjObpKMoR6RQJDiJHecS3KjPqPeyYmoVv3h694QDg2HsHYyJsDyex7C2CDlFw+PY6gtldqOPYCTGI1uKKbqV5vTUJ+XcOsFshuEyuDbaql18742LGQ5HWfS1hwrKIkiO9y6tK2LZlCp++65TADj9tsd408+e44GNR3MSD/sDYTx2C4pSPKdbJlqrXDzyqbMTX3/yL+uZ/5UHuf3RHePWqQtKXkd210axOX16Dd+4ZgEvfukimiq0XaDP372Bnz+1a8w8qIFABI/dgrmIzsFsfOz8GbznzKkA3HrfVmZ/6YGchcJEcHAJ35tvWzkFq1nh3leOFNSiMRSMljwkOh1FUZhZ72V2g4/7PnYWPkfymn3dz58f9Xl1Mu7G8I/hKPr8Pzbw+X9smHBtLZWuRGvkx+58Ka/Q9aFwbq+3w2pmWVslD6e4qPTpdYtb/KOeP7NBuyH/UxFacIZCkTFf72a/E5fNzAsZFnLrD/bSF4hw42VazthVi5uo8di555WJO1h18vlsXBg/Vi/v70k8pg8d+NgFmsB74Zx6XjnYU5TcPr0+yL2NeFq8/SxdxPzLCwcSi+V3/3ZtUQN0c2l1ntXgxWxSWFckN3c+5HMML5vfSF8gwkfvfLHUZY1iLFdWa6XLUEfRWC1BU+KOIqOChseb8rq41c/u7kFDsqfGeu9ZzCZaq1zs7S7/6zpW23K9z26YO2asFtZKt43WKmdRNjAKIZSlNkVRqPXaDQsAn2xIoUhwBkOlG/MM8K4z2jnWFyyKeh8Ix0oy5nl+cwVOq5m7CrD6pzNcgvY4gCsXalOQfvH07qL8vmy9tcVgZUc1AP96+XDBLh1ICkWldhtcOr8hseCf/aUH8r64D5cpjBfg3Fl1/PRtSwFYvecEH/jDOqbedB+X/t9TPLz5WFYxpj8QKZsAM73Oy6OfPifR4gNau8jUm+7j4u89mXVB0h/Q3iseR/ncJTpVbhvP3nQBf32/5tq69b6tYwqduvBWDkwmhS9dMZd/fOh0Tp2qtUKcfttj/PTJXeP+rC5ilrJWRVH454fPoMJp5aZ/bKD9xnvzWhSX21GUztwmH6989RJ23/oavvCaOfQMhXnnr18Y8ZyeoTA2s6ks5zhoCxn9vZjL66yjuxtzaTU8b3YdO1Lapl7afxKLSUkMeEil2e9kep2Hx7Z2Tjg4dLyMIpNJ4U2ntHL3y4dGTSZ6ansXigJnTq8BwGo2sWJqVVF3lAPh8aee6VQ4rUyrdY+Y7vrsruPMbvAm8kbOnFGDqhY+yS6dXN0wOq2VTmxmE7vSptzp9ztvXaE5KvN1r41FLsMTHFYzzX4nv1q1p+xZNmMFCqdzzkzN4VesTbpcicZUwtHsgwhaq1wcOlncabi5oqrqmIKqx26h1ms3TCgaL6x8Rr2XaEzNabpisQmN896bUu0ypvVsjImZ9T6HIe6YaEwlGlOxmbOfpwuaK0Y4OstFLKYSGaO2ep+dYzLMOiekUFQG1u07wet/8iyHCgj0Gg5FcFqzTyCZKCumVuO0mrmpCDutpXIU2S1m3rCshUe2HGPvBD/YhkPRkrRK+V02bGYTa/acKMqNQana+HS+eLlmd//s39YX/DuSGUWlXZwpisIrX7k48fWptz7KlT9YxYv7T+Z0rAdD5cvWAbh0fiN/vmElDfHJCgBbj/bzvjvW8pMsi8q+QARvGQWYabUe3n5aO7tvfQ0PfOIsrlmsucy2HxvgC//MnAWkt56VS4DJxKlTq/jxWzUh7per9vDdh7dnfF5/mY8naCHHf33/aXzkvOkA3Hb/Vr74z7Gvq3prsavEx3ReUwUPfTLpJFt688M5twMNBsd2mJQLk0nh+tPbAXhu93FeOdiT+F7PUIgKl7XkjrxUTp1axQ1nd7B6z/GcF9L5uBvnNfmA5KSz7ccGmFrjzrqB8NHzp9MfiPCrVRPbrBjK4fV++8opqCqsShNXntrRxaIW/4gWwDmNXnZ3D7K5SFNB881CXNxaycvx8PHugSAv7D3BJfMaEt9f2FxBtdvGPzNMRyuovjxEDtBcClNr3CMcRZ39AV7cf5KPnj+dr101jwafg3teKaZQlNtQD31Qx79ezv5vbz7cx7U/fbaoWUZjZdikYzIpic+vco5UH08QbK1yEYzEOGzA5LNwVPv8HmuzcWmbPy83ZDEZq40KYGa95rIrZktorui1Zc3dqXaz7/hQ2QXAsdqW630OeofDZXdghXLI1lzQ7OfAieFEe3i5SEy4zlJbvc/BEQOnEk4mpFBUJtbtO8kZtz2W986atrtXupv0SreNKxY2cvDkMH94fl/Bvye5u1Kat9T7z9Gm1fyzgKDgVEqVUQTwkfO1BeJErdrJkdmlOz3ffYbWKvPQ5mMFj59PZhSV/jLitlvY9LVLuHCOduO64VAvr/vxs7zj12vGdUXpu/ilFrRSWdlRzfOfv4Ddt76Gn719WeLxbz2wjb9ncMb1B8L4ytjSpWMyKcxu8PF/1y1hxy2Xce6sWu5cc4DP/G30FB699cxngKMoldcsaOQP8Yljtz+6g9vu3zrqOQPB8gtFOp+5ZBZfuVILN//D8/vHnEY1oDtMyuCEqfc5+PsHT098/YE/rKP9xnvHnZY1VKJ23UKwWUw8/bnzALjqh88kblSP9QWo8djLXs+5s2oJR9Wc3ShDwdwnMJ42rRq7xcTzu7Xsu1cO9jC70Tfm8wFuf3RnTrVkrTGH13tqjZtar53Ve5Jh273DYdYf6OHsGTUjnvumU9qwmhX+PoHJe6kE8sgoAi2n6PhgiIMnh3liWxeqmhRAQBNqLp5Xz9p9uW08jMd4bTWZmNvkY92+kwk3552rDxBT4fKFjVjMJs6bXcvqPSeKNmY66Sga+zh+8fI5NPudfPfhbUQyhOFHojFe++NneGHvSa796XNFzGjMz5X1njO1+8NNh8vX4jLe67w0no9VzCEnuZJLBtWStkqO9gXoCxTuKi+U8VoLO2o0oWh9ihOwXITGqa292sVAMMLxIrWq5koyzDpDRpFX++zrLLOrKJdr3cJ4pl65s87GGxAzs97Lnu7BnDM6/5uRQlEZWNpWmRiDetn3n85LSBgORXGVeDf3Q/Ed8C/+c2PBffrj7RBMlJZKF2fPrOXXq/ZMaNSi1npWmhovna/tUv5jgjuT+d4kFYLJpHD/x7Wg2A/98UX+vGZ/orUoV8qRUZSK227hl9cvZ+vNlyYee3pHN4u+9hDtN97LxiwfROV2FKViMilcMq+Bvbddnsg1+fTf1o9aWBrhgEnHajbxo7dobp2/v3hw1A677igy4jimc+aMGv4VP54/fXLXqCDH/kAYjwHCm847T29ndjw35nN/f4W7X8q8SB4q4yQ5gGVTKtn+jcv4xjXzE4997u+v0H7jvVmvq/2BSNkCzHOhtcrFO06bAsDML95PLKays2uAabXusteyfEoVHruFJ7Z35fT8XDOKQDsfZzd42XCol6d2dNPZH0y02WSizuvgdUubialqwRPuQLtejidcKorCiqlVrN6ddNCu23eCmAor44KVTq3XzqlTq3h+98QXzPqGVD6OogXN2kJl85E+Ht/aSZ3XnnBr6SxpraR3OMxzRahRn7g4nlsnlZUdVZwcCifGbj++rZPFrX5mN2h1njG9hv5AhJcmMP1zRI05ZBSB9jq/flkL3QMhVmeIJ7j9sZ2J+5WjfQGe2JbbeTAeiXugMVpaUplWp537O9Pa90rJeAvROQ0+vA4LLx8wIOMpPLYrBjRXMcBDm4oblJ4L44X62ywmrlrUxKbDfRkFylIynog1JT7Ja6LdDfmiH7NM64L6uHu93K1UuTiK5jcZIxSNV1tHrRtVhaPSVTQuUigqA4qi8MinzuGjccfJ63/yLOd/5wm+/8iOcW/oBoMRXNbS3qRPrXEnVN+lNz/MX9eOvcOciVzCESfKFy+fQ18gwlf/vang3zEcKp2jaGa9l9M6qvnT6v0TchXlagufKHMafVy1SLNs3/iPDVzxg1V5fSgPh3PfHS8mDquZrTdfyvovX8wHz52WePyKH6zKeD4NBssTZj0ei1v9/Pqd2sj3t/5y9Yh2lf5g2HChCDTB4snPngvAJ/7y8oj3w/GBIA5r+XJgxmNRq5//uVQLzb3l3pF5RUYLb4qi8MAnzk44eD75l/UczBBsOlCm6Wyp2Cwm3rZyCnd94DS+9fqFicdPv+0xHkqz+quqStdAkBpv+d06Y/G1q5L5WluO9nHw5HBi4ZONj54/g4+eP6OoddgsJs6YXs3TO3IUioJRzCYl58/Js2fWsmbvCX7/nOb2vXxB45jPv2B2vTb9bAI35YPBSE6tkKdPq+FoX4Ad8cX56j0nsJoVlrRWjnruohY/mw73sf1Yf8F1Qe5T41KZWe/BaTXz4KajPLW9i/Nm1Y1qUdQdRi8XwcEwFL/HyCcuYE7cKbb5SB8nBkOsP9jDubOSouAZ0zSX1hf/uXHC9UGq42T89+ENZ3egKPC9DG2+T2zTcoFe+MKF2Mwmni5SK1MuGUqpuGwWmv3OUZPjSknynjfze9FkUphR58k4HbDUjNd2A7B8inaeGuHayWW9cOHceroHgoY5UbK9ru0GBYEnrn0Z6tKFonKLHuOJpQAVLitTql1lD7ROXEOyrKOq3XEXlswpGhcpFJWRT1w4k7/csJJ5TT52dw/yvUe2M+ML9/Pzp7KHYQ6UKR/iXx8+g6vjfd6fu+sVvnD3hrymbAyVIa9GH8v70OZjBfeiB8KlySjS0Xe6v3Hv5oJt2INldBnc/uYl3PUBLZR13/Ehpn/hftpvvJfXfP9pjvUFxnwPDIe0D4lytnTpOKxmKlxW/ufS2ey+9TWJMZyv/XGyHUXn5FAYl81cNufTWJw/uz6xw/2WX64GtNC9Y33BxIe90UypdnNpPMPjZ08l806OxmssZw7MeHzw3Gl8+Lxp/OvlwyNuRI4PhqgeY1R6uVg2pZJ3ndEOwJn/+/ioQNrjgyEsJsUQUWt5exVvPKWVvbddzlnxdqEbfr9uhNutPxghFIlR4zH+WKaiKApPffY8FAUuv30Vqpp0jmTjzBk1nJnWFlUM5jT6OHhyOKfJoVowuDnnc+iNy1tRVXhkyzEWt/rH/exa0VGFxaTwq6f35PT70wlFYoSjak45ZLqQ8Wz8/fLCnhMsbMlc4zvPaEdRyDkXKxvJxVLut64um4XTplXzjxcP0R+McGV8cySVSreN6XUeHtk8cXfFUDj/uICZ9V5MijbZ9c41+0e1x+mZT/uKlMEznsiRisduYUadJ+F20glHY+zsHOD606ZQ67VzytRKHtlyrCjtcXp9+WyWzaj3lHUMdy5tN7MbfWw53Ff27Jhcjl+l28ZZM2p4ZMuxUfdMpSYQ0QRzyxj16a175Rayxs2eqnTisJoS2XHlQhdlMrkpW6ucAOwrc8h2roLzguYKXimzUDSeo2h2o7ZmeCllIqYkM1IoKiNmk8KKjmru/dhZ7L3tct53VnKk8rt/+0LGi/XJoTBVZVjwKIrC969bwvxmbWfrj6v38/+y9KVnQm9bKvXkJj3v5RN/eamgD9+hEjqKAC5b0Mh7zpzKS/t7+H8PZQ7aHY/kGPLyLB6Xt1clcj90Nh/pY8Wtj3LR957MGtRarjDr8TCZFP7z0TO5fGEjGw/18btn9474/snBEJUucRa6er7O+gM97O4aoHswSCgSo7nSaXBlSX769mWc0l7Jtx/cltg1PtYXEEbMSuU9Z3bgd1n51oNaVlEwEqV3OGxIZk0mPnfJbDribVEfu3Pkdev4QJBqj61kwwpy5ffvWcGfb1gJaG43ffBCd7+WeSDKsUylrdrFG5a2JL5eEl9YZGPT4d6SZJjMbvCiquR0IzwUjOblHmtJuSa85dS2cZ9f47HzxlNauXfDkaytuGPWl0fYdmOFA6/Dwtp9JxkORXnlYG9i6l86dV4Hcxp8E24/CyQWS/l95ugh6JUuKys6Mtf4llPbeHF/T0HHLZVCBmY4rGZWTK3m7y8e5NsPbmNJm595TSOFz7evnMJwOFqU0Oh8HTtvOqWNzv7giH9746FehkJRTp2qtRpevqCJ/SeGeLEI7XHBSAyb2ZTXdXFxq58dnQNly9wZr0UJ4LL5DfQHIzxcBAEyH4I5nifvPauDI70B/lJAF8FECIZj44q9zX4nU6pd/KJA0btQEmHWWUQsi9lEIBzjr2sP5h3XMBGSrWejX1OXzUJThYNdZZ4Sl2snyYLmCg71DNM9UL4MpfFcdTUeOw0+x4ghApLMSKHIQG66bA73fPRMar12HtvayXvvWDvqOT1DIfxlXOT+5yNn8okLNXv+jx7fxfQv3M+VP1g17g22nl9SanHjknkNfP+6xby4v4fZX3og7x3AcrSk6MHbP3x8J5/6y8t5/7wuFHns5ctYaa1ysfnrl/DSly7iD+9ZkZgisqtrkHlfeZDfZwg6H44vKhxlCLMeD5vFxA/fvITzZ9fx/x7eNsKCe2IoVBaxNVcqXFZW/Y8mzP3i6T0cPKktypv94ghFADdeprV1vfu32ihyUYWiKreNN5/axtM7unliWyfHB7SctVpB2qWcNjOPffpcPnPxTEBzG+p0D4SEEWFWdlQndis/9McXAa0+EFMoAvjqVfOwmU28bWUb1ePU+PX/bObr/9k85nMK4YzpNVhMCk/mkM+iO4pyRVEUHvv0OfzjQ6dz7fKW8X8A+OA5Wjvuu3/7Qt75HoMhPVx9/M9IRVF4/dIW7t1whMe3dRKJqVmFItDcTi/uP5mT8yobhbSegTZC/b6PncUTnz0Pa5YF4OuWNmNSmPCifrjAASTvPWtqYjDD6Wk5TwDXLNE+k5/MMQ9rLHIROVLR3WNPpbRY3r/xKIpC4jU/b7b2nGJMjwtGonnHGCxq9aOqsKVI0/XGI5klmf21PmNaDc1+J39+YX9ZatJJnidjH8OzZ9SwsKWCP60ub33BSGzcIHVFUVjS6udQz3BZ27zGcxRB8h7/+d3lcxWN5SgCmFbnKbvokUuLI8BZM7Rrw72vFDY4pxBCOUR4TKl2Fc2l+WrG+BXefzEmk8L85opEKOtT27vY2Tmyh//EYHkXuYqi8IkLZ/Lop8+hwqkJFRsO9XL57as41pe9l3OgTEIRwNWLmzljunYj9d471jLzi/dz7U+f5d/rD7NuX/YLdzgaYzgcLbnrqc7r4I53nwpowdZv/9XqcSdzpaIfS0+Z21FcNguVbhtnzqjh/65bwoavXszFcfv7l/65ka1HR96AnRgM47aZ85pAU0oUReErV84lEI6x8puPJh4v9zmUCy2VLlZ2VHHnmv2JBWZLpcvgqkaybEoVp7ZXEVO1D/hjfQHqBRFf0vnIedNp8Dn49F/XJ65TtYKJGx85fwY3nN3BH57fn2jv6h4ICiXCbL35Ml63pJn1B3p4bOuxRK6SSG63VNx2C9tvuYxvXLPAsBq8Disz672sP9gz7nMLGU7RUethaVtlzu1qrVUu3rCshc7+IK/98bN5tUAnprLlWOM1S5pRVU1YtFlMLJsyOp9IZ2VHNYFwjN8+szfnetLJdQGciblNvsQ9TSb8LhvtNe5Rn3P5MhSO4iwgc+zsmbVcvbiJN5/axqcumjXq+0vbKmmqcBQlMHq8HJZ0OmrcVDitbDyUPDaPbDnG2TNqE4J8vVfbRLgrw1TPfAlFYnkP85gezyjbnSYqvLD3BGfc9hjX/OiZCYmU6eTSemYyKVy9uIlndh7P6x5wouT6+iqKwoVz6tlypI+TZZziFQhHc2of/cSF2ubKvyY47TgfcskI/eSFMzEpsCGHa36xCISjKEr2uqbVetjZOVC0yYi5kBRjxn6fzW3yMaXalfN00GKQi+Cnt6vqTlpJZqRQJABNfmfCYXDhd59KqOfDoSjBSAy/q/zTe6bVelj/lYt5+csXJfIrVtz6KL9/bm/G5/eVqfVM54/vXZkIMg5FYryw9yQfu/MlXv+T57IGUpZTzDpjeg1vPrUVGDmZ668vHBg3PK0/4SgyNtzY67Dys7cvS2SsfO6ukSPTjw8Gx93FLzdTqpOTj3S32fEB8YQigHNn1QHw/Ud3AGIuxn/4liUAfPhPLxIIx2ioEM9RBJpg8PplzRwfDPGRP70EQEuVeMfz0xfPxGUzJ7JauvvFEooAPnnRTCpdVj75l/Ws23cSkwKtgomYorF0ip+1e0+Oa63XHEWlv67rIe8bDvXy0yd3j/PsJPk4ikBr91kUH4Tx2Ytn4Rvj8/+0uEvmm/dvTUzMzJfEtK4StTsvavHz3K7jE8psGQ5FcBVQn9Vs4vvXLeGbr1uAOUPLlaIoXDq/kSe2dWZtB88VfSpWrq4dRVGY2+hjc9xZfqwvwO6uQc6cnsz8MpkU3rKiDVVlwpOqgpFY3htQTX4ndouJ3SmuimhM5ZZ7t3CoZ5iXD/Twf4/smFBd6TXC+G4KPRctfVBAKclHUNU3XX/6ZPas1GKTi6MIoL3Gzdkza/nl03vKNv0smEN+ksNqpr3azaYyuddAe03tFlPWDYMlbX6GQtEJC935kE8L6+JWf06bKcUiF0fRBXO04Q/FGGLwaiZnoUhRFLOiKC8pinJP/OsqRVEeVhRlR/zPypTn3qQoyk5FUbYpinJJyuPLFEXZEP/e7YpIqagG01LpSlywf/z4TkBrmQGoMjBfxe+ycce7T+W9Z2p5Sl/616aM1uxytZ6l8j+XzmbvbZfzp/etoC7F6XDNj57hNd9/epSynqyx9GKW2aTwzdctZPPXLxnx+Of+/gqn3vIo33pga1blv5yC1nhoLp15XDy3nlcO9o7IHzg+EKJasJBbIDGG/r13rCUYiXKkd5hWAUWYG87qSIxQB+OFwUzU+Rz86X0rEl/r4paIfObiWbxhWQuHeoZpqnAwo847/g+VGbvFzMoOLYukeyCotZ55xTqHWqtc/O/rF9I7HOaPq/fTWuUadzH03867zphKOBrjh4/tJBCOZnUuDIWi446eLwa1Xjs7brmMjho3//vAVr778PacdpoLmRB5y2sXcO2yFt54SuuYz/M5rIlryQf+sC7n359KcIzJP8XgioWN9AUiGVutc2WogIyiXLlgTh2RmMqaDKPq8yGYw257OvOafGw92k8kGuO5XVrW1GlpLXKntFcSisYmnJWiCUX5XXPMJoWpNe4R//b//P0VXj7Qw9eumofXbuH3z+0rWrB0rmLbiqnVuGxm7t1wZMxzcCAYKVpt+bRoLm2rxG4xsW2CEwnzIZ/WwmuXtTAQjJRt+lkox/feObNqeXpn94RF21wJhGNjvp5z45MTJzpZMh9yEWN0Frf6OdYX5EjvcKnLAiCYQ1vc0viEznV7J56r9momnyvxx4HUGcQ3Ao+qqjoDeDT+NYqizAWuA+YBlwI/VhRFf3f/BLgBmBH/79IJVf8q44/vXcmKqVX8bd1BXtp/MmEFLWdGUSYUReGLV8zlnfFAyPfdsZZtR0dejIwQinROn1bDmi9cmBCNQAtjXv6Nh0f0NiddT+Wr0WWz8PhnzuU71y7iS1fMTTz+4yd2Me3z92XcWdUD8kQSDr71hoWYFPjhYzsTrQzdA8HEiEmRWNzqTwTb3rXuIDF1pNNIFEwmhR+8WXPsXL5w7LHXRnL6tBpe/NJFPHfT+UyvG3sEuZEoisI3rpnPJy+cyc/evjzjrrwIfOLCGQyFopz9rccJRWPUecVzaV08r4G3rNDCk9+cQ4jyfzvTaj28ZkEjv312L7O/9ACzvvgAd2Rw3w4Gy+MoAs2hctcHTwfg9kd38KP4BtRYFDJxc35zBd++dtGYbV06p3VUc+2yFp7c3sVPnsjfwTAU/7wsJAMoF86fXUdHjZvvP1LYIAooLMw6V5a2VWI2KRMOjM639Qy01zkYibH5SB8Pbz5GldvGnPjiVEcP4J5oaHwwHC1InNbbb0ATXvQ2uLevnMIP37qUgWCEVTuK0/6SfC+Ofa6YTQofOncaT2zryjr1b8uRPuZ/5UFmf+mBoohF+WRQKYrCFQub2Hiot+BJvfkSCOfmKAI4a0YNJgUe29pZ4qo0gpFYTu+9S+c1EIrEitIKmgvBSHRMgby9xo3VrLDtaPlyisabLJbK4lY/UL4pdrnUVuGyMrvBy+oJCu+vdnK6EiuK0gJcDvwy5eGrgd/F//474JqUx/+sqmpQVdU9wE7gVEVRGgGfqqrPqdrV6I6Un5HE+b/rFmM2KXz6b+vpGdIEA1HaZr561Tw+kBKUmTo6vWc4hNWsGD4B6/RpNTxz4/mANjHubfER5GCcmDW1xs0blrXwnjOnsvvW1/D795ya+N5bfvn8KJt773AYi0kp2c1wIfhdNj598Swe29rJr1btQVVVDvUM01AhnlAEcPt1S7BbTHzh7o2A1ossIjPqvey97XJ+9JalRpcyJlVuG40V4rmy0nFYzXz8whksaBl7VLqRLGiuYGFLRWKhMa/JN85PGMPXrprHn963gved1WF0KUXhc5fO4nOXjs5+KRbvibtudb78r02JRavOUIFBx4VS5bZx5/u0aXbffXj7uEHIpRZiFEXh0xdrr8EPHtuRGNyQK/3B0m72KIrCrAYvfYHIiBamfBgKRQtqPcsFp83MjDrPhFslcsnXSeecmbUoCnz7wW3cu+EITX7HKDG+o8aNx27h0Qku6gM5tialM6fRy/4TQ2w92sct92r72n//4GmYTAqndVTjdVi4P4tYky/61NdczpX3nzMNm8XEywcyC3wf/tOLib/ft2Higb/5hr7Pb/bRPRCis788U6nycRT5XTYafI7EJM5SEwzn5iha3l5FtdvGA2VqKdQcRdnrsppNTK1xs+VI+VrPcg2zBpjT6MNqVnipzELReK/lyo5q1u47UdT8slcbuX5K/B/wOSB1RVuvquoRgPifek9CM5A6a/Fg/LHm+N/TH5ek0Fjh5K0r2tjdNcg/4wFu9T5xFuM3XjabNy1v5VDPMN95aFvi8e7+ELUee86Bm6Wk2e/kxS9dBMChnuFEb3NPvJVvrByFUmMyKZw1o5b1X76Y9moXL+3v4fN3bxjRf61n6ohwLFP50LnTWNRSwR9X72dH5wD9gQjzm8RckLdWubjrA6fjsJp4+8opLGgWs07Jfx+KovC3D5yW+HrFGJOijMRqNnH6tBphnVn5smxKFcumlO5YL2r1888Pn8EP3ryEv9ygiTPpeRGDwUhebp1icNq06kQ77vW/XsP1v14zSsDSGQyVPh+voUIb9jAUinLqLY/k5WIoR/v4+87WhNFCJ/QM5TnZLl8Wtfh5ekf3hLJIhkNjB+NmotJto6PGzdNxR87nLpk96jkWs4krFjby1LauCWXKDAUjBbVovn5ZCyYFfvn0Hu7feITZDV6WtmntJTaLiYvm1PP3Fw/SVQRBRHeD5+Ies5pNzGnwsnbfaKFo3b6T7O4a5KK59cyq9+bk/BuPQJ5T7fT7o41lau8ar40qnWl1nrLVForm5igymxQunlfPY1uOFa1lcCwC4ei4x2xlRzXP7OzOW4AvlGA49/eZw2pmbqOPl/f3lLgqjVxdk+fNriMQjuU0tfS/lXFfXUVRrgA6VVXNtak8012lOsbjmf7NGxRFWasoytqurv++F0/fcbtr3UGq3DbaqsQKEv3a1fMArX1Kt0B3DQSFGUcN2k6qHsJ8x3Na3sCR+Mj0JgHGkFe4rDz+mXO5alETd607yN0pI2VFDIkGbYF7/ent7Oke5OLvPQVoiyNRWdBSwYtfuoibr5kvnOgm+e/GbjHz0pcu4pkbz5fvzTKxbt+JMadiFoPFrX6uXNSUcLRtTgs7HQ6X11GUWtf3r1uMz2Hhye1dXPjdJzO2weitZ6VqndI5c3oNLZVOhkJR3vHrNTn/XDlcwUvbKlnUUsF3H9lOuACxY7jAqWe58pp4m/JdawufLjYQjOCxWTDlKQJfMq8BgA+cM42zZ9ZmfM7p02voD0YmFPRbqPOuscLJiqnV3LXuID1DYb58xdwR19fXL2sB4G/rDmT7FTmTEIpyFDwuX9jIS/t7Ro16f3DTUaxmhf/3xkVcu7yFXV2D4w48GY9EflKOtc1p9KEolC0HKN8MqqVtlezoHCiL60NzO+V23C6Z18BgKMqzu0o/zSuXY3bR3HoiMZUXMwiSJakpD0cRaJ9DGw71lmUyW65tcSumVmExlc/pNBnJ5dU9A7hKUZS9wJ+B8xVF+QNwLN5ORvxP3Wt6EEhNNWwBDscfb8nw+ChUVf25qqrLVVVdXlub+cPo1UyF08rHL5iBx27hrSvahFtIOKxmvn/dYgB+8sQuVFUVcnrPl6+Yy3mzavnWg1vZd3yQwz3D2C0mKg2YIpcJRVH4/nWL8Tos3HzPZnrjrYZdAyFqBAyJBnjd0hZmprRxzRA4swbGzw+QSIyi0m2jWQDR+r+Fbz2wjW89sG38JxYBl83CjDoPT+1IbnSFIjHCUdWwluKrFzfz9OfO5+b4Rs8H/rBulJunsy+Iw2oqeT6eyaTw+GfOBbSpoLlOQesLhLGZTXm5EQrh4nkNqCr84LH83B3haOlf43Nm1tJR42bv8aGCf8dAIIKnALHtc5fOZtX/nMf/jNHCubJDc+09M4HF89AEpgOeNVObMvbR86dzespUNtCm0XbUuouykB4KR7GaFaw5urLOmqGtZV5JmfwUiWpOhnlNFfgcVpa3a8fuwU2jB8bkg+6myGXqGWiZZB01bjYeKk/bUj6tZ6AJWaoKL5XBjZJrmDVoURdehyXjgJ9iEwhHxxX+9AyziYbd50qivcuc2/VuUas2mW1HZ+kDt3Ntr3VYzcxu9JZNXJuMjHs2qKp6k6qqLaqqtqOFVD+mqurbgH8D18efdj3wr/jf/w1cpyiKXVGUqWih1Wvi7Wn9iqKsjE87e0fKz0jS+ORFM9n4tUsS7iLRuHpxM29c3sLDm4/xgT+s43DvMHUCtciBJsTc+roFBCMxfvPMXo70Bmj2O4US3hRF4cbLZtMXiPCVf2t5Ot39QaoFyaXKxB3vTk7BGmuEqEQikfy3cuaMGnZ3DSbEmBPx4RQVBg6nqHBZeftp7YmvP3vXKyO+f/DkME0V5fmMtJpN3PFuLa/v6/dsyuln+gORsmQM6gHutz+6Y5QDZCxKnfGkM7vRyyNbjiXeU/kyEIwULAa2VLrGfH/UeR3MafTx9PbChaLBUBS3vbBj+L6zOlj1P+dlvXde3OLnxf09BbnFUhkOjd8KlMq0Wg9Ws8KWI8lF8nO7j7PtWD/vOG0KAItaKuiodfPIBIWHYDj/1sL5zRUZQ8i7B4K033gv7Tfey9f/s3lCdSXry6/1bHm71j6Y7tAsBbmGWYPmVpnb6GPHsdIHSAci4x8zt93C/CYfT2wvV/C37lzL3VEE5Qm0zido+9T2al460FMWp9NkZCKrvNuAixRF2QFcFP8aVVU3AX8FNgMPAB9WVVXfLvogWiD2TmAXcP8E/n2JwVw4px7Qdj96hsIsaPYbW1AGGiucuKxmfvvsXl7af5JGv3gTht5yahuzG7z88+XD7Ooa4HDvMO014k3p0mmocLD3tsvZe9vlRpcikUgkQtJe7WYoFE2MnT54UnOAtFYa7yJ7+csX4XNYuCs+YVVn05FeZjd6y1bHWTNqWNhSwZ1rDvD87uPjPr9cQlGV28Z3rl2Ey2bmvO88wc335LZA1lv3Su1kPTvuTkltWc+HgWBhjqJcmdfk47ndxwvObhmawHRAq9lES2X2uIaL59VzYjDECxN0XQzn2R5ns5iYUedlc0rYsD4xS2/jUxSFM6fXsHbviRHDYvIlEHfF5CP4dtR4ONIbGNXe9Z0Hky7MXz+zpyiT0fJ1FFW7bVQ4rewqMGA+H3INs9aZUu1iZ9fAhDK5ciEYzu2YLZ1SycZDfaMmU5eChBiToyDZXu3G67DwysHStzgG86htYUtFfIJdeQS2yUZeQpGqqk+oqnpF/O/HVVW9QFXVGfE/T6Q87xZVVaepqjpLVdX7Ux5fq6rq/Pj3PqKWaxajpCRcOKd+xKSXU6dWGlhNdt4Zzyo6HHcUiYaiKPzwLdqY9C/evRFVRdiQaIlEIpGMz8J4TpEeknnwpDa1Z6xFbLnwu2zc9/GzAPjQH1+ksy9Az1CIAyeGmV/G4H+t/Vr77Lvu589z4MTY7VT9gXBJg6xTecOyFn7ytmUA/GrVHv76wvi5NifjAzNKPan2jctbcdvM/O7ZvQX9fH+gcEdRLsyq18TGdQW0c6iqylAJs7zOmlGLzWziiXEmAI6HVmN+x3BOo4/Nh/tQVZVQJMbdLx3i/Nl1I2Ib5jdXMBiKsvd47k62dApxjDXFN1H16xRorZT/fPkQi1r9fPHyOUBhr2k6+TqKFEVhWq2b3V2FH5NcCUZj2HLMKAJtWEDPUJjdeTgPCyGYg6MIkm7I3zyzp6T1gFaT1azknHVmMilMr/OURfALRWJYTEpOXQ+Xzm/AZjEVPMDg1Y7sG5EUjMmk8NlLZvH2lVM4f3Yd02rFzKv57CWz+eSFM2nwOXivoKOep9d5OX1aNc/Fd1XnNYs5MlsikUgk47OkrZIajz0xYUx3FLUI4CgCTbD61EUzOdIb4LpfPJ+YtlTuCZFTa9xcd4oWa3nWtx5n1Y7sLUsDZXIU6Zwzs5b/ff0CAD7391d42y9XJ7IEM3FyUPteqYUik0nhLSva2H9iaFxxLRMDwdIeRz00OlMr03gEwjFUtXSuLLfdwuI2Py/snaijKJJ3VtayKZV0DwTZ0TnA6j3HOTEYSrz3dXSBeSL1DRQgBC5s8QOMyGr52ZO7CIRjfPCcaVy7vBVFgVU7JxbcrKoqwzm6Y1LpqPWwsyyOoiiOPPOTgJKPpQ/kWNfMei81HjsPbjpacpeTVlN+58C0Wk95BL9INOcWQofVzLXLWrhnw5GSH7PJiBSKJBPCYTVz8zXz+fU7TxEq+yedj184g+duOp+Z9eWz1efLjZdp42ab/U4afOK1yEkkEslk5ctXzuXLV84t6785s97D9oRQNEyNx17yIOZ8+NgFM/jlO5azu2uQXzyt7UAb4Wb96lXzeNtKbSf8bb9azcks2Tvlaj1L5U2ntPHX958GaIvkN//i+axtQV0D2rSqcgyjeMsKLdfma//ZlHc70OAEMopyQRfKbr1va/61hbT2vUIzinKho8bN3u7BCbV3DQajuPN0PZ0/uw6ABzce5W9rD+K0mkdNj5tV78XvsvLygcLbcwppLZxR58Hvso4IQl695wRum5lL5tVT4bQyr8k3ppCbC6FojEhMxZ3n+29mvYeu/uCoa8NgMMIl33uKM257jJ1FCEnOd+JeR40Hs0lh+7HStnrl6igC+PrV8zg5FObFEod/B8KxnPOJdDpq3XT2B+kPZBfci0E+oeSgbeyEIjH2FSC8v9qRQpHkvwaRhSzQdnT23na5HJktkUgkRWZeUwXzyiyCzKz3sv5AD0d7Azy5vUvIaZYXzq3nvo+dxeJWP5+9ZBaVBgxScFjNfOOaBXz5Ck3I+85DmafT9Q6H8ZWp9SyVU6dW8bcPnMasei1jpuPz9/GXF/YzFBc1dDr7ggDUlWGjZ2o8x/CRLZ08tjW/bI2BQCTvhXq+6GLR0b78Rr0PBfVA8NLVt6KjipND4QmNxB4M5S/GNFQ4mN/s4/89vJ1/rz/MlYsaRy3+FUVhbqOPR7ccKzjjqRBHkcmkcGp7FavjQtFwKMqaPSd47dLmxP3oaxY0snbfSV7cX3j7mf765iuyzWrQnDvbUgQZVVWZ95UH2Xasn0M9w3z6b69MOENpOBzFmWf2VGulk73dpRUYAnm4sE6dqk3PGy80euOhXv64el/B7zMtayp/RxFQcldRPqHkQGKac6mdYZMRKRRJJBKJRCJ5VbNqR/eEd8Pz5eK52sCHy29/miO9ASqc5Rc5cmFuk49/fvgMPnzedEPrePeZU6n32fnj6v1c/+s1I74XicboGgjSUGGM2/aU9ioe+MRZidfwf/6+gWt/+tyI5xzrC+KymUvq1knlV9cvB+A9v1tLz1BuE9BiMZWBUARviWv8Zby2x7fmlwWkO4pKOTnuwjn1E84kKVRse19K/EG28+3tK6fQ2R9kU4FTvvqDETz2/K81KzuqE+2M335wG8FIjEvmNSS+/6blWpvc2gm0xSVe3zyPnZ57lercSRWs/vf1C1h/oIenJniND+Q5zQ6gvcad13TEfFFVVWvzyrGuGo+dZr9zTEEvFIlxxQ9W8YW7N7Lgqw8WJLBpWVP5yQjTajWBu9Q5RcFILC8Ra3aDD6fVzNq9E8/gerUhhSKJRCKRSCSvan7w2A5+8NiOsv6bp0+v4YLZdRyPt0vo7cWS7PziHZrA8OT2Ln61KjllqWsgSDSmGiYUgeb2WPOFC/jaVfMA2HS4j7+8sD/x/c7+APVlbBu/YE49n71EGwO/+OsPM/OL99M9EBzzZ4bCUVSVkk49A1jYXEFLpZM7ntubV4vXUEh3FJVOKPI6rJw7s5b7NhwpuP1sIFiY2Hb14mYe+dTZPPnZc5lSnXm6re583FFgO9NAMFxQi6beBnfXuoP8+pk9zG7wcub0msT3qz12GiscBQtYkHx93Xk6xup9dnwOy4hpXv/3yA68dgubvnYJr13SQp3Xzq9XFR7iXGiQenu1m73HBzOKLX9cvY/bH53Y504kphJTyUuUOX1aNc/uOp71/X33SwcTfw9H1YSTLB/yEa902qrcmE1KVkfRun0ncha9xyKUp6PIZjExt8lXUK7aqx0pFEkkEolEIpGUgB+9dSkfO386X71yLkvaxJwMKhILW/z89l2nMLvBy833bObhzccAONyjtTA1VRgbBm63mLn+9HYe+MRZuGxm/ufvG/j2g1sB6OwPUuu1j/MbisuHzp3G9adpeUWhSIzl33hkzPyPvmHte6WeHmcxmzh3Vi1bj/bzgT+sy/nnhhIZRaUVsi5f2MjRvgDrCmyjKmSymM70Om9WkQi0wHuXzVxwG0whrWdaXVr7zffjwsbN18wfFYMwr6mC9Qd6Cm7xGgzqjqL8BAZFUZjb5Evk7qzZc4Knd3Tz7jOn4rZbsFlMXDa/gXX7ThZcWziqEo2pOPMUP6bXeRgKRUcJaA9vPsYX7t7Idx/ezoObjhZUE5BoDcvHIbNsSiW9w2G2Z8ltemiTdl196rPnYVLg2V3H868rkn8ouc1ioq3Kxe7u0Y6iO9fs5/U/eY7FX3943La58QgWUNu8Jm0q4USyy16NSKFIIpFIJBKJpAQ4rGY+dfEs3nnGVKNLmTScO6uOf374DEwKfPCPL7LtaH+itaO1ymVwdRqzG3w8d9MFAPxq1R62He2nqz9IXZmFIkVR+NrV8/nhW5YkHlvw1Yf42J0vZVww646j1JHspeLjF8wE4KHNxwjnOE0oISSU0FEEmhvLXmD7WTSmMhSKlkzMMpkUFrX4CxaxBoPRgh1jHztfa4d786ltnNJeNer7F8+rZ+/xIZ7Yll9LoU6hjiKAC2bXs+VIHwdODPG5u9YD8NZ4CD7AvOYKBoIR1u4r7LgNx2vL1yVzwRwtpDy1JU9VVb71wNbE11+4ewMDwcion82FYCQWryv3JfvKjmoAHt0yOr9s46FeHt/WyXvOnEpbtYuOWg+bC3DSaK1n+Z+nHTVudnWOdBSFIjG+/WAym+4Pz+/L+/eOqC1PRxFogxwGQ9GMgdYbDvbSfuO9/Gn1/gw/+epGCkUSiUQikUgkEmFwWM389G3LsJlNXPb9p1i1owun1ZwIcRaBCqeVRz51DoFwjEv+7yn2dA/SEQ9rLTdXLGxi962v4SdvXQrAv9cf5rzvPDFKLOrq14Sicjifar123rpCW8i/8WfPjfNsja4Bre2k1EKWx27hvFl13LfhCNE8HQR6zk4pJ/CdPq2aTYf7ONqbXxh4MBIlFI0V7Hb61MWz2Hvb5XzzdQsyfv+1S5pprHDwpzWFLZgnIgTqeUlnfetx9h4f4uyZtdR5k62eF8Snyn3/kcJavYbDhQWpN/gcVLltbE1pi1u37yQ7Oge49bUL+N6bFtE9EOKr/95UUF0JR1Eeokx7jZtmv3NETTpP7+gmpsL7z9Hysha2VPDS/vxdYoFI/q1nANPqPOw5PjjivPvP+sOcGAzx63cu58I59ayZQA4W6BlF+Ukcc5u0wPQNh0aKZvuPD3HlD1cB8Pm7N/DSBMLcJyNSKJJIJBKJRCKRCMXF8xp4x+lTiKnwz5cP43NaMJvEmgg6vc7D16+el/j6knn1htViMilctqCR9V++GIC9x4eY/oX7R7RSlFMoAvjylXOZVe/lpf09tN94Lw9tOkowkn3KUld/EEWB6jJM37t8YSOd/cG8w5kHAqVvjzttWjWqCi8UWFupAtWtZhPzmyvYfLivoBavhKOogPraqpNuwgafg69cOXfE96s9dha1+tl8pLD2IV0octryWxorisK8Jh8vxdviojGVD//pRbwOC1ctbuKaxc1MrXEXLDAEwpqjKF/hY2a9J2PO1aNbjtFe7UqIbKe0V3F8MMTuPAO5A+H8xRjQHEWhSIxDJ4cBLWD/J0/uoqPGzVkzajl1aiX7jg+xewKB16E8w6wBZjV4cVrNvJjmSPvGvZsBEi2JX7h7Y8F1TUakUCSRSCQSieRVza2vW8CtWXbJJeLy4fOm887T2wG4dlmrscVk4R2ntfOuM9r56PnTE0HERlLhsrL681pbXDSm0vH5+xK797pQVOMpvRADWq7KX96/ktOnaa0wN/x+HbO++ADtN96bsb2kqz9AtduGxVz65Yke3vyLp3fn9XMn4uH0VSUUsxa0VNBa5eR3z+7N6+f09qZSTt5bNqWSQz3Do5wXuaC7sdwFthY++ulz+Owls3j2xvMTo9ZTecfKKZwYDLHlaP75Tno+Vr4ZRaC1em071s/xgSAbD/VyrC/Itcta8dgtKIrCG5a1sKtrkJ2d+YsfurCar3tnZr2X3V2DRFLaPnuHw7y4/yRXLmpKPKa3GOYrmAYLdBTNadScO68c6gFg73HtuLzrjHasZhOXzW8EMrfN5V5b/q1nVrOJxa1+1qUIRbGYykPxnLxNX7uEmy6bzeYjfWws4L0/WZFCkUQikUgkklc102o9GRcWErHxOax89ap57LzlMj598Uyjy8nKV66cx6cvnmV0GQnqfQ6+cc38xNe6KNM1EKTCac17t30i+F02/vS+lXwm7fX74j83cvH3nqR3OBm+3dkXpNZbnslxFU4t0PuRLZ0J8ScXugZKL7bZLWZeM7+R9Qd7xnRgpdOvO4pK2Bb3uiXNQGEByEPBeHtXgULWtFoPHz5vOqYszsIzZ2hT2lbt6M77dwcSjqL8a9OF0Hs3HOHqHz0DkBC4Aa47pRVF0Vqs8q9LzyjK75ydUe8lFI2x93gyc+eBjUeIqXDR3KTzsaPGjddu4ZWD+YkfgXAsr9wknblN2ij6F+KT1v78wgFMSlK4banUBhbcct+Wcac4ZiNUQJg1aCLo5iN9iRZJXQz939cvwGRSOC/e3jiR6XqTDSkUSSQSiUQieVXzyOZjPBLfGZRMPixm06gJTJKxedvKKTx74/kA/OCxHXQPBDnWFyj7ZDadj5w/g723Xc7e2y7n86+ZDcD2YwOc/a3HOdSjtaF0DZQ3EPyfHz4DgB8/vjPnn+nuL08g+MqOasJRlR89lnttuqPIW0JHUZ3PwZxGH/dtyD8IfHACrp1cqPc5mFHnYdXO/IWi4ZAmyBRS2+JWP8umVPLlf2k5RO3VrhGtctUeO3MafDyy5Vj+WUBxActRQOsZMKL97Jmdx6nz2lnQnHQ+mkwK85p9bDycnwtrKBjBac3/fWY1m1g2pZLVe07QMxTir2sPcP7susQkQEVR+Mh5Wqj6Kwd78v79UJijCGBZeyXRmMr6+L9755r92MwmzpmpCUQz673MbvDyj5cOjRC4X81IoUgikUgkEsmrml88vTvvFhOJZLLT5HfylxtW0j0Q4q2/WM2qHd0sbDG+Pe6Gs6dxz0fP5NbXLqB3OMw7frWaWEyNO4rKJxQtbvXz5lPb+NUze1i370ROi/juMgVunzOzlhqPjfs2Hs1ZXBgog6MI4MI5dWw81Et/IL/F8lAoitNqLmnW2Jkzaliz50RCYMmVibSeKYoyIjPpkU+dM+o5b1s5hU2H+1ifp3NHP8ZehzWvn5tepwlF249p7W7RmMpzu4+zsqN6lOi+oLmCLUf6cp5OGIupDIaieOyFCX6nTatm69F+ln/jEXqGwrwhra34hnjQ9oaD+bcQgh5mnX9tS9sqURRYt/ckw6Eo97xyhKsWN9FQkXQ56m176VlGr1akUCSRSCQSiUQikbwKWdFRzWXzG9h2rJ/BUJQ3LG0xuiQA5jdX8JYVbdx8zXx2dQ3y5PYuusvsKAK48dLZeO0WXv+T55h6032033gv331oW9bnHx8I4rSaSxpmDZrT49MXz2Jn5wA3/n1DTj/TH9REhVJmFIGWaxNT4db7to7/5BT6A5GSH7ezZtQQjMRYuze/hXwyzLow8WNhi5/t37iMHbdcljFj68K5misl3yygvmFNwPI58ztuLpuF1ion2zs1R9FL+0/S1R/kgjl1o547v7mCUCTG9gzh15kYChceSg5wVVxsicRULpxTx6XzG0Z83+ewsrTNz2+e3ZO34Ad6mHX+EkeF04rXbuH/Pbydbz+4jYFghNenXS/fdUY7NrOJf7x0KO/fPxmRQpFEIpFIJBKJRPIq5WMXzEj8fXGb37hCMvD6pVrmzbt++wKRmFp2oajCZeWnb1tGqsnl9sd28qE/rsvYXtI9EKTGW54w8NfG84D+svYA6w/0jPv843G3U7W7tMfwtHgmz51r9ufVStU7HMLvys8Zky8rplZjNSs8vbMrr58LTFAoArBZTFizBLHXeux4HZa8g5D74o4inzP/4zar3svL+3uIxlTWxh0wZ0yvGfW8hS1+ADbk6HbSM3wKFYpaq1x8942LeO+ZU/n525dnfM5HL5hBz1CYpwvImxoOR7EXkJ8EcMk8TbT69TN7WNBcwYr/3959x0dVZn8c/zxplNB7J/TeI0VApEhXUEGwIGLB7rqWtezaVl39rbtrxYJdrNjpSLGBtAAC0pv03hMgIcnz++MZJGACIczMnZl836/XvGbmzp25ZyA3MGfOc06NUic9Xjguhl5NKjBzze48Tf4LN0oUiYiIiIhEqAYVi7Hose6MvaMDhfPQrDeQCsfF8M9+jf64n5hQ6jR7B8b5tcuw4slerHiyJ32auKlLE5Zsp+/LP/PrKQma3clpAV92dlzB2GiGX+CW4fQbMZP/TF7JzkNHc9x/T0oasdHmrKtPzlZsdBQP9HR9piYs2Z7r5+0/fIwSeUh4nI34AjG0qFaSSb9tP2ni15kcr9wJVDWWMYbWCaX4cdWus0owHDyajjFQJA/nbd+mldiy/wg/rtrJR3M2UK980Wx/dhNKF6Z4oVgWbtyfq9dN8cN0vctaVuEffRvm3Ji8dhlKFI5l/OKzawCekWlJS88kPo+/556+9MR01I9vapNtfO1rlWFvShprd539FLtwo0SRiIiIiEgEK14oliYh0J8oO9e2S+DDG9owckgrGlf2Jsa4mCgKxkYz4uqWrHiyJy9d2YJNe4/Qf8RMPk/a9Md+u5NTg5YoAni4dwMe6ev637zy/RpaPz2NOz5ewIzVu/+0LGdPciql4wsEpfH78alet3+8gK2+ZuRnsu/wsYBXFAH0a16JDXsOszAXVVjH/ZFkC2B/p4salmff4WP8tiX3vXcOHjlGkQIxOSZUTqd7Izfd7Pr3kti09wi3d6md7X7GGNrVLM2kpdtz1acoJfXclp7lRmx0FD0bVWDKsh1ntfzseK+pwnmsDIuLiWLuw11Z+kSPHPtCneerMpqz/uyWEYYjJYpEREQkoj0/qDnPD2rudRgikoMOdcrQvVGFM+8YBAVjo//oowJw/xeLWbnd9W/ZdSi4iSKAGzrUYNLdHbmmbTUAxi3exjVvz6H+I5N4b+aJUd17ktMoXSQ4y+IKxUXT1TcufOJvuasqOnA4jRKFAx9f3yaViDKc1bKlvSmplIqPC2iSrVeTisRFRzH2LKpkDh49RrGzbGR9XOG4GLrUPz6xqwg9fImj7HSuX5YDR46xbX/OFWvHJf+x9Cww0+uO69O0IilpGfy4KvfLCA+nnfsSwnLFCp42CZZQujBlixZgrhJFIiIiIuGtUolCVCpRyOswRCSMLHq0+x9T4ga89gtb9h9hT0oa1bOMPg+W+hWK8VT/Jix6tDs9syTUHh+7jG0HXEXP6p3JVA7i77m3hibSsGIx3v55HbuTU8+4//4jgV96Bq7vVJMqJZiyLPfj6PempFEqwL2diheKpXWNUvywcmeun3PoaDpFz6HKacRVLVnwyEV899dOp50EVq2UG0+/YW/KGV/TH0vPcqNdzdKULBzL+MXbcv2c44mivC49yw1jDANaVaF22SIBO0aoUKJIREREItrYRVsZu+jseh2ISP5WvHAsY+7owHvDzuNQajrtn50OuOoML2N6fUgrfn+2D/2bu6qnds9MZ8v+I2zce5jEhJJBi8UYw5P9G7P1wFESn5pK08cncyQt+2VCR9IyOJyWQcn44FQ8dW9YnuXbDv4xHv5M9qSkUToIsV1YryyrdiSzfFvulp8dPHIsT42sjysUF02pXLyvhDIu+bk4Fw2tU/5Y3hXYRFFMdBSd65djzKKtzMvltLjjS8/OpaIoNx7oWZ87swwJiFRKFImIiEhE+3D2Bj6cvcHrMEQkDHWqW5YyWZZ0edVH6VQvDG7B4xe7/kXHk1iNKwU3tlbVS/JU/8aAa7zc4NFJJDw4nu9X7Dypyuj47bJBmmp3vCn5379ekqv99ySn5Sqhcq4uqFsWgAe+XJyr/Q8eTQ9o36TjKhQrSPOqJZj425mrd5KDVFEEcHUbt9zy5elrclUddryiKK89iuRkShSJiIiIiIhkwxjDz3/rQp1yRRh+QU3KFS3odUh/GHp+Avf3qAdAgZgomlUtEfQYrmlbnbl/73rStmHvzSPxqak8M2E5ADsPBTdRlFAmnoGtqpC0YR9Tl+044/5u6VngE0V1yxcFXOVORuaZEx/7D6edU0VRbhljaF61BL/vPnzGhExKkHoUAbSqXoqbO9Xkp1W7+D4XS/aUKPIvJYpERERERERyUCgumin3dOLh3g28DuUkxhhu71yb2Q91ZeaDXQI6iep0yhUtSNI/uvHLg124pVOtP7a/8dM6lm87eKKiKIiNwG/uVBOAGz9I4rulOTfcPnosg+TU9JOqxgLp35c3BeCNn9aedr9jGZnsOHiUKkHqO1W7XBGSU9NZ4WvcnpPk1MD3Acrqvu71KFu0AE+OW86Bw8dOu++RIC2Lyy+UKBIREREREQlTFYoXDPo0tlOVKVKASiUK8WCv+ix6tDvf/fUCihaI4aYPkpi5ZjdRhqAOFahdrihD21UHYPio+SzYuI/R8zaxZmcye5JT/6ic2bzvMABVSganSXm3hm762L8nrfxjGVd2th84SqaFyiWD82fW3TcV7UyVO7uT3YS4qKjATYjLKjY6ivu712P97hSa/fO701Y8HTwavGVx+YESRSIiIiIiIuIXxQvHUrd8Uf57RTM27zvCB7M2UKlEoaAs78rqwV4nKsAue/UX/vblYrr970daPTWVGg9NYP3uFDbtc1PjqpYKTkKmVHwcI65qCcADX+Tcq2izL65gJbDKFS1Ig4rFmL789ImibfuPUKFYcJdfXnFe1T9u/7ByV4777U1JAwj6z1mkUqJIREREItpr17TitWtaeR2GiEi+0r1RBa47PwHgj15KwVQoLprfn+3D84Oace9FdelSvxwVi59IcnT+zw8s3LAPgKpBSsgA9GlakTJF4hi/ZFuOEzm37HeJospBrMLq0ag88zfuY+ehoznus+3AUSqVCH6frs9vaQe4/ldrd2U/zW5fShoFYqLUo8hPlCgSERGRiFYqPk7fMIqIeODxSxqx9l+96de8smcxXNqiCnd2rcM7153HrIe6sv6Z3lxYz00ge2n6GqqXLky5IFfJfHRjWwDu/GQhCQ+Op+O/p3Pe01P5bYsbUb/FV1FUMYhJmZ6NK2AtPDthRY77bDtwlIrFg5e8Ou68hFJ/TPnr+t8f2Xnwz8msPb6m5MYEZ1lcpFOiSERERCLa50mb+Dxpk9dhiIjkS9FB6meTW8YY3r3uPJpWKQ7A7RfWDnoM9SoU5cMb2lCysJtqtmnvEXYdSqXvyzN4ZsJyVu88RPliBSgQE7zqmHq+qWxfLdzCHl8DcnANv4+kZXA4LZ0DR44FNXmV1XXtazCkres79bRvol5WwZpel1+o05OIiIhEtC/mbwZgYGLVM+wpIiL5gTGGz29pR0am9WxKVoc6ZUj6x0X8tHoXBw4f497PF5GRaXnjp3UAdPZVPQWLMYZ/D2jK375YzIQl2xiYWJUhb89h3u/7TtqvWqngLdM71ZP9G5Ocms7XC7fQtEoJbuhQ44/H9ihR5FdnrCgyxhQ0xsw1xiwyxiw1xjzh217KGDPFGLPad10yy3MeMsasMcasNMb0yLK9lTFmie+xl4zqwkRERERERCTICsREez5KPTrK0LleOfq3qMzaf/Vm5oNd/njsL93qBj2ega2qAPDIt0up/8ikP5JEtcsVoUnl4pSKj6N9rTJBjyurR/q6JWhPjlv2x1I9cD2KlCjyn9ycGalAF2ttsjEmFphhjJkIXAZMs9Y+a4x5EHgQeMAY0xAYDDQCKgFTjTF1rbUZwGvAcGA2MAHoCUz0+7sSERERERERCSOVSxRi4SMXsTs5lTq+pWDBZIyha/1yTFvhpp9VKFaQGQ90JiY6CmstR49lUsjjZtGl4uMYdUNrhrw9l74vz+D1a1rSo1EF9iSnKlHkR2dMFFlrLXC8tXis72KBfsCFvu3vAz8AD/i2f2qtTQXWG2PWAK2NMb8Dxay1swCMMR8A/VGiSERERERERISS8XGU9DDhMeLqlmzedxhroVKJQsREu0VIxhjPk0THdaxTlv8ObMa9ny/ilg8XUL10YVLSMqhZtojXoUWMXDWzNsZEG2N+BXYCU6y1c4Dy1tptAL7rcr7dKwNZO0Zu9m2r7Lt96nYRERERERER8VjB2GhqlytKnfJFiS8Qui2NL29VhQ9vaAPAhj2HAejesLyXIUWUXCWKrLUZ1trmQBVcdVDj0+yeXd8he5rtf34BY4YbY5KMMUm7du3KTYgiIiIi2XpvWGveG9ba6zBERETEjzrUKcOMBzoTFxPFPRfVpXwxbyayRaKzShFaa/cbY37A9RbaYYypaK3dZoypiKs2AlcplHWsSBVgq297lWy2Z3eckcBIgMTExGyTSSIiIiK5ESql8iIiIuJfVUoW5rfHexAXk6saGMml3Ew9K2uMKeG7XQjoBqwAxgBDfbsNBb713R4DDDbGFDDG1ADqAHN9y9MOGWPa+qadXZvlOSIiIiIBMWrW74ya9bvXYYiIiEgAKEnkf7mpKKoIvG+MicYllkZba8cZY2YBo40xNwAbgYEA1tqlxpjRwDIgHbjdN/EM4FbgPaAQrom1GlmLiIhIQI1bvA2AIe0SvA1EREREJAzkZurZYqBFNtv3AF1zeM7TwNPZbE8CTtffSEREREREREREPKIaLRERERERERERAZQoEhERERERERERHyWKREREREREREQEAGNtaE+fL1OmjE1ISPA6DBEREQlT63alAFCzbLzHkYiIiIiEjvnz51tr7Z8KiHIz9cxTCQkJJCUleR2GiIiIhKlBb8wC4LOb23kciYiIiEjoMMYsyG67lp6JiIiIiIiIiAigRJGIiIiIiIiIiPj4bemZMeYdoC+w01rbOJvHDfAi0Bs4DFxnrc22zElERETEX7TkTERERCT3/FlR9B7Q8zSP9wLq+C7Dgdf8eGwRERERERERETlHfqsostb+ZIxJOM0u/YAPrBuzNtsYU8IYU9Fau81fMYSsLQtg3tteR5E7Bmg1DKokeh2JiIiIX4z8aS0Awy+o5XEkIiIiAbT2e1jyhddR5F2b4VCxmddRCMGdelYZ2JTl/mbftj8liowxw3FVR1SrVi0owQVUym5Y94PXUeTOoa0QFatEkYiIRIxpy3cCShSJiEiE++EZ2LYICpfxOpK8aXK51xGITzATRSabbTa7Ha21I4GRAImJidnuE1bqdod7lnodRe78tz5kpnsdhYiIiIiIiORWxjGXJEq8AXr+y+toJMwFc+rZZqBqlvtVgK1BPL7khokGm+l1FCIiIiIiIpJbO36D9KNQpZXXkUgECGaiaAxwrXHaAgfyRX+icBMVBZkZXkchIiIiIiIiubU5yV1XVgsROXd+W3pmjPkEuBAoY4zZDDwGxAJYa18HJgC9gTXAYWCYv44tfmSiwSpRJCIikaNgbLTXIYiIiATW5iSILwclIqDHr3jOn1PPrjzD4xa43V/HkwCJilaPIhERiSjvX9/a6xBEREQCa9McqNoaTHatgUXOTjCXnkk4MNFaeiYiIiIiIhIuknfCvvVQtY3XkUiEUKJIThYVo2bWIiISUV6atpqXpq32OgwREZHA2DTXXStRJH6iRJGcTM2sRUQkwsxcs5uZa3Z7HYaIiEhgbJoD0XFQsZnXkUiEUKJITqZm1iIiIiIiIuFj8zyo2BxiC3odiUQIJYrkZFHqUSQiIiIiIhIW0tNgywLXyFrET5QokpOpokhERERERCQ8bF8MGanqTyR+FeN1ABJiVFEkIiIRpmThOK9DEBERCYxNc9y1KorEj5QokpOZaE09ExGRiPL6kFZehyAiIhIYm+ZAiWpQtILXkUgE0dIzOZmmnomIiIiIiIQ+a2HTXKiiaiLxLyWK5GTqUSQiIhHm/yat4P8mrfA6DBEREf/auw4ObYOE9l5HIhFGS8/kZFExkHrIZaeN8ToaERGRc7Zgwz6vQxAREfG/32e46+odvI1DIo4qiuRktbrArhUw+e8uWSQiIiIiIiKh5/cZEF8OytTxOhKJMKookpO1vRX2/Q6zR0ChEtDpb15HJCIiIiIiIllZ6xJFCR20EkT8TokiOZkx0PNZSD0I3z/t7ne8T798REREREREQsXedXBoq0sUifiZEkXyZ1FRcMkrYDNh+lOQmgzdHleySEREwlLF4gW9DkFERMS/Nsx010oUSQAoUSTZi46B/q9DXDzMfAGOHoDe/3HbRUREwsgLg1t4HYKIiIh//T4D4stCmbpeRyIRSJ/6JWdRUdDnf1CwOMx4HvZvgAHvut5FIiIiIiIiEnzqTyQBpqlncnrGuGVnl7wC63+Gt7rBnrVeRyUiIpJrT4xdyhNjl3odhoiIiH/sWw8Ht2jZmQSMEkWSOy2HwLXfwuE98EYnWPKF1xGJiIjkyrKtB1m29aDXYYiIiPjH+p/cdXUliiQwlCiS3EtoDzf/BOUbwpc3wLe3Q1oKHN4Lm5O8jk5ERERERCTyrf0eilaEsvW8jkQilN8SRcaYnsaYlcaYNcaYB7N5vLgxZqwxZpExZqkxZpi/ji1BVKIqXDcBOt4HCz+C1zu6y1td4ZOrYP8mryMUERERERGJTJkZsO4HqNVF/YkkYPySKDLGRAMjgF5AQ+BKY0zDU3a7HVhmrW0GXAj81xgT54/jS5BFx0DXR2DoGMg4BiYKOt4L676HEa1hxguQnuZ1lCIiIiIiIpFl669wdL9LFIkEiL+mnrUG1lhr1wEYYz4F+gHLsuxjgaLGGAMUAfYC6X46vnihxgVw1wKwmRBTAFpdBxMfhKmPwc//hSYDoeM9ULyK15GKiEg+VrNsvNchiIiI+Mfa6e665oWehiGRzV+JospA1jVHm4E2p+zzCjAG2AoUBQZZazP9dHzxSnTsidslqsGVH8OaqfDdo5D0NiwcBS2HuoRRsUrexSkiIvnWM5c19ToEERER/1g7HSo2g/gyXkciEcxfPYqyWxxpT7nfA/gVqAQ0B14xxhTL9sWMGW6MSTLGJO3atctPIUrQ1O4Gt/0Cd/8Gza+C+e/Ci81h7F9g10qvoxMREREREQk/Rw/C5rladiYB569E0Wagapb7VXCVQ1kNA76yzhpgPVA/uxez1o601iZaaxPLli3rpxAl6EpUhYtfhDvnQ7PB8OsnrofRh5e7qqNMFZSJiEjgPfTVYh76arHXYYiIiORsy3yY9DBs/y3nfX6fAZnpShRJwPlr6dk8oI4xpgawBRgMXHXKPhuBrsDPxpjyQD1gnZ+OL6GsZAJc8hJ0ecRVF8190yWLSiZAi2ug+dValiYiIgGzbleK1yGIiIj82bEj8NuXMO8t2LrQbVvwAQwaBbU6/3n/1d9BbGGoemqXFxH/8ktFkbU2HbgDmAwsB0Zba5caY24xxtzi2+1J4HxjzBJgGvCAtXa3P44vYaJIWej0N/jrb3DpSCheFaY/Bc83gi9vVIWRiIiIiIhENmth0zyYcD/8tz58e7tLGPX+D9w+1/V9/WgALPr0xP6/z4BRl7ov3ev2cIOERALIXxVFWGsnABNO2fZ6lttbge7+Op6EsZgC0GyQu+xdB7+8DEnvQLMroXZXr6MTERERERHxH2tdr9bfvoQln8O+9RBTEOr1hvNugOrtwfja/l4/ET67Br6+GZaNgcO7YdMciC8H3Z6A1sO9fS+SL/gtUSSSJ6VqQs9nYek3MP89JYpERERERCT8ZaTDxlmwciKsmui+IMdAzU5wwf3Q4GIomM1sp4LF4eovXaXRktFQvJqrNmpxDcQWCvrbkPxJiSLxXkwBNx1tzuuQvBOKlPM6IhERiSANK2U7ZFVERCQwVk9xrTWO7ofoOKjRCdrdDvX6QLGKZ35+TBxc+ga0uRkqNoPo2ICHLJKVEkUSGloOhVmvwK8fQYe/eh2NiIhEkMcubuR1CCIikl9YC1OfcAmiQR9Czc5QoMjZv05UFFRJ9H98Irngl2bWIuesbF23Nnf++2pqLSIiIiIi4WnDL7BjCXT5h1telpckkYjHlCiS0NHqOtfYbcloryMRgcwMVzY843nYOMfraETkHNz96ULu/nSh12GIiEh+MPcNKFgCmgz0OhKRPNPSMwkdjS5z08/G/RUqNody9b2OSPKjPWth5guu8WDKLrfNREHv5+C8Gz0NTUTyZtuBo16HICIi+cGBzbB8HJx/B8QV9joakTxTokhCR3QMDHgX3ugIo4fATd+rVFMC6+gB2LEU9m90l+2LYcV4t6a8wSVQvzdU7wBj7oTx90KBYtD0Cq+jFhEREZFQNO9twOrLRQl7ShRJaClWEQa8Ax/0g7F3weVvgzFeRyWRJjUZZr8Gv7wEqQdPbC9aEdrd4S5Fy5/YPvA9+GgAfHMrFCoFdboFPWQRERERCWHHjsD896BebyhRzetoRM6JEkUSempcAJ3/DtOfhCqtoe0tXkckkSI91f0D/tNzbllZvT6QOAxK1oDiVSC2YPbPiy0Igz+G93q7arehYzWFQkRERERO+O1LOLLXjbQXCXNKFElo6nAPbJkP3/0dGvR1H+Ilf7MWlo+F9T/B0f1wZL+rBqrQFBpdCtXaQlR09s/NzIAln8P3T7slZgkdYfAnUPW83B+/YDG4+kt4pzt8NBCun+ym9Z2tjHQ4tM2tYU/eDgkXQHzps38dEcm1ltVLeh2CiIhEuqR3oWwD9/9MkTBnrLVex3BaiYmJNikpyeswxAu718ArraDXc9BmuNfRiJc2/ALfPQJbkiCuqEusFCwBcfGwZQGkH4EiFaBhP5c0qtoGoqJccmnlRJj2T9i1HCo2g66PQa0ueV/SuHcdvN3D9TG6fmLuSosPbIaf/werJsOhrWAzTzxWqhYMHQMm2j1WsgYULpW32EREREQk+PZvhBeauP9ndrzH62hEcs0YM99a+6elEqooktBVpjaUqQcrxipRlF/tWglTH4eVE1z/oEtegeZXnVw5lJoMqyfD0q9hwftuJGnRilC3J+z4DTbPc8mYAe9Cw/4ugXQuStWEa76A9/rCq+2g9XCocxFUToSYuJP3PbAFZvwPFnzgklb1+0CZOq5CrngVSDvs+h493+jEcwoUg7a3QoshUKLqucUqIiIiIoG3bIy7btjP2zhE/EQVRRLapj4BM1+E+9eoyiI/ObQDfviXS7DExkPHv0KbW888ZjT1kKvaWfo1rJnqkjHn3wnNr4boWP/GuHcdTHrYJalsposzob0rN9690lU67VrpKpdaXAMd782++mhzklvTXroWFC4Diz9zibHoAm60avu/QMHi/o1dJJ+5ZdR8AF4f0srjSEREJCK9dZGrcL9lhteRiJwVVRRJeGrQ11VkrJoMza/0OhoJhn2/w7u9IXmHq9a54H6IL5O75xYoCk0GuIu1gZ2YV6omXPWp65X0+wxY9z2s+wFWf+eqgqqf7yqIWlwDJRNyfp0qiSc3xm7U35UvT38Kfv6vS5RWbgXNroRW12kKoEge7Duc5nUIIiISqQ5shs1zocsjXkci4jdKFEloq9gCilaCFeOUKMoPDmyG9y+GtBS4abrrKZRXwUqoFCrhEpoN+rr7h7a7hFVcfN5fs0Q1uGykW4K2bAysmQLj7naNvC8b6f/qKBERERHJm+Vj3XXD/p6GIeJP59isQyTAoqJcVcaaaa6fi0SuQ9tdkujIfhjy9bklibxUtMK5JYmyqtQCuj0GN//smiMu/Qo+GwLHjvrn9UVERETk3Cz7Fso3dv1VRSKEKook9NXvA/PedEt76vfxOprIZK3r67N5nqtmaTwAipR124/uh5TdkLLLXZJ3uvv7N7rx7u3/AjUvPLfjJ++C9y9xvYmu/QYqt/TDm4ogxrgJGgWLwfh74eMrYPDHUKCI15GJiIiI5F8Ht8LG2dD5715HIuJXShRJ6Evo4Jr5Lh+nRFEgbE6CSQ+6JFFMIdeI77t/QHxZlxDKPJbNkwwUKumWiK37ES59A5oOzNvxD++FD/q5xNM1X0DV1uf0diLaeTe6ptnf3gYfXgZXjXZL30TktNrXzmWfMxERkbPx68eAhcaXeR2JiF8pUSShLzrWjTpfNREy0iFaP7Z+cWQfTHnMjZQvUh76jXANk3evhkUfw+E9EF/OJYziy7qG0vFloUg5KFTK/T2kJsMng+Grm9zjtTqfZQz7YdSlsGeNawyd0CEgbzWiNL/STX/74ga3VG/INxBf2uuoRELaXV3reB2CiIhEmrQUmP0a1OripteKRBBjrfU6htNKTEy0SUlJXochXlv2LYy+Fq4dAzU7eR1NeDu+zGziAy4Z1O426PSAa8CcF2mH4Y0LID0Vbvsl96+TeghGXQZbF8KgD6Fez7wdP79aPQU+801UG/INFKvodUQiIiIi+cfMl2DKI3D9d1CtjdfRiOSJMWa+tTbx1O1qZi3hoXY3iCnopp9J3u3f5CqAvhgGxSrB8O+h+1N5TxKBq27p9woc2ATTnszdc3Ysg3d6wpb5MOAdJYnyos5FcM2XblLcuz1h3wavIxIJWUPfmcvQd+Z6HYaIiESKtBSY+aKrJlKSSCKQ3xJFxpiexpiVxpg1xpgHc9jnQmPMr8aYpcaYH/11bMkH4uLdL+IV411FjJydzAxXGjuijRux3uNfcOM0/00Wq9YWEofBvLfc0rXTWT3FJYmSd8JVn0HDS/wTQ36U0AGu/dYtI3y3F6z7weuIRELS0WMZHD2W4XUYIiISKea9DYd3Q6dsP/aKhD2/JIqMMdHACKAX0BC40hjT8JR9SgCvApdYaxsBeex8K/lW/b5wcAtsXeB1JOFl1yp4q6trWF29Hdw2G9rd7v9eTxc+DLGFYcqj2T+eshu+vAk+GuCqmW6a7qpi5NxUSYTrxkNUjGsK/smVsGet11GJiIiIRCZVE0k+4K+KotbAGmvtOmttGvAp0O+Ufa4CvrLWbgSw1u7007Elv6jXC0y0m34muXNwK3xwiZsodvnbcPUXULJ6YI5VpCx0/CusnADrfz75sZ3L4bX2rjdSpwfg5h+hRNXAxJEfVWgCt8+Fro+5irERbdzkuqMH/Huc7Utg+VjIyG4SnoiIiEg+oGoiyQf8lSiqDGzKcn+zb1tWdYGSxpgfjDHzjTHX5vRixpjhxpgkY0zSrl27/BSihL3CpSChvfoU5VZaiutHlHrINQFvMgCMCewx294GxSrDuLth10q35O2Xl2FkZ8C6nkidH4aYAoGNIz+KLQgd74E750OzQfDLK/BSS0h61/09nIuUPfDNbfB6B9dA++VWrhH5/xrC6KGwbZF/3oOIiIhIKDt6EGa+ADU7q5pIIpq/EkXZffo8tZFMDNAK6AP0AB4xxtTN7sWstSOttYnW2sSyZcv6KUSJCPUvht2r3HIqyVlmJnw13FWADHgHKjQOznFjC0G/EW6Z2Wvt4aUWrrKl5oUw/AdX+SKBVbSC+zsY/gOUqeuSdm9cADuWnv1rpafCrBHwcktY/Bm0vxsGvueWDibvhKqtYe109/ofXg5rpsKxo/59PyJ+0LVBObo2KOd1GCIiEu5+edlNDe6aQ6sFkQjhryYlm4Gs60iqAFuz2We3tTYFSDHG/AQ0A/SJX3Kvfh+YeD+sGAtl7/U6mtB09CCMudNVXvV8Fur2CO7xa3WGO+bB17e4SWiXvw2NLw98NZOcrFJzGDYBln0LEx9wDcQHfww1Op75uZmZsPQrmPaEW7ZYqwt0fxrK+1rPNbr0xL5H9rsm5rNfdcmi4lVh4PtQpVUg3pVIngy/oJbXIYiISLg7tANmvQKNLoPKLb2ORiSg/FVRNA+oY4ypYYyJAwYDY07Z51ugozEmxhhTGGgDLPfT8SW/KF4ZKrWMzD5FaYfhu0fg3zVh8ed5e43N82FkJ9dH5qJ/Qptb/BtjbhUpB0O+cgmjYCx5k+wZA436w41TXRXQh5fBb1+e/jnrf4I3O8OXN0DB4jDka3cp3zD7/QuVgAvug7t/g0EfAsZNYPv1Yz+/GREREREP/fh/kJEGXf7hdSQiAeeXiiJrbbox5g5gMhANvGOtXWqMucX3+OvW2uXGmEnAYiATeMta+5s/ji/5TIOLXaXDgS0ucRQJdq6Az6+DXb7c6fh7Ie2Q6zNkM6HBJZCWDKVqQlz8n5+fkQ4//9f9A1asElw3DqqfH9S3ICGsRFW4fhJ8chV8cb37RqzdbSfvs2MZTH0MVn/nqoIuHQlNBkJULr9PiCvszs1q58PnQ+GbW13voi6PQIEi/n9PImdh0BuzAPjs5nYeRyIiImFp9xqY/x4kXg+lVaUqkc9Ye2orodCSmJhok5KSvA5DQsmOZfBaO7jkFWg5xOtozo21rvJiwn1utPxlb0DxavBmF5coOlXJGnDDd65i57i961w/os3zoOkg6P2cqwQROdWxo/DVTbB8DLS7Ay56EpK3w/dPu5/DAkWh433Qerhrjp1XGemuN9Wc16BgCWhzM7S+GeJL++2tiJwNJYpEROScjB4Kq6fAX349+f/hImHOGDPfWpt46nZ/9SgSCZ5yDaBIBddEN5wTRceOuMqhXz+ChI5w+VuuETHAXQshZZermDq0A9b/CFExMOkh+GgAXDce4orAwg9d/5noGNcLqMkAb9+ThLbYgq4Z9aQH3Rr75WMgeRfYDDexruO9brrguYqOgV7Put5UM19wlW4zX4JWQ6Hd7VCi2rkfQ0RERCQYln4Dy76BTg8qSST5hhJFEn6McQ2TV012TXdzuzQmlOxdD6OHuKlkF9wPFz4EUdEnHi9S1l3AVQeV9Q0ILFYJPrkS3uvjxtCvnOCSTJe+DsWrBP99SPiJioZe/4aKzdwys4IlXIKoZHX/H6vqeTD4I9i1Ema+6Jpez3vLLWlr/xeX9BUREREJVcvHur6NVc6D8+/0OhqRoFGiSMJTzc6w6BPYvggqtfA6mrOz6jv46kZ3+8rPoF7P3D+3bg/o9wp8cxvsXO6WDrW7IzyTZeIdY6DFNe4SDGXrQf9XofPDMGuEW+O/6BOo1xs6/BWqtg5OHCIiIiK59dN/YPqTULkVXP2Fei5KvqJEkYSnmhe667Xfh0+iKDPDLcH58f+gfBMYNApK1Tj712l+FdTuBrGFXE8ZkXBRvAr0fMZV0c0dCXNeh7cnuAbYHf4KdS7ShDwJiL5NK3odgoiIhJNV37kkUZMr4JKXz613o0gYUjNrCV+vtXf9VIaO9TqSMzuyH768EdZMgWZXQd//uUSPSH6WlgILPoBfXoaDW6B8Y5cwatjf9TkSERER8cL7F8Oeda55dXSs19GIBExOzay1XkXCV63OsHE2pB32OpLT27MW3uoG636APv9zS3CUJBKBuHhoeyvc9Sv0fw0yjrk+AC+3dL2Mjh3xOkKJEEfSMjiSluF1GCIiEg52LIP1P8F5NyhJJPmWEkUSvmp2how02PCL15HkbN0PbtT94T1w7bfuHxwtrRE5WUycW1J522wY/DHEl3UTAV9oAj//11XkiZyD696dy3XvzvU6DBERCQdzR0JMQWg51OtIRDyjRJGEr+rnQ3QBWDvd60iyN/dNGHUZFK0Iw7+HhPZeRyQS2qKioH4fuHEqXDfeTWab9k94vjFMeRQObfc6QhEREYlkR/bBok/dhNb40l5HI+IZJYokfMUWgurtYN33XkdysoxjMO4emHCfazp9w3dQMsHrqETChzGQ0AGu+RJu/hnqdnd9jF5sDotHex2diIiIRKoFoyD9CLS52etIRDylRJGEt5qdYeey0Kk0SD0EHw+CpLfh/Dvhyk+gYDGvoxIJXxWbwoB34M75bjztVzfBhL9BeprXkYmIiEgkycyAeW9C9fZQoYnX0Yh4SokiCW+1OrvrtSFQVXRoB7zXx/Uluvgl6P4UREV7HZVIZChVE679BtrdAXPfcNNIQiVBLCIiIuFv1STYv1HVRCIoUSThrnwTiC8Ha6Z6G8fu1fB2N3d95afQSs3vRPwuOhZ6PO0qjLYvgTcugA2zvI5KwsCAVlUY0KqK12GIiEgom/M6FKsC9fp4HYmI55QokvAWFQW1u8Laaa5c1AsbZ8PbF7lR3teNd/1URCRwGl8ON02DuCLwfl+Y/TpY63VUEsIGJlZlYGJVr8MQEZFQtWMZrP/JTSiOjvE6GhHPKVEk4a92NzehYMv84B97xXj4oB8UKgU3TIHKLYMfg0h+VK6BmyZYpwdMesD1LkpL8ToqCVF7U9LYm6K+ViIikoO5IyGmILTUqgARUKJIIkGtLmCiYPWU4B530Wfw2RAo38hNNitVI7jHF8nvChaHQR9Cl0dgyRfw1kWwZ63XUUkIuvXD+dz6oQdfJoiISOg7vBcWfQpNBkB8aa+jEQkJShRJ+CtcCqqcB2uCmCia9zZ8fTNUPx+u/RbiywTv2CJyQlQUXHAfXPMFHNoKIzvDykleRyUiIiLhYuEoSD8CbW71OhKRkKFEkUSGOhfB1oWuwW2gzXwRxt8DdXvA1V9AgaKBP6aInF7tbjD8RyhZHT4ZBMu+9ToiERERCXUZ6TD3TUjoCBUaex2NSMhQokgiQ+INEF8WxtwZuKbW1sL0p2DKo9DoMrfkJbZgYI4lImevZHW3DLRyInxzG2zWUiMRERE5jZXj4cAmaHOz15GIhBQliiQyFC4FPZ91VUVzXvff66Ymw6rJMPFBGNEafnoOWgyBy99yo7pFJLTEFoIrPnDLQd/rA0nvaCKaiIiIZG/OG1CiGtTr7XUkIiFFs/8kcjS+HBaPdlU/FZpCjY5n/xqZGbDtV1j7vbtsmgOZxyCmkOtH1PZWaDUMjPF7+CLiJ8UruymEXw2HcX91je67PQGlamrkbT51TdvqXocgIiKhZtti2DATuj8FUdFeRyMSUowN8W9aExMTbVJSktdhSLg4sBne7Q37N0CTgXDRk1Cs4pmfl54Gy76BaU/CgY1uW4WmbqJarc5Qta2WmYmEm8xMV2E49THISAMMFC4NRcq5pao1OkLL66BIWa8jFRERkWD75nZY+hXcswwKlfQ6GhFPGGPmW2sT/7TdX4kiY0xP4EUgGnjLWvtsDvudB8wGBllrvzjT6ypRJGft2BGY8TzMeMEtD7vwQWhzS85LxTLSYfQQWDkBStaAzn+Hmhfqw6NIpDiwxU1FPLgVkndCyi6XVN72K0THQeMB0PMZKFTC60glQLbuPwJApRKFPI5EREQCZucKmPII7F4NCe2hZmf3f/rsphMn74LnG0GLa6Dv/4IeqkioCGiiyBgTDawCLgI2A/OAK621y7LZbwpwFHhHiSIJqD1rYdKDsPo7qNwKrv/uxLKTjGMw5i5Y/xNg4eAW1+Oo9XCVnorkF7tWwbw3IeldqNgMhnwNBYt5HZUEwKA3ZgHw2c3tPI5EREQCYv9GeLOraxlRtS1s/AWOHnCPVWjqVgjU7AzV2rnWEj//B36fAbfPhTJ1vI1dxEM5JYr81ayhNbDGWrvOd7BPgX7AslP2uxP4EjjPT8cVyVnpWnDVaJg7Eib+zU01aNjPVRyNvRsWf+r2q9EJuj4GzQZ5Gq6IBFnZutD7Ofdt4+hr4eMr4OovoEARryMTERGR3Dp6AD4eBOmpbvppufqu7+jWha7n6LrvYdarMPPFE8+JK+r+D6AkkUi2/JUoqgxsynJ/M9Am6w7GmMrApUAXzpAoMsYMB4YDVKtWzU8hSr5kDJx3I8x+FWaNgB1LYeZLkH7ELTHr9DevIxQRr9Xv4yYZfnE9fDLYJZjjCnsdlYiIiJxJRjp8Pgx2r3Jf9pSr77ZHRUOVRHfpdL+bZLzhF1j3AxQuCYk3uKnJIpItfyWKshsBdeqatheAB6y1GeYME6OstSOBkeCWnvkjQMnHoqJdj6JJD7pS0waXwHk3uEoiERGARpe6/2x+dRN8ehVc+aka2IuIiISqtBRY9AnMfh32rIaLX3LLy3JSoAjU7e4uInJG/koUbQaqZrlfBdh6yj6JwKe+JFEZoLcxJt1a+42fYhDJWYtrYPlYKFXD/UOiPkQicqqmA910tG9vc0vRBn0IMXFeRyUiIiLH7VwB89+FXz+B1ANQqQUMfB8a9fc6MpGI4q9E0TygjjGmBrAFGAxclXUHa22N47eNMe8B45QkkqApUBSGTfA6ChEJdS2udsmicXfDF8Ng4Hs5T0yUsHFTx5pehyAiInmVnuq+8E16BzbMdBNLG/Zz7SWqtnGtJkTEr/ySKLLWphtj7gAmA9G4iWZLjTG3+B5/3R/HERERCbjEYZCZDhPug8+vg34joFAJr6OSc9CtYXmvQxARkbxIegemPwWH90DJBOj2hFspkN3IexHxG2NtaLcASkxMtElJSV6HISIi+c2cN2DSQ1C0AvR7BWp18ToiyaO1u5IBqFVWE+1ERMLGjqXwekdXNXTBfW68fVSU11GJRBRjzHxrbeKp23WmiYiIZKfNzXDjVIgrAqMuhXH3uOaZEnYe/moJD3+1xOswREQkt6yF8fdBweIw+COo3VVJIpEg0tkmIiKSk8ot4eYfod0drvz9hSYw6WHYudzryEREwl/yLtixDDIzvY5EQs2iT2HjL9DtcY2xF/GAv5pZi4iIRKbYQtDjaWhwCcweAXNHuuvKidDyWmh8mWuYLyIiubNxNvz4f7B2urtfpTVc8jKUq+9tXBIajuyHKY+4f2dbDPE6GpF8SYkiERGR3KjWxl1SdrtvOheOgrF3uT5GjS51SaNqbbyOUkQkdP0+E358Ftb/BIXLQOe/u6VFPzwLr3dwfWg6/BViCngdafg5tN1NBNu5wg1kaHoFlGvgdVR58/3Trnn11V9ouZmIR5QoEhERORvxZeD8O6Dd7bA5CRZ+AL99Bb9+CM2ugt7PQQE1TRYRAVyvmfU/wY//hg0zoEh56PEvaDUM4gq7fRpf7pLuPzwDS7921UVVW3sbd7hYNsZNBdu90t03Ue4y43/Q9VHocE94jY/fvgTmvQWJ10Ol5l5HI5JvaeqZiIjIuUpNhpkvwk/PQenaMPA9qNDY66jEZ8bq3QB0qKNxyiJBYy2sneYSRJvmQNGK0P4v0Oo6t6Q3O6unwNi74eAWaH2TS3RoaW/Okt6FCfdBqVrQ4mpI6AjlG7l/kyb+DX77AppfDX1fgJg4r6M9M2vh3V6wayXcOV+9iUSCIKepZ0oUiYiI+Mv6n+HLGyEjFYZNUr8NEcl/rIVVk1yCaOsCKFYFOtztes3EFjzz81MPuQqZOW+4Cs56vaFuT6jZCeLiAx5+2FgwCsbcAbUvggFvuyV8WVnrlvT9+CxU7wCDRoV+4mXRZ/D1cLj4JWg11OtoRPIFJYpERESCYe96eKcHmGgY/j0UreB1RPne0q0HAGhUqfgZ9hSJMMk7YeMsqNTC/U7a9zsc3AoHN8PhvZDQAWpckHOFz9nIzIQV41xl5fbFUKI6dLwXml2Zt2qWTfNg1suwZjqkHYLoAi7W9n+BGh3PPd5wlZHuluj9/F+o1RmuGg3RsTnvv3g0fHs7FK8KV38OpWsFL9azcfQgvJIIxSrDjdPUm0gkSJQoEhERCZbtS+Dt7u7D2bVjIFotAb006I1ZAHx2czuPIxEJku2/wezXYMloyEg7/b4xBV0Cpn5faH7V6ZMO2cnMgGXfwE//gZ3L3DKoC+6DJgPP/rWyk57mxqSvmuz68Rzc4iqULnw4PJZT+dP+TfD1La7XU4troNdzJ/o8nc6GWfDpVYCFQR9BQvuAh3rWJv8dZo2Am6ZB5VZeRyOSbyhRJCIiEkyLR8NXN8H5d0H3J72OJl9TokjyhYx0WDkB5o6E33+GmEIu8dP4Mti22O1TroGr2ChWEaJiXcJh1XewerKrNirXEPo+D9Xa5u6YB7a433MbZkKZenDB/e54UdGBeY9pKa7p9YL3XSL+8rdDt0LGn6x1kzYnPQw2E/r+D5oNPrvX2LsOPrrC/T33GwHNBgUk1DzZuRxea++SX5e85HU0IvmKEkUiIiLBNu4eSHobBn0IDS72Opp8S4kiiWiH98KCD9ykqAOb3BKj826EltfmvieNtbByomuAfGCTe263J3J+/u7VroH/4s8gKsZNe2x2VfCWCy0bA2PudEmTa76CqucF57heOLAFxt4Fa6a6ZtX9XoGSCXl7rSP74LMhLpF40ZNw/p3eT0TLzIT3+8KOpXDnAogv7W08IvlMToki1cKLiIgESs9nYOtC+OY29019fvjmW0SCY/tvMPcNV72YftQlEXo+A3V7nf1yV2Ogfm+3BO3HZ2HWq7BiPHR/CpoOOlEhtHk+zHwelo+DmAIuoXT+nXlPXORVw0tcRdH7F8OoS+GK96B2t+DGEGjWwqJPYeIDkHnMLTM778ZzS8YVKgnXfAlf3wxTHoFD26D70972A/r1Q1eRdvFLShKJhBBVFImIiATS/o3wxgVQtBLcODV3/STEr1RRJBHj+PKyOW+4ZWMxhaDpFdDmZjcW3V+2/wbj/gqb50LBElC7q2uM/fvPbrrWeTdBm1ugSFn/HTMvDmyBjwa43kjn3wVdHomMvkWHtsPYu2HVRKjWzi0V8+cXDZmZMPlhmPMaNLoMLn3dJf6CLXmna2BdvjEMHacG1iIe0NIzERERr6ye6j7MNBsM/V/zvtQ/n5m/YS8AraqH+GhokazS02D3KkjZBSm7Ye9aNxL94GYoXg1a3+hGzgdq5PnxKWYrJ7plT9Gx0PZWaHUdFCgamGPmRdphl/SY/65rgnz521CqhtdR5d3uNfBuL0g9CF0fdQm5QPR8shZ+eQmmPOoqyQZ9BAWL+f84p/PF9bB8LNwyE8rWDe6xRQRQokhERMRb3z/jlnT0fQESh3kdjYiEqp0rXOPiRZ/A4T0nP1bjAmh9M9TrFbiG0dmxNvQT3Eu/gTF3gQGun+wad4ebA1vgnR5w7AgMHQvlGwb+mIs+hW9vh4rN4dpvoUCRwB8TXBP1jwe66XUXPhCcY4rInyhRJCIi4qXMDPhooFu6cf1kqNzS64jyDVUUSchLTYalX7um1Jvnuolk9XtDg0ugaEWILwtFykGhEl5HGtr2roN3ekJ0HNw4DYqW9zqi3EvZA+/2hIPb4LpxUKl58I69fCyMHgpVEuGq0YH/OUtLgRFtIbYQ3PKzN8veRARQokhERMR7KXtcv6K0ZOj1b9dbJNS/pY8A6lEkIcla2LLAjXr/7Uv3e6FMPWg5BJoO9r7/T7jauhDe7Q1l6sKwCRAX73VEZ5Z6yDXm3rncNZtO6BD8GJaNcUvByjWAIV9DfJnAHWvy32HWKzBsElTX72URL+WUKFLHMBERkWCJLw1Dx7gPMF8Ph4+vgAObvY5KRIJt7ffwWnt4qwss+Rwa9ofrv4Pb57gpYkoS5V2lFjDgXdi+GL64wVVzhrJjR+GTK2HbYhj4njdJInCT5K781PXFerc3HNwamOMs/QZmvwqJ1ytJJBLCznJ2poiIiJyT0rXg+kkwdyRM+6crv+/+pGsQq+oikfCXlgKLPwMTDbW6QImqJx47dgSmPuGmTZWuDRe/6KZOBbuJcKSr19NVbU64DyY96G6H4u/XI/th9BC3JPnSka73lJfqdINrvoKPB7mG2td+CyUTzv51Vk50CadyjVwvrfSjsDkJtiTB+p+hSmu46J9+D19E/EeJIhERkWCLinbTg+r2hLF3wbi73dKTS14O72k9Ivndhl/gm1th3+8ntpWu4xJGlVvBjP/BrhXQejh0ewLiCnsWasRrfZP7e5j1CpSsAe1u8zqik6UectMwt/4K/V+HZoO8jshJaA9Dv4VRl8E7vmRRbieSpae6ZWXz3vzzYyYayjeCNjdD578Hr2m2iOSJ3xJFxpiewItANPCWtfbZUx6/Gjje0j4ZuNVau8hfxxcREQk7pWrAtWNcj5LJ/4DXznfjkFsPD+5EIxE5N2kpMP1pt6SmZHUYOs41oF47DdZOd02q574BRSq4HjS1u3kdcf5w0ZOwfyNMfhiKV3HLq0JBWgp8dIXrUXXFB9Cgr9cRnaxyK9ff6YP+vsqib6BCk9M/Z/9G1xB76wJod4erkj24BX6fCRWbQq2uSoyKhBG/NLM2xkQDq4CLgM3APOBKa+2yLPucDyy31u4zxvQCHrfWtjnTa6uZtYiI5AsHtrjKotXfubL8fiNy/y2unNbSrQcAaFSpuMeRSMRJ2Q0znocFoyD1AJx3o6sUOrVa4thR2PYrlK0HhUp6Emq+deyIaxS9fQlcN95N9vI6no8HueVml78FjS/3Np7T2b0GPrjENVq/5quc/+zWTIMvff2g+r8KDS4ObpwikmcBnXpmjGmHS/z08N1/CMBa+0wO+5cEfrPWVj7TaytRJCIi+Ya1sHg0THoA0g7DhQ/A+XdBdKzXkYnIcdbCxlkw/31Y9g1kHIOG/dxy0qqtvY5OspO8C97uBqnJcONU75b4pqfCp1fDmqlw6evQbLA3cZyNfRtcsihlN1z12cnNtjMz4ef/wPf/gnINYdAo14dPRMJGoKeeVQY2Zbm/2bctJzcAE/10bBERkchgjOtTcftc14x12j/hzS5uGo7k2YzVu5mxerfXYUi4O7gVZrwAI1q75TgrJ0Dzq92ksoHvKkkUyoqUhau/hMx0+GQwHD0Y/BgyjsHnw2DNFNfEPBySROCWUg6bBMUqw4eXw+qpbvuRfe7P8vunoekVcOMUJYlEIoi/ehRlN0Yg21IlY0xnXKIox9mPxpjhwHCAatWq+SM+ERGR8FGknOtbsexbGH8fvNkZOtwDF9wHMQW8ji7svDx9NQAd6pTxOBIJO6nJsGIcLPoE1v0IWN/S0FehUX+Ii/c6QsmtMrXd79UPL3PLpK78NHi94DLS4csbYeV46P0faDU0OMf1l2IVXc+iUf1dcqjT32Dhhy552vs/bsllKE6VE5E881eiaDOQZfYnVYCtp+5kjGkKvAX0stbuyenFrLUjgZHglp75KUYREZHw0rAfJHR0jVh/+jcsH+O+ia7W1uvIRCJXZgas/xEWfQbLx8KxFChR3X04bjpIVRPhrGYn6PVvGH8PTHkUejwd+GNmZsC3t7llit2fdtPYwlF8Gdek/aMBroqoeFUYNhGqnud1ZCISAP5KFM0D6hhjagBbgMHAVVl3MMZUA74ChlhrV/npuCIiIpGtcCnXy6LRZe7DzTs9IPF66PY4FFRzZhG/2bEUFn0KSz6HQ9ugQHFoMgCaXemSs6qYiAzn3QC7VsCsV1xz8ZbXBu5YmZkw9i+w+DM30fL8OwJ3rGAoVAKun+wqiYpV0nROkQjml0SRtTbdGHMHMBmIBt6x1i41xtzie/x14FGgNPCqcf/QpmfXNElERESyUbc7VJ/tmobOeQ1WTIDe/4YGl+gDrMhx1rrpYku+gH2/Q+2uUK8PFC2f/f6HdrjE0OJP3VSsqBiofRH0fBbq9oTYgsGMXoKlxzOwezWMuwdK1YKE9v4/hrUw4T5YOAo6PQAd7/X/MbwQFQ0lqp55PxEJa36ZehZImnomIiJyiq0LYcxdsH0x1OsNvZ+D4lW8jipkDXpjFgCf3dzO40gkYPasdQmfJZ/DnjUQFQtFK8CBTYBxk5oSh7llQGkpkHoI1v8Ea6eBzYRKLV1z4caXuyU2EvmO7IO3urnrm6ZDyQT/vba1bsnw7Feh/V+g2xNK6ItISMpp6pkSRSIiIuEoI91VFn3/LzBR0O52aHQplK2vDySnWLsrGYBaZYt4HIn4XeohNx1w7pvufkIHaDIQGlwMhUrCzuWut9e8tyBl18nPLVbFTRlsOhjK1g1+7OK9PWvdZMmiFeGG76BgsXN/TWth2hMw43locyv0fEa/k0UkZClRJCIiEon2/Q4TH4BVkwELpWu7D8kNLnZVEvqAIuFu0zzXM6huj5On/q2a7JYOHdwCrYdDh7td35TspB5ySYG4Im5SWVxhKFBM54e4aXajLnXLFM91Epq1MPVxmPkCtBoGfZ/Xz5iIhDQlikRERCLZoe2wYryrnlj/M9gMVzFxPGlUrW2+bTw6ddkOALo1zKFPjYSmPWth6mNu8hi4pUHdn4KqbWHSg/DbF1C2AVzysiYvybmZ9xaMvxfOv9P9jOWFtfDdP1yT7MQb3Nj4qCj/xiki4mdKFImIiOQXh/fCqknuA/aaaZCRCoXLQP0+rvl1jQsgJs7rKINGPYrCSMoeN0Z88WewaQ7EFoYO90C5BjD9Kdi13O0XHQcX3A/t785XP8sSQOPvg3lvQr9XocXVZ/dca13ycs7r0Ppm6PV/qiQSkbCQU6LIL1PPREREJIQULgXNr3KX1GRYM8UljX77Eha878Z+1+3hKo1qd3VLcSQ0ZGa6ZuWrJsGGXyAjDfB9qffHl3un3sf9PXb4a3j+Xabsdj+fy745UQ1Xtj50fcyNpi9W0e1XtycsGQ37N/r6cdXzNGyJMD2fgd2rYNzdULqWq8LMjcxMN90s6W1od4erSFKSSETCnCqKRERE8otjR2H9j2552ooJcGQvxBSCOt1cpVGd7lCohNdR+l3IVxSlpcC6H2DlRFj9HSTvcA3KK7VwfXQgywdP8+f7xw7DhpluqWHPZ1wCMNQ/qCbvcj+Hy76B32e4yWOlakLD/tCoP1RoGvrvQSLP4b3wVlc4ehCGfw8lqp1+/8xMl1ha8L6mm4lIWFJFkYiISH4XW9BVEtXtAX3TXXJh+VhYMc5dR8VCzU4u0VCvDxQp63XEkevAZlc1tHKSG9OekeqSQrW7Qt1eUOciVxmWWxt+cUtnRg+BWl2g13NQpnbg4s+LQzt8yaFv3c+ezXTN1zvc45JD5RvrQ7Z4q3ApuPIzeKsbfHIlXD8ZCuQwLTEzA8bcBb9+CB3vgy7/0M+viEQMVRSJiIjkd5mZsGW++xC/fIybpGaioXY3uPBBqNzS6wjPSchUFB07CnNHuuVT25e4bSUTXGKoXk+odv659dvJSHdNeb9/Go4dcY15L7jP2+Voh7bDsizJISyUqXuicqhcQ324ltCzZip8NBDq9YYrRv25KfWxIzDhflg4Ci58CDo9oJ9jEQlLamYtIiIiZ2Yt7FjqJkotGAWH90Dzq6Hro1A0PKeGbd1/BIBKJQp5E0BmJiz9CqY+AQc2QtU27gNovV4uaeLvD5jJO2HKY7DoY99ytH+5pYXB+iB7cOuJ5NDGWYB1PYca9oeG/Vxjan2ollA3+zXXoLrjfdD1Ebft2BFIehdmvuCWiHa81/1uFBEJU0oUiYiIyNk5ehB+es59YIqKhpoXuslpdXtpWVpubU6C8ffAtkVQoQl0f9ot7wuGjbPdcrQdS6BmZ+j9HJSpE5hjHdrhkmFLv4FNs922cg1dYqhhfyhXPzDHFQkUa2HsXbDgA+j8D4iOhVkjIGUnJHR0VUQ1OnodpYjIOVGiSERERPJmz1qY8wasnAAHNgEGqrZ2VTH1+4ZeL5xTjF20FYCLm1UK3kFT9sC0x92HzKIVXZPbJgNcwi2YMtLdNKbpT7um1+1ud2Plc+q7crbS02DWKy6heOwwlGvklpQ17A9l6/rnGCJeSU+Dz4e6330ANS6ATg9CQntv4xIR8RMlikREROTcWOt666ycACvGw/bFbnuZur6kUR+onPjnfh4eC2qPosxMNwFp2hOQegja3uoqDwoUDfyxTyd5J0x9HH79CIpVhh5Pu2TOuSwBW/ejGwu+e5VLGHZ9VCPrJfJY65rFxxSEKq28jkZExK+UKBIRERH/2r/RjXRfMd41Ks5Mh/hyrvdO/T5Qo5ObtOaxoCWKtiyA8ffC1gVQvQP0+Y/rxxNKNs6BCfe6hF+NTtD7P3+u/Dm811UHZaa7yU6Z6SdfDm2HXz920/JKJrgJa3W7e/J2REREJO+UKBIREZHAObIPVk+FleNh9RRIS4bYeKjdBer1gbo9zm7cux8FPFF0eC9Mf9I1uY0v66p1mgwM3YbNmRmQ9A5Me9K3HO02qNMD1kyBlZNg1/Izv0ahUtDmZmj/F4j1qEm4iIiInJOcEkUxXgQjIiIiEaZQSWg60F3SU2H9zy5ptHIiLB8LJhqqn+9botbbVaKEu8xMN1lsyqMuUdbmFuj8EBQs7nVkpxcVDa1vckvPpj4OM190l6gY93fUbDAULu3uR0X7LjEnLnHxUKU1xMR5/U5EREQkAFRRJCIiIoGTmQnbFrrlaSsmnKhWKdfILU+r3xsqNg9o9U1AKoq2LXb9eTbNcePu+/zXTTULR1sXumWENTpBoRJeRyMiIiJBoqVnIiIi4r2961zCaOUE2DgLbKZrrlyvl6s2Sujo90qVvSlpAJSK98PrHj3gJojNe9Mtv7ron9DsypBr4C0iIiJyJkoUiYiISGhJ2QOrJ7tqo7XTXb+cAsWgdjdXbVS7W+hUuFgLiz+D7x6BlF1w3g3Q5R9uyZ2IiIhIGFKPIhEREQkt8aWh+VXucuwIrPvBJY1WTYKlX53omVOvN9TtCaVq5OkwnydtAmBgYtWzf7K1sO1XmPQwbPwFKreCq0dDpRZ5ikVEREQk1ClRJCIiIt6LLeRbftbL9TXaMt8tT1s5ESY96C7lGp5YolapZa6Xe30xfzNwFomijHTYNPvEErl9613l0MUvQotrtcxMREREIpoSRSIiIhJaoqKg6nnu0u0x19do5SSXtJnxAvz8X4gvB/V6uqRRjU4QV/jcjpma7Ja/rZwAqybDkb0QHedeu/1dbkJY4VL+eHciIiIiIc1viSJjTE/gRSAaeMta++wpjxvf472Bw8B11toF/jq+iIiIRKhSNaHdbe5yZB+snuoSOku/gQUfQEwhqNXZVRvV6QFFy+fudQ9tdxVLKyfAuh8hIxUKloC6PVwCqnZXKFA0kO9MREREJOT4JVFkjIkGRgAXAZuBecaYMdbaZVl26wXU8V3aAK/5rkVERERyp1BJaDrQXdLTYMPME8melRPcPpUToX5vl+wpW//Ec62FXSth5Xi3rGyLb1hGiWqQeL17TrV2EB0b/PclIiIiEiL8MvXMGNMOeNxa28N3/yEAa+0zWfZ5A/jBWvuJ7/5K4EJr7bbTvbamnomIiMgZWQs7lp5IGm31FS2XqM6gIw+AMXxW+Dm3jA1cM+p6fVwVUvlGYIx3sYuIiIh4INBTzyoDm7Lc38yfq4Wy26cy8KdEkTFmODAcoFq1an4KUURERCKWMVChsbt0uh8ObnXT01ZO5L21D4DNhMptod3tULcXFK/sdcQiIiIiIclfiaLsvoY7tVQpN/u4jdaOBEaCqyg6t9BEREQk3ylWyS0nS7yeQmmHXaKoQBGvoxIREREJef5KFG0Gss6crQJszcM+IiIiIn41av5OAIa0U6JIRERE5Eyi/PQ684A6xpgaxpg4YDAw5pR9xgDXGqctcOBM/YlEREREztW4xdsYt1j/5RARERHJDb9UFFlr040xdwCTgWjgHWvtUmPMLb7HXwcmAL2BNcBhYJg/ji0iIiIiIiIiIv7hr6VnWGsn4JJBWbe9nuW2BW731/FERERERERERMS//LX0TEREREREREREwpwSRSIiIiIiIiIiAoBxK8JClzFmF7DB6zj8oAyw2+sgRMKAzhWR3NG5IpI7OldEckfnikjuRNK5Ut1aW/bUjSGfKIoUxpgka22i13GIhDqdKyK5o3NFJHd0rojkjs4VkdzJD+eKlp6JiIiIiIiIiAigRJGIiIiIiIiIiPgoURQ8I70OQCRM6FwRyR2dKyK5o3NFJHd0rojkTsSfK+pRJCIiIiIiIiIigCqKRERERERERETER4miIDDG9DTGrDTGrDHGPOh1PCLBZox5xxiz0xjzW5ZtpYwxU4wxq33XJbM89pDvfFlpjOmRZXsrY8wS32MvGWNMsN+LSKAYY6oaY743xiw3xiw1xvzFt13nikgWxpiCxpi5xphFvnPlCd92nSsi2TDGRBtjFhpjxvnu61wROYUx5nffz/ivxpgk37Z8e64oURRgxphoYATQC2gIXGmMaehtVCJB9x7Q85RtDwLTrLV1gGm++/jOj8FAI99zXvWdRwCvAcOBOr7Lqa8pEs7SgXuttQ2AtsDtvvNB54rIyVKBLtbaZkBzoKcxpi06V0Ry8hdgeZb7OldEstfZWtvcWpvou59vzxUligKvNbDGWrvOWpsGfAr08zgmkaCy1v4E7D1lcz/gfd/t94H+WbZ/aq1NtdauB9YArY0xFYFi1tpZ1jVX+yDLc0TCnrV2m7V2ge/2Idx/6iujc0XkJNZJ9t2N9V0sOldE/sQYUwXoA7yVZbPOFZHcybfnihJFgVcZ2JTl/mbfNpH8rry1dhu4D8hAOd/2nM6Zyr7bp24XiTjGmASgBTAHnSsif+JbSvMrsBOYYq3VuSKSvReAvwGZWbbpXBH5Mwt8Z4yZb4wZ7tuWb8+VGK8DyAeyW5OoUXMiOcvpnNG5JPmCMaYI8CVwt7X24GmWtutckXzLWpsBNDfGlAC+NsY0Ps3uOlckXzLG9AV2WmvnG2MuzM1Tstmmc0Xyi/bW2q3GmHLAFGPMitPsG/HniiqKAm8zUDXL/SrAVo9iEQklO3zlmfiud/q253TObPbdPnW7SMQwxsTikkQfWWu/8m3WuSKSA2vtfuAHXA8InSsiJ2sPXGKM+R3X/qKLMeZDdK6I/Im1dqvveifwNa6FTL49V5QoCrx5QB1jTA1jTByu6dUYj2MSCQVjgKG+20OBb7NsH2yMKWCMqYFrAjfXV+55yBjT1jc94NoszxEJe76f67eB5dba/2V5SOeKSBbGmLK+SiKMMYWAbsAKdK6InMRa+5C1toq1NgH3GWS6tfYadK6InMQYE2+MKXr8NtAd+I18fK5o6VmAWWvTjTF3AJOBaOAda+1Sj8MSCSpjzCfAhUAZY8xm4DHgWWC0MeYGYCMwEMBau9QYMxpYhpsCdbtviQHArbgJaoWAib6LSKRoDwwBlvh6rwA8jM4VkVNVBN73TZiJAkZba8cZY2ahc0UkN/TvisjJyuOWMYPLkXxsrZ1kjJlHPj1XjGvGLSIiIiIiIiIi+Z2WnomIiIiIiIiICKBEkYiIiIiIiIiI+ChRJCIiIiIiIiIigBJFIiIiIiIiIiLio0SRiIiIiIiIiIgAShSJiIiIiIiIiIiPEkUiIiIiIiIiIgIoUSQiIiIiIiIiIj7/DxDhUqsXlKDKAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0})\n", "axs[0].plot(range(abp.shape[0]), abp)\n", "axs[0].axvline(x=regime_locations[0], linestyle=\"dashed\")\n", "axs[1].plot(range(cac.shape[0]), cac, color='C1')\n", "axs[1].axvline(x=regime_locations[0], linestyle=\"dashed\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FLOSS\n", "\n", "Unlike FLUSS, FLOSS is concerned with streaming data, and so it calculates a modified version of the corrected arc curve (CAC) that is strictly one-directional (CAC_1D) rather than bidirectional. That is, instead of expecting cross overs to be equally likely from both directions, we expect more cross overs to point toward the future (and less to point toward the past). So, we can manually compute the `CAC_1D`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "cac_1d = _cac(mp[:, 3], L, bidirectional=False, excl_factor=1) # This is for demo purposes only. Use floss() below!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and compare the `CAC_1D` (blue) with the bidirectional `CAC` (orange) and we see that the global minimum are approximately in the same place (see Figure 10 in the original paper). " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0})\n", "axs[0].plot(np.arange(abp.shape[0]), abp)\n", "axs[0].axvline(x=regime_locations[0], linestyle=\"dashed\")\n", "axs[1].plot(range(cac.shape[0]), cac, color='C1')\n", "axs[1].axvline(x=regime_locations[0], linestyle=\"dashed\")\n", "axs[1].plot(range(cac_1d.shape[0]), cac_1d)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Streaming Data with FLOSS\n", "\n", "Instead of manually computing `CAC_1D` like we did above on streaming data, we can actually call the `floss` function directly which instantiates a streaming object. To demonstrate the use of `floss`, let's take some `old_data` and compute the matrix profile indices for it like we did above:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "old_data = df.iloc[20000:20000+5000, 1].values # This is well before the regime change has occurred\n", "\n", "mp = stumpy.stump(old_data, m=m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we could do what we did early and compute the bidirectional corrected arc curve but we'd like to see how the arc curve changes as a result of adding new data points. So, let's define some new data that is to be streamed in:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "new_data = df.iloc[25000:25000+5000, 1].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we call the `floss` function to initialize a streaming object and pass in:\n", "\n", "1. the matrix profile generated from the `old_data` (only the indices are used)\n", "2. the old data used to generate the matrix profile in 1.\n", "3. the matrix profile window size, `m=210`\n", "4. the subsequence length, `L=210`\n", "5. the exclusion factor" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "stream = stumpy.floss(mp, old_data, m=m, L=L, excl_factor=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can now update the `stream` with a new data point, `t`, via the `stream.update(t)` function and this will slide your window over by one data point and it will automatically update:\n", "\n", "1. the `CAC_1D` (accessed via the `.cac_1d_` attribute)\n", "2. the matrix profile (accessed via the `.P_` attribute)\n", "3. the matrix profile indices (accessed via the `.I_` attribute)\n", "4. the sliding window of data used to produce the `CAC_1D` (accessed via the `.T_` attribute - this should be the same size as the length of the `old_data\\)\n", "\n", "Let's continuously update our `stream` with the `new_data` one value at a time and store them in a list (you'll see why in a second):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "windows = []\n", "for i, t in enumerate(new_data):\n", " stream.update(t)\n", " \n", " if i % 100 == 0:\n", " windows.append((stream.T_, stream.cac_1d_))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, you can see an animation that changes as a result of updating the stream with new data. For reference, we've also plotted the `CAC_1D` (orange) that we manually generated from above for the stationary data. You'll see that halfway through the animation, the regime change occurs and the updated `CAC_1D` (blue) will be perfectly aligned with the orange curve." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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