{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "\n", "**15-448: Machine Learning in a Nutshell**, *CMU-Qatar* Spring'20\n", "\n", "**Gianni A. Di Caro**, www.giannidicaro.com\n", "\n", "Disclaimer: This notebook was prepared for teaching purposes. It can include material from different web sources. I'll happy to explicitly acknowledge a source if required. \n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# A Web traffic example for the ML pipeline \n", "\n", "We've got the statistics for the first month of operation of a new web service. Data is aggregated in the `web_traffic.tsv` file (.tsv because it contains tab-separated values). \n", "\n", "Each file record contains the hour (consecutively) and the number of web hits in that hour.\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data ingestion, data preparation, EDA, problem definition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading and inspecting the data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "# read data\n", "data = pd.read_csv(\"../datasets/web_traffic.tsv\", delimiter=\"\\t\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Hour Hits\n", "0 1 2272.0\n", "1 2 NaN\n", "2 3 1386.0\n", "3 4 1365.0\n", "4 5 1488.0\n", ".. ... ...\n", "738 739 4970.0\n", "739 740 4813.0\n", "740 741 5392.0\n", "741 742 5906.0\n", "742 743 4881.0\n", "\n", "[743 rows x 2 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Hour', 'Hits'], dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Hour Hits\n", "723 724 4813.0\n", "724 725 3997.0\n", "725 726 4357.0\n", "726 727 4322.0\n", "727 728 4156.0\n", "728 729 4630.0\n", "729 730 4415.0\n", "730 731 4410.0\n", "731 732 4724.0\n", "732 733 4363.0\n", "733 734 4798.0\n", "734 735 4749.0\n", "735 736 5143.0\n", "736 737 4906.0\n", "737 738 4309.0\n", "738 739 4970.0\n", "739 740 4813.0\n", "740 741 5392.0\n", "741 742 5906.0\n", "742 743 4881.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tail(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert the data into numpy arrays" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's just get the data and transform the `DataFrame` into a (purely) numeric numpy `array` " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(data)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "data = data.values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(data)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(743, 2)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.shape" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2.000e+00, nan],\n", " [3.000e+00, 1.386e+03],\n", " [4.000e+00, 1.365e+03],\n", " [5.000e+00, 1.488e+03],\n", " [6.000e+00, 1.337e+03],\n", " [7.000e+00, 1.883e+03],\n", " [8.000e+00, 2.283e+03],\n", " [9.000e+00, 1.335e+03],\n", " [1.000e+01, 1.025e+03]])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[1:10, ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's store the data in two separated named arrays" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "hours = data[:,0]\n", "web_hits = data[:,1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic data cleaning: remove invalid entries" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 8 invalid entries (NaN)\n" ] } ], "source": [ "import scipy as sp\n", "\n", "# check for invalid data\n", "nans = sp.sum(sp.isnan(web_hits))\n", "\n", "print('There are {} invalid entries (NaN)'.format(nans))\n", "#print(sp.isnan(web_hits)) # this is an array of T/F entries, F correspond to a valid entry" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# let's remove invalid entries\n", "valid_entries = ~sp.isnan(web_hits) # change T into F and vice versa\n", "# print(valid_entries)\n", "\n", "hours = hours[valid_entries]\n", "web_hits = web_hits[valid_entries]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis (EDA): Visualize the data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "matplotlib.rcParams['figure.dpi']= 90 # set the resolution to x dpi" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize the data\n", "plt.figure(facecolor='#E0E0E0') # optional, makes a grey background\n", "\n", "plt.title(\"Web traffic over one month\")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Hits/hour\")\n", "\n", "plt.xticks([w*7*24 for w in range(0,5)], ['week {}'.format(w) for w in range(1,6)] )\n", "\n", "# scatter plot of the pairs (hour, hits)\n", "plt.scatter(hours, web_hits, s=5)\n", "\n", "# draw a slightly opaque, dashed grid, optional\n", "plt.grid(True, linestyle='-')\n", "\n", "plt.show()\n", "\n", "# check matplotlib tutorials for more visualization options\n", "# http://matplotlib.org/users/pyplot_tutorial.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can observe that traffic was quite steady for the first part of the month, but then it shows a quite dramatic increase starting from the beginning of week 4. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Practical question of interest to be answered \n", "\n", "**Will the server handle the incoming web traffic? (e.g., we know we can handle up to 100,000 hits/h)**\n", "\n", "One way to answer the question is to proceed in two steps:\n", "1. Find a model that can well describe the (noisy) data points, relating time/day and expected number of hits

\n", " \n", "1. Use the model to extrapolate into the future to find the point in time where the server infrastructure has to be extended to handle incoming traffic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finding a model: since all we have is data, we can try to **learn** a model using the data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A regression problem\n", "\n", "We are looking for a scalar function: $$f: Time\\subseteq \\mathbb{R}^+\\to Hits\\subseteq \\mathbb{R}^+.$$\n", ">$hits\\in Hits$ can be regarded as a **random variable**.\n", " \n", "In the ML jargon, we are looking for a **regression model**, $Y=f(\\bf{X})$, where *time* is the **predictor variable** and *hits* is the **predicted output.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Goal: The regression model that we are aiming to learn is not only meant to fit (represent) the data that we have, but, more interestingly, to rather provide robust predictions for unseen data, i.e., for what will happen in the future in terms of number of hits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Which **class of functions** can well represent the data?

\n", "\n", "- Potentially, infinite classes of functions could be a good fit!!" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inductive bias\n", "\n", "- We need to formulate a working **hypothesis**, in order to restrict the universe of possibilities and focus/direct the learning process

\n", "\n", "- Inductive bias: We make the hypothesis that the *best regression function* $f$ belongs to some specific class $\\mathcal{H}$

\n", "\n", "- E.g., polynomials, exponentials, gaussians, splines, beta functions, periodic functions, ...\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parametric assumption\n", "\n", "We conveniently assume that each function $f\\in \\mathcal{H}$, $f: X \\to Y$, can be fully described by a **set (vector) of parameters**, $\\bf{w}$, such that:

$$f(X) \\equiv f(X; \\bf{w})$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Linear functions / Polynomials of order 1 or 0:**\n", "\n", " Examples for the case of one-dimensional (**univariate**) functions:\n", " \n", " $$\\begin{aligned}\n", " & f(x) = w_1x + w_0\\\\[1ex]\n", " & f(x) = w_1x\\\\[1ex]\n", " & f(x) = w_0\n", " \\end{aligned}\n", " $$\n", " \n", " Examples for the case of multi-dimensional (**multivariate**) functions:\n", " \n", " $$\\begin{aligned}\n", " & f(x_1, x_2, x_3) = w_1x_1 + w_2x_2 + w_3x_3 + w_0\\\\[1ex]\n", " & f({\\bf x}) = {\\bf w}\\cdot {\\bf x}, \\quad {\\bf w}=[w_0\\ w_1\\ w_2\\ \\ldots\\ w_n]^T, \\quad{\\bf x} = [1\\ x_1\\ x_2\\ \\ldots\\ x_n]^T\\ \\\\[1ex]\n", " \\end{aligned}\n", " $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Polynomials of order $n>1$:**\n", "\n", " General form of **univariate** polynomial functions of order $n$:\n", " \n", " $$\n", " w_{n}x^{n}+w_{n-1}x^{n-1}+\\dotsb +w_{2}x^{2}+w_{1}x+w_{0}\n", " $$\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how polynomials of different degrees look like" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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0LJEfdVKvNrRvGcXC9HyyCiucjiMiwcPRY2tEAtWK76Z5+u78voNU+Ik0krWWf322nTtfWUVVnYdfn9uXv182hMgwbeIi7hcaYpg0Ihlr4e2VOtpBRJqGG46tEQlEyzMKABjp4/V9oMJPpFEqazzc9dpq/vnZNlpEhPLsdSO5/eQe2sRFAsqkEfVLc95akYXXqxlWIuITfj+2RiQQLc0owBgY1U0jfiKukVtcxeVPLeb9dTl0Tozm3SmpnN6vndOxRBqta1ILxnRLZG9RJYt3HnA6jogECLcfWyMSaPYUVLC3qJJ+7VsSHx3u89dzvPAzxrxgjKn53rkvJzidS+RQa/YUcdFjC1m/t5jR3RKZN3U8fdrHOR1L5JhdMap+k5c3lmuTFxE5aq4/tkYkkCxtmOY5prvvR/vABYVfg8e/d+7LYqcDiRw0b81ernhqMftLq7lyVGdm3zyGxBYRTscSOS7nDuxAbGQYH2/Mpbii1uk4IhIAvr8hS8N1irU2z1o7xlrbsuEabK193um8Im63tGHWzRg/TPME9xR+Iq7j9Vr+vmArd7++hlqPl99e0J8/XTLI51vtivhDdEQoFw7pSE2dl/fW7nU6joiISLNzcMRvdLfWfnk9t/Rgr2s492WjMeZnxpjD5tK5L+IP5dV13PnKSh79Ip24qDBm3Tiam8Z30yYuElQOTvd8ffkerFVzKiIi4i85xZVkFlTQu12s32aSuaHw+zfQB2gD3Azc3XD9IJ37Ir6WVVjBpCcX88nGfXRtHcOcKamc3LuN07FEmtyQ5Hj6to9jY3YJ67KKnY4jIiLSbCw7uL7PT6N94ILCz1q7qmFuuMdauwR4GJ37Ig5ZubuAiTPT2JxTQmrP1sydmkrPtrFOxxLxCWMMV49JAeDVpZkOpxEREWk+luz078Yu4ILC7wfo3BdxxNsrs7jq6aXkl9Vw3QldeOHG0STEaBMXCW4ThnUiOjyU99ZmU1KlTV5ERET8YWlG/cYuo/20sQu4oPAzxlxujGlp6o0E7kPnvogfebyWP324mZ+/tRaPtTw4cSC/nzCQ8FDH3x4iPtcyKpwJQztSWeth7mpt8iIiIuJr+0ur2JlXTvc2LWgbF+W313VDz3YakAmUAq8AjwN/dzSRNBulVbXc+tIKnvpmJ/HR4bx802iuHdvF6VgifnX1mPrf+VeWZGqTFxERER9zYn0fQJhfX+0HWGtPcjqDNE+ZByq4+cXlbN9fRo82LXju+lF0TWrhdCwRvxuUHM+gTvGs31vMqsxCRnTx37QTERGR5mZpw/q+sX5c3wfuGPET8bslOw8wYeZCtu8v4+TebZgzNVVFnzRrBzd5eWWJNnkRERHxpYPr+/w94qfCT5qd15Zlcs2zSymsqOWW8d14/oZRtIwKdzqWiKMuHNKR2Mgw3l+fQ1FFjdNxREREgtKBsmq27SsjJTGG9vH+W98HKvykGanzeJnx3kZ+/e56jIG/XDqY6Rf0JzREx0GKtIgM4+Jhnaip8/L2yiyn44iIiASlxTvrR/tSe/p3tA9U+EkzUVxRy40vLOeFRbtIbBHBq7eO5fJRnZ2OJeIqkw+e6bdMm7yIiIj4wsLt+QCk9kzy+2ur8JOgtzOvjIsfT+Pb7fn0aRfHvKmpjOqqzStEvq9fh5YMT0lgZ175dwfLioiISNOw1vJtQ+E3rocKP5EmtXB7PhNnprEzv5wz+rXjnSnj6JwY43QsEdea3HC0w+ylux1OIiIiElwyCyrYW1TJgI4tSWwR4ffXV+EnQclay0uLd3H9rGWUVNVx5yk9ePraEcRGOn6CiYirXTC4A61iwvl4Qy45xZVOxxEREQkaC9PrR/vGOzDNE1T4SRCq9XiZPncDv523kdAQwz+vGMKvzulLiDZxETmiqPBQrhydgsdrdbSDiIhIE0pLd259H6jwkyBTWF7Dtc8t5ZWlmSTFRvL6bWO5eFiy07FEAso1Y7sQGmJ4bVkmVbUep+OIiIgEPI/XsmjHASJCQxzba0KFnwSN9P2lTHw8jSU7CxjQsSXvTUtleEorp2OJBJxOCdGc1b8dB8pr+GBdjtNxREREAt6m7BKKKmoZ0aUV0RGhjmRQ4SdB4cut+7l45iJ2H6jg3IHteeuOE+iYEO10LJGAdf24rgC8uHiXjnYQERE5Tt+t7+vlzDRPUOEnAc5ay7Pf7uTmF5ZTWl3H3af3Yubk4cREaBMXkeMxplsifdvHsS6rmNV7ipyOIyIiEtCcXt8HKvwkgFXXefjl2+t46IPNhIeG8NjkYdx7Zm9t4iLSBIwx3436vZC2y9EsIiIigayq1sOyXQXERYUxqFO8YzlU+ElAyi+r5ppnl/LWyizatYzkrTtO4ILBHZ2OJRJUJg7tRHx0OB+uz2F/SZXTcURERALSyt2F1NR5GdejNaEODlCo8JOAszmnhAmPpbF8VyFDkuN5b9p4BicnOB1LmjljzDRjzApjTLUxZu73vtbSGPOqMabEGLPPGPOAUzkbIzoilCtHdabOa3llqY52EBERORZOn993kAo/CSgLNuZy6ROL2FtUyYShHXnj9hNo1zLK6VgiANnAQ8AzP/C1R4FEIAU4EbjVGHOdH7Mds2vGdiHEwKvLMqmp8zodR0REJOB8sy0PcHZ9H6jwkwBhrWXml+ncPnslFTUefnF2Hx65YihR4c5shyvyfdbad621c4H8Qx83xsQAVwLTrbVF1tpt1BeCNzsQs9E6J8Zwer925JVW88H6bKfjiIiIBJR9JVVszC6hS+sYuiW1cDSLCj9xvapaD/e+sYa/frKV6PBQnrp2BFNP7Ykx2sRFAkIfIAJYc8hja4DBh/sBY8wMY4w9ePk64JHclNoNgGe+ydDRDiIiIo3w9db60b5T+7R1vO+qwk9cbX9JFVc+vYS5a7LplBDN23eM4+wB7Z2OJdIYsUC5tbbukMeKgLjD/YC1doa11hy8fJ7wCMZ2T2RQp3g25ZSweMcBp+OIAODxWu6fs55lGQVOR2k2gnEts4ivfbl1PwCn9GnjcBIVfuJiG/YWM2FmGmv2FDGySyvmTUulf8eWTscSaawyIMYYc+jhkvFAqUN5Gs0Ywy0n1o/6Pf3tTofTiNT7dNM+XlmayT8/3eZ0lOYkKNcyi/hKrcfLwu35RIWHMLZ7a6fjqPATd/pgXQ6TnlxETnEVk0Yk88qtY0iKjXQ6lsix2ArUAkMOeWwosN6ZOMfmvEEd6JQQzVdb89i2L2BqVglizzbchLj1pG4OJ2k+gnUts4ivrNxdSGl1HSd0b+2KfSlU+ImrWGt55LNtTH11FdV1Xu4/rx9/nTSYyDDn3ywiP8YYE2aMiQLCgBBjTJQxJsJaWwG8ATxojIk3xvQC7gKedTJvY4WHhnBjalfgPx1uEaes3F3Iit2F9Gwbyym92zodR4JgLbOILxyc5nlqX3e0Uyr8xDUqazxMe201j3y2ndjIMJ67fiS3ntTd8YWwIkdpOlAJ3A9c2PD5goavTQOKgSwgDXjOWvuSEyGPxxWjOhMXGcbc1dk60F0c9d1o34ndCHHwMGT5TsCvZRbxha+21G/s4pYbVCr8xBVyiiu57KlFfLAuh5TEGN6dMo7T+rZzOpbIUft+J6bhOqXhayXW2qustXHW2rbW2t87HPeYxEWFM3lMCjUeLy8u3uV0HGmmdh8o55ONuSTFRjBhaCen40i9gF/LLNLU9hZVsnVfKT3atCCldYzTcQAVfuICqzMLueixNDbsLWFMt0TmTk2ld7vD3iQUEQfdkNqVsBDD7CWZVNTUHfkHRJrYcwsz8Fq4/oSurlgzI0CQrGUWaUpfHZzm2ccdo32gwk8cNnf1Xq54egl5pdVcNTqFl28eQ2KLCKdjichhdIiP5sIhHSmurOWtFVlOx5FmJq+0mjeW7yEmIpRrxnZxOk6zE+xrmUWa0lcN5/edosJPmjuv1/KXj7dwzxtrqPN4mXFhf/548UAiwvQrKeJ2B492eHbhTjxe7ckg/jMrLYPqOi9XjU6hlW4SOiHo1zKLNIXqOg9p6fnERIQyqlsrp+N8J+zI3yLStMqr67jnjTV8umkfcVFhzJw8nJN6O3+opYgcnQEd4xnfM4mF6fl8sD6Hi4Z0dDqSNAMlVbW8vHg34aH/OVdS/MtaOwOYcZivlQBX+TOPiFstyyigosbDGf3auWpneg2viF9lFVZw6ROL+HTTProntWDu1FQVfSIBaMopPQB4/Mt0vBr1Ez+YvWQ3pdV1XDIsmQ7x0U7HERE5rAUb9wFwZn/3TPMEFX7iR8t3FTDhsTS25JZyYq8k5kxJpUebWKdjicgxOKFHa4alJLAlt5Qvtux3Oo4EuapaD88vzMAYuP3k7k7HERE5LK/XsmBTLiEGzujnrh3qVfiJX7y1Yg+Tn1nCgfIabhjXlVk3jCI+JtzpWCJyjIwxTD2lJwCPfZmOtRr1E995a8Ue8stqOG9gB7rrhqGIuNi6vcXsK6lmZJdEWsdGOh3nv2iNn/iUx2t5+KPNPPNtBmEhhj9cPJCrx2gnNpFgcHq/tvRtH8eaPUUs2nGA1J5JTkeSIFTn8fLUN/UHtt/ZMMVYRMStPtmYC8BZA9w12gca8RMfKqmq5ZYXl/PMtxkkxITz8s1jVPSJBBFjDFNPbRj1+yLd4TQSrOavyyarsJKTerdhYKd4p+OIiPyoBQ2F39kD2juc5H+p8BOf2H2gnEseX8SXW/Po1TaWeVNTOaFHa6djiUgTO29QB7ontWDxzgOs3F3odBwJMl6v5YmvdgD/2VBIRMSt0veXsSOvnH4dWtI5McbpOP9DhZ80uUU78pkwM430/WWc2qcN704ZR5fWLZyOJSI+EBpiuKOhQz7zS436SdP6bPM+tu0rY3hKAmO6JTodR0TkRy3Y1DDNs7/7pnmCCj9pYq8s3c11zy2jqKKWW0/sxrPXjyIuSpu4iASzi4d1olNCNF9s2c/G7GKn40iQsNbyr8+3AzDttJ4YYxxOJCLy4z5pOMbBjdM8QYWfNJE6j5cZ723k/jkbMAb+Mmkw95/fn9AQ/aEWCXbhoSHfbbH/+Jc7HE4jwWLBpn1szC5hSOcETu3jrrOwRES+L7e4irV7ikhuFU2/DnFOx/lBKvzkuBVX1HLDrOW8sGgXrVtE8NqtY7l8ZGenY4mIH10+sjNt4iL5cEMOW3NLnY4jAc7rtTzyWf1o3z1n9NJon4i43qeb/rOpi1vbLBV+clx25JUx8fE0Fqbn07d9HPOmpTKyq9ZhiDQ3UeGh3HlyD6yFf366zek4EuAWbMplc04JQzsncErvNk7HERE5ogWb6qd5unV9H6jwk+PwzbY8Js5MIyO/nLP6t+OdO8eR3Mp9OxiJiH9MHpNC+5ZRfLwxlw17tdZPjs2ho333ntnbtXfORUQOOlBWzaIdB0iKjXD1AIgrCj9jTLgx5jFjTEHD9agxRofLu5S1lhfSMrjxheWUVtUx9dQePHnNCFpE6n+ZSHMWFR7K1NPqz/XTqJ8cq4835rIlt5ThKQmc1CvJ6TgiIkf00YZcPF7LeYM6uHp/C1cUfsB0YDwwoOE6EfiNo4nkB9XUefnNnA3MmL+J0BDDv64cyi/O7kuIi3/JRcR/rhjZmU4J0Xy+ZT+rM3WunzSO12v5l0b7RCTAzF+bDcCFQzo6nOTHuaXwuwl4yFqbY63NAf4A3OxwJvmegvIarn1uKa8ty6RNXCRv3n4CE4Z2cjqWiLhIRFgIPzm9ftTvHxr1k0b6cEMOW/eVMrJLK8b31GifiLhfbnEVy3YV0CE+ihEprZyO86McL/yMMa2AZGDNIQ+vAVKMMfE/8P0zjDH24OWvnM3dtn2lTJyZxtKMAgZ2asl701IZ2jnB6Vgi4kKXDE+mS+sYvt2ez7KMAqfjSIDwaLRPRALQB+tzsLZ+tM/tM+AcL/yA2IaPRYc8dvDz/zkEw1o7w1prDl4+Tyd8sWUflzy+iMyCCs4f1IG3bh9Hh/hop2OJiEuFh4Zwzxm9APj7gq1Yq3t0cmTvrd3L9v1ljO6ayLgerZ2OIyJyVL6b5jnY3dM8wR2FX1nDx0NH9w5+rsOgHGSt5elvdnDziysoq67j3jN689jkYURHhDodTURc7qIhnejZNpalGRCq1mUAACAASURBVAUs2nHA6TjictV1Hv6+oH5q8C/O6aPRPhEJCJkHKlizp4iurWMY2Kml03GOyPHCz1pbCGQBQw95eCiwx1qr/cAdUl3n4edvreOPH24hMiyEx68ezt06RFdEjlJoiPlu1O+vn2jUT37cq0szySqs5PS+bRnl4q3QRUQONX/dfzZ1CYQ+suOFX4NZwP3GmPbGmPbU7+j5rMOZmq280momP7OUd1Zl0b5lFG/fMY7zBnVwOpaIBJjzBnZgQMeWrNlTxIfrc52OIy5VVl3HY1+kY0z9aJ+ISKAIlN08D3JL4fcgsBjY3HAtAv7oaKJmalN2CRNnprFydyFDOyfw3rRUBnb6nz12RESOKCTE8Jvz+gHwl0+2UFPndTiRuNGz3+7kQHkNFw/tRN/27p8qJSICsH1fKVtyS+nTLo7e7f5nWxJXckXhZ62ttdZOtda2arimWWvrnM7V3HyyMZdJTy5ib1ElE4d25PXbxtK2ZZTTsUQkgKX2TOKUPm3YfaCCV5budjqOuEx+WTXPfLOTiNAQ7j2zt9NxRESO2rw1B0f7AmdWnCsKP3GWtZaZX6Zz+8srqaz18Mtz+vDPK4YSFa5NXETk+N13bl9CDPz78+2UVNU6HUdc5LEv0imv8XD12BQ6J8Y4HUdE5Kh4vZY5q/cCBNSZ1ir8mrmqWg93v76Gv36ylZiIUJ66ZgRTTukZEAtURSQw9G3fkkkjkimsqOXJr3Y4HUdcYmdeGbOX7CY2Moypp/Z0Oo6IyFFbsvMAe4sqGds9MaBuWqnwa8b2lVRxxVOLeW9tNp0SonnnznGcNaC907FEJAjde2ZvosJDeG5hBtlFlU7HERf400dbqPNappzag6TYSKfjiIgctbdXZgEwaURnh5M0jgq/Zmp9VjETHktjbVYxo7q2Yt60VPp10KJ6EV8wxrxgjKkxxpQdcp3gdC5/6hAfzc3ju1Fd5+Ufn25zOo44bNGOfD7dtI9OCdHclNrN6TgiIketrLqOjzbkEhMRyrkDA2vARIVfM/T+umwue2oRuSVVXDYimdm3jNHdVhHfe9xaG3vItdjpQP52x8k9SGwRwTurstiUXeJ0HHGIx2t56P3NQP36T60nDw66wSXNxUfrc6is9XDOwPa0iAxzOk6jqPBrRrxeyz8+3ca0V1dTU+dl+vn9+MukwUSG6Y+uiPheXFQ4d5/eC2vhoQ826VD3ZuqdVVlsyilheEoCFwwOnN3w5Kg0+xtcEvz+M80z2eEkjafCr5moqKlj6qur+Pfn24mLDOO5G0Zxy4ndtYmLiP9cZ4wpMMZsNMb8zBhz2PbXGDPDGGMPXv4M6WuTx6TQq20si3Yc4OMNOtS9uSmvruNvn2wFYPoF/fU3SEQCys68MpZmFJDcKpqx3Vo7HafRVPg1A9lFlVz25GI+2pBLl9YxvDtlHKf2aet0LJHm5N9AH6ANcDNwd8P1g6y1M6y15uDlp4x+ER4awu8uHADAQx9sprLG43Ai8aeZX6azv7Sai4Z0ZHhKK6fjSNPTDS4Jaq8v3wPAVaNTCAkJvD/PKvyC3KrMQi56LI2N2SWc0L01c6ek0qtdnNOxRJoVa+0qa22etdZjrV0CPAxc4XQup4zvlcTZA9qxt6iSp77R8Q7Nxc68Mp75difR4aHcd25fp+NI09MNLglq1XUe3l6ZRWiI4bIAnOYJKvyC2rursrjy6SXkl1Vz9ZgUXrp5NK1aRDgdS0TA63QAp00/vz8RYSE88dUOsgornI4jPmatZcb8TdR6LHed3pOOCdFOR5ImphtcEuwWbNxHQXkNZ/RrS9uWUU7HOSYq/IKQ12t5+KMt/PTNtXi8lt9PGMAfLh5EeKj+d4s4wRhzuTGmpak3ErgPeMfpXE7qnBjDHSd1p7rOy58+3OJ0HPGxBZv28c22PLonteCW8d2djiP+0exvcElweW1ZJlA/zTNQqRIIMmXVddz28gqe/HoHLaPCePHG0Vx3QlenY4k0d9OATKAUeAV4HPi7o4lc4M5TetIxPooP1ufwzbY8p+OIj1TWePj9/E0AzLhoABFh6noEI93gkmCWkV/Ooh0H6JQQzYm92jgd55ip9Q0iewoqmPTEIj7bvJ/ubVowd2oq43slOR1LpNmz1p5krU1o2N68j7X2L9baZn83PDoilN9e2B+AB+ZtoKpWG70Eoye+SmdvUSVnD2jHSb0Dt8MkR6QbXBK0Xlq8C4CrRncmNAA3dTlIhV+QWJZRwISZaWzJLeXEXknMmZJK9zaxTscSEflRZw9oz+l927L7QAUzv0x3Oo40sR15ZTz59U6iwkN44IL+TscRH9INLglW5dV1vL0ii4jQEK4M4GmeoMIvKLyxPJOrn11CQXkNN6Z2ZdYNo4iPDnc6lojIERljmHHRAKLCQ3jy6x2k7y91OpI0Ea/X8ut311Pj8XL36b1JbhXjdCQRkUZ7d1UWpdV1XDikI0mxkU7HOS4q/AKYx2t58P1N/Oqd9VgLf7pkEL+7cABh2sRFRAJI58QY7jmjN7Uey/1zNmCtjvQKBm+t3MOyjAL6to/jlhO7OR1HRKTRrLW8sGgXADeM6+polqagCiFAlVTVctMLy3luYQatYsKZfcuYgN5lSESat5vHd6Nv+ziWZhTw9sosp+PIccorreYPH2zGGHj40sHaVVpEAtLC9Hx25JUzPCWBQcnxTsc5bmqJA9Cu/HIunpnG19vy6N0ulnlTxzO2e2unY4mIHLPw0BD+cPFAjIGHPtjM/pIqpyPJcfi/+Rspqarj+hO6MrRzgtNxRESOyfMLMwC4PghG+0CFX8BZlJ7PhJlp7Mgr5/S+bXnnznGktNa6CREJfCO6JHL9CV0prqxl+lxN+QxUX2zZx/vrcugQH8XPz+7jdBwRkWOyNbeUL7fm0TE+ivMGdXA6TpNQ4RdAXl6ym2ufX0ZxZS23n9Sdp68bSVyUNnERkeDxy3P60DkxmgWb9jF/XY7TcaSRiitq+fW76wF4cMJAYiPDHE4kInJsnv5mJwA3je8WNNPVg+O/IsjVerz8dt4GHpi7gVBj+NtlQ/j1ef0C+hwREZEfEhMRxp8vHQzA7+ZtIL+s2uFE0hj/N38j+0qquWRYJ87o387pOCIixySnuJL31u4lLios4I9wOJQKP5crqqjhhlnLeGnxbpJiI3jttjFMGpHsdCwREZ8Z1yOJq8ekUFhRy+/mbXQ6jhylBRtzeXf1Xtq1jOR3Fw5wOo6IyDGblbaLWo/l2rFdgmrmggo/F0vfX8bEmWmkpR+gX4eWzJs2nhFdEp2OJSLic78+rx+dEqL5YH0O763NdjqOHEFBeQ2/mVM/xfPPlw4mPkbLEEQkMBVX1PLq0kwiQkOC4giHQwVPCRtkvtq6n7teW01pVR1nD2jHPy4fSosguuMgIvJjYiPD+OukwUx+dinT56xnZJdWdEyIdjqWHMYD8zaQX1bDlaM6c0qftk7HETlm1lr2l1aTXVRJXmk1pVV1eLwWr7XERoXRMiqcti0jSUmMISZC/bJg9HxaBmXVdVw1OoW2LaOcjtOk9BvrMtZaZqXt4qEPNuG1cNdpPbn3jN6EaD2fiDQz43omceuJ3Xjm2wx++uYaXr1lrNpCF3p3VRYfrMuhU0I095/fz+k4Io1S6/GyZk8R327LY9muArbkllJUUXtUP9uuZSSDOsUzqFMCY7snMrxLq6DZBKS5Kq6s5fm0DMJCDFNO6eF0nCanws9FaurqN3F5ffkeIsNC+MukwUwY2snpWCIijvn52X34dns+S3YW8My3O7n95OD7QxzIduWX88DcDYQY+MflQ7TTtAQEay1r9hTx7qq9zF+X/V+FXmRYCIM6xdM5MZo2sZHER4cTGlJfzJXX1FFcUUtOSRWZB8rZU1jJZ5v389nm/QDERYaR2jOJU/u24ZyBHYiP1vsh0LyQtovSqjquHNWZzonBd1yaCfRzkowxNtD/G6B+fcQds1eyLKOAtnGRPHPdSIbo0FvxA2MM1loNo7hYsLRzx2rbvlIueHQh1lrmTEllYKd4pyMJ9TcrL3tyEWuzivnJaT356VnuPbNP7Zz7+aOd83otn27exxNf7WDNniIAwkMNqT2TOKlXG1J7JtGjTQvCjnLUrqrWw6acElZnFrFwex6Ldx6gqtYLQERYCGf2a8clwztxUu82GgkMAKVVtaQ+/AXlNR6++vkpAVf4HU07p8LPBbbmlnLzi8vJKqxkcHI8T187kvbxwTWnWNxLHSL3C4Z27njNSsvg/+ZvokebFrw3bbzWPLvAwx9t4cmvdzCiSyveuG3sUXeWnaB2zv183c4t3nGAB9/fxKacEgD6tIvj6rEpXDi4I61aRDTJa1TVeliWUcBHG3J5f102pVV1AHSIj+K6E7oyeXSKNj5ysUc+28Yjn23nshHJ/PWyIU7HaTQVfgHg8837+Mlrqymv8XDB4A78ddIQoiNCnY4lzYg6RO4X6O1cU7DWctMLy/lyax4Th3bkn1cMxRj92jolLT2fa55bSmxkGB/+5ETX3xlXO+d+vmrn9pdU8bv3NvLRhlwAhqUkcNdpPTm1T1uftiFVtR4+37yft1bu4auteQBEh4cyaUQyt5/cneRW7n7PNDf5ZdWc/JcvqfF4+eJngTfaByr8XM1ay9Pf7OThj7dgLfz0zN7cdVpPdWTE79Qhcr9AbeeaWmF5Def/+1uyi6v448WDmDwmeA7VDSS5xVVc8Oi35JfV8OhVw7hwSEenIx2R2jn380U7997abB6Yu4Hiylo6JURz37l9uWBwB7/3tdL3lzErLYN3VmVRVeslPNRw+cjOTD21p3YrdokZ723khUW7uDG1a8CeQ6rCz6Wqaj38Zs563l21l+jwUP5x+RDOHdTB6VjSTKlD5H6B2M75yqrMQi5/cjEhIYZ37xyn9X5+VlPn5cqnF7Mqs4hrxqbw0MRBTkc6Kmrn3K8p27mqWg/T527g7ZVZANwwriu/Oqev4zOqCstrmLVoF7MWZlBaXUdEaAiTx6Twk9N7kdhE002l8fYUVHDa378iMiyUr39xCq1jI52OdExU+LnQ/tIq7nh5Jasyi+gYH8XT141Ux0UcpQ6R+wVaO+drzy3M4MH3N5GSGMP8u8Zr5zw/OnhXfEjnBN68fSyRYYGxNEHtnPs1VTuXVVjBHbNXsmFvCe1bRvGPy4cwrmdSEyRsOkUVNTy3MIPnF2ZQXuOhZVQYd5/Rm2vHdiEizL1rZYPVPa+vZu6abO49ozd3n9HL6TjHTIWfy2zYW8xtL60gu7iKYSkJPHXtCNrGaRMXcZY6RO4XSO2cP1hruXP2Kj7emMtpfdvyzHUjCdX5fj43b81e7n59DYktInj/rvEBNUVN7Zz7NUU7t2FvMTfMWkZ+WQ2juyYy8+rhtIlz7+jNgbJqHvlsO68s3Y3XQvekFtx/fj9O6+vb9YfyHyt3F3LpE4tIio3k61+cEtAbh6nwc5GPN+Rw7xtrqaz1cMmwTvzxkkFEhQfGnVIJbuoQuV+gtHP+VFJVy8Uz09iRV86dp/TgV+f0dTpSUNucU8Iljy+ius7DSzeNYXwvd42gHInaOfc73nZuUXo+t728krLqOq4ek8KMiwYEzBEKW3NLeeiDTXy7PR+Ak3u34cEJA0lpHXgbjAQSr9cy8fE01mUV89dJg7lsZGenIx2Xo2nnAuMdEcCstTz6+XbumL2KqjoP953bl79fPkRFn4jIcWgZFc4z142kZVQYT3y1g3lr9jodKWjllVZzy4srqKz18LOz+gRc0SfB74st+7hh1nLKquv46Zm9eWjiwIAp+gD6tI/jpZtG8/wNI+me1IKvt+Vx5j+/5vGv0qn1eJ2OF7TeXpnFuqxihnRO4NLhyU7H8QuN+PlQVa2HX7y9jvlrs2kREcq/rhzGGf3bOR1L5L/oTrj7ubmdc9o32/K4YdYywkNDeOuOExicnOB0pKBSVevhqmeWsDqzKKCP0VA7537H2s59uz2Pm19YQY3Hy4MTB3Lt2C4+SOc/1XUenvxqJzO/TKfG46V3u1j+ePEgRnZNdDpaUCmpquW0v31FflkNc6aMY1hKK6cjHTeN+Dkot7iKy59azPy12SS3iubdKakq+kREmthJvdvwm/P6UV3n5daXVpBdVOl0pKBhreWXb69jdWYRw1MSePjSwQFZ9EnwWrrzALe+FDxFH0BkWCh3n9GLj+85kXE9WrNtXxmTnlzMA3M3UF5d53S8oPHnj7aQX1bDpBHJQVH0HS2N+PnA2j1F3PrSCvaXVjO6ayJPXDM8YLeGleCnO+Hu58Z2zk2stfzqnXW8uSKL3u1ieeuOcdrpswk88tk2HvlsO50Sopk3LZWkAP47pnbO/Rrbzm3fV8olTyyitKqO6ef345YTu/swnTOstcxZvZcH399EYUUtya2i+culg123S2mgWb6rgMueXExiiwg+++nJQXOUhkb8HPDe2mwuf2ox+0uruWJkZ2bfMkZFn4iIDxlj+MPFgzipdxu27SvjtpdWUFXrcTpWQHt1aSaPfLadFhGhPHfDyIAu+iT45JVWc+MLyymtqmPqqT2CsuiD+rbtkuHJfPrTkzl3YHuyCiuZ/OxSps9dT5lG/45JdZ2H+95ZB8ADF/QLmqLvaDla+BljuhpjrDGm7JBrvpOZjpXXa/n7gq385LXV1Hq8/PaC/jx86SCdxyIi4gfhoSE8cfVwBnWKZ2lGAT97cy1er0ZJj8VH63OYPnc9EaEhPH3dSPq2b+l0JJHvVNV6uPWlFWQVVnLhkI787Mw+TkfyuaTYSJ64ZgQzJw8nsUUEs5dkcvY/vyEtPd/paAFn5hfp7Mgr56TebZg4tJPTcfzOLVVJsrU2tuG60OkwjVVRU8eUV1bx6BfpxEWFMevG0dw0vpvWQoiI+FGLyDCev2EUnROj+WB9Dr97byOaIts4i9Lzufv1NVjgkSuHkqopZdIIxphwY8xjxpiChutRY0yTHow2472NrNlTxIgurfjrpMGENKMzPM8f3IEF957E+YM6sLeokqufXcpv5qyntKrW6WgBYVVmITO/2kGLiFD+MHFgs+ynu6XwC1h7iyq59InFfLwxl66tY5gzJZWTe7dxOpaISLPUJi6Sl24aQ1JsBC8v2c1DH2xW8XeUDq5Pr/F4+cPEQZw3qIPTkSTwTAfGAwMarhOB3zTVk7+5Yg+vL99Dm7hInrh6eLM8GispNpKZVw9n5uThtG4RwatLMznnkW81+ncE5dV13PvGGjxey28v7E/nxOZ5RqJbCr8NxphcY8x7xpgfPYXXGDOjYXqoNcY4+td85e5CJjyWxuacEsb1aM3cqan0bBvrZCQRcSl/3AmXet2SWjD7ljG0ignnuYUZ/PnjrSr+jmDNniKueW4p5TUefn5WbyaPSXE6kgSmm4CHrLU51toc4A/AzU3xxBuzi3lg7gZCQwyPXTWMti2jmuJpA9Z3o3+D/zP6N33ueu38eRgPfbCJ3QcqOKt/Oy4P8IPaj4fPCr+GTk7Uj1wGyAfGAN2AvsB24FNjzGEXFFhrZ1hrzcHLV/mP5J2VWVz19BLyy6q5dmwXXrxpNAkxzWuBqIg0ik/vhMt/69u+JbNvGUN8dDhPfr2Df3623elIrrU6s5Brn11KaVUdPzm9F1NP7el0JAlAxphWQDKw5pCH1wApxpj4H/j+Rt3If/TzdKrrvNx3Tl/GdG/ddMEDWOvYSGZOHv5fa//O+dc3LN5xwOlorjJ39V5eW7aHpNhI/nTJoGY5xfMgnx3nYIx5Hzj/R76lm7V21/d+xgA5wA3W2o+P8nX8us25x2v5yydbeOrrnYSGGGZc2J9rT+jqt9cXaWra5tw/jDF7gHuttW83/Psy4G/W2iMePKXjHI7duqwirn5mKaXVddxxcg9+dU6fZv1H//tW7i7k+ueXUVZdx92n9+LeM3s7Hckn1M75njGmM5AJtLHW5jc81gbYD3S21mYd4ed/tJ2rqvXw1oo9XDO2i97DPyC/rJoH5m7gow25AFx/Qhd+dW5fYiKa98SSrbmlTJyZRnWdh9k3jwnqozCOpp1z3Tl+xpgc4EY3Fn6lVbXc8/oaPt+yn/jocJ64enhQ/wJJ86AOke813AkvAHpZa9MbHusFbAMSrLXF3/v+GcDvDn3MbW11IFmdWcgNs5ZTXFnLVaM789DEQYQ2ow0hDufb7Xnc8fJKyms83HNGL+45IziLPlA75w+HtHM9rbU7Gh7rSf1srv9p537g53WD6zhZa5m/LoffzttAUUUtKYkx/O2yIYzuluh0NEeUVtUy4bE0duaX84uz+wT9bAbXn+NnjBljjOlnjAk1xsQaY/4MWGCxk7l+SOaBCi59YhGfb9lP9zYtmDs1VUWfiBytg4t/iw557ODncd//ZrdMaQ8Ww1Ja8ebtJ9A2LpLXlu3hJ6+tprqueZ/zN2d1FjfOWk55jYdfnN0nqIs+8Q9rbSGQBQw95OGhwJ4jFX3SNIwxXDSkIwvuPYkz+7cjs6CCK55ezO/nb6Kypnm1eXUeL9NeXc3O/HLO6NeWO0/u4XQkV3B6c5fuwPtACZBB/bqXs9zWQCzdeYAJMxeybV8ZJ/Vuw5wpqXRLauF0LBEJHGUNHw9d53Lw81I/Z2mW+rSP4+07xpGSGMMH63O4cdZyiipqnI7ld9Zanvp6B/e+sRYL/OXSwUF/F1z8ahZwvzGmvTGmPfXrmJ91OFOz0zYuiqevHcEjVwylZVQ4z6dlcN6/v2XFrgKno/mFtZbfvbeRr7fl0attLP+4YmizOvbjx7huqmdj+XpqwOvLMpk+dwN1XsvN47vx63P7EhbqdL0s0nQ0Bco/Gtb43WOtfafh35OAf1hrj7h9oqZANZ39JVVcP2s5m3NK6No6hmevH9VsdmOuqfPy+/c3MntJJtHhocy8ehin9W3ndCy/UDvnH8aYcOARYHLDQ69Q3+4dcatJtXO+sa+kit+8u57Pt+zHGLhlfDd+dlafoD4K4+lvdvDHD7eQFBvJnCnjms3RDQG5xq+xfNVQ1Hm8/OHDzcxK20V4qOGhiQO5YpS2t5bgow6Rfxhjfg9cAJzX8NCHwFxr7e+P4mfVIWpCB89zWrBpH3FRYcycPJyTgvz81f2lVUx9ZRXLdxXSukUEz90wiqGdE5yO5Tdq59xP7ZzvWGt5Z9Ve/m/+Rkqr6ujaOoaHJg5ifK/gW7I0e8lups/dQFR4CK/fdoLaue9/T6C/yXzRUBRX1nLXa6v5ZlseiS0ieOLq4do6WIKWOkT+oTvh7uL1Wv7x6TYe+zKdEAM/O6sPd57cIyinA63OLOSO2SvZV1LN4OR4nrxmBB0Top2O5Vdq59xP7Zzv5RZXcf+c+tE/gAlDOzL9/P60iYt0OFnTeHPFHn759joiwkJ47vqRnNgruG/ofZ8Kv2OQkV/OzS8uZ2deOX3axfHs9SObzRCxNE/qELmfOkS+M2/NXn71zjqqar2k9mzNPy8fGjQHQ3u9lmcX7uRvn2yjxuNl0ohkHpo4MKineB2O2jn3UzvnH9ZaPt6Qy4z5G9lXUk3LqDDuO7cfV47qHNA3vmYv2c0D8zYQagxPXTuC0/s1j2nsh1Lh10gLt+cz9dVVFFfWcka/tjxy5TBiI5v3+ScS/NQhcj91iHwrfX8p015dzZbcUlq3iOBvlw/h1D5tnY51XPYWVfKzN9ewZGcBEWEhPHB+v2Z9/pnaOfdTO+dfpVW1/H3BNl5cvAtrYXByPA9c0J9RXQPr6AdrLf/6fDuPfLadiNAQHp08jLMHtHc6liNU+DXCS4t38X/zN+HxWu48pQc/P6uPznmSZkEdIvdTh8j3qmo9/OGDzby8ZDcAlwzrxPQL+pPYIsLhZI1jreXdVXuZ0bCWp2/7OP515TD6tP+fU0OaFbVz7qd2zhlr9xTx23kbWJtVv6H++YM7cN85fQNitltVrYcH5m7grZVZxEaG8fR1IxjXI/jWLR4tFX5Hodbj5f/m1+9yFhEawsOXDuKS4clNmFDE3dQhcj91iPxnwcZcps/dwP7SalrFhPPABf25eFingBgp25Jbwm/nbmTZrgKMgdtO7M5Pz+pNZFjzm9r5fWrn3E/tnHO8Xsu8tXv580dbyS2pIiIshJvHd+OOk3oQHxPudLwflF1UyZ2zV7I2q5i2cZE8f8MoBnaKP/IPBjEVfkdQVFHDlFdWsWjHAZJiI3nq2hGM6NKqiROKuJs6RO6nDpF/lVTV8uePtvDK0kwARnZpxX3n9mWkS6dAFVXU8OgX6bywaBcer6Vv+zgemjjQtXmdoHbO/dTOOa+ipo6nvt7JU9/soKrWS1xUGLeM786N47vSMso9BeAH63KYPnc9hRW1jOzSisevHh40a7OPhwq/H5G+v5SbX1zB7gMV9O/QkmeuH0mnZrbLmQioQxQI1CFyxvJdBTwwdwNbcksBOKNfO355Th96t3PHtMniilqeW7iTWWm7KK2uIy4yjJ+e1Ztrx3bRebPfo3bO/dTOuUdOcSX//jydt1bsoc5riY8O58bUrlwztgtJsc7tAJpXWs3v39/E/LXZANyY2pVfn9uPiDC1d6DC77C+3Lqfn7y6mtLqOs4d2J6/Xz6EmAht4iLNkzpE7qcOkXM8Xsvc1Xv5x6fb2FtUiTFwWp+23DS+G+N6tHZkCmhOcSWvLs3khUW7KK2qIzzUcPnIztx9Ri/axumu9w9RO+d+aufcZ09BBY99kc7bq7LweC0RYSFcPLQTN43v5td1w9V1Hmal7eKxL9Ipq66jY3wUf71sCKk9m+96vh+iwu97rLU8tzCDP364Ga+Fn5zWk3vO6B3Q29eKHC91iNxPHSLnVdd5mL0kk2e+2UluSRUAfdvHcfWYFM4d1MHnd8E9XsvC9HxmL9nN55v34bUQFmK4bGRnpp7ag+RW7t+IwUlq59xP7Zx77SmoYFbaLt5csYey6vqjZ4enJHDJ+aJACQAAIABJREFU8GQuGNyBhBjfbIJVVl3Ha0szeXbhTvaVVBMWYrh+XFfuPqOXq6aeuoUKv0PU1HmZPnc9b67IIjIshL9dNoQLh3T0Q0IRd1OHyP3UIXKPWo+XD9fn8PzCjO92wQsxMK5HEucP7sDJvds02eHoFTV1LMso4NNN+/hk4z7yy6oBSIqN4PKRnZk8JkUF31FSO+d+aufcr6SqljeX7+HlJbvZfaACgP9n777j5CzL/Y9/ru29Zkt67wkJISQkBAIIKCiocETRo6CocBB+dg8HUVE8HnujiILSbICAgnREWugJaaRtenaTbO99d+7fHzOTLCFlN5mZZ8r3/Xo9r01mnpnnWrLcO9dzX/d9pSUnceqUEk6fVsLSKSXHPCb1+xzLdzTy4IpKHl29h9ZAonn2jDL++5xpTCzJOebvI14p8Quob+vmv/64gte3N1CWl85tn5rPcaMKIhShSHTTB6Lopw9E0cc5x8pdTfxj5W4eXbOH2tbufc+NH5bNCWMLmTUij2nD8xhTlEVZXsZhWwQ1d/Syq7GDzTVtrK1qZlVlEyt3NdHb7/93T04yFk0o5qMnjua9M8u1pmWINM5FP41zscM5x4qdjTywoop/rtpNS1ffvucmlmRz4rgiZo/KZ/rwPMYWZVGUnXbIsviWrl427W1l/Z4WXtvWwLLNdTR29AKQlpLE+XNGcPmpE5gcJWuro5kSP/zbW19255tUNXUyZ1Q+v/vUfMq084/IPvpAFP30gSi69fscr22r56m3q3llSz0bq1vfdU5qspGfmUZeZgoZKcmY+V/X0tlLc2cv7T3973pNUXYaiyYUs3RKCWfOKIu5noLRRONc9NM4F5u6+/p5Y1sjz2+q4flNtWyqbnvXOVlpyRRmpZGbkUJKstHX7+js7ae2tZuOA8a+1GTjxHFFnD9nBOfMHk5+pko6B0uJH/D0umo+f8+bnHfcCH78H8eRkap+RiID6QNR9NMHothS19bNmspm1lY1s6mmjV0NHVQ1ddLU0bNvBi/IDHLTUyjPz2B0YRbjhmUza2Qes0bkM7EkR2vQQ0TjXPTTOBcfqlu6WLWridWVzWyuaWNHQwdVjR3vmBUMystIoTQvg0klOUwbnsucUQUsnFCkDRePkhK/gOU7Gpg3pjAmGvCKRJo+EEU/fSCKD845unp9dPf573CbGbnpKUruIkDjXPTTOBff+n2Otq4+fM6RlGSkpyRpMibElPiJyBHpA1H00zgncmw0zkU/jXMix2Yw45xWh4uIiIiIiMQ5JX4iIiIiIiJxTomfiIiIiIhInFPiJyIiIiIiEueU+ImIiIiIiMS5uGiUoTYNIhLvNM6JSLzTOCcSXjHfzmGwAtsEx+SIEsuxg+L3WqzHL4MXy//WsRw7KH6vxXr8Mjix/u+s+L2l+FXqKSIiIiIiEveU+ImIiIiIiMS5REr8vut1AMcglmMHxe+1WI9fBi+W/61jOXZQ/F6L9fhlcGL931nxeyvh40+YNX4iIiIiIiKJKpFm/ERERERERBKSEj8REREREZE4p8RPREREREQkzinxExERERERiXNK/EREREREROJcwiZ+Zna5mTkz+5LXsQyWmb3fzF4ws0YzqzGzv5nZKK/jOhQzSzWzm8ysIXDcaGYpXsc1GGaWbma3mdk2M2s1sw1m9hmv4zoaZpZpZpvNrMnrWCSyYm2ci7UxDjTORQuNc4kp1sY40DgXafEyzoVqjEvIxM/MhgPfANZ6HcsQ5QM/AkYD44EW4D5PIzq864AlwMzAcQpwracRDV4KsAc4E8gDLgV+ZmZnexnUUfoeUOl1EBJZMTrOxdoYBxrnooXGuQQTo2McaJyLtHgZ50IyxiVkHz8zexB4GP8//t+dc7/0NqKjY2bHAW8B6c65Pq/jOZCZ7QK+7Jz7W+DvHwF+6pwb621kRyfwc7PWOfdtr2MZLDObB9wDfAW41zlX4HFIEiHxMM5F+xgHGueigca5xBQPYxxonPNCrI1zoRzjEm7Gz8wuBAqdc3d6HUsILAXWR+NAYWaFwChg5YCHVwJjzCzfm6iOnpllAAuA1V7HMliBMozbgC8A3R6HIxEUR+Nc1I5xoHEuGmicS0xxNMaBxrmIirVxLtRjXEzU5w6GmaUCyYc5pRv/9PpPgfdFJKghGEz8bsD0rJkdD9wAfCTcsR2lnMDXgbXIwT/nAs2RDefomZkBtwMVwIMehzMUXwVWO+eeM7PTvA5Gjl0sj3NxOMaBxrlooHEujsTyGAca56JdjI5zIR3j4mnG7yGg8zDHWODHwJ3OuY1eBXkYg4kfADObDTwBXOWcezryoQ5KW+DrwLtBwT+3RjiWoxYYJH4DTAU+5JzzeRzSoJjZRPx3h77mdSwSUrE8zsXbGAca5zylcS4uxfIYBxrnolYsjnPhGOMSao2fmW0HsoH+wENFQBfwhHPuIq/iGgozmwX8C7jGOXeH1/EcTqAm/EvOuQcCf/8P4OfOuTHeRjY4gUHiZuAk4D3OuUaPQxo0M7sU/wAXvBOXBhQANcD5zrnXPQpNwizWx7lYGuNA45yXNM4lplgf40DjXKTF6jgXjjEu0RK/Et45Bf8g8DhwUyz8EJjZTOBZ4FvOud95Hc+RmNn3gA8A5wYeegz/AuzveRfV4JnZzfh3sTrDOVfvdTxDYWaZvPPu3GLgDvx3uuqdc72eBCZhF8vjXKyNcaBxzksa5xJTLI9xoHHOC7E6zoVjjIubNX6D4ZyrHfh3M+sBWmNhoAj4GlAC/NzMfj7g8RnOuZ0exXQ4NwDFwPrA3/8E/MC7cAbPzMYCV+JfT7DDf7MIgD86567wLLBBcs4Fy0oAMLMG/8Nur3dRSSTE+DgXa2McaJzzjMa5xBTjYxxonIuoWB7nwjHGJdSMn4iIiIiISCKKp81dRERERERE5CCU+ImIiIiIiMQ5JX4iIiIiIiJxTomfiIiIiIhInFPiJyIiIiIiEueU+ImIiIiIiMQ5JX4iIiIiIiJxTomfiIiIiIhInFPiJyIiIiIiEueU+ImIiIiIiMQ5JX4iIiIiIiJxTomfiIiIiIhInFPiJyIiIiIiEueU+ImIiIiIiMQ5JX4iIiIiIiJxTomfiIiIiIhInFPiJyIiIiIiEueU+ImIiIiIiMQ5JX4iIiIiIiJxTomfiIiIiIhInFPiJyIiIiIiEueU+ElUMLMkM1tuZs7MPuB1PCIioWBm4wLj2oHHX72OTUQklMzsAjN7w8w6zazezJ4ws2yv45L9UrwOQCTgs8BIr4MQEQmTrwHLBvy9zqtARERCzcw+C9wE/Bj4OlAInIFyjaiifwzxnJkVAv8LXAPc7nE4IiLhsNE596rXQYiIhJqZDQN+AVztnLttwFMPeRSSHIJKPWVQzOxOM3vTzM4ys9Vm1m5mL5nZzBC8/Q3474T/KwTvJSJyVMI8zomIeC5M49xFga93hSJGCR8lfjIUY4Cf4J+duxgoBe4zMwMws2QzSznC8Y6fOTM7Dvg0/jIoERGvhXycC7jDzPrNbI+Z/dzMMiP3LYmIvEOox7mFwEbgMjOrNLNeM3vNzBZH+huTw1OppwxFEXCyc64C/Buy4J/GnwpswD9jt/QI73EXcOmAv98I3Oyc22xm40Icr4jIUIV6nOsGbgaeAlqA04D/BiYCHwxt6CIigxLqca488NrrgG8A9YGvT5jZZOdcdai/ATk6SvxkKLYHB4mAdYGvo/APFJcDuUd4j30bGpjZx/APFOeFMkgRkWMQ0nHOObcHuGrAc8+ZWTVwi5nNdc6tDEHMIiJDEdJxDn8FYQ7wEefcEwBm9jKwA//4961QBC3HTomfDEXTAX/vCXzNCHzdDNgR3sMHYGap+MsMfgQkmVkBkBc4J9vMcp1zrccesojIkIRsnDuMvwG3APMAJX4iEmmhHucaAl+fCz7gnGsxs+XAjKOMUcJAa/wklP4F9B7h+EPg3Gz8d5Z+DjQGjlWB5/4KvBWxqEVEBm8o49yhuAO+iohEk6GOc+vxj2cHJovGkW+ESQRpxk9CaSilAW3A6Qc8Vw78BbgWeDa0oYmIhMRQS6AO5j8CX5cfezgiIiE31HHun8B38H+uewzAzPKBE4CfhiNAOTpK/CRknHMbh3BuHwNKAgAGbO6yxjn3WsgCExEJkaGMcwBmdj3+D1DL8G/ucir+5sYPOudWhzxAEZFjNNRxzjn3ppn9A/i9mV2DPyn8Bv6ZwZvDEKIcJSV+IiIi4bMBf7uazwKZwE72b6MuIhIv/hP/2PZzIAv/za4znHONnkYl72DOaYmBiIiIiIhIPNPmLiIiIiIiInFOiZ+IiIiIiEicU+InIiIiIiIS55T4iYiIiIiIxDklfiIiIiIiInFOiZ+IiIiIiEici/k+fmamfhQix8g5Z17HIIemcU7k2Gmci24a50SO3ZHGuZhP/ADUi1Dk6Jnps1As0DgncvQ0zsUGjXMiR28w45xKPUVEREREROKcEj8REREREZE4p8RPREREREQkzinxExERERERiXNxsbmLiLzbI6t2M7Y4i+NGFXgdiohIyLV39/FiRS3jhmUzrTzP63BEJEZUt3SxqbqVvn7H6KJMJgzLISkpMTaAUuInEoeaO3q5+i9vMaUsh6e+vNTrcEREQm5bXTtX/HEFZ04v5fZLTvQ6HBGJYj6f4+FVu/nDsm2srmx+x3MjCzK5dPE4Llk8jrSU+C6GVOInEod2NXYAMKYoy+NIRETCo7a1G4CS3AyPIxGRaLazvoMv3fsWK3Y2ATBhWDZzxxSQnpLExr2trNjZxP8+tp4HVlTy20+ewNjibI8jDh8lfiJxaEe9P/EbrcRPROLU/sQv3eNIRCRaLdtcxxX3LKe1u49ZI/O47v0zWDi+6B097yqqW7nu72t5bVsDH77lZe7+zAJmjcz3MOrwie/5TJEEtbNBM34iEt9qWrsAKFXiJyIH8cTavVx6x+u0dvdxxdKJPHTlyZw0ofhdjc4nl+Xy58+dxKWLx9HQ3sOld7zBzsAN9HijxE8kDinxE5F4F5zxU+InIgd6flMtV/9lBX0+xw8vmM0150wjNfnQaU9ykvGd82bwiYVjqGvr5vP3vElXb38EI44MJX4icWiXEj8RiXM1KvUUkYPYXNPGVX9aQW+/40cXHMfHFowZ1OvMjO99cBaLJhSzYW8r//fY+jBHGnlK/ETiUHDGT2v8RCReBRO/0jxt7iIifs2dvXz+7jdp7e7j6jMmcdGJo4f0+uQk45cfm0thVip3vbKD5TsawhSpN5T4icSZvn4fVU2dlOWlk5Ga7HU4IiJhESz1HJaT5nEkIhINfD7HF//6Flvr2jlrRhlfPnPKUb1PWV4G33z/DACufXAtff2+UIbpKSV+InFmT3MX/T6nMk8RiVvOOWpauyjISiU9RTe4RATufmU7z22sZVJpDr/46Nxjasp+4byRLBhfxMbqVh5YURm6ID2mxE8kzqjMU0TiXVt3H129PkpytL4vWphZupndZmbbzKzVzDaY2We8jksSw+aaVv7v8Q2kJhu/+thcctKPrWOdmXHtudMB+MXTFXGz0UvIEz8zazvg6DWz1Yc5/04z6zngNYtCHZdIotCOniIS7/av71PiF0VSgD3AmUAecCnwMzM728ugJP719vv48r2r6O7z8aUzpzBzRGh68M0dXcA5s8rZ29LFvW/sCsl7ei3kiZ9zLmfgAawH/nqEl91ywOteCXVcIolCiZ+IxLv9rRy0sUu0cM61O+e+7Zzb4vxeBf4NLPE6Nolvv3thK2uqmjlhbCFXLJ0Y0ve+6oxJ+67RGwdr/cJa6mlmC4AZwJ3hvI6I7KfET0TinVo5RD8zywAWAAet+jKz683MBY/IRifxYmd9B7/+VwVpyUn85D+OI/kY1vUdzMwR+Zw2tYSqpk7+uXp3SN/bC+Fe43cZ8Lhz7kj/pT5lZg1m9raZfdXMDhmXBgqRw1MPPxGJd2reHt3MzIDbgQrgwYOd45y73jlnwSOiAUpccM7x7YfX0t3n48rTJzKhJCcs1/n8qRMAuPPlHWF5/0gKW+JnZlnAx/D/j384vwamAiX4E8UvBo6D0kAhcng7GzpIT0nSnXARiVs1rV2AZvyiUSDp+w3+z3Yfcs7Ffn2cRKUn1u7luY21jB+WHfISz4EWTShmSlkOq3Y1sWpXU9iuEwnhnPG7COgAHj3cSc65Fc65Wudcf6Ae/IfAR8MYl0jcau7spamjlzFFWfh/94qIxJ9alXpGpUDSdzP+Es+znXPNHockcaqrt5/vP7oegBs+OCusfYvNjE+eNBaAP70W27N+4Uz8Pgvc5ZzrG+LrdGdI5CgFyzzHFqvMU0Til0o9o9ZNwMnAWc65Rq+Dkfh118vbqWrq5OwZZSyZPCzs1/vQ8SNJT0nisTV7Y7q1Q1gSPzObCiwG/jCIcy8yszzzmw9cAzwQjrhE4p16+IlIIqhpCc74aVfPaGFmY4Er8Zd47hjQoutWj0OTONPY3sNN/95McpLx3+dMi8g1czNSOXNGGW3dfTyzvjoi1wyHcM34XQa86JzbdOATZnbrAYPAVcBOoBX4E3AL8LMwxSUS13bUBxK/QiV+kWZmN5rZLjNrMbMqM/ulmaUFnsszsz8Hnqs2s295Ha9ILKtt6yY9JYm8jGNr0iyh45zbEdh/IeOAFl1XeB2bxJeb/r2Z1q4+Ll4wmolh2tDlYC44fiQAD62oitg1Qy0sI6Zz7huHee6KA/5+ajhiEElE2+vaARhfku1xJAnpFuAa51y7mZUA9wHfAL4P3AgUAWOAUuAZM9vhnLvbs2hFYlRPn4+G9h5GFWZqLbNIgtnV0MHdr2wnKy2ZL75nSkSvfeqUEgqzUnl+Uy31bd0U58ReqXm42zmISARtqw8kfsVK/CLNObfeOdc+4CEfMHnADsfXOeeaApUQN+KvjBCRIapv1/o+kUT14yc30tvvuPzUiRHf3Ck1OYnz5oygz+d4dM2eiF47VJT4icSRbXXtpCQZowozvQ4lIZnZNWbWCtQAc/AneFOBNGDlgFNXAscd5n3Ur1TkEPav71PiJ5JIVu1q4pFVuynJTedzp473JIYPB8o9H4zRck8lfiJxorWrl9rWbsYUZ5GSrP+1veCc+6FzLheYAdwK7AVygPYDdjhuAnIP8z7qVypyCPt39NTGLiKJwjnHDx7zt2/4yllTyErzZn3v3NEFjCvOYuWuJiobOzyJ4Vjo06FInNhe5x+AVObpPefcemAVcCfQBmSZ2cDfUvn4N7QSkSGqUQ8/kYTz7IYaXtvWwOTSHD5ywijP4jAzzp5Zvi+mWKPETyRO7FvfN0yJX5RIBSYDG4Fe/KWfQXOBNV4EJRLr1MNPJLH09fv44eMbALjmnGmeVzWdOb0MgKfXxV5bByV+InFiW6129PSKmeWY2afNrCDQk3Q2cB3wpHOuA7gXuMHM8s1sMnA1cLuXMYvEqprWLkAzfiKJ4m/LK6moaeOkCUWcMa3U63CYN6aAwqxUXt1aT2tXr9fhDIkSP5E4sa2uDdCMn0cc8HFgC/4Szn8AjwJfCjx/FdAMVALLgN+rlYPI0dnb7E/8yvO1xk8k3nX09PHzp/1twf/nnOlR0cIlJTmJ06eW0tvveLGizutwhkSdT0XixLY6lXp6JdDG4azDPN8CXBy5iETi194Wf+I3PF+7F4vEu9tf3EZNazfnzRnBnNEFXoezz5kzynjwrSqeWVfNubOHex3OoGnGTyQOOOfYVtdOZmoyZdrpTkTi2N7mLtJSkijMSvU6FBEJo9rWbn77/BZSk41vvHeq1+G8wymTh5GabDy7sYa+fp/X4QyaEj+RONDQ3kNLVx/jhmWTlOR9GYSISDh09fZT395DeV5GVJR8iUj4/Opfm2jv6edTi8YxuijL63DeITcjlZMmFNPU0cvyHY1ehzNoKvUUiQPBMs8JKvMUkTgWbN6u9X0SjzbXtPL6tkaqmjro8zmGZaczc0Qe88cVkZaSWHM1W2rb+Mvru8jLSOHqMyZ5Hc5BvWdaKS9W1PH8ploWTij2OpxBUeInEgeCid+4YdF1R0xEJJT2NHcCMFyJn8QJ5xxPvl3Nzf/ezJqq5oOek5uewofnjeRzp0yIupmvcPnR4xvo9zm+cPokCrLSvA7noJZMLgFg2ZZ6jyMZPCV+InFg/8YuOR5HIiISPsGNXTTjJ/GgtrWbr92/iuc31QIwpSyHM6eXMbEkh5RkY29zF29sb+SFilrufmUH976xiytPm8TlSyeQkZrscfTh88b2Bp5aV83IgkwuWTzO63AOaWJJNuV5GaypbKK5s5f8zOhfd6zETyQOaEdPEUkEwVYOw/OU+Els27C3hUv/8AZ7W7qYUJLNtz8wg6VTSt61dvXypf51/Hcu28ZvX9jKL57ZxENvVXLzJ+Yxc0S+R9GHj3OOHzy2HoCvvXdKVCe4ZsbiScU8uKKKV7fW896Z5V6HdESJVTAsEqeU+IlIItizr4efWjlI7Hp7dzMX3foKe1u6uGDeSB69+hROm1p6yA2LirLT+MrZU3n6y0s5fWoJ2+s7uOCWl3lwRWWEIw+/x9bs5a2dTcwckccH54z0OpwjOnniMACWbY6Nfn5K/ERiXF+/j6117RRmpWp7cxGJa2reLrFuZ30Hl/zhdVq6+rh86QR+9pE5ZKYNblZrTHEWf7j0RK49dxq9/T6+ct8qfvTEBpxzYY46Mrp6+/nhE/7ZvmvPnR4Tu5SfPEmJn4hE0K7GTnr6fEwuzdX25iIS1/bsa96uxE9iT0dPH5+/503q2nr45EljueZ904b8e9vM+PypE/njZxeSn5nKb57bwrUPraXfF/vJ3x3LtrOroZMzp5ftS6iiXXl+BhNLstlS277vxlQ0U+InEuMqqlsBmFSmjV1EJL5VN3eRnGQMy0n3OhSRIfvOP95mw95WlkwaxnfOm3FMN2sXTxzGvZefREluOn95fSdfundlTCd/Na1d3PzvzaQmG998/3SvwxmSJTE066fETyTGVdS0ATC5VImfiMSvvn4fNa1dlOWmkxwDJWASWo+u3sM3/raK9XtavA7lqDyxdi/3L6+kNDedX198PCnJx/4RfFp5Hg9csZhRhZk8smo31zywGl+MJn8/e3ITbd19XLJoXMztV7A4mPhtUeInImG2eV/il+txJCIi4VPb1o3PaX1folpV2cR9b1aypbbN61CGrLmzl+v+vhaAn3xkDkXZoetLN6Y4i7987iTK8zK4f3kl3/vnuphb87e2qpn7lu+iMCuVq98z2etwhuykCcWYwSsx0M9PiZ9IjKuo8Zd6Tlapp4jEseCOnsO1o2dCKgw08W5s7/E4kqH7yZMbqGvr5sJ5o1g6pSTk7z+6KIs/fnYhxdlp3Pnydn7+9KaQXyNcnHPc8M91OAdfOXtqTPTCO1B+ZirTyvPY09xFVVOn1+EclhI/kRjm8zk217SRm5FCaa7WvIhI/ApunFCmHn4JqSjbnxA0tPd6HMnQVFS38ufXdpKfmRrWtWuTSnO4+7IF5GakcOOzm7ntha1hu1YoPbxqN69ta2BKWQ4Xnzja63CO2onjCgF4c3uDx5EcnhI/kRhW1dRJV6+PyaU52tFTROLavubtKvVMSPtm/Dpia8bvJ09uxOfgqtMnhbTE82Bmjsjnzk8vIDM1mf99bD0PvRXdff6aO3u54Z/+9g03fHBWSNY9emX+uCIA3tze6HEkhxe7/4VFZH+Zp9b3iUic29uiHn7RzsxSzewmM2sIHDeaWUoo3juYNDXEUKnn8h2NPLWumhH5GXxy0diIXPOEsYXc/InjSU4yvn7/al7YVBuR6x6NYAnsf5wwioUTir0O55gEZ/ze0IyfiIRLRXVgYxet7xOROLdHM36x4DpgCTAzcJwCXBuKNy7Mjq0ZP+ccP3piAwBfOmsKGamDa9IeCmdMK+P/LphNn89xxR+Xs7qyKWLXHqy3djbyp9d2UpCVyrXnxlb7hoMZnp/JyIJMNla30twZveXIIU/8zOxOM+sxs7YBx6LDnB+2u0Mi8S7YymGSWjmISJzb2+zfNEEzflHtM8D3nXN7nHN7gP8FLgvFGxdlxdaM37LN9by+rYHJpTlcOG9UxK9/0fzRfP29U+no6efTd7zB9rr2iMdwKF29/Xz9b6txDq49Z3rYS2AjZf64QpyDFTujt9wzXDN+tzjncgYcrxzm3LDdHRKJd/t6+JWp1FNE4tue5i7MoDRXiV80MrNCYBSwcsDDK4ExZpZ/kPOvNzMXPI70/nmZqSRZ7Ozq+dsXtgDw/94z2bO+k1eeNpFLFo2lvr2HT/3hdWpauzyJ40A/e2ojm2vaOHVKCR+ZH/mkOFz2r/OL3nLPaCj1DNvdIZF45pxjc3Ur2WnJjNAdcBGJYz6fo6alm+LsdNJSouGjixxEsPRkYF1h8M/vujvpnLveOWfB40hvnpxkFGSl0RADpZ7r97TwYkUdowozOWdWuWdxmBnfPm8m7589nJ0NHXz6jjdo6+7zLB7wr4G7/aVt5Gak8KMLZ8fVxnT71/kl3ozfpwJlm2+b2VfN7KDXGerdocBrhnSHSCRe7Wnuor2nn0na0VNE4lxtWzc9/T5GFqqHXxQLdlYf+Pkt+OfWUFygMCuVrl4fnT39oXi7sLntRX8rhcuWjPd8p8rkJONnF83hpAlFvL27hSvuWU5Pn8+TWJo7e/nKfStxDr57/sy468k5pTSX3IwUVu1qorsvOn9Gw/HT+GtgKlCCf+bui4HjYIZ0dwiGfodIJF5tqvb/Hp2kHT1FJM5VNnYAMEqJX9RyzjUClcDcAQ/PBXY555pDcY19O3tG8azf3uYuHlm1m7yMFC6aHx196TJSk/ndp+YzrTyXlzbX8bX7V+HzRXbuxDnH1+5fxa6GTs6dXc6Hjx8Z0etHQlKSMX9sId19Pt7e3eJ1OAcV8sTPObfCOVfrnOt3zr0OqTNVAAAgAElEQVQK/BD46CFOD/vdIZF4tX6P/3+R6cOV+IlIfKts9G/sMqpAiV+UuwP4ppmVm1k5/j0bbg/Vm+/r5RfF6/zuemU7vf2OT5w0luz06NmrMC8jlbs+s4CRBZk8vGo3Nzy6Ducil/zd9uJWnl5Xzfhh2fzowuPitlLp+DH+cs9Vu6JvJ1WIzBq/Q84nR+LukEi8Wr/Hfzdp+vA8jyMREQmvfYmfZvyi3Q3AK8D6wPEy8INQvXm09/Lr6fNx3xu7SE4yLlk0zutw3qUsL4O7L1tAYVYqdyzbzvcfXR+R5O/Filp+9MRG0lOSuOUT88jNSA37Nb0yZ3QBkECJn5ldZGZ55jcfuAZ44DAvCevdIZF4pcRPRBLF/sQvy+NI5HCcc73OuS845woDx1XOuZDtJhLtvfyeXldNfXsPZ0wrjdq2IxNLcvjTZ0+iMCuV37+0je/9M7wzf2urmrninuX0+xz/d8HsuP/MMmeUv3BxZaIkfsBVwE78pZp/Am4BfhZ80sxuNbNbB5wf1rtDIvGoq7efrXXtlOWlx03/GxGRQ9EaP4Ho7+X3l9d3AnDxguhY23coM0bk8efPnURRdhp3LNvOV+9fFZYNX3bWd3DpHW/Q3tPPV8+awgUe9DOMtIKsNMYPy2Z7fQdNUXiDIhxr/E51zhUE+vdNdc792DnnG/D8Fc65Kwb8Pax3h0TiUUV1G/0+F/d3zkREAKqa/DN+2tUzsRVGcannzvoOXtpcx/D8DJZOKfU6nCOaPjyPv37+JIbnZ/Dgiiouu+sNWrt6Q/b+FdWtfPR3r1DX1s0nFo7hqjMmhey9o11w1m9VZfStWlMzHJEYpDJPEUkUzjmqGjspyk4jKy16NsuQyCvO8Sd+dW3dHkfybve+6Z/tu2j+aM8atg/VlLJcHrxyMdPKc3mxoo4P3ryMdSHYjXL5jkY+8ttX2NPcxYXzRvG9D86K281cDiaa1/kp8ROJQeuU+IlIgqht66a7z6cyT6EkJx2A2tbomvHr6/dx35uVmMFFJ0Z3meeBhudnct8Vi3jPtFK21rbzoVuWcdfL2+k/inYPPp/jjmXb+Phtr9LU0cvlp07gpx85LmYS4VCZG0j8onGdnxI/kRgUnPGboVYOIhLnqgIbu4xUK4eENyyQ+NW3R9eM30ub66ht7eaUySUx+XOal5HK7ZfM57r3T8c5x3cefpvzb3qJ17c1DPo9dtS3c8kdr/PdR9bhc45vf2AG/3Pu9ISa6QuaPjyP1GRj1a6miLbMGAzVTIjEGOcc6/e0kJ6SxLjibK/DEREJK7VykKBoLfX8x8rdAHz4+BEeR3L0zIzPnjKBkyYU8+1/rGXFziYu+u0rnDC2kI/OH805s8vf1Yah3+dYvqORe9/YxT9WVtHnc0wpy+EXH53LzBH5h7hS/MtITWb68DxWVzZT2djJ6KLo2Y1YiZ9IjNnd3EVLVx/HjconJVmT9iIS39TKQYJSk5MoyEqlLopKPTt6+njy7b1kpiZz9oxyr8M5ZrNG5vPAfy3m4VW7+eUzFSzf0cjyHY1c8+BqJpXmMDw/k9Rko6G9h03VbbR1+/djzM1I4fOnTOBzp04gIzXZ4+/Ce3NHF7C6splVlU1K/ETk6K0PLLyeXq71fSIS/4KtHGKxhE5Cb1hOOptr2mjv7iM73fuPsU+vq6ajp5/z54yIinhCwcz44NyRnD9nBK9va+D+5ZW8VFHHpuo2NlW37TsvMzWZUyYP432zyvng3JHkxMn3HwpzRhUAO1i5s4kPHBc9M8H6FxKJMft39NT6vmhhZunATcCZwDCgCvixc+4PgefzgFuBDwCdwE3OuRs8ClckpgRbOYwqUuInMCwnjc01/nLPaEi0gmWeH4rhMs9DMTMWTihm4YRiAJo6eqhu6abP5yM/M5Xh+ZkJt3HLYB0XaOmwdnd0tXTw/v8YERkS7egZlVKAPfgTv63AQuBxM6t0zj0F3AgUAWOAUuAZM9vhnLvbq4BFYkWlNneRAYIbvNS1dTPW43XuDe09vLCplqLsNE6ZXOJpLJFQkJVGQVaa12HEhAklOWSmJvN2VQs+nyMpShJkLRASiTGrK5sxg5kjE3fhdLRxzrU7577tnNvi/F4F/g0sMbMs4GPAdc65JufcJvyJ4GVexiwSC5xzVDZ2kJ+Z+q6NJSQxDYuilg6PrtlDn8/x/tnDSdWaexkgOcmYMSKP1u4+djZ0eB3OPvopFYkhdW3dVDV1MqkkR7X0UczMMoAFwGpgKpAGrBxwykrguMO8/nozc8EjrMGKRLGG9h66etXDT/Yryd0/4+e1x1bvAeC8OfFX5inHbtYIf2VWNJV7KvETiSGrK/3NQI8bVeBxJHIo5m9adDtQATwI5ADtzrm+Aac1AYdcpOmcu945Z8EjrAGLRDG1cpADDYuSlg51bd28tq2e0tx05o8t9DQWiU7Byqy1VS0eR7KfpgxEYsiqXf67RnNGq8wzGgWSvt/gn+U70znnM7M2IMvMUgYkf/lAq1dxisQKtXKQAw1c4+elp96uxufgfbPKo2b9lkSXWYFehm9rxk9EjoZm/KJXIOm7GX+J59nOueBIvxHoBeYMOH0usCayEYrEnh0N7QCM1oyfBOxL/Dxe4/f4Wn+Z5zmzhnsah0SvyWU5pKUksaaqGeeiY9WGEj+RGOGcY3VlM6nJplYO0ekm4GTgLOdcY/BB51wHcC9wg5nlm9lk4Gr85aAichg76vybIowb5u3ujRI9SvP8iV9Na5dnMTS29/DylnqKs9NYML7IszgkuqUmJzG9PJemjt59bWm8psRPJEbsbu6ivr2HqeW5pKckex2ODGBmY4Er8Zd47jCztsBxa+CUq4BmoBJYBvxerRxEjmx7vX/Gb5zH2/ZL9BiWk44ZVLd4V+r59Lpq+n2O984qVx87OaxoW+enNX4iMWL1LpV5Rivn3A7gkL/9nXMtwMWRi0gkPmyvbyc5yRipUk8JSE1OYlhOOjWtXZ71R3ssUOZ5rso85QgGrvN736xyj6PRjJ9IzFhVGdjYZZQ2dhGR+NfR00d1SzejCzPVI03eoSwvnd5+R0NH5Nf5tXb1smxzHfmZqSycoDJPObzZgRm/NVXRscGLRlKRGKGNXUQkkQSbHo9VmaccoDwvA4Dqlsiv83t+Uy29/Y73TCvVDQk5oinlOaQkGWuV+InIYPl8jjVVzWSkJjG5NMfrcEREwm57XXB9n1o5yDuVepj4Pb2uGoCzZpRF/NoSe9JTkplclktdW4+nGxIFKfETiQGba9to7epj9sh8UnSHUUQSwPZ67egpB7d/xi+yG7z09vv494Ya0lKSOHVKSUSvLbEruBP7+j3et+/VJ0iRGPDG9gYAThyn9QQikhj2z/gp8ZN3Kgu0dNjbHNkZlDe2NdDS1cfJE4vJTtf+iDI408vzAFi/x/udPZX4icSAN7f728Ip8RORRBFs5TBWpZ5ygDKPSj2f2lfm6f3ujBI7pg9X4iciQ/DG9gbMYN6YQq9DERGJiB31HSQnGaMKlfjJO3mR+Dnn9q3vO3N6acSuK7Fvf6mnEj8ROYI9zZ1UNnYytSyX/KxUr8MREQm7zp5+9jR3MbIgk7QUfVSJdmb2fjN7wcwazazGzP5mZqPCdb3gGr+9EVzjt35PK1VNncwdXbBvcxmRwSjOSac0N50tte109/V7GotGU5EoFyzznD9Os30ikhj2t3LQbF+MyAd+BIwGxgMtwH3hulhBVippKUnsbe4M1yXeRbt5yrGYPjyPfp+jorrN0zhCnviZWbqZ3WZm28ys1cw2mNlnDnP+c2bWbWZtA44RoY5LJFa9qY1dRCTBBNf3jdeOnjHBOfdn59yjzrk251w78EtgoZmFZQcUM2NkQSaNHb109PSF4xLv8vT6vQCcrcRPjsK0KCn3DMeMXwqwBzgTyAMuBX5mZmcf5jX/7ZzLGXDsDkNcIjHpjX0zfkr8RCQxBHf0VPP2mLUUWO+cO2RWZmbXm5kLHkO9wMiCTAB2N4V/1m93Uydrq1oYV5zFJPXSlaMwY98GL962dAh54ueca3fOfds5t8X5vQr8G1gS6muJxLuWrl427G1hRH7Gvl9yIiLxbl8PP5V6es7MUs0s4zCHHXD+8cANwJcP977OueudcxY8hhpX8HdiZWP4E79n1u8v8zzg2xUZlGjZ2TPsa/zMLANYAKw+zGnXmVmDmb1lZp86wvsd0x0ikVjy1s4mfE6zfSKSWDTjF1UeAjoPc4wNnmhms4EngKucc0+HM6iRhZFL/Pbv5qkyTzk6E4Zlk5aSxPq9LTjnXfoS1sQvcBfodqACePAQp/0PMBEoA64BbjSzDx/qPY/1DpFILHl1az0AJ2pjFxFJIFtq20hJMsYUacbPa865Dwz83HWQYzuAmc0CngGucc79MdxxBWf8qsJc6tna1curW+spzErlhLH6XSxHJyU5iSllOTR19LI3wv0nBwpb4hdI+n4DTAU+5JzzHew859wrzrlm51yvc+5J4LfAR8MVl0gseamiDoCTJw3zOBIRkcho7uilprWbcYE75BL9zGwm8C/gW865OyJxzeCMX1WYZ/xe2FRHb7/j9GmlpCTr51GO3rRyf7nnBg/X+YXlJziQ9N2Mv8TzbOdc8xBeftAEUSTRNLb3sHZ3MyMLMrWznYgkjIoa/4eiydpEI5Z8DSgBfn7ALu1jwnXBSM34Pb3Ov5vnWSrzlGMUXOe3zsN1fuG6dXETcDJwlnOu8VAnmVmBmZ1rZllmlmxm7wEuBx4IU1wiMePlLfU4BydPKtZichFJGBU1/j5XSvxih3Pu0865pAN2aM9xzu0M1zXL8zNIsvDO+PX2+3h2Qw1pyUmcMqUkbNeRxDA9Clo6hKOP31jgSvwlnjsG3PW5NfD842Z2beD0VOA7wF6gEfgF8FXn3P2hjksk1ry0uRaAJZP1y0ZEEkewwfGkslyPI5FolpqcxPD8TKpbu+jpC0+x2JvbG2np6mPxpGJy0sPSklASyIwo2Nkz5D/FzrkdwCGnJ5xz5wz4cy2wMNQxiMSDlzYH1vdNLPY4EhGRyFGppwzWyMJMqpo62d3UybgwLIkItnHQbp4SCgVZaQzPz2BbXTtdvf1kpCZHPAatUhWJQjvq29nV0MmM4XkU56R7HY6ISMRsrmkjydDaZjmiYJ/HbfXtIX9v59y+xO8900tD/v6SmKaV5+JzsHGvNxu8KPETiULB2b5TJms3TxFJHK1dvexp7mJscbYnd8MltgRn+YJ9H0OpoqaNHfUdzB6Zz/D8zJC/vyQmrxu5K/ETiULBNg5LlPiJSALZHNjYZZLKPGUQxheHL/FT03YJByV+IvIOPX0+XqqoIz0liflji7wOR0QkYrSjpwzF2GDiV98R8vfet75vhso8JXSCO3tuUKmniAC8urWe1u4+TplcQmaaSp1EJHEEZ/wmlynxkyMbN8y/xm97iNf41bR2sXJXEyMLMvftxCgSCuOKs0lLSWJjdSvOuYhfX4mfSJQJlpecPUPlJSKSWCqqgzt6qpWDHFlWWgpleelUNnbS2x+6lg7Prq/BOThzeqn66EpIpSQnMbk0h6aOXqpbuiN+fSV+IlHEOcfT66pJMu0iJiKJp6KmDTOYWKIZPxmcccXZ9PscuxpCV+65v8xTN2Al9KaV+2eRN+yN/Do/daOUkHHOUdPazc6GDqoaO2nt6qXf50hKMoqz0ynNS2diSQ5F2Wlehxq11lQ1s7elixPHFaqNg4gklI6ePiobOxldlKkydxm08cOyeW1bA9vq2pkQghsGnT39vFhRR056CgvHq4+uhN608v3r/E6bGtmb/Er85Ji0dPXy1NvVPL+plje3N7CnueuIrxlZkMnxYwp4z/RSTptSSqESwX2CZZ5n6S6jiCSYiurgxi4q85TBm1zm/3nZWN3Ke0KwA+fzm2rp7vNx5owy0lJUGCehNy2wwYsXvfyU+MmQOed4c0cjf3hpG/9aX0NPoK4+yfzb1E4oyWZUYSb5mamkJBn9Pqhr62ZvSxcb9rSwta6dqtWd/HP1HpKTjNOnlvLxhaNZOqWU5KTErqV/6u1g4lfucSQiIpH19m5/2ZM205ChmBpI/DaF6EP042v3AHDurOEheT+RA00NzPh50dJBiZ8MyQubavn505tYuasJgLyMFD58/EjeN7uc+WMLyc1IPeJ7tHX38eqWev61oZqn3q7mmfX+Y0xRFleeNpEL5o1KyLtsO+rb2VjdyuTSHMYHmtKKiCSKt3c3AzBzhBI/Gbyp5aHbHr+rt59/ra8hIzWJ06aWHPP7iRxMSU46xdlpbKlto7ffR2py5D7zKvGTQamobuX7j67n+U21gP8O2+dOncB5c4aTnjK0tRg56SmcOaOMM2eU8d3zfTyzvpo/vrqDl7fUc82Da7jx2c18431TOX/OiITaTesfK3cDcM4szfaJSOIJzvjNHJHvcSQSS0pyQ/ch+qWKOtq6+3jfzHKy0/URWcLDzJhansvLW+rZWtu+7+ZFJCTetIoMSW+/jxv/VcG5v36R5zfVMq44i1v/8wSe+NIp/McJo4ac9B0oLSWJc2cP58+fO4mHrlzMe6aVUtXUyRf/upILfvMyayqbQ/SdRDfnHH9/qwqADx0/0uNoREQiq9/n2LC3hdyMFEYXZXodjsSYKWW59PY7ttcdWz+/x4JlnsepzFPCy6udPZX4ySFtrW3jglte5mdPbyLJjP85ZxpPfXkp75tVHpaZuOPHFPL7S0/kvssXMWtkHm/tbOJDtyzjJ09uoLuvP+TXiyarKpvZWtfOnNEFIdmVTEQklmytbaOr18eM4XkJVekhoRGKcs/uvn6eXldNWkoSZ0xTOyUJr2khLFEeCiV+clCPr9nD+TctY01VMyeMLeTxL57C5UsnRmTt3YLxRTz8hSV8/0OzyEhJ4uZ/b+G8G19iVWBdYTwKzvZdoNm+mGVmV5nZm2bWbWZ/P+C5PDP7s5m1mFm1mX3LqzhFopHKPOVYTB9+7JtlvLy5ntauPpZOKSFHZZ4SZl7t7KnET97B53P88PEN/NefVtDW3cfVZ0zivssXRXwWKinJ+M+TxvLkl09lyaRhbKpu44LfvMwtz23G53MRjSXcevt9PLJqNylJxgdUXhLLdgPfB247yHM3AkXAGOAU4HNm9qkIxiYS1bSxixyL2SMLAPZtPHc0/rk6UOY5W+vsJfwml+ZiBhsivLOnEj/Zp6u3n6v/8ha3Pr+F/MxU7rj0RL569lRPWyyMKszinssW8IMPzyY12fjxExu57K43aGzv8SymUHuxopb69h6WTilR0/YY5px70Dn3d6Bu4ONmlgV8DLjOOdfknNuEPxG8zIMwRaLSvhm/kUr8ZOimlOWQmZrM6spm+o/i5nB7dx+Pr91DZmqy2ilJRGSmJTO+OJvdzV00d/ZG7LpK/ASA5o5ePnH7azy6Zg9jirJ48MrFnB4lNe5mxscXjuEfX1jCxJJs/r2xlnN//SLLdzR6HVpI3PvGLgA+PE9lnnFqKpAGrBzw2ErguEO9wMyuNzMXPMIdoIiXnHO8vbuFtJQkJmqNsxyFlOQkjhuVT1t3H1tq24b8+sfX7qWjp59zZpWrzFMiJrg2NZLlnkr8hMb2Hj7x+1dZvqORuaMLeOjKxVH5y3dqeS4PX7WED80dwZ7mLj72u1e4/81dXod1TCobO3h6XTXDctI4a0aZ1+FIeOQA7c65vgGPNQGH3L/ZOXe9c86CR9gjFPFQVVMnzZ29TCvPjWg/K4kvc8cEyj13Dr3c84HllQBceMKokMYkcjjBnT03RnBnz7gfYbfVtXPTsxW8VFF35JMTUH1bNxff9iprq1o4aUIRf/rswqguN8xOT+EXH53LDR+cic/B1/+2mh88tv6oSjuiwT2v7sDn4OMLxx5zawyJWm1AlpkNvI2cD0R2RbdIlNq/sYvKPOXoHT/an/i9tWto1UCVjR28srWeEfkZLJpQHI7QRA4qFLvRDlXcJ34b97bw06c28fCqKq9DiTo1rV187HevsmFvK0smDeOOSxfERMNSM+OTi8Zxz2cWkJ+Zyu9e2Mrn7n6T1q7I1UiHQmdPP399fRcpScYnFo7xOhwJn41ALzBnwGNzgTXehCMSXYKJ3wzt6CnHYN7YQgBe2VI/pNc9uCKwq/a8USR5uKeBJJ7gbrRK/EJowXj/3ZvXtjV4HEl0aero4T9vf42KmjZOm1rC7ZfMJzMttmacFk8axj++cDITS7J5dkMNF9zyMjvrO7wOa9D+vrKK5s5ezp09nLK8DK/DkWNkZilmlgGkAElmlmFmac65DuBe4AYzyzezycDVwO1exisSLYI7MR43UomfHL3S3Aymleeyvb5j0J8FfD7HAyv8ZZ4XaJ29RNjowiyy0pLZuLcV5yJTuRb3iV9RdhpTynLYUd/B3uYur8OJCp09/Vx215tsqm7j1Ckl/PaTJ5CRGltJX9C4Ydk89IWTWTqlhIqaNj58y7KY2PTFOcedy7YDcOnJ4zyNRULmOqAT+CZwXuDPTwWeuwpoBiqBZcDvnXN3exGkSDTx+Rxv7WgkIzWJGSr1jAtmdnlgY6ovRfraS6eUAPBCRe2gzn+hopYd9R3MH1sY8bZVIklJxpSyXNq6+6hs7IzMNSNyFY8tGF8EwGvbhjb9H496+3184c8r9m3kcut/zov5tWV5Gan8/pL5XLp4HPXtPVx826s8smq312Ed1pNv72VjdStzRhfsW5cgse3ADVkCx2mB51qccxc753Kdc6XOue95HK5IVKioaaO1u4/jRhVoY5c4YGbDgW8Aa724/imTA4nfpsElfne+vB3QDVjxzrQI7+wZllHWzFLN7CYzawgcNx6wscFRnXu0FqrcE/DPMl3zwBqe3VDDpNIc7rj0RLLSon9N32CkJCdx/fkzuf68GfT1+7j6L29x07MVEZs6H4p+n+NnT20C4CtnTcFMawpEJDGt2Omv0DghsD5LYt7NwA2AJ3fa548rJDM1mZc219He3XfYczfXtPLcxlqG52fw3pnq3SfemLZvg5fI7OwZrttr1wFLgJmB4xTg2hCce1QWBmf8tib2jN8vn6nggRWVDM/P4O7PLKAwO83rkELu0pPHc/sl88lKS+anT23ia/evpqfP53VY7/DIqt1U1LSxYFwRp04e5nU4IiKeCZbmnzBGiV+sM7MLgULn3J2DPD/k/UozUpN536xyOnr6eWLt3sOe++t/bQbgMyeP12yzeGZqoKVDpDZ4CddP+meA7zvn9jjn9gD/C1wWgnOPSmleBuOHZbOltp3a1u5QvnXMeHjVbn71rwpy01O46zMLGFGQ6XVIYXPGtDLuv2IR5XkZPLCikk/94TWaOnq8Dgvwl9r+8hn/bN9Xz9Zsn4gkthWBxO/4MSp5j1aByqyMwxxmZgXAT4ErBvu+4epXGtyk5cG3Kg95TkV1K4+s3s2wnDQ+cZJ21RbvTItwS4eQJ35mVgiMAlYOeHglMMbM8o/23AGvOao7RMFZvze2J16551s7G/na/atIMrjx48czpeyQfaPjxswR+fz9Cyczc0Qer25t4IJbXmZ7XbvXYfHX13eyvb6DUyYPY6H6BYlIAmto72FrXTvjh2VHdf9Y4SH8m1Ud6hgL/Bi40zm30asggxZPHEZ5XgYvb6mnovrdH6adc1z/yNs4B1csnRg3S14kNhVmp1GWl862una6evvDfr1wzPgFt0VqGvBY8M8HZhxDORc4+jtECyckZrnn7qZOPn/Pcnr6fHzrAzM4bWqp1yFFTHl+Bvddvogzp5eyta6dD9+yzNPEv66tm588uZEkg2vOmeZZHCIi0eCtwPq+eSrzjGrOuQ8cZOOqgcd24GzgKjPba2Z7gcXA98zsvkjHm5xkXLZkPM7BT558dx7695VVLNtcz6TSHD61aFykwxN5l2nlefT7HJtr2sJ+rXAkfsGoB87YBf984K2XoZx7TBKxn19Xbz+fv+dNalu7+fjCMVy6eJzXIUVcdnoKv/3kfD5z8ngaO3r5xG2v8Y+VVZ7EcsM/19HS1cenFo1jphoVi0iCC67vmzdWZZ5x4ERgNjA3cLwJ/AS43ItgPrloLCPyM3hqXTXPrKve9/jaqmaufXAtZvD9D80iLUVr+8R7kdzZM+Q/8c65Rvy9quYOeHgusMs513y05x6rkQWZjCnKYsPeVmpaE6Of33cfWcfaqhYWji/iu+fPTNj1ZMlJxrfPm8ENH5xJn8/HF/+6kl89E9kdP59Yu4d/rNzN8PwMvnL2lIhdV0QkWmlHz/jhnKt1zu0NHkAP0Br4nBdxGanJfPu8GQBc9ZcV3PXydu5cto2Lf/cqnb39fOO90zhJyy0kSkwbHrmdPcN1q+MO4JtmVm5m5fh36bw9BOcek1On+HdQfHFTXTjePqo89FYlf3l9J8Ny0rnx4uO1YxXwyUXj+P2lJ5KdlswvntnE5fcsp7mjN+zX3dXQwX8/sAaAH114HHkZqWG/pohINOvu62flriZy01OYXBr/684TjXPuNOfcL72M4X2zhnPd+6fT1evjOw+/zfWPrKOtp4+rTp/EFUsneBmayDtMLYvczp7hygZuAF4B1geOl4EfAJjZrWZ262DODbXTpvjXtz03yMaesaqiupVrH1zr38zl4uMpzcvwOqSocfrUUv72X4sZW5zFU+uqef+NL7K6sunILzxKnT39XPmnFTR39vLZJeM5dUpJ2K4lIhIrVuxooqvXx8IJxSQnJWY1ioTfZ0+ZwMNXncyli8dxxdKJ/O2KRXztvVMTtgJKotPE0mxSkiwiiV9YtjJyzvUCXwgcBz53xWDPDbVFE4tJS07ixYpa+n0uLn/ZtHf38V9/WkFnbz9ff+9UFk1UKcOBpg/P45Grl3DNA6t5bM1eLvzNy/zPOdO5dPE4kkL4M9HX7+P//fUt1lQ1s2BcEf+tDV1ERAB4abP/BrYBopcAABzuSURBVOySSfodJeF13KgCjhuldaQSvdJTkplQks2m6jbq27rDustxQtX/ZaencOL4Qpo6elkVxlkerzjn+OZDa9hc08ZpU0v4r6UTvQ4pauVlpHLzx+fx3fNnAvC9f67j4tteDVnLh95+H1+6dyVPr6tmwrBsfvvJE1RuKyIS8FKFf8nFksmqghARmRZo5B7uDV4S7pNosNzz+Y3xV+7559d38veVuxmRn8EvLpob0tmreGRmXLJ4HA9deTLTynN5bVsD7/vVC/zymU109PQd9fs2d/TymTvf4J+r9zC6KJO7L1tAYXZaCCMXEYldzR29rK5qZnh+BhNLsr0OR0TEc1Mj1Mg98RK/qf67i/G2zm9tVTPffXgdqcnGTZ+Yp0RjCGaNzOfhq5bwpTMn4/PBL5+p4PSfPsc9r+6gs2dozTRfrKjlnF+9wIsVdUwrz+Xezy9iVGFWmCIXEYk9L2+pwzlYMmmY1lqJiADTI7SzZ1jW+EWzSaU5jMjPYHVlEw3tPRTFQYLU3NnLlX9aQU+/j29/YIaa4R6FtJQkvnTmFC6cN4ofPrGBR1fv4Vt/X8vPntrIR+eP5r2zypkzquCg60L7fY5XttRz+0tbeS4wk3zenBH83wWzyUlPuP/FJMZ09fbT0N6DzzmKs9PJTEv2OiSJcy9uDpZ5DvM4EhGR6DA1QqWeCfep1MxYOrWUv7y+k+c21nDBvFFeh3RMnHN8/f5V7Gzo4JxZ5Xz65HFehxTTRhdlcfPH53H5qU3c/uI2Hluzh9++sJXfvrCV4uw0pg3PZUxRFgVZaXT29LOroYMVOxtpDLSFGFWYyTfPnc45s4d7/J2IHFx9WzcPr9rNsxtqWLmridaud5Y156anMGNEHnNHF7BoYjGLJw5Tk2MJqWWBxO/kSUr8REQARuRnkJuRwsbq1rBuQGmRbGIdDmbmhvo9/HtjDZ++4w3OnF7G7ZfMD1NkkXH7i1v5/qPrGVecxcNXL1GPuBDb09zJo6v38OyGGl7f1kCf790/aylJxqKJxVw4bxTvP254zG3iYmY451RvFcWOZpw7UEN7D798ZhN//f/t3Xl4lPW99/H3N5nsKwFCICHsyL4qgoCoWOtSd616fNxaqx6XuvU5tfbYU5dqa93OU7V1Ocd9reKKuNSqcBAVZZcdTCAhkEAgC9kzv+ePCZ4oghOc5J7l87quuUjCzD3fEK5P7u99/5aFm2lq8QOQnBBH76wUctISiTPYsbuJrVUN1LUb4pyR5OOo4bmcfUghkwfmaGie/CCbK+uYfucHDO+dyZyrp3fZ+yrnwl8ock4kkp35t49ZWLSTD351BAN6dHz+czA5F3N3/ACmDupBZrKPuesqqGloJiNCm6Uviiv545zVJPrieODcCWr6OkHvrBQunj6Qi6cPpKG5lZKddRTvqKO2sYUkX+Ck+aC8DJITNDxOwtec5WX85pXl7KprJi0xnn85rD8nju3D2IIsfN+6UNHqd2yoqGVR8U7eX13O3LUVvLZkC68t2cKgnmmce2g/Tp9YQFaK8kY6bs/8em3jICLyTcPyMllYtJPVZdUH1PgFIyYbv0RfHMeMzOOlL0p4f1U5p4zP97qkDttR28gVzyymxe/44ymjGNkny+uSol5yQjyDczMYnJvhdSkiQfH7HXe9u4YHP9wAwLmHFnL9MQftd25zfJwxtFcGQ3tlcPakQuqaWpizfCtPf1rM4k27uOXNldzz3lrOnVzIz6cNIDcjuau+HYkC763cBsDM4b08rkREJLy0X9mzs6YMRdaYtBA6oe0fdPbyMo8r6Ti/33Hti0vZWt3AaePzOeuQvl6XJCJhxu933PjKch78cAOZyT4ev+gQ/nDq6A4vaJWa6OP0iQW8cvlU3vrldM6Z1JemFj8PfbSRaX/6gJteXcHmyrpO+i4kmtQ0NLNgw3ayUxM4uJ8WIRMRaa8rVvaM2cZv6uDAcM+P1gaGe0aS+z9Yz9y1FQztlc5tp47SnBsR2ctts1fx/MLN5GYkMevywzjioNwffMwRfTK547QxzPv1kVxy+EB8ccZTnxRzxF0fct2LS1hfXhuCyiVafbS2guZWx1HDcvcaYiwiEuuG9go0fp25smdMDvWEwHDPH43I4+VFJfxzdTknj4uM4Z7z12/n3n+sJTUxngfPnUBqYsz+CEVkH576pJj/nv8VOWmJPHfJZAb1TA/p8XtlJnPj8cP51xmDeGJBEY/NL2LWolJeWVzK8aN6c8WRgxnRJzOk7xnOmlv9bK9tZEdtE40tfppbA4/4OCMzOYGslASyUhPISPLF9IW6OSu2AnDMCA3zFBH5tozkBAq6pVBcWUddU0unnOPHdNdwwphA4/fG0i0R0fhtq27g6ucX4xzccdpozTUTkb0sL6nilje+JDE+jofPmxjypq+9bmmJXHP0UC6ePpBnPinmkXlfMXt5GbOXlzFzWC5XHDU4qvYVLa9uYFlJFevKa1lXXsOG8lpKdzWwY3cjwSxGmJnso3+PNIbkZjC2bxbj+mYzsk9Wpy3bHU52N7bw/qptpCXGh+Tus4hINBqWl0HJznrWbqtlXN/skB8/phu/aYN70j0tkQ/WVFBe3UBuZvguUtDc6ueqZxezvbaJcw8tjIhGVUS6Vn1TK1c9t4jmVsctJ4/g4P45XfK+6Uk+Lp0xiAsO688LCzfz0EcbeH91Oe+vLmfq4O5cevggpg/pEVF3u5xzbKqs47OvKvnsq0oWFlVStGPvuYwJ8UafrBRyM5PokZ5EckI8CfFGYnwcza2O6oZmquub2VnXxObKepaVVLGspIqXF5UAkJ2awNTBPThmRC+OHt6LtKTo/LX8/upyGpr9nDKuj1ZBFhHZh2F5mfxjVTmry6rV+IVaoi+O0ycW8PDcjfz9ixKuOHKw1yXt051vr+azokpG5Wdy009GeF2OiIShe/+xlqIddcwclst5k/t1+fsnJ8RzwWH9OWdSIa8sLuGvH25g/vodzF+/g4E907hgSn9Om5Afllvo+P2OteU132j0tlU3fuM5g3PTmVjYjYPyMhjSK53Buen0ykgmLsg7ds45tlU3srKsiqWbq1hYVMnnRTuZvayM2cvKSE4ITEE4f0o/Du7XLaIa5e/z+pItAJw4to/HlYiIhK/2K3t2hpjcwL29jRW1HHX3R/TNSeGjXx0Z9C/wrvTW8jIuf2YRWSkJvHnVNPrmpHpdkkQRbWwc/oLJuZVbqvnJX+aRlujjvetmkJfl/QiGllY/c1Zs5YmPi/i8eCcAaYnxHDuqN6eOz2fKoO6eDXNsbvWzorTq6yZvYdFOqur/d6GvOINR+Vkc0j+HSQNyOKR/TodXRA1GXVMLH6/fwVvLy3jny63sbmoFYGSfTC44rD8njY38O2TbaxuZfPv7ZCT7+PTGo0n0df3CLsq58KcN3EVgfXkNR98zl8kDc3j+kikdeq02cA/CwJ7pHDogh0+/qmT+hu1MH9LT65K+YUNFLf/370sxg/vOHqemT0T24pzjttkr8Tu4/pihYdH0Afji4zhxbB9OHNuHFaVVPPFxEW8s28LLi0p4eVEJuRlJHD+6NzMO6snkAd1JSey8BmdXXROLN+1i0aadfFG8k8WbdlHf3Pr13yf64pg0IIdJbY3ehH7dSO+CYZepiT6OHtGLo0f0oqG5ldeXbuHx+UV8uaWaf3tpGfe+t5ZfzhzCGRMLSIjQlTBfXVxKi99x8rh8T5o+EZFI0b97Gom+ONZsrcE5F/KRHzF/xw8Cv5SueWEJJ4zuzQPnTghRZT/c7sYWTnlgPuvKa7l65hCu/dFQr0uSKKQr4eHv+3LuvZXb+MWTnzM4N523r54e1kvl1zQ0886X23h1cSnzN2z/elGURF8chw7IYUJhN0blZzEqP5O8zOQO/9LbM5xyzbYaVpdVs2ZrDctKq/baaiI9ycfEft2+vps3piArbO6sOef4vHgnj8zdyLttG573657KdT8ayolj+oTlyJR9cc5x7H3zWLOthtm/nMbIPlme1KGcC3+64ycScML/m8eXW6r59MaZ9OrA+iO64xekY0flkfV6Au+u3Bo2i7w457hh1nLWldcyY2hPrp45xOuSRCRMVe5uJC0xnt8ePzysmz4ILFd9xsQCzphYQHl1Ax+uqeCjtRXMW1fBvHXbmbdu+9fPzUz20Sc7hd5ZyeRlpZCR7CMxPo6E+Dji46C2sZXdjS3sbmyhvKaR0l31lO6qp6nFv9f7FuakMrFfNyYUZjOhXzcO6pURtv9WZsYh/QMN6bKSXdz17lrmrq3g6ueX8OSCYm45eaRnDVRHLSzayZptNYzKz4yYmkVEvHRQXgZfbqlm9daaDjV+wdAdvzZ3vLWKh+Zu5JLDB3Lj8cNDUNkP89j8r7j5jZXkZ6fw5lXT6NYJc0tEQFfCI0EwObdzdxPZqQkRuyBIS6ufFVuqWV5axZelVSwvrWJDRS0NzXs3cfuTk5ZIfnYKQ3qlMywvg2F5mQzvnUnPjKROqrxrfLJxB7e+uZIvt1QTZ3D+lP5c+6OhZKWE30I57V3x7CJmLyvjzjPG8NOD+3pWh3Iu/OmOn0jAI3M38oe3VvGb44Zx6YxBQb8umJxT49emvLqBaXd+gC/OmP/rozxttOatq+DCxxYSb8ZL/zqFMQWhX85VZA+dEIW/WD0hcs5RVd9MWVUDW6sa2N3UQnOrn6YWP61+SEuKJz3JR1qSjx7pifTJTumUDW/DRavf8eynxfz5nTVUN7SQm5HEHaeNZubw8NwQfcuueg6/8wMykn0s+M1MT4fSKufCX6zmnMi3zV1bwfn//Rmnjc/nnrPGBf06DfXsgNzMZM4+pC9PLijmsY+LuM6j+XTry2u4/JlFtPodd501Rk2fiMQsMyM7NZHs1ESG9870uhzPxccZ503pz3Gje3P7W6uYtaiUnz/xOadPKOB3J44Iu7t/j8zbSIvfce6h/cJm/qSISLgb1juwpcOqTtjSITwnOHjk0hmD8MUZj8//ipqG5u9/QYhV7m7iZ49/Tk1DC1ceOZhTxxd0eQ0iIhLeeqQncc9Px/FfFxxMbkYSLy8q4cf3zuWDNeVel/a1yt1NPP/ZZpIT4rhoan+vyxERiRg905PonpbIhvJamls7Nt3h+6jxayc/O4VTx+dT3dDC4/OLuvS9G1taueypL9hUWcfxo/M8u+MoIp3DzBLM7H4zq2x7/MXMNOpCDtjM4b1499rDOXV8PlurG7josYXc8PIyahtbvC6Nv364nvrmVs4+pJDu6ZE9v1JEpCuZGQflZdDU6mdjxe6QHluN37dcedRgEuKNv320gfKahi55z1a/4/oXl/JZUSVjCrK4+8xxEbVct4gE5d+BacDItsd04EZPK5KIl52ayL1njePh8ybSIz2J5xdu5vj/nMfnRZWe1VS6q54nFhSTkhDP5UcGvzCBRDYzyzazR81su5lVm9nnZqbNh0UOwOj8wCrIy0urQnpcNX7f0q97Ghce1p/dTa3c+faaTn8/5xy/e20Fby4ro6BbCo+cf3CnbmIsIp75GXCbc67MOVcG/AH4ucc1SZQ4ZmQe71wznR+P7MWmyjp++tAC7nx79XdubdHZ/jQn8L4XTx9Abob32yNJ5zOzOOBNoBkYCmQDv2j7XEQ6aNSexq9kV0iPG9LGz8xOMLO5ZrbTzMrN7CUz2+dENTM7wsycmdW2e9wfypoOxJVHDaFHehIvfVHCx+u3f/8LDpBzjj+/s4ZnPt1Ej/Qknv75oSHfr0NEvGdm3YACYEm7Ly8BCs1Mm5tJSHRPT+Jv/2cid505ltREHw9+uIFTHpjPmk5YIGBf5q/fzutLt5CXmdyhZcgl4h0HFAJXOecqnXN+59xi55waP5EDMKYgcGqwLMzv+GUBfwL6AgOAauDF73lNlXMuvd3jyhDX1GFZKQncfNJIAH49a1mnLPTinOOPc1bz4IcbyEj28eTPJtG/R1rI30dEwkJ625/tL93t+Tjj2082s9+3XRRzZqb1zSVoZsYZEwuYc/V0Jg3IYWVZNSfe/z88Om8jfn/n/leqaWjmhlnLAPjdiSNIT9IU1hgyA1gFPGRmO8xshZmdt78XKOdE9q0wJ5XMZB8rt1TTEsIFXkLa+DnnnnXOzXbO1TrndgP3AYdG4gIGx4/O47hReWyurOe3r6wglHvL+P2Om99YyUNzN5KdmsCzF09mRB8tVS4SxWrb/mx/d2/Px3vdjnHO/d45Z3senV6dRJ2+Oak894vJ3Hj8MHBw2+xVnPvop5Tuqu+U93PO8R+vf8nmynqOHRn4/SnRoW1hquT9PAzIAY4BFgO9gUuBB81s2r6Oq5wT2TczY3RBFo0tftaV137/C4LU2XP8ZgCrnHP7W2Is3cy2mFmJmT1jZvn7O2BXXSEyM+44bTR9spJ5fekWHp33VUiOW9/UypXPLeLxj4vISUvk2YsnM7pAI71EoplzbidQArTfiXUcsNk5F9pxHCJt4uOMSw4fxOtXTWVYXgYLNu7g2Hvn8vIXJSG9mAnw5IJiZi0qJTcjidtPG02gF5Ao8QpQv59HPwIXt0qcc/c755qcc/OBV4GTvClZJPKNzg/s5b28JHSnCUE3fkFe8Wn//PHArcC1+znsagInP32BgwED3mibJPyduvIKUXZqIn87byLJCXHcPmcVry0p/UHH21rVwFkPL+Ct5VspzEnlxUt1p08khjwG/NbM8swsj8CKno96XJPEgGF5mbx25VQumzGI2qYWrv/7Uv7lkU9Zuy00c//eWl7GLW+uJNEXx0PnTSQnLTEkx5Xw4Jz7Sfvzru94FAFLAQ3XFAmh/53nF7oFXjpyxy+YKz4AmNlo4G3gSufce/s6oHNuq3NuhXOu1Tm3FbgEGEtgRaiwMKYgm/vOGk+cGde+sIQXP998QMd5Y+kWfnzfXJaVVDGpfw6vXjGVwbl7Te0Rkeh1K7CAwDyYVcDHwO2eViQxI8kXzw3HDeOFS6YwJDedBRt3cNx/zuPmN76kqv7A57HPWlTCL59bjHOOu88cy/jCbiGsWiLIK0CKmV1mZvFmdihwMvC6x3WJRKyvt3QI4R0/C/VwDzMbBbwP3OCce6yDr00jsCDMSOfc6iBf40L9PXyXN5Zu4doXltDid1wwpR83HDc8qG0XNlbUcte7a3hr+VYALpranxuOG0aST1s2SHgwMzS/Irx1Vc5JbGhu9fPkgmLue28tNY0tZCb7uPCw/lw0dQDdgrxbV9/Uyh/nrOKJBcXExxl3nj6G0yfucxFvzynnOp+ZTQIeAEYQGNp+m3PuqQ68Xjkn0o5zjvG3vkddUysrfv9jEn37v18XTM6FtPEzs5HAP4GbnHMPB/H8I4GitkcOcC+BoZ/jnXOtQb5nlwXFx+u3c/mzi9hV10x+dgpXHTWYk8b1ITXxm2vXOOdYVlLFU58U88riUlr9jj5Zydx15lgOG9yjS2oVCZZOiMKfToikM1TUNHL3u2t46YsSWvyO5IQ4jhmRx6nj85kyqDvJCXtfoKyqb+a1JaU8+MEGtlY3kJ2awF/OGc/0IT09+A6Cp5wLf8o5kb2d91+fMm/ddt68atrXe/vtixeN32PABUDdt/5qhHNuk5lNB+Y459Lbnn8dgTmAOQTu9H0I/No5t6kD79mlQbGtuoGbXl3Buyu3AZCcEMf4vt0ozEklLs6oqGlgaUkVFTWNAGSnJnDp4YM4f0o/0rS0tYQhnRCFP50QSWcq2VnHw3M38vIXJexuClxz9cUZB+VlMLRXBmlJ8dQ1tvLVjt0sL6mipW1biBNG9+Y/ThxBbgTsP6ucC3/KOZG9/fmd1TzwwQbuOG0050wq3O9zu7zx84JXQfFF8U6e/qSY91Zuo7bxm4uWxscZYwuyOHFsH86YWEBGckKX1ycSLJ0QhT+dEElXqG9q5d2VW5m9rIxFm3axvbZxr+f0SE/k6OG9OPfQfhG1IrVyLvwp50T29vaKMi57ehHnTCrkjtNG7/e5avy6QKvfsaGilrKqBpxz5KQlMrBnujaulYihE6Lw53XOSexxzlFW1UDxjjrqm1tI9sVT0C2VvjkpEblVg3Iu/CnnRPZWubuJ/1m/nQmF2RR0S93vc9X4icj30glR+FPOifwwyrnwp5wT+WGCybnO3sBdREREREREPKbGT0REREREJMqp8RMREREREYlyavxERERERESinBo/ERERERGRKBcVew5E4tLSIiIdoZwTkWinnBPpXBG/nUOw2pYJjshEieTaQfV7LdLrl+BF8s86kmsH1e+1SK9fghPpP2fV7y3Vr6GeIiIiIiIiUU+Nn4iIiIiISJSLpcbvZq8L+AEiuXZQ/V6L9PoleJH8s47k2kH1ey3S65fgRPrPWfV7K+brj5k5fiIiIiIiIrEqlu74iYiIiIiIxCQ1fiIiIiIiIlFOjZ+IiIiIiEiUU+MnIiIiIiIS5dT4iYiIiIiIRLmYbfzM7FIzc2Z2jde1BMvMTjCzuWa208zKzewlMyvwuq59MbMEM7vfzCrbHn8xM5/XdQXDzJLM7BEz+8rMasxstZn9zOu6DoSZpZjZejPb5XUt0rUiLeciLeNAORculHOxKdIyDpRzXS1aci5UGReTjZ+Z9Qb+DVjhdS0dlAX8CegLDACqgRc9rWj//h2YBoxse0wHbvS0ouD5gDLgaCATuBC428yO8bKoA3QLUOJ1EdK1IjTnIi3jQDkXLpRzMSZCMw6Uc10tWnIuJBkXk/v4mdks4HUCP/xXnXP3eVvRgTGzMcBiIMk51+J1Pd9mZpuBa51zL7V9fiZwl3Oun7eVHZi2/zcrnHO/87qWYJnZBOAp4DrgBedctsclSReJhpwL94wD5Vw4UM7FpmjIOFDOeSHSci6UGRdzd/zM7HSgm3Puca9rCYEZwKpwDAoz6wYUAEvafXkJUGhmWd5UdeDMLBmYBCzzupZgtQ3DeAS4Amj0uBzpQlGUc2GbcaCcCwfKudgURRkHyrkuFWk5F+qMi4jxucEwswQgfj9PaSRwe/0u4NguKaoDgqnftbs9a2bjgVuBMzu7tgOU3vZn+7HIez7OAKq6tpwDZ2YGPAqsA2Z5XE5HXA8sc859aGZHeF2M/HCRnHNRmHGgnAsHyrkoEskZB8q5cBehORfSjIumO36vAPX7efQD7gQed86t8arI/QimfgDMbDTwNnClc+69ri81KLVtf7a/GrTn45ouruWAtYXEX4GDgFOcc36PSwqKmQ0icHXoV17XIiEVyTkXbRkHyjlPKeeiUiRnHCjnwlYk5lxnZFxMzfEzsyIgDWht+1IO0AC87Zz7qVd1dYSZjQLeB25wzj3mdT370zYm/Brn3Mttn58B3OOcK/S2suC0hcQDwGRgpnNup8clBc3MLiQQcHuuxCUC2UA5cJJz7jOPSpNOFuk5F0kZB8o5LynnYlOkZxwo57papOZcZ2RcrDV+PfnmLfhZwBzg/kj4T2BmI4F/Ajc55x72up7vY2a3AD8Bjm/70lsEJmDf4l1VwTOzBwisYnWUc26H1/V0hJml8M2rc4cBjxG40rXDOdfsSWHS6SI55yIt40A55yXlXGyK5IwD5ZwXIjXnOiPjomaOXzCccxXtPzezJqAmEoKiza+AnsA9ZnZPu6+PcM5t8qim/bkV6A6savv8GeB278oJnpn1Ay4nMJ+gOHCxCICnnXOXeVZYkJxze4aVAGBmlYEvu63eVSVdIcJzLtIyDpRznlHOxaYIzzhQznWpSM65zsi4mLrjJyIiIiIiEouiaXEXERERERER+Q5q/ERERERERKKcGj8REREREZEop8ZPREREREQkyqnxExERERERiXJq/ERERERERKKcGj8REREREZEop8ZPREREREQkyqnxExERERERiXJq/ERERERERKLc/wfG2O06Nu9/rwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nrows = 2\n", "ncols = 3\n", "figure, subplots = plt.subplots(nrows, ncols, figsize=(12, 6))\n", "\n", "xvals = np.arange(-4, 4, 0.05)\n", "titles = [['n=1', 'n=2', 'n=3'], ['n=4', 'n=5', 'n=6']]\n", "polynomials = [\n", " [ [(2*x + 1) for x in xvals ], \n", " [(x**2 - x - 2) for x in xvals ],\n", " [( (x**3)/4 + (x**2)*(3/4) -x*(3/2) - 2 ) for x in xvals ] ], \n", " [ [( (1/14)*(x + 4)*(x+1)*(x-1)*(x-3)+0.5) for x in xvals ],\n", " [( (1/20)*(x + 4)*(x + 2)*(x+1)*(x-1)*(x-3)+ 2) for x in xvals ], \n", " [( (1/100)*(x**6 - 2*x**5 - 26*x**4 + 28*x**3 + 145*x**2 - 26*x - 80) ) for x in xvals ] ]\n", " ]\n", " \n", "for i in range(nrows):\n", " for j in range(ncols):\n", " subplots[i, j].plot(xvals, polynomials[i][j])\n", " subplots[i, j].set_title(titles[i][j])\n", " \n", "plt.subplots_adjust(left=None, bottom=None, right=None, \n", " top=None, wspace=0.5, hspace=0.35)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# First guess for the regression model: $f$ is a linear function \n", " \n", "$$f(x) = w_1x + w_0$$\n", " \n", "where the predictor variable $x$ is time. We need to estimate the **slope,** $w_1$, and the **intercept,** $w_0$\n", "\n", "The figure shows a subset of the possible lines that could model the data." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Best* slope and intercept with respect to **which criterion for measuring the quality of the model?**" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Loss function: SSE, Sum of Squared Errors (Residuals)\n", "\n", "

\n", "

\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use `scipy` methods to find the *best* line (polynomial) for the data\n", "\n", "`polyfit(x, y, order, full=True)`\n", "\n", "- `x` and `y` are arrays containing the $(x_i, y_i)$ pairs in the dataset (must have the same dimensions)

\n", "\n", "- `order` is the order of the polynomial we are trying to fit based on the SSE criterion

\n", "\n", "- `full` is a parameter that once set to `True` makes the function returning full information about the process\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model parameters: 2.596 (Slope), 989.025 (Intercept) - SSE: 3.17e+08\n" ] } ], "source": [ "# call polyfit with order 1, to fit a line model\n", "poly_order = 1\n", "model_params, SSE, rank, sv, rcond = sp.polyfit(hours, web_hits, poly_order, full=True)\n", "\n", "print('Model parameters: {:.3f} (Slope), {:.3f} (Intercept) - SSE: {:.3g}'.format(model_params[0], \n", " model_params[1], SSE[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regression line is therefore:\n", "$$\\hat{y} = f(hours) = 2.596\\cdot hours + 989.025$$\n", "\n", "where $\\hat{y}$ correspond to the predicted web hits for a given hour." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SSE is large! \n", "\n", "Both SSE and the **Mean SSE (MSSE)** are large: $$\\frac{SSE}{N} = 4.27\\text{e}+05$$\n", "\n", "This means that, most likely, our linear hypothesis is not a good one. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize the trained model\n", "\n", "Let's visualize the linear trained model of our data in order to get a better idea. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can conveniently use `poly1d(model)` to create a linear model function from the computed model parameters.\n", "\n", "Note: the `1d` in `poly1d` refers to the fact yhat the function builds a **univariate** polynomial model of any given order out of the model parameters passed as input. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", "2.596 x + 989 \n" ] } ], "source": [ "linear_model = sp.poly1d(model_params)\n", "print(linear_model, type(linear_model)) # we get a nice print out of the model!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(facecolor='#E0E0E0')\n", "plt.title(\"Linear regression model for Web traffic over one month\")\n", "\n", "# this is the same as before, plot the training data\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Hits/hour\")\n", "plt.xticks([w*7*24 for w in range(0,5)], ['week {}'.format(w) for w in range(1,6)] )\n", "plt.scatter(hours, web_hits, s=5)\n", "plt.grid(True, linestyle='-')\n", "\n", "# here we add the plot of the linear function\n", "x = np.linspace(0, hours[-1], 1000) # generate x-values for plotting\n", "plt.plot(x, linear_model(x), linewidth=2, color='r')\n", "plt.legend(['poly order={}'.format(linear_model.order)], loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check the reliability of the predictions\n", "\n", "The linear model is a relatively good predictor for the first 3 weeks, but then it becomes a poor predictor, as it is shown by the data below." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time 168: Actual web hits 1425.19- Predicted web hits 1650.0- Squared residual 5.1e+04\n", "Time 336: Actual web hits 1861.35- Predicted web hits 1246.0- Squared residual 3.8e+05\n", "Time 672: Actual web hits 2733.67- Predicted web hits 4000.0- Squared residual 1.6e+06\n", "Time 722: Actual web hits 2863.48- Predicted web hits 4410.0- Squared residual 2.4e+06\n" ] } ], "source": [ "one_week = 7*24 \n", "\n", "for t in [one_week, 2*one_week, 4*one_week, int(4.3 * one_week)]:\n", " print('Time {}: Actual web hits {:.2f}'\n", " '- Predicted web hits {}'\n", " '- Squared residual {:.2g}'.format(t, linear_model(t), web_hits[t],\n", " (linear_model(t) - web_hits[t])**2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- In general we can observe that the linear hypothesis doesn't seem a good one for the data.

\n", "\n", "- The SSE seems large. Is that true? We should try out different models and compare the SSEs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Second guess for the regression model: $f$ is a quadratic function \n", " \n", "$$f(x) = w_2x^2 + w_1x + w_0$$\n", " \n", "where the predictor variable $x$ is time. We need to estimate three parameters, $w_0, w_1, w_2$" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model parameters: 0.011 -5.265 1974.761 - SSE: 1.8e+08\n" ] } ], "source": [ "# call polyfit with order 2, to fit a quadratic model\n", "poly_order = 2\n", "model_params, SSE, rank, sv, rcond = sp.polyfit(hours, web_hits, poly_order, full=True)\n", "\n", "print('Model parameters: {:.3f} {:.3f}'\n", " ' {:.3f} - SSE: {:.3g}'.format(model_params[0], model_params[1], \n", " model_params[2], SSE[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One good news: the SSE is now half of the value of that of the linear model! (but it's still large, apparently)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2\n", "0.01053 x - 5.265 x + 1975\n" ] } ], "source": [ "# as before, we can use the poly1d() function to build the univariate polynomial model \n", "# of order 2 out of the parameters computed using the training data\n", "\n", "quadratic_model = sp.poly1d(model_params)\n", "print(quadratic_model)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's add to the previous plot the new regression curve\n", "\n", "plt.figure(facecolor='#E0E0E0')\n", "plt.title(\"Linear vs. quadratic regressions model\")\n", "\n", "# this is the same as before, plot the training data\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Hits/hour\")\n", "plt.xticks([w*7*24 for w in range(0,5)], ['week {}'.format(w) for w in range(1,6)] )\n", "plt.scatter(hours, web_hits, s=2)\n", "plt.grid(True, linestyle='-')\n", "\n", "# plot of the linear function\n", "x = np.linspace(0, hours[-1], 1000) # generate x-values for plotting\n", "plt.plot(x, linear_model(x), linewidth=2, color='r')\n", "\n", "# plot of the quadratic function\n", "plt.plot(x, quadratic_model(x), linewidth=2, color='g')\n", "\n", "# plot the legends\n", "plt.legend(['poly order={}'.format(linear_model.order), \n", " 'poly order={}'.format(quadratic_model.order)], loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# *Wild* guesses for the regression model: $f$ is a polynomial function of higher order \n", "\n", "If a **more complex hypothesis** (quadratic vs. linear) gives better results, why not increase the complexity even more? Let's try it for degrees 3, 10, 100, ...\n", "\n", "More in general, let's make the hypothesis that \n", "**$f$ is a polynomial function of higher order:**\n", "\n", "\n", "$$f(x) = w_nx^n + w_{n-1}x^{n-1} + \\ldots w_1x + w_0$$\n", " \n", "where $n > 1$, and we need to estimate $n+1$ parameters, $w_0, w_1, \\ldots, w_n$\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# this computes the SSE loss function\n", "def SSE(f, x, y):\n", " return sp.sum((f(x)-y)**2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try polynomial models of order 3,5,10,50,100" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "poly_order = [3, 5, 10, 50, 100]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Order: 3 - SSE: 1.4e+08\n", "Order: 5 - SSE: 1.2e+08\n", "Order: 10 - SSE: 1.2e+08\n", "Order: 50 - SSE: 1.1e+08\n", "Order: 100 - SSE: 1.1e+08\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/giannidicaro/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:5: RankWarning: Polyfit may be poorly conditioned\n", " \"\"\"\n", "/Users/giannidicaro/anaconda3/lib/python3.7/site-packages/numpy/lib/polynomial.py:578: RuntimeWarning: overflow encountered in multiply\n", " scale = NX.sqrt((lhs*lhs).sum(axis=0))\n", "/Users/giannidicaro/anaconda3/lib/python3.7/site-packages/numpy/core/_methods.py:36: RuntimeWarning: overflow encountered in reduce\n", " return umr_sum(a, axis, dtype, out, keepdims, initial)\n", "/Users/giannidicaro/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:5: RankWarning: Polyfit may be poorly conditioned\n", " \"\"\"\n" ] } ], "source": [ "# same computations as before, looping over the selected polynomial orders\n", "models = []\n", "\n", "for n in poly_order:\n", " model_params = sp.polyfit(hours, web_hits, n)\n", " poly_model = sp.poly1d(model_params)\n", " \n", " print('Order: {} - SSE: {:.2g}'.format(n, SSE(poly_model, hours, web_hits)))\n", " \n", " models.append(poly_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The overfitting creates numeric problems (*conditioning* of the data matrix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualization of the results" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Order: 3 - SSE: 1.3935e+08\n", "Order: 5 - SSE: 1.2446e+08\n", "Order: 10 - SSE: 1.2194e+08\n", "Order: 50 - SSE: 1.095e+08\n", "Order: 100 - SSE: 1.0945e+08\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import random as rnd # only used to generate plot colors at random\n", "\n", "# new figure, new size and title\n", "plt.figure(figsize=(12,8))\n", "plt.title(\"Linear vs. Quadratic regressions model\")\n", "\n", "# labeling is the same as before\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Hits/hour\")\n", "plt.xticks([w*7*24 for w in range(0,5)], ['week {}'.format(w) for w in range(1,6)] )\n", "plt.scatter(hours, web_hits, s=2)\n", "plt.grid(True, linestyle='-')\n", "\n", "x = np.linspace(0, hours[-1], 1000) # generate x-values, a range of hours, for plotting\n", "\n", "# add legend for each plot\n", "legends = []\n", "for i, n in enumerate(poly_order):\n", " legend, = plt.plot(x, models[i](x), linewidth=1.5, \n", " color=(rnd.uniform(0,1), rnd.uniform(0,1), rnd.uniform(0,1)),\n", " label='order={}'.format(n))\n", " legends.append(legend)\n", " \n", " print('Order: {} - SSE: {:.5g}'.format(n, SSE(models[i], hours, web_hits)))\n", "\n", "plt.legend(handles=legends)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Observations\n", "\n", "- It seems that the curves capture better the fitted data the more complex the model becomes.

\n", "\n", "- The errors seem to tell the same story.

\n", " \n", "- One question however arises: do the model curves capture the true process that generated the data (as they become more complex)? Framed differently, do our models correctly represent the underlying mass behavior of customers visiting the web site?

\n", "\n", "- Looking at the polynomial of higher degrees, an oscillating behavior can be noticed. It seems that the models are **fitted too much to the data.** So much that it is now capturing not only the underlying process but also the noise. This is called **overfitting.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Which model to use to represent the data and make predictions?\n", "\n", "Different actions are possible:\n", "\n", "- Choose one of the fitted polynomial models.

\n", " > Which one? The linear clearly is too simple, and the\n", "models of order 10 and 50 are clearly overfitting. Only the second and third order\n", "models seem to somehow match the data. However, if we extrapolate them at both\n", "borders, we see that they would not provide a good prediction for our original quest.\n", "\n", "- Switch to another, maybe more complex model class.

\n", " > Which new class of models? Splines? Do we have fully understood the data to make an informed choice?\n", "\n", "- Think differently about the data and start again.\n", " > It looks like the best option after this first statge of EDA and model guessing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Step back, give another look at the results from EDA \n", "\n", "It seems that there is an **inflection point** between weeks 3 and 4. \n", "\n", "$\\rightarrow$ Let's separate the data and train two models, using week 3.5 as a separation point:\n", "\n", "- Use a **linear model** for the first part

\n", "- Use a **quadratic model** for the second part" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Piecewise model: linear + quadratic " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total error using two different models = 1.3058e+08\n" ] } ], "source": [ "inflection = int(3.5*7*24) # set the inflection point, in hours\n", "\n", "xa = hours[:inflection] # data before the inflection point\n", "ya = web_hits[:inflection]\n", "\n", "xb = hours[inflection:] # data after\n", "yb = web_hits[inflection:]\n", "\n", "model_a = sp.poly1d(sp.polyfit(xa, ya, 1)) # linear model\n", "model_b = sp.poly1d(sp.polyfit(xb, yb, 2)) # quadratic model\n", "\n", "model_a_SSE = SSE(model_a, xa, ya)\n", "model_b_SSE = SSE(model_b, xb, yb)\n", "\n", "print('Total error using two different models = {:.5g}'.format(model_a_SSE + model_b_SSE))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The total error is less than that of the polynomial of order 3 considered before.\n", "\n", "Let's see if visualization confirms that the solution is a good one!" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "

" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's add to the previous plot the new regression curve\n", "\n", "plt.figure(figsize=(9, 7))\n", "plt.title(\"Piecewise models\")\n", "\n", "# this is the same as before, plot the training data\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Hits/hour\")\n", "plt.xticks([w*7*24 for w in range(0,5)], ['week {}'.format(w) for w in range(1,6)] )\n", "plt.scatter(hours, web_hits, s=2)\n", "plt.grid(True, linestyle='-')\n", "\n", "# plot of the linear model\n", "x_a = np.linspace(0, inflection, 1000) # generate x-values for plotting\n", "plt.plot(x_a, model_a(x_a), linewidth=2, color='r')\n", "\n", "# plot of the quadratic model\n", "x_b = np.linspace(inflection+1, x[-1]+50, 1000) # generate x-values for plotting\n", "plt.plot(x_b, model_b(x_b), linewidth=2, color='g')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**It looks pretty good now!!**\n", "\n", "- But, how do we get a sound evaluation of our model choices?

\n", "\n", "- We'll see this next time!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Answer our original question: when do the web hits will reach 100,000?\n", "\n", "- Having a polynomial of degree 2, we could simply compute the inverse of the function\n", "and calculate its value at 100,000.

\n", "\n", "- However, we prefer to have an approach that is applicable to any model function easily: let's use `scipy` again!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can proceed as follows:\n", "\n", "\n", "- By subtracting 100,000 from the polynomial, this results in another polynomial, whose root (zero) corresponds to the value of `x` that makes the polynomial equal to 100,000, which is what we are looking for!

\n", "\n", "$$f(x) = K\\quad \\leftrightarrow\\quad F(x) = f(x)-K\\quad \\rightarrow F(x) = 0$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "- SciPy's `optimize` module has the function `fsolve()` precisely finds the roots of a function. It only requires an initial starting position as parameter $x_0$" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100,000 hits/hour expected at week 9.84\n" ] } ], "source": [ "from scipy.optimize import fsolve\n", "\n", "reached_max = fsolve( model_b - 100000, x0=800) / (7*24)\n", "print(\"100,000 hits/hour expected at week {:.2f}\".format(reached_max[0]))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Confidence in the predictions?\n", "\n", "- There is an **uncertainty** involved with our prediction.

\n", "\n", "- To get a real picture of it, we would need more sophisticated statistics and reasoning to find out about the\n", "**variance** we have to expect when looking farther and farther into the future.

\n", "\n", "- We can also keep retraining the model as we get more data.

\n", "\n", "- More about this later in the course ..." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": false, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }