{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 5\n", "\n", "`Original content created by Cam Davidson-Pilon`\n", "\n", "`Ported to Python 3 and PyMC3 by Max Margenot (@clean_utensils) and Thomas Wiecki (@twiecki) at Quantopian (@quantopian)`\n", "\n", "`Ported to PyMC last by Kurisu Chan (@miemiekurisu)`\n", "____\n", "\n", "\n", "### Would you rather lose an arm or a leg?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Statisticians can be a sour bunch. Instead of considering their winnings, they only measure how much they have lost. In fact, they consider their wins as *negative losses*. But what's interesting is *how they measure their losses.*\n", "\n", "For example, consider the following example:\n", "\n", "> A meteorologist is predicting the probability of a possible hurricane striking his city. He estimates, with 95% confidence, that the probability of it *not* striking is between 99% - 100%. He is very happy with his precision and advises the city that a major evacuation is unnecessary. Unfortunately, the hurricane does strike and the city is flooded. \n", "\n", "This stylized example shows the flaw in using a pure accuracy metric to measure outcomes. Using a measure that emphasizes estimation accuracy, while an appealing and *objective* thing to do, misses the point of why you are even performing the statistical inference in the first place: results of inference. The author Nassim Taleb of *The Black Swan* and *Antifragility* stresses the importance of the *payoffs* of decisions, *not the accuracy*. Taleb distills this quite succinctly: \"I would rather be vaguely right than very wrong.\" " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loss Functions\n", "\n", "We introduce what statisticians and decision theorists call *loss functions*. A loss function is a function of the true parameter, and an estimate of that parameter\n", "\n", "$$ L( \\theta, \\hat{\\theta} ) = f( \\theta, \\hat{\\theta} )$$\n", "\n", "The important point of loss functions is that it measures how *bad* our current estimate is: the larger the loss, the worse the estimate is according to the loss function. A simple, and very common, example of a loss function is the *squared-error loss*:\n", "\n", "$$ L( \\theta, \\hat{\\theta} ) = ( \\theta - \\hat{\\theta} )^2$$\n", "\n", "The squared-error loss function is used in estimators like linear regression, UMVUEs and many areas of machine learning. We can also consider an asymmetric squared-error loss function, something like:\n", "\n", "$$ L( \\theta, \\hat{\\theta} ) = \\begin{cases} ( \\theta - \\hat{\\theta} )^2 & \\hat{\\theta} \\lt \\theta \\\\\\\\ c( \\theta - \\hat{\\theta} )^2 & \\hat{\\theta} \\ge \\theta, \\;\\; 0\\lt c \\lt 1 \\end{cases}$$\n", "\n", "\n", "which represents that estimating a value larger than the true estimate is preferable to estimating a value below. A situation where this might be useful is in estimating web traffic for the next month, where an over-estimated outlook is preferred so as to avoid an underallocation of server resources. \n", "\n", "A negative property about the squared-error loss is that it puts a disproportionate emphasis on large outliers. This is because the loss increases quadratically, and not linearly, as the estimate moves away. That is, the penalty of being three units away is much less than being five units away, but the penalty is not much greater than being one unit away, though in both cases the magnitude of difference is the same:\n", "\n", "$$ \\frac{1^2}{3^2} \\lt \\frac{3^2}{5^2}, \\;\\; \\text{although} \\;\\; 3-1 = 5-3 $$\n", "\n", "This loss function imposes that large errors are *very* bad. A more *robust* loss function that increases linearly with the difference is the *absolute-loss*\n", "\n", "$$ L( \\theta, \\hat{\\theta} ) = | \\theta - \\hat{\\theta} | $$\n", "\n", "Other popular loss functions include:\n", "\n", "- $L( \\theta, \\hat{\\theta} ) = \\mathbb{1}_{ \\hat{\\theta} \\neq \\theta }$ is the zero-one loss often used in machine learning classification algorithms.\n", "- $L( \\theta, \\hat{\\theta} ) = -\\theta\\log( \\hat{\\theta} ) - (1- \\theta)\\log( 1 - \\hat{\\theta} ), \\; \\; \\theta \\in {0,1}, \\; \\hat{\\theta} \\in [0,1]$, called the *log-loss*, also used in machine learning. \n", "\n", "Historically, loss functions have been motivated from 1) mathematical convenience, and 2) they are robust to application, i.e., they are objective measures of loss. The first reason has really held back the full breadth of loss functions. With computers being agnostic to mathematical convenience, we are free to design our own loss functions, which we take full advantage of later in this Chapter.\n", "\n", "With respect to the second point, the above loss functions are indeed objective, in that they are most often a function of the difference between estimate and true parameter, independent of signage or payoff of choosing that estimate. This last point, its independence of payoff, causes quite pathological results though. Consider our hurricane example above: the statistician equivalently predicted that the probability of the hurricane striking was between 0% to 1%. But if he had ignored being precise and instead focused on outcomes (99% chance of no flood, 1% chance of flood), he might have advised differently. \n", "\n", "By shifting our focus from trying to be incredibly precise about parameter estimation to focusing on the outcomes of our parameter estimation, we can customize our estimates to be optimized for our application. This requires us to design new loss functions that reflect our goals and outcomes. Some examples of more interesting loss functions:\n", "\n", "\n", "- $L( \\theta, \\hat{\\theta} ) = \\frac{ | \\theta - \\hat{\\theta} | }{ \\theta(1-\\theta) }, \\; \\; \\hat{\\theta}, \\theta \\in [0,1]$ emphasizes an estimate closer to 0 or 1 since if the true value $\\theta$ is near 0 or 1, the loss will be *very* large unless $\\hat{\\theta}$ is similarly close to 0 or 1. \n", "This loss function might be used by a political pundit whose job requires him or her to give confident \"Yes/No\" answers. This loss reflects that if the true parameter is close to 1 (for example, if a political outcome is very likely to occur), he or she would want to strongly agree as to not look like a skeptic. \n", "\n", "- $L( \\theta, \\hat{\\theta} ) = 1 - \\exp \\left( -(\\theta - \\hat{\\theta} )^2 \\right)$ is bounded between 0 and 1 and reflects that the user is indifferent to sufficiently-far-away estimates. It is similar to the zero-one loss above, but not quite as penalizing to estimates that are close to the true parameter. \n", "- Complicated non-linear loss functions can programmed: \n", "\n", " def loss(true_value, estimate):\n", " if estimate*true_value > 0:\n", " return abs(estimate - true_value)\n", " else:\n", " return abs(estimate)*(estimate - true_value)**2\n", " \n", "\n", "\n", "- Another example is from the book *The Signal and The Noise*. Weather forecasters have an interesting loss function for their predictions.\n", "\n", "\n", "> People notice one type of mistake — the failure to predict rain — more than other, false alarms. If it rains when it isn't supposed to, they curse the weatherman for ruining their picnic, whereas an unexpectedly sunny day is taken as a serendipitous bonus.\n", "\n", "> [The Weather Channel's bias] is limited to slightly exaggerating the probability of rain when it is unlikely to occur — saying there is a 20 percent change when they know it is really a 5 or 10 percent chance — covering their butts in the case of an unexpected sprinkle.\n", "\n", "\n", "As you can see, loss functions can be used for good and evil: with great power, comes great — well you know.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loss functions in the real world\n", "\n", "So far we have been under the unrealistic assumption that we know the true parameter. Of course if we knew the true parameter, bothering to guess an estimate is pointless. Hence a loss function is really only practical when the true parameter is unknown. \n", "\n", "In Bayesian inference, we have a mindset that the unknown parameters are really random variables with prior and posterior distributions. Concerning the posterior distribution, a value drawn from it is a *possible* realization of what the true parameter could be. Given that realization, we can compute a loss associated with an estimate. As we have a whole distribution of what the unknown parameter could be (the posterior), we should be more interested in computing the *expected loss* given an estimate. This expected loss is a better estimate of the true loss than comparing the given loss from only a single sample from the posterior.\n", "\n", "First it will be useful to explain a *Bayesian point estimate*. The systems and machinery present in the modern world are not built to accept posterior distributions as input. It is also rude to hand someone over a distribution when all they asked for was an estimate. In the course of an individual's day, when faced with uncertainty we still act by distilling our uncertainty down to a single action. Similarly, we need to distill our posterior distribution down to a single value (or vector in the multivariate case). If the value is chosen intelligently, we can avoid the flaw of frequentist methodologies that mask the uncertainty and provide a more informative result.The value chosen, if from a Bayesian posterior, is a Bayesian point estimate. \n", "\n", "Suppose $P(\\theta | X)$ is the posterior distribution of $\\theta$ after observing data $X$, then the following function is understandable as the *expected loss of choosing estimate $\\hat{\\theta}$ to estimate $\\theta$*:\n", "\n", "$$ l(\\hat{\\theta} ) = E_{\\theta}\\left[ \\; L(\\theta, \\hat{\\theta}) \\; \\right] $$\n", "\n", "This is also known as the *risk* of estimate $\\hat{\\theta}$. The subscript $\\theta$ under the expectation symbol is used to denote that $\\theta$ is the unknown (random) variable in the expectation, something that at first can be difficult to consider.\n", "\n", "We spent all of last chapter discussing how to approximate expected values. Given $N$ samples $\\theta_i,\\; i=1,...,N$ from the posterior distribution, and a loss function $L$, we can approximate the expected loss of using estimate $\\hat{\\theta}$ by the Law of Large Numbers:\n", "\n", "$$\\frac{1}{N} \\sum_{i=1}^N \\;L(\\theta_i, \\hat{\\theta} ) \\approx E_{\\theta}\\left[ \\; L(\\theta, \\hat{\\theta}) \\; \\right] = l(\\hat{\\theta} ) $$\n", "\n", "Notice that measuring your loss via an *expected value* uses more information from the distribution than the MAP estimate which, if you recall, will only find the maximum value of the distribution and ignore the shape of the distribution. Ignoring information can over-expose yourself to tail risks, like the unlikely hurricane, and leaves your estimate ignorant of how ignorant you really are about the parameter.\n", "\n", "Similarly, compare this with frequentist methods, that traditionally only aim to minimize the error, and do not consider the *loss associated with the result of that error*. Compound this with the fact that frequentist methods are almost guaranteed to never be absolutely accurate. Bayesian point estimates fix this by planning ahead: your estimate is going to be wrong, you might as well err on the right side of wrong." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Example: Optimizing for the *Showcase* on *The Price is Right*\n", "\n", "Bless you if you are ever chosen as a contestant on the Price is Right, for here we will show you how to optimize your final price on the *Showcase*. For those who forget the rules:\n", "\n", "\n", "1. Two contestants compete in *The Showcase*. \n", "2. Each contestant is shown a unique suite of prizes.\n", "3. After the viewing, the contestants are asked to bid on the price for their unique suite of prizes.\n", "4. If a bid price is over the actual price, the bid's owner is disqualified from winning.\n", "5. If a bid price is under the true price by less than $250, the winner is awarded both prizes.\n", "\n", "The difficulty in the game is balancing your uncertainty in the prices, keeping your bid low enough so as to not bid over, and trying to bid close to the price.\n", "\n", "Suppose we have recorded the *Showcases* from previous *The Price is Right* episodes and have *prior* beliefs about what distribution the true price follows. For simplicity, suppose it follows a Normal:\n", "\n", "\n", "$$\\text{True Price} \\sim \\text{Normal}(\\mu_p, \\sigma_p )$$\n", "\n", "\n", "In a later chapter, we will actually use *real Price is Right Showcase data* to form the historical prior, but this requires some advanced PyMC use so we will not use it here. For now, we will assume $\\mu_p = 35 000$ and $\\sigma_p = 7500$.\n", "\n", "We need a model of how we should be playing the *Showcase*. For each prize in the prize suite, we have an idea of what it might cost, but this guess could differ significantly from the true price. (Couple this with increased pressure being onstage and you can see why some bids are so wildly off). Let's suppose your beliefs about the prices of prizes also follow Normal distributions:\n", "\n", "$$ \\text{Prize}_i \\sim \\text{Normal}(\\mu_i, \\sigma_i ),\\;\\; i=1,2$$\n", "\n", "This is really why Bayesian analysis is great: we can specify what we think a fair price is through the $\\mu_i$ parameter, and express uncertainty of our guess in the $\\sigma_i$ parameter. \n", "\n", "We'll assume two prizes per suite for brevity, but this can be extended to any number. \n", "The true price of the prize suite is then given by $\\text{Prize}_1 + \\text{Prize}_2 + \\epsilon$, \n", "where $\\epsilon$ is some error term.\n", "\n", "We are interested in the updated $\\text{True Price}$ given we have observed both prizes and have belief distributions about them. We can perform this using PyMC. \n", "\n", "Lets make some values concrete. Suppose there are two prizes in the observed prize suite: \n", "\n", "1. A trip to wonderful Toronto, Canada! \n", "2. A lovely new snowblower!\n", "\n", "We have some guesses about the true prices of these objects, but we are also pretty uncertain about them. I can express this uncertainty through the parameters of the Normals:\n", "\n", "\n", "\\begin{align}\n", "& \\text{snowblower} \\sim \\text{Normal}(3 000, 500 )\\\\\\\\\n", "& \\text{Toronto} \\sim \\text{Normal}(12 000, 3000 )\\\\\\\\\n", "\\end{align}\n", "\n", "For example, I believe that the true price of the trip to Toronto is 12 000 dollars, and that there is a 68.2% chance the price falls 1 standard deviation away from this, i.e. my confidence is that there is a 68.2% chance the trip is in [9 000, 15 000].\n", "\n", "We can create some PyMC code to perform inference on the true price of the suite." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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mK1/5Cg8++CA/+9nPuPfeewuDlCdPnsw999xzyGPfd999fO1rX+Ouu+7C5/Px05/+lGuvvZa/+7u/48orr+S0007b5yr73hobGznvvPO47LLLuPTSS/nWt77F8uXLufzyyzEMg29+85u0tLTQ0NCA1+ulo6ODj3/84/zd3/0d119/PU888QTvfe97qaysPGS855xzDt///vd5++23mTVrVqF71IE0NTXxgx/8gL//+7/HcRyam5v5n//5H2666SZuu+02Ojo6cF2XiRMn8stf/pLHHnuMhx9+GJ/PR0tLCzfffPMhYxpuhuu6R1eeFsGugSwVFRVkMhluv/12PvrRj3LWWWcddL+urq6RCXAvukpTGpSn0qA8jX7HI0e9CZPnN8UJpyxiGYueRA7LcWms8NFS5T9uV9FHu6Rp05PIkbEcqgNextf4CXg9nN5ayXsmVeP3Hv0yRvpbKr5UKnXIE1Ofz3fIlgAZfkuWLNljkPPuRjJH+3vPqAVhp1gsVphj1rZt3ve+9x2yOBARkdHPdlyWdyVY3pXEtBy6hnIkTJsKn4fJdUEq/OW1rmdVwMvUBg/htEVfMseGsE1LlZ/Xe5Nsi2W5bGod49WaICLDpKRaEI6WWhDkYJSn0qA8jX5Hm6Nw2uJPG6L0J/PTf/YMmQC0VOWnBh1r3YmOlGk7dO8smCoDHibUBAh4PZzdXsW7J1QfcauK/paKTy0IY4NaEERERI4z13V5qz/Nn7fEyVouXUMmQ1mbSr+HCbX5k2DJL7o2uS5ANGPTkzDZEM7QWh1gZVeSHTGTy0+qoy6kr3MROX70iSIiIiMuazks2hxn/WCGhGmzI25iuy6t1X6a1GqwD8MwaKjwURXw0DVk0j1kkjBtbMflN28MctGJtZzcXFHsMOUwlUHnDTnORvo9owJBRERGVH8yx9ProsSzFn2JHAMpi6DPwwm1QUI+tRocTMDr4YS6IOG0RW8ix/pchom1Af60IUb3kMn7TqgdVatIy/55PJ495vgXORjLsvB4RvazUe9MEREZMW/1pVi0OU7WctgWN0nnHBoqfLRV+/Go1eCwGIZBU6WfSr+X7fEsm6NZWqr8rO7LTwn7gZPqqVWXo1EtFAqRyWTIZrMHbC0LBoNks9kRjkyOxEjkyHVdPB5PYcXpkaJPEBERGXaW47J4c5y3+9MkTJvt8SyuCxNrA+o/f5Qq/B6mNoToHjLpS+ZI5RwcB36zepDLp9VzQn3w0AeRojAMg4qKg3cJ02Dy0W8s50htuSIiMqwSps3CN8O81Z+iP5ljSzSLz5M/uVVxcGy8HoMJtQHGV/tJmjYbIhliGZsn10RY0ZVQX3cROSr6ZBYRkWHTmzD5w9rozlaD/CxFdSEv7TUBdSk6TgzDoLHST4Xfw7aYyaZIhgk1AV7almAgZXHplNpjWlhNRMqPCgQRERkWawbSPL8xRsZy2BozMS2HtmqtbTBcKvxepjaG2BbLsj1ukrEcXFyiaYurTm6gOuAtdogiUiJUIIiIyHHlui6vbM+virxrvAGuweT6oE5Sh5nPY3BCfZCenbNDZSwHx4Xfrx7kyukNtFT7ix2iiJQAtTmKiMhxYzkuz26IsbwrSSRtsXXXeINGFQcjxWMYtNcEGF8TIGk6bIpkiaQtFr41yMZwptjhiUgJUAuCiIgcFynT5tG3wvQkTHoTOQZTFtUBLxNrA3g1N/+Ia6zwEfAabI+ZbIpkmVQX4Ol1UbwV1ZygNdVE5CDUgiAiIscslrH4z+Xb6R4y2RYzGUxZNFb4mFyn4qCYqgNepjQE8RiwOZolnrX409oBXtwS1wxHInJAakEQEZFj0psweWptlJzhY3M0SzqXH4zcVKn+7qNB0OdhSkOIrbEs22ImhjdLJuMyZNp0TKvXyssisg8VCCIictS2RrM8vS5CKuewI5ElYzlMqgtQG9TXy2ji8xicWB9kR9xkRyxDXdDAxSVjhblyegNBnzoUiMg79IkgIiJHZc1AmifXRhjaORDWdlxOrA+qOBilPIbBxNoA46oDhFMW2+Mm22Mmj7wVJmHaxQ5PREaRkiwQHMfhq1/9KnPnzi12KCIiZWlVd5I/bYgxlLXZHMlgGHDSuCoq/ZqpaDQzDIMJdRW0VvuJZ2y2xrL0J3M88maYaNoqdngiMkqUZIHw1FNPMWHChGKHISJSdlzX5aVtQyzZOkQsk5/G1O/1MKU+SMin4qBUNFf6mVAbIGU6bI5kiaRzPPJWmP5krtihicgoUHIFwuDgICtWrGD27NnFDkVEpKy4rsvizXFWdCUJp/NdVCr8+eLA7y25r5OyVx/yMakuSNbOdxGLZSwWvhWmK24WOzQRKbKS+0T/xS9+wac+9SkMQ7MuiIiMFHvnAmir+9L0p3J0D5nUBLycUB/UNKYlrCbo5cT6ILYDmyJZElmbx9eE2RLNFjs0ESmikhpJtnz5curq6pg6dSqrV68+4HadnZ10dnYCMHfuXJqbm0cqxD34fL6iPbccPuWpNChPxWPZDo++0cP2JIRNGEw7NFeHmNxQscfFGsNjEAqFihipHI698xQKQUUoxMbBJNuGLKY2VfL81jQfrK3j5JbqIkZa3vSZN/qN5RwZbgmtlPJf//VfLF68GK/Xi2mapNNp3v3ud3PjjTcedL+urq4RinBPzc3NDAwMFOW55fApT6VBeSqOnO3w1Noo2+NZuodyRNL5BdDaqv37tOSGQiEymUyRIpXDdaA8ZS2HLbH8bFQn1Aep9HuZPa2Ok5u17HIx6DNv9Ct2jtrb24ft2CXVgvC3f/u3/O3f/i0Aq1ev5vHHHz9kcSAiIkcnazk8uSZCd8JkR9wklrFprvTRUrVvcSClL+jLjyfZHM2yJZplUl2QP22IkbNdTm+tLHZ4IjKCSm4MgoiIDL+M5fDY22G6hvJz5ccyNi1VflqrAyoOxjC/N7/qcsDrYWs0SzxrsXhznFXdyWKHJiIjqKRaEHZ32mmncdpppxU7DBGRMSeVs3n87Qj9yRzbYlkSpkNbtZ+mSn+xQ5MRsGvV5S3RLNtjJhNqYcnWIWzH5dwJGpMgUg7UgiAiIgWpnM2jO+fD37qzOGivCag4KDNej8EJ9UEq/B62x02iGYuXtyd4ZfsQJTR0UUSOkgoEEREBIGHaPPJmmMGUxZZYlqTpMKEmQENFyTY2yzHYVSRUBTzsiJtE0hbLdiR5eXtCRYLIGKdPfRERIZG1WfhWmMjO1ZHTOYeJtQHqQvqaKGcew2ByXZBtMZOuIRMXWNGVxHFd3jOpRuNRRMYoffKLiJS5eDbfrSiazrccZHYWB7UqDoR8kTCpLsD2mEn3kInruqzqTuG48N7JKhJExiJ9+ouIlLHdi4PN0SxZy2FiXZDaoLfYocko4jEMJtYF2BE36UnkcIHXevJFwoUnqEgQGWtUIIiIlKl4xmLhW2GiGZst0SxZ22FSXZAaFQeyHx7DYGJtgO1xk95EDoA3elOAigSRsUYFgohIGYpnLB55K0xs9+KgVsWBHJyxV5Hgki8SHNfl4hNrVSSIjBEqEEREykxsZ8vB7sXB5Nog1SoO5DDsKhJ2xE36Ejlw4c2+/GMqEkTGBhUIIiJlJJqxeHTv4qAuSHVAxYEcPsMwmFAbgCGTvmS+u5GKBJGxQwWCiEiZUHEgx5NhGEyoCQAqEkTGGhUIIiJlYPfiYHM0i6niQI4DFQkiY5MKBBGRMU7FgQwnFQkiY48KBBGRMUzFgYyEXUWCoSJBZExQgSAiMkbFVBzICDIMg3a1JIiMCSoQRETGoN2nMlVxICNFRYLI2KACQURkjNl7nQMVBzKSVCSIlL6SKhBM0+S2227Dsixs2+b888/n4x//eLHDEhEZNfa7CJqKAxlhKhJESltJFQh+v5/bbruNUCiEZVl8+9vf5qyzzmLGjBnFDk1EpOi0zoGMJioSREpXSRUIhmEQCoUAsG0b27b1ASMiwu7FgcXmqKluRTIqHKhIcF24ZIqKBJHRynBd1y12EEfCcRy+9rWv0dPTw/vf/34+9alP7bNNZ2cnnZ2dAMydOxfTNEc6TAB8Ph+WZRXlueXwKU+lQXk6sEjK5L9X7CCSzrFhIIVpOUxpqqQmOLLXgAyPgeuU1FdKWSpGnlzXZWs0TSSVo602SFtNiDPaa/jAKS0qEg5An3mjX7FzFAgEhu3YJVcg7JJMJrnrrrv43Oc+x+TJkw+6bVdX1whFtafm5mYGBgaK8txy+JSn0qA87V80bfHo26Oj5SAUCpHJZEb8eeXIFCtPruvSNWQSzdi0VPkZV+XnlHEVXKqWhP3SZ97oV+wctbe3D9uxS6qL0e6qqqo49dRTWbVq1SELBBGRsSiSzncrimeLXxyIHMre3Y12vzp5yZRaPCoSREYNT7EDOBLxeJxkMgnkZzR6/fXXmTBhQpGjEhEZeeF0fraifHGQJWc7nKDiQEa5XUVCfchHfzJHX9Lk7f40z22M4ZRmhwaRMamkWhAikQjz58/HcRxc1+U973kP5557brHDEhEZUYOpHI+9HSkUB5btMrkuSJWKAykB+SLBD0B/0mJXXeC6MHtanVoSREaBkioQTjjhBH7wgx8UOwwRkaIZSOV47K0wQ6bN5kgWy1FxIKVnV5FgGDCQemeQpwvMnlqH16MiQaSYSqpAEBEpZ/3JHI+9HSaRtfMtB47LCfVBKv0qDqT0GIbB+Op8S8JAyiqMSXBcl8un1atIECkiFQgiIiWgN2Hy+JpIoTiwVRzIGLCrSDCAwd2KhD+6Ud5/kooEkWJRgSAiMsp1D5k8sSZC0swXB44DJ9aHqPCX1DwTIvtlGAZt1fnuRoOp/JgEF5en1ka4ckYDPhUJIiNOBYKIyCi2PZ7lqbVRkjtbDlwXTqgPqjiQMcUwDFqr8i0JA6l3Bi4/uSbCVTPq8Xv1fhcZSfqLExEZpbZGszy5W7cigBMbVBzI2GQYRmEBtWjGYkfcZHs8y+NvR8haTrHDEykr+pYRERmFNoYzPLU2QsJ02BzNr3p7Yn2QkE8f2zJ27SoSWqr8xDI222MmXUMmj70dJp1TkSAyUvRNIyIyyqwZSPPH9VESps3mSAYPBlMaggRVHEiZGFflp63aTzxrsy2WpTeR49G3wiRNu9ihiZQFfduIiIwiq/tS/GlDjKGszZZoFp8nXxwE1AdbykxTpZ/2mgAJ02FrLMtAKrdz9XAVCSLDTd84IiKjxIquBIs2xRnKWmyNZfF7PUxpCGmAppSthgofE2oDpEyHzdEs4ZTFI28OEklbh95ZRI6avnVERIrMdV3+sm2Il7YliGYstsZMQl4PJ9YHNcWjlL36kI+JdUEyVr5IiGUsFr4Vpj+ZK3ZoImOWCgQRkSJyXJdFm+Os7EoSTudnbqnyezhBxYFIQW3Qy+S6IKbtsCnyTpHQFTeLHZrImKQCQUSkSGzH5Zn1Ud7sS9OfzNE9ZFIT8DK5PqgVZEX2Uh3wckJ9ENuBTZEsQ1mbx9eE2RTJFDs0kTFHBYKISBGYtsMTayJsCGfoSZj0JXPUhbxMqgvgMVQciOxPpd/LiQ1BADZHMwxlbZ5eF+Wt/lSRIxMZW1QgiIiMsFTO5tG3wmyPZ9kRNxlMWTRV+JhQE8BQcSByUCGfhykNQbyGwZZoviXh+Y1xVnQlcHctwSwix0QFgojICIplLB5eHaY3kWNr1CSWsWmp8tNa7VdxIHKYAjtn+Ap4PWyNZolmLF7aluCFLUMqEkSOA1+xAzgSAwMDzJ8/n2g0imEYdHR0cNVVVxU7LBGRw9KXyPHk2ghDWZutsSzpnEN7TYCGipL6KBYZFXwegxPrg2yL5VviLMfl9d4Uacvhsql1GuQvcgxK6lvJ6/Xy6U9/mqlTp5JOp7n11lt517vexcSJE4sdmojIQW2JZvnj+igpM78AWs5xmVQXpDboLXZoIiXL6zGYXB9kR9ykN5HDclxcXJKmzZUzGghp9XGRo1JSfzkNDQ1MnToVgIqKCiZMmEA4HC5yVCIiB7e6N8VTayMMZWw2RbLYDpxYr+JA5HjwGAYTawM0VvgYTFlsj5vsiJs8/OagVl0WOUolVSDsrq+vj02bNnHSSScVOxQRkf3atQDaos1x4hmLzdEMhgFTGoJU+lUciBwvhmHQVp0fyxPP5FvpBpMWv189SF9CC6qJHCnDLcHRPJlMhttuu41rr72WWbNm7fN4Z2cnnZ2dAMydOxfTLM5CKj6fD8vScvCjnfJUGkotT5bt8OSbfazpSzCQNNkRS1Ph8zKlqRK/t2SvzRyU4TFwnZL7Sik7Yz1PkXSOrZE0Aa/B1KYqKgNePnhaKzNaqosd2hEptc+8clTsHAUCgWE7dskVCJZl8a//+q+ceeaZXHPNNYe1T1dX1zBHtX/Nzc0MDAwU5bnl8ClPpaGU8pTK2Ty1JkpvMt8vejBlURPwMnGMr3EQCoXIZLRo1WhXDnlKmjbbYiaGAZPqAlT6vbxncg1ntVWWzGxhpfSZV66KnaP29vZhO3ZJXcZyXZcHHniACRMmHHZxICIykgZSOX73xiA9CZNtsfwaB40VPi2AJjKCqgJepjQE8RiwOZollrH4y9Yhnt8Uxx7DrScix0tJzWK0Zs0aFi9ezOTJk/nKV74CwCc+8QnOOeecIkcmIgIbwxk6N8ZI52y2Rk0ylkNbtZ+mSn+xQxMpO0Fffq2EbbEs2+MmWTtfGEQzFh+YXq9xQCIHUVIFwimnnMJvfvObYochIrIH13VZ3pXkle0JUrl81wbHdZlcF6RGMxWJFI3PY3BCfZDuIZP+ZI6s7eC4Lr9fHebKGfU0q3gX2a+S6mIkIjLa5GyHZ9bHeGV7gmjGYnMki8eAKQ0hFQcio4DHMGivCRRmONoUyRJO53h49SDrBtPFDk9kVCqpFgQRkdEkmrF4em2UwXSuMBi5yu9hYl1Qq7iKjCKGYdBc6Sfo9bA9nmVjOMukugDPro8xkLSYNalaY4REdqMWBBGRo7AlmuV3qwfpS+byc67vHIx8Qr2KA5HRqiboZWpDKD94OZIlnLZY2Z3kiTUR0jmn2OGJjBpqQRAROQKO67J0e4LlXUnSlsO2WBbLcWmvCdBQoY9UkdEu6PMwtSHE9rhJ95BJOpcfl/CbNwb4wPR6WquHb255kVKhFgQRkcOUytk8sSbC8q4kkbTFpkgGXJhSH1JxIFJCvB6DyXUBxlX6iWYsNkWyRNIWj7wZ5vXeJCW2RJTIcadvNBGRw9AVN3l2Q5ShrE33UI5oxqIq4GFirboUiZQiwzBoqfZT4c+PS9gQyTCxNsifNw/RPZTj4hNrCfp0HVXKkwoEEZGDcFyXFTunMM3aDttj+fUNxlX5GVfpK5lVWUVk/2qCXqY1htgWM9kazdJc6cPFpS+R44qT6mmp1lSoUn5UIIiIHEDCtPnThhg74ibRjEX3kImBofUNRMaYgNfDlIYgPYkcAymLVM5hYq3Lw28Ocv6kGs5sq9TFACkrKhBERPZjYzjD85tipHNOoUtRpd/DxNoAfq+6HYiMNbvWS6jye+gaMtkQydBeE2DJ1iG2xbLMnlan1ZelbKhAEBHZTc52eHHrEG/2pUnnHLbHs5i2qy5FImWiLuQj5POwI26yLWbSUJGf5eih1we5ZEotUxpCxQ5RZNipQBAR2al7yKRzQ4x41mIgadGfzOHzGJxYH6QqoCuHIuUi6PNwYkOQ/mS+y1EyZzOxNsgf1kY5ZVwF751cowHMMqapQBCRsmc5Lq9sH2JVdwrTdtgRN0nlHGqDXtprAng1S5FI2fEYBq3VAaoCXnbETTaFM4yr8uPisj2W5bKpdUysCxY7TJFhoQJBRMpa95DJcxtjxDI24bRFb8IEYEJtgLqgV12KRMpcdcDLSY0huhMmfckcQ1mbCbUBHns7wqktFbxnkloTZOxRgSAiZSlnO7y0LcHrvflWg64hk6TpUBXwMKFGA5FF5B1ej8HE2iA1AYvuoRwbIvnWhNV9LluiWS6ZUscJ9WpNkLFDBYKIlJ3NkQyLN8cZMm3CKYu+ZA6A8TUBGkJqNRCR/asL+agKeOkeMulL5BjK2LTXBnhyTYSTmkK8d3KNxivJmKACQUTKRsK0eWFLnI3hLBnLoXsoP9agOuBlfI2fgFoNROQQfB6DibUB4lmb7kSOjeEMTZU+HNdlazTLeybV8FctFXh0oUFKWEkVCPfffz8rVqygrq6Ou+++u9jhiEiJsB2X13pTLN2RwLQc+pM5BlMWHsPQWAMROWKGYRRaE3oTJgMpi3jWZnxNgEWb47zZn+KiE2tprQ4UO1SRo1JSBcIll1zCBz7wAebPn1/sUESkRGyNZfnz5jixjE08a9GTyJGzXepDPlqr/fg0Q5GIHCWfx2BCbZC6kE33kMmWaJbakJec4/D71WFOGVfB+ZOqtcCalJySKhBOPfVU+vr6ih2GiJSASNpiydYhtkSzZG2HniGThOkQ9GpdAxE5vqoDXqY1hhhIWQykciSyNuOq/LzZ57IhnOHc9ire1ValCxJSMkqqQDhcnZ2ddHZ2AjB37lyam5uLEofP5yvac8vhU55Kw+HmKWla/GVThJU7Eli2y2AWBpIWHsPD5MYKmqsC6k40TAyPQSikVWZHO+Vp+EyugNY6hx2xNANpi6GcRXtdiFX9FpsSSS6a2sQprdWH9Rmk76bRbyznaEwWCB0dHXR0dBRuDwwMFCWO5ubmoj23HD7lqTQcKk+m7fBqd4qVPUlytkMkbdOfzGE5u3cncslmsyMYdXkJhUJkMplihyGHoDwNv/YqL7U+6EmYrO8boirgobU6QG8kQXOVj/dMqmHSIRZZ03fT6FfsHLW3tw/bscdkgSAi5cNyXN7oTbGyO0k65xDLWvQlcpi2S5Xfw+S6IBV+zU4kIiOrOuhlWiBEJG3Rl7TYGM5QF/Ji2g6Pvx1hQm2Ad0+sZnyNBjLL6KMCQURKkuW4vNmXYnlXvjBImDZ9iRxpyyHo8zCpLkBNwKPuRCJSNIZh0Fjppy7kYyCVYzBtEc/YNFT4sByHHXGTSXUBzptQTZsKBRlFSqpAuPfee3nzzTcZGhriC1/4Ah//+Me57LLLih2WiIwg03ZY3ZdmVfc7hUF/Mkcq5+D3GLTXBKjXYmciMop4PQat1QEaK3z0Jy0iaYtoxtpZKLhsi5lMqA0wc0I17TV+fX5J0ZVUgXDTTTcVOwQRKZKkafHK9iFe601hWm6+MEjlSJkOPo/B+Go/9RU+LU4kIqOW3+uhvTZAU+XOFoVUvlhoqPCR29mi0Frt5+zxVTQ2ucUOV8pYSRUIIlJ+wmmL13qSbEnESKRSDGVtBpIWaStfGLRV+2lQYSAiJSTo8zChNkhzpcNAKkc4ZRFOWdRX+DBth95EjlWDNjNqDU5uDuHXKu8ywlQgiMio47guW6JZXu9NsT1m4rguKcdLdzSDabsEvPmuRHUhrwoDESlZuwqFcVUOAymLaDrfolAb9OJ4fPSELV7aNsRfjavgjNZKakM6bZORoXeaiIwaCdPm7f40b/WnGcra5GyHcNoikrHA8BIwDCbW+qkNaoyBiIwdAa+H9poA4yr9hNM5Immbtf1JAh6XpgofGcvh1Z4Uk+oCnNZSyYkNQV0ckWGlAkFEisp2XLbGsrzdn2ZzNIvjuiRNh0jaIp61AagJemmvr8Lr5FQYiMiY5ffmBzM3V7qkHA89sRTb4yY+j1EYp7AtZlIV8HBycwWnNFdQX6FTOTn+9K4SkRHnui79SYu1g2nWDWZI5xwsxyGSsYmmLUzbxWsYNFf6aKjwEfB6CAV9ZDJWsUMXERl2Xo/BuMog1V6HhJlvSe1P5uhP5qgJemkIeUmYNiu6krRV+zm5uYJpTSFCPo1VkONDBYKIjJhw2mL9zqIglrFxXJch0yaatkmY+daCSr+HcVX5bkRqQheRcmYYBjVBLzXB/AJr+elRbYayNj6PQV3IS8Zy6EnkWLwlzuS6ICc1hZjSECSggc1yDFQgiMiwcV2XgZTFxkiGjeEMkbSNS74LUSxjEzctHAd8nnxrQX3IR1BXwERE9hHwemitDtBS5TJkOkQz+ZmPBlMWIZ+H2pAX03LYEs3iMWBSXZCpjUFOrA9pNXk5YioQROS4shyXrrjJ5miWTZEMSdMpFAVDWZt41sZyXDwG1Aa91IV8VPm14rGIyOEwDIPaoJfaoBfLcYllLGLZ/EryfYkcFX4PtcF8y8KWaBaIM77Gz4kNISbX5Rdr0+etHIoKBBE5Jq7rEk5bbI+bbI1m6RoysZ38VKUJ02Yom1/teFdRUB3wUhf0Uq0uRCIix8TnMWiq9NNU6ce0d7bMZm16Ezl6EzlCPg81O4uF7qEcfwGqAx4m1weZVBdkQm1A4xZkv1QgiMgRcV2XSMamO26yY8hkR9wknXMAyFj5YiBp2iRzDq4LXsOgOpi/olUdUFEgIjIcAl4P46ryY7hM2yGesRky7cLgZp/HoDrgpSboIZa1ebMvDcC4Kh/ttQEm1AQYXxNQN08BVCCIyCHkbJf+ZI6ehEnPzqtSuwqCnOOQNPP/7WolAAh6DRorfNQEvFSq+5CIyIgKeD00V3lorvJjOS5D2fxEEPGsRTST36bC76Eq4CFp5lscXjVSADRW+mir9jO+JkBrtZ86rTtTllQgiEhBznYZTOUYTFn07rzqFE5buPnzfrKWQ8pySJkOqZyNaecf8BoGVQEPVQEv1QGPZs8QERkldq2h0FDhw3VdUrmdF3VyNgNJiwEsDPIFQ6XfQ8K06U/kCi0MAZ9BS5Wflio/46r8NFf6tFhlGVCBIFKGHNclnrEJpy3C6fwsGIPpHNG0XdjGclwylkM655DKOaQtGzvfcIDXMKgMeGis8FDp9xLyGfqyEBEZ5QzDoCrgpSrgpQU/trOzYMjZpEyHwZTFQCq/3kzQ56HC56HC7yGWsdkazRa6iPq9Bk0VPhorfTRV+mis8NNQ4aXS7y3my5PjSAWCyBjl7lyROJa1iWfyc2dHMxbRjLVzDYKd2+GSs/PFQMba+TPnkNu1AfkuQzUBH5X+/JdF0KuCQESk1Hk976yzAPmLR6ncOxeGhrL57w0Ag3zREPJ5CPkNommLHXEPXs873wVBn0FDyEd9hY/6UH6WuvxsdV61LJcYFQgiJSpnv9P3f8i0C9OIDpn5RXSGsu8UAZD/4DdtF9N2yNouWcvBtFyytrPHdkGvQaXfQ8ifv3oU8u35BSAiImOTx8gPZK4O5AsG13XJOS7pnJNvUbZ2FQ3vfGn4PAZBn0HQ5yHo9RBOWQR8Bn7PngVB0GcUJquoDeZbMWqC+W6pVX4vFX5914wmKhBERgnbyZ+sZyyXzG4fxruu5GQsh6Rpk9p5O2e7+xzDchxMO98iYDo7f9rv3Le7XR/qDX7fzqtC+Q94zTIkIiKQ75IU8BoEvB7qdt7nuu7OLqj5C00ZO3+xKZq29rjY5DHyg6X9XoOg18Dv9TCQsvB78sfc33dNhd9D1c6W6qqAt9DFqcK/s+XCZ1Dh8xD0eQioJXtYlVyBsGrVKhYsWIDjOMyePZs5c+YUOyQpU67r4rj5vvq7/svtPCm3dv7MOfkT9PyJ+jtX8M1dV/B3du3J2i7Wfk74d7F3e47dn6vwc2cBsPcRfB4Dv9eg0uchEMp/oAZ3ftjrSo2IiBwpw8h/r/i9FLomwTutDabtYu78ftv174TpFia72MXjgYDHU/ie8nkM/B4Dnyff9cnvMfB69l9I5OPIt3jvarkI+N4pZnZ9z+XjzN/v9+SLFJ+HnT/zz5V/ThUbeyupAsFxHB588EG+9a1v0dTUxNe//nVmzpzJxIkTix3afllOfkaYI3HgU8TD3P8oDrD7PvueYh5s20M/5uIWbri77t/99s6dCtvv9piz67F3DpG/zwVn50YO+Q8dx33neLu2d3aewOcfz//bcd2dj71zX0VXjvhQAtt1cVy3sMiX7YDtutiOi+2+c5Lu7P3CD5PLO8d2dh7Pdt85tr3z2Nau53Ty7yHbOXBWPMZuRYDfm/8w3Hl714fr/mOhMCVpqcjZTsnFXG6Uo9KgPJWGUsyTxzAI+Yz9Lr6Wv2jmFC6e7fqZ2VlAHPiY+e85r8fAaxg7/52fLMPjAZ9h4PEYeI137vMaBy4sDseuIsVr7Hzencfc8/hQV5Oj2Z/jlHEVY671vaQKhPXr19PW1kZraysAF1xwAUuXLh2VBUJ/Msf/vLWZcDxZ7FBkLy7vFBGuC8GgQyaTKdzevTjZvfDYVWzserxQeLBnEeIWipF8gbH7Y8eb41K4SrOzbBqzvF4T27YPvaEUjXJUGpSn0qA85e36nuMgrewH4jHyRYvXAwb5k3vP7j+NfEtE/qeBh50/jfygbGPn/rv+bWDs/Jm/HUqBkzMJ+jxMawwd51deXCVVIITDYZqamgq3m5qaWLdu3T7bdXZ20tnZCcDcuXNpbm4esRh3WRMPk7ZSBEPBEX/u3R1Ni8LRHevAV7ndvf6xz3bu7vfteZw9WiXc3bd6pzXC3etxd7f9XNfdrfVhn4gAyGYtXHY2k+66ALDbhQBj53+af6G4DMPY4z0go49yVBqUp9KgPI0ehXOOveSyNk2VIXwV1TQ3149wVMOrpAqE/f2h7K/PWEdHBx0dHYXbAwMDwxrX/owPWEysC7KuOzrizz2WGAf492HveBg7hUJBMpnMkRw93+TpzTc3ysioqKggnU4XOww5COWoNChPpUF5Gjmu62Lt7O57JDVZKOSnNeTS6jeLcq7Z3t4+bMcuqQKhqamJwcHBwu3BwUEaGhqKGNGB1YZ8fOKcNgYGxlaT01jU3NxclD9sOTLK0+inHJUG5ak0KE+j31jOUUn1mpg2bRrd3d309fVhWRZLlixh5syZxQ5LRERERGTMKKkWBK/Xy3XXXccdd9yB4zhceumlTJo0qdhhiYiIiIiMGSVVIACcc845nHPOOcUOQ0RERERkTDJcDZEXEREREZGdSmoMQqm59dZbix2CHAblqTQoT6OfclQalKfSoDyNfmM5RyoQRERERESkQAWCiIiIiIgUqEAYRrsv1iajl/JUGpSn0U85Kg3KU2lQnka/sZwjDVIWEREREZECtSCIiIiIiEiBCgQRERERESkouYXSSsWqVatYsGABjuMwe/Zs5syZU+yQxrT777+fFStWUFdXx9133w1AIpFg3rx59Pf3M27cOG6++Waqq6sBeOSRR3juuefweDx87nOf46yzzgJg48aNzJ8/H9M0Ofvss/nc5z6HYRjkcjl+8pOfsHHjRmpqarjppptoaWkp1sstWQMDA8yfP59oNIphGHR0dHDVVVcpV6OIaZrcdtttWJaFbducf/75fPzjH1eORinHcbj11ltpbGzk1ltvVZ5GoS9+8YuEQiE8Hg9er5e5c+cqT6NMMpnkgQceYNu2bRiGwT/+4z/S3t5e3jly5bizbdv90pe+5Pb09Li5XM798pe/7G7btq3YYY1pq1evdjds2ODecssthft+9atfuY888ojruq77yCOPuL/61a9c13Xdbdu2uV/+8pdd0zTd3t5e90tf+pJr27bruq576623umvWrHEdx3HvuOMOd8WKFa7ruu7TTz/t/vSnP3Vd13VfeOEF95577hnBVzd2hMNhd8OGDa7rum4qlXJvvPFGd9u2bcrVKOI4jptOp13Xdd1cLud+/etfd9esWaMcjVKPP/64e++997p33nmn67r63BuNbrjhBjcWi+1xn/I0uvz4xz92Ozs7XdfNf+4lEomyz5G6GA2D9evX09bWRmtrKz6fjwsuuIClS5cWO6wx7dRTTy1U9rssXbqUiy++GICLL764kIOlS5dywQUX4Pf7aWlpoa2tjfXr1xOJREin08yYMQPDMLjooosK+yxbtoxLLrkEgPPPP5833ngDV+P7j1hDQwNTp04FoKKiggkTJhAOh5WrUcQwDEKhEAC2bWPbNoZhKEej0ODgICtWrGD27NmF+5Sn0qA8jR6pVIq33nqLyy67DACfz0dVVVXZ50hdjIZBOBymqampcLupqYl169YVMaLyFIvFaGhoAPInpvF4HMjnZ/r06YXtGhsbCYfDeL3effIWDocL++x6zOv1UllZydDQELW1tSP1csacvr4+Nm3axEknnaRcjTKO4/C1r32Nnp4e3v/+9zN9+nTlaBT6xS9+wac+9SnS6XThPuVpdLrjjjsAuPzyy+no6FCeRpG+vj5qa2u5//772bJlC1OnTuWzn/1s2edIBcIw2F9VaBhGESKR/TlQ1X6wal45Pb4ymQx33303n/3sZ6msrDzgdspVcXg8Hn74wx+STCa566672Lp16wG3VY6KY/ny5dTV1TF16lRWr159yO2Vp+L53ve+R2NjI7FYjNtvv5329vYDbqs8jTzbttm0aRPXXXcd06dPZ8GCBSxcuPCA25dLjtTFaBg0NTUxODhYuD04OFioQmXk1NXVEYlEAIhEIoVKfe/8hMNhGhsb95u3xsbGffaxbZtUKrVPlyY5PJZlcffdd3PhhRcya9YsQLkaraqqqjj11FNZtWqVcjTKrFmzhmXLlvHFL36Re++9lzfeeIP77rtPeRqFdv0+6+rqOO+881i/fr3yNIo0NTXR1NRUaBU4//zz2bRpU9nnSAXCMJg2bRrd3d309fVhWRZLlixh5syZxQ6r7MycOZNFixYBsGjRIs4777zC/UuWLCGXy9HX10d3dzcnnXQSDQ0NVFRUsHbtWlzXZfHixYW8nXvuufzv//4vAC+99BKnnXbaqK/+RyPXdXnggQeYMGEC11xzTeF+5Wr0iMfjJJNJID+j0euvv86ECROUo1Hmb//2b3nggQeYP38+N910E6effjo33nij8jTKZDKZQhewTCbDa6+9xuTJk5WnUaS+vp6mpia6uroAeP3115k4cWLZ50grKQ+TFStW8B//8R84jsOll17KtddeW+yQxrR7772XN998k6GhIerq6vj4xz/Oeeedx7x58xgYGKC5uZlbbrmlULE//PDDPP/883g8Hj772c9y9tlnA7Bhwwbuv/9+TNPkrLPO4rrrrsMwDEzT5Cc/+QmbNm2iurqam266idbW1mK+5JL09ttv8+1vf5vJkycXPhw/8YlPMH36dOVqlNiyZQvz58/HcRxc1+U973kPH/3oRxkaGlKORqnVq1fz+OOPc+uttypPo0xvby933XUXkL9y/L73vY9rr71WeRplNm/ezAMPPIBlWbS0tHDDDTfgum5Z50gFgoiIiIiIFKiLkYiIiIiIFKhAEBERERGRAhUIIiIiIiJSoAJBREREREQKVCCIiIiIiEiBCgQRERERESlQgSAiIiIiIgUqEEREREREpEAFgoiIiIiIFKhAEBERERGRAhUIIiIiIiJSoAJBREREREQKVCCIiIiIiEiBr9gBjISurq6iPG9zczMDAwNFeW4pLuW+fCn35Uu5L1/KfXkqdt7b29uH7dhqQRARERERkYJjakFYtWoVCxYswHEcZs+ezZw5c/Z43HVdFixYwMqVKwkGg9xwww1MnTr1oPsmEgnmzZtHf38/48aN4+abb6a6uhrLsnjggQfYtGkTjuNw0UUX8ZGPfORYwhcRERERkb0cdQuC4zg8+OCDfOMb32DevHm8+OKLbN++fY9tVq5cSU9PD/fddx/XX389P//5zw+578KFCznjjDO47777OOOMM1i4cCEAL730EpZlcffddzN37lw6Ozvp6+s72vBFRERERGQ/jroFYf369bS1tdHa2grABRdcwNKlS5k4cWJhm2XLlnHRRRdhGAYzZswgmUwSiUTo7+8/4L5Lly7lO9/5DgAXX3wx3/nOd/jUpz4FQCaTwbZtTNPE5/NRWVl5tOGLyDBwLRs7lcZKpPAE/Pib6jEMo9hhiYgcd67rkslkcBwH27bJZrPFDklGWG9v77Dn3XVdPB4PoVBoRL9Pj7pACIfDNDU1FW43NTWxbt26fbZpbm7eY5twOHzQfWOxGA0NDQA0NDQQj8cBOP/881m2bBnXX389pmnyd3/3d1RXV+83ts7OTjo7OwGYO3fuHjGMJJ/PV7TnluIqp9zbWZOBJSvoX/QKZji6x2PBliYazjqVhnNOpaK9tTgBjrByyr3sSbkvL4ODg4RCIfx+PwDBYLDIEUkxjETec7kcHo9nj3Pn4XbUBYLruvvct3dlc6BtDmffva1fvx6Px8NPf/pTkskk3/72tznjjDMKrRC76+jooKOjo3C7WCPMiz26XYqnHHLv5CyiS1YSeWE5djKFFU9gxZO4loWTs/D4ffj7Bohu2cHmx56l9uxTafnQZXiCgWKHPqzKIfeyf8p9eUkmk1RVVWFZFj6fD8uyih2SjLCRyrthGCQSiX3On4dzFqOjLhCampoYHBws3B4cHCxc+d99m90/LHdtY1nWAfetq6sjEonQ0NBAJBKhtrYWgBdeeIGzzjoLn89HXV0dJ598Mhs2bNhvgSAiw8tKpOj61aNktnWTiyXI7ujFTqTAAMPnxfD5sOIJzL4wht9HoLUJ14X01m7G/39XEZqgv1sRKW3qPikjaaTfb0c9SHnatGl0d3fT19eHZVksWbKEmTNn7rHNzJkzWbx4Ma7rsnbtWiorK2loaDjovjNnzmTRokUALFq0iPPOOw/IX5l54403Cn3+1q1bx4QJE442fBE5SrlwjG0/fYj0li6S67aQWrMJx8wROrGd2nNPo/bsU6k5Ywa1Z/0VlSdNxltdQXZ7L8m3N5Lt7mPbA/9DbNkbxX4ZIiIicgCGu7/+PodpxYoV/Md//AeO43DppZdy7bXX8swzzwBwxRVX4LouDz74IK+++iqBQIAbbriBadOmHXBfgKGhIebNm8fAwADNzc3ccsstVFdXk8lkuP/++9m+fTuu63LppZfyoQ996LDi1EJpMtLGau4zO3rZ8YtHsGJDJNduxk6mCE1sI9DahOE58PUGcyBCeksXGAaV0ybjr69h/N9cRc27Th7B6EfGWM29HJpyX15SqVRhshSfz8ebX/3BcT3+jO/fclyPd7QeeughXnvtNe644459Hps+ffo+409Hk1dffZXf/e53fO973xuW449k17Ld32+7jMouRgDnnHMO55xzzh73XXHFFYV/G4bB3//93x/2vgA1NTV8+9vf3uf+UCjELbeMjj8WkXKUi8TYseBhcpEYyZ2tBpXTJuNvrDvkvoHmBrzVlaTWbyW1bjNVJ0+h57dP462qpHLapBGIXkRESpVt23i93iPax7IszjzzTM4888xhimps00rKInJITs6i69dPYA0lSa7ZhGvZVJ085bCKg128oSBVp0zBEwyQXLcFK5Gk6z8fJdvdP4yRi4iMTalUik9/+tN0dHRw2WWX8eijjwIwa9Ys7rrrLt7//vcze/Zs1q9fD0AkEuG6666jo6ODa665hjfffBOA2bNnE4vFcF2X0047jd/+9rcA/N//+39ZvHgxkO+J8clPfpILL7yQe+65Z59YXNfle9/7HpdddhmzZ88uxPL1r3+90LPk85//fOFC73//93/zr//6rwD8/ve/5+qrr+byyy/nq1/9KrZtA/nWiR/+8Idcc801LF++fI/n++hHP8q3v/1tPvShD3HZZZexcuVKAO6++26++tWv8olPfIJ/+qd/YsmSJXzmM58B8oPKb775ZmbPnk1HRwdPPvkkkO/O/sEPfpD3v//9XH/99SSTyX1e36pVq+jo6OCDH/xg4XUC/M///A/f/OY3C9t95jOfYcmSJQc97ve//30uueQSOjo6+O53vwvA448/zmWXXUZHR0ehR02xqUAQkYNyXZe+RzvJdPWS2rAVJ2tSOf0EfDVVR3wsj89H1YwTMTwGyTWbsYaS7PiPR7BT6WGIXERk7Hr++edpa2ujs7OT5557jksvvbTwWGNjI3/84x/59Kc/zQMPPADkT55PP/10Ojs7ufXWW/mnf/onID/2c+nSpaxZs4YTTjiBV155Bch3BT/33HOB/Anyj3/8Y5555hmeeOIJXn311T1ieeqpp1i9ejXPPvss//M//8Ptt99Ob28v559/Pi+//DIAPT09rF27FoBXXnmFWbNmsW7dOh577DEWLlzIs88+i9fr5eGHHwbyBdDJJ5/ME088wbvf/e59Xn86neaxxx7j+9//Pv/8z/9cuP+1117j3//935k/f/4e2997773U1NTwpz/9ic7OTt773vcSDof50Y9+xEMPPcQf//hHzjzzTH72s5/t81y33HILd955J48//vhhtWQc6LiRSIQ//OEPPP/883R2dhZycO+99/LrX/+azs5OFixYcMjjjwQVCCJyULGXXyW+4k2yO3qxokOEJrcfVXGwiycYoGrGFFzbJrl2M7noEH2PPnccIxYRGftOOeUU/vznP3PHHXfw8ssvF2Z9BLjyyisBeNe73sW2bduA/En5X//1XwPwvve9j0gkQjweZ9asWbz88su89NJLfOYzn+Gtt96iu7ubhoYGqqryn/UXXnghjY2NVFRUcOWVVxaKiF1eeeUV5syZg9frZdy4cZx//vm8+uqrvPvd7+bll19m7dq1TJ8+nXHjxtHb28vy5cuZOXMmL7zwAq+//jpXXXUVl19+OS+88AJbt24FwOv1cvXVVx/w9X/4wx8G8utkDQ0NEYvFgHxX94qKin22//Of/8xnP/vZwu36+nqWL1/O2rVr+fCHP8zll1/Ob3/7W7Zv377HfrFYjEQiUZg0Z86cOQdPDBzwuDU1NQSDQb785S/z1FNPFeKcOXMmN998M7/+9a8LLSjFdkxjEERkbMv2DtD/5CJy0TjZrj78zQ0EWhqP+bjeyhCVUyeRWreFbFcvQx6D6tNOGpODlkVEhsO0adP4wx/+wHPPPcedd97JxRdfzM033wy8s3iX1+stnHAeaA2qWbNm8Ytf/IKJEyfyta99jT/84Q88+eSTe1y133uKzcNZ9wpg/PjxxGIxnn/+ec4//3yi0SiPP/44VVVVVFdX47ouH/vYx/j617++z77BYPCgV+sPFNPeA3l3j3F/cV900UXcf//9B3yeg83l4/P5cByncHvXqsoHO+6TTz7JCy+8wKOPPsqCBQv47W9/y7/+67+yYsUK/vSnP3HFFVfwzDPP0Nh47N+1x0ItCCKyX67r0vtIJ07WJL1xO97KCipObD9uczH7G2rxj2sg292PlUjR+9ifsOKJ43JsEZGxrqenh4qKCv76r/+aL3zhC7z++usH3f78888vdN9ZsmQJjY2N1NTUMGHCBMLhMJs2beKEE07g3e9+Nw888ACzZs0q7PvnP/+ZSCRCOp3mj3/8Y+Fq+u7Hfuyxx7Btm8HBQV5++WXOOussAM4991x+/vOfM2vWrMKxdxUf73vf+3jiiScKs39FIpF9ruAfyGOPPQbkWy9qa2v3aEHZn4svvniP7jvRaJRzzz2XpUuXsmnTJiDfbWnDhg177FdfX091dXVhHMSu8RUAkyZNYvXq1TiOw44dO1i1alXhNe/vuMlkkqGhIWbPns3/+3//rzAOZPPmzZxzzjl85StfobGxsWizb+5OLQgisl+xV14ns7WL9NYuXNumYurEg05lejQqJo/HiidIb9yGt7KC3oefpf3v5mgBIhEpOSM9Lenbb7/N7bffjmEY+P1+7rzzzoNuf8stt3DLLbfQ0dFBKBTi3nvvLTx29tlnF66Ev/vd7+bOO+/cowg477zzuPHGG9m8eTMf+chH9pkZ6Morr2T58uVcfvnlGIbBN7/5TVpaWoD8oOnFixczZcoUJk6cSDQaLRQfM2bMKAwqdl0Xn8/HHXfcwcSJEw/5+uvr6/nQhz5EIpHg7rvvPuT2//RP/8Q3vvENLrvsMjweD7fccgtXXXUV8+bN44tf/CKmaQLw1a9+tTAl/y533XUXX/3qV6moqOCCCy6gpqam8LuaPHkys2fP5uSTT+aMM84A8gsF7++41dXVXHfddWSzWVzX5bbbbgPg9ttvZ9OmTbiuy/ve9z5OO+20Q76e4XZM6yCUCq2DICOt1HNvxRNsvvc/MPsGSb69iWD7OEIT24btuZJvbyLQ1kTF5HbG/39Xl3RXo1LPvRw95b687L0OwkjNhy/5WYz+5V/+ZcSmME0mk4XxGD/5yU/o6+vju9/9rtZBEJHy0v/kIuxUhvTmHXhCAYLtLcP2XL7aagKtTZi9gwSaG+n/45+p+qtpePz6eBIRkeLr7OzkJz/5CbZtM2HChD1aX8YqfQOLyB5SG7Yy9Poasl19OBmTqlOmHPeuRXsLTWglNxglvbULb2WI6JIVNF6877R2IiIiv/vd70b0+T784Q8XZk0qFxqkLCIFruvS//SfcbIm2e5+/M31+Gqrh/15DZ+X4IRW7HiSXCRO+H9fwRrad7EaEZHRogx6aMsoMtLvNxUIIlKQWL2O7I5eMjt6wWDYxh3sT6ClEU9FkMy2buxMlsHOJSP23CIiR8rj8WjcgYwIy7LwDHNL/t7UxUhEAHAdh4FnXsROZ8gNRgm0NeMJ+Efs+Q3DIDRpPKm1mzF7B4kte4P695xFsG3ciMUgInK4QqEQmUyGbDZLKBQqzIEv5SMYDA573l3XxePxEAqFhvV59qYCQUQAiC9fTW4gQmZ7L3g8BMeP/Im5v74GX101ma4+As0NDP7pJdo/+cERj0NE5FAMwyishKsZrMrTWM67uhiJCE7OYvBPf8FKpLAicYLjx+HxFef6QWhSG1g22d6BfJen7v6ixCEiIlKuVCCICLGXX8WKJ8hs68Hw+wi2NhUtFm9lBb6GWrK9g7i2w+DzLxctFhERkXKkAkGkzLmWTeSF5VjxBPZQkmB7C4bXW9SYQu0te7Yi9I7NJlwREZHRSAWCSJmLr3wTK54g292P4fcRGNdQ7JDwVlXgq68h2zOAa9mE1YogIiIyYlQgiJQx13EIL16GnUxjxRIE25qHfVG0wxXcrRVh6PW1mP3hYockIiJSFkbHmYCIFEXijXXkBiNkuvowfF4CLY3FDqnAV12Jr74ac1crwv++UuyQREREyoIKBJEy5bou4UVLsTNZrGicQEtT0cce7C3Y3opr2Zj9YYZeW4MVTxQ7JBERkTFPBYJImUqt20K2uy8/jahhECjizEUH4quuxFtTSbZ3AMeyif5lVbFDEhERGfNUIIiUqfDipThmjtxAlMC4Rjz+0bluYrC1GTebw4rEiL7yGk7WLHZIIiIiY5oKBJEylO3uJ71x287pQ12Cbc3FDumAfA21eEIBsj0DOOkMsRWrix2SiIjImKYCQaQMRZasxLUdzP4I/oY6PMFAsUM6IMMwCLQ2YydSWIkU0RdW4DpOscMSEREZs46pT8GqVatYsGABjuMwe/Zs5syZs8fjruuyYMECVq5cSTAY5IYbbmDq1KkH3TeRSDBv3jz6+/sZN24cN998M9XV1QBs2bKFn/3sZ6TTaQzD4M477yQQGL0nNiKjkZVIMbTqLczBCFj2qBx7sLdAcz3ZHb1ke/rxVVeSeHM9NafPKHZYIiIiY9JRtyA4jsODDz7IN77xDebNm8eLL77I9u3b99hm5cqV9PT0cN9993H99dfz85///JD7Lly4kDPOOIP77ruPM844g4ULFwJg2zY//vGP+T//5/9wzz338J3vfAefb3T2mRYZzWJLX8exbczeQbxVFXirK4sd0iEZ3vwUrFYkjpM1ibywotghiYiIjFlHXSCsX7+etrY2Wltb8fl8XHDBBSxdunSPbZYtW8ZFF12EYRjMmDGDZDJJJBI56L5Lly7l4osvBuDiiy8u3P/qq68yefJkTjzxRABqamrwjJIFnURKhbtzJiArlsBJZwm0NmEYRrHDOiyBlnxLR7Z3kMzWLjJdfUWOSEREZGw66kvw4XCYpqZ3uiY0NTWxbt26fbZpbm7eY5twOHzQfWOxGA0NDQA0NDQQj8cB6O7uxjAM7rjjDuLxOBdccAEf/vCH9xtbZ2cnnZ2dAMydO3ePGEaSz+cr2nNLcY3W3IeXvobfskkNRvFXhKhpbx01KycfUiiE3dqMGYkTnHYC9hsbaH7XqcWOah+jNfcy/JT78qXcl6exnPejLhBc193nvr2vRB5om8PZd2+2bfP2229z5513EgwG+e53v8vUqVM544wz9tm2o6ODjo6Owu2BgYGDHnu4NDc3F+25pbhGa+63/uF/SUZjZAYjBCe0kjVLa8pQo6EWq2eA+I4ezBeWEnrfWXgrK4od1h5Ga+5l+Cn35Uu5L0/Fznt7e/uwHfuoLx02NTUxODhYuD04OFi48r/7Nrv/4nZtc7B96+rqiEQiAEQiEWprawvHOvXUU6mtrSUYDHL22WezadOmow1fpOxktveQ2d6D2TuYXxhtXGOxQzpi3upKPJUhzL5BXMsitkxTnoqIiBxvR10gTJs2je7ubvr6+rAsiyVLljBz5sw9tpk5cyaLFy/GdV3Wrl1LZWUlDQ0NB9135syZLFq0CIBFixZx3nnnAXDmmWeydetWstkstm3z1ltvMXHixKMNX6TsRF9+NT+16UAEf2PdqF0Y7WAMwyDY2oSTymANJYm9/KqmPBURETnOjvoMwev1ct1113HHHXfgOA6XXnopkyZN4plnngHgiiuu4Oyzz2bFihXceOONBAIBbrjhhoPuCzBnzhzmzZvHc889R3NzM7fccgsA1dXVXH311Xz961/HMAzOPvtszjnnnGN9/SJlwU6lGXp1DeZgFGynMOC3FPkb68lsy7eE+GqqSK7dTPUpU4sdloiIyJhhuPsbEDDGdHV1FeV5i903TYpntOU+8sJy+p9axNAb+ckAqk87qWRmL9qf9LZuzJ5Bas48hZrTpzPhsx8pdkgFoy33MnKU+/Kl3JenYud9VI5BEJHS4Lou0Zdfw0qkcFIZgiU0temBBFuaABezf5Dk2k35lhERERE5LlQgiIxxqQ1byQ1G8oOTvR78jXXFDumYeYIBfHXVmP1hXDe/+JuIiIgcHyoQRMa42Euv4uQscuEYgeYGDK+32CEdF4FxTbimhRWNE1++Gteyix2SiIjImKACQWQMy8WGSLy1gdxABFyXQEvpTW16IL76GoyAH7NvEDuZYmj1ukPvJCIiIoekAkFkDIsvewPXdTH7wnhrq/BWhIod0nFjGAaBcQ1Y8QRO1iT2ymvFDklERGRMUIEgMka5jkNs2RtYsfwJdCkujHYou15Tti9MetN2zP5wkSMSEREpfSoQRMao5JpNWLEhzL5BDL8Xf0NtsUM67jwBP776WnIDEVwnP1uTiIiIHBsVCCJjVOyV13F2DuL1NzdgeMbmn3ugpRE3Z5GLxIivfBPHzBU7JBERkZI2Ns8YRMpcLhrPrw8wEAaXMdm9aBdfbTVG0I/ZF8ZJZ0hosLKIiMgxUYEgMgbFlu4cnNwfxldbjTcULHZIw8YwDIItTdhDSexMVt2MREREjpEKBJExxnUc4svfwIoO4WZzY2pq0wPxNzeAAWZfmMzWLrK9A8UOSUREpGSpQBAZY5Jvb8KKJzD7wxh+L776mmKHNOw8fh/+hjrMnYOVtbKyiIjI0VOBIDLGxF55rTA4OdDcOGYHJ+/NP64BLHvnYOW3cHJWsUMSEREpSeVx5iBSJnKRGMl1mzH7B/ODk8uge9Eu+wxWfmNtsUMSEREpSSoQRMaQ2LLV+cHJAxF8tdV4goFihzRiNFhZRETk+FCBIDJGlOPg5L35m+s1WFlEROQYqUAQGSP2HJzsw1c/9lZOPhSP34+vofadwcqvqBVBRETkSKlAEBkj9hyc3IDhMYodUlEExjXuOVhZKyuLiIgcERUIImNAOQ9O3puvthpPKJAfrJzJMvS6BiuLiIgcCRUIImNAYeXkMhycvDfDMAiMa8wPVk5niS1VNyMREZEjoQJBpMS5tk1s2RtY0XjZDk7eW2Fl5f4wma3dZLv7ix2SiIhIyVCBIFLiEm9twE4kMfvKd3Dy3rSysoiIyNFTgSBS4mKvvI5j5rBiQwTGle/g5L0FWnYOVg7HiK98EydrFjskERGRkqACQaSEmQMRUuu3YPaFgZ0z+AgA3pqqnYOVB3GypgYri4iIHCbfsey8atUqFixYgOM4zJ49mzlz5uzxuOu6LFiwgJUrVxIMBrnhhhuYOnXqQfdNJBLMmzeP/v5+xo0bx80330x1dXXhmAMDA9x888187GMf40Mf+tCxhC9S8mJLX8d1833tfXU1ZT04eW+GYRBoaSKztRs7nSH68qvUzTy92GGJiIiMekfdguA4Dg8++CDf+MY3mDdvHi+++CLbt2/fY5uVK1fS09PDfffdx/XXX8/Pf/7zQ+67cOFCzjjjDO677z7OOOMMFi5cuMcxf/GLX3D22WcfbdgiY4Zr2cSWv4EVieHmLA1O3g9/cz14DMy+MNkdvWS29xQ7JBERkVHvqAuE9evX09bWRmtrKz6fjwsuuIClS5fusc2yZcu46KKLMAyDGTNmkEwmiUQiB9136dKlXHzxxQBcfPHFexzzlVdeobW1lYkTJx5t2CJjxtAb63BSmfzKyQE/vrqaYoc06nh8PvyNOwcr2w7Rl18tdkgiIiKj3lF3MQqHwzQ1NRVuNzU1sW7dun22aW5u3mObcDh80H1jsRgNDQ0ANDQ0EI/HAchkMjz66KP8y7/8C4899thBY+vs7KSzsxOAuXPn7hHDSPL5fEV7bimukcj94Ovr8GPgJtNUTxpPRUXFsD5fqfJOaicWGYKhFLm1W6ivqMRXVTlsz6e/+/Kl3Jcv5b48jeW8H3WB4LruPvcZhnFY2xzOvnv7zW9+w9VXX00oFDpkbB0dHXR0dBRuDwwMHHKf4dDc3Fy055biGu7cZ7r6GHxrHemt3di2DXXVZDKZYXu+Uub6PLghP4nt3Rj11Wx8ZjGNF84ctufT3335Uu7Ll3Jfnoqd9/b29mE79lEXCE1NTQwODhZuDw4OFq78777N7r+4XdtYlnXAfevq6ohEIjQ0NBCJRKitzc/pvn79el5++WV+/etfk0wm8wMQAwE+8IEPHO1LEClZsZdexXUczIEI/sY6PAF/sUMatQzDINjSRHrTDqyhFLFXXqfhfece8qKEiIhIuTrqMQjTpk2ju7ubvr4+LMtiyZIlzJy551W5mTNnsnjxYlzXZe3atVRWVtLQ0HDQfWfOnMmiRYsAWLRoEeeddx4A3/3ud5k/fz7z58/nqquu4iMf+YiKAylLdjpDfNVbmANRsGwCLU2H3Kfc+RvrwOvB7BsgN5ifGlZERET276hbELxeL9dddx133HEHjuNw6aWXMmnSJJ555hkArrjiCs4++2xWrFjBjTfeSCAQ4IYbbjjovgBz5sxh3rx5PPfcczQ3N3PLLbcch5cpMnbEl6/GtSzMvkE8lSG81cPXn36sMLxeAuMaMHvDOJMtoi+9StX0E4sdloiIyKhkuPsbEDDGdHV1FeV5i903TYpnuHLvui6b715AeksXybc2UHHiBE1vepjsdJbE62sJTmwlNKGVKf98Xb5l4TjT3335Uu7Ll3Jfnoqd9+Ecg6CVlEVKSGrdFnLhKGbfAHg9+JuO/wnuWOWtCOKrq8bsG8R1XKIvrSp2SCIiIqOSCgSREhL9yyqcnEUuHCcwrhHD6y12SCUl0NqEa1rkwlFiy97AyZrFDklERGTUUYEgUiLM/jDJNRsx+wbBddW16Cj46mrwhAKYvYM4mSzxlW8VOyQREZFRRwWCSImI/mUVruNi9oXx1dfgDQWLHVLJMQyDQEsTdiKFnUwT/cvK/a7LIiIiUs5UIIiUADudIbZ8NblwFDdnEWwbmys3joTAuAbwesj2DGD2hzXlqYiIyF5UIIiUgNgrr+PmcmR7BvJTm9ZUFTukkmV4vQSaG8iFYzg5i+iLK4sdkoiIyKiiAkFklHNtm+hLq7DiCZxUhmBrk1YBPkaB1ibAxewbJLl2E9m+wUPuIyIiUi5UIIiMconV67FiQ2R7BjD8XvxN9cUOqeR5Q0F8dTWYvTunPH1hRbFDEhERGTVUIIiMYq7rEnlxBXYmixUbItDShOHRn+3xEBw/DteyMQfCxFe+iTWULHZIIiIio4LONERGsfTmHWS2dWP2DIBhaGrT48hbXYm3ugKzZwDHton+RWMRREREQAWCyKgW/t9XcHIW5kAEf1M9Hr+/2CGNGYZhEGwbh5MxscIxoi+/poXTREREUIEgMmpluvpIrduM2TsArktw/LhihzTm+Bpq8YQCZHsGcNIZYsveKHZIIiIiRacCQWSUiixeims7ZHsH8TfUaWG0YWAYBoG2ZuxECmsoSeTFFbi2XeywREREikoFgsgoZA5EGHp9LWbfINiOWg+GUaC5AcPnJdvdjxWNE3/17WKHJCIiUlQqEERGocgLy/OtBz0D+Oqq8VZVFDukMcvweAi0NWNFh7BTGcLPv4LrOMUOS0REpGhUIIiMMlY8QXz5asyBCG7OUuvBCAi2NGH4vGR29JIbjDD06ppihyQiIlI0KhBERpnwoldwLAuzux9vdQXemqpihzTmGT4vgdYmrGgcO5Vh8PmX1IogIiJlSwWCyCiSi8aJvfI6Zn8EJ2sSbG/FMIxih1UWgq3N4PGQ6eolt3MMiIiISDlSgSAyiuxa9yDb1Ye3uhJfXXWxQyobhs9LsLUZKxLHTmcIP/8yrusWOywREZERpwJBZJTIhWPElr2BORDGNXMEJ7So9WCEBdqawOMh29WH2TfI0GsaiyAiIuVHBYLIKDH4/Mu4lp1vPaipxFer1oOR5vH5CLY2kQvH8mMRnl2Ca2ldBBERKS8qEERGAXMgQnzlm5h9g7imRWiCxh4US7BtHIbXS2ZbD7lwlNiy14sdkoiIyIhSgSAyCgz88QXcnEW2ux9vbZVaD4rI8HkJjh+HFRvCiicZ/NNLOFmz2GGJiIiMGN+x7Lxq1SoWLFiA4zjMnj2bOXPm7PG467osWLCAlStXEgwGueGGG5g6depB900kEsybN4/+/n7GjRvHzTffTHV1Na+99hq//vWvsSwLn8/Hpz/9aU4//fRjCV9kVEht2k5i9Tqy3f24OYvQ9BOKHVLZC7Q2ke0dJLO9B19tFZEXltM0+z3FDktERGREHHULguM4PPjgg3zjG99g3rx5vPjii2zfvn2PbVauXElPTw/33Xcf119/PT//+c8Pue/ChQs544wzuO+++zjjjDNYuHAhADU1NXzta1/j7rvv5otf/CI//vGPjzZ0kVHDdV0G/rAYx8yR7enH31SHr7qy2GGVPcPjITShBTuRIheOEfnzcqxEqthhiYiIjIijLhDWr19PW1sbra2t+Hw+LrjgApYuXbrHNsuWLeOiiy7CMAxmzJhBMpkkEokcdN+lS5dy8cUXA3DxxRcX7p8yZQqNjY0ATJo0iVwuRy6XO9rwRUaFoVVvk9neQ2Z7DwChiW1Fjkh28Tc34KkIktneg501GexcUuyQRERERsRRFwjhcJimpqbC7aamJsLh8D7bNDc377PNwfaNxWI0NDQA0NDQQDwe3+e5X375ZaZMmYLf7z/a8EWKzslZDDzzAnYyTW4wSrC1GU8wUOywZCfDMAhNbMPJmJi9A8SWvk5mR2+xwxIRERl2Rz0GYX8LCO0968qBtjmcfQ9k27Zt/PrXv+ab3/zmAbfp7Oyks7MTgLlz5+5RpIwkn89XtOeW4jqc3Hc/vRhfNkeyqx9fMEjtlEl4fN4RilAOR7AtiBOJY/UOUtPeRvJPLzPh5s8d9PNKf/flS7kvX8p9eRrLeT/qAqGpqYnBwcHC7cHBwcKV/923GRgY2Gcby7IOuG9dXR2RSISGhgYikQi1tbV7bHfXXXfxxS9+kba2A3fF6OjooKOjo3B79xhGUnNzc9GeW4rrULk3ByJsefRZzP4wmUiM0IntmFYOLHWbG2187ePIvBElun4TpmOx8ZnF1J172gG31999+VLuy5dyX56Knff29vZhO/ZRdzGaNm0a3d3d9PX1YVkWS5YsYebMmXtsM3PmTBYvXozruqxdu5bKykoaGhoOuu/MmTNZtGgRAIsWLeK8884DIJlMMnfuXD7xiU9wyimnHG3YIkXnui59jz2HY+ZIb+nCW1VBYFxjscOSA/CGggTbmskNRrESKQae/jN2OlPssERERIbNUbcgeL1errvuOu644w4cx+HSSy9l0qRJPPPMMwBcccUVnH322axYsYIbb7yRQCDADTfccNB9AebMmcO8efN47rnnaG5u5pZbbgHg6aefpqenh9///vf8/ve/B+Bb3/oWdXV1x/QLEBlpQ6veJrV+C5lt3biWRcWME7Uo2igXHD8OcyBKevMOvFWVDDzzIq0fnl3ssERERIaF4e5vQMAY09XVVZTnLXbTkxTPgXJvp9JsnvcfZHsHSL61gUBrMxWTxxchQjlSuXCM1PqthCaPJ9jWzMTPf4zKaZP22U5/9+VLuS9fyn15KnbeR2UXIxE5cv1/WIyVSJHevAPD7yc0oaXYIclh8jXU4quvyU97msnS8/AftcKyiIiMSSoQREbI0BtriS9fTba7DyeVoeKEdgyvZi0qFYZhUHHiBAyPh/TG7eQicfr/sLjYYYmIiBx3KhBERoAVT9D7SCd2Mk12Ry/+pjr8DbWH3lFGFU/AT+iEduxECrO7n9grr5Fcv6XYYYmIiBxXKhBEhpnruvT89mnsRIrUhq0Yfj8VJ0wodlhylPyNdfgaasns6MXOZOn93R+xEqlihyUiInLcqEAQGWbRF1eQ2rCVzNZunKxJ5bRJGFoQrWTluxq1Y3g8pNZvJRcdouc3f8B1nGKHJiIiclyoQBAZRqlN2+l/+s/kInHM/jDBtnH4aqqKHZYcI4/fT8XUSTipDOktO0it38Lgcy8VOywREZHjQgWCyDDJReN0/9cT2Kk0qY3b8FZVENSsRWOGv76GYPs4cv0RzIEI4edfJrluc7HDEhEROWYqEESGgZPL0fWfj2PFE6TWbsbwGFROPwHDoz+5sSQ4oRVvbRXpzV3YyTTdDz1Fpm+w2GGJiIgcE52tiBxnruuy5b8eJ9PVS2rD1vy4g5NOwBPwFzs0Oc4Mw8iPKfF6SK3bghVLsP7/918atCwiIiVNBYLIceS6Lv1PLiKy/A2y23uwokOETmjXuIMxzOP3Uzn9BJxcjtTazWT7B+n65UItoiYiIiVLBYLIcRR+7iWiS1aQ7uoj29VPoKWRwLjGYoclw8xXXUnltMnYqTRDazaR3tZD90NP4dp2sUMTERE5YioQRI6TyJKVDP7pL5gDEZKbt+NrrCV0QjuGYRQ7NBkB/oZ8vs1wjMyWHSTf3kj3fz+Ja6lIEBGR0uIrdgAiY0F48TIGnl5MLhwjvWk7ocZ6AlMmqDgoM8GWJnwuJLZ0gWHgAu5/Psb4T34Qj18ftyIiUhr0jSVyDFzXZeAPi4m8sJxcOEZqwza8VZXUnjKVbC5X7PCkCCont2OaJmb3ADguAF2/epT2T34QTzBQ5OhEREQOTQWCyFFyLZveR54lvvJNsr2DZLZ24a2upGr6iRheL6hAKEuGYRCa2IZhGGS7+nFdB1zY9tOHaP/0h/A31BU7RBERkYNSgSByFHLRON3//SSZbd1ktveS7erD11Cbn/JSax2UvV1FAh4P2e29uDkLbJut8/+L8Z/8IJVTJhY7RBERkQPSmYzIEUqu3cyWn/wn6c07SK7fQrarD/+4BipPmqziQPYQam+hYsoErHiCxJvrMcNRtj/4O8KLl+E6TrHDExER2S+1IIgcJidrMvDsEqJ/WYmdTJNavwUnaxKa1EagrVkDkmW/AuMa8YSCpNZvIbF6PZVTJzHw9GKSb2+k7aPvx9+oLkciIjK6qEAQOQyJtzfS9+ifyMWGMPsGyWztxvB5qTplqhZBk0Py1VRRfepJpNZvJbVuC/7melzbYct9v6Lp8guon3Umhs9b7DBFREQAFQgiB5Xt7mfg2RdJvr0RO50hvWkHdiKFr66aiqmTNHWlHDZPMEDVX00j291HtqsPK56k4sQJ9D/5v0RfepVxV15E1V9NVUuUiIgUnc5uRPYj2zdI+LmXGHptDa5lk+nux+wZwPB6qJg6EX9TvU7k5IgZHoPQhFZ8dTWkN20ntXYzvroaQpOzdP3no4Qmt9N40XkqFEREpKhUIIjs5DoOybc3Ev3LKlIbtuLaDtneAbLd/eA4+JvqCU0ar1YDOWa+6kqqTzsJs3eQTFcfiTfWEhjXiJM1yWztIjCukfoLzqHmXTPwVoSKHa6IiJQZnelIWXNdl8zWboZeX8PQ62uxh5I4Zg6zb5BsXxgsG19DDaEJbXgrdaImx4/h8RAcPw5/cwPZHb2Y/WHM/jD+hjrsZBqzP0z/E89TfepJ1Jx1CpUnnaDiVERERoS+baTsWPEEqQ3bSK3fQnL9FuyhJK7jYsWGMAciWNE4AL76WoLjx+GrrixyxDKWefw+Kk6cQLC9hWzvAGZfmFw4hqeqgkBzA07WZOj1NRg+H5UnTaZqxhQqpkwg0NKkbkgiIjIsjqlAWLVqFQsWLMBxHGbPns2cOXP2eNx1XRYsWMDKlSsJBoPccMMNTJ069aD7JhIJ5s2bR39/P+PGjePmm2+muroagEceeYTnnnsOj8fD5z73Oc4666xjCV/GONd1saJxzL5wfqXj7T1kdvRgRfIFgGvZWPEEuUicXDQOtoPh9xIcPy4/NWUwUORXIOXEE/BTMWk8ofEtmAMRzMEImS1dZLZ246utwldfi51MkXx7Y377ihAVk8YTbG8h2Nacb41orMuv4i0iInIMjrpAcByHBx98kG9961s0NTXx9a9/nZkzZzJx4jsrhK5cuZKenh7uu+8+1q1bx89//nO+//3vH3TfhQsXcsYZZzBnzhwWLlzIwoUL+dSnPsX27dtZsmQJ99xzD5FIhO9973v86Ec/wqOFqcqO67q4Zg47lcZOZ7ETKaxEEnso+c4JfySOFYnjmGZhPydrYiVS2Mk01lASJ5UGFwyfF39jHf7GOny11boqK0Vl+Lz5E/62ZuxUBnMwghUdyhcLW/KzIXlrKvFWV5ELR/Gs2UThLevx4K+rwd9Uj7++Fm9tFb7aanw1VXirKvBWVeKtDOEJBrSon4iIHNBRFwjr16+nra2N1tZWAC644AKWLl26R4GwbNkyLrroIgzDYMaMGSSTSSKRCP39/Qfcd+nSpXznO98B4OKLL+Y73/kOn/rUp1i6dCkXXHABfr+flpYW2traWL9+PTNmzDiGlz98XNdlaN1mtj70OE42V+xwDs51j3gbd/fb7m7b7Lzfxc3fv/t9Tv7fruuA44Lj4jpOfkXZ47SqrGs7OFnznf/SWex0BjuTBcveY1vD78NXV423sgIMAydjYmbCxyeOQABzt+JEysfxzr0nECDQ0pQvcKNxnEz+vZ0biOY3MAw8FcH8iX8oiNkfxru9B8Pvxwj4OC7lrmHkCwqPB8Nj5H8a+Z8Y5P9d+A+MXc+6677CcXY/5G7bHGEso1VfZSWpVKrYYUgRKPflqa+yksAZ06k//8xih3LcHXWBEA6HaWpqKtxuampi3bp1+2zT3Ny8xzbhcPig+8ZiMRoaGgBoaGggHo8XjjV9+vTCPo2NjYTDx+dkbjgMvbqGbY89RyaTKXYoo46763+7igfXzRccLuA6+X/vKibsdwoI13Hyt20b17Lf+ZmzcHMWTs46okLDzVnkBqLkiB7315jzerFt+9Abypgz4rl3XZxUBie1n88ag3yh4Pfh8fkw/F4Mnw/D68HwevPdkTxG/rZn5789nsKJveHZ+dMwcHee/O+sCEbzeXrReEIhTH3mlyXlvjx5QiGim7ZiJZI0d1xQ7HCOq6MuENz9XHXeu2vGgbY5nH0P5/kOpLOzk87OTgDmzp27R5EyUpxAgJjHQyhUGjPfHNZvd78buXs9tvdt8if6u+48/DSWNMPw5FtKpOyUVe6Nd/5h7LelYO/79vqcP9LGgyPbfMQZJfSZL8eXcl+eduU9ZNpFOdccTkddIDQ1NTE4OFi4PTg4WLjyv/s2AwMD+2xjWdYB962rqyMSidDQ0EAkEqG2tna/zxcOh2lsbNxvbB0dHXR0dBRu7x7DiJk+mQnXXsH6/1w48s9dqjw7r2r68lc2Db8Xz25XPz3BQL7vdMCP4RvdAzFramoYGhoqdhhSBCWRe2dXV7wcjmnmW+DMXL41zrbzrXG7WuvUEnbYQqGQWo3LlHJfnkKhEMb4ZqquuKAo55rt7e3DduyjLhCmTZtGd3c3fX19NDY2smTJEm688cY9tpk5cyZPP/00733ve1m3bh2VlZU0NDRQW1t7wH1nzpzJokWLmDNnDosWLeK8884r3H/fffdxzTXXEIlE6O7u5qSTTjqGlz68PH4fzRe9G8+pU4sdihRBc3NzcQpTKTrlvnwp9+VLuS9PYznvR10geL1errvuOu644w4cx+HSSy9l0qRJPPPMMwBcccUVnH322axYsYIbb7yRQCDADTfccNB9AebMmcO8efN47rnnaG5u5pZbbgFg0qRJvOc97+GWW27B4/Hw+c9/XjMYiYiIiIgcZ4Z7JJ37S1RXV1dRnncsV5ZycMp9+VLuy5dyX76U+/JU7LwPZxcjXYIXEREREZGCsmhBEBERERGRw6MWhGF06623FjsEKRLlvnwp9+VLuS9fyn15Gst5V4EgIiIiIiIFKhBERERERKRABcIw2n2xNikvyn35Uu7Ll3JfvpT78jSW865ByiIiIiIiUqAWBBERERERKVCBICIiIiIiBb5iBzBWrVq1igULFuA4DrNnz2bOnDnFDkmOwcDAAPPnzycajWIYBh0dHVx11VUkEgnmzZtHf38/48aN4+abb6a6uhqARx55hOeeew6Px8PnPvc5zjrrLAA2btzI/PnzMU2Ts88+m8997nMYhlHEVyeHw3Ecbr31VhobG7n11luV+zKRTCZ54IEH2LZtG4Zh8I//+I+0t7cr92XgiSee4LnnnsMwDCZNmsQNN9yAaZrK/Rh0//33s2LFCurq6rj77rsBjutnfC6X4yc/+QkbN26kpqaGm266iZaWlmK93MPjynFn27b7pS99ye3p6XFzuZz75S9/2d22bVuxw5JjEA6H3Q0bNriu67qpVMq98cYb3W3btrm/+tWv3EceecR1Xdd95JFH3F/96leu67rutm3b3C9/+cuuaZpub2+v+6Uvfcm1bdt1Xde99dZb3TVr1riO47h33HGHu2LFiqK8Jjkyjz/+uHvvvfe6d955p+u6rnJfJn784x+7nZ2druu6bi6XcxOJhHJfBgYHB90bbrjBzWazruu67t133+0+//zzyv0YtXr1anfDhg3uLbfcUrjveOb66aefdn/605+6ruu6L7zwgnvPPfeM4Ks7OupiNAzWr19PW1sbra2t+Hw+LrjgApYuXVrssOQYNDQ0MHXqVAAqKiqYMGEC4XCYpUuXcvHFFwNw8cUXF/K8dOlSLrjgAvx+Py0tLbS1tbF+/XoikQjpdJoZM2ZgGAYXXXSR3hslYHBwkBUrVjB79uzCfcr92JdKpXjrrbe47LLLAPD5fFRVVSn3ZcJxHEzTxLZtTNOkoaFBuR+jTj311ELrwC7HM9fLli3jkksuAeD888/njTfewB3lcwSpi9EwCIfDNDU1FW43NTWxbt26IkYkx1NfXx+bNm3ipJNOIhaL0dDQAOSLiHg8DuTfA9OnTy/s09jYSDgcxuv17vPeCIfDI/sC5Ij94he/4FOf+hTpdLpwn3I/9vX19VFbW8v999/Pli1bmDp1Kp/97GeV+zLQ2NjIBz/4Qf7xH/+RQCDAmWeeyZlnnqncl5Hjmevdzwu9Xi+VlZUMDQ1RW1s7Ui/niKkFYRjsrypUf8OxIZPJcPfdd/PZz36WysrKA253oCsDo/2Kgexr+fLl1NXVFVqQDkW5Hzts22bTpk1cccUV/OAHPyAYDLJw4cIDbq/cjx2JRIKlS5cyf/58fvrTn5LJZFi8ePEBt1fuy8fR5LoUzwvVgjAMmpqaGBwcLNweHBwsVKFSuizL4u677+bCCy9k1qxZANTV1RGJRGhoaCASiRSuBuz9HgiHwzQ2Nu73vdHY2DiyL0SOyJo1a1i2bBkrV67ENE3S6TT33Xefcl8GmpqaaGpqKlwtPP/881m4cKFyXwZef/11WlpaCrmdNWsWa9euVe7LyPHM9a7HmpqasG2bVCq1T5em0UYtCMNg2rRpdHd309fXh2VZLFmyhJkzZxY7LDkGruvywAMPMGHCBK655prC/TNnzmTRokUALFq0iPPOO69w/5IlS8jlcvT19dHd3c1JJ51EQ0MDFRUVrF27Ftd1Wbx4sd4bo9zf/u3f8sADDzB//nxuuukmTj/9dG688UblvgzU19fT1NREV1cXkD9pnDhxonJfBpqbm1m3bh3ZbBbXdXn99deZMGGCcl9Gjmeuzz33XP73f/8XgJdeeonTTjtt1LcgaCXlYbJixQr+4z/+A8dxuPTSS7n22muLHZIcg7fffptvf/vbTJ48ufBH/YlPfILp06czb948BgYGaG5u5pZbbilcFXj44Yd5/vnn8Xg8fPazn+Xss88GYMOGDdx///2YpslZZ53FddddN+o/KCRv9erVPP7449x6660MDQ0p92Vg8+bNPPDAA1iWRUtLCzfccAOu6yr3ZeA3v/kNS5Yswev1cuKJJ/KFL3yBTCaj3I9B9957L2+++SZDQ0PU1dXx8Y9/nPPOO++45do0TX7yk5+wadMmqquruemmm2htbS3mSz4kFQgiIiIiIlKgLkYiIiIiIlKgAkFERERERApUIIiIiIiISIEKBBERERERKVCBICIiIiIiBSoQRERERESkQAWCiIiIiIgUqEAQEREREZECFQgiIiIiIlKgAkFERERERApUIIiIiIiISIEKBBERERERKVCBICIiIiIiBb5iBzASurq6ih2ClIDm5mYGBgaKHYaUiNH6fjGzFn3dQwz2JomG0ziOi+u45Ewb07TJZS1ypo1tu7h77WsYYBgGxs7bLuA6+9kO8HoN/AEv/qCPQMCLP+DF8Bh4PAb1jRU0tVbRMr6GQLAsvmYOarS+V2R00vtFDld7e/uwHVuf3CIiJc62HPp7hujdMURkIIULWKZNNmORSVuYWatwku/zefAHfVT4Pfh8Hrw+D16vB4/HwPAY+z2+67o4tottO9iWg2U5WDmHnGmTTmeAfNEQCPoIVvgwMxbhgRTrV/fT0FxJ64Qaxo2vwetVo7WISClQgSAiUqJSSZMdm6P0bI9jWfmT93TSJJ3MkbMcAPx+D1U1AQKh/JV+z1GcpBuGgddn4PV5ILjnY47tYJo2ZsYim7GIRzPEAb/PQ0WVH8ty8sXCm/20Tayj/YQ6KqsCx+HVi4jIcFGBICJSYmLhNFvWhxnsT4Lrkk7lSA6ZmKYNQCDopa4mRKjCnz+pH0Yer4dQhYdQhR/It2Zk0jnSqRzxWJZ4LEsw6KWyOkDOtNm2KULTuCpOOKmRusaKYY1NRESOjgoEEZES4Lou0cE0m9cN5scW2A7JIZNUwsR2XHw+D7X1ISoqh78oOBivz0NVTZCqmmC+RSOVI5UwiQymiUcyVFYHcGyHwf4k9Y0VnHBSIw3NlRjG/rs3icixcV2XTCaD4zj6OytBruvi8XgIhUIjmj8VCCIio1w8mmHDW/35wsBySMSzpJImrgvBCh911QGCId+o+/L3+jxU1wapqgmQzVikEiaJeJbkUJbKqgCO5RANp6lvrGDaX42jtj5U7JBFxpxMJoPf78fn0ylfqbIsi0wmQ0XFyLW66t0iIjJKpZMmG9cM0tc9hGM7DMWypBImABVVfqprg/j83iJHeWiGYRCq8BOq8GPl7HyRkDBJJsxCi0I0nKZlfDVTTm7WGAWR48hxHBUHJc7n85HNZkf2OUf02URE5JBs22HL+jDbNkawLYdkPEtiKIvrQmV1gKraIL4idiM6Fj6/l/qmSqrr8q8rlTBJJ02qa4K4jstAb5JJUxs44aRGzXokchyMtpZFOTojnUcVCCIio4Trugz2Jln3Zh+ZtEU6YRKPZrAdl4oKHzX1oZJoMTgcPp+HusYKqmoCDEUzxHe2KtTWh9iyPkzvjjjTT22hqbVKJzgiIiNMBYKIyChgZi3WvtFHf08Cy7SJRdJkszaBgJeGhtCYXXDM5/fSMK6KqqxFPJIhEk6TSprUNVTw+vIuxrVVM+P0ljH7+kVG2vNPrj2ux7v06hkHfTwcDvM3f/M3APT39+P1emlsbATgySefJBAI8Mwzz7B27Vq+9KUvHdfYAL785S9z/fXXM2PGweOUPRmu6+69SOY+Vq1axYIFC3Ach9mzZzNnzpw9HnddlwULFrBy5UqCwSA33HADU6dOPei+iUSCefPm0d/fz7hx47j55puprq5maGiIe+65h/Xr13PJJZfw+c9/HoBsNss999xDb28vHo+Hc889l09+8pOH9SK1krIcDq1eKUfieL1fXNeld8cQ69/sw8zaDMUyJIdMDI+Rn5Woyl82V9Bd1yWdzBGPZnAdl6qaADV1IQJBLyed1kJre01J/i702SJH4ni/X1KpFJWVlYXbI10g7O7uu++mqqqKL3zhC4X7LMsatjEStm3j9Y6NVte98wjDu5LyITt4Oo7Dgw8+yDe+8Q3mzZvHiy++yPbt2/fYZuXKlfT09HDfffdx/fXX8/Of//yQ+y5cuJAzzjiD++67jzPOOIOFCxcC4Pf7+Zu/+Rs+/elP7xPLBz/4Qe69915+8IMfsGbNGlauXHmsr19EpGjMrMUby7p469UekkMm/T0JEkMmFVV+WsZXU1kdKMkT4qNlGAaV1QFaxldTUeUnsfN3khwyeWtVD28s68LMWsUOU0SO0U033cR3vvMdPvrRj3LHHXfw0EMP8c1vfrPw2Ne+9jU+8pGP8L73vY9nn312n/2XLFnCtddey+c//3kuueQSvva1r+E4+cUhp0+fzg9/+EOuueYali9fzkc/+lFeffVVAJ5//nne//7309HRwcc//nEgf+J9yy23cNVVV3HFFVfwxz/+cZ/ncxyHr3/961x66aV85jOf4dOf/jRPPPEEALNmzSIcDgPw6quv8tGPfvSgx12zZg1XX301l19+OR0dHWzcuJFUKsWnP/1pOjo6uOyyy3j00UeP56/7qByyZFu/fj1tbW20trYCcMEFF7B06VImTpxY2GbZsmVcdNFFGIbBjBkzSCaTRCIR+vv7D7jv0qVL+c53vgPAxRdfzHe+8x0+9alPEQqFOOWUU+jp6dkjjmAwyOmnn54P2udjypQpDA4OHpdfgojISBvsTfD2a71kM1ah1cDjNWhqqSIYKu/uNB6vh/qmSiqqLKKDKQb7klRVB3Adl3g0wylnttHUUlXsMEXkGGzcuJGHHnoIr9fLQw89tMdj27dv5/e//z2bN2/mYx/7GBdeeCGh0J7TIK9atYrnn3+eiRMn8slPfpKnnnqKa665hlQqxcknn8xXvvKVPbYfHBzkK1/5Cg8//DCTJ08mEokA8KMf/Yj3vve93HPPPcRiMa6++mouvPDCPa7WP/XUU2zfvp0//elPDAwMcMkllxS6TR3IgY77q1/9is9//vNce+21mKaJbds899xztLW18atf/QqAeDx+1L/X4+WQ30LhcJimpqbC7aamJtatW7fPNs3NzXtsEw6HD7pvLBajoaEBgIaGhiP6ZSSTSZYvX85VV12138c7Ozvp7OwEYO7cuXvEJnIgPp9P7xU5bEf7frFth7de3cGmdWHsnEF0IEMuZ1PXWEV9YxUeT/m0GBxKKAQ1tVVEw0kSsQy2laG5tYa1rw8yZbqHvzpzQknMdKTPFjkSx/v90tvbu0cXHs9xbpU8ku5BHo+n8N+HP/xhgsEgAF6vF4/Hg8/nKzwWCASYMWMGJ554Ips3by5cJN61/dn///buNTiq8z78+PecvV+k1V50McZOA5ikSWjAFolNUghFYZI4aRncaZppOjG26zRy4hrqmaZ2JvH8EyckjVFMY0/cmFInb5y8MDSTTlJKcEVt+SKMBAYbCwE2CF32qr3fzp7zf7HSWgJ0AQtWl99nbEvn7PPseXb96JzzO89t1SqWLl0KwObNmzl06BCbNm3CZDLxF3/xF5WuRYqiYDKZ6O7u5rbbbqt0ga+vrwfg//7v//if//kfnnrqKQAKhQKDg4PjxiwcOnSIP//zP8dqtbJo0SI+8YlPYDKZMJvNlfc3m82YTCYURcFsNk/4vqtXr+bxxx9naGiI22+/nSVLlvCRj3yE7373u/zgBz/g05/+NLfeeutF353NZrum55Ep/69eaojChU3eE6WZTt7LVSqVePzxx/nsZz9baZm4UEtLCy0tLZVt6fsppkP6CYvLcSX1JZMucPy1AVKJcotBYjiHqirU+R3YHGYKhWs7z/Vc4XSbMZlsDEey9L0TobbOTi6bpe+dIB+6+bpZv26CnFvE5Zjp+pLP58f1w9enHnp6WTRt+t3+dF2v/Guz2Sp5S6USuq6jaRq6rmMYRuU1wzAolUrjjlMqlcYde2wem812yfwX5hlbpn/7t39j2bJlE36u0TJfqkwmk4lisYimaWQymcqxJ3rfJUuW8NGPfpQ//OEPfPGLX+Rf/uVf+OQnP8nvfvc7Dhw4wPe+9z3WrVvH1q1bx+XL5/MX1YuqjkHw+/3juvJEIpHKk/+xacYWejTNZHk9Hk+leScWi1FbWzutAj/11FM0NTVx++23Tyu9EELMBqGBJK+9cJbEcI5oKEN8OIfNYab+Ojc2h6XaxZv1bA7LyHdlJj76HcZyvPbCWUIDyWoXTwgxg37729+i6zpvv/0277zzTqWlYKzu7m7Onj2Lruv85je/4WMf+9ik73nLLbfw0ksvcfbsWYDKPei6devYvXt35aH2sWPHLsq7evVq/uu//gtd1wmFQrz00kuV1xYvXszRo0eB8qxMoyZ633feeYf3ve993H333Xz605/mzTffZHBwEIfDwR133MHf//3f8/rrr0/7u7papmxBWLp0KQMDAwSDQXw+Hx0dHdx///3j0jQ3N/P73/+eT3ziE5w8eRKn04nX66W2tnbCvM3NzbS3t7Np0yba29tZvXr1lIV99tlnyWQy40a/CyHEbKbrBqfeDNH39jCFvMZwOEOpZODx2hfcIOT3SjWpeANOMqkCiViO8GASb8DJscMDLP6jLEv/uF66aAkxhcuZdahalixZwh133EEoFGL79u0XjT8AuPnmm/n+97/PiRMn+PjHP85nP/vZSd/T7/fzox/9iHvuuQdd1wkEAjz77LM88MADfOc736GlpQXDMFi8eDG/+MUvxuW9/fbbeeGFF/izP/szlixZwqpVqyoPtrdt28Y//uM/8q//+q+sWrWqkmei9/3Nb37Dc889h9lspqGhga1bt3LkyBG+973voSgKFouFH/zgBzPwLb4305rm9PDhwzzzzDPous769evZvHkz+/btA2Djxo0YhsGuXbs4cuQIVquV1tbWSrR3qbwAyWSStrY2wuEwgUCAbdu24Xa7AbjvvvvIZDJomobL5eJb3/oWDoeDr33ta1x//fWV/m6f+cxn2LBhw5QfUqY5FdMh3QDE5ZhOfSnkNY4fHmA4miWdyJMYzmEyKXjrXVis82PqvWoZG2zV1tlx1dqo8zn48M3Xzbo1E+TcIi7H1Z7mdLZ74IEHaGlp4fOf//yEaTo6OvjZz3520Y381ZROp3G5XESjUT7/+c+zd+9eGhoartnxr/U0p9M6i958883cfPPN4/Zt3Lix8ruiKNxzzz3TzgtQU1PDt7/97UvmeeKJJy65/9e//vV0iiuEEFWXjOc4dqifbKZIPJolkylid5ip8zvlKfcMsNrMBK6rYThS7q5VLJQwdIPXXjzLR25ZRI3n4ieOQghxpb7yla8Qj8cpFov8wz/8wzUNDqphWi0Ic520IIjpkKd84nJMVl+C/UlOHBmkUCgRC6UpFnXcHhvuWpt0KZphhmGQSuRJxfNYrCregAur1cQHP9pEw6KaahcPkHOLuDwLvQVBXNqsbEEQQggxNcMweKc3ypmeCIWcRixcntHCW+/ELgORrwpFUajx2LFYTAxHMoQHU3gDTo53DZBJF3jfMp8EZWJBWwDPgReEa/3/cfZPIC2EEHOArhu8eWSQMz0RsqkCkWAaRVUINLklOLgG7E4LgSY3iqoQCabJpgqc6Ylw4sgQui43SGLhUlX1sqYiFbOPpmmo6rW9ZZcWBCGEeI+KhRKvH+onHs2QjOdJJvLYbCa89bLw2bVktpgINLmJhdLEolk0TQfDIJct8pFbFsnAcLEg2e12crkc+XxeWtPmIMMwUFX1kjM5XU0SIAghxHuQyxQ58mof6WSB4WiWbKaI02XB43PIxbgKVFXB1+AiHs2STOTLQQJwuOMcH/3Y9did0pojFhZFUXA4HNUuhphjJEAQQogrlIznONp5nlxGIxpKUyyUylNu1sj6BtWkKAoenwOzxURiOIde0tENeK3jLH+y+nqZ4UgIIaYgYxCEEOIKhAYTdL3URzZdJDyUolgoURdwykxFs4SiKLhrbXj9Dgr5EpHBFNl0ka6X+oiG0tUunhBCzGoSIAghxGUK9id59eAp8tki4cEUum7ga3DhkO4rs47DZcXX4KKkG4QHU+SzRV7v7Cc4kKx20YQQYtaSAEEIIS7D+XeGeaNrgGymQHgoBQr4G1zY7NJjc7ay2c34G1ygQHgoRS5b5I3DA/S/M1ztogkhxKwkAYIQQkyDYRi8fTJCz7Eg2UyR4EAc1aQSaHTL7DhzgMVqItDoRjWpRINpspkibx0L8vbJiMwTL4QQF5AAQQghpmAYBqfeDFfWOIiFM1isZgKNLkxmOY3OFSazSqDRhdlqIhbOVNZKOPVmWIIEIYQYQ65sQggxCcMw6Hk9yLkzMdKJPMPRLFa7mYZFHlSTnELnGtWk4mtwYbWbGY5mSSfznDsTo+dYUIIEIYQYMa1Os93d3ezevRtd19mwYQObNm0a97phGOzevZuuri5sNhutra0sWbJk0rypVIq2tjZCoRD19fVs3boVt9tNMplkx44d9Pb28qlPfYq77767cpzTp0/zxBNPUCgUWLVqFVu2bJHZQoQQV41hlFdHHjqfJBXPkYjnsTvMeANOWQBtDlNVBV+9k1g4QzyWw9AN+s9CqaTzxx9tkuuKEGLBm/Lxl67r7Nq1i4ceeoi2tjZefPFF+vr6xqXp6upicHCQnTt3cu+99/L0009PmXfv3r2sWLGCnTt3smLFCvbu3QuAxWLhi1/8In/7t397UVl+/vOf89WvfpWdO3cyODhId3f3e/z4QghxabpucPzwAEPnkySHy8GB02XBG3DKDeQ8oCgK3oATh9NCIp4nOZxj6HyS44cH0HVpSRBCLGxTBgi9vb00NTXR2NiI2WxmzZo1dHZ2jktz6NAh1q5di6IoLF++nHQ6TSwWmzRvZ2cn69atA2DdunWV/Xa7nQ9+8INYrdZxx4jFYmSzWZYvX46iKKxdu/aicgghxEzQdYPjr/UTGkiSGFmR1+W2yurI84yiKNT5HbjcVpKJPIloltBgiuOv9UuQIIRY0KYMEKLRKH6/v7Lt9/uJRqMXpQkEAhelmSxvPB7H6/UC4PV6SSQS77kcQgjxXpVKOq8fOk94KEU8liOVKuCusVLrtUtwMA8pikKt1467xkoqVSAezRIeSvH6ofOUSnq1iyeEEFUx5RiESw3auvAiOVGa6eSdrssZPLZ//372798PwPbt28cFL0JMxGw2S11Z4Eqazqv/d4pMokQ6qZHPlvD53Xh8F3crUhUFu91epZKKmWa327FaMySGs6TNGnZ7idNvxPnYny59zzNVyblFXA6pL2I2mDJA8Pv9RCKRynYkEqk8+R+bJhwOX5RG07QJ83o8HmKxGF6vl1gsRm1t7WWXw+fzXTJtS0sLLS0tle2xZRNiIoFAQOrKAlbSyi0HsXCG4UiWTKZIjceGzamSz+cvSm+328nlclUoqbhabE4VR9FMfDhDsVAkl8uRTqdZsXoRpvcwY5WcW8TlkPoipmvRokVX7b2nPOMtXbqUgYEBgsEgmqbR0dFBc3PzuDTNzc0cPHiwPB1gTw9OpxOv1ztp3ubmZtrb2wFob29n9erVk5bD6/XicDjo6enBMAwOHjx4UTmEEOJKTBQc1HikW9FCoigKNXV2ajw2Mpkiw5EssXCa1zvPU9Kku5EQYuFQjGn03Tl8+DDPPPMMuq6zfv16Nm/ezL59+wDYuHEjhmGwa9cujhw5gtVqpbW1laVLl06YFyCZTNLW1kY4HCYQCLBt2zbcbjcA9913H5lMBk3TcLlcfOtb32Lx4sWcOnWKJ598kkKhwMqVK7nrrrumdfHu7++/4i9ILBzy1GZhKmk6RzvPMxx5NziorbPjrrVNmk9aEOa30WltnU4LdX4H3oCTFc3XX1F3Izm3iMsh9UVM19VsQZhWgDDXSYAgpkNOygtPqaRz9NXLDw5AAoSFIJXIkxjOjQ8SVl9/2d2N5NwiLofUFzFdVe1iJIQQ81GppPN6Z/8VBQdiYXDX2qits4/pbpTh9c5+md1ICDHvSYAghFhwSiWdY4f6iYXTEhyISV0cJKQ5dkiCBCHE/CYBghBiQSmVdI691k80lGY4OhIceGwSHIgJuWtt7w5cjmaJhtIce02CBCHE/CUBghBiwdB1g+OHB4gGR4KDdHm2IrdH1jMQk6vxjMxulB4JEoJp3jg8ICsuCyHmJQkQhBALgq4bvNE1QCSYJh7LlYOD2vJUpkJMR43HTk1tOUiIx3KEg2ne6JIgQQgx/0y5UJoQQsx1hmHwZvcgocEUiWiWdKqAu9aG2yPdisTlcXtsGJRnOBqdZPvEkUH+eGWTrJkhhJg3JEAQQsxrhmFw4sgQwYEkiViWVKqAu8ZKjccmN3TisimKQo3HBoZBKllgNEpQFIUPfrRR6pQQYl6QAEEIMW8ZhkHP60EGzydIDudIJQu43FZq6mSFZHHlRldcNgxIJQuVuqSqCstXNEjdEkLMeRIgCCHmJcMw6D0eov9cnFQ8RzKRx+myUOuV4EC8d4qiUOu1YxgGyUQeRYF+QDUpLPtQvdQxIcScJgGCEGLeMQyD0yfC9L0zTDqRJxEvBwcen0Nu3MSMURQFj88BQCKeR1EU+t4eRlUVlnwwIHVNCDFnSYAghJh33jkZ5ezpGJlknvhwDodTggNxdYwGCYYB8eEcigJnT8cwmVT+aLm/2sUTQogrIgGCEGJeOXsqypmTETKpAvFYDrvDTJ1fggNx9SiKQp3fgWEYxGM5UBTOnIygmhRuXOqrdvGEEOKyyToIQoh5o+/tGKdOhMmmC8SjWax2M96AU4IDcdUpioI34MRqNxOPZsmmC5w6Eeb828PVLpoQQly2abUgdHd3s3v3bnRdZ8OGDWzatGnc64ZhsHv3brq6urDZbLS2trJkyZJJ86ZSKdra2giFQtTX17N161bcbjcAe/bs4cCBA6iqypYtW1i5ciUAL7zwAnv27CmfiL1evvGNb1BbWzsz34QQYk4bOBfn5PEQuUyR4UgWq82ET4IDcQ0pioIv4CQaSjMcyaIoCj3Hg3h9dTjlUiWEmEOmbEHQdZ1du3bx0EMP0dbWxosvvkhfX9+4NF1dXQwODrJz507uvfdenn766Snz7t27lxUrVrBz505WrFjB3r17Aejr66Ojo4MdO3bw8MMPs2vXLnRdp1Qq8R//8R985zvf4cc//jHve9/7+P3vfz/DX4cQYi4a6k/w1tEh8tkisXAGi9WEt96FokpwIK4tRVXw1ruwWE3Ewhny2SJHO88y1J+odtGEEGLapgwQent7aWpqorGxEbPZzJo1a+js7ByX5tChQ6xduxZFUVi+fDnpdJpYLDZp3s7OTtatWwfAunXrxu1fs2YNFouFhoYGmpqa6O3txTAMDMMgn89jGAaZTAafT/p2CrHQhQaSvNk9SD6nEQtlMFtUfA0uVAkORJWoqoKvwYXZohILZchli+WVvAeS1S6aEEJMy5RdjKLRKH7/uzMx+P1+Tp48eVGaQCAwLk00Gp00bzwex+v1AuD1ekkkEpX3uummmyp5fD4f0WiU5cuX83d/93c8+OCD2Gw2rrvuOu65555Llnn//v3s378fgO3bt48rmxATMZvNUlfmmOBAgtNvDqMYJuLRNDaHlYZFHkymqz+8SlUU7Hb7VT+OmLtsN9oYOh8nNJig4bpaTr85jD/gp+E66W8kJibXIjEbTBkgGIZx0b4L+/ROlGY6eadzPABN09i3bx8//OEPaWxs5N///d/Zs2cPd9xxx0VpW1paaGlpqWyHw+FJjykEQCAQkLoyh8TCGV7vPE8upxEZSqGaVGp9DorFAsXi1T++3W4nl8td/QOJOc3jtxGP5Ok/F8Xf6OaF/cf5k49dT53fWe2iiVlKrkViuhYtWnTV3nvKx2x+v59IJFLZjkQilSf/Y9OMrcyjaSbL6/F4iMViAMRiscpg4wvzRKNRfD4fb7/9NgBNTU0oisJtt91GT0/P5X5eIcQ8EI9mef1QP/mcRiSYRlEV/A2ua9JyIMTlMJlUGq6rRVEVIsEU+ZzG0c5+4rFstYsmhBATmvJqunTpUgYGBggGg2iaRkdHB83NzePSNDc3c/DgQQzDoKenB6fTidfrnTRvc3Mz7e3tALS3t7N69erK/o6ODorFIsFgkIGBAZYtW4bP56Ovr6/SFeno0aNcf/31M/plCCFmv8RwjqOd58nniuXgQKEcHJglOBCzk9liwt/gQlEUIsE0+VyRo6+eJzEsLVBCiNlJMSbq0zPG4cOHeeaZZ9B1nfXr17N582b27dsHwMaNGzEMg127dnHkyBGsViutra0sXbp0wrwAyWSStrY2wuEwgUCAbdu2VaY5fe6553j++edRVZU777yTVatWAbBv3z5+97vfYTKZCAQC3HfffdTU1Ez5Ifv7+6/s2xELijTrzn6pRJ7ul8+Ry5a7FekGBBpdmC2ma14W6WIkpmu0rmjFEuGhNKoC/kY3doeZVbfdgKvGVu0iillErkViuq5mF6NpBQhznQQIYjrkpDy7pVMFul86Ry5TJDyURjcM/A3l6SSrQQIEMV1j60qxUCISTKMqCoFGF3anhVW33YDTba1yKcVsIdciMV1VHYMghBDVlk0XOPJyH7lskXAwja7r+OqdVQsOhLhSFqsJX70TXdcJB9PkskW6X+4jmy5Uu2hCCFEhAYIQYlbLZUZuoDJFIkNp9JKOr8GF1TatheCFmHWsNjO+Bhd6SScylCY7Usdz2Wsw/ZYQQkyDBAhCiFkrn9PofqWPTKZINJhCK+l46yU4EHOf1WbGW+9CK+lEgykyI0FCPqdVu2hCCCEBghBidirkNbpfPkcmVSAaTFMs6vgCTmx2CQ7E/GCzm/EGnBSLOtFgmkyqQPfL5yjkJUgQQlSXBAhCiFmnHBz0kU4WiATTFAslvAEnNoel2kUTYkbZHZZykDAyeDmdLND9cp8ECUKIqpIAQQgxqxQLJY68cp5UIk80VA4O6gJO7E4JDsT8ZHdaqBsJEqKhNKlEniOvnKdYKFW7aEKIBUoCBCHErFEsljjySh/JeI5YOEMhX6LO78AhwYGY5xxOC3V+B4V8iVg4QyqR48grfRSLEiQIIa49CRCEELPChcFBPqfh8TtwuGR+eLEwOFxWPD4H+ZxGNJQhGZcgQQhRHRIgCCGqTiuWOPrKeZLDOaKhDLmchsfnwCnBgVhgnO5ykJAbDRKGcxx99Tyaple7aEKIBUQCBCFEVWmaztFXz5MYzhINjwkOZGVZsUA53VY8Xns5SAhnSMSyHH2lT4IEIcQ1IwGCEKJqNE3n6Ct9xGNZYuEMuayGx2vHJcGBWOBcNbZykJDViIUzxGNZjr4qQYIQ4tqQAEEIURUXBgfZ0eCgxlbtogkxK4wGCdnRICEqQYIQ4tqQAEEIcc1JcCDE9EiQIISohmktSdrd3c3u3bvRdZ0NGzawadOmca8bhsHu3bvp6urCZrPR2trKkiVLJs2bSqVoa2sjFApRX1/P1q1bcbvdAOzZs4cDBw6gqipbtmxh5cqVAGiaxq5du3jjjTdQFIW//uu/5tZbb52Zb0IIcU1oxRJHXz0vwYEQ0zT6txGP5SCcAeDoK338yceux2wxVbNoQoh5asoWBF3X2bVrFw899BBtbW28+OKL9PX1jUvT1dXF4OAgO3fu5N577+Xpp5+eMu/evXtZsWIFO3fuZMWKFezduxeAvr4+Ojo62LFjBw8//DC7du1C18tPSp577jk8Hg+PP/44O3bs4EMf+tBMfhdCiKusWCzRLS0HQly2sS0J0ZExCUdeOS9ToAohroopA4Te3l6amppobGzEbDazZs0aOjs7x6U5dOgQa9euRVEUli9fTjqdJhaLTZq3s7OTdevWAbBu3bpx+9esWYPFYqGhoYGmpiZ6e3sBeP755ystEKqqUltbO2NfhBDi6ioWShx5ua8ylakEB0JcnrEDl6OhDInhLEde7pMVl4UQM27KLkbRaBS/31/Z9vv9nDx58qI0gUBgXJpoNDpp3ng8jtfrBcDr9ZJIJCrvddNNN1Xy+Hw+otEo6XQagF/96le88cYbNDY2ctddd1FXV3dRmffv38/+/fsB2L59+7iyCTERs9ksdeUqyeeKvNzeSyEHiVgBrWjQ0OTBXWuvdtGumKoo2O1zt/zi2pnJumK327FarcTCaRLDBWw2Oz2vR7l13TJsdllxfD6Qa5GYDaYMEAzDuGifoijTSjOdvNM5HkCpVCISifCBD3yAr3zlK/z2t7/ll7/8Jd/4xjcuStvS0kJLS0tlOxwOT3pMIQACgYDUlasgn9M48kofqUT+3RWSfQ7MVsjlctUu3hWz2+1zuvzi2pnpumKxKbg9VuLRLFpRI5fL8Yf/OsJHP74Ym31aQwvFLCbXIjFdixYtumrvPWUXI7/fTyQSqWxHIpHKk/+xacZW5tE0k+X1eDzEYjEAYrFYpbvQhXmi0Sg+n4+amhpsNhsf+9jHALj11ls5c+bMZX9gIcS1k8sU6XrpHKlEnmgoXQ4O/LIImhDv1eiKy/mcRjSUJpXI0/3SOXLZYrWLJoSYB6YMEJYuXcrAwADBYBBN0+jo6KC5uXlcmubmZg4ePIhhGPT09OB0OvF6vZPmbW5upr29HYD29nZWr15d2d/R0UGxWCQYDDIwMMCyZctQFIVbbrmFN954A4Bjx46xePHiGf0yhBAzJ5su0PXSOdKpApFgmkK+RJ3fgdMlwYEQM8HptlLnd1DIl4gE06RSBbo6zpFNF6pdNCHEHKcYE/XpGePw4cM888wz6LrO+vXr2bx5M/v27QNg48aNGIbBrl27OHLkCFarldbWVpYuXTphXoBkMklbWxvhcJhAIMC2bdsq05w+99xzPP/886iqyp133smqVasACIVC/PSnPyWdTlNbW0tra+u0+un19/df2bcjFhRp1p056WSe7lf6yGU0osEUxaKON+DE7pw/faSli5GYrqtdV3KZIrFwBotFxdfgxuE089GPL5YJAOYouRaJ6bqaXYymFSDMdRIgiOmQk/LMSAznOPpqH/msRiSYRiuNBAeO+RMcgAQIYvquRV3JZctBgtmk4m9wYXOY+ZOPLaa2TgbSzzVyLRLTVdUxCEIIMV2xcIbul/vIZTXCQ2lKJR1fvWveBQdCzDZ2hwVfvYtSSSc8lCaX1eh+uY/hSKbaRRNCzEESIAghZkR4MMXRzvPks0XCgyl0w8DX4JJZVYS4Rmx2M74GF7phEB5Mkc8WOfrqecKDqWoXTQgxx0iAIIR4zwbOxTn2Wn85OAimQAF/owurTYIDIa4lq82Mv8EFQDiYIpctcuxwPwPn4lUumRBiLpEAQQhxxQzD4OypKCeODpHLFokE06iqir/RjcViqnbxhFiQLFYT/iY3qqoSCabJZYqcODrE2VPRahdNCDFHSIAghLgihmFw6s0wp06EyaYLREMZTGYVf6MLs1lOLUJUk3nkb9FkVomGMmTTBU6dCNP7RmjCBUmFEGKUtP8LIS6brhucODLIUH+SdCJPYjiH1WbCW+9CVSdfLV0IcW2YTOXWvFgozXAki64bnDsTo5DX+OBHm+RvVQgxIQkQhBCXpVgscexQP8ORDInhHKlkAbvDjDfgRFHkhkOI2URVFXwNLmLhDPFYjpKmg2GQz2l8pHmRdAUUQlyS9AMQQkxbLlukq+Mcw5EMw5EsqWQBl9sqwYEQs5iiKHgDTlxuK6lkgeFIluFIhq6Oc+SyxWoXTwgxC0kLghBiWhLDOY4dOk8uqxENZcjnNWrr7LhqrBIcCDHLKYpCrdeOyaySGM5RKhkYBhx+8SwrVl9PjUcWVBNCvEtaEIQQUwoPpuh++RyZdHmNg0Jeo87vwF1rk+BAiDlCURTctTbq/A4KeY3wYIpMukjXS+cID8laCUKId0mAIISYkGGUBzUee62fXKZ8Q1HSywugOV3WahdPCHEFnC4rvgYXJb28oFouo3HsUD/nzsRkhiMhBCABghBiArpu0PN6kN43QmQzRSJDKRQFAo2yOrIQc53NbibQ6EJRIBJMkc0U6X0jRM/rQXRdggQhFrppXeW7u7vZvXs3uq6zYcMGNm3aNO51wzDYvXs3XV1d2Gw2WltbWbJkyaR5U6kUbW1thEIh6uvr2bp1K263G4A9e/Zw4MABVFVly5YtrFy5ctzxfvjDHxIMBnnsscfe26cXQlxSoVDi+Gv9DEezpOI5kvE8FqsJb70Tk0meKwgxH5gt5QXVYqEMsXCGGo+NfiCTLvCRWxZhscoMR0IsVFNe6XVdZ9euXTz00EO0tbXx4osv0tfXNy5NV1cXg4OD7Ny5k3vvvZenn356yrx79+5lxYoV7Ny5kxUrVrB3714A+vr66OjoYMeOHTz88MPs2rULXdcrx3rllVew22UwlRBXSzqZ5/ALZ4mFMwyHMyTieexOS3nRJQkOhJhXymsluLA7LSTieYbD5WDhtRfOkk7mq108IUSVTHm17+3tpampicbGRsxmM2vWrKGzs3NcmkOHDrF27VoURWH58uWk02lisdikeTs7O1m3bh0A69atG7d/zZo1WCwWGhoaaGpqore3F4BcLsdvf/tb7rjjjhn9EoQQZaGBJK+9eI50Mk8kmCabKVLrKQ9qlMHIQsxPiqJQ53dQ47GRyRSJBNOkk3lee/EcoYFktYsnhKiCKQOEaDSK3++vbPv9fqLR6EVpAoHARWkmyxuPx/F6vQB4vV4SicQlj+fz+Sp5nn32Wb7whS9gtcrgSCFmkmEYnD4R5tjhAbKZAqHBFFqxhDfgxO2xS3AgxDynKAo1HjvegBOtWCI0mCKbKXDs8ACn3wrL4GUhFpgpxyBc6qRw4c3CRGmmk3c6xwN4++23GRwc5M477yQYDE76Hvv372f//v0AbN++fVzwIsREzGbzgqwrhbxG18tvExzMoBVgOJLDYjUTaKrFapXByBNRFUW6O4ppmUt1xW6343I7CA8mGI7k8AXcDPVlMDQzq279I6w2OSdcbQv1WiRmlyn/0v1+P5FIpLIdiUQqT/7HpgmHwxel0TRtwrwej4dYLIbX6yUWi1FbW3vJ40WjUXw+Hz09PZw5c4b77ruPUqlEPB7nkUce4ZFHHrmozC0tLbS0tFS2x5ZNiIkEAoEFV1cSwzmOv9ZPLlskHs2RThew2c3UBRzoukYup1W7iLOW3W4nl8tVuxhiDpiLdaUu4CAWzhAcjJNOZcllswQHo3z4lkXU1s2NYGeuWojXInFlFi1adNXee8ouRkuXLmVgYIBgMIimaXR0dNDc3DwuTXNzMwcPHsQwDHp6enA6nXi93knzNjc3097eDkB7ezurV6+u7O/o6KBYLBIMBhkYGGDZsmVs3LiRp556iieeeIL/9//+H4sWLbpkcCCEmJphGPS/M0zXS+dIpwqEh1Kk0wXctTZ89U5UVboUCbGQqaqCr96Ju9b27jkiVaDrpXP0vzMsXY6EmOembEEwmUzcddddPProo+i6zvr167nhhhvYt28fABs3bmTVqlUcPnyY+++/H6vVSmtr66R5ATZt2kRbWxsHDhwgEAiwbds2AG644QZuu+02tm3bhqqq3H333aiqzJwixEzRNJ23jg4RHEiSzxaJRTJggC/gxO60VLt4QohZQlEUauvsWK0mhiMZQoNJvH4nbx0LMhzNsnxFI2azXJ+FmI8UYwE8Bujv7692EcQcsBCadRPDOd4YGYicjOdJJfKYLSregBOzReY8vxxzsduIqI75UFe0YolYOINW1HHVWKmts+NwWfnQquuky9EMWwjXIjEzrmYXIxltJMQCYBgGfWeGOX0iTHHkQl8olHC6LHh8MoWpEGJyZouJQJObeDRLKlmgkC/hDRh0dZxjyQcDLH5/nZxHhJhHJEAQYp7L5zROHBkkGs6QyxQZjpa7FHn9DhwumTJYCDE95fUSnNjsBeLRLKHBJHU+J71vhoiG0nzwo03Y7HJbIcR8IH/JQsxjoYEkb70+RCFfIhErz1JksZrw+h3SpUgIcUUcLisWq4lYJEs0nMHlsmLoBp0H3+YDKxqpv66m2kUUQrxHEiAIMQ8ViyV6j4cYPJ+gmC8Ri2QoaTruWhs1Hpt0BRBCvCdmi4lAo4vkcI50skA+r+H1Ozl2eICm69Ms+3A9FnkIIcScJQGCEPNMJJjmraND5HNFUvE8yUQe1aTga3BJ878QYsYoikKt14HNYWE4kiE8lKKm1sagYRALZ/jAnzTib3BVu5hCiCsgdwtCzBPFYolTb4QY6EugFUoMRzMUCjoOZ3kgsqxtIIS4Gmx2M/XX1RCPZkkk8uRyRep8To52nue6xbUs/ZC0Jggx10iAIMQ8EBpI0nM8SCGnkUoUSMZzKKqCN+DEIWsbCCGuMnXkfGPPFEcGMKeoqbMzcC5OJJRm+YcbZGyCEHOIBAhCzGH5nMbJ40FCgymKhRLxSIZCUcfhMFPrc2AyySJGQohrx+G0YLWZSESzJIZz5NIFPCNjE+qbktz04Qbp6ijEHCB/pULMQaPrGpzpiaAVSyTj5YGCqrQaCCGqzGRS8da7sGeKJKJZwoMpXDXlmY6ioQzvX+6XdROEmOUkQBBijolHs/QcC5JK5slliiRiWbSSgdNlodYrYw2EELODw2nBZjeTiJUXV8tlNDxeO71vhhjsS7D8Iw14fI5qF1MIcQkSIAgxR+SyRU6fCDPUn6Sk6SRiWbJZDbNZxd/glGZ7IcSso6rlxdUcLo14NEsknMHhMFPSdA6/dI7GRTUs+WAAu0NaPYWYTeSOQohZrlTSOXcqxtlTUTRNJ53Ik0rmMYDaOjuuGqs01QshZrXyTEdu0snyJAr5gSTuGhuGbhAeSnHjUh83LPHKuCkhZgkJEISYpQzDYLAvwZm3IuTz2rjuRA6nhZo6O2azXEyFEHODoii4a23YnRaSwzkSiTyZdIFar4MzPRH634nz/g/4aVpcKw89hKiyaQUI3d3d7N69G13X2bBhA5s2bRr3umEY7N69m66uLmw2G62trSxZsmTSvKlUira2NkKhEPX19WzduhW32w3Anj17OHDgAKqqsmXLFlauXEk+n2fHjh0MDQ2hqiq33HILf/M3fzNz34QQs4RhGESCaU6fCJNOFSjkNRKxHIVCCYtFxe+X7kRCiLnLbFbxBpw4cxqJWJZoOIPVaqLWa+fE0SH6zsR4/wcC+BtcEigIUSVTPn7UdZ1du3bx0EMP0dbWxosvvkhfX9+4NF1dXQwODrJz507uvfdenn766Snz7t27lxUrVrBz505WrFjB3r17Aejr66Ojo4MdO3bw8MMPs2vXLnRdB+ALX/gCP/nJT/jRj37EW2+9RVdX10x+F0JUXSycoavjHK8f6iceyxILpQkPpSlpOh6fg0CTW4IDIcS8YLObCTS58fgclDSd8FCaWCjNcDTL64f66eo4RyycqXYxhViQpgwQent7aWpqorGxEbPZzJo1a+js7ByX5tChQ6xduxZFUVi+fDnpdJpYLDZp3s7OTtatWwfAunXrxu1fs2YNFouFhoYGmpqa6O3txWaz8ZGPfAQAs9nM+9//fiKRyIx+GUJUg2EYDEcydL98ju5X+oiGM8QjWUIDKfI5jRqPjfpFNbjcMtZACDG/KIqCy22lflENNR4b+ZxGaCBFPFJuWeh+pY/ul88xHMlgGEa1iyvEgjHlo8hoNIrf769s+/1+Tp48eVGaQCAwLk00Gp00bzwex+v1AuD1ekkkEpX3uummmyp5fD4f0Wh03PHS6TSvvfYan/vc5y5Z5v3797N//34Atm/fPq5sQkzEbDZf07piGAbhoSQ9xweIhtPomk42pZFM5ADw+Fx46pyYZJzBrKQqCna7vdrFEHOA1JXpcTod+Pw68eEMqUSOfDBDTa0di7nEm91hfAEXyz98HYHGmnn9sORaX4uEuJQpA4RLRewX/mFOlGY6eadzvLFKpRKPP/44n/3sZ2lsbLxkmpaWFlpaWirb4XB40vcUAiAQCFyTumIYBqGBFGdPR0nG85Q0nVQiTzZVwAAcLgs1Hjsms0pRK1DUrnqRxBWw2+3kcrlqF0PMAVJXLo/TbcZmd5KM5xiOpolH0zjcVtKpDP19EWo8Nm5c4qP+Ove8DBSu1bVIzH2LFi26au89ZYDg9/vHdeWJRCKVJ/9j04ytzKNpNE2bMK/H4yEWi+H1eonFYtTW1l7yeNFoFJ/PV9l+6qmnaGpq4vbbb7/czypEVZU0nYG+OH2nh8lmi2jFEulEgUy6AJQDA3etDbPFVOWSCiFEdZnMKnV+J26PTiqeI5MqkEkVcLqsI6vH53GcsLB4SR1Niz0yo5sQM2zKv6ilS5cyMDBAMBhE0zQ6Ojpobm4el6a5uZmDBw9iGAY9PT04nU68Xu+keZubm2lvbwegvb2d1atXV/Z3dHRQLBYJBoMMDAywbNkyAJ599lkymQx33nnnTH4HQlxV2XSBk8eDdPzhNCePh4jHskRDaUIDKTLpAk63lYZFNdT5nRIcCCHEGOaRQKFhUQ1Ot5VMukBoIEUslCY+nOXk8RAv/eE0vW+EyI48bBFCvHeKMY1RP4cPH+aZZ55B13XWr1/P5s2b2bdvHwAbN27EMAx27drFkSNHsFqttLa2snTp0gnzAiSTSdra2giHwwQCAbZt21aZ5vS5557j+eefR1VV7rzzTlatWkUkEuFrX/sa119/PWZzueHjM5/5DBs2bJjyQ/b391/ZtyMWlJls1jUMg8hQmv6zcaKhNIZhkM0USScLFAolVLU8MM9ZY5WFgeYo6TYipkvqyswplXQyyQLpVAFdN7BaTbhqrDicFhRFwVfvYtGNHvyNc3eKVOliJKbranYxmlaAMNdJgCCmYyZOytlMkcG+OANnE+TzGrqmk0mVL2Yl3cBsVssXM5cVVZ2bFy9RJjd9Yrqkrsw8XTfIpgukkwU0Tcc0+tDFbUU1q9hsZq67sZamxR4cTku1i3tZJEAQ01XVMQhCiMlpmk5oIMlgX4LhaBYMg3xOI50qkM9qGIDdbsZTY8VmN8/Zp1pCCDFbqKqCq8aG020tn2+TBRKJPMlEHpvDjMttJZ8r8vbJKHU+B02La6m/rkbGKggxTRIgCHEFdL282nGwP0FkKE1JN9CKJbLpItl0Aa1klC9gteULmFyUhBBi5imKgt1hwe6woI202GZSBXLZDGaTgmNkUPNwNMvJY0H8jW4aFtXgb3BJK64Qk5AAQYhpKpV0oqEMocEkkaE0mqajl3SymSLZdJFCoYRCeXXQGq8Vu0NaC4QQ4loxm1Vq6+zUeGzkshrZVIHUSKuC1WrC4bJQLJYIDiQxm1X8jS7qm2rw1TtlLJgQF5AAQYhJFPIa0VCa8FCaaChDqaSjlwxy2SK5TJF8rtyFyGIpX5gcLotcaIQQoooURcHhtOBwWiiV9ErLbjyWIxHLYbObsTstFPIlhs4nMZlUfPVO/A0u/A0urDa5NRJC/gqEGMMwDJLDOaKhDNFQmsRwDoPyGgb5bJFsRqOQLwcFZlO5C5HDacFilelJhRBitjGZVNy1Nty1NoqFErlMOVgYjmooZMvBgsNMMa8RGkyhALV1dnz1LnwNLmo8NmkJFguSBAhiQTMMg2y6SCyS4e23EvS9E6RY1MEwKBZ0ctki+WyRQlEHyk3Yo0GB2aLKhUMIIeYIi9WExWrC7bGhFcvdQ3OZIsOxHMRyWC0qNke5ZSEey3LmZASLRcUbcOL1O6nzO3G4LHLeFwuCBAhiQTEMg3SyQDyaZTiaJR7Nks9rAFjMFuLDOfI5jXyuiK6DAlhsJmrr7NgcZsxmCQqEEGIuUxSlEizUeGxomk4+q5HLFCtjFlQV7HYLVruZXFYjOJACwGYz4/E5qPM58PgcuGqsck0Q85IECGJey+c0ksM5EmP+LZXKrQElTaeQ1yjkSuUgwVDQSiVManlWDJvdjM1uRpUxBUIIMS8pioLFYsJiMeGutaGX9JGHRBr5rEYmUwTKrcc2uxmrzUQmXSA4kKzsr/HYqfXaqfXYqamzY7PLrZWY+6QWi3mhslLxyNOfVCJPMp6jkC+NJqBY0CkUNIr5EoW8hlYqrxGoKmC1m3HXOFFUXboOCSHEAqWaVByu8mKWhmGgFcsBQyGvlRdmKzckYDYpWG3lgCGbLhILp2HkumG1maj12HHV2qiptVW6pcp1RcwlEiCIOWU0EBid6zqdKpBO5smkipWWAUZO6sVCiWKhRKFQQiuUGHkVk6pgtZlw2c1YbeZKQCCrnQohhBg1tisS2CoBQ7nludzKMNrCoCpgtpiwjqTPJAuYLWolaDCZVJxuC64aW2XFZ6fbKoGDmLUkQBCzTqmkk8sUy/NYZwpk0+WBZJl0gVxGQzeMSlpd0ykWS+WAoFgOBLSiXgkGVAXMVhPOGisWqwmrzYxqUuSELIQQ4rKMDRhcNeWAQS8Z5YBh5IFUJl1AH2llUAGzVcU80oUpk8oTj2RRxyycqSoKdqcFp8uC3WnB4bJQKljI5fPYnTJttqgeCRDENWMYBqWSQWGkuTaXe/cpTD6njcwYVD7RjsunG2iaTknT0YolNE1HK+poWgldfzedqpZP3k67GfPISVwGFQshhLgaFEXBZFZwmK04XOV9hlG+XhVHWq6LRZ1cViOTLlbyqSqYzSbMFhWzuTymIRFTMZlVFFXh3KlkpTXbajVhc5jHjYuz2s3YR1rArXYzJnnoJa6CaQUI3d3d7N69G13X2bBhA5s2bRr3umEY7N69m66uLmw2G62trSxZsmTSvKlUira2NkKhEPX19WzduhW32w3Anj17OHDgAKqqsmXLFlauXAnA6dOneeKJJygUCqxatYotW7bIH0UV6bqBViw/NRl9gj/arWe0GXa0i89ov/+Sblz0PoZuUNJ0SqWRf7Xy9mhQcGEek0nBbFZxOK3lE6ylfKKVJy1CCCGqaeygZ1zv7i+VRh5sjbR4a8VSuYtSqTguv0lVsNlzgI7JrGIyK5hM5evbaABxIZOqYLGVW8hHuzhZbWYso60X1nJ5zBa1/ODMYkK9xPsIMdaUAYKu6+zatYtvfetb+P1+/vmf/5nm5mYWL15cSdPV1cXg4CA7d+7k5MmTPP3003z/+9+fNO/evXtZsWIFmzZtYu/evezdu5cvf/nL9PX10dHRwY4dO4jFYnz3u9/l8ccfR1VVfv7zn/PVr36Vm266iR/84Ad0d3ezatWqq/oFzQejzaAl3UAv6ej6yPbIqsBjf1Zu1LV3b9orT+/HPLkvFS++cb/goBcds1Qa+X30WKPbF7yNAuUTo0mpTC1qspRbA0xmVU5sQggh5pTRm/wLZzjS9TEPxEZayBVFIZ/VKGUMLrzKqkp5ILXJVA4cVJNS2VbVkd9VBdWkVMY/XLI8qlJ+sFZpyShfX83md4ORSnAysk8dc8zKsdWR30eOKQ9t548pA4Te3l6amppobGwEYM2aNXR2do4LEA4dOsTatWtRFIXly5eTTqeJxWKEQqEJ83Z2dvLII48AsG7dOh555BG+/OUv09nZyZo1a7BYLDQ0NNDU1ERvby/19fVks1mWL18OwNq1a+ns7JxWgHD2VPSS+8td2Y0xv4++MPrDYOSf8fvHJDbG7htNa4z8URvvpi2/bFT2GQbjfh//c8zv+ujPd/fpI9v6yGv6ZDfqV8ow0I3y031Df/eYhg66oZePrZePPfpzNPDQ9Ytv+i+kKCMnKKtp5MSpjDsJXbpI5RaLq0WhSGFkTQQhpiL1RUyX1BUxlfINvxkrYLPZyOdNABc8vHv3gV6hUMIwJr8eqgqVG3dVLd/EK6oy5ieoioqiUt5WyvvLvzNpgHElFMrHUZTysSvHVJRyGS76fcw+5d19KONfRwEFpVLcd/eVP4MyenDGvAdj0o57fXRz/P5307/7aSb6esam4RK/XvidTPza1N//okWLpkxzpaYMEKLRKH6/v7Lt9/s5efLkRWkCgcC4NNFodNK88Xgcr9cLgNfrJZFIVN7rpptuquTx+XxEo1FMJtNF7xWNXvrG/0KnToSnla5qjPFBymiQMTY4GQ1AKi9V8owNTEaCCS4dgJS3LxGEjAlEdMMAHcZ07b9qH1krGVAqAVfvpv9ymE05tNLsKIuY/aS+iOmSuiIux0zVF90oBxiUDK7kqq6O/OeSN/Fjbs7V0RvyC2/aKzfuY2/Y370pH3ezPnb/6H+Ud2+RlYt+EQCr13zoqr33lAHC2Kfloy5sQpoozXTyTud4k+2/lP3797N//34Atm/fzt/83aemnVcIIYQQQoiFbMpRnX6/n0gkUtmORCKVJ/9j04TD4YvSTJbX4/EQi8UAiMVi1NbWXvJ40WgUn893yffy+XyXLHNLSwvbt29n+/btfPOb35zqIwoBIHVFXBapL2K6pK6IyyH1RUzX1awrUwYIS5cuZWBggGAwiKZpdHR00NzcPC5Nc3MzBw8exDAMenp6cDqdeL3eSfM2NzfT3t4OQHt7O6tXr67s7+jooFgsEgwGGRgYYNmyZXi9XhwOBz09PRiGwcGDBy8qhxBCCCGEEOK9mbKLkclk4q677uLRRx9F13XWr1/PDTfcwL59+wDYuHEjq1at4vDhw9x///1YrVZaW1snzQuwadMm2traOHDgAIFAgG3btgFwww03cNttt7Ft2zZUVeXuu+9GVctxzD333MOTTz5JoVBg5cqVMoOREEIIIYQQM0wxLqdz/xy0f/9+Wlpaql0MMQdIXRGXQ+qLmC6pK+JySH0R03U168q8DxCEEEIIIYQQ0ydLzwohhBBCCCEqphyDMFd1d3eze/dudF1nw4YNbNq0qdpFElVw3333YbfbUVUVk8nE9u3bSaVStLW1EQqFqK+vZ+vWrbjdbgD27NnDgQMHUFWVLVu2sHLlSgBOnz7NE088QaFQYNWqVWzZskVWjJwHnnzySQ4fPozH4+Gxxx4DmNH6USwW+elPf8rp06epqanhgQceoKGhoVofV7wHl6orv/71r/nDH/5QmYXvS1/6EjfffDMgdWWhC4fDPPHEEwwPD6MoCi0tLXzuc5+T84u4yER1pernF2MeKpVKxte//nVjcHDQKBaLxoMPPmicO3eu2sUSVdDa2mrE4/Fx+375y18ae/bsMQzDMPbs2WP88pe/NAzDMM6dO2c8+OCDRqFQMIaGhoyvf/3rRqlUMgzDML75zW8ab731lqHruvHoo48ahw8fvqafQ1wdx48fN06dOmVs27atsm8m68fvf/9746mnnjIMwzBeeOEFY8eOHdfw04mZdKm68qtf/cr4z//8z4vSSl0R0WjUOHXqlGEYhpHJZIz777/fOHfunJxfxEUmqivVPr/Myy5Gvb29NDU10djYiNlsZs2aNXR2dla7WGKW6OzsZN26dQCsW7euUjc6OztZs2YNFouFhoYGmpqa6O3tJRaLkc1mWb58OYqisHbtWqlP88SHPvShytO7UTNZPw4dOsSnPvUpAG699VaOHTt2WYs+itnjUnVlIlJXhNfrZcmSJQA4HA6uv/56otGonF/ERSaqKxO5VnVlXgYI0WgUv99f2fb7/ZN+2WJ+e/TRR/mnf/qnyura8Xi8smCf1+slkUgAF9cbn89HNBqV+rTAzGT9GPuayWTC6XSSTCav1UcR18B///d/8+CDD/Lkk0+SSqUAqStivGAwyJkzZ1i2bJmcX8SkxtYVqO75ZV6OQbhUVCT9xRem7373u/h8PuLxON/73vdYtGjRhGkniqbliYyAK6sfci6a3zZu3Mhf/uVfAvCrX/2KX/ziF7S2tkpdERW5XI7HHnuMO++8E6fTOWE6qTPiwrpS7fPLvGxB8Pv9RCKRynYkEqlE7GJh8fl8AHg8HlavXk1vby8ej4dYLAZALBarDAC6sN5Eo1F8Pt8l69Po+4r5Zybrx9jXSqUSmUxm2t1UxOxXV1eHqqqoqsqGDRs4deoUIHVFlGmaxmOPPcaf/umf8vGPfxyQ84u4tEvVlWqfX+ZlgLB06VIGBgYIBoNomkZHRwfNzc3VLpa4xnK5HNlstvL70aNHufHGG2lubqa9vR2A9vZ2Vq9eDUBzczMdHR0Ui0WCwSADAwMsW7YMr9eLw+Ggp6cHwzA4ePCg1Kd5bCbrxy233ML//u//AvDyyy/z4Q9/WJ7wzSOjN3oAr776KjfccAMgdUWUn9j+7Gc/4/rrr+fzn/98Zb+cX8SFJqor1T6/zNuF0g4fPswzzzyDruusX7+ezZs3V7tI4hobGhrixz/+MVCOmD/5yU+yefNmkskkbW1thMNhAoEA27Ztq0TSzz33HM8//zyqqnLnnXeyatUqAE6dOsWTTz5JoVBg5cqV3HXXXXIingd+8pOf8MYbb5BMJvF4PPzVX/0Vq1evnrH6USgU+OlPf8qZM2dwu9088MADNDY2VvMjiyt0qbpy/Phx3n77bRRFob6+nnvvvbfSWi11ZWE7ceIE3/72t7nxxhsr14ovfelL3HTTTXJ+EeNMVFdefPHFqp5f5m2AIIQQQgghhLh887KLkRBCCCGEEOLKSIAghBBCCCGEqJAAQQghhBBCCFEhAYIQQgghhBCiQgIEIYQQQgghRIUECEIIIYQQQogKCRCEEEIIIYQQFRIgCCGEEEIIISr+PwaO8YSMsx/VAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import scipy.stats as stats\n", "from IPython.core.pylabtools import figsize\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mtl\n", "mtl.style.use(\"ggplot\")\n", "\n", "figsize(12.5, 9)\n", "\n", "norm_pdf = stats.norm.pdf\n", "\n", "plt.subplot(311)\n", "x = np.linspace(0, 60000, 200)\n", "sp1 = plt.fill_between(x , 0, norm_pdf(x, 35000, 7500), \n", " color = \"#348ABD\", lw = 3, alpha = 0.6,\n", " label = \"historical total prices\")\n", "p1 = plt.Rectangle((0, 0), 1, 1, fc=sp1.get_facecolor()[0])\n", "plt.legend([p1], [sp1.get_label()])\n", "\n", "plt.subplot(312)\n", "x = np.linspace(0, 10000, 200)\n", "sp2 = plt.fill_between(x , 0, norm_pdf(x, 3000, 500), \n", " color = \"#A60628\", lw = 3, alpha = 0.6,\n", " label=\"snowblower price guess\")\n", "\n", "p2 = plt.Rectangle((0, 0), 1, 1, fc=sp2.get_facecolor()[0])\n", "plt.legend([p2], [sp2.get_label()])\n", "\n", "plt.subplot(313)\n", "x = np.linspace(0, 25000, 200)\n", "sp3 = plt.fill_between(x , 0, norm_pdf(x, 12000, 3000), \n", " color = \"#7A68A6\", lw = 3, alpha = 0.6,\n", " label = \"Trip price guess\")\n", "plt.autoscale(tight=True)\n", "p3 = plt.Rectangle((0, 0), 1, 1, fc=sp3.get_facecolor()[0])\n", "plt.legend([p3], [sp3.get_label()]);" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (1 chains in 1 job)\n", "NUTS: [true_price, first_prize, second_prize]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [60000/60000 00:21<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 1 chain for 10_000 tune and 50_000 draw iterations (10_000 + 50_000 draws total) took 21 seconds.\n" ] } ], "source": [ "import pymc as pm\n", "\n", "data_mu = [3e3, 12e3]\n", "\n", "data_std = [5e2, 3e3] \n", "\n", "mu_prior = 35e3\n", "std_prior = 75e2\n", "with pm.Model() as model:\n", " true_price = pm.Normal(\"true_price\", mu=mu_prior, sigma=std_prior)\n", " \n", " prize_1 = pm.Normal(\"first_prize\", mu=data_mu[0], sigma=data_std[0])\n", " prize_2 = pm.Normal(\"second_prize\", mu=data_mu[1], sigma=data_std[1])\n", " price_estimate = prize_1 + prize_2\n", " \n", " logp = pm.logp(pm.Normal.dist(mu=price_estimate, sigma=(3e3)),true_price)\n", " error = pm.Potential(\"error\", logp)\n", " \n", "\n", " trace = pm.sample(50000, tune=10000,chains=1)\n", " # burned_trace = trace[10000:]\n", "\n", "price_trace = trace.posterior.true_price.data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12.5, 4)\n", "\n", "import scipy.stats as stats\n", "\n", "x = np.linspace(5000, 40000)\n", "plt.plot(x, stats.norm.pdf(x, 35000, 7500), c = \"k\", lw = 2, \n", " label = \"prior dist. of suite price\")\n", "\n", "_hist = plt.hist(price_trace[0], bins = 35, density= True, histtype= \"stepfilled\")\n", "plt.title(\"Posterior of the true price estimate\")\n", "plt.vlines(mu_prior, 0, 1.1*np.max(_hist[0]), label = \"prior's mean\",\n", " linestyles=\"--\",color=\"black\")\n", "plt.vlines(price_trace.mean(), 0, 1.1*np.max(_hist[0]), \\\n", " label = \"posterior's mean\", linestyles=\"-.\",color=\"black\")\n", "plt.legend(loc = \"upper left\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that because of our two observed prizes and subsequent guesses (including uncertainty about those guesses), we shifted our mean price estimate down about \\$15,000 dollars from the previous mean price.\n", "\n", "A frequentist, seeing the two prizes and having the same beliefs about their prices, would bid $\\mu_1 + \\mu_2 = 35000$, regardless of any uncertainty. Meanwhile, the *naive Bayesian* would simply pick the mean of the posterior distribution. But we have more information about our eventual outcomes; we should incorporate this into our bid. We will use the loss function above to find the *best* bid (*best* according to our loss).\n", "\n", "What might a contestant's loss function look like? I would think it would look something like:\n", "\n", " def showcase_loss(guess, true_price, risk = 80000):\n", " if true_price < guess:\n", " return risk\n", " elif abs(true_price - guess) <= 250:\n", " return -2*np.abs(true_price)\n", " else:\n", " return np.abs(true_price - guess - 250)\n", "\n", "where `risk` is a parameter that defines of how bad it is if your guess is over the true price. A lower `risk` means that you are more comfortable with the idea of going over. If we do bid under and the difference is less than $250, we receive both prizes (modeled here as receiving twice the original prize). Otherwise, when we bid under the `true_price` we want to be as close as possible, hence the `else` loss is a increasing function of the distance between the guess and true price." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For every possible bid, we calculate the *expected loss* associated with that bid. We vary the `risk` parameter to see how it affects our loss:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(5000.0, 30000.0)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12.5, 7)\n", "#numpy friendly showdown_loss\n", "\n", "\n", "def showdown_loss(guess, true_price, risk = 80000):\n", " loss = np.zeros_like(true_price)\n", " ix = true_price < guess\n", " loss[~ix] = np.abs(guess - true_price[~ix])\n", " close_mask = abs(true_price - guess) <= 250\n", " loss[close_mask] = -2*true_price[close_mask]\n", " loss[ix] = risk\n", " return loss\n", "\n", "\n", "guesses = np.linspace(5000, 50000, 70) \n", "risks = np.linspace(30000, 150000, 6)\n", "expected_loss = lambda guess, risk: \\\n", " showdown_loss(guess, price_trace, risk).mean()\n", "\n", "for _p in risks:\n", " results = [expected_loss(_g, _p) for _g in guesses]\n", " plt.plot(guesses, results, label = \"%d\"%_p)\n", " \n", "plt.title(\"Expected loss of different guesses, \\nvarious risk-levels of \\\n", "overestimating\")\n", "plt.legend(loc=\"upper left\", title=\"Risk parameter\")\n", "plt.xlabel(\"price bid\")\n", "plt.ylabel(\"expected loss\")\n", "plt.xlim(5000, 30000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Minimizing our losses\n", "\n", "It would be wise to choose the estimate that minimizes our expected loss. This corresponds to the minimum point on each of the curves above. More formally, we would like to minimize our expected loss by finding the solution to\n", "\n", "$$ \\text{arg} \\min_{\\hat{\\theta}} \\;\\;E_{\\theta}\\left[ \\; L(\\theta, \\hat{\\theta}) \\; \\right] $$\n", "\n", "The minimum of the expected loss is called the *Bayes action*. We can solve for the Bayes action using Scipy's optimization routines. The function in `fmin` in `scipy.optimize` module uses an intelligent search to find a minimum (not necessarily a *global* minimum) of any uni- or multivariate function. For most purposes, `fmin` will provide you with a good answer. \n", "\n", "We'll compute the minimum loss for the *Showcase* example above:\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "minimum at risk 30000: 14189.71\n", "minimum at risk 54000: 13242.36\n", "minimum at risk 78000: 12143.58\n", "minimum at risk 102000: 12143.58\n", "minimum at risk 126000: 11485.25\n", "minimum at risk 150000: 11041.61\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.optimize as sop\n", "\n", "ax = plt.subplot(111)\n", "\n", "\n", "for _p in risks:\n", " _color = next(ax._get_lines.prop_cycler)\n", " _min_results = sop.fmin(expected_loss, 15000, args=(_p,),disp = False)\n", " _results = [expected_loss(_g, _p) for _g in guesses]\n", " plt.plot(guesses, _results , color = _color['color'])\n", " plt.scatter(_min_results, 0, s = 60, \\\n", " color= _color['color'], label = \"%d\"%_p)\n", " plt.vlines(_min_results, 0, 120000, color = _color['color'], linestyles=\"--\")\n", " print(\"minimum at risk %d: %.2f\" % (_p, _min_results))\n", " \n", "plt.title(\"Expected loss & Bayes actions of different guesses, \\n \\\n", "various risk-levels of overestimating\")\n", "plt.legend(loc=\"upper left\", scatterpoints = 1, title = \"Bayes action at risk:\")\n", "plt.xlabel(\"price guess\")\n", "plt.ylabel(\"expected loss\")\n", "plt.xlim(7000, 30000)\n", "plt.ylim(-1000, 80000);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As intuition suggests, as we decrease the risk threshold (care about overbidding less), we increase our bid, willing to edge closer to the true price. It is interesting how far away our optimized loss is from the posterior mean, which was about 20 000. \n", "\n", "Suffice to say, in higher dimensions being able to eyeball the minimum expected loss is impossible. Hence why we require use of Scipy's `fmin` function.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "______\n", "\n", "### Shortcuts\n", "\n", "For some loss functions, the Bayes action is known in closed form. We list some of them below:\n", "\n", "- If using the mean-squared loss, the Bayes action is the mean of the posterior distribution, i.e. the value $$ E_{\\theta}\\left[ \\theta \\right] $$ minimizes $E_{\\theta}\\left[ \\; (\\theta - \\hat{\\theta})^2 \\; \\right]$. Computationally this requires us to calculate the average of the posterior samples [See chapter 4 on The Law of Large Numbers]\n", "\n", "- Whereas the *median* of the posterior distribution minimizes the expected absolute-loss. The sample median of the posterior samples is an appropriate and very accurate approximation to the true median.\n", "\n", "- In fact, it is possible to show that the MAP estimate is the solution to using a loss function that shrinks to the zero-one loss.\n", "\n", "\n", "Maybe it is clear now why the first-introduced loss functions are used most often in the mathematics of Bayesian inference: no complicated optimizations are necessary. Luckily, we have machines to do the complications for us. \n", "\n", "## Machine Learning via Bayesian Methods\n", "\n", "Whereas frequentist methods strive to achieve the best precision about all possible parameters, machine learning cares to achieve the best *prediction* among all possible parameters. Of course, one way to achieve accurate predictions is to aim for accurate predictions, but often your prediction measure and what frequentist methods are optimizing for are very different. \n", "\n", "For example, least-squares linear regression is the most simple active machine learning algorithm. I say active as it engages in some learning, whereas predicting the sample mean is technically *simpler*, but is learning very little if anything. The loss that determines the coefficients of the regressors is a squared-error loss. On the other hand, if your prediction loss function (or score function, which is the negative loss) is not a squared-error, like AUC, ROC, precision, etc., your least-squares line will not be optimal for the prediction loss function. This can lead to prediction results that are suboptimal. \n", "\n", "Finding Bayes actions is equivalent to finding parameters that optimize *not parameter accuracy* but an arbitrary performance measure, however we wish to define performance (loss functions, AUC, ROC, precision/recall etc.).\n", "\n", "The next two examples demonstrate these ideas. The first example is a linear model where we can choose to predict using the least-squares loss or a novel, outcome-sensitive loss. \n", "\n", "The second example is adapted from a Kaggle data science project. The loss function associated with our predictions is incredibly complicated. \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "##### Example: Financial prediction\n", "\n", "\n", "Suppose the future return of a stock price is very small, say 0.01 (or 1%). We have a model that predicts the stock's future price, and our profit and loss is directly tied to us acting on the prediction. How should we measure the loss associated with the model's predictions, and subsequent future predictions? A squared-error loss is agnostic to the signage and would penalize a prediction of -0.01 equally as bad a prediction of 0.03:\n", "\n", "$$ (0.01 - (-0.01))^2 = (0.01 - 0.03)^2 = 0.004$$\n", "\n", "If you had made a bet based on your model's prediction, you would have earned money with a prediction of 0.03, and lost money with a prediction of -0.01, yet our loss did not capture this. We need a better loss that takes into account the *sign* of the prediction and true value. We design a new loss that is better for financial applications below:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12.5, 4)\n", "\n", "\n", "def stock_loss(true_return, yhat, alpha = 100.):\n", " if true_return * yhat < 0:\n", " #opposite signs, not good\n", " return alpha*yhat**2 - np.sign(true_return)*yhat \\\n", " + abs(true_return) \n", " else:\n", " return abs(true_return - yhat)\n", " \n", " \n", "true_value = .05\n", "pred = np.linspace(-.04, .12, 75)\n", "\n", "plt.plot(pred, [stock_loss(true_value, _p) for _p in pred], \\\n", " label = \"Loss associated with\\n prediction if true value = 0.05\", lw =3) \n", "plt.vlines(0, 0, .25, linestyles=\"--\")\n", "\n", "plt.xlabel(\"prediction\")\n", "plt.ylabel(\"loss\")\n", "plt.xlim(-0.04, .12)\n", "plt.ylim(0, 0.25)\n", "\n", "true_value = -.02\n", "plt.plot(pred, [stock_loss(true_value, _p) for _p in pred], alpha = 0.6, \\\n", " label = \"Loss associated with\\n prediction if true value = -0.02\", lw =3) \n", "plt.legend()\n", "plt.title(\"Stock returns loss if true value = 0.05, -0.02\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the change in the shape of the loss as the prediction crosses zero. This loss reflects that the user really does not want to guess the wrong sign, especially be wrong *and* a large magnitude. \n", "\n", "Why would the user care about the magnitude? Why is the loss not 0 for predicting the correct sign? Surely, if the return is 0.01 and we bet millions we will still be (very) happy.\n", "\n", "Financial institutions treat downside risk, as in predicting a lot on the wrong side, and upside risk, as in predicting a lot on the right side, similarly. Both are seen as risky behaviour and discouraged. Hence why we have an increasing loss as we move further away from the true price. (With less extreme loss in the direction of the correct sign.)\n", "\n", "We will perform a regression on a trading signal that we believe predicts future returns well. Our dataset is artificial, as most financial data is not even close to linear. Below, we plot the data along with the least-squares line." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Code to create artificial data\n", "N = 100\n", "X = 0.025*np.random.randn(N)\n", "Y = 0.5*X + 0.01*np.random.randn(N) \n", "\n", "ls_coef_ = np.cov(X, Y)[0,1]/np.var(X)\n", "ls_intercept = Y.mean() - ls_coef_*X.mean()\n", "\n", "plt.scatter(X, Y, c=\"k\")\n", "plt.xlabel(\"trading signal\")\n", "plt.ylabel(\"returns\")\n", "plt.title(\"Empirical returns vs trading signal\")\n", "plt.plot(X, ls_coef_*X + ls_intercept, label = \"Least-squares line\")\n", "plt.xlim(X.min(), X.max())\n", "plt.ylim(Y.min(), Y.max())\n", "plt.legend(loc=\"upper left\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We perform a simple Bayesian linear regression on this dataset. We look for a model like:\n", "\n", "$$ R = \\alpha + \\beta x + \\epsilon$$\n", "\n", "where $\\alpha, \\beta$ are our unknown parameters and $\\epsilon \\sim \\text{Normal}(0, \\sigma)$. The most common priors on $\\beta$ and $\\alpha$ are Normal priors. We will also assign a prior on $\\sigma$, so that $\\sigma$ is uniform over 0 to 100." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [std, beta, alpha]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:01<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n" ] } ], "source": [ "import pymc as pm\n", "\n", "with pm.Model() as model:\n", " std = pm.Uniform(\"std\", 0, 100)\n", " \n", " beta = pm.Normal(\"beta\", mu=0, sigma=100)\n", " alpha = pm.Normal(\"alpha\", mu=0, sigma=100)\n", " \n", " mean = pm.Deterministic(\"mean\", alpha + beta*X)\n", " \n", " obs = pm.Normal(\"obs\", mu=mean, sigma=std, observed=Y)\n", " \n", " trace = pm.sample()\n", " # burned_trace = trace[20000:] " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import arviz as az\n", "az.plot_trace(trace, var_names=[\"std\", \"beta\", \"alpha\"],figsize=(15, 12))\n", "az.plot_posterior(trace, var_names=[\"std\", \"beta\", \"alpha\"],figsize=(20, 4));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It appears the MCMC has converged so we may continue.\n", "\n", "For a specific trading signal, call it $x$, the distribution of possible returns has the form:\n", "\n", "$$R_i(x) = \\alpha_i + \\beta_ix + \\epsilon $$\n", "\n", "where $\\epsilon \\sim \\text{Normal}(0, \\sigma_i)$ and $i$ indexes our posterior samples. We wish to find the solution to \n", "\n", "$$ \\arg \\min_{r} \\;\\;E_{R(x)}\\left[ \\; L(R(x), r) \\; \\right] $$\n", "\n", "according to the loss given above. This $r$ is our Bayes action for trading signal $x$. Below we plot the Bayes action over different trading signals. What do you notice?\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12.5, 6)\n", "from scipy.optimize import fmin\n", "\n", "\n", "def stock_loss(price, pred, coef = 500):\n", " \"\"\"vectorized for numpy\"\"\"\n", " sol = np.zeros_like(price)\n", " ix = price*pred < 0 \n", " sol[ix] = coef*pred**2 - np.sign(price[ix])*pred + abs(price[ix])\n", " sol[~ix] = abs(price[~ix] - pred)\n", " return sol\n", "\n", "std_samples = trace.posterior[\"std\"].data\n", "alpha_samples = trace.posterior.alpha.data\n", "beta_samples = trace.posterior.beta.data\n", "\n", "N = std_samples.shape[1]\n", "\n", "noise = std_samples*np.random.randn(N) \n", "\n", "possible_outcomes = lambda signal: alpha_samples + beta_samples*signal + noise\n", "\n", "\n", "opt_predictions = np.zeros(50)\n", "trading_signals = np.linspace(X.min(), X.max(), 50)\n", "for i, _signal in enumerate(trading_signals):\n", " _possible_outcomes = possible_outcomes(_signal)\n", " tomin = lambda pred: stock_loss(_possible_outcomes, pred).mean()\n", " opt_predictions[i] = fmin(tomin, 0, disp = False)\n", " \n", " \n", "plt.xlabel(\"trading signal\")\n", "plt.ylabel(\"prediction\")\n", "plt.title(\"Least-squares prediction vs. Bayes action prediction\")\n", "plt.plot(X, ls_coef_*X + ls_intercept, label =\"Least-squares prediction\")\n", "plt.xlim(X.min(), X.max())\n", "plt.plot(trading_signals, opt_predictions, label =\"Bayes action prediction\")\n", "plt.legend(loc=\"upper left\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is interesting about the above graph is that when the signal is near 0, and many of the possible returns outcomes are possibly both positive and negative, our best (with respect to our loss) prediction is to predict close to 0, hence *take on no position*. Only when we are very confident do we enter into a position. I call this style of model a *sparse prediction*, where we feel uncomfortable with our uncertainty so choose not to act. (Compare with the least-squares prediction which will rarely, if ever, predict zero). \n", "\n", "A good sanity check that our model is still reasonable: as the signal becomes more and more extreme, and we feel more and more confident about the positive/negativeness of returns, our position converges with that of the least-squares line. \n", "\n", "The sparse-prediction model is not trying to *fit* the data the best (according to a *squared-error loss* definition of *fit*). That honor would go to the least-squares model. The sparse-prediction model is trying to find the best prediction *with respect to our `stock_loss`-defined loss*. We can turn this reasoning around: the least-squares model is not trying to *predict* the best (according to a *`stock-loss`* definition of *predict*). That honor would go the *sparse prediction* model. The least-squares model is trying to find the best fit of the data *with respect to the squared-error loss*.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Example: Kaggle contest on *Observing Dark World*\n", "\n", "\n", "A personal motivation for learning Bayesian methods was trying to piece together the winning solution to Kaggle's [*Observing Dark Worlds*](http://www.kaggle.com/c/DarkWorlds) contest. From the contest's website:\n", "\n", "\n", "\n", ">There is more to the Universe than meets the eye. Out in the cosmos exists a form of matter that outnumbers the stuff we can see by almost 7 to 1, and we don’t know what it is. What we do know is that it does not emit or absorb light, so we call it Dark Matter. Such a vast amount of aggregated matter does not go unnoticed. In fact we observe that this stuff aggregates and forms massive structures called Dark Matter Halos. Although dark, it warps and bends spacetime such that any light from a background galaxy which passes close to the Dark Matter will have its path altered and changed. This bending causes the galaxy to appear as an ellipse in the sky.\n", "\n", "\n", "\n", "\n", "The contest required predictions about where dark matter was likely to be. The winner, [Tim Salimans](http://timsalimans.com/), used Bayesian inference to find the best locations for the halos (interestingly, the second-place winner also used Bayesian inference). With Tim's permission, we provided his solution [1] here:\n", "\n", "1. Construct a prior distribution for the halo positions $p(x)$, i.e. formulate our expectations about the halo positions before looking at the data.\n", "2. Construct a probabilistic model for the data (observed ellipticities of the galaxies) given the positions of the dark matter halos: $p(e | x)$.\n", "3. Use Bayes’ rule to get the posterior distribution of the halo positions, i.e. use to the data to guess where the dark matter halos might be.\n", "4. Minimize the expected loss with respect to the posterior distribution over the predictions for the halo positions: $\\hat{x} = \\arg \\min_{\\text{prediction} } E_{p(x|e)}[ L( \\text{prediction}, x) ]$ , i.e. tune our predictions to be as good as possible for the given error metric.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The loss function in this problem is very complicated. For the very determined, the loss function is contained in the file DarkWorldsMetric.py in the parent folder. Though I suggest not reading it all, suffice to say the loss function is about 160 lines of code — not something that can be written down in a single mathematical line. The loss function attempts to measure the accuracy of prediction, in a Euclidean distance sense, such that no shift-bias is present. More details can be found on the metric's [main page](http://www.kaggle.com/c/DarkWorlds/details/evaluation). \n", "\n", "We will attempt to implement Tim's winning solution using PyMC and our knowledge of loss functions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Data\n", "\n", "The dataset is actually 300 separate files, each representing a sky. In each file, or sky, are between 300 and 720 galaxies. Each galaxy has an $x$ and $y$ position associated with it, ranging from 0 to 4200, and measures of ellipticity: $e_1$ and $e_2$. Information about what these measures mean can be found [here](https://www.kaggle.com/c/DarkWorlds/details/an-introduction-to-ellipticity), but for our purposes it does not matter besides for visualization purposes. Thus a typical sky might look like the following:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data on galaxies in sky 3.\n", "position_x, position_y, e_1, e_2 \n", "[[ 1.62690e+02 1.60006e+03 1.14664e-01 -1.90326e-01]\n", " [ 2.27228e+03 5.40040e+02 6.23555e-01 2.14979e-01]\n", " [ 3.55364e+03 2.69771e+03 2.83527e-01 -3.01870e-01]]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from draw_sky2 import draw_sky\n", "\n", "n_sky = 3 #choose a file/sky to examine.\n", "data = np.genfromtxt(\"data/Train_Skies/Train_Skies/\\\n", "Training_Sky%d.csv\" % (n_sky),\n", " dtype = None,\n", " skip_header = 1,\n", " delimiter = \",\",\n", " usecols = [1,2,3,4])\n", "print(\"Data on galaxies in sky %d.\"%n_sky)\n", "print(\"position_x, position_y, e_1, e_2 \")\n", "print(data[:3])\n", "\n", "fig = draw_sky(data)\n", "plt.title(\"Galaxy positions and ellipcities of sky %d.\" % n_sky)\n", "plt.xlabel(\"x-position\")\n", "plt.ylabel(\"y-position\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Priors\n", "\n", "Each sky has one, two or three dark matter halos in it. Tim's solution details that his prior distribution of halo positions was uniform, i.e.\n", "\n", "\\begin{align}\n", "& x_i \\sim \\text{Uniform}( 0, 4200)\\\\\\\\\n", "& y_i \\sim \\text{Uniform}( 0, 4200), \\;\\; i=1,2,3\\\\\\\\\n", "\\end{align}\n", "\n", "Tim and other competitors noted that most skies had one large halo and other halos, if present, were much smaller. Larger halos, having more mass, will influence the surrounding galaxies more. He decided that the large halos would have a mass distributed as a *log*-uniform random variable between 40 and 180 i.e.\n", "\n", "$$ m_{\\text{large} } = \\log \\text{Uniform}( 40, 180 ) $$\n", "\n", "and in PyMC, \n", "\n", " exp_mass_large = pm.Uniform(\"exp_mass_large\", 40, 180)\n", " mass_large = pm.Deterministic(\"mass_large\", np.log(exp_max_large))\n", "\n", "(This is what we mean when we say *log*-uniform.) For smaller galaxies, Tim set the mass to be the logarithm of 20. Why did Tim not create a prior for the smaller mass, nor treat it as a unknown? I believe this decision was made to speed up convergence of the algorithm. This is not too restrictive, as by construction the smaller halos have less influence on the galaxies.\n", "\n", "Tim logically assumed that the ellipticity of each galaxy is dependent on the position of the halos, the distance between the galaxy and halo, and the mass of the halos. Thus the vector of ellipticity of each galaxy, $\\mathbf{e}_i$, are *children* variables of the vector of halo positions $(\\mathbf{x},\\mathbf{y})$, distance (which we will formalize), and halo masses.\n", "\n", "Tim conceived a relationship to connect positions and ellipticity by reading literature and forum posts. He supposed the following was a reasonable relationship:\n", "\n", "$$ e_i | ( \\mathbf{x}, \\mathbf{y} ) \\sim \\text{Normal}( \\sum_{j = \\text{halo positions} }d_{i,j} m_j f( r_{i,j} ), \\sigma^2 ) $$\n", "\n", "where $d_{i,j}$ is the *tangential direction* (the direction in which halo $j$ bends the light of galaxy $i$), $m_j$ is the mass of halo $j$, $f(r_{i,j})$ is a *decreasing function* of the Euclidean distance between halo $j$ and galaxy $i$. \n", "\n", "Tim's function $f$ was defined:\n", "\n", "$$ f( r_{i,j} ) = \\frac{1}{\\min( r_{i,j}, 240 ) } $$\n", "\n", "for large halos, and for small halos\n", "\n", "$$ f( r_{i,j} ) = \\frac{1}{\\min( r_{i,j}, 70 ) } $$\n", "\n", "This fully bridges our observations and unknown. This model is incredibly simple, and Tim mentions this simplicity was purposefully designed: it prevents the model from overfitting. \n", "\n", "\n", "### Training & PyMC implementation\n", "\n", "For each sky, we run our Bayesian model to find the posteriors for the halo positions — we ignore the (known) halo position. This is slightly different than perhaps traditional approaches to Kaggle competitions, where this model uses no data from other skies nor the known halo location. That does not mean other data are not necessary — in fact, the model was created by comparing different skies. \n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "import pymc as pm\n", "import pytensor.tensor as pt\n", "\n", "def euclidean_distance(x, y):\n", " return np.sqrt(((x - y)**2)).sum(axis=1)\n", "\n", "def f_distance(gxy_pos, halo_pos, c):\n", " # foo_position should be a 2-d numpy array\n", " # T.maximum() provides our element-wise maximum as in NumPy, but instead for theano tensors\n", " return pt.maximum(euclidean_distance(gxy_pos, halo_pos), c)[:, None]\n", "\n", "def tangential_distance(glxy_position, halo_position):\n", " # foo_position should be a 2-d numpy array\n", " delta = glxy_position - halo_position\n", " t = (2*pt.arctan(delta[:,1]/delta[:,0]))\n", " return pt.stack([-pt.cos(t), -pt.sin(t)], axis=1)\n", "\n", "\n", "with pm.Model() as model:\n", " #set the size of the halo's mass\n", " mass_large = pm.Uniform(\"mass_large\", 40, 180)\n", " \n", " #set the initial prior position of the halos, it's a 2-d Uniform dist.\n", " halo_position = pm.Uniform(\"halo_position\", 0, 4200, shape=(1,2))\n", " \n", " mean = pm.Deterministic(\"mean\", mass_large /\\\n", " f_distance(pt.as_tensor(data[:,:2]), halo_position, 240)*\\\n", " tangential_distance(pt.as_tensor(data[:,:2]), halo_position))\n", " \n", " ellpty = pm.Normal(\"ellipcity\", mu=mean, tau=1./0.05, observed=data[:,2:])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using advi...\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 55.92% [27960/50000 00:02<00:02 Average Loss = -149.12]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Convergence achieved at 28000\n", "Interrupted at 27,999 [55%]: Average Loss = -107.23\n", "Sequential sampling (1 chains in 1 job)\n", "NUTS: [mass_large, halo_position]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [6000/6000 00:04<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 1 chain for 1_000 tune and 5_000 draw iterations (1_000 + 5_000 draws total) took 5 seconds.\n" ] } ], "source": [ "with model:\n", " # mu, sds, elbo = pm.variational.advi(n=50000)\n", " # step = pm.NUTS(scaling=model.dict_to_array(sds), is_cov=True)\n", " # trace = pm.sample(5000, step=step, start=mu)\n", " \n", " trace = pm.sample(5000, init='advi', n_init=50000,chains=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use ADVI here to find a good starting point and scaling for our NUTS sampler. NUTS is a \"smarter\" MCMC sampling method than Metropolis, so as a result we need fewer total samples for our chains to converge. ADVI follows a completely different methodology to fit a model that we will not get into here. We may cover ADVI, as well as NUTS, in-depth in a later chapter.\n", "\n", "Below we plot a \"heatmap\" of the posterior distribution. (Which is just a scatter plot of the posterior, but we can visualize it as a heatmap.)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# t = trace[\"halo_position\"].reshape(5000,2)\n", "t = trace.posterior.halo_position.data.reshape(5000,2)\n", "\n", "fig = draw_sky(data)\n", "plt.title(\"Galaxy positions and ellipcities of sky %d.\" % n_sky)\n", "plt.xlabel(\"x-position\")\n", "plt.ylabel(\"y-position\")\n", "plt.scatter(t[:,0], t[:,1], alpha = 0.015, c = \"r\")\n", "plt.xlim(0, 4200)\n", "plt.ylim(0, 4200);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most probable position reveals itself like a lethal wound.\n", "\n", "Associated with each sky is another data point, located in `./data/Training_halos.csv` that holds the locations of up to three dark matter halos contained in the sky. For example, the night sky we trained on has halo locations:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1.00000e+00 1.40861e+03 1.68586e+03 1.40861e+03 1.68586e+03 0.00000e+00\n", " 0.00000e+00 0.00000e+00 0.00000e+00]\n" ] } ], "source": [ "halo_data = np.genfromtxt(\"data/Training_halos.csv\", \n", " delimiter = \",\",\n", " usecols = [1, 2,3, 4,5,6,7,8,9],\n", " skip_header = 1)\n", "print(halo_data[n_sky])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The third and fourth column represent the true $x$ and $y$ position of the halo. It appears that the Bayesian method has located the halo within a tight vicinity. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True halo location: 1408.61 1685.86\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = draw_sky(data)\n", "plt.title(\"Galaxy positions and ellipcities of sky %d.\" % n_sky)\n", "plt.xlabel(\"x-position\")\n", "plt.ylabel(\"y-position\")\n", "plt.scatter(t[:,0], t[:,1], alpha = 0.015, c = \"r\")\n", "plt.scatter(halo_data[n_sky-1][3], halo_data[n_sky-1][4], \n", " label = \"True halo position\",\n", " c = \"k\", s = 70)\n", "plt.legend(scatterpoints = 1, loc = \"lower left\")\n", "plt.xlim(0, 4200)\n", "plt.ylim(0, 4200);\n", "\n", "print(\"True halo location:\", halo_data[n_sky][3], halo_data[n_sky][4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perfect. Our next step is to use the loss function to optimize our location. A naive strategy would be to simply choose the mean:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[2312.20427163 1127.28430251]]\n" ] } ], "source": [ "mean_posterior = t.mean(axis=0).reshape(1,2)\n", "print(mean_posterior)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using the mean:\n", "Your average distance in pixels you are away from the true halo is 45.47510107521696\n", "Your average angular vector is 0.9999999999999999\n", "Your score for the training data is 1.0454751010752168\n", "Using a random location: [[ 923 3023]]\n", "Your average distance in pixels you are away from the true halo is 2389.0398135862033\n", "Your average angular vector is 1.0\n", "Your score for the training data is 3.389039813586203\n" ] }, { "data": { "text/plain": [ "3.389039813586203" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from DarkWorldsMetric import main_score\n", "\n", "_halo_data = halo_data[n_sky-1]\n", "\n", "nhalo_all = _halo_data[0].reshape(1,1)\n", "x_true_all = _halo_data[3].reshape(1,1)\n", "y_true_all = _halo_data[4].reshape(1,1)\n", "x_ref_all = _halo_data[1].reshape(1,1)\n", "y_ref_all = _halo_data[2].reshape(1,1)\n", "sky_prediction = mean_posterior\n", "\n", "print(\"Using the mean:\")\n", "main_score(nhalo_all, x_true_all, y_true_all, \\\n", " x_ref_all, y_ref_all, sky_prediction)\n", "\n", "#what's a bad score?\n", "random_guess = np.random.randint(0, 4200, size=(1,2))\n", "print(\"Using a random location:\", random_guess)\n", "main_score(nhalo_all, x_true_all, y_true_all, \\\n", " x_ref_all, y_ref_all, random_guess)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a good guess, it is not very far from the true location, but it ignores the loss function that was provided to us. We also need to extend our code to allow for up to two additional, *smaller* halos: Let's create a function for automatizing our PyMC. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "def halo_posteriors(n_halos_in_sky, galaxy_data,samples = 5e5, burn_in = 500):\n", " #set the size of the halo's mass\n", " with pm.Model() as model:\n", " mass_large = pm.Uniform(\"mass_large\", 40, 180)\n", " \n", " mass_small_1 = 20\n", " mass_small_2 = 20\n", " \n", " masses = np.array([mass_large,mass_small_1, mass_small_2], dtype=object)\n", " \n", " #set the initial prior positions of the halos, it's a 2-d Uniform dist.\n", " halo_positions = pm.Uniform(\"halo_positions\", 0, 4200, shape=(n_halos_in_sky,2)) #notice this size\n", " \n", " fdist_constants = np.array([240, 70, 70])\n", " \n", " _sum = 0\n", " for i in range(n_halos_in_sky):\n", " _sum += masses[i]/f_distance(data[:,:2], halo_positions[i, :], fdist_constants[i])*\\\n", " tangential_distance(data[:,:2], halo_positions[i, :])\n", " \n", " mean = pm.Deterministic(\"mean\", _sum)\n", " \n", " ellpty = pm.Normal(\"ellipcity\", mu=mean, tau=1./0.05, observed=data[:,2:])\n", " \n", " # mu, sds, elbo = pm.variational.advi(n=50000)\n", " # step = pm.NUTS(scaling=model.dict_to_array(sds), is_cov=True)\n", " trace = pm.sample(samples, init='advi', n_init=50000,tune=burn_in,chains=4)\n", " \n", " # burned_trace = trace[burn_in:]\n", " return trace.posterior.halo_positions.data" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "n_sky = 215\n", "data = np.genfromtxt(\"data/Train_Skies/Train_Skies/\\\n", "Training_Sky%d.csv\" % (n_sky),\n", " dtype = None,\n", " skip_header = 1,\n", " delimiter = \",\",\n", " usecols = [1,2,3,4])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using advi...\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 27.26% [13631/50000 00:02<00:07 Average Loss = -129.59]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Convergence achieved at 13800\n", "Interrupted at 13,799 [27%]: Average Loss = -120.66\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mass_large, halo_positions]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [22000/22000 04:16<00:00 Sampling 4 chains, 39 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 500 tune and 5_000 draw iterations (2_000 + 20_000 draws total) took 257 seconds.\n", "There were 9 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 24 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.6235, but should be close to 0.8. Try to increase the number of tuning steps.\n", "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.8931, but should be close to 0.8. Try to increase the number of tuning steps.\n" ] } ], "source": [ "#there are 3 halos in this file. \n", "samples = 5000\n", "traces = halo_posteriors(3, data, samples = samples, burn_in=500)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = draw_sky(data)\n", "plt.title(\"Galaxy positions and ellipcities of sky %d.\" % n_sky)\n", "plt.xlabel(\"x-position\")\n", "plt.ylabel(\"y-position\")\n", "\n", "colors = [\"#467821\", \"#A60628\", \"#7A68A6\"]\n", "\n", "for i in range(traces[0].shape[1]):\n", " plt.scatter(traces[0][:, i, 0], traces[0][:, i, 1], c = colors[i], alpha = 0.002)\n", " \n", " \n", "for i in range(traces.T.shape[1]):\n", " plt.scatter(halo_data[n_sky-1][3 + 2*i], halo_data[n_sky-1][4 + 2*i], \n", " label = \"True halo position\", c = \"k\", s = 90)\n", " \n", "#plt.legend(scatterpoints = 1)\n", "plt.xlim(0, 4200)\n", "plt.ylim(0, 4200);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may notice that we use the parameter `chains=4` this time. According to the API document, `Running independent chains is important for some convergence statistics and can also reveal multiple modes in the posterior`. We use 4 independent chains this time to build more confidence." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for pt in range(traces.shape[0]):\n", " fig = draw_sky(data)\n", "\n", " colors = [\"#467821\", \"#A60628\", \"#7A68A6\"]\n", "\n", "\n", " for i in range(traces[1].shape[1]):\n", " plt.scatter(traces[pt][:, i, 0], traces[pt][:, i, 1], c = colors[i], alpha = 0.002)\n", "\n", "\n", " for i in range(traces.T.shape[1]):\n", " plt.scatter(halo_data[n_sky-1][3 + 2*i], halo_data[n_sky-1][4 + 2*i], \n", " label = \"True halo position\", c = \"k\", s = 90)\n", "\n", " #plt.legend(scatterpoints = 1)\n", " # ax[0].xlim(0, 4200)\n", " # ax[0].ylim(0, 4200)\n", " plt.suptitle(\"Galaxy positions and ellipcities of sky %d.\" % n_sky)\n", " plt.xlabel(\"x-position\")\n", " plt.ylabel(\"y-position\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty good, though it took a long time for the system to (sort of) converge. Our optimization step would look something like this:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4, 5000, 3, 2)\n", "Independent chains: 0\n", "[[ 779.51700107 347.57575126 2918.9354877 2779.57731108 3001.95900013\n", " 3617.28296252]]\n", "Using the mean:\n", "Your average distance in pixels you are away from the true halo is 4629.09722602648\n", "Your average angular vector is 1.0\n", "Your score for the training data is 5.62909722602648\n", "Using a random location: [[2711 508]]\n", "Your average distance in pixels you are away from the true halo is 3572.625649924716\n", "Your average angular vector is 1.0\n", "Your score for the training data is 4.572625649924716\n", "Independent chains: 1\n", "[[ 843.86621797 508.89191769 2692.97496628 2737.46647823 3333.4681748\n", " 3642.28791824]]\n", "Using the mean:\n", "Your average distance in pixels you are away from the true halo is 4463.5876012667\n", "Your average angular vector is 1.0\n", "Your score for the training data is 5.463587601266701\n", "Using a random location: [[ 524 3851]]\n", "Your average distance in pixels you are away from the true halo is 3173.7457387919403\n", "Your average angular vector is 1.0\n", "Your score for the training data is 4.17374573879194\n", "Independent chains: 2\n", "[[3826.93963249 3961.83848115 2509.19744264 2044.85494963 2078.93188872\n", " 1727.1125372 ]]\n", "Using the mean:\n", "Your average distance in pixels you are away from the true halo is 131.9944317261983\n", "Your average angular vector is 1.0\n", "Your score for the training data is 1.1319944317261983\n", "Using a random location: [[2635 1141]]\n", "Your average distance in pixels you are away from the true halo is 2995.400463126759\n", "Your average angular vector is 1.0\n", "Your score for the training data is 3.9954004631267592\n", "Independent chains: 3\n", "[[3815.8445034 3969.74481299 1817.3991698 1340.05655978 2140.75107775\n", " 1524.23866576]]\n", "Using the mean:\n", "Your average distance in pixels you are away from the true halo is 122.57873507355198\n", "Your average angular vector is 1.0\n", "Your score for the training data is 1.1225787350735519\n", "Using a random location: [[1690 1891]]\n", "Your average distance in pixels you are away from the true halo is 2869.2377967850625\n", "Your average angular vector is 1.0\n", "Your score for the training data is 3.8692377967850624\n" ] } ], "source": [ "_halo_data = halo_data[n_sky-1]\n", "print(traces.shape)\n", "\n", "for pt in range(traces.shape[0]): \n", " print(f\"Independent chains: {pt}\")\n", " mean_posterior = traces[pt].mean(axis=0).reshape(1,6)\n", " print(mean_posterior)\n", "\n", "\n", " nhalo_all = _halo_data[0].reshape(1,1)\n", " x_true_all = _halo_data[3].reshape(1,1)\n", " y_true_all = _halo_data[4].reshape(1,1)\n", " x_ref_all = _halo_data[1].reshape(1,1)\n", " y_ref_all = _halo_data[2].reshape(1,1)\n", " sky_prediction = mean_posterior\n", "\n", "\n", " print(\"Using the mean:\")\n", " main_score([1], x_true_all, y_true_all, \\\n", " x_ref_all, y_ref_all, sky_prediction)\n", "\n", " #what's a bad score?\n", " random_guess = np.random.randint(0, 4200, size=(1,2))\n", " print(\"Using a random location:\", random_guess)\n", " main_score([1], x_true_all, y_true_all, \\\n", " x_ref_all, y_ref_all, random_guess)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "1. Antifragile: Things That Gain from Disorder. New York: Random House. 2012. ISBN 978-1-4000-6782-4.\n", "1. [Tim Saliman's solution to the Dark World's Contest](http://www.timsalimans.com/observing-dark-worlds)\n", "2. Silver, Nate. The Signal and the Noise: Why So Many Predictions Fail — but Some Don't. 1. Penguin Press HC, The, 2012. Print." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.core.display import HTML\n", "def css_styling():\n", " styles = open(\"../styles/custom.css\", \"r\").read()\n", " return HTML(styles)\n", "css_styling()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "pymc_env", "language": "python", "name": "pymc_env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 4 }