{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# An introduction to black-box function approximators\n", "\n", "## [Scott Jeen](https://enjeeneer.io/)\n", "\n", "### Xchange Seminar, 15th March 2021" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "**Abstract**\n", "\n", "In this talk, I will introduce deterministic and probabilstic black-box function approximators, with applications for timeseries modelling. First, I introduce the multilayer perceptron (neural network), demonstrating how they can model abritrarily complex functions, but highlighting their propensity to overfit the training data. Second, I introduce the Gaussian process (GP), a bayesian, probabilistic approach to function approximation. I visualise how GP's quantify uncertainty, a robust trait in the context of control, but highlight their inability to scale to large datasets. I conclude by applying both techniques to the problem of room temperature prediction. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Today's Talk\n", "- My project\n", "- Black-box function approximation\n", " - **Deterministic approach**: Neural networks and Long-short term memory (LSTMs)\n", " - **Probabilistic approach**: Gaussian processes (GPs)\n", "- Timeseries applications\n", "- Key takeaways" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "## My Project\n", "\n", "Let's start with a video of one of DeepMind's machine learning agents learning to play the Atari game *Breakout* [1]. DeepMind feed the agent three pieces of information: 1) The pixel arrangement of the screen, 2) The actions it can take i.e. that can move left or right only, and 3) the score. The task of the agent is to learn to maximise its score by any means necessary. You'll note that, intially, the agent doesn't understand how best to play the game, but after more iterations it begins to get the hang of it. After 600 episodes of play, the agent has worked out the optimal strategy for this game: burrow a channel in either side of the bricks and fire the ball into the space behind." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 1. My Project\n", "\n", "[![IMAGE ALT TEXT](http://img.youtube.com/vi/TmPfTpjtdgg/0.jpg)](https://www.youtube.com/watch?v=TmPfTpjtdgg \"DQN Breakout\")\n", "\n", "*Video: Deepmind's Deep Q-network solving the Atari game Breakout after 600 episodes of self-play [(Mnih et. al (2013))](https://arxiv.org/pdf/1312.5602.pdf)*" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "A couple of years later, DeepMind took things a step further and attempted to conquer Go–a considerably more complex game [2]. Now, we're moving from a relatively straight forward state-space to a [state-space with $~10^{170}$ legal positions](https://en.wikipedia.org/wiki/Go_and_mathematics), far [more atoms that in the observable universe](https://en.wikipedia.org/wiki/Observable_universe).\n", "\n", "DeepMind created a more advanced agent, AlphaGo, and used it to play the world no. 1 Lee Sedol in best of 5 match, [winning 4-1](https://en.wikipedia.org/wiki/AlphaGo_versus_Lee_Sedol). Perhaps the most interesting takeaway from the series was AlphaGo's now infamous move 37 ([see this clip from DeepMind's documentary](https://www.youtube.com/watch?v=HT-UZkiOLv8)). Expert Go players suggest that in the board setup illustrated below, human Go players have long believed that the optimal move is in the margins of the board, but AlphaGo decided to play 5 lines in from the edge; much to the surprise of the audience, and Lee Sedol. This move later proved to be game-winning; AlphaGo had correctly predicted how the board would evolve and that move scuppered its opponent. After a few weeks of training, AlphaGo unearthed knowledge about this game that humans hadn't found after thousands of years of play." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "\n", "\n", "\n", "*Figure: **Top:** AlphaGo's infamous Move 37, a counterintuitive move for a human to make with this board set-up, but nonetheless a gaming-winning one. **Bottom:** Lee Sedol, the world no.1 Go player, flumexed by AlphaGo's moves. (Silver et al (2017))* " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "So, why am I telling you this? Well, for my PhD project, I think instead of playing Atari games we should play the game of climate change mitigation. Specifically, let's turn the electricity system into a game. The board is the electricity grid, our pieces are energy-intensive devices on the grid, and our goal is to minimise the emissions produced by these devices whilst maintaining a quality of service to society." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "\n", "*Figure: The complex, interconnected electricity grid* " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "As a first step in this direction, my goal is to control one building such that it interacts with the grid most efficiently, and we're doing that in one of Emerson Electric's facilities out in Canada, but more on that later.\n", "\n", "### 1.1 Reinforcement Learning\n", "I haven't yet discussed the technique DeepMind used to produce these results; its called [Reinforcement Learning](https://web.stanford.edu/class/psych209/Readings/SuttonBartoIPRLBook2ndEd.pdf) [2]. In general, the RL control loop looks something like this:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### 1.1 Reinforcement Learning\n", "\n", "\n", "\n", "*Figure: The RL control loop. Agent's take sequential actions that affect their environment, the environment changes and the agent receives a reward for their action. Adapted from [Episode 1 of David Silver's RL Youtube series](https://www.youtube.com/watch?v=2pWv7GOvuf0&t=1757s)*" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "The brain here represents the agent, the globe represents its environment. The agent can take actions in the environment, after which the environment feeds it some reward and tells it what the new state is. The agent's goal is maximise its cumulative reward, i.e. find the set of actions given states that win the game or meet its control objective." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "More formally, the RL control loop looks something like this:\n", "\n", "\n", "\n", "*Figure: The formalised RL control loop.* " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Where the agent observes the state $s$ through some sensor that is often noisy, it feeds the state into its control policy which selects an action $a$ given $s$, sending the agent through a transition represented by $P$ to new state $s'$. This transition, often called the system dynamics, can be modelled as a black box function. I'm going to spend the rest of this walkthrough discussing how the ways in which you can approximate a function using black methods, when we should do so, and the limitations of doing so." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 2. Black-box Function Approximation" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 2.1 Two approaches to modelling\n", "\n", "Generally when we model a function using a black-box approximator, we can select (informally) from two sets of models, these are:\n", "\n", "- **Deterministic models:** Do not contain elements of randomness; everytime the model is run with the same initial conditions it produces identical results.\n", "- **Probabilistic models:** Include elements of randomness; trials with identical initial conditions will produce different results." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "As you can imagine, these are philosophically contradictory ways of thinking about modelling. The first assumes that there is a definite underlying function to be modelled, and with enough data we will be able to obtain it with sufficient accuracy. The second, assumes the world is random, we will never find the *true* underlying function because every function is subject to irreducible randomness or uncertainty in the world (cf. [aleatoric uncertainty](https://en.wikipedia.org/wiki/Uncertainty_quantification)). The two eminent modelling techniques in these camps are Neural Networks (deterministic) and Gaussian Processes (probabilistic). I'll run through an example explaining the differences between the two." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 2.2 Deterministic Models: Neural Networks\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Firstly, we need some data. Let's imagine we've collected 5 samples from the world that were produced by a function we'd like to infer. For simplicity, we'll assume this model is one-dimensional with inputs $x_i$ and outputs $y_i$ creating a dataset of input-output pairs $\\mathrm{D} = \\{x_i,y_i\\}_i^N$ where we assume the relationship between the variables is $y_i = f(x_i)$. Our goal is to infer the function $f(\\cdot)$ from $\\mathrm{D}$:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "\n", "path = os.getcwd()\n", "\n", "# generate data\n", "np.random.seed(12)\n", "N = 5\n", "x_true = np.linspace(-6,6,100)\n", "y_true = np.sin(2*np.pi/x_true) + x_true*0.1 + np.random.randn(x_true.shape[0])\n", "y_true = np.reshape(y_true,(-1,1))\n", "\n", "# get samples\n", "samples = np.linspace(30,70,5).astype(int)\n", "x = x_true[samples].reshape(-1,1)\n", "y = y_true[samples].reshape(-1,1)\n", "\n", "# plot the data\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.savefig(path+'/images/1_data.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "In the first instance, let's think about modelling this data deterministically. We might think that there is a linear relationship in the underlying data, so we model it as a straight line and manipulate the parameters of our straight line until the error between our line and the data in minimised. Our linear model takes the form:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Linear Basis\n", "\n", "$$\n", "f(x) = {\\color{red}{w_0}} + {\\color{blue}{w_1} x}\n", "$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c20b8019eb004ead9f156159dff4a8b8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=0.75, description='w1', max=5.0, min=-5.0, step=0.25), FloatSlider(val…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from ipywidgets import interact\n", "import ipywidgets as widgets\n", "\n", "def y_linear_plot(w1, w0):\n", " \n", " y_lin = w1*x_true+w0\n", " y_err = w1*x+w0\n", " \n", " with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, y_lin)\n", " plt.vlines(x=x, ymin=y_err, ymax=y, colors='green', ls=':', lw=2)\n", " plt.savefig(path+'/images/2_data.png', dpi=300)\n", " plt.show()\n", "\n", "interact(y_linear_plot, w1=widgets.FloatSlider(value=0.75, min=-5, max=5, step=0.25),\n", " w0=widgets.FloatSlider(value=-.25, min=-5, max=5, step=0.25))\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "We can set the parameters of our linear model such that the error is pretty small, but we also know that the underlying function is unlikely to be a truly linear. Instead, we could improve on this by assuming our basis function is no longer linear, but rather polynomial, taking the form:\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Polynomial Basis\n", "\n", "$$\n", "f(x) = {\\color{red}{w_0}} + {\\color{blue}{w_1}} x + {\\color{green}{w_2}} x^2 + {\\color{orange}{w_3}} x^3\n", "$$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2b3e57406bd146ca9e22a962c6f20b76", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=-1.0, description='w0', max=7.0, min=-7.0, step=0.5), FloatSlider(valu…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def y_poly_plot(w0, w1, w2, w3):\n", " \n", " y_poly = w0 + w1*x_true + w2*(x_true**2) + w3*(x_true**3)\n", " y_polyerr = w0 + w1*x + w2*(x**2) + w3*(x**3)\n", " \n", " with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, y_poly)\n", " plt.vlines(x=x, ymin=y_polyerr, ymax=y, colors='green', ls=':', lw=2)\n", " plt.savefig(path+'/images/3_data.png', dpi=300)\n", " plt.show()\n", "\n", "interact(y_poly_plot,\n", " w0=widgets.FloatSlider(value=-1, min=-7, max=7, step=0.5),\n", " w1=widgets.FloatSlider(value=-.5, min=-7, max=7, step=0.5),\n", " w2=widgets.FloatSlider(value=1.5, min=-7, max=7, step=0.5),\n", " w3=widgets.FloatSlider(value=1, min=-7, max=7, step=0.5),\n", " )" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "With enough manipulation, we could probably find a set of parameters for our polynomial that approximate that dataset pretty closely.\n", "\n", "Neural networks take this approach to the extreme. We've looked at two basis functions so far, the linear model and the polynomial, for efficient computation neural networks tend to use the Rectified Linear Unit (ReLU) basis function, usually called the network's *activation function* for reasons that will become clear shortly. \n", "\n", "ReLUs take the following form:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Rectified Linear Unit (ReLU)\n", "\n", "$$\n", "f(x) = \\max (0 , {\\color{blue}{w_1}} x + {\\color{red}{w_0}})\n", "$$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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bls2dgiq3Te+yVKXkFs1moFKplBZNERERUR+Wl2T84PF3sPr9FgRcVjx6+Qk4rMqld1kdlJJbNAlQbrcb8Xhci6aIiIioj1IUBT9/9j2sencfPHYzls2dgiNrPXqXdYBScosmAcrj8SCTyfCTeERERAPYn17eiUfWfgqr2YjFsydj3GCf3iUdVCm5RbMABYCzUERERAPUw299grte3AGDAfjjhRMw+bCA3iV9oVJyi2ZLeMUKISIiov7p6Xc+w8+efQ8AcMc3j8HZx9TrXFHnSsktms5AxWIxLZojIiKiPmLVu3tx/ROboSjAjWeNwXemDNO7pKJKyS2aBqhoNKpFc0RERNQH/OPdvbjmr+9AkhVc8+VRuOr0kXqXVJJScosmAcrpdAIAksmkFs0RERGRzla9uxdX//Ud5GUF3z1tJK4780i9SypZKblFk0t+ulyF6zskEgktmiMiIiId/X3LHlz72CZIsoKrTh+JH08bDYNB3/vbdUUpuYUBioiIiHrMU+804voVmyErwIIzRuKGr5VXeAL6YIDiEh4REVH/9fj6T/E/K9+FogDXfuUI/OCrR5RdeAJKyy2aBKhAoHCth7a2Ni2aIyIiIo099MbHuPW5/wAAfjRtNBacMUrnirqvlNyiSYDyeDxwu93Ys2ePFs0RERGRRhRFwf/+6wP8v5c+AADccs5RmHfy4TpXdWhKyS2aBCgAqKysRDAY1Ko5IiIi6mWSrOCnT2/FX9d9CqMB+PX5x+Lbk4fqXVaPKJZbNAtQgUAAra2tWjVHREREvSibl/HDFZvw9y17YTMb8aeG4/C1o+v0LqvHFMstmgWouro67Nu3T6vmiIiIqJfEM3lctfxtvPZBK9w2Mx6cNQknjKjUu6weVSy3aHIhTVEIz4EiIiIqb63xDBruX4PXPmhFlduKv14+td+FJ6B4btFsBqq+vh7Nzc2QZRlGo2a5jYiIiHrIjqYY5i5Zj8ZQCsMrnVg2dwqGV7r0LqtXFMstms5AybKM5uZmrZokIiKiHvLWh2244N430RhKYfxQP5787on9NjwBxXOLZgGqvr4eABigiIiIysxzm/dg1uJ1iGXyOHtcHR6/YiqqPTa9y+pVxXKLppcxAHgxTSIionKhKAruWb0Tv/vnDgDAZV8ajp+fezRMxvK7unhXFcstmgUon88HAIhGo1o1SURERN2Ul2T87Nn38OjaT2EwADdPH4t5Jx9elrdm6Y5iuaVbAaqxsRG1tbWwWCwlf4/T6QTAGwoTERH1demchKsf3Yh/bWuG1WzE//vOcThrXP+5xlMpiuWWogHq+eefx2uvvQYAiMViePnll7F9+3acdtppeOihh3D44aVdrp03FCYiIur7wsksLl+2Aes/CcHvtGDRZZMw6bCA3mVprlhuKRqgfv3rX+P111+HyWSCz+fD6aefjqOPPhoAEAwGOwSobdu2Yfv27TAajbDZbPD7/XA6nRgxYoRaCGegiIiI+qYdTTFcsWwDPmlLot5nx7K5U3BErUfvsnRRLLd0GqBSqRQ2bdqEc845BytXriy6ZLdixQosXLjwgK9PmzYNTz/9dKeFEBERkX7e2NmKKx9+G/FMHkfVe/Hg7Emo9zn0Lks3xZbwOr2MgaIoyOfz2LlzJ37+85/j1Vdf7bQxSZIO+vVkMgmbzQaDwYBUKlVK3URERKSRR9d+itkPrUM8k8fXj63H3646cUCHJwBFc0unM1BOpxPnn38+Hn30Udxxxx244447sGDBAtx1112wWq0HPH/s2LGYMWMGJElCJpNBKBRCPB4HABgMBjgcDp4DRURE1EfIsoLbV23Dotc/BgBcfsrhuOnssTAOgMsUFFMstxQ9B2r58uW48sorkUwmsWPHDvzP//wPbDYbfv/73x/w3IaGBjQ0NHzhz3K5XFzCIyIi6gMyeQk3PLEFz23eA4vJgNu/eQy+NWmo3mX1KZ3llqIBymAw4NRTTwUAnHXWWbj77ru7fVNgt9utzkgRERGRPoKJLL67/G2s+zgIt82M+y45HicfUaV3WX1OZ7ml6DlQkiRBkiQoioKNGzeisbERdXXduxaE0+nkOVBEREQ6en9fDDPueR3rPg6i1mvD41dOZXj6Ap3llk4D1LPPPguz2Qyz2Yyjjz4akyZNQm1tLW644YZuFeJwOBigiIiIdLLu4yBm3vcmdgdTOHaID88sOBlHD/LpXVaf1Vlu6TRAnXvuuXjllVdwyy23wO/349vf/jb+/e9/Y/Dgwd0qxGq1IpPJdOt7iYiIqPte2LoXlz64FrF04YbAK678Eup8dr3L6tM6yy2dngNlNBpx6qmn4tRTT8Vtt912yIUYjUbIsnzIP4eIiIhKoygKFr32MW7/xzYoCtAwZRh++Y1xA+KGwIeqs9yi2c2ERSGKomjZJBER0YAlyQp++fx/8NAbnwAAfjRtNL53+sgBc0PgQ9VZbtE0QCmKAqOx01VDIiIi6gE5Scb1Kzbj2f2XKfjdt8ZjxoTunYIzUHWWWzQNULIsw2zWtEkiIqIBJ5WV8L1H3sbq91vgsprwwKxJOHEkP2nXVZ3lFs1noDhtSERE1HsiyRzmLV2PDbtCqHBasGTOFIwf6te7rLLUWW7RNEBJkgSTyaRlk0RERANGcyyNyx5ch+37Yqj32fHwvBMwqsatd1llq7PcommAymQysNlsWjZJREQ0IOwJp3DxorX4uDWBkdUuLJt3Agb7B/YNgQ9VZ7lF0wCVTqdht/OaE0RERD3pk9YELl60Fp+FUxhb78XD86agys0Ji0PVWW7RNEDlcjlYLBYtmyQiIurXdjbHcfGiNWiKZnDcMD+WzJ4Cn5P72p7QWW7RNEBls1lYrVYtmyQiIuq3djbH8J3716I1nsHUEQE8OGsyXDZ+2r2ndJZbOANFRERUhnY0xXDRA2vQGs/i5FFVeOCySXBY+UGtntRnZqBSqRQcDp7QRkREdCh2NMXQcP8atCUK4WnRrEmwWxieelpnuUWzy4LLsoxoNAq/369Vk0RERP3Ohy1xXPTAWrQlsjjlCIan3lIst2gWoOLxOBRFgc/n06pJIiKifuWjljga7l+D1nhGXbZjeOodxXKLZgEqHA4DAAMUERFRN+yNpHDJorVojhVOGGd46l3FcotmAaq1tRUAUFlZqVWTRERE/UJLLIOLHliLPZE0jh9egcWzJ/OE8V5WLLdoFqBCoVCnhRAREdGB4pk8Zi1eh49bEziq3ovFsybDaeWlCnpbsdyi+QxUIBDQqkkiIqKyls5JuGLZBvxnbxSHVTqxbB4vkqmVYrlF83OgKioqtGqSiIiobOUkGVc/uhFvftiGao8NS+fy9ixaKpZbNAtQyWQSAOByubRqkoiIqCxJsoLrV2zGv7Y1w+ewYPm8EzC8kvtPLRXLLZoFqKamJlgsFni9Xq2aJCIiKjuKouDmp97Fs5v3wGU1YencKRhd59G7rAGnWG7RNEDV1NTAaNSsSSIiorJz14s78Nj63bBbjHhozhRMGOrXu6QBqVhu0SzN7N27F3V1dVo1R0REVHaeeqcRf3p5J0xGA+69eCKmHM4PXumlWG7RLEA1Nzejvr5eq+aIiIjKyoZPgrjxb+8CABaedzS+PKZW54oGtmK5RbMA1dLSgqqqKq2aIyIiKhsfNMUwb+kGZPMyLp06HJdOHa53SQNesdyiSYBSFAXNzc2oqanRojkiIqKysSecwqzF6xBJ5XDmUbX4+blH6V3SgFdKbtEkQEUiEWSzWQYoIiKidoKJLC598PNbtPyp4TiYTfywld5KyS2avErNzc0AgNparucSEREBQCZfuMr4hy0JjKnzYPGsybw5cB9RSm7RJEBFo1EAX3xHYyIiooFElhX8cMVmbNgVQr3PjqVzeYuWvqSU3KLZEl6xQoiIiAaKu17cgee37IXbZsaDsyaj1mvXuyRqp5TcoukMlMfDK6kSEdHA9vCaXbh7deFaT3+66DgcNYh36OhrSsktRQPUnj178OMf/xiKogAoXJnzhz/8YbcK4W1ciIhoIHtm02f42TNbAQC3f3MczhjND1f1RaXklqIBatOmTbjzzjshSRIA4N5778XSpUsP+txt27bhqaeewjPPPIMXXngBa9asQSQSUafC/H5/V38HIiKifuGlbU24fsVmKArwo2mjceHkYXqXRF+glNxiLvZDBg0a1OHfo0ePRjQaRWNjI4YMGdLh/1asWIGFCxd2+NpLL72kFsIZKCIiGog2fBLE9x7ZiLys4KrTR2LBGaP0Lok6UUpuKToD9dlnn3X490UXXQQA+PTTTw94rpilas/pdCIej8NqtcJi4ScMiIhoYNmx/yrjmbyMhilD8eNpo/UuiYooJbcUnYHauHEjhg0b1uFuxAaDAfF4/IDnjh07FjNmzIAkSchkMgiFQvB6vcjlcgxPREQ04OxqS+CSRWvVq4z/YsY4GAwGvcuiIkrJLUUDlNFoVC8ktWfPHrz++uvI5XK48MIL8fTTT+O0005Tn9vQ0ICGhoYDfkYmk4Hdzo9oEhHRwLEnnMLFi9aiOZbB1BEBXmW8jJSSW4oGqGnTpuGnP/0pfD4f0uk08vk8AGD48OEYPHhwSYUkEgk4nc6SnktERFTu9oRTaHhgDRpDKYwf6sciXmW8rJSSW4oGqOOPPx7f+973IEkSjjrqKIwaNQrnnHMOFi5ciFGjSjsJLp1OcwaKiIgGhMZQEhc9sBafBpM4ZrAPy+ZMgdtWdHdLfUgpuaXoK2owGHDPPfd0/CazGTt27OhSIQ6Ho+TnExERlaNdbQlc9MBafBZOYfwQH5bNPYG3aClDpeSWbkXiG264AZdccknJz08mkwxQRETUr+1sjuHiRWvRFM3guGF+LJ07BV47w1M5KiW3dCtA3X777V16Pj+FR0RE/dmWxjBmP7QewUQWUw4PYPHsyVy2K2M98im8ntL+MghERET9xVsftmH+0vVIZCWcProaf774eDisPGG83BXLLZoEKHEfPSIiov7kX/9pwoJHNyKTl3Hu+EH4/bfGw2rmhEG5KyW3cH6RiIioG1Zs2I2bVr4LSVZw0QnD8IsZ42Ay8iKZA4UmAcpgMBz0Ni9ERETlRlEU/OnlnbjrxcKn0b93+kj8aNpoXmG8Hyklt2gSoIxGI2RZ1qIpIiKiXiPLCm597j0sfWsXDAbg1vOOxmVfOkzvsqiHlZJbGKCIiIhKkMlL+NETW/Ds5j2wmoz4fw0TcNa4er3Lol7QZwKU2WxWbwFDRERUbqLpHK5YtgFrPgrCZTXh/ssm4aRRVXqXRb2klNzCAEVERNSJ5lgasxevx3/2RlHjsWHx7MkYN9ind1nUixigiIiIDsH2fVHMW7IBn4VTOLzKhWVzp2BooPObzFL56zMBymKxIJfLadEUERFRj3jtgxZ89+G3kchKmDDUj0WzJqHKbdO7LNJAKblFkwBlt9uRTqe1aIqIiOiQPbPpM9zwxGbkJAXnjh+EO2ceC7uFVxcfKErJLZoEKJvNhkwmo0VTREREh2TRax/hl89vAwDMP/lw/GT6WBh5gcwBpZTcokmAslqtyGazWjRFRETULemchJ89sxUrNjQCAG46ewyuPG2kzlWRHkrJLZoEKKfTiVQqpUVTREREXdYcS+PypRuwuTECm9mI3848FjMmDNa7LNJJKblF0wAly3LRuxsTERFpadveKOYtWY89kTSGVDjwl0uPx9GDeJmCgayU3KJZgAKAdDqt/p2IiEhvq7c345rH3kEsncfEYX7cfxk/aUel5RZNApTH4wEAxGIxBigiItKdoii4++WduOtfO6AowPRj6nDXtyfwk3YEoLTcosl6mtvtBgDE43EtmiMiIvpCmbyEG/+2Bb9/cQcA4IavHYm7GyYyPJGqlNyi2XWgAPBEciIi0lU0ncOVy97GWx+1wW4x4o/fOQ7Tjq7TuyzqY0rJLZoEKIfDUbQQIiKi3tQcTWP2Q4V72lV7bFg8azKOGcKTxelApeQWBigiIur33tsTwfylG7A3kuY97aioPhOgXC4XACCRSGjRHBERker1D1rx3eVvI57J4/jhFbj/0uNRyU/aUSdKyS2aBCiv1wugcDY7ERGRVlZs2I2frHwXeVnBOcfW4/ffHg+bmSeLU+dKyS2cgSIion7p/lc/xO2rtgMArjx1BG48awzvaUcl6TMzUOLjgAxQRETU2xRFwe//uQN3r94JALj1vKMx68TD9C2KykopuUWTAOX3+2E0GtHc3KxFc0RENEDJsoKfP/seHl6zCyajAb+94FhccPwQvcuiMlNKbtEkQJnNZlRVVTFAERFRr5FkBT96cjNWbvwMVrMR91w0EWceVat3WVSGSsktmgQooDAdxpPIiYioN+QlGT9csRnPbt4Dp9WEBy6bhJNGVeldFpWxYrlFswDlcrl4DhQREfW4vCTjuhWb8dzmPXDbzFgyZzImHRbQuywqc8Vyi6YBKplMatUcERENAJKs4PonPg9PS+dOwfHDK/Qui/qBYrmlaIDKZDLYuXNnh3+/9NJLOPfcczFmzJiSC/F4PFzCIyKiHiPLCm782xY8s0mEp8kMT9RjiuWWogHqoosuwsqVKw/4+tKlS7F169YOX9u2bRu2b98Oo9EIm80Gv98Pp9OJcePGwefzobGxsRu/AhERUUeKouD2Vdvw5NuNcFhMWDJnMo4fzmU76jnFckvRAHXzzTfjwgsvhNvtxtSpU1FbWwuXy4WHHnrogOeuWLECCxcuPODrO3fuhNfrRSQS6Vr1REREB3H/qx9h0esfw2Iy4L5Lj+c5T9TjiuWWogFq4sSJmDhxIhobG3H22Wcjn8/jrrvuwuTJkw94riRJB/0Z4XAYFRUVCIfDpVdORER0EM9t3oM7/lG4wvhd356A046s1rki6o+K5ZaSTyJfsWIF1q1bBwC49tprkUgkcPXVV8Ng+Pyy+GPHjsWMGTMgSRIymQxCoRDi8TiSySTcbjeSySRkWYbRaOz+b0RERAPWWx+24foVmwEAN509BueOH6RzRdRfFcstJQeoa6+9FldeeSXS6TQWLFiAa665BscccwxOP/109TkNDQ1oaGg46Pe/8cYbAIB0Og2n09nFX4OIiAa6T1oT+O7yt5GVZMw+8TBcceoIvUuifsxutwP44txSUoBasGABxo0bhzPOOAPZbBbRaBRHHHFElz6F1/6+MgxQRETUFU3RNC5bvA6RVA5fHVuDW845qsMKCFFPK5ZbSlpLS6VSuOOOOzB27FiMHz8eoVAIq1evRl1dXcmFVFZWAgBaWlpK/h4iIqJgIotLFq3Fp8Ekjh3iwx++cxxMRoYn6l3FcktJM1CLFy9GLpfDqlWrcOSRR2LMmDFdTv6ikFAo1KXvIyKigSuZzWPOkvX4oDmOI2vdWDpnCtw2za4BTQNYsdxS8lZosVgwY8aMbhcipsLi8Xi3fwYREQ0c6ZyEK5a9jc27wxhS4cDyeSegwmXVuywaIIrlFs0+DufxeACAVyMnIqKiJFnB1Y++g9d3tqLKbcPSuVNQ47XrXRYNIMVyi2YBKhAoXOSstbVVqyaJiKgMKYqC2557D//a1gSfw4Ll86dgZLVb77JogCmWWzQLUNXVhQud8SRyIiLqzP++uANL39oFq8mIP18yEWPqvHqXRANQsdyiWYCyWq1wu90IBoNaNUlERGVm2Vuf4P+9vBMmowF3X3QcThxZpXdJNEAVyy2aXhLc7XbzJHIiIjqoJzbsxs+eeQ8AcMc3j8HXji79UjlEvaGz3KJpgLJarchms1o2SUREZWDVu3vx479tAQD89Otj8e3JQ3WuiKjz3KJpgLLb7Uin01o2SUREfdyGT4K47vFNUBTgh2ceifmn8BYt1Dd0llsYoIiISDdbGsOY89B6ZPIyLjphGL7/5VF6l0Sk6jMBikt4REQkfNQSx6zF6xDL5PH1Y+vxixnjeH876lP6zBKe2WxGPp/XskkiIuqDWuMZzFmyHqFkDmeMrsYfLpzA+9tRn9NZbtE0QJlMJkiSpGWTRETUx0SSOcxavA672pIYN9iLey6eCItJ090RUUk6yy2aByhZlrVskoiI+pBEJo9ZD63De3uiOKzSiYdmT4HTypsDU9/UWW5h5CciIk1k8zK+98hGbNodxmC/A49ePhXVHpveZRF1i6YBSpZlniBIRDQA5SUZ1/z1HbyyowUVTgsenjcFg/wOvcsi6lRnuUXTACVJEkwmk5ZNEhGRziRZwfVPbMYL7+2D127Gw/NOwAjeHJjKQGe5hQGKiIh6jSQr+NGTm/HMpj1wWU1YOncKxg326V0WUUn6TICSZRlGI0+7IiIaCGRZwf/8bQtWbvwMDosJD82ZguOGVehdFlHJOsstmqaZXC4Hi8WiZZNERKQDWVZw08p38cTbjfvD02RMOTygd1lEXdJZbtH0s6MMUERE/Z8kK/jxk1vwt42NsFuMeHD2JEwdUal3WURd1mcCVD6fZ4AiIurH8pKMG57YjKc37YHDYsKDsyfhxJFVepdF1C2d5RZNA1QqlYLdbteySSIi0khOkvGDxzfh+S174bIWznnish2Vs85yi+YByuHgdT+IiPqbTF7Cgkfewb+2NcFjM2PJ3Ck4fjhPGKfy1llu0TRAZbNZWK1WLZskIqJelszmceXDb+O1D1rhcxQuknnsEL/eZREdss5yi2YBSlEUJBIJuN28eBoRUX8RSeYwe8k6vPNpGFVuK5bNPQFHDfLqXRbRISuWWzQLUKlUCpIkwePxaNUkERH1oj3hFGYtXocPmuMY7Hdg+fwTcHiVS++yiHpEsdyiWYCKRqMAAK+XRyZEROVuZ3MMlz64DnsjaRxZ68aSOby3HfUvxXKLZgEqHA4DAPx+v1ZNEhFRL1j3cRCXL9uASCqHyYdVYNFlk+Fz8hI11L8Uyy2aBahIJAIA8Pl4DyQionL13OY9uH7FZmQlGV8dW4M/NUyEw8p7nFL/Uyy3aL6ExwBFRFR+FEXBg69/jF8+vw0AcOnU4Vh43tEwGQ06V0bUO4rlFs0CVCKRAAC4XDzBkIionMiygl88/x889MYnAICbp4/F/FMOh8HA8ET9V7HcolmAamtrAwBUVPDCakRE5SKZzeMHj23CP//TBIvJgN99azxmTBisd1lEva5YbjF25YdFo1FMmzYNRxxxBD7++OMuFdLc3AwAqK2t7dL3ERGRPoKJLC56YC3++Z8meO1mLJkzheGJBoxiuaXkAPXOO+9gxIgRePfdd7Fz504sWbKkS4WEw2HYbDbeyoWIqAzsaIrhG/e8gU27wxjsd+CpBSfhpFG8KTANHMVyS8lLeGeddRZOPfVU/OUvf8EFF1yAXC53wHO2bduG7du3w2g0wmazwe/3w+l04uijj0Y0GuU1oIiIysAbO1vx3eVvI5bOY9xgLx6cNRm1Xt4IngaWYrml5AB133334dRTT4XP58OmTZtw9dVXH/CcFStWYOHChQd8vbW1Fa2trQgEeFduIqK+bNlbn+DW5/4DSVZw9rg6/O+FE2C38DIFNPAUyy0lB6hvfvObAIBvfetbOOWUUzBz5swDniNJ0kG/1+/3IxgMorKystTmiIhIQ7Ks4DcvbMdfXv0IAHDlaSNw47QxMPIyBTRAFcstXfoU3scff4xVq1bhqaeegtF44OlTY8eOxYwZMyBJEjKZDEKhELLZLEwmExKJBJfwiIj6oFRWwnWPb8IL7+2D2WjAry84FjOPH6J3WUS6KpZbuhSgZs+ejUsvvRRf+9rXDvr/DQ0NaGhoOOj/xeNxDBo0qCvNERFRLwsmspi7ZD027Q7DYzfj3osn4pQjqvUui0h3xXJLyQFq8eLFePXVV1FfX49ly5bBYDBgxowZJc8qtbW18RwoIqI+ZGdzDPOWbsCutiQG+x1YOncyRtUc/M7zRANNsdxScoBavXo1AGDNmjVYu3YtPvnkEyxbtgyXXnppSd8fDocZoIiI+ohXdrRgwSMbEc/kcfQgLxbP5iftiNorlltKDlB/+ctfcOutt+Kwww6DwWDArl27MGzYsJK+N5fLIZ1Ow+PhkQ0Rkd4eW/cpbn56KyRZwdePqced3zoWTqtmN6Yg6vNKyS0lv2OcTidGjBih/vuwww4ruZBidzQmIqLeJ8sKfv/i+7hn9YcAgO+eNhI/njaan7Qj+i+l5BZNDjl4I2EiIn1l8zKuf2Izntu8B0YD8ItvjMPFJwzXuyyiPqmU3KJJgEqn0wAAu53r60REWktk8rjqkY14dUcL3LbCJ+1OPZKftCP6IqXkFgYoIqJ+rDWewbwl67G5MYJKlxVL507BuME8nYKoM30mQPEcKCIi7X3alsQlD67Fp8EkhgYcWDb3BBxexVMpiIrpM+dAhcNhAIVbuhARUe/7oCmGixetRXMsg2MG+/Dg7Emo8XAVgKgUpeQWnkRORNTPvPNpCLMfWo9IKoepIwJYNGsy3DZepoCoVH3mJHIxFcYZKCKi3vXmzlZcvmwDElkJXx1bg7svmgi7xaR3WURlpZTcokmAisViAMALaRIR9aJ/vrcPVz/6DrKSjG8eNxh3zjwWZtOBN34nos6Vkls0CVDRaBRGoxFOp1OL5oiIBpxnNn2GH67YDElWcNmXhmPhuUfzAplE3VRKbtEkQAWDQfj9fhiNPBIiIuppT2zYjR//bQsUBfje6SPxo2mjYTAwPBF1Vym5RZMAlUwmOftERNQLVqzfjRtXFsLT9Wceie9/5Qi9SyIqe6XkFk0CVC6Xg8Vi0aIpIqIBY8WGz8PT/5w9Bt89baTeJRH1C6XkFgYoIqIy9MSG3bhx/7LdTWePwZUMT0Q9ppTcoslJSfl8HmYzr0FCRNQTVm5sVM95uvEshieinlZKbtEkQHEGioioZzy/ZS9ueGIzFAX40bTRuOp0hieintZnZqCy2SysVqsWTRER9VsvbWvCDx5/B7ICXPfVI7HgjFF6l0TUL5WSW7iER0RUBl7/oBVXLd+InKTg8lMOxzVfYXgi6i19ZglPkiSYTLyVABFRd6z/JIgrHt6ArCRj1peG4yfTx/I6T0S9qJTcokmAUhSFF9EkIuqGLY1hzHloPZJZCRdMHIKfn3s0wxNRLyslt2iWaviGJyLqmp3NcVy2eB3imTzOObYev515LG/PQqSRYrlFswClKIpWTRERlb22eAZzlqxDOJnDV8bU4H8vnAATwxORZorlFgYoIqI+Jp7JY9ZD67A7mMKxQ3y4+6KJsJh4GgSRlvpEgDKZTJAkSYumiIjKmiQr+P6jG7H1syiGVzqx6LJJcFj5IRwiLZWSWzQJUGazmQGKiKgEv/7HNqx+vwUVTguWzpmCGq9d75KIBpxScosmAcpqtSKTyWjRFBFR2Vr21id44LWPYTYa8OdLjsdhVS69SyIakErJLZoEKIfDgVQqpUVTRERl6ZUdLVj47HsAgNvPPwZTR1TqXBHRwFVKbtEkQLlcLiQSCS2aIiIqO+82RvC95W9DVoDvf3kUvj1pqN4lEQ1opeQWTQKU0+nkDBQR0UF82BLHrIfWIZGVMGPCIFz31SP1LolowCslt2gSoCwWC7LZrBZNERGVjT3hFC5dtBbBRBanHVmNO2eO54UyifqAUnJLlwOUoihdvqaT1WplgCIiaieYyOLSB9diTySN44dX4M+XTITVzGs9EfUFpeSWLr9bhw8fjtGjR2PPnj1dLoQX0yQiAmLpHGY/tA4ftiQwps6DxbMmw2nt/M7vRKSdUnJLlwOU2+3GBx98gPnz55f8PTabDYqiIJ/Pd7U5IqJ+JSfJuPrRd7ClMYJhASeWzZ0Cn9Oid1lE1E4puaXLhzxXX301FixYgH/84x/I5XKwWD5/42/btg3bt2+H0WiEzWaD3+/H2LFj4fF4AADRaBSVlfxoLhENTLKs4MYnt+CVHS0IuKx4eB4vlEnUF5WSW7o8AzVz5kz1DsX/fYb6ihUrcP755+Mb3/gGzj77bHzpS1/C3/72N7XxUCjU1eaIiPoFRVGw8Ln3sPKdz+C0mrB49mQMr+SFMon6olJyS5cDVE1NDSZOnAgAePnllzv838Euex4KhVBRUQEACAaDXW2OiKjsKYqC37zwPpa9tQtWkxEPXDYJE4b69S6LiL5AKbmlW2ctmkyFG1vKstzh62PHjsWMGTMgSRIymQxCoRAsFgt8Ph8AIBKJdKc5IqKyds/qnbjvlQ9hNhpwz8UTcdKoKr1LIqJOlJJbevRjHw0NDWhoaDjg6xs3bgQAXo2ciAacv677FL/75w4YDMD/XjgBZx5Vq3dJRFSEy1VYXu8st2hy0RHOQBHRQLRyYyN+8tS7AIDbZozDueMH6VwREZWilNzSrQBlNpthMBhQW1vakZQ4Gau1tbU7zRERlZ3nNu/BDU9shqIAPz5rNC6dOlzvkoioRKXklm4t4b366qtQFAVmc2nf7vP5YLfbsXfv3u40R0RUVv6+ZQ9+8PgmyArwg68ege+dPkrvkoioC0rJLYd0EnmpDAYD6uvrsW/fvu40R0RUNp7dvAfXPb4Jkqzgmi+PwrVfOULvkoioi0rJLZrdO6CiogLhcFir5oiINLdyYyNueGIzZAW45sujcN2ZR6rXzSOi8lIst2gWoLxeL08iJ6J+a/maXbjlma1Q9i/b/eCrR+pdEhEdgmK5RbNbf3u9XsRiMa2aIyLSzJ///SF++nQhPN141hiGJ6J+oFhu0SxAVVZWorm5WavmiIh6naIouOMf2/CbF7bDYAB++Y1xuOr0kXqXRUQ9oFhu0WwJr66uDs3NzVAUhecEEFHZk2QFP1n5Lh7fsBtmowG///Z4zJgwWO+yiKiHFMstms1A1dbWQpIktLW1adUkEVGvSOckXPPXd/D4ht2wWwr3tmN4IupfiuUWTQMUALS0tGjVJBFRjwslsrj0wbV4/t298NjMWDb3BJwxpkbvsoiohxXLLZot4bndbgBAPB7Xqkkioh71YUsc85duwMetCdR57Vg8ezKOGuTVuywi6gXFcoumlzEAgGg0qlWTREQ9Zu1Hbbhy+dsIJ3MYW+/F4tmTUO9z6F0WEfWSYrmFAYqIqIjnNu/BD1dsQk5ScMboatx90US4bJoNn0Skgz4ToJxOJwAgkUho1SQR0SF74NWP8KtV2wAAc046DDdPHwuzSbPTR4lIJ8Vyi+YzULyYJhGVg2xexs+f3Yq/rtsNAPjJ9DG4/JQRvAwL0QBRLLdoFqA8Hk+nhRAR9RXxTB5XPrwBb+xsg81sxJ3fGo/zxg/Suywi0lCx3KJZgHI4CidbJpNJrZokIuqy3cEkLl+2Adv3xVDltmHx7Ek4dohf77KISGPFcotmAcpoNMJut/McKCLqs9Z9HMT3HnkbrfEsRlS5sGTOFAyrdOpdFhHpoFhu0fRjJE6nE6lUSssmiYhK8sSG3bhp5bvIywpOOaIK91w8EV67Re+yiEhHneUWTQOU2+3mhTSJqE9RFAX3/vtD3Pl/7wMA5p18OG46eww/aUdEneYWTQOUy+VigCKiPiMnybjl6a14bP1uGAzAz885CrNPOlzvsoioj+gst2gaoCwWC3K5nJZNEhEdVCSVw1XL38abHxY+afeHCyfg7GPq9S6LiPqQznKLpgHKarUim81q2SQR0QEaQ0nMXbIeO5riqHLbsGjWJEwY6te7LCLqYzrLLZyBIqIBZUtjGHOXbEBrPINRNW4smTMZQyr4STsiOlCfmYEymUyQJEnLJomIVKu3N2PBoxuRzEo4aVQl7r34ePgc/KQdER1cZ7lF0wBlNBqhKIqWTRIRAQAefusT/PzZ9yArwPnHDcavLzgWVjM/aUdEX6yz3KJpgJJlGWYz72BORNqRZQW//b/3cd8rHwIArvnyKFx35pG8px0RFdVZbtE0zUiSBJvNpmWTRDSAZfISfvTEFjy7eQ/MRgNuP/8YfHvSUL3LIqIy0Vlu0TRA5fN5zkARkSYSmTyu2H9DYJfVhD9fcjxOPbJa77KIqIx0lls0TTOZTIYzUETU68LJLGY/tB6bdodR5bZh6dzJOHqQT++yiKjMdJZbNA1Q6XQadrtdyyaJaIBpiWVw6YNrsX1fDIP9Djw8bwpGVLv1LouIylBnuUXTAJVMJuF08norRNQ79kXSuOiBNfioNYGR1S48Mn8q6nw8aCOi7ukstzBAEVG/sDuYxCUPrsWutiTG1nuxfN4UVLp5ygARdV+PBChJkvDXv/4Vra2tmDNnDny+rp9PkM1mYbVau/x9RERfZF8kjXtW78Rj6z9FTlJw9CAvHpl/AvxOjjVEdGg6yy0lBajPPvsM06ZNw3vvvQcAWLJkCR5//HGMHj26S4XwJPLepygKcpICSVYgKUqHC4AZDAYYDYDRYIDVZITRyOvgaEWWFeRlBbIiHlBfG4PBAAMAi8kIi8nA6xOVKJzM4k8v78TDa3Yhm5dhMADnjh+EhecexfBERD3ikE8i/9nPfgaDwYCLLroI1113He69915ccMEFeOWVV1BZWak+b9u2bdi+fTuMRiNsNhv8fj+cTicOP/xwOBwO5HK5Xl3Cy+ZlpHISbGYjbGZj2eyI8pKMRFZCPJNHKJFFUzSNtkQW4WQW8YyEVDaPaCqPSCqHSCqHZDaPTF5GTpKRkxTkJRnpvKx+vdSLvRsNgNlkhNlogNlogMVkhNtuht9hgd1igsdugcduhsNqgt9hgdNqgs1sgs1ihNNqhtduhtNqhs9hgd9Z+H+n1Qy7pXz6XsjkJSQyElI5CamshEQmj2Aii9Z4BqmchOT+r8UzhT7O5GSk8xIyOQmxdB6pnIR0rvD92XzhdcnkJGQlGXlZKfk1MRkL4dZmMcJhMcFqLrw+TqsZHnvh4bYV+trnsMBlMyPgsqDSZUPAbUW12wa/0wKPvW/fnkSWFYSSWQQTWcQyeTRHM2iNZ5DM5pHOyUhk80hnC/0p+rfQ/xKS2TySWQmt8Yzar9OPqcMPvnokjqz16PuLEVG/kc/nO80tRQNUS0sLHnvsMTz33HP48pe/DABYtGgRxo0bh0cffRTf//731eeuWLECCxcuPOBnnHfeeVi2bBkAwOVydef3KMmrO1owf9kGAIDBAAScVrhsZrj3P2wWI9y2wg7fbTPDZTOjwmmB32mFw2qCzWyE1WyE1WSE3WKCw2oq7MzMRphNRpgMBhiMgKJ8PqOQk2TkJQWZfCEAqTvSbCHMxdM5JPfvlKOpXCEopfNoiWcQ3B+WktmevT+g2WiAaf/DAKhhRp39kIGsJENWCqGz/X2m2xJZ7DrE9q1mI/wOC9x2M7x2CypdVlS4rHBYTHDZzPA6zPDYLfDazfuDmrnQ9yYTHFYjzEZjIUiYjTAaCr+H0bB/psbwef9LioK8VHgNMnkJ6VwhVMYzeYSSObTFM4im8uoON5jIIpzKIpWVkMnLSO5/TWLpPLKSfIi/dXFmowFG4+ezgEaDQZ2FkhUUtiVZQUouBIcwun/jbZfVBL/TihqvDR67BS6rCRUuKzw2Mypc1g6vj8tmhtVkhMVsgNlYmAWzmU2wmMQ29Pl2D6WwHWUlGemcpIadVLawjaf3vw6pbL5D8Awlc4WDg1gaLbEMWmIZyD1wV6cphwfw83OP4iUKiKjHJRIJAF+cW4oGqOeffx6HHXYYzjjjDPVrRqMRTqcTtbW1HZ77RTfcq6ysRDAYBABUVFSUVnk3KAA8djMyORlZSUZbIou2RLbo9+nNYADc1kKg8zstqPbYUO2xoWJ/AHRaTfDaLfA5LPtnHUxq0LOYjDCbDLBbTOoMkamEpTlFKSzz5cVDKvRZLF2Y6UpnJUTThRmXVLawAxSzK2K2JpbOIZmVEErm9ofDQlDJ5mU0xzJojmU06L2eYTEZ4LKZYTcX+tFpM6HCaUW1x6bOrDmtpv1B3KTOcjosJrj3z8TZzEY4rZ+/Nlbz/tdHhNkSZuXykoxMfn84ycv7Z7MKYS+WLoS9eDqPRDZf+Hsmj7Z4Fm2JQiBvixdmdRJZCYlsCp+FUxr0Xvd47WZUeWzw2MzqNi9mMJ1WMxz7t2mP3QKHtfA19/73g8tW6G8u1RFRbymWW4oGqN27d2PYsGEdBv+nnnoKjY2N+NrXvtbhuWPHjsWMGTMgSRIymQxCoRDi8Thqa2vVQqqqqrr9yxRz5lG1eHfhNACFHVEwmUUyU1gCSGTzSOcKO/5IKod4Jod4Oo9gMrt/lkJCJi+pO6xUrrATKwQGGXlZhrR/KcYAwNhu2ctsMsBmNhZ2wBaTOvCLnavDaoLTUph5KeyELahyW1HptqLGa4fHZtZ8yctgMMBsMsBs6vj1mh5YAUlmCyEsns4jms6hJZZFNFUIYPFM4WvRVB6xdA7p/Us0WenzZbH8/nO4spKszjTJ+/tewef9L5YgxZKXCC0uqxkV+5e1xDKX02qC32lBhdMKp9UEu6Xw8DoKszB9ZcnXbCrMdrps3f+ArKIoiKbzCCezaI5lEM/kC7NA+5fLgvHs/vdA4XVKZCXkJVmdTc3uD3F5af82D6jbPcQ5dGYj7BajGjgd+7d3sf079vexy2qCs91Mb63XjkpX4U/eyJeI+rJiuaXoKG0wGBAKhaAoCgwGAzZs2ID58+fjgQcegN/v7/DchoYGNDQ0HPTnrF69GgDg9Xq7Un+3mU1G1HjsAE+J0FxhtsYMcFVFFwaDQZ2tHF7Ze0vmRET9WTQaBfDFuaVogJo5cyZ++ctfYvr06fB4PFizZg0eeeQRnHXWWV0qJBKJAEC3Ln9AREREpKViuaXoHPqYMWPw1ltvwWw2w+Px4NVXX+1yeAKAUCgEoHfPgSIiIiLqCcVyS0knWhx33HF47rnnDqmQeDwOAHC7eU8qIiIi6tuK5RbNzuJMpQqfBnI4HFo1SURERNQtxXKLZgEqEonAZDLxXnhERETU5xXLLZoFqFgsBo/H0yc+Kk5ERETUmWK5RdMZqP++7AERERFRXxQMBjvNLd2/Wl8XLV269AuvVF4OFEVBJBJBW1sbIpEIEokEIpEIQqEQ2traEIvFkMlkkM1mkc1mkcvlkEwmkUgkkEqlkM1mkc/nD+gDg8EAk8kEs9kMq9UKi8UCs9kMi8UCi8UCp9OJQCAAr9cLj8cDn88Hl8sFv98Pn88Hu90Ou90Ol8sFn88Hi6Vv3wOtu/L5PMLhMOLxOBKJBKLRqNq3qVQK6XQa8XgcsVgMyWRSfWSzWWQyGaTTaeRyOeTzefUhyzJkWe5wU18Aar+371ubzQaLxQK32w2fzwefzwev1wuv16v+vaamBj6fr2xnWWOxGILBIBKJhPpIJpOIxWKIxWJq/4q/iz5Np9PIZDLI5XLIZrMdtnGDwaBu21arFQ6HAx6PR3207z+/3w+/36/+vaKiol9sz5lMBnv27EEoFEIwGERTU5O6/abTaXVbzWQy6jYttlXxZ/s+NRqNsFgssFqtat/abDaYzWY4HA643W64XC51+xV9Kfq7srISdXV1/frG7oqiIJvNqttwS0sL9u7di5aWFrS2tqKlpQWRSATRaBTxeFwdn/P5vDoetO9n8afb7VbHYrG9Op1OuN1uBAIB9Wu1tbUwGsv7QrGyLKO1tRXNzc2IRCJIJpNIpVKIx+NIJpOIRCIIBoPqmCzGW7H/kyRJfQhGoxFmsxkmkwkWiwV2ux02m00dX8X2275v7XY7vF4vamtrUVVVBa/XC7vdrsk4G41GO9zv978ZFKXU25wemmuvvRZbt26Fw+GA3+9HIBBQA4HotIqKCnUwDQQCCAQCcLlcMJt7JufJsoxUKoVYLIZoNIpkMoloNKq+iZqamtDU1IR9+/ahra1N/b9QKIS9e/cinU53+vMNBoO6oxA7C5fLBYfDAZvNBpPJBJPJtP+eboX7oMmyDEmSkM/n1Q1PDJwihIXDYchyafdqEwNmZWWlOpAGAgF1w/P7/aipqUFlZSVcLpe6AxM7LofD0eMbZjabRUtLC4LBoLrzbWtrQ1tbm7ojjsfjCIVCiEajiEQiiMVi6k48Ho+jtbW15D4ACif9ORwOdedit9vVcCoeRqNRfQiyLCOXy3UIZslkUg0L2WzntwayWq2oqalBdXU1ampqUF9fj9raWtTW1sLpdMLv96OqqgoVFRWoqqqC3++H2+3uscFWURRkMhk1vIuBTYT/vXv3Yt++feqf+/btQzAYVF+LUthsNrjdbjgcDpjNZnUQFDsZsY0Dhf4U23Y2m0U6nVbff+IEzc6InZPH41H7tLKyEoFAAE6nE9XV1aiqqlK3dZ/Ph4qKCnUA7ol+FTvjZDKJeDyOaDSKlpYW9U4L0WhU/Z3EQZXYWTc3N6OlpaXTny/OsbDZbOp40f5ASuxwjEajGvrFtij6NpPJIJ/PI5VKIZFIIJMpfhsl8Tq2D1iBQAC1tbXqGFxZWdlhzBb9LMJYTwdcRVE6HBC1tLSo22YqlUIwGEQoFFJDZyQSUQ9o29raEAwGkUqlEIlEOu0Di8UCv98Pj8cDt9uthlExLgCFW5OJfhZ/itdb3CPti5jNZgQCAfh8PlRVVaG6uhpDhgxBdXU1nE6n+vB6verYLF5/j8cDh8MBu93eI9uvJEnqwY+oPxQKqfu75uZmtLa2IhKJIBwOIxQKqdtwsfHOZDLB5XKpj/aBU+zvxLarKIq6rxN9Kw5uxQGYeN2LMRqN8Hg8qKqqUvd11dXVqKurg9vtVg98xdghxgTR52JbPtR9naYBasOGDUin0wgGgwiHw4jFYiXNSlksFthsNlitVnXDE4P2fw8u/73Rix2w2AkWYzKZUFNTg5qaGjXg+f1+1NXVob6+HlVVVeoskM/nQyAQQEVFBbxeL8zm3rkliyzL6kxAOBxGIpFAOBxGJBJBOp1GOp1WZ8TELEL7IwMxsESj0aIDq3hDiAAodpJiRsxoNHZ4UwBQjzLEYC5qEgNOKW8IES7E7I7H44HT6VQHFPGaiDeqx+NRdzbiId4sPTXwHEwul0M0GkU4HFZ3nGIQF4ORGJBESGlubkYu98U3BjYYDGp4bT8AiW1cBBKjsXC7GbETzWazSKVS6o5dzF4Ue0sbjUbU1NRg0KBBqKurQ1VVFQKBAAYNGoTKykq1310ulzrgiB2N2+3usZ2mJEkdAnM4HFb7VQzkYpyIxWJqv7a0tCAcDiOZTHb680W/th/YxTjSPpiIWsQ2nMlkkMlkkEql1FnPUoZJs9msjhe1tbVq3w4ePBiDBw9Wg3NtbS18Pp86jlkslh4fN/L5vPo+bN+v0WgUra2t6iyYOHARYVD0bzQa7XSbFRwOh/p7iB1X+7FCbLMA1NleEQDFQ9QpwnUp7Yp9gTgodLlcqKioUAOfGEfEdiy27+rqalRXV8Pr9R5Sn8uyrAYRcbAiVifa2trQ2Nio7ufa2trQ3NyMxsZG9bpCpbJYLOpY1/4gpX1Iad+/kiSpYV/M1EcikU63X7vdjpqamg4zvxUVFairq8OQIUNQW1urhg8xKSD6vjdm3GVZ7rCvy2QyCIfDaGpqQjAYVAOzGBPEtivG2lLfr+J3F7O1YswVB94iTB933HH44x//eNDv1yxAHYyiKB2mBUOhkDqt2trailAopB5Bi+UxceQhUqtIs+JWM2JqUGxgYtBv/8KL5QMxA+P1etUEW1lZWbZLMKVIJpPqRidClzjyEIFATGmLI8H2g514k4o+B6CGKrGcIJYOxJR3IBBQZwrEjriiogLV1dXqxlvu092dEYNtIpFQl3HEDFz7/hdLNyL8i21c9LV4iDBls9k6hEexfYttXfxbbOeVlZVqEO0P/S2WGMQMRftl9XA4rO7AEolEh511+5leMavZfhsWSwoi1ItgIMYO0ZfiKFYEzN6YvdWLoihqQEilUh3CrDgoFWN1+zG8/Xghgr4gZt7F0ph4iPFCLNWIUxPcbrc6eyPGcDET1lOrEloQ71ng81UQsR8TAUsc3IoDZbHPE/0qgoSYyW2/TCaI/Z8Il2LbFCs77fd5FRUVqKmpQW1tbVl+uEuWZWzduhU1NTWoqKjosBytKEqHyROx4iGWIcV2LWbB268wiBUHMburKArGjx+PP/zhDwetQ9cA1RvE8lc2m+VtYw6RJEloaWlRBzqt7mPYnyWTSfzmN79BZWUlamtrceGFF+pdUlmLx+P40Y9+pIbyn/zkJ3qXVPYikQimT5+uLpnef//9epdU1kKhEEaNGoWhQ4di0KBBWLVqld4llb1QKIRAIAAAcLlcJZ9+0NPKJ8aXYMuWLRg/fjyAwi1otm3bpnNF5e29995jf/awnTt34rbbbgNQ6FMGqEPz0Ucf4b777gNQ6E8GqEO3a9cuvPnmmwAKfUqHZvfu3eppFaWcm0bF7d69W/370KFDdauj/Ofx22l/TgRvGXPo2J89j33as9ifPY992rPYnz2vr/RpvwpQ4XBY/TtvWnzo2J89j33as9ifPY992rPYnz2vr/RpvwpQ7adH+/M1TrTC/ux57NOexf7seezTnsX+7Hl9pU/7VYBq/4kP8fFk6j72Z89jn/Ys9mfPY5/2LPZnz+srfdqvTiIfM2YMbr31VkiSxJMfewD7s+exT3sW+7PnsU97Fvuz5/WVPu13lzEgIiIi6m39agmPiIiISAsMUERERERd1K8D1IcffogFCxZgzZo1epdCdFDbtm3D3//+95LuCUkHF4/H8eyzzxa9wSuV7uOPP8bTTz9d0v1DifQQiURw++234y9/+YtuNfTbALVmzRqMHz8eS5YsQVVVld7llLV58+ahsbERQOE+Q5dffjl27dqlc1Xl75FHHsGUKVNw7rnn4sEHH9S7nLL08MMP47DDDsOMGTNwxBFHYNOmTXqXVPaef/55nHDCCfjmN7+JX//613qXU9Zuu+02vPHGG+q/77jjDrz88ss6VtQ/hEIhnHzyybj55pt77Obm3dFvA9RNN90EoHDrjFGjRulcTfmKx+NYvnw5tmzZAgB45ZVXsGjRIrS2tupcWXm7/fbbcdlll+Gyyy7D0KFDsXHjRr1LKjvvvfceZs2ahaFDh+KCCy7AVVddhRNPPBHbt2/Xu7SytXjxYpx77rk488wzMWHCBG6Xh+jJJ5/E6tWrAQBtbW342c9+ho8++kjnqsrf/fffj61bt2LFihWYO3eubnX0q8sYCNu2bcNrr72GSy+9FPX19XqXU9bcbneHmzKPGDEClZWV2LJlC44//ngdKytvTz75JO6++25cddVV+OSTT8rq7vJ9xX333YezzjoLq1atUu94HwwGMW/evA5H/VS6lStX4uabb8YvfvELXH755Whra9O7pLI2aNAg9e8ulwtHHXUUNm/erGNF5S+bzWLp0qWoq6vDzJkzda2lX47aN954IyRJwnXXXad3KWUlFovB4XB02Jm3tbUhFoup/x42bBimTp3KJbwS5XI5ZDKZA+7XJI7sN27ciLfeegu33367HuWVrXQ6jSeeeAIPPfQQAMBgMAAoXB9m3bp1epZW1v7+978DAHbs2IFVq1Zh2bJlOldUvhRFwSeffIKTTz4ZAGC32zFjxgwuMx+iRYsWYdu2bfjNb36jvu/1UrZLeI899hj8fj/OOeccnHfeeTjvvPPw1ltvASjs9I866ihUV1dj37594KWuimtubsYRRxyBkSNHYuLEiZg4cSLmz5+PnTt3Ip1O48gjj+zw/FAopFOl5WXmzJkYMmSI2qcnnXQSWlpa1P+/9tprMXfuXIwfP17HKstPS0sLmpqaMHHiRPVrsixj0aJFuh+V9ge33HILTjvtNHzlK1/Ru5Sylcvl8P7772P06NEdvh4KhbhPOgRiVnTatGnYt29fh9u6aK1sZ6BGjBiBa665Rv230+nEiBEj0NTUhDfffBPA59OnX/rSl/C73/0OJ554oi61loNAIIDf/va3HT51c9JJJyGVSgEo9G8oFMLq1auxadMmPP/883C73fjVr36lV8ll4ZprrsHXv/519d/Dhg1DZWUlAGD58uX4z3/+g/vuu0+v8spePp8HUDjav+GGG5DJZDqMC9R1//d//4cXXnhBnY2i7jEYDDAYDHC5XMjlcnjxxRfx0ksv4c0338Q555yD559/Xu8Sy46iKHjqqacAABMmTAAADB48GAsXLsT8+fN1Kahf+elPf6oAUK677jplzZo1yvXXX684nU7F6/XqXVpZkmVZqa+vVwB0ePh8PuWNN97Qu7yylUgklDFjxii33HKL3qWUpWw2q4waNUo588wzlfvuu0+ZPn268tWvflX57LPP9C6trOVyOeWUU05R5s2bp3cp/cL06dMPGDsBKA8//LDepZWl119/XQGgHHfcccrOnTuVO++8Uxk+fLgCQJf9Udku4X2RIUOGAACqqqpwwgkn4M4778QxxxzDSxl0k8FgUE92vuuuu7Bu3TpMnjwZl112GWf0DsEtt9yC7du3489//jMmTZqESZMm4YUXXtC7rLJhsVjw7LPPwmw248Ybb8TkyZPxwgsvdDhpl7ruj3/8I1577TU8+eST6na5fPlyvcsqW7feeisuv/xy3HbbbXjrrbdwySWX4OSTT8Yll1yid2llqa6uDkajEW63GyNHjsQNN9yAOXPmACisomitbJfwvsisWbPwwx/+EMuXL0c6ncYzzzyD999/H88995zepZWt888/H+eff77675qaGrz77rs6VlT+pk6diunTp+OUU06B0+nESy+9BKfTqXdZZWXs2LFYtWoVUqkUHA6H3uX0CxMmTMD06dMxZcoUVFdX46WXXoLH49G7rLIlQqiwatUq7osOwciRI3H22Wdj9erVuOWWW/D222/jxRdfxE033aTLTYX75c2EV69ejTlz5mD37t2YM2cO5s+fj6lTp+pdVr+xcuVKDBkyBFOmTNG7FCKisrF+/Xrs2rWLH3Q4BPv27cN3vvMdvPLKKzj11FNx1VVX4cILL9TlE3n9MkABhU/kyLLM6+sQERH1M7lcDmazWddLGfTbAEVERETUW/rdSeREREREvY0BioiIiKiLGKCIiIiIuogBioiIiKiLGKCIiIiIuuj/A77XBo/w9BizAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def relu(w0_max, w1_max):\n", " return np.maximum(0, w1_max*x_true + w0_max)\n", "\n", "relu0= relu(0,1)\n", "\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.plot(x_true, relu0)\n", " plt.savefig(path+'/images/4_data.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "They are named activation functions because they *activate* the output for a certain input. Neural networks are a linear combination of these activation functions, the output of which can, surprisingly, model *any* continuous function (cf. [the universal function approximator theorem](https://en.wikipedia.org/wiki/Universal_approximation_theorem#:~:text=In%20the%20mathematical%20theory%20of,given%20function%20space%20of%20interest.&text=Most%20universal%20approximation%20theorems%20can%20be%20parsed%20into%20two%20classes.)). Inspired by [this great blog post](https://towardsdatascience.com/can-neural-networks-really-learn-any-function-65e106617fc6) from Brendan Fortuner, I tried to model our dataset using four ReLUs:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.7/site-packages/matplotlib/backends/backend_agg.py:238: RuntimeWarning: Glyph 8722 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def relu(w0_max, w1_max):\n", " return np.maximum(0, w1_max*x_true + w0_max)\n", " \n", "relu1 = relu(-1.4,-1)\n", "relu2 = relu(0.5,0.3)\n", "relu3 = relu(0,0.6)\n", "relu4 = relu(-1.5,1)\n", "\n", "zipped_relus = [-relu1,relu2,-relu3,relu4]\n", "activations = -relu1+relu2-relu3+relu4\n", "\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(20,7.5))\n", " ax1 = fig.add_subplot(121)\n", " ax2 = fig.add_subplot(122)\n", " \n", " ax1.set_xlim([-6,6])\n", " ax1.set_ylim([-4,4])\n", " ax2.set_xlim([-6,6])\n", " ax2.set_ylim([-4,4])\n", " \n", " for i, z in enumerate(zipped_relus):\n", " ax1.plot(x_true, z, label='relu{}'.format(i+1))\n", " ax1.legend(loc='upper left')\n", " ax2.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.savefig(path+'/images/5_data.png', dpi=300)\n", " ax2.plot(x_true, activations)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Not a bad estimation! On the left you can see when each of the four ReLUs activate, and how they affect the function once activated. On the right, you can see the sum of those four activations.\n", "\n", "In effect, we have created a neural network with four nodes by hand (see the top graph in the image below). You can imagine that with more ReLUs we could produce a smoother fit to the data, 2 sets of 10 ReLUs would look something like the bottom graph in the image below:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "\n", "\n", "*Figure: **Top:** A neural network with 4 nodes and 1 hidden layer–a graph of the model created by hand above. **Bottom:** A neural network with 10 nodes and 2 hidden layers–a more typical model arrangement.*" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Now we'll pass our dataset through a neural network of 30 nodes (node number picked abitrarily), optimise and make predictions of the output. Here's what we get:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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m5uInP/kJAGDZsmVYtmwZBg4ciBUrVkCv1x/2+CNd58fv92PAgAHS/4mIiIiymRiyMs0t7Z6TJbrlllsQCATgdrtxxRVX4IknnoDL5WrzmLKyMsyZMwepVAqxWAwejwdmsxlmsxkAjnjakYiIiCibyM0tHQ5Z27ZtQyKRwPr16zFv3jz4/X58+OGHbR6zcOFCLFy48LDnfv/99wCAUCjU0TKIiIiIulROTg6AzHNLu5dwqKysxK9//Ws0NjbCbDbDarVCpVJh8uTJGb+G3GKJiIiIlCI3t7R7JKu5uRkVFRW4//77AbQsNX/PPfccNsH9WMRiebqQiIiIsp3c3NLukHXeeeehqqoK33zzDbZu3YoLL7wQhYWFsl7D4XAAaAlsRERERNlMbm7p8JysU045Baecckq7nmu1WmGxWHDo0KGOlkFERETUpeTmFkUvqwMATqcTbrdb6TKIiIiIjktOblE8ZDkcDjQ1NSldBhEREdFxycktioesoqIi1NXVKV0GERER0XHJyS1ZEbI4J4uIiIh6Ajm5RfGQVVxcjIaGBqTTaaVLISIiIjomOblF8ZBVVFSEdDqNhoYGpUshIiIiOiY5uUXxkFVcXAwADFlERESU9eTkFsVDltPpBMAFSYmIiCj7ycktioes3NxcAIDf71e4EiIiIqJjk5NbOrzie0eZzWYAvEg0ERERZa9oIoX9nrCs3KJ4yOJFoomIiCgb1foi+LiqAR9sqcO3u924YFQxbp/acrowk9ySNSGLI1lERESkpEQqja9qmvFJVT2+2NGE3U3/ySYqFZBv0cvKLYqHLJ4uJCIiIqX4Igl8sb0R72+pw+fbGhGMJaXvWQ1anDzYgfPKi3BOmQuOHD2i0SiAHhKyDAYDVCoVIpGI0qUQERFRH3DAE8b7m+vw/uY6rNvvRSotSN87yWXBzJFFOGNYAcaU2qHVtP2MoJzconjIUqlUMJlMnJNFREREXWZfcxgfbKnDWxsPYeMBn3S/Vq3CyYMdOHeEC+eNLEJ/h/mYryMntygesoCWeVk8XUhERESdaXdTCO9uqsU7G2uxtfY/Sy6Y9RqcNawQs0YV4YyTCmA16mS9bqa5JStClsViQTAYVLoMIiIi6uEaAzGs3HAIr687gM0H/xOsLAYtzhpeiPPLi3DW8EIYdZp2/4xMc0tWhCyz2cw5WURERNQu8WQaH1fV49U1B/D59kZpjpXVoMU5I1w4f1QxTj8pHwZt+4NVa5nmlqwIWSaTiSGLiIiIZNnbHMLL3+3HijX70RSMA2iZY3X28ELMG1+Ks8s6NmJ1NJnmlqwIWXq9HrFYTOkyiIiIKMul0gI+rW7AC9/sxRfbG6X7T3JZcNnE/pg7rgROi6FLa8g0t2RFyFKr1Uin00qXQURERFnKHYrjle/34cWv96LW17JWlVGnxvmjivGDyQMwfkAeVCpVt9SSaW7JmpAlCMLxH0hERER9yqYDPjz/1R68vfEQYsmWYDPIacbCkwfg8kn9YTfru72mTHNLVoQsQRCgVquP/0AiIiLq9QRBwOfbG/HEpzvx/R6PdP+Zwwpw9amDcdoJ+VCru2fU6mj1ZZJbOi1kJRIJaLXadg3VpdNpaLVZkfeIiIhIIb5wAq+u2Y+Xvt2HXf++bqDVqMXlE/tj0ZSBGOjMUbjCFpnmlg4nm0QigSVLluDuu+/GggUL8PLLL8t+DUEQuu08KhEREWWXHfUBvPD1Xvxz7QGE4ykAQHGuEVdNGYRFUwbCYsiugZhMc0uHqo5Go7j44ovx4YcfYtSoUXjllVewbNky6PVtz49WVVWhuroaarUaBoMBdrsdZrMZ/fv3R15eHlKpFDSazv+IJREREWWvrYf8ePzj7fhgS71037QT8nHlKQNxTlnhYdcNzBaZ5pYOhaynnnoKlZWVWLduHfx+P04//fQjPq6iogKLFy8+7H6bzQafz4dYLAaDoWs/bklERETKEwQBX+5owjOrdktLMBh1aswbX4ofThmEYUVWhSs8vkxzS4dC1rXXXovp06dj9OjR+MUvfoGpU6dCpzv8+j+pVOqIzzcajQBaRsTE/xMREVHvE0um8Ob6Q3hu9R5U/fs6giadBgtO7o8bzxiKQlvPyQGZ5pYOhSybzYYxY8Zg9erVePTRR7F169YjnqMsKyvDnDlzkEqlEIvF4PF4EAwGpfCVSCSOGM6IiIioZ/NFEvjH9/vwt1W7Ue9vWcAz32LA1acOwhUnD0BeTvcvwdBRmeaWDs8kS6VSePzxx3HOOefgxBNPPOJjFi5ciIULFx71NeLx+GHzuIiIiKjn2nzQhxe+3oO3NtQikmgZVBnmsuLHpw/BhaOLu+RyN90l09zS4ZD19ttv45133sH+/fvb/RocySIiIur50mkBH1XV4+kvdqFy73/Wtzr1BCeunTYYZw0r7BWrCXTLSFZTUxNuuukmJBIJPPbYY1Cr1Rg2bNgxR62OJBKJwGQydaQUIiIiUkggmsCrlQfwwtd7sKc5DKBlfavLJvbHDyYPwJACi8IVdq5Mc0uHQlYoFEJzczMKCwuxdu1abNy4EXl5ebJCVjqdht/vh91u70gpRERE1M2q6/z4+zf78Pq6gwjGkgCAErsJ104bjMsn9UdOlq1v1Rnk5JYO/fYDBw5EJBIBAKhUqnZdfzAYDEIQBOTm5nakFCIiIuoGgWgCb2+sxT++34/1+73S/ScPduCaUwdn9fpWnUFObulwxGx9brU951m9Xi8AMGQRERFlqXRawDe7mrFi7QG8t6lOmshuNWgxZ1w//GDyQJQV2xSusnvIyS2Kj+M1NTUBAJxOp8KVEBERUWvb6wN4Y91BvLn+EA56I9L9kwc7cNnE/jh/VDFM+p77KcH2kJNbFA9ZHk/Lpw8YsoiIiJRX0xjEWxsO4d1NtdheH5TuL80zYd64EswbX4pB+dlxoWYlyMktiocsMRE6HA6FKyEiIuqb9jSF8O7mWry7qRabD/ql+3NNOswqL8LF40pw8iAH1Oqev/xCR8nJLYqHLPHcZl5enrKFEBER9RGCIGDDAR/+tbUOH1c1oLouIH3PatDivPIiXDi6GFOH5kOv7b2T2NtDTm5RPGSFwy3raeTk9N2hRyIioq4WT6bx9a5mfFrdgH9trW8zx8pq0GLGCBdmlhfh9JMKevRq7F1NTm5RPGTV19dDp9PBZusbn0ogIiLqLtFECp9vb8T7m+vwUVU9AtGk9L0imxHnjXTh7DIXJg9xwKBlsMqEnNySFSGrsLAQajWHI4mIiDqqzhfFZ9sasGpnEz7b1igtEgq0XDtwxggXzhpeiHH97Zxj1Q5ycoviIau2thZFRUVKl0FERNQjCYKAzQf9+KiqHp9vb2yzQCgAlJfYcP6oYswcWdTrLm+jBDm5RfGQ1dDQgJKSEqXLICIi6jHiyTQq97jxUVUDPthS12Z+lUGrxuknFWDaCfk4a1ghBjjNClba+8jJLYqHrMbGRowZM0bpMoiIiLJaMJbEv7bW4Z2NdfiqpgnheEr6XqHVgBkjXDjjpAJMOzEfZr3iu/deS05uUfSvIAgCGhoaUFhYqGQZREREWaneH8WHW+rwcXUDvtrZjHgqLX1vmMuKM4cX4NwRLozrn8f5Vd1Abm5RNGT5fD7E43GGLCIion9rDsbw7uY6vLnuICr3eqT7VSrg5EEOXDimGOeOKEJRrlHBKvsmublF0ZDV0NAAAHC5XEqWQUREpChfOIEPttThrY2H8FVNM1JpAUDL/KrTTizAuSNdOGtYIQqsBoUr7dvk5hZFQ5bf37J0fyZXsiYiIupNYskUPq1uxJvrD+LjqgbpVKBWrcJZwwowe2w/zBhRBIuB86uyhdzcovjpQoAhi4iI+gZxuYWKyv1YueEQfJEEgJZTgaee4MRFo/thZnkR7Ga9wpXSkcjNLVkxkmW1WpUsg4iIqEt5w3G8vu4g/vH9/jbXCSwrtmHuuH6YPaaEc6x6ALm5JStCFi+pQ0REvY0gCPh+jwcvf7cP72yqRTzZcjowz6zDxeNKcOmE/hjRj/u/nkRubsmK04V2u13JMoiIiDpNKJbEm+sP4fmvdmN7fRBAy+nA007Mx4JJA3DOiEJeJ7CHkptbsiJkcSSLiIh6unp/FMu+2oPl3+yF/98XYi6wGnDZxFJcPnEAV17vBeTmFkVDVjAYhF6vh06nU7IMIiKidhFPCS77ag/e31InLb0wYWAeFp0yEOePKoZee/wLCVPPIDe3KBqyEokEAxYREfU40UQK/1x7AC98tRfb6lsmsmvUKswqL8J1pw3BhIF5CldIXUFublE0ZMViMRiN/DQFERH1DJF4Ci9+swdPf7EbTcEYACDfYsCCSf1x5SkD+QnBXk5ubumUkOV2u/HJJ5/gggsugMlkyvh5oVAIZjPPURMRUXZrDsaw/Jt9eOHrPWgOxQEA5SU2/Pi0IZhVzlOCfYXc3NIpIevPf/4z7r33XkybNg2ffPJJxkNp0WiUI1lERJS1dtQH8NxXe/Da2gOIJlqWYBhTmoufzzgJZ55UAJWKF2XuS+Tmlk4JWRdccAF++ctfYtWqVfj73/+OH/3oR22+X1VVherqaqjVahgMBtjtdkyaNAnRaFTWyBcREVF3WLfPgz9/XoMPttRL900fXojrpg3GlKFOhqs+Sm5u6ZSQNWbMGEyYMAGVlZXYsWPHYd+vqKjA4sWL29wXjUYRDocZsoiIKCsIgoDVO5vxly9q8OWOJgAtF2ieP6EUV586CCcU8uokfZ3c3NJpE98vvfRSVFZWYvfu3Yd9L5VKHXafwWDgpwuJiEhx0UQKb6w7iGVf70VVbcuK3haDFj84ZQCuPXUwCm2c1kItFPt04ahRowAAmzdvPux7ZWVlmDNnDlKpFGKxGDwej/Q9tZqTBYmIqPs1+KN4/qs9eOm7ffCGWy7UnG8x4IdTBmLRlIG8SDMdkZzc0i1LOCxcuBALFy487H5BELrjxxMREUk27Pdi2dd78NaGQ0ikWvZDo0tz8aOpg3DB6GJe8oaOSm5uUXSdLCIiou4QjCXx9oZDePm7fdhwoOXSKCoVMHNkEX58+mCMH5DHyezU6RQNWSqV6ojztYiIiDoqnRbwza5mrFh7AO9tqkMk0bK/yTXpcPmk/lh0ykD0d3CtRsqc3NzSaSGrtLQUc+fOxbRp0zJ+jlqtRjqd7qwSiIioF6mpqcGSJUuwfPlyBINBWCwWXHnllbjjjjswdOjQIz5HEARsrfVj5YZDeGv9IRzyRaXvnTzIgcsn9ccFo4th1PGUIMknN7eoBAUnRs2YMQPBYBBff/21UiUQEVEWeu+99zB//nwkEgkkEgnpfp1OB51OhxUrVmDWrFnS/bsag3hrQy1WbjiImsaQdH9pngnzxpVg3vhSDMrP6dbfgXofublF0dOFWq0WyWRSyRKIiCjL1NTUYP78+QiHw4d9Twxd8+fPx5uffIVNfhM+2FKH6rqA9Bhnjh4zy4swZ2wJJg7Mg1rNuVbUOeTmFoYsIiLKKkuWLGkzenUkkWgcc2+8F85zbwQAWI1azBjhwuwx/TDthHxoNVweiDofQxYREfVoy5cvP27IEtJJhLd+ipvueQAzRxXh1KH5vEgzdbkeFbJ0Ot1x30hERNS3BIPBzB6YiOKh+aO7thiiVuTmFkVDltFoRDQaPf4DiajPiiZS0KhV0PH0T6/W4I9idU0TvtrZDJXeBCF2+Hys/2axWLqhMqL/kJtbFA1ZBoMBsVhMyRKIKIsIgoA9zWGs2evB97vdWLffg50NQaQFwG7WIc+sh0GrRr7FgNI8E84cVogzhxXw4/g9UCotoKrWjw+31OHTbY3YdNAnfc884kyENnwAIX309Yh0Oh0WLVrUHaUSSeTmFkVDll6vRzweV7IEIlKYP5rAl9ub8Pn2Bny+vRH1/rYdmFrVcvOGE9L15YCWT5K98v1+mPUanFPmwoJJ/TF5iBMafpIsa3nDcXyxowkfbK7Dqp1N8EX+c9rFqFPjlCFOTBnixOCLf4u5Z392xE8XinQ6HW677bauL5qoFbm5RdGQZTabEYlElCyBiBSwvT6AT6sb8Om2BlTu8SCZ/s9yffkWPcYPyMOkQQ5MGJSHEcU26DRqeMNxeCMJROIpNAVj2Frrx/ub67DxgA8rNxzCyg2HUGg1YMHJA3DL9BN4ejFL1Puj+NfWery3uRbf7HIj1epvXWI34fST8nHuyCKcMtgJk/4/I5IrVqw47jpZR1uQlKiryM0tWRGy0um0rKtaE1HPVOeL4sH3qvDG+kPSfRq1CicPduCsYYU446QClBVbj3gNOafFAKfFIH195rBC3HTmCdjvDuPVNQfwxrqD2OcO448f70A8mcb/zhreLb8TtSUIAnY0BPGvrfV4f3Ndm9OAWrUKU4c6MX14Ic4dUYQBzqNf0mbWrFnYuHEjHn30Ubz44ovSiu+LFi3CbbfdxoBFipCbWxQPWQAQjUal/xNR7xOKJfH0F7vw1y93IRxPQa9VY/aYfjj9pAKccWIBcs26dr92f4cZt884CbedcyI+rmrA9S9W4i9f1GBmeRHG9rd33i9BxySuuP7mhoPY1WrFdZNOg1NPcOK8kUU4d0SRrL/10KFDsXTpUixdurQrSiaSTW5uUTRkWa1WAEAgEGDIIuqFEqk0Xvl+P/748Q40BlrmWp030oVfXjCi0y/Mq1KpcM4IF358+hD85fNd+PXKLXj9xqlc7bsLNQSiWLn+EN5cf6jNiFWeWYezy1w4d4QLp5/EDyZQ7yE3tygassSP3waDQbhcLiVLIaJOJAgC3t1Uh0c+qMae5pbJy2P623Hv+WU4ebCjS3/2LdNPxOtrD2LDfi/+UbkfC08e0KU/r69JpNL4uKoBr1bux2fbG6U5VlaDFjNGujBnbAlOHerkiuvUK8nNLYqvkwWAk9+JeglBEPDljib8/sNt2HigZWRjSH4O7jxvGGaVFx1xrlVnsxi0+NWFI3DLy+vw8PvVmFVeBLtZ3+U/t7fb7w7jpe/2YcWaA9KopFatwjllLswbX4Lpwws5YkW9ntzcomjIMplMABiyiHqDr2qa8Oi/tuP7PR4AQIHVgFvPPhELJvXv9lGNC0cX4+/f7sU3u9xY8uF2/Obi8m79+b2FIAio3OvB377cjQ+31kH8YODQghwsmDQAc8eXIL/VhxGIeju5uYUhi4g6pMEfxX1vbcU7m2oBtCwaev3pQ/CjqYNg1ivTxahUKtw3uxzn3leBx+9/Eo8u+hLhUMun06688krccccd/HTaMaTTAj7d1oAnP6vBmr0toVmnUeGiUcW48pSBmDgwr1tGJYmyTY8KWTk5OQCAUCh0nEcSUbZJpwX8/du9ePj9bQjEkjDpNLjpzKG4etpgWAyKdi0AgF3rVqH2uZ+2rLH075XDA4EAnnnmGSxbtgwrVqzArFmzFK4yuyRTaby/pQ5/+ngnttW3LPhqN+uw6JSBuPKUgXDZjApXSKQsublF0Z7QZrMBaOn4iKjnWL/fi8Urt2D9fi8A4OzhhbhvzkiU5mXHp4RrampaFrKMHX6NMXFxy/nz52Pjxo0c0QLQHIzhle/346Vv9+Ggt+UIvchmxHWnDcbCkwcgJwtCM1E2kJtbOJJFRBlrCETx4LvVeG3dQQCAy2bA4otGYmY3TWrP1JIlS9qsEn4kiUQCjz76aJ9eg6m6zo8Xvt6LFWsOIJ5MAwAGOc348elDcOmE/tBr+QlBotZ61EiW+FFIhiyi7JZIpfHi13vx6L+2IxBLQq9R45ppg3HzWUNhNbZ/IdGusnz58oxC1osvvtjnQlY6LeCrmmY8+dlOfFXTLN0/fXghrpoyEKefWMC1xYiOQm5uUTRk2e12qNVqNDQ0KFkGER3Dlzsa8es3t2BXU0unMn14IX590QgMdOYoXNnRBYPBTn1ctqqpqcGSJUuwfPly6bIzR5vYH4mn8M+1B/Ds6t3SiuwWgxZzx5XgqikDcaLLqsSvQNSjyM0tioYsrVaL/Px8hiyiLHTIG8H9b23F+1vqAACD83Nwz/llmDEi+xcOtlgsGc2ZEI9Ke6L33nvvsAsoH2li/97mEF78ei9eXXMAvkjL44psRlx5ygAsmjIIuabsG4kkylZyc4visxkz7QyJqHMdbRTktttux5f1Gvz+w20Ix1Mw6zW4ZfqJuO60wdD1kFW8r7zySjzzzDPHPGWo0+mwaNGibqyq84gT+8Ph8GHfE0PXvEsuwSW/fRmrG7QQ/r2+1Zj+dlw7bTBmlRf1mL8lUbaRk1tUgiC+/ZQxevRoDBkyBG+88YaSZRD1KUcaBQEArU4HQaWBc/b/wjR0ImaVF+H/XTQCxbkmBauVr6amBqNHjz5iCBGZzeYe++nCm2666bghEmoNLGNmomjWTZg9pgQ/nDoQo0vt3VYjUW8lJ7d0ykiW3++H1Wpt16eLcnJyjtkRElHnOtYoSDKRAJBA05u/w9/e/Aw/mjWh+wvsBEOHDsWKFSuOGCRVai2g1uCqXz7eIwMWkNnEfqRTSGz7HJ9/8ir62XtWSCbKZnJyS4fGi/fu3YsFCxYgNzcX06ZNQ11dnezXsFqtPF1I1I0yWd5AjTQq31neTRV1jVmzZmHjxo24/vrrYbPZoFarYbPZMHfhVSi+Zik+C5ei1tczrzaR6YT9RDTMgEXUyeTklnafLoxEIigrK8PevXtRUlKC0047Df/617+wYcMGlJSUtHlsVVUVqquroVarYTAYYLfbYTabUV5ejssvvxxbtmzB1q1b21MGEclks9ky6iBsNht8Pl83VNT9fvLiGry/pQ5zxvbD4wvGKV2OLLFkCnl2OyKh4wet3vw3JFLKpZdemnFuaffpwvfffx+JRAKNjY2Ix+MoLi7GT37yE8yePRtr1qxp89iKigosXrz4sNfYuXMnOwGibtZXljc4lnsvKMMn2xrw5vpDuGrKQEwY6FC6pOPa2RDEK9/tw2vrDkJz0unAhg+kywUdSU+e2E+UzeTklnafLnzyySfxgx/8APn5+ejXrx9UKhUuueQS7Nmz57DHplJH7gi8Xi/y8vLg9XrbWwYRySAIAozmzNa36snLGxxPf4cZN5w+BABw6yvrsflgdh7oBWNJVHy/H/Of+grn/OFzPLNqN9yhOMZfsAh6vf6Yz9XpdLjtttu6qVKivkNObmn3SNYnn3yC3/zmN23u+/zzz3H22Wcf9tiysjLMmTMHqVQKsVgMHo8HwWAQ4XAYFosF4XAY6XQaajU/UkzUVRoDMfzyjU0cBfm3m848Ae9srMWuphDmPrkad503DNdNG6L4aufptIBvdjVjxdoDeG9THSKJlr9Tjl6Di8b0w8KTB2B0aS7en5p7xIn9Op0OOp0OK1as6LET+4mymZzc0mnrZK1atQqPPfYY1q1bd9j3Fi5ciIULFx7xeatXrwYARKNRmM3ZcXFZot7mgy11uPu1TXCH4ig+dT72VX2KWPTok777wiiISa/Bmz89FY98sA0vfL0XD7xbjc+2NeKRS8egRIHJ4tvqAnhj/UG8ue4gDvn+c2Hrkwc7MH9CKS4YVdzmQs3ixP5HH30UL774orTW2aJFi3DbbbcxYBF1EaPRCCCz3NLukDVkyBA8/fTTsNvtWL16NX7961/j2WefxUknnSTrdVpfB4ghi6hz+SIJ3PfWFry2tuWCzqee4MTD86dj4/lFHAUBYDXqcP+ccpxxUgH+Z8VGfFXTjJmPfoFfXTgC8yeUdvmo1vb6AN7bVId3N9ViW/1/PoxQmmfCvHEluGRC6TEvXzR06FAsXbq0z11/kUhJcnJLu0PW3/72N1x55ZV47rnnMHr0aHz22Wc44YQTZL+O0+kEADQ2NqKgoKC95RDRf/lqZxPufHUDDvmiMGjV+J+Zw3H11EFQq1Uo4ShIG2eXufDBbafjntc24cOt9fiff27Ek5/txKIpg3DZxNJOuwi2IAjYcsiPD7fU4f0tddhe/58PF9jNOswqL8LFY0swaZBD8dOWRHRkcnJLh1Z8j8fj+O677zB16tR2z6f68MMPcd5552HVqlU49dRT21sKEf1bNJHCw+9vw7OrdwNouZTKo5eNwZCC3juRvbMIgoDX1x3Ekg+346C35XSqxaDF5ZP64/rTh8BlM8p6vWQqje31Qazf78X3e9z4uqYZdf7/nAq0m3U4d4QLs8qLceoJ+dBrOS+VKNvJyS0dmpOl1+sxbdq0jryENOzWmz8uTtRdahqDuPnva1FdF4BGrcLPpp+Im88aCi2vU5cRlUqFeeNLMXtMP3xU1YBnV+/Gd7vd+Nuq3Vj21R6cUGjB4PwcnFhowZACC0rzTLCbdQjGUmgMxOAJxeEOx7HPHcbmgz5sqwsglky3+RmFVgNmjHDh3JFFmDLEyWBF1MPIyS2KXyDaarUCAFd9J+qgFWsO4FdvbEYkkcIgpxmPLxiHMf3tSpfVI2k1aswsL8LM8iJsPujDk5/txPub61BdF0B1XQDvyXit/g4TxvbPw4QBdkwe4sQwl5WnAol6MDm5RfGQ5XC0LALY1NSkcCVEPVMknsKv3tyMFWsOAAAuHtsPv7m4vNPmEfV15SW5ePIHE+ALJ7CnOYRdTUHsqA9iT3MIB71RBCIJ5Bi0cFr0cOYYYDfrUJpnwjCXFeWlubDx70DUq8jJLYqHLHHSWGNjo8KVEPU8e5pC+MnyNaiuC8CoU+P+OeW4dEJpuy7WTseWa9ZhjNnO0UGiPk5OblE8ZOn1elgsFrjdbqVLIepRPqmux62vrEcgmsSQ/Bw8eeV4DC+yKV0WEVGvJie3KB6ygJZJZJz4TpSZdFrAk5/txJJ/bYcgAOeOcGHJZWN4epCIqJtkmluyImTp9XrE43GlyyDKepF4Cne8uh7vbqqDSgXcMeMk3HzWCZxITUTUjTLNLVkRsoxGI6LR6PEfSNSH7XeHcf2La1BV64fVoMXjC8di+nCX0mUREfU5meYWhiyiHuC73W7c8GIlPOEEBufn4K9XTcAJhValyyIi6pN6VMji6UKio/vnmgP439c2IpEScOawAjy+YBxyTZx/RUSklB51ulCr1SKZTCpdBlFWSacFPPrRdvzpk50AgB9NHYRfXlDG1duJiBSWaW7JipCl0WiQSqWULoMoa0QTKdzx6ga8s7EWGrUKiy8agUVTBildFhERIfPckjUhK51OH/+BRH1AYyCGG16sxNp9XlgNWiz9wXiccdKxr/RORETdJ9PckhUhi4haVNX6cd2yShz0RtAv14hnr57EBUaJiHqorAhZ6XQaWm1WlEKkmI+21uPWV9YhFE9h3AA7nl40EQVWg9JlERHRf8k0t2RFskmlUjAYuDOhvmvZV3uw+K0tEARg9ph+eHj+aBh1GqXLIiKiI8g0t2RNyNJouEOhvkcQBCz9pOUSOUDLCu4/nX4CL/BMRJTFMs0tWRGy0uk01Gp+LJ36llRawC/f2ISXv9sPlQr43dxRWHDyAKXLIiKi48g0t2RFyEokEtDpuLgi9R3RRAq3V7Rcg9CoU+PRy8Zi1qhipcsiIqIMZJpbGLKIulk4nsQNL67BlzuaYDVq8cxVEzF5iFPpsoiIKEM9KmQlk0mGLOoTfJEEfvTcd1i3z4t8ix4vXjsZZcVcooGIqCfJNLdkRciKRCIwGo1Kl0HUpep8Ufzw2e+wrT6AErsJy6+bjMH5OUqXRUREMmWaW7ImZJlMJqXLIOoyWw758ONllTjki2JoQQ5euHYySuzc5omIeqJMc0tWhKx4PA69Xq90GURd4sMtdfj5P9YjHE9hwsA8/O2HE2E3c3snIuqpMs0tnbJuQl1dHZ5//nn4fD7ZzxUEAaFQCBaLpTNKIcoagiDgqc9qcP2LaxCOpzBvXAle+vFkBiwioh5MTm7plJD117/+FVdffTVmzpyJWCwm67mRSASpVApWq7UzSiHKCrFkCndUbMBD71dDpQL+Z+YwLLlsDAxaLrpLRNSTycktnXK6cO7cuVi8eDG++eYbvPTSS7j66qvbfL+qqgrV1dVQq9UwGAyw2+0wm80YMmQIgsEgAMBm4yesqHdoDMTwk+VrsGavB2a9Bn+4bAxmlnMNLCKi3sDv9wPILLd0SsgqLy/HhAkT8P3332P37t2Hfb+iogKLFy8+7P4bbrgBP//5zwEAdru9M0ohUtS2ugCuXfY9DngiKM414pkfTsTIfrlKl0VERJ3E6/UCyCy3dNq1bC699FIAwI4dOw77XiqVOuJz7Ha7NI8rN5c7IurZPtpaj3lPrsYBTwRj+tux8qfTGLCIiHoZOblF1kjWxo0bccUVV2Dq1KnSIlyXXXYZzjjjDJSVlQEAqqurD3teWVkZ5syZg1QqhVgsBo/Hg2AwCKfTKQ27MWRRTyUIAp78rAa//3AbBAG4aEw/PDJ/NIw6zr8iIupt5OQWWSErkUhg0qRJSCQSSCQS0Gg0Gc2uX7hwIRYuXHjE773xxhsAgJwcLspIPU8gmsBdr27E+1vqAAB3zDgJP51+AlQqlcKVERFRVwiFQgAyyy2yQtaECRPw3HPPta+qo2hubgYA5OXlderrEnVUTU0NlixZguXLlyMYDMJiseDKK6/EHXfcgaFDh6Kq1o+b/r4Wu5tCsBq1ePSysThnhEvpsomIqAvJyS2KL0ba0NAAAHC5uHOi7PHee+9h/vz50qgtAAQCATzzzDNYtmwZfvbAU3itsQCxZBrDi6z485UTMIiXyCEi6vXk5JZOm/g+ePBgXHXVVbjxxhtlPc/r9cJgMPCyOpQ1ampqMH/+fITDYSlgiRKJBMLhMB6683oEGw/i0gmleOPmUxmwiIj6CDm5pdNGskaOHIlly5bJfp7f7+caWZRVlixZcli4+m9COolR7i/xyKXXdVNVRESUDeTklk4byWqvpqYmOBwOpcsgkixfvvy4IQvpFL7+8I1uqYeIiLKHnNyieMhyu91wOp1Kl0EkEa9C0FmPIyKi3kNOblE8ZIVCIS7fQFkl04uV86LmRER9j5zconjIEj8aT5QtLlt4BdSaY09X1Ol0WLRoUTdVRERE2UJOblE8ZDU3N3NOFmWNT6rr8b1lKgTVsVdr1+l0uO2227qpKiIiyhZycoviIcvr9TJkkeJ8kQTuqNiAa56vhE/nxOQf/x9MJrN0+SiRTqeD2WzGihUrMHToUIWqJSIipcjJLYqGrEQigWg0CqvVqmQZ1Md9VdOE8x//Ev9cewB6rRr3nD8cq5begU2bNuL666+HzWaDWq2GzWbD9ddfj40bN2LWrFlKl01ERN1Mbm5RdMV3OVeyJups3nAc//dOFVasOQAAGFOaiz9cPhZDC1rOtQ8dOhRLly7F0qVLlSyTiIiyhNzcomjIknORRaLOIggCVm44hPve2gp3KA69Vo2bzzwBN501FDqN4mfQiYgoS8nNLYqGrGg0CgAwGo1KlkF9SK0vgl+9sRkfVbVce2ryYAd+N28UhhTwE65ERHRscnMLQxb1Cem0gOXf7sUj729DIJaE1aDFvReU4fJJ/aFSqZQuj4iIeoAeFbI4J4u6wwFPGHdUbMC3u90AgHPKXPjt3HK4bAz3RESUuR41J8vr9QIA7Ha7kmVQLyUIAl6tPID73tqCUDyFfIsBv5kzEjPLizh6RUREssnNLZz4Tr1SYyCGu1/bhI+q6gEAM0cW4bdzy+G0GBSujIiIeqoeNfFdHHbjSBZ1pvc21eLeNzbDHYrDatDivjkjMW98qdJlERFRDyc3tygasgKBAABwMVLqFNFECve/vRUvfbsPAHDqCU48Mn8M+tlNCldGRES9gdzcomjI8vv9UKvVMJvNSpZBvcCWQz78/JX12NEQhF6jxr0XlOGqKQM594qIiDqN3NyiaMhyu92w2+1Qq7kAJLWPIAh4/qs9+N271Yin0hhSkIM/LRyHkf34iVUiIupccnOLoiErHA5zFIvarSkYw52vbsBn2xoBAFdMHoBfXTACJr1G4cqIiKg3kptbFA1ZiUQCOp1OyRKoh/p2VzNueXkdGgIx2M06PDhvFGaWFytdFhER9WJycwtDFvUogiDg6S924eEPtiGVFnDyIAf+uHAcinK5sCgREXWtHhWykskktFpFS6AeJBBN4M5XN+CDLS1rX/3kjKG489yToOVFnYmIqBvIzS0cyaIeYXt9ADe8uAa7m0KwGrX4w2VjMWOES+myiIioD1FkJEsQBBw4cAAFBQWyLvYcj8eh1+s7owTqxd7bVIs7Xt2AcDyF4UVW/PnKCRiUz6sEEBFR95KbWzp8niUQCOCWW27BgAEDMG/ePFnP5elCOpZUWsDD71fjxr+vRTiewpyx/fDaTVMZsIiISBHderrQ4/FgxowZ2Lp1K6ZNm4b33nsPqVQKGk3bj9BXVVWhuroaarUaBoMBdrsdp5xyyhEfSwQAvnACt7yyDl9sb4RGrcLds4bj2mmDubgoEREpRm5u6VDIevbZZ9HQ0IAdO3Zgx44dOOuss474uIqKCixevLjNfYIgQBAELkRKh9nZEMSPX6jE7qYQHDl6LL1iHKYOzVe6LCIi6uPk5pYOJZyf/vSnWL16NYqLi7F8+XJceOGFR0x4qVTqqK/BkQlq7eOqelz8xGrsbgqhrNiGlT89lQGLiIiyhpzcktFI1rp163D55ZdjypQp0qz6hQsX4uyzz0b//v3xwQcf4OWXX0ZNTc0Rn19WVoY5c+YglUohFovB4/FI3xMEIeNiqfcSBAHPfLkbD7xXBUEALhhVjEcuHQ2znnP2iIgoe8jJLRntwVQqFaZPny59rdFokJ/fMroQjUbx8MMPY/bs2SgqKjri8xcuXIiFCxd2uFjqneLJNH75xiZUVB4AANw+4yTcMv0EjnISEVHW6fSQNXbsWPz5z38+4vdWrFiByspK1NXVZfxDRRqNBolEQvbzqPfwhOK4+aW1+KqmGUadGn+4bCzOH8XL4xARUfaRm1s6dC7m4MGDuPnmmxEOh3HLLbdArVajvLwcP/vZzzL74VrtMedrUe+2oz6A616oxN7mMPItBvzthxMxpr9d6bKIiIiOSG5u6dDEd0EQkJeXh3HjxkGlUmH9+vV49913M36+Xq9HLBbrSAnUQ31a3YB5T36Fvc1hjOzXMsGdAYuIiLKZ3NzSoZGs0tJS7Nmzp93PN5lMiEQiHSmBeqDnV+/G/W9vRfrfE9x/f+kYmPRcL42IiLKb3Nyi6Ee3cnJyEAqFlCyBulEylcb9b2/FC1/vBQDcevaJ+Pk5J3KCOxER9Qhyc4uiIctsNnMkq48IxpK4cfkafLmjCXqNGg/NH4W540qVLouIiChjcnOLoiFLp9MhHo8rWQJ1A3cojmuXfY91+7xw5ujx9FUTMGGgQ+myiIiIZJGbWxQNWXq9niGrl9vZEMA1z1dinzuMErsJf79uMi/wTEREPZLc3JIVIUsQBM7L6YU+396In/59LQKxJMpLbPjbDyfBZTMqXRYREVG7yM0tioYsg8EAQRCQTCaly/VQ7/DSt/vwqzc3I5UWMKu8CH+4bCw/QUhERD2a3NzSoXWyOspqtQIA/H6/kmVQJ0qnBfzu3Src8/ompNICbj5rKJ64YjwDFhER9Xhyc4uiI1lOpxMA4PF4pP9TzxVNpHDHqxvwzsZaaNUqPDB3FC6b1F/psoiIiDqF3NyiaMjKy8sDALjdbiXLoE5Q74/ixy9UYuMBHywGLZ66cjxOO7FA6bKIiIg6jdzcomjIys3NBQD4fD4ly6AOqq7z40fPfo86fxT9HSY8c9UkDCuyKl0WERFRp5KbWxRf8R0AV33vwb6qacJNf18LbziBSYPy8JdFE+HI0StdFhERUaeTm1s4kkXtVvH9ftzz+iYk0wLOKXNh6RXjYNRxgjsREfVOPWokS5w01tTUpGQZJJMgCHjsox14/OMdAIAfnzYY/zurDBo11zojIqLeS25uUXwky2g0ora2VskySIZUWsD/e3Mz/v7tPqhVwG8uLscPJg9UuiwiIqIuJze3KBqyVCoViouLUVdXp2QZlCF/NIGfv7Ien1Q3QK9V448LxmFmeZHSZREREXULublF0ZAFtHwc0uv1Kl0GHceuxiCue6ESuxpDsJt1+OtVEzFpEC/yTEREfYuc3KJ4yLLZbJz4nuU+396IW15aC380ieFFVjy9aCIGOM1Kl0VERNTt5OQWRS+rA7QUGwgElC6DjkAQBPz58xpc/dx38EeTOHeEC/+8cSoDFhER9VlycoviIcvpdKKhoUHpMui/BGNJ3PzSWjz4XjXSAnDr2Sfiz1dOQI5B8cFPIiIixcjJLYrvMYuKitDQ0ABBEKBScQmAbLCjPoCfLF+DmsYQrAYtllw2BueO5AR3IiIiOblF8ZEsl8uFVCqF5uZmpUshAK+vO4DZS1ejpjGEk1wWvPnTUxmwiIiI/k1OblF8JMvlcgEAGhsbkZ+fr3A1fVc0kcLilVvwyvf7AQBzx5Xgt3PLYdYrvokQERFlDTm5RfE9qMViAQAEg0GFK+m7djYE8NOX1qG6LgCDVo3Fs0diwaT+PH1LRET0X+TkFsVDls1mAwD4/X6FK+mbVqw5gF+9sRmRRApD8nOw9IrxGNHPpnRZREREWUlObml3yNq0aRM8Ho/09ZYtWxCPx3HttddKKS8TDFnK8EcT+H9vbMYb6w8BAOaNK8H9F5fDwk8PEhERHVWXh6zVq1fjtNNOgyAI0Gg0SKfTEAQBADB48GDMnj27zeOrqqpQXV0NtVoNg8EAu90Os9mMoUOHwmxuWXMpFAq1pxRqh3X7PPjZK+uw3x2BSafBfXNG4tIJpTw9SEREdBxycku7QtakSZPw0UcfQRAEjB49Gn/4wx/w4IMP4rbbbsNFF1102OMrKiqwePHiw+5fsGABHn30UQDggqTdIJFK448f78CTn9UglRZQXmLDHxeMw5CCzEceiYiI+jJxJCuT3NKukKXX6zF9+nQAwL333ovf//73GDJkCH7/+98fcTQklUod8XX8fj+sVmvGxVL7ba8P4M5XN2DjAR9UKuDHpw3GnecNg0GrUbo0IiKiHkNObjlmyNq9ezdmzpyJ8vJy5OTkAADOO+88/OAHP5Ae8/TTT0Oj0WDXrl2YMGECli9fjpEjR7Z5nbKyMsyZMwepVAqxWAwej0ealW8ymQAA4XBYxq9ImUqlBTy3ejce/mAb4sk0+uUa8ejlYzF5iFPp0oiIiHocObnlmCFLp9Nh1qxZSKfT0n2DBg1q85jGxkYAwNatWzF69GjceOON+OKLL9o8ZuHChVi4cOFRf47RaOScrC5w0BvBbf9Yj+92uwEAl0/sj19eWAarUadwZURERD2TWq3OOLccM2SVlpbiscceO+L33n//fSxbtgzz589HcXExNmzYAAC45pprZBdsNpsRiURkP4+OLJ0W8OI3e/HIB9sQjCVRYDXgoUtGYfpwl9KlERER9XiZ5pZ2f14/Ly8P4XAYV1xxBeLxOIqKirBs2bI2pxIzZbFYuBhpJ9nvDuPOVzfg23+PXp030oUH5o6C02JQuDIiIqLeIdPc0u6QNXnyZLz55ps4dOgQ9uzZgylTprR7CYCcnByGrA5KpwW8/P0+PPhuNQKxJPItBvzfxeWYWc7rDhIREXWmTHNLh1ee7NevH/r169eh19DpdEgkEh0tpc+q80Vx14oN+HJHE4CW0avfzRsNR45e4cqIiIh6n0xzS1Ys763X6xGPx5Uuo8cRBAErNxzC/3tzC3yRBBw5evxmTjnOH1XEhUWJiIi6SKa5JStCFkey5GsKxnD3a5vwr631AIAzTirAI/NHo9BmVLgyIiKi3q1HjWRpNJqjLlhKh/twSx3ufm0TmkNxWI1a3Ht+GS6f1J+jV0RERN0g09ySFSFLrVZL1z6ko4vEU/jNO1vx0rf7AABThjjxyKWjUZpnVrgyIiKiviPT3JIVISudTkOrzYpSstbmgz78/B/rsbMhCL1GjV/MGo6rpw6CWs3RKyIiou6UaW7JimSTSqVgMHAdpyNJptL40yc7sfTTnUilBQwtyMGfFo7HiH42pUsjIiLqkzLNLVkRspLJJEeyjmBnQxB3vLoBG/Z7oVIBV586CHedNwxmPduKiIhIKZnmlqzYW8diMY5ktZJOC1j+7V789p0qxJJpFOcaseSyMZg6NF/p0oiIiPq8THNLVoSsaDQKo5FLDwAtF3W+o2I9vtnVclmceeNL8OuLRiLXxIs6ExERZYNMc0tWhKxwOAyzmZ+Q+9fWetz56gb4IgnkW1oWFp01qljpsoiIiKiVTHMLQ1YWiCfT+N17VXhu9R4AwPThhXhk/mhe1JmIiCgL9aiQFY/Hodf3zevs7WkK4WevrMPGAz5o1Sr8YuZwXHfaYC4sSkRElKUyzS1ZEbL66sT3tzYcwt2vbUIwlkRpngl/WjgO4wbkKV0WERERHUOPmfieTCaRSCT61OnCaCKF/3tnK5Z/07Jy+wWjivHAvFGc3E5ERJTl5OQWxUNWKBQCAOTk5ChcSfc44Anjpr+vxcYDPug1avzywjIsOmUgTw8SERH1AHJyi+Ihy+1uWaogL6/3nyb7bFsDfv6P9fCGEyjNM+GpH0zAqNJcpcsiIiKiDMnJLVkTsvLze+9Cm+m0gKWf7sSjH22HILR8evAPl42B3dw3J/sTERH1VHJyi+Ihy+/3AwBstt55Lb5QLInbK9bjgy31UKmAO2achJvPOoEXdiYiIuqB5OQWxUOWz+cDAOTm9r7TZgc8YVy3rBLVdQFYjVr8ccE4nDW8UOmyiIiIqJ3k5BbFQ5bH4wHQ++Zkrdnrxg0vrkVTMIYh+Tn46w8nYmiBRemyiIiIqAPk5BbFQ1YwGAQAWCy9J4C88t0+/OrNzUikBJx6ghNPXjEBuWYuz0BERNTTycktioesSCQCADCZTApX0nGJVBr3v7UVL36zFwDwo6mDcO8FZdBp1ApXRkRERJ1BTm5RPGT5fD5oNJoevxipL5zADcsr8c0uN/RaNX57cTkundhf6bKIiIioE8nJLYqHrEAgAKvV2qMX4zzgCePq577HjoYgCq0G/GXRBF4eh4iIqBeSk1vafR7r+eefx+bNm6WvKyoq8N1338l+HZ/PB7vd3t4yFFfTGMTjH+3AhIF5+N+Zw/HR7WcwYBEREfVSbrc749yiEgRBaM8PmTBhAi688ELcd999CAaD6NevHx588EHcdNNNhz22qqoK1dXVUKvVMBgMsNvtMJvNGDVqFFQqFVKpFDQaTXvKUJwgCPD5fGhubobP50MoFILP54PH40FzczMCgQBisRji8Tji8TgSiQTC4TBCoRAikQji8TiSySRSqVSb11WpVNBoNNBqtdDr9dDpdNBqtdDpdNDpdDCbzXA4HLDZbLBarcjNzUVOTg7sdjtyc3NhNBphNBqRk5OD3Nxc6HS9c+J9MpmE1+tFMBhEKBSC3++X2jYSiSAajSIYDCIQCCAcDku3eDyOWCyGaDSKRCKBZDIp3dLpNNLpNMS3hni0IrZ767Y1GAzQ6XSwWCzIzc1Fbm4ubDYbbDab9P/CwkLk5ub22NHaQCAAt9uNUCgk3cLhMAKBAAKBgNS+4v/FNo1Go4jFYkgkEojH4222cZVKJW3ber0eJpMJVqtVurVuP7vdDrvdLv0/Ly+vV2zPsVgMhw4dgsfjgdvtRn19vbT9RqNRaVuNxWLSNi1uq+K/rdtUrVZDp9NBr9dLbWswGKDVamEymWCxWJCTkyNtv2Jbiu3tdDpRVFSU0UVveypBEBCPx6VtuLGxEbW1tWhsbERTUxMaGxvh8/ng9/sRDAal/jmZTEr9Qet2Fv+1WCxSXyxur2azGRaLBQ6HQ7rP5XJBre7Zc3TT6TSamprQ0NAAn8+HcDiMSCSCYDCIcDgMn88Ht9st9clifyvu/1KplHQTqdVqaLVaaDQa6HQ6GI1GGAwGqX8Vt9/WbWs0GmGz2eByuZCfnw+bzQaj0dgt/ezs2bNx6NAhVFZWHvex7T5d2K9fP+n/Go0GDocDNTU1R3xsRUUFFi9efNj96XQat956KzZv3gyTyQS73Q6HwyGFBrFh8/LypA7X4XDA4XAgJycHWm3nnO1Mp9OIRCIIBALw+/0Ih8Pw+/3SG62+vh719fWoq6tDc3Oz9D2Px4Pa2lpEo9Fjvr5KpZJ2JuIOJScnByaTCQaDARqNBhqNBiqVCiqVCoIgIJVKIRaLIZlMShun2LmKQc3r9SKdTmf0O4qdqtPplDpbh8MhbZx2ux2FhYVwOp3IycmRdnLizs1kMnX6xhuPx9HY2Ai32y3toJubm9Hc3CztrIPBIDweD/x+P3w+HwKBgLSjDwaDaGpqyrgNgJaJiiaTSdoBGY1GKcCKN7VaLd2Alo5Z3Ebq6+ul8BYOh6VAEY/Hj/lz9Xo9CgsLUVBQgMLCQhQXF8PlcsHlcsFsNsNutyM/Px95eXnIz8+H3W6HxWLptA5ZEATEYjEp4Iudn3iAUFtbi7q6Ounfuro6uN1u6W+RCYPBAIvFApPJBK1WK3WU4o5I3MYBIJVKIRqNSp1vNBqV3n/ipNJjEXdgVqtValOn0wmHwwGz2YyCggLk5+dL23pubi7y8vKkTroz2lXcYYfDYQSDQfj9fjQ2NsLj8Uhfi7+TeOAl7tAbGhrQ2Nh4zNcX53wYDAapv2h9sCXulNRqNdLpNJLJJEKhkBQMxAOJZDKJSCSCUCiEWCx23N9L/Du2DmEOhwMul0vqg51OZ5s+W2xnMbB1dggWBKHNQVNjY6O0bUYiEbjdbng8HimY+nw+6aC3ubkZbrcbkUgEPp/vmG2g0+lgt9thtVphsVikwCr2CwCkkCb2y/F4XPp7i9e0OxqtVguHw4Hc3Fzk5+ejoKAApaWlKCgogNlslm42m03qm8W/v9VqhclkgtFo7JTtN5VKSQdIYv0ej0fa3zU0NKCpqQk+nw9erxcej0faho/X32k0GuTk5Ei31qFU3N+J227r91EqlUIikZAOgMWDNPHvfjxqtRpWqxX5+fnSvq6goABFRUWwWCzSwbHYd4h9gtjm4rZ8vH3dypUrM27ndqeU1h2EyWTCNddcg6+//vqIj/3vURoAbRJnNBqF1+vFli1b4PV6EQgEjvic/6bT6WAwGKDX66WNU+zY/7sDEv944htD3EmLO8rj0Wg0KCwsRGFhIaxWK4qLi1FWVoaioiIUFxcjPz9fGk3Kzc2Fw+FAXl4ebDYbtFptl6TrdDotjSh4vV6EQiF4vV74fD5Eo1FEo1FpZE0cjWh9hLFp0ya43W74/f7jdr7im0YMieKOVBxZU6vVbd44AKSjFbHDF2sSO6VM3jRiABFHiaxWK1wul9TpiH8T8c1stVqlHZJ4E99QndU5HUkikYDf74fX65V2rmJHL3ZYYqdVW1uLzZs3o6GhAYlE4qivqVKppIDbupMSt3ExtKjVaqhUKmkELh6PIxKJSDt/cRTkeIPWarUahYWF6NevH4qLizFq1Cg4HA7069cPTqcTZrNZamexUxJ3RhaLpdN2rKlUqk2o9nq9UruKnb3YTwQCATQ0NGDv3r2orKyE1+tFOBw+5uuL7dq68xf7kdbhRaxF3IZjsRhisRgikYg0eprJiQCtVisdsLhcLgwbNgynnnoqSkpKUFJSIoVrl8uF3NxcqR/T6XSd3m8kk0npfdi6Xf1+P5qamqTRNPHgRgyMW7ZswWeffQa/33/MbVZkMpmk30PcubXuK8RtFoA0apxOp6WDSHHHKt4CgUBGP1fcF4gHjjk5OSguLkZ5eTlMJpPUj4jbsbh9FxQUoKCgADabrUNtnk6npbAiHtCIZzmam5tx4MABuN1ueL1eNDc3Y/fu3fjyyy+ldZcypdPppL6u9YFM6yDTun1TqZQUZMQRf5/Pd8zt12g0orCwUGrL/v37Y/To0SgqKkJpaSlcLpcUUMSBA7Htu2LkPp1Ot9nXxWIxeL1e1NfXw+12S6Fa7BPEbbeyshINDQ0Zv1/F310c9RX7XPHgXAzc48aNw+OPP37c1zpuyFq4cCGqq6sxbNgwAIDdbsfjjz+Ob7/9Ftdcc430OJVKddQddVlZGebMmSONzng8HhgMBgiCgMcee+ywP4YgCG2GID0ejzSE29TUBI/HIx2Ji6fixCMYMf2KQ+mCIECr1bbZEMXTO+JRt7hxiKcqxJEcm80mJWGn05l1p3vUarX0exQXF2f0HEEQkEgkoNe3vW5iOByWNkwxmIlHMGJoEIfPxSPK1h2i+EYW2xyANHohnroQT1OIw+sOh0MacRB31nl5eSgoKJA28J4ytK7T6eB0OuF0Og/7XjqdRmVlJVwul3R0Jd4vHv2Kp4zEkbzW7S+eJhIPEMRtXGxr8Sa++cVR4NaniFp3hOLX4nbudDqlsJoN7a3RaJCXl9fuBYrF0xniSEfrU/her1fayYVCoTY79NYjxuLoaOttWDx9IQZ/MTyIfYfYluLRsBhCu2IUuL20Wq3UZ7TnerGCIEghIhKJtAm84oGr2Fe37sNb9xfiwUDrmsSDBTGIiTs28SbuuMXQJo4CiX24OKLWWWc32kutVkujpXKII+XifkwMYeIBsHgwLe7zxHYVw4Y4Itz6lJxI3HZbn8K02WzSGaLW+7y8vDwUFhbC5XJl3QfSxL6tvVeHEfd94nYqnjkRT3mK27U4mt76TIV45kIcJRYEIeO2Oe6crMcffxz79++Xvj7xxBNx7bXXQqfT4ZNPPsFZZ52Fmpoa3HXXXXj99ddxww034M9//nNGP9zj8cDhcMBgMKCkpOSopxup84htrtVqMXDgQOzcuVPpkno9sc0BICcnJ+PTb9R+wWAQd911lxTc77nnHqVL6vVisRjeffddaWc9fvx4pUvq9VKpFOrr66VRrN56DeBsIidgARmMZN16661HvP+ss87CnDlz4HQ6sWfPHun+goKCjH+4GN5isdhhIyvUNcQ2TyaTvWLycE/Q+iClf3+undYddu3aJR3sDR8+nCGrG2zbtg3z5s0D0NLmVVVVClfU+23ZsgVjxowBwDbvLps2bZLV5u0+N3D33Xdj3LhxmDZtGp5//nlcdNFFGDVqFO6///6MX6P13InedFmdbMY2735s8+7HNu9+bPPuxzbvfnLbvN0nsGfMmIEZM2ZIX+/btw+rVq2SNZTm9Xql//e2C0RnK7Z592Obdz+2efdjm3c/tnn3k9vmnTZLcMqUKW0+WZaJ1hPle/PaLNmEbd792Obdj23e/djm3Y9t3v3ktnmnhaxzzjkH55xzjqzntP6ESU9djLSnYZt3P7Z592Obdz+2efdjm3c/uW2u6Oddhw8fjvvuuw+pVArDhw9XspQ+g23e/djm3Y9t3v3Y5t2Pbd795LZ5uy+rQ0RERERHp/zKg0RERES9EEMWERERURfIqpBVV1eHO++8E2+//bbSpRB1me3bt2PlypUZXYuN2m/NmjVYt26d0mX0KTt27MDKlSuPewFhop6svr4e//M//5PRhaKzJmTt2rUL48ePx2OPPcZF1brYt99+i1/96lfS1+vWrcMvfvELBSvqO1asWIGTTz4Zc+bMwdKlS5Uup1dyu92YNWsWJk6ciPHjx+P222/P6CLw1DGvvfYaJk+ejDlz5uCPf/yj0uX0apWVlbj33nulrzds2IC77rpLwYr6jt27d2P8+PFYsmRJRlkla0LWAw88gLq6Onz33Xc488wzlS6nV/vuu+/wwgsvSF8/+OCD+PTTTxWsqG94/PHHcdlll2H+/Pk48cQTsXbtWqVL6pVuuukmrF27FkOGDMHLL7+Mt99+GzfffDP4GZ+us3TpUsyfPx8XX3wxhg0bxm27i3333XdYtmyZ9PVDDz2ETz75RMGK+o4HH3wQtbW1+OabbzB9+vTjPj4rQpbH48GKFStw2mmn8aKi3aBfv35tvj755JOxY8eONpcLoM63YsUKPPTQQ3jmmWcwduxYaLWKrqDSKx06dAivv/463nrrLezcuRMLFizAp59+ildeeQUfffSR0uX1WitWrMADDzyAZ599FuPGjeO23cWO1IfX1NTw4vNdzOv1oqKiAlOnTsWkSZMyek5WvBPuu+8++Hw+3HbbbUqX0ut4vV7Y7fY297W+oDcAXHbZZbjzzjsRCARgNpu7r7heKpVKIRwOw2q1trn/yy+/BNBygdFPP/2Ucw+7QEVFBcaOHYtJkyZJl/cqKSmBzWZTuLLe7bPPPgMAbN68GR9//DHeeOMNRevp7Y7Uh992223w+/2cbtOFfvOb38Dr9crKKt02krVq1Srk5uZi1qxZmD17NmbPno3XX38dANDc3Ayr1YpJkyahrq4OyWSyu8rq1f7617/C6XRi7NixGD9+PMaPH4/3338fmzZtwrBhww57vMfjUaDK3ueqq65CSUmJ1OZTpkzBwYMHpe/fddddmD9/PiZPnqxglb3Tpk2bMH78+DbXT125ciVisVhGQ/vUMb/4xS9w8cUXY+rUqUqX0quxD1dGc3MzzGYzTjnllIyzSreNZLlcLtx6663S1xqNBmPGjEEsFsM777yDQCCA0tJSAEBZWRkefvhhXHjhhd1VXq905pln4qmnnpK+NplMOO200/Dqq68iJycH6XQaGzduxJtvvgkAOOWUU7B69WqMHDlSqZJ7hRtuuAFnnHGG9HW/fv1QVFQEAPjnP/+Jb7/9Fg888IBS5fV6rTu+6upq3HDDDfjLX/7Cy450sTfeeAOrV6/madluoNFopD5806ZN0qfcpk6dilWrVmHUqFEKV9j7xONxvP322wiHw1JWGT58OB566CHMnj376E8UFPbss88KAIRLLrlE2Lhxo/DrX/9acDqdglqtFurq6pQur1d6/fXXBQCH3ebMmSO43W6ly+u1otGoMHbsWOH2229XupRe67nnnhOMRqPw0EMPCffdd58wdOhQ4emnn1a6rF4vFosJEyZMEG699ValS+kTVq5cecQ+/KKLLhKam5uVLq9XWrZsmQBAuPjii4VNmzYJixcvFvLz8wWVSiUcOnToqM9TfE6WmAjtdjtGjRqFUaNGYceOHXjrrbdgNBoVrq53uvDCC3HjjTfC6XRi3LhxAIBLLrkEv/vd75CXl6dwdb3Xb3/7W6xfvx779u3D559/DgD45S9/iYsvvljZwnqRH/7wh2hubsaDDz6IkSNHoqKigh+m6Qa/+93vsGbNGuzatQurVq0CANx999245JJLFK6sdzr//PNx0003weFwYOzYsdBoNJg7dy4eeOABOBwOpcvrlVpnlfLycpSXl6Ompgavv/46TCbTUZ+neMiaMWMGTjzxRLz77rtYvHgxPv74Y6xevRrPPPMMcnNzlS6vV9JqtXjyySelr/fv3w+g5Tx/WVmZUmX1epMmTcL555+PqVOnIjc3Fx999BFycnKULqtXUalUuOOOO3DTTTfBaDS2mZtFXUfctqdMmQK73Y6PP/6YE7C7kEajwRNPPCF9fejQIQAtfXh5eblSZfVq06dPx/Dhw/Hee+9h8eLF+OSTT7Bq1So8/fTTh324rLWsuED0li1bsGDBAmzevBnz5s3D9ddfj/POO0/psvqMeDyORx55BHfccQdHD4mIephEIoGHH34Yt99++zFHVahjqqqqcPnll2PTpk2YO3curr/+esycOfOYz8mKkAUAgiAgmUxCp9MpXQoRERHRYeRmlawJWURERES9SVas+E5ERETU2zBkEREREXUBhiwiIiKiLsCQRURERNQFGLKIiIiIusD/By1kIJuvSYPBAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import tensorflow as tf\n", "from tensorflow.keras.layers import Dense, Input\n", "from tensorflow.keras.models import Sequential\n", "\n", "# build the model\n", "model = Sequential([\n", "Dense(14, activation='relu', kernel_initializer='he_normal', input_shape=(1,)),\n", "Dense(1)\n", "])\n", "\n", "optimizer = tf.optimizers.Adam()\n", "model.compile(optimizer=optimizer, loss='mse')\n", "\n", "model.fit(x,y, epochs=5000, verbose=0)\n", "\n", "# make predictions\n", "y_hat = model.predict(x_true)\n", "\n", "# plot\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, y_hat)\n", " plt.savefig(path+'/images/6_data.png', dpi=300)\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "That looks even better! The function smoothly fits the data in a way that looks quite probable. Let's see how our model compares to the true function:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot true function\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, y_hat)\n", " plt.plot(x_true, y_true, color='red', alpha=0.5, zorder=1)\n", " plt.savefig(path+'/images/7_data.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Ah. Things have gone awry. The neural network has completely mischaracterised the underlying function. We can forgive the neural network for getting it so wrong, but it would have been great if it had told us it wasn't sure! The neural network is arrogant, it thinks there is only one function that could have produced the data and that it's nailed it after seeing five datapoints. It cannot possibly know how the function behaves when $x < -4$ or when $x > 4$ yet it still makes confident assertions about $y$ there. Ideally, we'd like an approach that tells us when it is confident in its predictions and when it is less confident. To do so, we'll now turn to the probabilistic approach." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 3. Probabilistic Models: Gaussian Processes" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "We know that there are an infinite number of functions that could have produced the data we observe, and that we'll never be able to say for certain which one of these infinite functions is *correct*, but we'd like to know which subset of these functions is most probable. The question becomes: how can we narrow our solution space from *every* possible function to a subset that could have feasibly produced the data we observe. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We use [Bayes' rule](https://en.wikipedia.org/wiki/Bayes%27_theorem) to narrow the solution space, which tells us how to update our beliefs about the world based on the evidence we've seen: \n", "\n", "$$\n", "P (A | B) = \\frac{P(B | A) P(A)}{P(B)}\n", "$$\n", "\n", "and in the setting of functions and data it looks something like:\n", "\n", "$$\n", "P (\\textbf{f} | \\textbf{D}) = \\frac{P(\\textbf{D} | \\textbf{f}) P(\\textbf{f})}{P(\\textbf{D})}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "The latter provides a *predictive posterior distribution* over the function space given the data we have observed i.e. of the infinite set of functions available to us, which are the most likely given the data. I'm going to focus first on the *prior* $P(\\textbf{f})$, which is where we as modellers can input our beliefs about the world *prior* to seeing any data. Let's return to our original dataset and think about our prior beliefs:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:61: RuntimeWarning: covariance is not positive-semidefinite.\n" ] } ], "source": [ "from scipy.spatial.distance import cdist\n", "\n", "# reshape x\n", "x_true = x_true.reshape(-1,1)\n", "\n", "# radial basis function kernel\n", "def rbf_kernel(x1, x2, var, lscale):\n", " if x2 is None:\n", " d = cdist(x1, x1)\n", " else:\n", " d = cdist(x1, x2)\n", " K = var*np.exp(-np.power(d,2)/(lscale**2))\n", " return K\n", "\n", "# periodic kernel\n", "def periodic_kernel(x1, x2, var, period, lscale):\n", " if x2 is None:\n", " d = cdist(x1,x1)\n", " else:\n", " d = cdist(x1,x2)\n", " return var*np.exp(-(2*np.sin((np.pi/period)*np.sqrt(d))**2)/lscale**2)\n", "\n", "# noise kernel\n", "def white_kernel(x1, x2, var):\n", " if x2 is None:\n", " return var*np.eye(x1.shape[0])\n", " else:\n", " return np.zeros(x1.shape[0], x2.shape[0])\n", " \n", "# our prediction function\n", "def gp_prediction(x, y, x_true, lscale, var, period=None, rbf=True):\n", " \n", " if rbf:\n", " k_starX = rbf_kernel(x_true, x, var, lscale)\n", " k_xx = rbf_kernel(x, None, var, lscale)\n", " k_starstar = rbf_kernel(x_true, None, var, lscale)\n", " \n", " mu = k_starX.dot(np.linalg.inv(k_xx)).dot(y).flatten()\n", " var = k_starstar - k_starX.dot(np.linalg.inv(k_xx)).dot(k_starX.T)\n", " return mu, var\n", " \n", " else:\n", " k_starX = periodic_kernel(x_true, x, var, period, lscale)\n", " k_xx = periodic_kernel(x, None, var, period, lscale)\n", " k_starstar = periodic_kernel(x_true, None, var, period, lscale)\n", " \n", " mu = k_starX.dot(np.linalg.inv(k_xx)).dot(y).flatten()\n", " var = k_starstar - k_starX.dot(np.linalg.inv(k_xx)).dot(k_starX.T)\n", " return mu, var\n", " \n", "# build the kernels\n", "K_rbf = rbf_kernel(x_true, None, 1.0, 2.0)\n", "K_per = periodic_kernel(x_true, None, 1, 4, 2)\n", "K_white = white_kernel(x_true, None, 0.001)\n", "\n", "# build mean vector\n", "mu = np.zeros(x_true.shape[0])\n", "\n", "# generate samples from gaussian distribution\n", "f_rbf = np.random.multivariate_normal(mu, K_rbf, 20)\n", "f_per = np.random.multivariate_normal(mu, K_per, 20)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "We may think that the functions are likely to be quite smooth. Perhaps we know that the data has been sampled from a process that changes state slowly and smoothly e.g. the tide height in a harbour throughout a day. Here are 20 functions sampled from the infinite set of *smooth* functions produced by the [Radial Basis Function](https://en.wikipedia.org/wiki/Radial_basis_function)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot rbf kernel\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, f_rbf.T)\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.savefig(path+'/images/8_data.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 3.1 Prior Beliefs\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Our we might think the process isn't quite so smooth and perhaps varies more stochastically. Here are 20 functions sampled using a periodic basis function:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot periodic kernel\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, f_per.T)\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.savefig(path+'/images/9_data.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 3.2 (Different) Prior Beliefs\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "From this prior, we can reject each function from the infinite set that does not pass through our datapoints by optimising the log marginal likelihood of the functions (a description of which is outside the scope of this talk).\n", "\n", "If we return to our Radial Basis Function kernel, reject all the functions that don't pass through our datapoints, plot 1000 of the remaining functions we get something that looks like this:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make predictions\n", "mu_star, var_star = gp_prediction(x, y, x_true, lscale=1.5, var=1.5, period=None, rbf=True)\n", "f_star = np.random.multivariate_normal(mu_star, var_star, 1000)\n", "f_star_mean = f_star.mean(axis=0)\n", "f_star_std = f_star.std(axis=0)\n", "\n", "# plot predictions\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, f_star.T)\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.savefig(path+'/images/10_data.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Now we have a plot that accepts there are many reasonable explanations for the data we observe. We can then take the mean and standard deviation of the distribution of these function and create a plot with confidence intervals:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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Vspo0acKTTz5JIpGga9euTJkyhaeffpohQ4YwdOjQ/bafMmUK48ePr/azl156SWug1+s9nGYIIYQQQhw3yUpWTXPLYYUst9vNzTffDMBbb73FW2+9RZMmTfjoo48wmUz7bX+gdX4qKytp3Lix9n8hhBBCiLosGbJqmlsOe0xW0u23347X66WsrIyRI0fy4osvkpubW22btm3bMnToUOLxOOFwmPLycmw2GzabDeCA3Y5CCCGEEHVJbXPLEYesdevWEY1GWbp0KZdeeimVlZXMmDGj2jYjRoxgxIgR+933119/BcDv9x9pM4QQQgghjim73Q7UPLcc9hQOCxcu5KGHHqK4uBibzYbT6URRFHr27Fnjx6htY4UQQgghUqW2ueWwK1mlpaVMmTKFhx9+GKiaav4vf/nLfgPcDybZWOkuFEIIIURdV9vcctgha9CgQaxZs4aff/6Z1atXc+GFF5KTk1Orx8jIyACqApsQQgghRF1W29xyxGOyevXqRa9evQ7rvk6nE4fDwe7du4+0GUIIIYQQx1Rtc0tKl9UByMzMpKysLNXNEEIIIYQ4pNrklpSHrIyMDEpKSlLdDCGEEEKIQ6pNbkl5yMrLy6OwsDDVzRBCCCGEOKTa5JY6EbJkTJYQQggh6oPa5JaUh6z8/HyKiopIJBKpbooQQgghxEHVJrekPGTl5eWRSCQoKipKdVOEEEIIIQ6qNrkl5SErPz8fQEKWEEIIIeq82uSWlIeszMxMQCYkFUIIIUTdV5vckvKQ5Xa7AaisrExxS4QQQgghDq42uSXlIctmswGySLQQQggh6r7a5JaUhyxZJFoIIYQQ9UVtckudCVlSyRJCCCFEXVeb3JLykCXdhUIIIYSoL+pVd6HZbEZRFILBYKqbIoQQQghxULXJLSkPWYqiYLVaZUyWEEIIIeq82uSWlIcsqOrflO5CIYQQQtQHNc0tdSJkORwOfD5fqpshhBBCCHFINc0tdSJk2Ww2GZMlhBBCiHqhprmlToQsq9UqIUsIIYQQ9UJNc0udCFkmk4lwOJzqZgghhBBCHFJNc0udCFk6nY5EIpHqZgghhBBCHFJNc0udCVmqqqa6GUIIIYQQh1TT3FInQpaqqiiKkupmCCGEEEIcUk1zy1ELWdFo9LCrUYlEQkKWEEIIIeqFmuaWIw5Z0WiUxx57DJPJxMiRIw/rMaSSJYQQQoj6oqa5xXAkTxIKhbj44ouZMWMGHTp0YPLkybz11luYTKZq261Zs4a1a9ei0+kwm82kpaVhs9lo1KgR6enpxONx9Hr9kTRFCCGEEOK4qGluOaKQ9dJLL7Fw4UKWLFlCZWUlffv2PeB2U6ZMYfz48fv93OVyUVFRQTgcxmw2H0lThBBCCCGOi5rmliPqLrzuuuv4/vvv6dixI1988QW9e/fGaDTut108Hj/g/S0WC1BVEUv+XwghhBCiLqtpbjmiSpbL5aJTp07MmzePp59+mtWrVx+wj7Jt27YMHTqUeDxOOBymvLwcn8+nha9oNHrAcCaEEEIIUdfUNLccUciCqirVs88+y9lnn02rVq0OuM2IESMYMWLE7z5GJBLZbxyXEEIIIURdVNPccsQh68svv2TatGns2LHjsB9DKllCCCGEqC+OSyWrpKSEW265hWg0yjPPPINOp6NNmzYHrVodSDAYxGq1HklThBBCCCGOi5rmliMKWX6/n9LSUnJycli8eDHLly8nPT29ViErkUhQWVlJWlrakTRFCCGEEOKYq01uOaKQ1aRJE4LBIACKohzWjO8+nw9VVXG73UfSFCGEEEKIY642ueWIx2TtezXh4cza7vF4ACRkCSGEEKLOq01uSfkC0SUlJQBkZmamuCVCCCGEEAdXm9yS8pBVXl4OSMgSQgghRN1Xm9yS8pCVTIQZGRkpbokQQgghxMHVJrekPGQl+zbT09NT2xAhhBBCiEOoTW5JecgKBAIA2O32FLdECCGEEOLgapNbUh6y9u7di9FoxOVypbopQgghhBAHVZvcUidCVk5ODjpdypsihBBCCHFQtcktKU82e/bsIS8vL9XNEEIIIYQ4pNrklpSHrKKiIvLz81PdDCGEEEKIQ6pNbjniGd+PVHFxMZ06dUp1M4QQQohjJpaIYdAZiCViRONRnpz/JL6ID2/YiyfsoTxYTlyNo1f0jO40mrOangXAot2LeH3p69iMNow6I2a9GZfZRaYtkwJnAVecegVmg7nac4hjqza5JaW/DVVVKSoqIicnJ5XNEEIIIY6KeCLOquJV/LjtR+btmMeG0g1sq9hGI1cjplwxhXgiDsAjPz5CJB454GOc2eRMTouehqqqrC9dz8drPv7d5+ue3x23xY3ZYGbIpCGsK1lHniOPxu7GtMxoSauMVrTObE3H3I7kO6XX6EjVNrekNGRVVFQQiUQkZAkhhKj3nvjpCcbPGo8/6t/vNgUFq8GqrfH7wJkPYNAZcJqcpFnSSLemY9AZiCfiNHQ1xGKwADCg+QCmXD6FYCxINB4lHA9TEaqgJFBCSbAEu8lOKBbCH/XjCXkoDZZSGixlVfGqas9/Q9cbeHXIqwBsr9jOkz89ScfcjnQr6Ea77HYY9cZj/O6cGGqbW1IasoqKigDIzc1NZTOEEEKIGisLlvH5us/5eM3HWtdeRagCq8GKP+qnaVpTejfqTf8m/Wmf056maU3JsedQ5C9CRQXgzp53oigKqqqSUBMk1IT2+LFEjLhaVfHKtefS0NUQBUULaDpFh07RoaBQEa5Ar9MDsPSmpZQESij0FbLVs5WNZRvZULaBdaXraJ3Zms3lm3GYHMzbPo/nFjynPZ9Zb6ZDbge65XejV8NeDG8/XAt5orra5paUhqzKykqgZitZCyGEEKlSHixn6pqpTFk1hR+2/kAsEQPAZXbRKbcTFoOFwS0Hs/ePe8m0ZhKJRwjHw8QSMWKJGHv9e6s93oGqXQcSV+PEY/EabVscKEan6GjoakiTtCYMbD4QvaLHoDPgi/gIRAN4w16apzfnsYGPsXTvUn7d9SubyjexcPdCFu5eyITFExjZYaT2mI/NfQyHyUHvRr3pkNPhpK941Ta3pLy7ECRkCSGEqLvu/PpOXlr4EtFEFAC9oufs5mdz6SmXMqT1EG2+JL1OT0JN7BeojqdkVSzZ1n3pdXqsOivN05vTNrstRp0Ro86IL+pjWeEyFuxawFbPVvwRP3FDHJPexBM/PUFpsBQAi8FCl7wunNbgNE5veDr9mvYjz3FyTcFU29xSJypZTqczlc0QQgghNJvKNmE32clz5KGqKunWdOJqnIHNBjKyw0iGthmK0+wkFAsRjAa1rj2gWrdfXRVNRIlG/hfCFBTa5bSjc15nEmqCkkAJqqqCCg+f9TA/7/yZ+Tvns7FsI/N3zmf+zvk8+8uzPDPoGe7sdScA60vXs6NiB6c1OA2n+cQ9ptc2t9SJkCVL6gghhEi1tSVreeTHR5i8cjKPnPUIt592OyWBEi5odQE3dL2BbHs2wWiQYCxISaAk1c09alRUIvGIdrWj3VS1Jp+CwvB2wxnVcRQWgwVvxMui3Yu0oNW7UW9UVUVRFN5Z9g5/n/N3dIqOU7NPpXtBd3oU9KBHQQ865XXCpDel8iUeNbXNLXWiuzAtLS2VzRBCCHESW7JnCQ//+DCfrv0UAIPOQCAaYLd3NxaDhQauBugU3QkVrGpCRSUUDxGKh/BGvOgUHZ3zOtOtoBv3nH4Pu7y72FS+CavBSp4jjx4FPVhSuISVRStZWbSSiUsnAtA5rzNLblpS9Ziqyvyd8+mY2xGHyZHCV3d4aptb6kTIcrlc3P3N3Wyr2EaGJQOHyYHL7MJldjG8/XAauBoAsNu7m1AsRJ4jD5vRlsqmCyGEqOfWlazjz9//mU/WfgJUjTm6ptM1/PmMP5Njz6E8VK5tWx+6AY+1fcd7hWIhHCYHCTVBJB5hRIcRXNf1OhKJBEv3LmXxnsUs2LWABbsW0CGng1bx2u3dTZ83+mgVr065nWiT2YaWGS1pn9Oettlt6/SEqvvmlppI6Svx+XyYTCaMRiPzd87n550/77fNqTmnolOqBhWOnzWe1xa/BoDb7CbDmkGaJQ27yU7HnI48dvZjKIqCgsJ7K97DbXaTY88h05b5v22Ndu0yWCGEECevlUUr+WTtJ1gMFsZ1H8e9fe7FaXISiAaqBSzx+3SKDrPBTCgWIhQLoaDQMr0lbTLbcE2nazAbzJT6S9lYthGzwcy2im10zuusVbtWFq2s9nhzxs7hjMZnAPDp2k/ZWbmTFuktaJvdlgJnQcq7HffNLTWR0pAVjUa1hj4/+Hk2lW2iIlyBN+ylMlyJN+Ily5pFKBYCwG1x09jdmEJfIRXhCirCFdpjxRIx9vj2oKoq0XiUm7686YDPqVf0PDXoKYa2GYpBZ2D+jvl8uOZDXKaqZQqybFlkWjPJtmeTZcuiZ4OeEsqEEOIEEI1H+WnHT/Rr2g+AS065hMcGPsaoTqNwmV34I/5qxxVReyoqMTVGLB4jHA/jjXhBAZvRRiwRo1V6K36+7mfiiTgri1eyfO9yNpRuYEPZBpbtXUZDV0MqQ5XodXomLJ7AtA3Tqj1+hjWDxu7GXHrKpfyt398A8EV8TF45GbfZjdviJteei9PsxGKwYDfacZqdWrHmcMQTcYKxIGa9uVpuqYmUhqxwOIzFUjXhWYv0FjRPb65NsKZTdCiKgjfs1SZve6jfQ/xz4D+1CdjKgmVUhCrwRXygoPXvhmIhbuh6A2XBMooDxZQGqmbArQhVEIwFcZlcKIpCNBFlRdEKpqyacsD22Y121ty6BpPehMVgYeTHI4nGozRyNSLXkUuuPZdcRy4FzgJOzT6VLFvW8XnjhBBC1MqcbXMYN20c60rXsXLcSpqmNaXQV8gV7a5Ar+ipDFemuoknNEVRMOqNJEhQGixFQaFZWjNaZ7ZGr+jR6/QoVHUnFvoLQYULW19IgbOAjWUbWVe6jr2+vZQFyygLlnFK5ils82xDp+jY5tnGDV/c8LvP/emwT+nVsBcAz/z8DO+teE8LXQadAZ2iQ0WlVUYrXrrgJRJqAlVV6fZaN/wRvzYdxspxK6vllpo4KiGrrKyMmTNncsEFF2C1Wmt8P7/fj81WNbYqEo9Uuwz2QCrDldofgoKC0+TEbXZrs+Ym3wirwcrTg57WZsXd9yuWiFVdnvrf4Da0zVDaZrelIlRBabCUkkAJpcFSivxFGBQDCTWBL+KjIlzBgl0Lfnfg4596/4nHz34cRVFYvnc57y1/jxYZLWiX3Y72Oe1xW2QuMCGEON78ET/3fXcfL/76IlB1Ql/oK0RFxaw3YzFYDnnsEUefStUx+7fzeVmN/8sQI9qPYFTHURh0Bgw6A6qqUhosZXP5ZuJqHEVRSKgJzAYz13a+lopwBeWhcvb69uKP+glGgwSiAUx6kzb5a3GgmB2VOw7YJpPehKIoGJSqaBSKharlCqfZWS231ISiqqpaq3fmAP7xj3/wwAMPcMYZZzBz5swal9KGDx/O4sWLWb9+PYW+wpQMLEz+8g4UyBJqAk/Io21bGihlR+UOdlTsoDhQzB7vHooCReyo2ME1na7h7OZnYzaYmbZhGrdMu6Xa85yafSo9CnrQJa8LN3e/WVs1XQghxLExb/s8xnw2ho1lGzHoDPzljL9w3xn34Y/4icQjMhSkHtIpOm2Nx2Q4NugMOEwOrRcs2ROWXIqo2F+sbauqKrFEDBW12v8BdOiwmf4XoGxGGxaDBZPOBEpVcWfEiBFabqmJoxKyli1bRpcuXVBVlTfffJMxY8ZUu33NmjWsXbsWnU6H2WwmLS2NHj16cNlll7FlyxaWLVvGHu8e7YXWVQadQStr6hQdeuW//+r0VIQqiMQjxBIxtnq2Mmf7HNaXrmdV8SpWFq3U5h9xmpx47vdopcqJSyfSOrM1PRv01NafEkIIcWQmLJ7AjV/ciIpKh5wOvHXxW7TKaIUn5NFmaBcnn2QQ+z37VjUVlGq5JM+Rx6WXXKrllpo4Kt2FnTp1olu3bixcuJANGzbsd/uUKVMYP358tZ+FQiECgYDWvVjXAxZUDa6PEYPfqSwn+5xPzT6VLvldtCpZIpFg2d5lLNy9kPJQOSWBEuxGOwk1wbhp4wjFQqRb0hnUchAXtrqQwa0Gk2HNOL4vTgghTiADmw3EZXYxrvs4Huz3oHaxlASsk5uKWuPu4d/mEgWlWm6piaM28P2KK65g4cKFbNmyZb/b4vH9X5DZXPtR+vXFgZYsaJHRglOyTiGWiOEJeSgPlhOKhbi+y/VM3zSdjWUbmbxyMpNXTkav6OnftD9PnPsEnfM6p+6FCCFEPTJ3+1z6NOqDoig0TWvKyltWkm5Jp9hfjEFvkO5BcUQURUnd1YUdOnQAYOXKlfvd1rZtW4YOHUo8HiccDlNe/r/5R06Gs4rfLlmQHNiXbk3nHwP/wdPnPc2W8i1M2zCNL9d/yexts/l+y/e4zf8bLL+qaBXN05tXGxQohBCiamqGP874I88teI5nBj3Drafdyh7vHvyRqsHOBn3dndxS1D+1yS3H5ZM3YsQIRowYsd/Pj8JwsHotlojhjXjxRry4LW7GdB7Dzd1vJhgN8t3m70i3phONRzHoDFzx4RXs9e/lhq43cEuPW2jsbpzq5gshRMqVBcu48sMr+X7L9xh1Rkx6E4XeQiLxCC6LrIsrjq7a5pYTv4xUT8QSMQLRAGXBMsLxMGc2OZNifzGbyzezvmQ9dpOdsmAZj897nObPNmfYR8P4ZecvqW62EEKkzMayjfSa0Ivvt3xPjj2HWWNmcVXHq1BRpeov6oSUhixFUUgkZD2o30quD2U3Vc1U67a6mXftPOZfN58R7UegKApTVk2h1+u96DexH1s9W1PdZCGEOK4W7FpA79d7s6FsA51yO/HrDb/SOqM13rBXrtQWx0xtc8tRC1kNGzbkkksu2W/6hoM+uU4nIasGEmqCkkAJLTNaMuGiCWy5cwv39bkPt9nN+tL15NhzUt1EIYQ46jZt2sQtt9yCy+VCp9Phcrm45ZZb2LhxI7d9dRvFgWIGtRjE7DGzMelMRBIy95U4dlRVrXVuOSrzZB2uc845B5/Px/z589nt3Z2qZtQ7BsWA1WgloSZYsGsBfRr3wWqw4o14ufubu/nzGX+mRUaLVDdTCCEO29dff83ll19ONBolGv3f1dpGoxGj0chLb73ESvdKHu7/MJ6w54CTWWsTU/53UkqF/wWw5GSU8L/eg/owlZBInXxHPueee66WW2oipZdcGAwGYrEYsP+kX+L3xdSqAfN6RU+rzFbsqNiBxWDh9SWv8/qS13l72dvc2+deHuz3YMpXLBdCiH2pqsoe3x42l29mr28vsUQMk95E94LuNHI3AmDt+rVcfvnlBAKB/e6fDF03X3Mz0+dOJxANYNabtXkJ9To9eqWqu7AkUEJJoARv2EsgGtCWSTHqjFgMFswGMya9iTRLGvmOfGxGGwk1QVyNazOKxxIxYokY0XhUjlGiWm6p0fbHsC2HfvJaNlZUF1fjmPQmTHoT0XiUaztfy47KHby19C0enfMon6z9hDcueoOeDXumuqlCiJPcHu8eLvngElYWrdTWkdvX6xe9zpXtrkSn6Lj5gZsJhPYPWPuKRWO888o7XPfX69hcvpm1JWtZV7qObZ5t7KjcQZG/iFiidscXo85Ipi2TRq5GNElrQlN3U9pmt6VddjvaZrfFbrT/L3QlohK+TjIqqoSsk5VRb8SoM/LSBS9xXZfrGPvZWFYXr6b3G7354+l/ZHz/8XK1jRDiuNhQuoFJKydR6Cvk//r/H96wl3A8rAWsTGsmLTJa0MDZAIPOQCQeIc2cxu7KqmEjP037CQ4x7CUajTJh4gQm5E/43W0yrBlk27JxmV3YTXYsBov2fKFYSJu/sDxYzm7vbsLxMIW+Qgp9hfy6+9f9Hi/PkUfrzNa0z25Px9yOdMztSIfcDpj1ZiLxCOF4mEg8kpJ1eMXxUa9CltFo1PraFUU56efNOlLRRJSyYBkdcjqw9KalPDTrIZ6a/xT/+ulf9Gnch4vaXJTqJgohTlCekIdXFr7CO8vfYVXxKqCqMnRzt5tJt6ZjMVr4btR3tMxsSYY1g1giRjzxv9VA/FE/qlo19UIsVMODWAT6NOpDvjOfVhmtaJvVlmbpzWjkakSeIw+j3vi/8VaqWq3ilBynBf8du4WOSCJCsb+YHZU72OrZyubyzawuXs2q4lWsK1mnBbAft/2oPY5O0dE5rzNnNDqD/k37M6DZAKxGK+FYWOueFCcGVVWr5ZaaSGnIslgshEIhgGoDEsWR8Uf96BU9jw54lMtPvZyPVn9E/yb9UVVVC7NyBY4Q4mgo9BXyr3n/YsLiCXgjXgDcZjcXtbmIEe1HkOvI1daKa5bejFgiRqGvEKja75v0JiwGC2nmNFaXrObjNR+jM+uIhw69vpzNbmPm6JkoiqJVpZLjqUqDpYf1ekx6E60zW9M2qy16nR6jzohBZ0BBYZd3F2tL1rKiaAXL9y5n+d7lrCpexeI9i1m8ZzHPLXgOg85An0Z9GNxyMEPaDKF1RmtC8ZBWORP1l4paLbfUREqvLrzhhhv48ssv2bNnD3t9e2u8aKOoOavBSiAawBfxYTFYKPGXcNeMu3hj6Bu0zGiZ6uYJIeqphJrAH/Gzcu9Kzpx4JnE1zoBmA7i7192c3fxsEmqCYCxIOBber4JkMViwGq0oKMzbMY8v1n3BF+u/YFP5JmxGGz2X9mTOJ3MO3i2jA7pB45GNueO0OxjRfgTH+lxdr+gx6AwY9VXBy6gzEo6FWbB7AXO2zeG7Ld8xf8f8aseyVhmtuLLdlYxoP4I2WW0IRoMEY8FajxcTqZdjz2HcTeO03FITKQ1Zt956K5MnT6a0tPSwBimK2onEItw87Wa+2fQNTpOTiRdP5NK2l6a6WUKIemR18WreWPIGN3e7mbgax2Kw8MnaT+jbpC8dcjrgi/gIxULVgpVO0WExWLAYLCQSCaZvms7klZP5euPX+CI+bbu+jfsy6fJJvDfrPe697F44SK+M0WKkwb0N2KrbillvZubomTRwNcCor1paJ6EmjssxJVmNM+lNmA1m/BE/323+jmkbpjFtwzRKAiXath1zOzKy/UhGdBhBviOfQDRAIBqQgfP1RLYtmz/c8Qctt9RESkPWn/70J1588UUCgQDF/mLpuz7GTHoTekXPDV/cwNQ1UwG4udvNPHHuE9hN9hS3TghRl+3x7uH/Zv8fExZPIK7GmTBkAoNbDQaomjpB0ROOh7XtkxUrm9FGMBrki/Vf8Nm6z/h649cEov+7crBddjuGtB7CDd1uINOaye1f3847y9+BDWD4yICSUA44T9ZHH33EoPMGMW39NLZ4tnBdl+so8hcRiAb4eM3HjOs+DovRgjfsPa4hRqfoMOvNWAwW9Do9c7bN4YNVH/Dh6g/xhDzadv2a9OPaLtdyxalXoKISiAakO7GOy7Jl8cD9D2i5pSZSGrIeeughHn74YeLxOGWhMvmAHQdGnZE0Sxov/voi9313H5F4hC55Xfj6qq/JdeSmunniBLW+dD3rStax1bOVjWUb2e3bTRN3E/IcebTMaMnFp1yc6iaK31EZruSJn57gyflPEogGqk7Uut7AX/v+9YBjO816MzajDYAZm2bw7op3+WLdF9UCWPeC7gxrN4wrTr2CBq4GRGIRFhcuZvQno9ni2YLVYOWF81+gn6sfTz/9NO+88w4+nw+Hw8GoUaO46667aNFi/wmXVVXl7WVvM+azMWRaM3ni3Ce4qsNVeCNeQrGaj6M5miwGC1ZDVdfoN5u+4f2V7/P5us+19mRaMxnTeQxjO4+lTVYb/BG/VLfqqExrJv945B9abtHpDr1oTkpD1uOPP87999+P3+8nSLDaH6E4dhQU0ixprC9dz2VTLmNT+SZOyTqFFeNWYNCl9FoIcQLwR/xM2zCN81qeh8vsQlVVbv/6dl789cUDbt8+pz1fjfwKnaJDr+h5aNZD9GjQgwtbX0ieI+84t17s68NVH3LH9Du0gepD2wzlnwP/SfP05lSEK7TuOJPehNVgxag3Mn/HfN5Z/g5TVk3RBsIrKPRr2o/L2l7G0DZDyXPkEYqFtLFJ4ViYz9d9zh+++QNd8rrw/mXvc0rWKYfV5qWFS7n7m7v5YesPAJzZ+EyeG/wcbbPa4gl5Ujb2d9+xaKFoiA9Xf8jLi15m8Z7F2ja9Gvbizp53cvEpF2tj3qSHp+7IsGbw7JPParnFZrMd8j4pPaI6nU4AvF4vRpcxlU05qaiolIfKaZLWhLlj53LJlEsY02kM0XhUQpY4LL6Ij8/WfsbUNVOZvnE6wViQCUMmMKTNECpCFbTNasvgloNp6GpIq4xW5Dvz2VFRNWGk0+zUZtleV76OVxe/yquLX0VBoWt+VwY0G8DoTqNpn9M+1S/zpOIL+1hauJRCXyG9Gvbi3+f8m54NelIZrqQ0WIpe0eM0ObEarKwpWcM7y9/h7WVvs9e/V3uMLnldGNZuGFd1vIocew6hWNVVdmXBMlxmV9X30RAmvYmbut1Epi2TK9tdeUQrVXTO68z3o7/n3eXvcs+Me5izfQ7dXu3G7afdzsNnPYw/4k9JlUhFJRirGvSuU3QMaz+MMZ3HsKRwCW8seYNJKyfx886f+Xnnz2TZshjbeSw3d7+Zhq6GBKIBgtGgVLdSTFXVarmlJiErpZWst99+m2uuuYaNGzeS2SCzWj+9OD7MejM6RUdluJJgNEiOI4fKUCVN05umummiHojEI7y88GXGzxpPeahc+/npDU/njp530KOghzbg2W6ya0uVxBNx9Do9OkVHPBHXZgCPJWJ8s/EbPl33Kd9v/r5adfuc5ufw/ODnaZXZCp1y1Na2F/uoDFeybO8yWqS3oDJUiV6nZ/7O+YxoP0Ib0G41WrEZbZQESnhv+Xu8vuR11pWu0x6jZUZLLm97Odd0voaWGS33u5rOYXKgV/Q8NvcxnlvwHNOvmk7Phj2Pye/UE/IwftZ4XljwAnE1zj8H/pPRnUYf9ec5Esnu1XgizjvL3+GlhS+xomiFdvu5Lc7l+i7XM/SUoYRjYfxRv0x2miJpljQ+mvSRllsO1GX9WykNWVOmTGHYsGGsWLGChi0bSshKMVVVWbR7EcOmDuPOnnfyz4H/lPm0xEGd9+55fLPpGwB6NujJVR2u4uJTLibXkUs4FiYcD2uDopNryiXDVdK+k0QmDx46RUc4FuanHT/xydpPeGvZW9oVZHaTnXRLOk6zE7PBfPxf9AlIVVUmLp3Ifd/dR0JNMOPqGeQ5q7pqk2sCWgwWdIqOL9Z9wYQlE/h207fa7y3LlsWlp1zKmM5j6FHQg3A8TCAaqNbVZdabcZldTNswjT9M/wPbKrYB8MQ5T3BP73uO6etbsmcJT//8NA+c8QB6nR6byaatd3igJX5SQafosBltWA1WFu1ZxEsLX+KDlR9oJxpN05ryp95/4uoOV2PUGwlEAzLE5jhzm91M+3Sallvatz90dT2lfUNWa9UyL8FgUCYjrQP0Oj2ekIdYIsbj8x7HG/bywvkvSNAS1UTjUYz6qu7967tez7aKbTx+9uOc1+I8Iomqi1dUVcWgM7C0cCnrS9ezuXwzWyu2sqNiB9srtlPkL0JRFPSKHqvRitVgxaQ34ba4aZ7enFMyT6FtVlu65HfhqUFP8chZj7Bs7zKaZzQnFAux27uboROGMq77OG7tcatcHXsE1peu59avbuW7zd8BVTOoJ+eBshltWPQW5u2Yx/sr3mfqmqnaJJ8mvYkLWl3AmM5jOK/lecQTcQLRAEWBov2eI8OawebyzVz9ydVM3zgdqJrO4D/n/4c+jfsc89fYJb8Lb1/yNvFEnEJfIdvKt3HnN3fy9KCn6V7QnfJQecqrQwk1gS/iwxfx0SqjFa9c+ApPnfsU7y5/l/8s/I/2e7r323sZ1m4YN3a7ka75XWUaiONIRa2WW2oipZWs7777jnPOOYfZs2fTuWfnavOliONPQSHdms4PW37gkg8uIRwPc3O3m3nh/BfQ6/Spbp5IsZJACdd/fj2NXI14/vznCceq1nnLsGZo04OsKVnDN5u+4ZtN3zB3+9yjdkVXj4IetM9pT6fcTvRt0pcNpRsYNnUYALn2XP58xp+5sduN+63PuWnTJp588kneffdd7eq0q6++mnvuuadGpf4TWTgW5t8//ZtHfnyESDxChjWDZwY9w8gOI1FR2Vm5k3eXv8ubS99kc/lm7X7tc9pzQ9cbuKrDVThMDgLRwH7zYv3W5+s+57avbiOuxnGb3fx9wN+5ufvNKRkDqqoqd8+4m2d+fgadouOBMx/gL2f8hUAskLIrEH+PXtFjM1ZV3T5b9xkv/PpCtSV9uuV3457T7+GyUy8jGo8SjAXlKv1jyGly8sucX7Tc0rdv30PeJ6Uha/78+fTu3ZuvvvqKMweeSWW4MlVNEftIs6Qxa+ssLv3gUsLxMMPbD+fti9/Wqhfi5DNr6yyu/vhqdnl3kWHNYPENizEbzWRYM1hdvJpXFr7CtA3T2FG5o9r9kovoNk9rTrP0ZjR2N6aJu4k2XUg8Ea8aDBwNEk1EKQ2Usr50PetL17OhbAObyjexqWwTFeGKao/75YgvMeqNPDDzARbuXghAgbOA+/vcz/Vdr8dqtPL1119z+eWXE41Gf3eepcGDBx/jd67uuvSDS/lk7ScAXNPpGh4/+3EyrBl8tPojXlr4EnO2z9G2beBswDWdrmFY+2GcmnUqwViQQDRwwCv1jDojDpMDf9RPOBYmGAuyq2IX5086n9EdR/PwWQ+Tbc8+bq/zQCLxCA/98BCPz3scFZWeDXry9iVv09DVkIpQRZ2rCiko2Iw2bEYbWzxbeG3Ra7y59E2tqljgLGBk+5Fc3fFq2mW3IxQPEYgGZILvo8xhcrBq8Sott9Rk/5HSkLVq1Srat2/PBx98wAUXX7DfjlSkTpoljV93/cqQSUPwRrwMbzec9y57TwYcn2QSaoJHf3yUh2Y9hIpK70a9mXTZJAocBXy54Uuemv9UtYNxrj2X81qex7ktzuXs5meTYc2oWk8uEa9aEPi/g9737ZpRFEUbLpAct5UcB5T8fmPZRubtmMfsbbOZu30u2yu2c22Xa3ngjAdYuncpD/7wIMv2LgPgglYX8O/u/6Z7l+4HnTDQZrOxfPnyk7KiFYgG+HbTt9z//f28eP6L9CjowXO/PMe/f/q3th+2GW0MaT2EsZ3HMqDZACLxyEErJWa9GbvJTpG/iMfmPsaSPUt4/aLXybRlkmHNoDJcSaYt83i+zEOatXUWoz4Zxc7KnVgNVp4a9BRjOo2hLFSW6qb9LqPOWNU9rsJ7K97jiflPsL50vXb7qdmnclWHq7im0zVk27O1SmOqu0NPBDajjV2bdmm55corrzzkfVIasrZu3UqzZs144403GHb1sGqz4YrUc5vdrC5ezYWTLuRfZ/+LAc0GUOAskK7Dk0RpoFQbQ6Og8MCZD/C3fn/j6w1fc/eMu7UuJJfZxdjOYxnVcRSd8joRjUcJx8OEY+HfnZNIQalWLUgOjgcOOAYwlohVLVuiN2PWmwnEAmwq28Sa4jXYjDb6NunLtoptPPLjIxT5iiicUsjm7zcTj/3+nEhGo5Ebb7yRF1544Xe3CUaDlIfKKXAWaD9buHshwWhQGwzuMDlIt6bjNNXdgfgJNcGkFZNYvGcx4/uPx6g3UuQvYkfFDr7f8j0Pz35Y+131KOjBjd1u5MpTr8RkMGlXBx5IsjvLarDyy65feGvZW7y17C0tiP1wzQ/0b9r/eL3Mw1IWKOMP3/yBd5a/g4LCD9f8QKvMVqlu1iHpFB12o117799f8T4frPpAq27pFB2DWw5mePvhXNjqwqr5uf47N5kErsNjNVip2Fuh5ZaxY8ce8j4pDVklJSVkZ2fz/PPPc91N11W7BFzUDU6TE0/Ig16n12Z7buRqhEEv82md6MZ+NpaJSyeSYc3gvUvfo1NuJ8579zyWFy0HoFlaM+7seSdjO4/FoDfstyxI8gCcvJpQr1T9q6AQiAWoCFVogarIV0Shv1CresXVqmpXQk2gV/TVBkd/s/EbIvGIdqBQUUmoCXSKjgbOBlz8wcXwD6AGQ1NcLhcVFRV8uOpDXlv8GhXhCirDlZQESqgMVxKJR8i0ZlJy7//Wn2vyTBO2V2w/4OPdc/o9PHHuEwBsKN3AP+b+g0auRjR2N6axuzFN05rSNK3pEc0DVVsr9q5g3LRxzNsxD4Bnz3uWL9d/yXebv9OCbgNnA67qcBWjOo3ilKxTtMHUBzoY7xuQ44k47y5/l7eXv83akrXa7cPaD+OvZ/6VdjntjtOrPHKTV05m+d7l1caKWQyW/Ra4rovMejNWoxW9oue7zd8xcdlEPlv7mXZ1p1FnZGDzgQxvN5yL2lyE3WTX5iyTLsWasxgsJPwJLbfcdttth7xPSo+UaWlp6HQ6ioqKpDpSR3kjXu13YzPa+Hnnz9w9427eveRduaLrBPfvc/6NN+zlqUFP8f3m77nw/QuJq3F6NujJfX3u48LWF2pdgMlVBALRgHYBS2mwlP/8+h92eXexy7uLvb69FPmLKA4UE4lH+HLEl3TJ7wLAhCUTfndG+NYZrflhzA/a97d/ffvvXnb/r7P/xbrb1tHm/9rU6DV6vV62lG9hQ9kGvt387X63J5eh2ubZhk7RoVN09GrQi8buxkTjUUKxEJXhSjwhD96IF4fJoQW+1cWrmbh04n6PqVN0NE9vznejvqNJWhMAdlXuItOWicVgqVG7kw42sD8tP42//fA3Xl30KnE1Tq49l38M/EdVOJ5+J2a9mYtPuZgxnccwsNlArTuwyL//1YHJKqLFYKE8VK4dmBVF4cVfX2SXdxe59lxGdxrN2M5jaZvdtlavoy4Y3n44Q1oPYVflLox6I8uLlrO+ZD1/6PWHaq+5LgrHq6ZLUVDo3ag3Zzc/m4pw1cnDh6s/ZM72OUzfOJ3pG6dj0Bno16QfQ1oPYUibITR2NyYUCxGOhYnEI3U+UKZSQk1Uyy01kdJKFkBubi6XXHIJL/znhQP+cYu6Q0Ghzxt92OLZQr8m/fhixBc4zc5UN0scRWuK19Amqw06RceG0g3859f/sMWzhc/WfUZjd2P+OfCfDG83HBQo9hezcPdCFu1ZxPK9y1lVvIruBd15/OzHgargcNqE0w74PFaDlXcueYceDXqQUBN8suYTpm+arl2lmKx+6RQdDV0NuanbTaiqioLCs788SzQRrTY+UK/oSagJLmh1AX2b9KVhTkO8Xu8hX6/dacdT7mFj+Ua2eraSZknDaXKSacvEbXZj1ptJkGC3d7c2n1emNRODzqBV4ZJVOgWFQl8hvogPnU6HN+xl4e6FbK/Yzo7Kqqkrtni2aFWwwF8CWvfiWW+dxZxtc2iT1YYueV3okNOBDrkd6JzXuVpX5b4ONrBf0StYRlqobFyJTtFxc7ebeaj/Q7y59E1+2PIDQ9sMZVi7YdhMtgN2B+oVPQ6TA6PeiKqqLClcwoxNM/hqw1dVv/MbF2E32YklYszdPlcbi3ciXBwTjoXZXLaZAe8MoNBXyNUdr+bVC1+td/NSJadHsRgsVIQq+HjNx0xZPYXZW2dX68Zvn9OeC1tdyHktz6NXw15AVWiLxCNypeJvGHQGcuw5Wm55+eWXD3mflIesFi1a0KtXL95+p/pyDKLucZgc7PHuYcDbA9jt3U3fJn35YvgXuCyuVDdNHIbfVkGsdivhdmEuu/YyurfrzidrP6Fvk770KOjBmpI13NXrLhJqgsfnPc7EpRPZ5d2132P2KOjBR1d+RDwRJxwL887yd2jsbkyBs4A8Rx459hyy7dlYDBaKfEXaZKV2o71qUWGlKsz/dlyWqqooiqJ1Nx5q7rZbbrmFCRMmVAsfv6XoFdSuKs2vbs7ojqO5tO2ltM1qSywRq+pKiR/+YOFke006EzqdDoNiwKA3YNQZiSfibCjfQIYlA4vBgtlg5vz3zmfejnkHfL47e97JM+c9A1TNYL6zcifGCiNdO3c96MB+k8XEPz/6J0N6DaE8VM6qolVc0OoCMm2Z1SqQyTAbTUS1cbHesJdnfn6GxYWLWVa4rFq4MOlNvDX0Lc5ufjYui+u4dn0eLwk1wWdrP2PUJ6PwR/2c2fhMpl45VZsEtL7RK3pt3URv2MvXG7/mi/VfMH3j9GpX9duNdvo26ctZTc+iX9N+dM7tjIpKNBElEo8QjUdTtvZjXaBTdOQ58rTc8t577x3yPikPWR07dqR58+Z8/MnH2iKkou6yG6uuHur/Vn92e3fTs0FPpo2cVueuGhIH93tVEHRgNpt5d9K7tD29Ld9u/pYftv7A+H7jyXfmk1ATPPnTkzz181M4TA665nele353Oud1pkNuB5qnNac8VI5Jb8KkN2E32qtVfJJB6Vhfpbpp0yY6dux40BBiMBtIuyuNtII0Wme25qsNX5FpzeTC1hcyuOVgzmlxDk6TUxvEfzS7UhQUQrFQ1dizRIKm6U2JJ+KsKFrB0sKlrNi7gpXFK1myZwmPDniUW3rcgqIoTFk1hWEfDUP/lZ74ojgc5Hin6BW6XtCVl//zMp3zOxOMBpm9dTaLCxdXTRrqL6I8VE5ZsIwifxGNXI2YePFEoGrAf6vnW2mvt01mG85qehbntzqfs5qehd1kP+EnKVZVlaWFSxkyaQi7vLtomdGSr0Z+RZ4jT1v4uj7SKTptqSsFhTnb5/DVhq/4ZtM3rC5eXW1bm9FGzwY96d2oN6c1OI3OeZ1p4GxAXK26WjgZupJXDJ/oAUxBId+Zr+WWTz/99ND3ORohq7KyEqfTeVh/dKeffjpOp5NvvvmGPb49R9oUcRzYjXZKAiUMfHsg2yq20Sm3E9+P/l6CVj1RkwCimBTUm1XIqPr+kbMe4YpTr0BBwRPy4LK4aJVRdRDet8pUl6b4ONQ8WVM+nMLAcwZyz4x7uOv0u9hQuoEbvrhBq9DpFB09CnpwTvNzGNBsAL0a9sKgM1Sd0SeiRONRYonYUQ1eBp0BnaLDoDNg1psx6o14gh7sZjt6Rc/rS17nzSVv8uvtv6KGa/C8Zvhy+f/Gvv1jzj9+d+xbU3dTvr/me2Lxqtc0c8tMWme2pmt+V9wWd40qiCcaVVXZ7d3NkElDWFK4hCxbFl+M+IJmac1OiEChoGA2VF2xazaYKfIX8cOWH/hh6w/8uO1HNpRt2O8+brObdjntaJvVllOzT6V5enMKnAXk2nPJd+ajV/TVgldyH5G8kAWo9rN99yH7SqgJ9o0ndWWsWIGzQMstM2bMOOT2RxSytm3bxn333ccHH3xA7969mTp1Knl5ebV6jHPPPRev18v8+fPZ7d19uE0Rx5nNaMMb9mpB6+2L32Zwy8HSdVgP1KQrDR2YTzNz5b1XMqDZAPo16Ue2PRuT3oRRZ6w3B9tNmzbx9NNP884772gDw0eNGsVdd91FixYteHHBi9z29W2Y9WbuP+N+/tT7T/yy6xcem/sYs7bOqrb2nklvolNuJ7oXdKdrflc653WmfXZ79Dq9dha/73xg+x4kkgcSFVULK/v+m5wXLPmloLCjcgdLCpfw49YfmbdzHquKVvHepe8xuNVgrCYrNTnmKIrCvK3zqk6AlKo1/FYVr8KsN5NjzyHdmk6mNZMsWxb5jnziahyrwYrZYMakN9Wb3/Ox5g17ufKjK/l207e8dfFbnNXsrFQ36ZjQK3rtd2/SmygLlvHTjp+Yv2M+i/YsYtneZZQESn73/goKBc4CmqY1Jc+RR5olDbfZjdVoJceeg8vswqAz4DQ5sZvs2I120ixpmPQmbQyYiorVYMVhcmAxWNDrqubNM+lN6BSdFtYUFBJqQvt50r5hbN+/v99+n/x7/G2QS/7d7ntb8ucJNUGmNZNBgwZpueVQDjtkBYNB2rZty7Zt22jQoAFnnnkm3377LcuWLaNBgwbVtl2zZg1r165Fp9NhNptJS0vDZrPRvn17hg0bxqpVq1i9ejWFvkKZv6MesRqs+CI+FuxaQM+GPfFFfOQ78nFb3KlumjgIl8tVo0HhLpcLj8dzQh9oSwIl3DPjHt5e9jYALTNa8sLgFzinxTmEoiFmbp3J95u/Z+bWmSzfu3y/+xt1RlpltqLAWUADZwNtioZmac3IsFaNuVIUBYvBgtPkxGa0EYqF8Ef9eMNe/FE/gWiAnZU7WVuylrUla1m+dzkbyjZog451io5h7YbxUL+H2Ovfyy3TbmHVXatqPEXF7uLdWrhLXlSghT0UdLq6VYGsq8KxMNPWT6NbQTdtgL9JbyIaj9aZKsvRplN0WuAy6qrWsyzyF7G6eDVrStawtmQtWzxbKPQVal+pOIbrFb1WTf/tCYte0WuvwaQ3YdQbtStlk1/JbW1GGw6TA7fZjdPs1F6z1Wgly5ZFuiWd3o16M3L4SC23HMphT+Ewffp0otEoxcXFRCIR8vPzufnmm7noootYtGhRtW2nTJnC+PHj93uMjRs3avPUALhMLhIc+OxPKzPuU3bc93Zx/AVjQYx6I6c3Oh2oGhj/w9Yf6NekH+nW9BS3TuwrOZ9Reagcn69ma4T6fL4TOmABZNmyeOvit7iuy3WMmzaO1cWrOe+98xjUYhCPnPUIpzc8nbOanoXZYMYf8bNozyIW7V7EksIlLClcwrqSdawuXr3fWJajocBZwO2n3c71Xa9nXck6bvnqFmZumQmA6zQX/p/9h5xsddSoUTLVylFiNpgZ3GowOyt3klATLC9azl7fXsZ0HkNpoPSEPA4l1IQ2n1aSTtHROa8z3Qu6a6syJK+wjSfi7PLuYlvFNor8RXhCHirDlQSiAfb69uKL+oglYnjDXm26l/JQOdF4VAtBiqIQjAbxRrzahMaxREybGy95sUayLeH4fyc9/u/bf6yviNx4e/XcciiHHbL+85//cNVVV5GVlaX97LLLLuOjjz7ab9t4/MA7Ao/HQ3p6Oh6PB4DnFjxHsb8Yk96kXXVjMViwG+24zC7t6ogMawaZ1kwcJgdWkxWjzohRZwSF/fp5a/ovHLhUmHwscWD7nrUs3rOYkVNH0iG3A9Ovmi5Bqw5QVZUZm2bwp2//xIqiFbjMLhwOR40qWQ6H4zi0sG7o26QvS25awjM/P8Pff/w732z6hvNbnY/b7EZRFOymqpm1k92FRp1Ru9JsS/kW9vj2sKNiB1s9W9lasZVtnm1UhCsIRoOoqIRiIa1ylZwh3Wl2Vu3DDFay7dm0y25Hq4xWdMztSNvstlUzee/8hWEfDdPCldvs5q5ed3HplZfSq3svArHfH1dnNBq56667jtdbeFKwGq00djdmdfFqRn8ymspwJb6Ij9tOu+2EDVq/lVAT2rxcB2Iz2mif014bo5nsFk9Wm4BqP08Gpn071fbtTtd+xu+f8CW79RNqoqq7/r/d9tFElHgiTiQeIRwPE41HiSai2rxgwViQcCysbZsMfp6QB1+kKhDGEjEC0QClwVLKgmVE4pFqueVQDjtkzZw5k0ceeaTaz2bPns3AgQP327Zt27YMHTqUeDxOOBymvLzqbDoQCOBwOAgEAiQSCb7Z9A2zts46rPboFB02o00r8yUX03SZXThMDm35AYvBUrWTM1q1nV2yD9putFdta6r612Fy4DK7tB1tsoKmVdL2CWHJWapjidhJ2eWpU3R0yOlAriOXBbsWcO675/LNVd+QYctIddNOWgt3L+Teb+/lh61VE3k2cTfh4bMeZsaGGXzwzgfEor8/uWKyCnIyMelN3NvnXq7rch2vLHqFcd3HoSgKnqCHKaum0LWg6krKUDyEL+IjmohqVxs1dDWkV8NeWndcclxV8iCx7/irA53o7Tu7fSAawBv2UhmuZOaWmczcMhO32c0dPe/grl53YTPaMOgMfPTRR4dcAPtkXJfxWDMbzHTK68RjAx/jlq9u4Z4Z96CqKrf3vJ2yYNlJuf/fV1yN/25h5XjYN4wpioJep8ems2kV3eTtvw1y+/6NJq+E3vfnyWBo1Bur5Rad7uBd7Yc9Jkuv1zNv3jx69aqavGzu3LkMGjSIJUuW0Lp16xo/zmOPPcaf//xn/H4/M3fMZG3pWiLxiJY0Q7GqHVplpGqJi0A0QEmghLJgGf6IX1uw9FjOxqtTdLjNblxmF9n2bLJt2bgtbtLMabgtbjKtmTRyVy2d0SK9Bdm27Krg9d/QFU/EtauRToQrUn6PzWijIlTBgLcHsLl8M93yuzHj6hkStI6zynAlN35xIx+s+gCoWuz7z2f8mdtPu51VRauIl8bp3aM3icjvHwxO5sWTf6skUEKTZ5oQiAZok9mGqzpcxZXtrqRFRouq8VUR/2H/XScrYjajja2erbz060vYjDZuPe1WACpDlXy05iNu7XErdpNdu/ow6VAD+8Wxo6oqry95nRu+uAGougL33t73UhaSoHUiy7Bm8MwTz2i5xWazHXT7ww5ZrVq14swzz+Tee+9l3rx5PPTQQzz55JMMGzasVo/zwgsvcPvtt1NUVITNbSOWiO2XMJMJMvn/ZMrcN3nG1TiBaKBqeYuwl2AsSCBatT6aL+LDH/UTjAYJx8MEogGC0arbkyEtEo/gi/i0bZOl/YpQhbYqfU2Z9CaybFk0cjWiRUYLTsk8hS75XeiY21GbYyRZtjzWAfF4sxlt+CI++k/sz6byTXQv6C4VreMsoSY4880zWbR7EXf0vIP7+9yPy+zi/378P8Z2GsuDsx7kvY/fQ5mioEdfraK1bxVk8ODBKXwVdUdZsIx/zfsXby59s9qqFJ1yO3FRm4sY2X6kdlWt1WDFqDfuNxhaQdG6JKBq/KJFb2Fl8UpW7F3B5FWTmb5xOgA59hxmjp6JUWfEYrSQY8vBbDCf8OPj6iNVVXlz6Ztc//n1qKiM7zeeP5/554NegSfqt3RLOq+/8rqWW7Kzsw+6/WGHrB9//JGrr76aHTt20LFjR6ZOnUrLli1r/TiTJk1i5MiqkfoFzQuOaDbdfct8Byr9HahMeKAwt+/PdYqOeCJORbiCilAFJYESigPFVIYrKQuW4Q17q1azr9zBtoptbCrbdNCFrp0mJ+1y2tElrwunNTiNs5qeRUNXQ23Cw3A8XO/PgpLTO/Sb2I8tni30adSH6VdNx2E+ecb4HG+ekIdQLESeI49IPMLCXQspcFXNsh6Lxxj58Uju63Mf32/5nodmPYTdaGfygMlMf3e6VEFqKBqP8t3m75iyegqfrPlEO/lacN0C3FY3qqrywaoPCEQDdMjpgMVgIa7GtWEFDV0NaZFR9b5+v/l7bvnqFm2dR6hafPaqDldxY7cbOTXrVMwG8wmxTM2JTlVVJq+czNWfXI1e0fPj2B9p7G6c6maJY8RtdvP51M+13HLqqacedPsjmicrEomwYMECevfufch+yd8zY8YMBg0axNy5c+nQvUO1nU5dkgxgyUrab2ev3ncsRigWothfzPaK7Wws28iq4lUs3rOYFUUrDniG0yytGQOaDeDs5mczsNlA0ixphONVXaX1de2oZNA6773zeLDvg3TK7UQDVwNZ6/AYmLt9LiOmjqBDTgfeGvoWZaEyjHojmdZM/BE/QyYPYVnhMu474z7+Mecf6BQdnw77lCFthqS66fVWOBZm5paZ/LD1Bx4/+3ESaoJIPEKP13qwqnjVAe9zQ9cb+OPpfwSlao3Iiz+4mFYZreic15leDXsxuuNoMm2ZUrGqp95f8T6+iI/BLQej1+lT3RxxjDhNTubPnq/llj59+hx0+5Qvq/PTTz/Rp08fpk+fTu/+vev1cgVJyTCWDF0GnUEbe1EaKGX53uUsKVzC3O1zmb1ttrZeWFLX/K4MbjmYC1pdQPeC7trVEPteRlsf2Iw2rTs0nojjj/pp4JSgdbQk1AT/mPMPHpr1EAk1Qc8GPXn74rexm6quxt3j28O575zLtopttEhvwTdXf8MPW3/AF/Hxh15/SHXzT0ifrf2MxXsWs6p4VdVAdp1e2x+c2/xchncYXjX4XVWpCFeQ78xPdZPFUeQNe9nt3Y3FYGGPbw9d87pSHio/ocfinmwcJgcrF63UcsugQYMOun3KQ9aKFSvo2LEjH374IYMvGlzr8U/1jU7RaYHLpDehV/Qs27uM7zd/z/dbvmfO9jnVwlSuPZehbYZy+amX079pf23w/74zUdcX87bP46FZD/H5iM9pmVH7rmXxP96wl9GfjubTtZ+ioHBfn/t4qN9D+KN+LAYLq4pXcf5759MsvRnZtmzeHPomBp2BdGu6TDwpxDEUjAb5ZuM3XPXJVYzpNIZnznuGsmCZBK0ThN1oZ/uG7Vpuufzyyw+6fcr3thkZVQOiS0pKToqdf3KOEV/ER1mwjOJAMU3TmjKuxzi+GPEFpX8q5eurvua2HrfRNK0pe/17eXXxq5z77rk0fbYpf//x75SHysm2ZVctvnuQuUPqEoNi4OWFL7OmZA29X+/NLzt/SXWT6q1dlbs4880z+XTtp7jNbr4c+SXj+4/HE/ZgM9qYv3M+A94agNlg5quRX5Fjz2F18WrcFvdJ8TcmRCpZjVZMehPxRJz/LPwPf5zxRzKsGegV6UI8ESTURLXccigp3+MmR+YXFxeftAeA5JWNpcFSKsIVnNbgNB47+zE23LaBJTct4a9n/pWWGS3Z7d3NY/Meo80LbRj49kA+X/c5brMbt9mNQXfYU54dF3qdnk+Hf8qgFoMoDhQz8O2B2gSLonZeXvgyy/Yuo3VmaxbcsIC+TfpSFiwj3ZLOtA3TuOD9C4glYvw45keemv8Uby17i+s+vy7VzRbipHF+6/P5dPinmPQmnlvwHHd8fYcErRNEQk1Uyy2HkvJUYzKZcDgclJWVnbQha1/J2aErwhUUBYpo6GrIfWfcx5pb1vDjmB8Z23ksdqOdOdvnMPrT0TR6phGPzX0MqJq/w6Q3pfgVHFhyIP+nwz5lVMdR+KN+zn/vfL7a8FWqm1avBKNBru54NXf3upu5Y+eSbcvGF/GRZcvi5YUvc+WHVxKJR5g9ZjaL9izisXmPoVf0TLhoQp0P4kKcSM5reR4fXfERZr2Zlxe9zPVfXE+aJU3+Duu5hJqollsOpU6kGofDcVKsk3Y4IvEIleFKigJFtMtpx4vnv8juu3fzyoWv0L2gO2XBMv4+5+80froxd359J6WBUrJsWVgMllQ3fT/RRJTKSCWvX/Q647qPIxwPc9Gki5i4dGKqm1anxRNx/jnnn2wu28w2zzYsBgt/7P1HFEUhmoiSYcng3m/v5Q/f/AEVle9HfY9Rb2TMp2MAeOLcJxjQbEBqX4QQJ6EhbYYw/erp2Iw23l72Njd9eZOErHouOcVSMrccSp0IWSaTiUikfk5VcDyFYiHKQ+UEYgGGtx/OT9f+xJyxc7iozUWE42FeXfwqbV9syxUfXsGmsk1k2bKq1nSsQ2KJGGXBMp4971nu73N/1QrnBmu9nariWAtGg1z50ZX8ZeZfuPbza3GYHBj1RlRUFBTsRjvDpw7nmV+ewagz8sPoH2id2Zohk4YQjAUZ03kMd/a8M9UvQ4iTVv+m/Zlx9QyybFn0bdIXb7j+X0Evap5bUn51IUCbNm3o3Lkz7096n73+valuTr1iMVhwmBxsLt/MU/Of4u1lb2sLd17V4SoeHfAoOfYcKsOVderqFp2iI8OawaqiVbgtblChkbuRTL64jyJ/EUMmDWHBrgW4zW4+GfYJXfO74o/6sRqsJNQEF39wMXO3z9Vu79WwV9Vs73sWcWbjM/l21LeYDeZUvxQhTnq+iA+DzsDOip0oikK6NR2g3k3Nc7LTKTryHHlabvnggw8Ovv1xatdBWSwWQqGQdBcehlAsREmghCxbFs8Nfo5tf9jGvb3vxaw3896K92j9Qmse/OFBjDojbnPdubosoSYoCZSQ68jFYrCgojJp5ST+NvNv1IHcn3Jritdw+uuns2DXApq4mzD32rn0aNADf9SP0+SkNFhKnzf6MHf7XBq6GjLv2nn0aNCD3d7d3Nz9ZtrntOfjYR9LwBKijnCYHFgMFpqkNWHJniWc8845eMNeHCZZCaM+SR6fkrnlUOrEETdZdqsv0xHURZF4hLJgGYqiML7/eNbcuoYR7UcQiUd4Yv4TtHy+Jc8veB632Y3daE91c/cTV+Pc9tVt/H3O3xk3bRzxRN2puh1vP+/8mT5v9NEW2Z5/3XwauRpRGa4kzZLGiqIV9JrQi3Wl6+iY25Ffrv+Fxu7GFPmL0Ck6xnYey5KblpBly0r1SxFC/IZBZ+DJ+U+yeM9iTptwGutL1+M2u1PdLFFLNe0urBMhy2AwEIudOIskp1IsEaM8VI7T7GTixRP59YZfOavpWZSHyvnz93+myytdmLN9Dtm27Do1OL6hqyHvXfoeFoOFVxa9wsiPR56U47RUVWXKqimUh8oZ0noIs8bMwqQ3EYgGyLRm8uX6Lxnw1gBKg6Wc3+p85oyp+l2+ufRNVu5dSUNXQ22lASFE3aMoCl9f/TVnNz+bIn8R/Sf2Z872OWRYM6TQUA8kF36vaW6pEyFLr9cTj5+8lYtjIRKPUBIooXl6c765+htmXD2DNpltWFe6jiGThnD+++ezq3IXGdaMOnFA9oQ8DGw+kOlXTcdldjFl1RQum3LZSTVeIZ6Is9u7mxu73ciL57/Ih1d8SDAaJK7GybJl8czPzzDso2GE42Fu7nYzH1/5MRaDhfdWvMed0+9k5McjKQ2WpvplCCEOIc2SxrSR07i649X4o34ueP8CXvr1JbJsWXVifywOraa5pc6ErEQiIWOyjoFQLERxoJjTGpzG0puX8tS5T5FmSeO7zd/R5ZUu/GnGnzAoBlxmV6qbiifkoVtBN2aOnkmGNYMv13/JkElD6uyi4UfTpBWTWL53OcFoEJfZxcWnXIwn5EGn6HCYHNz05U3c//39APz7nH/z7HnPoqoq0zZM0yYa/cfAf5DnyEvlyxBC1JBJb+Kti9/ib33/RkJNcPeMu7lnxj3EEtKrUx8kc8uh1ImQJY49f9SPJ+Thxm43suG2DdzW4zZUVF749QXavNiGL9Z9QbYtO+WTmVaGK2md2ZpZ18wi157LvO3zWFeyLqVtOpZUVeXh2Q8z8uORXP/59dWurrQZbQRjQfpN7MebS9/EarAy9cqp3H7a7cQSMebtmMfwqcNJqAke7Psgd/S8I4WvRAhRWzpFx8NnPcyHV3yI2+zm/Jbn4w17CceqrhCX7sP6r06ELKliHR8JNUFFuIIECZ449wmW3LSEvk36UhIoYeTHI7n8w8sJRAOkWdJSehWiN+KlSVoT5oydw4QhE8hz5GkTwJ1I4ok4N3xxAw/NegidouP6rteTactEQSHDmsGvu3+l26vdWLh7IU3TmvLTdT9xXsvziCaiLNu7jIsmX0QkHuG2Hrcxvv/4VL8cIcRhuvzUy9n2h22c1+o8mqY1RUFhTfEaMq2Z0n1YR9U0t9SJkBWPx9Hr9XLp/nESS8QoDZbS0NWQ70Z9xysXvoLT5OTzdZ/T9sW2vLjgRdIt6VgN1pS10Rfx4ba46d+sP/6Inz3ePUxZNYUftvyQsjYdTeFYmOFTh/P6ktexGqx8fOXHjO0ylmA0SJYti+d/eZ5z3jmHIn8RA5sNZMH1C2iW1gxPyENZsIyhk4cSiAYY3Wk0zw5+Vk5ShKjn3JaqKwzNBjOrS1Zz9jtnc+3n12LRW+rkFeEnu2RuOZQ6FbLE8ZWcY+uqDlex9ra1XHHqFQSiAe797l7OePMMtldsJ8OakbKqVnJsgsPsYHXRakZ9Morz3juPD1d9mJL2HC2+iI8hk4bw0eqPcJvdfDvqW85pcQ6BaACLwcKIqSO497t7SagJHjjzAb4a+RWKouCP+oGqgPbUoKcY0X4Er1/0ep2Z+0wIcXR4w15sRhvvrXiPzq90ZtGeRTIovo6pVyErkUig09WJppx0VFQqwhUYdUbeu/Q9vhr5FY1cjVi4eyHdX+vO43MfJ92SnvLpHvo27cu47uOIxCMMnzq8Xq93OHHJRL7d/C059hxmjZlFp7xOAJQESjjjzTOYumYqbrObT4d9yoP9HqQsVIbVYCUaj2pBbGSHkbx/2fuy0xXiBDSs/TAW3biIznmd2eLZwsC3B3LzlzejV/Q4Tc5UN++klhwnV9PcUieSTTQaxWg0avNPiOMvmohSHCimT+M+rBi3glt73EosEWP87PGc+eaZFPuLSbekp6xq4gl5+NfZ/+Lh/g+TUBOM/Wwsj8x+pN51MSenqvhT7z8x79p5tMpohVlvZtKKSXR+uTPL9y6nVUYrfr7+ZwY2H0hpoJR0SzrTN06n26vdWLF3BQXOAqleCXGCOyXrFBZcv4BHznoEk97Em0vfpN1/2rFg14KTerLmuiKZWw6lTuypa9pYcez5Ij7C8aruqB+u+YHG7sb8uvtXOr7ckcfmPobL7MJmtB33dsXVOGWhMu4/436ePe9ZFBQenPUgoz8dXS/m0lq8ZzEri1ZS6C3EaXbyh15/IN+Rr1Xmrv/ieoKxICM7jGTB9QvIc+Thi/jItGbyn1//wxUfXkFpsJQft/2IXidd60KcDIx6I3/t+1eW37ycMxqfgaIotMpoRTgWJhAJYNabMerk2Hk8Jce/1quQFYvFqipZ9awqcaKKJWKUBErokteFpTct5drO1xKJR3j4x4fp8VoPNpZtTMlYreR6hzd1u4nPhn+G3Wjn83Wfs7Ny53FtR23N2z6Ps946i+EfDQfAqDOSac1kSeESur7alY/XfIzL7OKti99i4tCJRBIRIvEImdZM/vrDX7l7xt2oqDw64FGeGvRUil+NEOJ4a5PVhtljZjPv2nk0TmtMs/Rm6HV6xs8eTzAWJMOSIWHrOEvmlkOpEyErGAxisViku7CO8Uf9RBNRXrrwJWaPmU3rzNasLl5Nrwm9ePTHR3Gb3ce9qqWiUhosZUCzAcwZO4eXL3iZxu7Gx7UNtfH5us85551zqAxXcmr2qTR0N8RpdjJ+1nj6TezHVs9WuuV3Y+lNS7ms7WWUBErQKTpsRhujPx3Nv3/6NwadgfcufY+/nPkXuYpQiJOUTtHRPL05AHqdnvdXvM8LC16g1fOtuGfGPYTjYTKsGZj1sij8sZQck5XMLYdSZ0KW1WqVSlYdlKxqdcztyKIbF3F3r7tJqAn+PufvdHu1GxtKN6RkLpeKcAUNXQ3p1bAX2z3bCcVCTFw6ka83fH1c23Ewz/3yHBdPvphgLMi1na/lvUvfY493Dz0n9OSxeY+hqir397mfudfOxW1xUxGuQEUlnohz5YdXMnnlZBwmB58P/5yRHUam+uUIIeqQK9tdyYj2I4jGo/xn4X9o8VwL7vj6DrZ6tpJtzU51805YyRPdZG45lDoRsiKRCCZTamcaFwcXiAbwR/z8Y+A/mDVmFq0zW7OmZA09J/Tknhn3YNKZjvtVL9FEFLPBjEFvYPaW2Vz/+fVc8P4F/G3m31I6MDSWiHHH13dw5/Q7UVF55KxHeG3Ia0xeOZmOL3dkZdFKWme2Zu61cxnffzyekKfaYthxNc6ojqNoltaMn6/7mcGtBqfstQgh6qZWma14/7L3WTFuBcPaDSMaj/La4tfo/lp37ph+B/6IX5vE2Wa0oVdkLOfRVNPcclRCVmFhIRMnTqSioqLW91VVFb/fj8PhkO7COi6uxikNltIptxOLb1zMPaffg07R8eKvL9L2P22ZvnE62bbs416uNulN9GvWj/H9x6MoCn+f83cGvj2Q3d7dx7UdSVNXT+X5Bc9j1Bl555J3uLfPvYz5bIw2SP/aztey8IaFnJp9KqXBUow6IxmWDJYWLgUgGA3Ss0FPVoxbQbucdil5DUKI+qFdTjsmXz6Z1beu5s6ed5Jly6J/0/5k2jIJRUMs2bOET9Z8gqIoZNuycZldWAwWWbLnMOkUXbXccsjtj8aTvvbaa4wdO5bzzjuPcDhcq/sGg0Hi8ThOp/OEXDrlROSP+vFFfPx9wN9ZctMSejfqTaGvkCs/upILJ11IWbCMdEv6cT1z8oQ8/PH0P/LtqG/Jc+Qxe9tsOr/cme83f3/c2gBVJw39mvTjT73/xMxrZtK/aX9aPteSd5a/g9vs5sMrPuTlC18mGAsSiAZwmV14I14GvjOQIZOGMG/bPIx6I43TGmM3ySzPQoiaOSXrFJ457xl23b2LS9teSoY1g+YZzXl/xftc+/m15D6RS88JPRk/azzzd8zHbXaTZklLdbPrHQWlWm45lKMSsi655BJ0Oh0///wz77///n63r1mzhk8++YTPPvuM6dOn8/PPP7N8+XJ8Ph+VlZUAuFwuGZNVj8TVOGXBMhq4GjDrmlm8fMHLpFnSmLFpBu1fas+jcx7FbrTjNDmPyxlTQk1QFiqje353lty4hIHNBlIcKObcd8/lzSVvHvPn31i2kS3lWyjyF2HUG7mr110s2LWAxk83ZkflDs5ufjbLxy3nvJbnURwoRlVVsmxZzNo6i84vd2bu9rnk2nPJtGfS0NVQJhkVQhwWk96kLTSvU3QMajmIQS0GYTFYWFK4hCfnP8mFky4k+4lsHp79sHY/VVXJseeQYc3AZXZhN9qxGqyY9CaZl28fOkVXLbccylHZk7dv355u3brx66+/smXLlv1unzJlCuPHj9/v5zfddBN/+MMfAEhLS5NKVj0UioUIx8Jc1fEqLjnlEu77/j4mLp3Io3MeZeLSifxz4D8Z3n44/qifQDRwzNvji/ow6U1MGzmNv//4d/6z8D/0b9r/mD7nnG1zuGzKZaRZ0pg5aiazds7i1q9upTRYisvs4rGBj3F91+upDFdSGa7EbrSjU3Tc++29PPvLswAMbTOUCUMmVC0QLVcQCiGOktGdRjO602iC0SBzt8/lx20/8tXGr1i8ZzHhWBhfxAcqrClZw9jPxtK7UW9OyTqFPEceBc4CmribcGr2qcTVuDZ21GqwolN0xNU4CTWBqqok1ETV/0/wYT+KouDxeICq3HIoR+10+YorruDXX39lw4YN+90Wjx94EHJaWpo2jsvtdp/wv5wTlYpKZbgSg87AKxe+wg1db+COr+9g0Z5FjP50NM8teI4nz32S0xueTmW4knC8dl3KtRWJRygPlfNA3we4st2VZFgztJ3Aq4teZWyXsUdtmaBXF73KrV9VzY7fNb8re/x7GD61aj6sc5qfwxtD3yDdkk5JoET7fK8qXsXVH1/NFs8W9IqeRwc8yh97/1EmGRVCHDNWo5VzWpzDOS3O4ZEBj2hjVrNsWYSiIaZvmk55qJxpG6YxbcO0/e6//OblZNoyAXh3+btEE1EaOBuQacskzZJGhjWDDGsGJp0JT9gDVFV93GZ3tQCW/H9CTRCNR+vdcV+n6KrllkOpVchavnw5I0eOpHfv3tokXFdeeSX9+vWjbdu2AKxdu3a/+7Vt25ahQ4cSj8cJh8OUl5fj8/nIzMzUym5ut1sqWfVccrqHtlltmX/dfN5f8T5/mfkXFu5eSL+J/biozUX8c+A/aZHeAm/EW+2KuqMtoSaqxoZZ09nj24Mv4uPjNR9zx/Q7ePaXZ3ltyGuc2eTMw378WCLGrdNu5dXFrwJwd6+7+WPvP3LZlMtwmpz8+5x/c22Xa6kIV+CNeNHr9NqC126zG0/IQ6fcTrx+0et0zussAUsIcVwVOAu0/5v0Jm4/7XaGthnKzzt/ZotnC3t9e9nl3cXm8s0UB4ox682EYiEMOgMvLXyJNSVrDvi413a5lkfOegSAzWWbefLnJ8mwZJBpyyTDmkG6JZ0Ma9X3zdKaaV2byQH5v62MxdU4sUSs2soeCkrKwpmCUi23HEqtQlY0GqVHjx5Eo1Gi0Sh6vb5Go+tHjBjBiBEjDnjbp59+CoDdbpcxWSeIYCxIKBbi0raXclnby3jq56f417x/8fm6z/ly/ZcMbz+cv5zxF1pltsIX8R3TZXF0ig6X2UUkFqFjbkdOyTqFtSVr6TuxLzd2vZEH+j5Q68lMK0IVXPnRlczYNAOLwcLLF7xMh9wOnDbhNHo36s0Hl39AhjWDilAFNpMNVHht8WsMPWUoJr0Jp9nJ1Cun0rtRb4w6oyyOLoRIOUVRaJLWhCZpTar9XFWr5u7zR/0Eo1X79nHdx7GhbAO7vLsoD5ZTFiyjIlxBaaCULGuWdt9d3l18vObj333On679SXu+2766jdnbZpNpzSTdmk66JZ1cey55jjza5bTjtAanAVUn0G6zG7vJTjwR17osk1+hWEg7oT0WFEXB7/cDVbnlUGoVsrp168abbx7dQcSlpaUApKenSyXrBKKiVlVwFD1/7P1Hbux2Iw/PfpjXFr/G+yve5/0V7zO0zVDu63MfPRr0wBv2EowFj1l7TAZT1YSqNyzisXmP8c+5/+TVxa/yxtI3GNt5LA+c+cB+O5dNmzbx5JNP8u677+Lz+XA4HFx99dW0GdKGGZtmkG3L5vMRn7OpbBN3f3M3ky6bRM8GPQnFQhj1RnZ7d/OPuf9g4tKJlIfKKQmWMLrjaBQUehT0wGyQmZmFEHWboigY9AbcejduS1Xl5rbTbkNFRVVVraKkoKAoCsX+YirDlaiotM5szZTLp1AWLKM0WEppoBRPyENZqIySQAkOk4NoPIpO0bGzcidbPVvZ6tm6XxvOb3m+FrJKA6U0eroRmdZMmqQ1IdeeS7o1nSxrFvnOfAa1GESuIxcAvaIny5aldVPuWyFLqAm8Ea/2HEadsVp35u/RKbpqueVQUn4JU1FREQC5ubkE1GM/MFocX3E1jifkwaAz8NSgp7i3z738e96/eX3J63y27jM+W/cZ/Zr0474+93F287OJJqIEo8FjMm4rGKt63Pv73M/w9sP5+49/54NVH/Da4tfo26RvtZD19ddfc/nll2tVWwCv18trr71G4vUEp/3hNCbfMZnP139OhiWD70Z9hzfiJa7G+WHrD7z464vM2DRDe7zTGpzGWU3Pwm12k2HLkKsHhRD1lqIoVVeNH+AanVxHLjn2HC2snJp9alUQU6nWxZcMZMnuwMmXTa6qhgX/G8SCZRT6Ctnj3UNDV0N8YR8oUBIowWKwVIW2YOl+z98ivQXp1qrw8+KCF3lp4Uvk2HO06lhy/FiL9BaM6jRKu9+akjVkWjOrtrWkY9KbtCBZGa7UigBGnbFabjmUo7anb9asGaNHj6ZPnz61up/H48FsNmO1WvH5fUerOaKOiSVilAXLsBvtPHHuEzzY70Ge++U5Xvz1RWZvm83sbbPJc+QxrN0whrUbRo+CHoTiIQLRwFEt/SbUBJ6whxxbDq9f9Drj+4/nxV9f5OJTLta2uX7i9bw97m2ioej+ryNW1Zblzy+n+Opibup6E/6Iv2paBlQemPkALy18CQCLwcLI9iO5pcctdMztiIqKSS8rGwghTmyKoqBX9Og5+FjTBq4G1b7PsmfRXG2uhZuk5NgsVVVp5GqE788+ivxF7KjcQZG/iLJgVWVst3c3bbPaYtQZSagJdnt344/62eLZwhZP9ZkPuuZ15ZJTLql6LlT6TexX7XaT3oTdaMdisPBg3wc5q9lZKIqCUWesllsO+V6oKR4INW7cOKZOnUpRURFF/qJj2pcq6g6DzoDD5CASi/DyopeZsHgCm8o3abe3zmzN2M5jGdF+BA1dDQnHw9p0EUdzwKNRZySWiFEZrsRmtOEwOcjun018YRwO0nut6BVy+ubgGeDhlSGvcE7zcwCYsmoKz/z8DHf0vIMxncZgM9nQKToJV0IIkQIVoQqK/EV4Qh7KQ+WUB8vxhDw4zU6Gtx+OqqoEo0HOe+88SgIlFAeK8Ya9RBP/O8l+46I3tPVjfREff73nr1puOZSUh6wrrriCFStWsHbtWnxhH4nfHNkC0YDWP2rSmzDoDFo/8L5NV1GrXa22b3fMb7fbtx8ZqDbR2m+3FceWXtFjN9mx6C0sLlzMlFVTeH/F++zx7dG2aZbWjAtaXcBFbS6ib5O+qKiEY2GiiSixROyIxvIpKNrkfQadgUgsQkF2AUF/DcaHmYE/w/h+4xnVaRSxeAyUqvZG4hGMeqOEKyGEqIdCsaqelGA0SJolTVuBI5FIMGzYMC23HErKQ9bAgQMJhULMmzeP8bPGVws8CgoXtbmIbHvViuLLCpexuXwzDpMDp9mJUWdEr9Ojqio2o42WGS21+xb7i9Hr9JgNZm07naLTZh9P9ikrKOh0VWsR6XX6qhKnTo9BZ8CgM1AaKNUmh0y3pGPUG6uFvOS/kXgEf9SvtduorypXxhNxCWs1ZNKbsBqsGPVGvtv8HW8seYOZW2ZSHirXtnGb3QxuNZjeDXvTIbcD7XPak25JJ5qIEo1HtZIyoA1ihKognfxSULTqUigW4tfdv7Jg1wIW7FrA4j2L2X739hpd6aooCsW+qkubvREvdqO96vOmN8oMyUIIcYLaN7ccSspH3/r9flwuF5F4hP+b/X/73d4+pz1WgxUUmLpmKq8vef2Aj9Muux2fD/9cC0Q9X+/5u12P/xzwT65sdyUJEny+9nPu+fae323fynErtXk8rv/8etaXrsdpdmLWm7EarZj1ZhwmB/2a9OOyUy8DqgZYry1ZS449h0buRjhMDmKJmPYVjAaJqweeoPVkFolHiMQjKCic3vB0BjQbgF7Rs2jPIr5c/yWfrv2UVcWrmLxyMpNXTtbu18DZgO4F3emS14VsezY2Y1UXndPkJNuejYJCkb+I0mAp5cFyKsIVlARK+HX3rywtXKoFMaPOyLuXvssY25gaVbKcTidui7uq69N86KlMhBBC1H/J3FITKQ9ZPp+PgoIC4ok4D/V7iHgijqIoWpWoU24nGqc1RkHh3BbnYtQZ8UV9+CI+rXKhoNA0rSnNM5prj9sptxOReIRwPKxtl7yEs8BVoG2bvBJCQSGuxrV5N5L3aZrWFKgaeLfXv7fauKF9OUwOBrUYhE6nY0PpBs5//3zttnRLOu1y2nFK5im0ymzFha0uJM2aBlRVb8x6sxYwpOpVVYEKxoLa1RwtM1py/xn3M77/eLZ5tvHVhq9Yvnc5y4uWs6poFbu8u9i1bhefrfus1s9l0Bnomt+V3g1788fef2TRnkWE24VhIQcdk2U0Ghk1apRcJSiEECeZZG6piZR3F+bn53PBBRcwYcKEVDajRor9xZSHyvGGq2YrD0QDROIRvBEvDZwN6JTXiXAszKqiVfxt1t/Y69vL9ort+83/NG/sPJqmNwWqBkqXBko5o/EZ9G7UG4vBooXDoz3I+0Rg0Bkw683aGCq9omdj2UYW7l7IyqKVeEIeArGqcXyV4UqK/cUk1AQ59hyybFlkWDNwm6vme+mQ00Gbr0pRFD5f9znDPhpGrCSG4RUDsfDvX4Rhs9lYvnw5LVq0OI6vXgghRKrVJrek/DTc4/GQkZGR6mbUSLY9Wxsf9nscJgd9m/Zl9pjZVdU4VaXQX8jq4tWsLVnLhrINuMwufGEfBr2Bd5e/y6I9i4CqcUNd8rrQr0k/zmp2Fqc3PP2Yr/NX3yS7XNlndoV0azrntzqfi9pcVDXm6r9dxskxWEC1CeiSFc1YIoY34sVkMDFxyUTGTRtHXI1z74X3csY5ZzB82PBq82RBVQXLaDTy0UcfScASQoiTUG1yS0pDVjQaJRQK4XQ6U9mMY0ZRqmbALXAWUOAs4OzmZ2uD5JOVsAf7PsjsbbOZu2Mui/csZtGeRSzas4infn6K67tcz/+dVTVOTVVVcuw5ROIRgrHgMV33r77Rgtdh+nrD19z45Y0A/PXMv/Jgvwcx6AwsX76cp59+mnfeeUeb8X3UqFHcddddErCEEOIkVNvcktKQVZuVrE8UiqJgNpgxG8w4zU6GtBnCBa0vACAYDfLzrp+ZvXU232/5njMan6Hd7+uNX/P4vMe5vO3lDGs/jPbZ7QnFQwSjwWrzeYja617QndEdR3NmkzMZ03kMekWPoii0aNGCF154gRdeeCHVTRRCCFEH1Da3pDRk1WaRxRNVcmZcAIfZwcBmA+nftD8P9X+I3ZW78Ya9KIrCrK2z2Fi2kcfmPcZj8x6jVUYrhrcfzoj2I2iV2YqSQIms/VhDFoMFVVXZ5d1Fli2LSDzCA2c+QNO0pjKQXQghxO+qbW5J6WQ+oVAIAIvFkspm1CmKomhzdDVOa0zz9ObkO/J546I3mDl6Jjd3u5lsWzYbyjbwyI+PcOp/TmX0J6OrBSyzXhYe/j1Ok5NANMDAtwcy6pNRFPmLUFFpktYEk0EmDhVCCPH7aptbJGTVcUa9EafZiclgom+Tvjw3+Dl23r2T70Z9x3VdrsNldtEuu522faG3kMV7FpNty8Zldkll5r8UFDKtmczbMY8ur3Rh2d5lhGIhbEYbTdxNMBskmAohhDi4ehWyTsYxWUdCr9NrS7X0b9qfly98md137+aiNhfhC1fNGzZ51WTOffdcWj3fiqfmP0VCTZBhzTipl3cx6Axk2bJ4ZdErnP/e+ZQESji3xbnMGzuPVhmt0OsOvoipEEIIAbXPLSkNWR6PB4C0tLRUNqNeSi79YzfZaZvdllxHrrZCedO0pmyr2MZDsx6iyTNNuO2r29hVuYts28GnnzgRKSjYjDau/+J67px+JyoqD/V7iGkjp5Flz9KmexBCCCEOpba5JaUhSwa+Hx0GnQG3xU3T9Kbc0uMWNty+gRlXz+DiUy4mGo/y+pLX6fxKZx6a9VC1+50M6+upqExeOZm3l72NzWjj/Uvf56F+D0k3qhBCiFqrVwPfk2U3qWQdPckK19nNz2bqFVNZe9tabj/tdhwmB93zu2vbFXoLsegtpFvST7iB8haDBZvBpn3fv0l//nj6H/nl+l8Y0WGEVK+EEEIcltrmlpSGLK/XC3DCTkaaSoqioNPpaJ3ZmmfOe4Ztd26jW0E3vGEvvoiPB354gAZPN+D2r29nq2crOfYc7EZ7va5u6RQd6ZZ0Cn2FXDjpQtaVrKMyXInZYObRgY/SPqd9qpsohBCiHqttbknpEbWyshKdTofNZjv0xuKw6RQdGbYMmqQ1oVl6MzKtmcQTcQLRAK8veZ3ur3XnjDfO4JO1n+Ayu3CYHKlucq3ZjDbSLGk8Nf8purzShXk75vHML8/QwNmAhq6GJ/XAfyGEEEdHbXNLSkNWWVkZaWlp6HT1t3pS35j0JjJtmXxz9Tesu20dd/W6izRLGr/s+oWxn42l2bPNmLd9nrb9vuv/1UUWg4VsWzY/7fiJbq92468//JVIPML1Xa7n7Yvfxml2SvegEEKIo6K2uSWlR89AICBVrBRRFIXWma15atBT7LxrJxOGTKBLXhdKA6WkW9K1tRFX7l2JRW8hw5qB1WBFoW4Flu0V2zn7nbO54P0LWF28mlYZrfhu1He8dtFruC0yNYgQQoijp7a5JeULRBuNxlQ2QQB2k53rul7HtV2uZU3xGhq5G+EJeagIVTD2s7GUBksZespQRrQfwbnNz0VFJRgLEo6FUVGPWzsVFKxGK7FEjEg8QkJNEIlF+HXXr2TZsri/z/3cetqtWAwyua0QQoijr7a5RUKW0CiKwqk5pwLgNDvZ69tLq8xW7Ny6k8krJzN55WRcZheXtr2UK069gu753Ympsar7ohyTwKVQtaC21WAloSaYtmEaMzbN4K5ed2HWm2mZ2ZKPrvyI3o16k2ZJO+rPL4QQQiTVq5AVi8UwGGS+oroq15HLzGtmstWzlckrJzNp5SSW713OxKUTmbh0IlOvmEqnvE6Y9CbiapyGrobEE3Ei8QiReIRYIkZcjR/Wc+sUHWmWNBQUvt/yPR+t/oipa6ZSGa4EoEteF8b1GIdO0XF+q/OP5ssWQgghDqi2uUUqWeKQmqY15f4z7uf+M+5nXck6Jq2cxLzt8zi7+dmE4iF8YR+jPx3N2pK1nNbgNM5ofAZd87vSNqst+c58IvGIFo70ih6nuerSVwUFRVFQUNApOmKJGGXBMqKJKLF4jFun3crMrTPxhDxaW3oU9OCqDldx+amX1+kB+UIIIU48KalkqarKzp07yc7OrtViz5FIBJNJLq2vT9pktWF8//Ha9y5cZNuy2evfS2mwlK83fs3XG7/WbldQ+Fvfv3FVh6sA2OrZyqRVkwjHwoRiIUKxEMFYEE/IQ1mwjO9GfYfFYMFhcbC+dD2ekIf2Oe254tQruOLUK2ib3fZ4v2QhhBACqH1uOeKQ5fV6+fOf/8yLL77I4MGD+eqrr2p8X+kuPDEoisL629az1bOVX3b9wk87fmJp4VI2l29mj28POfYcmqY3JaEmmL1tNhOXTvzdx7Kb7BQ4CwB47aLXyLJl0TKj5XF6JUIIIcTvq21uUVRVPezRyuXl5ZxzzjmsXr2abt26MXfuXGKxGHq9vtp2a9asYe3ateh0OsxmM2lpafTq1YuzzjqLWCzGnDlzDrcJoo6LJWLEEjHtir8Ve1fw6+5fMevNmA3mqiVwjDYcJgctM1qSYc1IcYuFEEKIA6ttbjmiMtIbb7xBUVERGzZsYMOGDZx11lkH3G7KlCmMHz++2s9UVUVVVZmI9ARn0BmqLcbcIbcDHXI7pLBFQgghxOGpbW45ooRz2223MW/ePPLz83n33Xe58MIL96tiAcTjv3+FmczGLYQQQoj6oja5pUaVrCVLljBs2DBOP/10bVT9iBEjGDhwII0aNeKbb75h0qRJbNq06YD3b9u2LUOHDiUejxMOhykvL9duO4LeSiGEEEKI46o2uaVGIUtRFAYMGKB9r9frycrKAiAUCvGvf/2Liy66iLy8vAPef8SIEYwYMeKIGyuEEEIIkUpHPWR17tyZl19++YC3ffTRRyxcuJDCwsIaP2mSXq8nGo3W+n5CCCGEEMdbbXPLEQ1837VrF7feeiuBQIDbb78dnU5H+/btueOOO2r25AbDQcdrCSGEEELUFbXNLUc08F1VVdLT0+nSpQuKorB06dJazZNlMpkIh8NH0gQhhBBCiOOitrnliCpZDRs2ZOvWrYd9f6vVSjAYPJImCCGEEEIcF7XNLSmdpMput+P3+1PZBCGEEEKIGqltbklpyLLZbFLJEkIIIUS9UNvcktKQZTQaiUQiqWyCEEIIIUSN1Da3pDRkmUwmCVlCCCGEqBdqm1vqRMiSCUmFEEIIUdfVNrekNGSZzWZUVSUWi6WyGUIIIYQQh1Tb3JLSkOV0OgGorKxMZTOEEEIIIQ6ptrklpSErMzMToNqC0UIIIYQQdVFtc0tKQ1Z6ejoAZWVlqWyGEEIIIcQh1Ta3pDRkud1uACoqKlLZDCGEEEKIQ6ptbkn5jO+AzPouhBBCiDqvtrlFKllCCCGEEDVQrypZyQFkJSUlqWyGEEIIIcQh1Ta3pLySZbFY2LNnTyqbIYQQQghxSLXNLSkNWYqikJ+fT2FhYSqbIYQQQghxSLXNLSkNWVB1OaTH40l1M4QQQgghDqk2uSXlIcvlcsnAdyGEEELUC7XJLXUiZHm93lQ3QwghhBDikGqTW1IesjIzMykqKkp1M4QQQgghDqk2uSXlISsvL4+ioiJUVU11U4QQQgghDqo2uSXlISs3N5d4PE5paWmqmyKEEEIIcVC1yS11ImQBFBcXp7glQgghhBAHV5vckvKQ5XA4APD5fCluiRBCCCHEwdUmt6Q8ZLlcLgAqKytT3BIhhBBCiIOrTW4xHO6TrFixgvLycu37VatWEYlEuO6667SUVxMSsoQQQghRXxzzkDVv3jzOPPNMVFVFr9eTSCS0UfbNmjXjoosuqrb9mjVrWLt2LTqdDrPZTFpaGjabjRYtWmCz2QDw+/2H0xQhhBBCiOOmNrnlsEJWjx49+O6771BVlY4dO/LUU0/x2GOPcddddzFkyJD9tp8yZQrjx4/f7+fDhw/n6aefBpAJSYUQQghR5yUrWTXJLYcVskwmEwMGDADggQce4IknnqB58+Y88cQTKIqy3/bxePyAj1NZWYnT6axxY4UQQgghUqk2ueWgIWvLli2cd955tG/fHrvdDsCgQYO46qqrtG1effVV9Ho9mzdvplu3brz77ru0a9eu2uO0bduWoUOHEo/HCYfDlJeXa6PyrVYrAIFAoBYvUQghhBDi+KtNbjloyDIajQwePJhEIqH9rGnTptW2Sc4TsXr1ajp27Mi4ceP48ccfq20zYsQIRowY8bvPY7FYZEyWEEIIIeo8nU5X49xy0JDVsGFDnnnmmQPeNn36dN566y0uv/xy8vPzWbZsGQDXXnttrRtss9kIBoO1vp8QQgghxPFW09xy2FM4pKenEwgEGDlyJJFIhLy8PN56661qXYk15XA4ZDJSIYQQQtQLNc0thx2yevbsyWeffcbu3bvZunUrp59++gEHvdeE3W6XkCWEEEKIeqGmueWwQ1ZSQUEBBQUFR/QYRqORaDR6pE0RQgghhDjmappbUr6sDlRNCRGJRFLdDCGEEEKIQ6ppbqkTIUsqWUIIIYSoL+pVJUuv1//uhKVCCCGEEHVJTXNLnQhZOp1OW/tQCCGEEKIuq2luqRMhK5FIHPaViUIIIYQQx1NNc0udCFnxeBy9Xp/qZgghhBBCHFJNc0udCFmxWAyD4YhnkxBCCCGEOOZqmlvqRMgKh8OYzeZUN0MIIYQQ4pBqmlvqRMgKhUJYLJZUN0MIIYQQ4pBqmlvqRMgKBALYbLZUN0MIIYQQ4pBqmlskZAkhhBBC1EK9ClmRSASTyZTqZgghhBBCHFJNc0udCFky8F0IIYQQ9UW9Gfgei8WIRqPSXSiEEEKIOq82uSXlIcvv9wNgt9tT3BIhhBBCiIOrTW5JecgqKysDID09PcUtEUIIIYQ4uNrkljoTsrKyslLcEiGEEEKIg6tNbkl5yKqsrATA5XKluCVCCCGEEAdXm9yS8pBVUVEBgNvtTnFLhBBCCCEOrja5JeUhq7y8HJAxWUIIIYSo+2qTW1Iesnw+HwAOhyPFLRFCCCGEOLja5JaUh6xgMAiA1WpNcUuEEEIIIQ6uNrkl5SGroqICvV4vk5EKIYQQos6rTW5Jecjyer04nU4URUl1U4QQQgghDqo2ueWwQ9bEiRNZuXKl9v2UKVNYsGBBrR+noqKCtLS0w22GEEIIIcRxU1ZWVuPcYjjcJ3n++ee58MILad++PT6fj+uvv57HHnuM0047bb9t16xZw9q1a9HpdJjNZtLS0rDZbHTo0IG33nqLeDx+uM1IOVVVqaiooLS0lIqKCvx+PxUVFZSXl1NaWorX6yUcDhOJRIhEIkSjUQKBAH6/n2AwSCQSIRaL7fceKIqCXq/HYDBgMpkwGo0YDAaMRiNGoxGbzUZGRgYulwun04nb7cZut5OWlobb7cZisWCxWLDb7bjdboxGY4reoWMrFovh8Xjw+Xz4/X4qKyu19zYYDBIKhfD5fHi9XgKBgPYViUQIh8OEQiGi0SixWEz7SiQSJBIJVFUF0M5Wku/7vu+t2WzGaDTicDhwu9243W5cLhcul0v7f05ODm63u95Wa71eL2VlZfj9fu0rEAjg9Xrxer3a+5v8f/I9DYVChMNhotEokUik2mdcURTts20ymbBarTidTu1r3/cvLS2NtLQ07f/p6f/f3rnHNlW+cfzb29qul/XeXSAmGrItbLJNx2VKBAJRCLBxCeI/mmACEf9YuEyClzg0DoYxYQZvSFD8RzOnw4HoH9wMIwoZoGwLKAwUdPe2p93Wy9b2/P4gz5vux2Xd3HpmeT/JyXa6tnv69DnP832f95zzmpMinkOhENrb2+HxeOB2u9HV1cXiNxgMslgNhUIspilW6WesT+VyOVQqFVJSUphv1Wo1lEoltFot9Ho9dDodi1/yJfnbarUiPT09rkVv/6uIoojBwUEWwz09Pejo6EBPTw96e3vR09MDr9cLn8+H/v5+lp/D4TDLB7F+pp96vZ7lYorX1NRU6PV6WCwW9pjT6YRcLvkE0r8iGo2it7cX3d3d8Hq98Pv9CAQC6O/vh9/vh9frhdvtZjmZ8i3Vv0gkwjZCLpdDqVRCoVBApVJBo9FArVaz/ErxG+tbjUYDo9EIp9MJm80Go9EIjUaTkDzr8/lgtVrjeu6YRVZmZib7XaFQwGKxoK2t7a7Pra2tRWVl5R2PR6NRlJeXo6WlBVqtFiaTCRaLhYkGcqzZbGYJ12KxwGKxQKfTQakcs/l32BEIBNDX1wefzwe/3w+fz8cOtK6uLnR1daGzsxMul4v9zePxoKOjA8Fg8L7vL5PJWDGhgqLT6aDVaqFWq6FQKKBQKCCTySCTySCKIiKRCEKhEMLhMAtOSq4k1ARBQDQajeszUlK1Wq0s2VosFhacJpMJDocDVqsVOp2OFTkqblqtdtyDd3BwED09PXC73axAu1wuuFwuVqz7+/vh8Xjg8/ng9XrR19fHCn1/fz96e3vj9gFw+0RFrVbLCpBGo2EClja5XM424HZiphjp6upi4s3v9zNBMTg4eN//m5KSAofDAbvdDofDgYyMDDidTjidTqSmpsJkMsFms8FsNsNms8FkMkGv149bQhZFEaFQiAl8Sn40QOjo6EBnZyf72dnZCbfbzb6LeFCr1dDr9dBqtVAqlSxRUiGiGAeASCSCYDDIkm8wGGTHH51Uej+ogBkMBuZTq9UKi8WC1NRU2O122Gw2FutpaWkwm80sSY+HX6lg+/1+9Pf3w+fzoaenBx6Ph+3TZ6KBFxX07u5u9PT03Pf96ZwPtVrN8kXsYIuKklwuRzQaRTgcxsDAABMGNJAIh8MIBAIYGBhAKBQa8XPR9xgrwiwWC5xOJ8vBVqt1WM4mP5NgG28RLIrisEFTT08Pi81AIAC32w2Px8OEqdfrZYNel8sFt9uNQCAAr9d7Xx+oVCqYTCYYDAbo9XomWCkvAGAijfLy4OAg+75pTbt7oVQqYbFYkJaWBpvNBrvdjilTpsButyM1NZVtRqOR5Wb6/g0GA7RaLTQazbjEbyQSYQMkst/j8bB6193djd7eXni9XgiCAI/Hw2J4pHynUCig0+nYFitKqd5R7MYeR5FIBENDQ2wATIM0+t5HQi6Xw2AwwGazsVpnt9uRnp4OvV7PBseUOygnkM8plkeqdQ0NDXH7ecwqJTZBaLVarFu3Dj///PNdn3u3TlWs4gwGgxAEAa2trRAEAX19fXF1t1QqFdRqNVJSUlhwUmL//wREXx4dGFSkqVCOhEKhgMPhgMPhgMFgQEZGBnJzc5Geno6MjAzYbDbWTUpLS4PFYoHZbIbRaIRSqZwQdR2NRllHQRAEDAwMQBAEeL1eBINBBINB1lmjbkTsCKO5uRlutxs+n2/E5EsHDYlEKqTUWZPL5cMOHABstEIJn2yipBTPQUMChLpEBoMBTqeTJR36TuhgNhgMrCDRRgfUeCWnuzE0NASfzwdBEFhxpURPCYuSVkdHB1paWtDd3Y2hoaF7vqdMJmMCNzZJUYyTaJHL5ZDJZKwDNzg4iEAgwIo/dUFoJH4v5HI5HA4HMjMzkZGRgfz8fFgsFmRmZsJqtSI1NZX5mZISFSO9Xj9uhTUSiQwT1YIgML9Ssqc80dfXh+7ubvz1119oamqCIAjw+/33fX/ya2zypzwSK17IForhUCiEUCiEQCDAuqcj+RS4XVhpwOJ0OpGdnY0nnngCWVlZyMrKYuLa6XQiLS2N5TGVSjXueSMcDrPjMNavPp8Pvb29rJtGgxsSjK2trTh16hR8Pt99Y5bQarXsc1Bxi80VFLMAWNc4Go2yQSQVVtr6+vri+r9UC2jgqNPpkJGRgby8PGi1WpZHKI4pvu12O+x2O4xG47/yeTQaZWKFBjQ0y+FyufD333/D7XZDEAS4XC7cuHEDp0+fZvddiheVSsVyXexAJlbIxPo3EokwIUMdf6/Xe9/41Wg0cDgczJdTp07Fo48+ivT0dEyZMgVOp5MJFGockO8nonMfjUaH1bpQKARBENDV1QW3281ENeUEit2mpiZ0d3fHfbzSZ6euL+VcGpyT4C4sLERNTc2I7zWiyHruuedw5coVZGdnAwBMJhNqampw9uxZrFu3jj1PJpPds1Dn5uaitLSUdWc8Hg/UajVEUcSePXvu+DJEURzWgvR4PKyF29vbC4/Hw0biNBVHIxhSv9RKF0URSqVyWCDS9A6Nuik4aKqCOjlGo5EpYavVOumme+RyOfscGRkZcb1GFEUMDQ0hJSVl2ON+v58FJgkzGsGQaKD2OY0oYxMiHcjkcwCse0FTFzRNQe11i8XCOg5UrM1mM+x2Owvw/0prXaVSwWq13rWFHI1G0dTUBKfTyUZX9DiNfmnKiDp5sf6naSIaIFCMk69po4OfusCxU0SxiZD2Kc6tVisTq5PB3wqFAmazecw3KKbpDOp0xE7hC4LAitzAwMCwgh7bMabuaGwM0/QFCX8SD5Q7yJc0GiYROhFd4LGiVCpZzhjLerGiKDIREQgEhgleGrhSro7N4bH5ggYDsTbRYIGEGBU22qhwk2ijLhDlcOqojdfsxliRy+WsWzoaqFNOdYxEGA2AaTBNNY/8SmKDOsKxU3IExW7sFKbRaGQzRLE1z2w2w+FwwOl0TroL0ii3jXV1GKp9FKc0c0JTnhTX1E2PnamgmQvqEouiGLdvZOII0q6mpga3bt1i+9OmTcOLL74IlUqFEydOYP78+Whra0NFRQXq6+uxYcMGfPzxx3H9c4/HA4vFArVajaysrHtON3LGD/K5UqnEQw89hGvXrkltUtJDPgcAnU4X9/QbZ+z09/ejoqKCCfdXX31VapOSnlAohKNHj7JiXVRUJLVJSU8kEkFXVxfrYvE1gCee0QgsII5OVnl5+V0fnz9/PkpLS2G1WvHnn3+yx+12e9z/nMRbKBS6o7PCmRjI5+FwOClOHv4vEDtImTp1qoSWPDhcv36dDfZycnK4yEoAv//+O1auXAngts8vX74ssUXJT2trK2bMmAGA+zxRNDc3j8rnY54b2L59OwoLC/Hkk0/i888/x7Jly5Cfn4+33nor7veIPXeCL6uTGLjPEw/3eeLhPk883OeJh/s88YzW52OewF60aBEWLVrE9m/evInGxsZRtdIEQWC/8wWiEwP3eeLhPk883OeJh/s88XCfJ57R+nzczhKcM2fOsCvL4iH2RPlkvjfLZIL7PPFwnyce7vPEw32eeLjPE89ofT5uImvhwoVYuHDhqF4Te4UJXTLNmVi4zxMP93ni4T5PPNzniYf7PPGM1ueSXu+ak5ODHTt2IBKJICcnR0pTHhi4zxMP93ni4T5PPNzniYf7PPGM1ucj3sKBw+FwOBwOhzN6pL/zIIfD4XA4HE4SwkUWh8PhcDgczgQwqURWZ2cntm7diiNHjkhtCoczYfzxxx9oaGiIay02ztg5f/48Ll68KLUZDxRXr15FQ0PDiAsIczj/Zbq6uvDKK6/EtVD0pBFZ169fR1FREfbs2cNvqjbBnD17Fm+88Qbbv3jxIrZt2yahRQ8OdXV1mDlzJkpLS7F3716pzUlK3G43Fi9ejMcffxxFRUXYvHlzXIvAc/4d3377LWbNmoXS0lK8//77UpuT1DQ1NeG1115j+7/99hsqKioktOjB4caNGygqKsJ7770Xl1aZNCKrqqoKnZ2dOHfuHObNmye1OUnNuXPn8MUXX7D9Xbt24eTJkxJa9GBQU1ODNWvWYPXq1Zg2bRouXLggtUlJycaNG3HhwgU8/PDD+PLLL3HkyBG8/PLL4Nf4TBx79+7F6tWrUVZWhuzsbB7bE8y5c+dw8OBBtl9dXY0TJ05IaNGDw65du9DR0YFffvkFCxYsGPH5k0JkeTwe1NXVYe7cuXxR0QSQmZk5bH/mzJm4evXqsOUCOONPXV0dqqursX//fhQUFECplPQOKklJe3s76uvrcfjwYVy7dg1r167FyZMn8dVXX+HYsWNSm5e01NXVoaqqCgcOHEBhYSGP7Qnmbjm8ra2NLz4/wQiCgNraWpSUlKC4uDiu10yKI2HHjh3wer3YtGmT1KYkHYIgwGQyDXssdkFvAFizZg22bt2Kvr4+pKamJs64JCUSicDv98NgMAx7/PTp0wBuLzB68uRJfu7hBFBbW4uCggIUFxez5b2ysrJgNBoltiy5OXXqFACgpaUFx48fx6FDhyS1J9m5Ww7ftGkTfD4fP91mAnn77bchCMKotErCOlmNjY1IS0vD4sWLsXz5cixfvhz19fUAAJfLBYPBgOLiYnR2diIcDifKrKTm008/hdVqRUFBAYqKilBUVIQff/wRzc3NyM7OvuP5Ho9HAiuTj+effx5ZWVnM53PmzME///zD/l5RUYHVq1dj1qxZElqZnDQ3N6OoqGjY+qkNDQ0IhUJxtfY5/45t27ahrKwMJSUlUpuS1PAcLg0ulwupqamYPXt23FolYZ0sp9OJ8vJytq9QKDBjxgyEQiF8//336Ovrw5QpUwAAubm52L17N5YuXZoo85KSefPm4aOPPmL7Wq0Wc+fOxddffw2dTodoNIpLly7hu+++AwDMnj0bZ86cwfTp06UyOSnYsGEDnnrqKbafmZmJ9PR0AMA333yDs2fPoqqqSirzkp7YxHflyhVs2LABn3zyCV92ZII5dOgQzpw5w6dlE4BCoWA5vLm5mV3lVlJSgsbGRuTn50tsYfIxODiII0eOwO/3M62Sk5OD6upqLF++/N4vFCXmwIEDIgBx1apV4qVLl8Q333xTtFqtolwuFzs7O6U2Lympr68XAdyxlZaWim63W2rzkpZgMCgWFBSImzdvltqUpOWzzz4TNRqNWF1dLe7YsUN85JFHxH379kltVtITCoXExx57TCwvL5falAeChoaGu+bwZcuWiS6XS2rzkpKDBw+KAMSysjKxublZrKysFG02myiTycT29vZ7vk7yc7JIEZpMJuTn5yM/Px9Xr17F4cOHodFoJLYuOVm6dCleeuklWK1WFBYWAgBWrVqFnTt3wmw2S2xd8vLOO+/g119/xc2bN/HTTz8BAF5//XWUlZVJa1gS8cILL8DlcmHXrl2YPn06amtr+cU0CWDnzp04f/48rl+/jsbGRgDA9u3bsWrVKoktS06WLFmCjRs3wmKxoKCgAAqFAitWrEBVVRUsFovU5iUlsVolLy8PeXl5aGtrQ319PbRa7T1fJ7nIWrRoEaZNm4ajR4+isrISx48fx5kzZ7B//36kpaVJbV5SolQq8eGHH7L9W7duAbg9z5+bmyuVWUlPcXExlixZgpKSEqSlpeHYsWPQ6XRSm5VUyGQybNmyBRs3boRGoxl2bhZn4qDYnjNnDkwmE44fP85PwJ5AFAoFPvjgA7bf3t4O4HYOz8vLk8qspGbBggXIycnBDz/8gMrKSpw4cQKNjY3Yt2/fHReXxTIpFohubW3F2rVr0dLSgpUrV2L9+vV4+umnpTbrgWFwcBDvvvsutmzZwruHHA6H8x9jaGgIu3fvxubNm+/bVeH8Oy5fvoxnn30Wzc3NWLFiBdavX49nnnnmvq+ZFCILAERRRDgchkqlktoUDofD4XA4nDsYrVaZNCKLw+FwOBwOJ5mYFHd853A4HA6Hw0k2uMjicDgcDofDmQC4yOJwOBwOh8OZALjI4nA4HA6Hw5kAuMjicDgcDofDmQD+BwGn+i81Pj2KAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot predictions\n", "with plt.xkcd():\n", " fig = plt.figure(figsize=(10,5))\n", " plt.scatter(x, y, 100, 'k', 'o', zorder=100)\n", " plt.plot(x_true, f_star_mean, color='g')\n", " plt.plot(x_true, f_star_mean+f_star_std, color='g', linestyle='--')\n", " plt.plot(x_true, f_star_mean-f_star_std, color='g', linestyle='--')\n", " plt.fill_between(x_true.flatten(), f_star_mean+f_star_std, f_star_mean-f_star_std, alpha=0.1, color='g')\n", " plt.xlim([-6,6])\n", " plt.ylim([-4,4])\n", " plt.savefig(path+'/images/11_data.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Now the black box is telling where it is more and less confident. In the context of control, or reinforcement learning, this is more robust as the agent can be wary when there is uncertainty in the state of the system. This modelling technique is called a [Gaussian Process](http://www.gaussianprocess.org/gpml/chapters/RW.pdf) [3]." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 3.3 Drawbacks\n", "- Expensive to compute; N > ~50,000 prohibitively large\n", "- Prior knowledge remains crucial" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 4. Timeseries Applications" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Many of the problems we tackle in our group can be described as [timeseries](https://en.wikipedia.org/wiki/Time_series), that is, the inputs and outputs of the system are indexed by time. Examples include: the flow of material through a maufacturing plant, CO2 air concentration, or daily energy generation from a solar panel. In such scenarios, we can take advantage of the sequential nature of the output to inform our model. \n", "\n", "By way of example, I'm going to use the two techniques discussed thus far to predict the time-varying temperature in a coldstorage facility. Let's have a look at the data first:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Plotted in blue is the temperature of the coldstore in degrees centrigrade sampled at 3 minute intervals. The washed out lines represent features of the system I believe affect the temperature of the coldstore, there are 40 in total. These include but are not limited to:\n", "- Outside weather\n", "- Power usage in the chillers\n", "- Wall/floor temperature\n", "- etc.\n", "\n", "I model the temperature as a function of these inputs at some number of timesteps prior to the timestep of interest for both a neural network (specifically an LSTM, [see this excellent blog post for more info](https://distill.pub/2019/memorization-in-rnns/)) and a GP. The output of the LSTM is a function of the 10 previous timesteps and the GP is a function of only the previous timestep. Here are the results, firstly the LSTM:\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Then the GP:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Then only the test set of the GP:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "I have 9 months of data at the coldstorage facility (N ~ 400,000). The advantage of the LSTM is that it can use all of this data, meaning it can explore more of the state space, and make better predictions in those out-of-distribution times. The GP can only use ~10% of the dataset for training, meaning it cannot explore the state space in the same way the neural network can, but it can limit the damage by quanitifying its uncertainty." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 5. Key Takeaways\n", "- Black box function approximators can model *any* continuous function in theory \n", "- Deterministic techniques effective with large (N > $10^5$) datasets \n", "- Probabilistic techniques more robust in low data regimes thanks to uncertainty quantification\n", "- GPs are limited by their expensive computations (N must be < $10^5$) \n", "- Both approaches can be used to model complex timeseries datasets" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Further Reading\n", "**Further explanations on why these techniques work**\n", "- [Can neural networks solve any problem?](https://towardsdatascience.com/can-neural-networks-really-learn-any-function-65e106617fc6)\n", "- [Visualising how LSTMs make predictions](https://distill.pub/2019/memorization-in-rnns/)\n", "\n", "**How can you build these in practice?**\n", "- Neural nets: [Introduction to deep learning with tensorflow](https://machinelearningmastery.com/tensorflow-tutorial-deep-learning-with-tf-keras/)\n", "- GPs: [GP regression on molecules](https://towardsdatascience.com/gaussian-process-regression-on-molecules-in-gpflow-ee6fedab2130)\n", "- LSTMs: [LSTMs for timeseries prediction](https://towardsdatascience.com/lstm-for-time-series-prediction-de8aeb26f2ca)\n", "\n", "**Introductory Books**\n", "- [The art of statistics: how to learn from data - David Spiegelhalter (2018)](https://www.amazon.co.uk/Art-Statistics-Learning-Pelican-Books/dp/0241398630)\n", "- [Life 3.0: Being Human in the Age of Artificial Intelligence - Max Tegmark (2017)](https://www.amazon.co.uk/dp/B07474JB3Q/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Thanks!\n", "- Notes: https://enjeeneer.io/talks/2021-03-15-xchangeseminar/\n", "- Thanks to [Carl Henrik Ek](http://carlhenrik.com/), Dept. of Computer Science for inspiring these slides\n", "- Questions?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "# References\n", "\n", "[1] Mnih, Volodymyr, et al. \"Playing atari with deep reinforcement learning.\" arXiv preprint arXiv:1312.5602 (2013).\n", "\n", "[2] Silver, David, et al. \"Mastering the game of Go with deep neural networks and tree search.\" nature 529.7587 (2016): 484-489.\n", "\n", "[3] Sutton, Richard S., and Andrew G. Barto. Reinforcement learning: An introduction. MIT press, 2018.\n", "\n", "[4] Rasmussen, Carl Edward. \"Gaussian processes in machine learning.\" Summer school on machine learning. Springer, Berlin, Heidelberg, 2003." ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }