{ "metadata": { "name": "", "signature": "sha256:a0ba038831465a08fa77e8f3b41ee7eb176ae963529876b95aae0c2f0a098106" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "A few weeks ago I found myself at Cedar Point, the foremost American roller coaster park. Rather than just having fun like a reasonable human being, I decided to spend some time gathering data on a few rides. Specifically, I wanted to get a sense of the g-forces felt by a rider on a variety of coasters. I collected some cool data, but I'm also interested in presenting it in some way which is more interesting than a series of line graphs. Specifically, I've been trying to create a visualization for roller coaster accelerations which is visually interesting, aesthetically pleasing, and of no practical use whatsoever (lest this become too much like actual research...). If you'd like to see my results, you can skip to the [gallery](#gallery) at the end. Otherwise, read on!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Experimental Setup\n", "I ran all of the experiments presented here using my LG Nexus 4 phone, using the free Physics Toolbox Accelerometer app. This app just measures the x, y, and z accelerations detected by the phone's accelerometer and records them to a CSV file. My phone's accelerometer also saturates at approximately 4g, so I have no measurements above that value. I kept the phone in my pocket during the rides, which kept it tightly attached to my body, so the accelerations it measured should be representative of what my entire body was undergoing.\n", "\n", "## Presentation\n", "This entire post is actually an IPython notebook, which is a fabulous piece of software for creating interactive scientific documents. You can also view it through the IPython notebook viewer: [graphs.ipynb](http://nbviewer.ipython.org/urls/raw.github.com/rdeits/coasters/master/graphs.ipynb). All of the code referenced here is from the [coasters](https://github.com/rdeits/coasters) repository on GitHub." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "%load_ext autoreload\n", "%autoreload 2" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "from mpl_toolkits.mplot3d.axes3d import Axes3D\n", "from pycoasters.images import show\n", "from pycoasters.coaster import Coaster" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the data\n", "We start by pulling in the raw sensor data, along with some annotations. I'll be starting with the data from Gatekeeper, the newest roller coaster at Cedar Point as of my visit in Fall 2013. All the accelerations are reported in g (where $1\\,\\text{g} = 9.81\\,\\frac{\\text{m}}{\\text{s}^2}$ and is gravitational acceleration felt at the Earth's surface)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ride_name = 'gatekeeper'\n", "data_folder = 'data/2013-09-28-cedar-point'\n", "ride_folder = os.path.join(data_folder, ride_name)\n", "gatekeeper = Coaster.load(ride_folder)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the raw data\n", "First, let's just plot the raw x,y,z data from the sensor" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = figure(figsize=(8,6))\n", "ax = subplot(111)\n", "gatekeeper.plot_original_xyz(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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31O/Nlbs5URwoZ4D7XcxSN3pLmy8t9WATlXglPCFRJwgf4yF+Bq65uu8x14KW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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is promising! We can clearly see the general outline of the roller coaster's motion, with a big hill at the beginning and then about 10 major accelerations as the coaster goes around the track. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fixing the orientation\n", "Unfortunately, this isn't a very interesting display yet. For one thing, the orientation of the data is based on the orientation of the phone while it was sitting in my pocket during the ride, which probably changed every time I sat down in a new coaster. I'd like to transform the data into a common reference frame, with $\\hat{z}$ straight up, $\\hat{x}$ forward (along the direction in which the car travels), and $\\hat{y}$ 90 degrees left of the direction of travel, so that we can compare the direction of acceleration across different rides. Fortunately, we know a few things about roller coasters that we can use to figure out how to make this transformation. \n", "\n", "First, we know that every coaster starts and ends at rest, with the only acceleration being that due to gravity, which is always vertical. Thus, we just need to find a section of time corresponding to a period of rest at the beginning or end of the ride, then rotate all of the acceleration vectors so that the value at that time period is along the z axis. I've annotated the region of resting data I chose for this coaster with a light blue rectangle in the graph above. \n", "\n", "This rotation alone isn't enough to fully correct the orientation of the acclererations, since it only tells us which way is up, not which way is forward or backward relative to the car's travel. If that isn't obvious, just imagine being inside a sealed room sitting somewhere on Earth (physics majors love sealed boxes in uniform gravitational fields...). From the direction of gravity, you'd be able to tell which way was up or down, but you'd have no information about which was was, say, North or East without some other piece of data. However, if your room were suddenly tilted toward the North Pole, you would be able to observe the change in direction of gravity, and the direction of gravity before and after the tilt would be enough to figure out exactly which way was North.\n", "\n", "Fortunately, roller coasters almost all do something very much like this. The first thing a coaster does after leaving the station is to go up a large hill to build up some potential energy. The side effect of this is that the direction of the acceleration felt by the occupants (and the phone recording data) shifts exactly forward relative to the direction of travel for the car. This gives us enough information to perform a second rotation and transform the acceleration data into the reference frame we wanted. I've highlighted the time during which this coaster tilts back to go up the hill in red. \n", "\n", "The code to perform these rotations is found in Coaster.reorient() in coaster.py. The regions of rest and tilting back are annotated by hand in the notes.json file accompanying each raw data set.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the reoriented data\n", "Here's the results after reorienting the data from this ride:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = figure(figsize=(8,6))\n", "ax = subplot(111)\n", "gatekeeper.plot_reoriented_xyz(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VyFIn1CBRJ4gII78hN2kCNGhgrA61fOhWp3kZeTC48kqge3f2/uqr1fulhvhY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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that at the beginning and end of the ride (blue highlight), the acceleration in x and y is (roughly) 0, and the accleration along z is roughly 1g, corresponding to the vertical acceleration of gravity. You can also see that when the car tilts back to go up the hill (red highlight), the z acceleration decreases and the x acceleration increases, while the y acceleration stays mostly constant (there's some change in y due perhaps to me shifting in my seat). In addition, since the z and x acclerations are approximately equal during the red period, we can conclude that this ride must have an ascent angle of about 45 degrees. In fact, the [Cedar Point website](https://www.cedarpoint.com/gatekeeper/the-ride) gives the lift angle for Gatekeeper as 40 degrees, quite close to our estimate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some more examples\n", "Here are the reoriented graphs for a few more roller coasters, for comparison. The Cedar Creek Mine Ride is an older steel roller coaster with some very jerky accelerations: [Mine Ride POV video](http://www.youtube.com/watch?v=T1WxvcRt0To), and the Witches' Wheel is a ride consisting of a ring of cars attached to a wheel which spins rapidly and then slowly tilts from horizontal to vertical and then back to horizontal: [Witches' Wheel POV video](http://www.youtube.com/watch?v=goIkRweOsOM&list=PL4A974F53C3E5FDBF&index=5)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Cedar Creek Mine Ride: an older steel roller coaster with some very jerky accelerations\n", "mine_ride = Coaster.load(os.path.join(data_folder, 'cedar_creek_mine_ride'))\n", "\n", "# Witches' Wheel: a ride consisting of a ring of cars attached to a wheel which\n", "# spins rapidly and then slowly tilts from horizontal to vertical and then back to horizontal\n", "witches_wheel = Coaster.load(os.path.join(data_folder, 'witches_wheel'))\n", "\n", "f, ax = subplots(2, 1, figsize=(8,12))\n", "mine_ride.plot_reoriented_xyz(ax[0])\n", "witches_wheel.plot_reoriented_xyz(ax[1])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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HDmDLli34/fffkZ+fj8zMTIwZMwbffPONWVmp8CcIQjtI8ycI7SlXrhyGDh2KZ555Bu3b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\nb97xGjgOAenKmQkv3JUnmlA955+Tw8zoQidkyJ4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fRoKL5pB9PxuFfkBFFYPz/o37Wz3e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\nxprNZFxWlmPbtWvKgqb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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding a more interesting display\n", "Graphs are great for displaying quantitative relationships among data, but the purpose of this project was to come up with a visually interesting representation of the character of each roller coaster's motion, rather than just an accurate graph. To my eye, these graphs are pretty dull, and it's hard at a glance to really understand what riding a coaster feels like. I ended up spending a long time playing with alternative representations of these acceleration data.\n", "\n", "### 3D plots\n", "One possible representation that I experimented with was a 3D plot of the x,y,z and time data. Since I actually have four dimensions of data (including time), a 3D representation has to involve some condensing of the data. I decided to try ignoring the y acceleration, which corresponds to lateral motion of the car and is typically smaller, and plotting (x, time, z) as my 3D data. Here's what this looks like for the Witches' Wheel data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = figure(figsize=(10,7))\n", "ax = subplot(111, projection='3d')\n", "witches_wheel.plot_xtz_3d(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OGfvMM8/kyy+/bLF83LhxTV6vXbu2Q7Z3LIjg6QB6irhJpH3oqmMeK2DaU+RO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0absp4zTkyUxfNKG9G5mQXh8xo8/oTHsNLB2hMQf8J2hrNP2zRORLDPtpCfQVW5DobHs+Gls4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\nbgwaNIhLU69cuRKvvvo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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This ride shows a beautiful pattern in the 3D data as the acceleration rises smoothly from 1g to 2g as the wheel begins to spin, then begins to oscillate through x and z as the wheel rises to vertical and the centrifugal acceleration felt by the riders aligns with, then against, gravity. Unfortuantely, the data from most of the other rides, like Gatekeeper, is too messy to show much:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = figure(figsize=(10,7))\n", "ax = subplot(111, projection='3d')\n", "gatekeeper.plot_xtz_3d(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OSd1WPB/e5noUcHVyGqxkWRUcY8ahbPOTuKu0ql0Ext1YKz/e3VSPAMvjSJMH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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using color\n", "Ordinarily, color is a poor choice for quantitative data. People have trouble assigning unambiguous orders to colors (Is green in between red and blue? Or is red in between blue and red?), and we also have trouble making quantitative comparisons (What color is half as red as red? 80% more blue than blue?). Fortunately, I'm not interested in recovering any real quantitative data from my displays, so this isn't a problem. I decided to use a 3D color space to represent the 3D acceleration vector at each point in time. To do this, I used the x acceleration to map to a red value between 0 and 255, the z acceleration to map green between 0 and 255, and the y acceleration to map blue between 0 and 255. I chose the (x,z,y) -> (r,g,b) mapping purely based on my judgement of how attractive the output was. I also shifted and scaled the color values to try to use most of the available color space given the range of accelerations in my data. \n", "\n", "My first experiment with color involved creating a square image, in which each pixel represents a single time point, arranged so that time increments left-to-right and top-to-bottom. Here are the results for a few coasters:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Gatekeeper\n", "show(gatekeeper.portrait_square())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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HshL5L1TtK7iW98+YdO5xkvPA64j6sujY4udF9VvlJSxBMI6GC63Hd1Y+HYha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+pOvbDQN5PqyRiKPPWQjhTr8gmK1dLSqAN7dZqibbjfhHzqVaMYUYU51sL9Dl3UzCKvekX06bw6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\nxeffbfu77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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# Witches Wheel\n", "show(witches_wheel.portrait_square())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ow8sBsjxjjHesJBigdQOc/ZWetvw/be0Uckyly1A72vMyxLVBAbfV8XyftWOJ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\nQhUEYIg4pqYk7BVlh48KCkVTCLDW73syo/zYP7FRn+2kbsM19DjVjmr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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# Cedar Creek Mine Ride\n", "show(mine_ride.portrait_square())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WnnjugZUwTwyDADre8s/zKMtvgbrpWctXT6w6d6qP1nPS1klNT72en5Rlb4Tp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\n91M5ZIM4Y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zuCpMfIOXB+eyAFRkLKUZfoM0t8mcSyJAAe3Hd/vUash9ZeX9oTDh7Gdvr+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\nbIBM2hZ42NYbfWv03hEdsQ+fxrgP5jDmi2PPE382ir1SCgNtZ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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "These images certainly have some promise. We can see the repetitive, smooth acceleration changes of the Witches Wheel, and we can see the jerkiness of the Mine Ride in its sharp, rapid changes of color. However, the grid arrangement makes it difficult to see exactly how the values change over time (since reading left-to-right row-by-row in an image is awkward). To try to account for this, I experimented with compressing the same data into a single row of data, in which each vertical column of pixels corresponds to one time point. Here are those results:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Gatekeeper\n", "show(gatekeeper.portrait_line())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# Witches Wheel\n", "show(witches_wheel.portrait_line())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "# Cedar Creek Mine Ride\n", "show(mine_ride.portrait_line())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is an improvement, as the time variation of acceleration in each ride is more obvious, but it's difficult to get a sense for the magnitude of the accelerations from these images." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The answer: polar plots\n", "My final visualization method addressed most of the issues that I had encountered previously. I used the same acceleration-to-color transform as in the previous images, but normalized the acceleration magnitudes before transforming to color, so that the color indicates only the direction of acceleration. I then arranged the colors as a polar bar chart, with time increasing clockwise from 0 at the 12-o'clock position, and with the length of each bar corresponding to the log of the acceleration magnitude. I chose log(magnitude) in order to reduce how far the very large accelerations extended from the center of the figure. Here are the results:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Gatekeeper\n", "figure(figsize=(10,10))\n", "gatekeeper.plot_portrait_polar(subplot(111,polar=True))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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1nHvuufzyl7+MO5Rjpk4JniFDhtCvXz8efPDBuEMRBEEQhAbLtm3b6NWrF8uW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RIM5KaPY/FjxI6CBE2K0wUtS57K+7Mc5sb68JvJfK5Ky4md1wQ8J4mqP5H1XenK+ub2hOWZeJjO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BF86DRdjx4PuqYV53FiCMi/CUaNFZuR1hFn5eTIj490fJqKrTjSY89meOjTMbhQxWdHoJsR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jrWr19P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\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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "# Witches Wheel\n", "figure(figsize=(10,10))\n", "witches_wheel.plot_portrait_polar(subplot(111,polar=True))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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V888/n44dO5Kbmxu3SUIJIIKngvHWW2/RoUMHunTpwvTp02nUqFHcJgmCIJR5fN9n1KhR\nvPTSS/z2t7/lxhtvpKioKG6zhIOIhLQqCKlUijvuuINnnnmGZ599lu7du8dtkiAIQrlkx44dXHnl\nlWzatInx48dz7LHHxm2ScBAQD08F4KuvvqJHjx4sXLiQhQsXitgRBEH4GRx++OG8+uqrXHbZZZx6\n6qkS4qogiOAp5yxatIiTTz6Zbt26MWXKFOrVqxe3SYIgCOUez/O4/vrryc3NZfjw4dx9991IQKR8\nIyGtcsx//vMfRowYwZgxYxg0aFDc5giCIFRINm7cyIABAzj22GN58sknqV69etwmCT8B8fCUQ4Ig\n4I477uDmm29m2rRpInYEQRBKkEaNGjFr1iwSiQRnnnkmGzZsiNsk4ScggqeckZ+fz8CBA5kxYwbz\n5s2jffv2cZskCIJQ4alWrRrPPvssF198MZ07d+aDDz6I2yThRyKCpxyxZs0aTjvtNOrUqcOMGTMk\nX0cQBKEU8TyPW265hccee4z+/fvz1FNPxW2S8COQHJ5ywsyZM/nFL37Bbbfdxm9/+1s8z4vbJEEQ\nhErLZ599Rr9+/ejbty9///vfSSaTcZskfA8ieMoBY8eO5c477+T555/nrLPOitscQRAEAdi5cyeX\nXHIJnucxfvx4DjvssLhNEr4DCWmVYYqKihg+fDgPP/ww77//vogdQRCEMsRhhx3GlClTaNOmDZ07\nd+azzz6L2yThOxAfXBnFJidnZ2fzwQcfcOihh8ZtkiAIgnAAyWSSe++9lxNPPJFu3brx4osvcsYZ\nZ8RtlvAtiIenDPLVV1/RvXt3jjrqKF599VURO4IgCGWcK6+8knHjxjFw4EBeffXVuM0RvgURPGWM\n1atX06VLF8477zweffRRSYQTBEEoJ/Ts2ZM33niDESNG8Pjjj8dtjnAAkrRchli8eDHnn38+t912\nGyNGjIjbHEEQBOEnkJeXR69evbjiiiu4/fbbZVZtGUEETxlh5syZXHzxxYwZM4aLLroobnMEQRCE\nn8HmzZvp3bs3p512Gg8++CCJRCJukyo9InjKAC+++CIjRoxgwoQJstO5IAhCBWH37t1ccMEF1KlT\nh2effZaqVavGbVKlRnJ4YmbMmDGMHDmSadOmidgRBEGoQBx66KG88cYbeJ5H79692bVrV9wmVWpE\n8MSEUoo77riD++67j9mzZ3PSSSfFbZIgCIJwkKlSpQovvPACbdq0oVu3bmzevDlukyotInhiIJVK\ncfXVVzNlyhTmzJnDMcccE7dJgiAIQgmRSCR46KGHGDhwIF26dCEvLy9ukyolMue5lCkqKuLSSy8l\nPz+fd955h5o1a8ZtkiAIglDCeJ7H7bffToMGDejatStTp06lbdu2cZtVqRDBU4oUFhYyaNAgfN8n\nNzeXKlWqxG2SIAiCUIoMGzaMWrVqcc455/DGG2/Qvn37uE2qNIjgKSUKCgoYOHAgVatW5YUXXiA7\nOztukwRBEIQYGDRoEIlEgt69e/P666+Tk5MTt0mVAhE8pcD+/fu58MILqVmzJuPGjSMrKytukwRB\nEIQYufDCC0kkEpx33nnk5ubSqVOnuE2q8IjgKWH27dtH//79qVu3Ls8884xsFSEIgiAA0L9/fxKJ\nBH369OG1117j1FNPjdukCo0sPFiC7N+/n759+9KwYUOefvppWWlTEARB+AZTp05l6NChInpKGBE8\nJURBQQH9+vWjXr16/Pvf/xaxIwiCIPxX3njjDS6//HImT54s4a0SQgRPCVBYWMgFF1xA7dq1efbZ\nZyWMJQiCIHwvkydP5qqrrmLKlCmSyFwCiOA5yBQVFWXMxhKxIwiCIPxQXnvtNa6++mqmTp0qK/Af\nZKQ3PogUFxdz8cUXk5WVxfPPPy9iRxAEQfhR9O/fn3Q6Ta9evZg2bZosTngQkR75IBEEAUOHDiWd\nTjNx4kSZei4IgiD8JC688MJQ9MyaNYvmzZvHbVKFQATPQUApxQ033MCmTZt48803ZVFBQRAE4Wcx\naNAgdu3aRa9evZgzZw4NGjSI26Ryjwieg8A999zDO++8w7vvvkvVqlXjNkcQBEGoAAwbNozNmzeH\nnp5atWrFbVK5RpKWfyZPPfUUf/7zn5kzZw5HHnlk3OYIgiAIFQilFNdddx3Lli3jjTfekEH1z0AE\nz89g8uTJDBs2jFmzZtGyZcu4zREEQRAqIOl0mksvvRSlFOPHj5d13X4iftwGlFfef/99fvWrXzFp\n0iQRO4IgCEKJkUgkePbZZ9m+fTsjR45E/BQ/DRE8P4FPP/2UAQMG8Mwzz8iKmIIgCEKJU6VKFV55\n5RXmzJnDXXfdFbc55RJJWv6RrF+/nl69evHPf/6TXr16xW2OIAiCUEmoVasWb7zxBl26dKF+/fr8\n+te/jtukcoUInh/Bjh07OPfccxk5ciRDhgyJ2xxBEAShktGgQQPefPNNzjzzTOrWrcsFF1wQt0nl\nBkla/oHs27ePnj170qVLF/73f/83bnMEQRCESsyCBQvo3bs3L730EmeccUbc5pQLRPD8AIIg4MIL\nL+TQQw/l6aefxvcl9UkQBEGIl7feeoshQ4Ywc+ZMWrVqFbc5ZR7puX8Af/jDH9i5cydPPPGEiB1B\nEAShTHD22WczevRo+vfvz86dO+M2p8wjHp7vYfz48dx6663MmzePunXrxm2OIAiCIGRwww03sGzZ\nMqZMmSKbVn8HIni+gwULFtCrVy/efvtt2rVrF7c5giAIgvANUqkU5513HieccAL33ntv3OaUWSQ+\n81/YvHkzAwYM4JFHHhGxIwiCIJRZkskkEyZMIDc3l6effjpuc8os4uH5FgoLC+nevTvnnnsuf/zj\nH+M2RxAEQRC+l88++4yuXbvy2muvceqpp8ZtTplDBM8BKKW46qqr2L17NxMnTpQkZUEQBKHc8Prr\nr/Ob3/yGuXPn0rhx47jNKVNIb34ADz74IAsWLJDp54IgCEK54/zzz2fkyJFccMEF7Nu3L25zyhTi\n4XF46623GDp0KB988AFHHXVU3OYIgiAIwo9GKcVll11GOp3m+eefx/O8uE0qE4gLw5CXl8eQIUOY\nMGGCiB1BEASh3OJ5Ho8//jgrV67knnvuiducMoNM2Ad27dpF//79+fOf/8yZZ54ZtzmCIAiC8LOo\nVq0ar776Kp07d6ZNmzb07ds3bpNip9KHtJRSDBo0iLp16zJ27Ni4zREEQRCEg8bcuXPp27cvH374\nIcccc0zc5sRKpQ9pjR07ltWrV3P//ffHbYogCIIgHFQ6d+7MbbfdxiWXXEJRUVHc5sRKpfbwLF68\nmLPPPpv333+f5s2bx22OIAiCIBx0lFJccMEFHHfccfzzn/+M25zYqLQenvz8fC655BIeeOABETuC\nIAhChcXzPJ566ilefPFFJk+eHLc5sVEpPTxKKYYOHUqVKlV44okn4jZHEARBEEqcOXPmMHDgQD76\n6KNKuShhpfTw/Pvf/2bhwoU8+OCDcZsiCIIgCKVCly5dGDlyJJdeeimpVCpuc0qdSufh+eyzzzjz\nzDOZOXMmbdq0idscQRAEQSg1giCgV69edO7cmb/85S9xm1OqVCrBs3//fjp16sTIkSMZNmxY3OYI\ngiAIQqmzZcsWOnTowL///W969uwZtzmlRqUSPFdffTX5+fmMGzdOltoWBEEQKi3Tp09n6NChLFy4\nkPr168dtTqlQaXJ4JkyYwIwZM3jkkUdE7AiCIAiVmrPOOotf/epXXHbZZQRBELc5pUKl8PCsWrWK\nU089lalTp9KhQ4e4zREEQRCE2EmlUvTo0YPevXtz6623xm1OiVPhBU86neb000/nF7/4BSNHjozb\nHEEQBEEoM2zYsIGcnBxef/11OnbsGLc5JUqFD2ndd999VK1aleuuuy5uUwRBEAShTNG4cWPuvfde\nrrzySgoLC+M2p0Sp0B6ezz//nNNPP5358+dz9NFHx22OIAiCIJQ5lFIMGDCAE044gb/+9a9xm1Ni\nVFjBY0NZQ4YM4dprr43bHEEQBEEos3z55ZecdNJJFTq0VWFDWjaUNXz48LhNEQRBEIQyTcOGDSt8\naKtCengklCUIgiAIP46KHtqqcIJHQlmCIAiC8NOoyKGtChfSklCWIAiCIPw0bGjriiuuqHChrQrl\n4fn8888544wzmDdvnoSyBEEQBOEnUFFDWxVG8NhQ1mWXXcaIESPiNkcQBEEQyi2bN2+mXbt2FSq0\nVWFCWjaUdc0118RtiiAIgiCUaxo0aFDhQlsVwsOTl5fHaaedJqEsQRAEQThI2NBW27Zt+fOf/xy3\nOT+bci94lFKcd9559OzZk5tuuilucwRBEAShwrBx40batWvHBx98QPPmzeM252dR7kNar732GuvW\nreP666+P2xRBEARBqFA0atSI3//+94wcOZJy7h8p34Jn3759/O53v+Phhx8mKysrbnMEQRAEocIx\ncuRI1qxZw6RJk+I25WdRrkNaf/jDH8jLy2P8+PFxmyIIgiAIFZbp06czbNgwPv30U6pVqxa3OT+J\ncit4Vq5cySmnnMLixYtp3Lhx3OYIgiAIQoXm4osvplWrVvzpT3+K25SfRLkUPEop+vTpQ9euXbnl\nllviNkcQBEEQKjzr16/npJNOYt68eRx77LFxm/OjKZc5PLm5uaxevZrf/e53cZsiCIIgCJWCJk2a\ncPPNNzNy5Mi4TflJlDvBs3//fn73u9/x0EMPkZ2dHbc5giAIglBpuPHGG1m5ciW5ublxm/KjKXeC\nZ/To0XTs2JGePXvGbYogCIIgVCqys7N56KGHGDlyJPv374/bnB9FucrhWbVqFZ07d2bRokU0adIk\nbnMEQRAEoVJy0UUXceKJJ/LHP/4xblN+MOVK8PTt25cuXbowatSouE0RBEEQhErLunXr6NChA/Pn\nzy83WzqVm5DWm2++yfLly7nhhhviNkUQBEEQKjVNmzblhhtu4Oabb47blB9MufDwBEFATk4Ot99+\nOwMHDozbHEEQBEGo9Ozbt48WLVrw8ssv06lTp7jN+V7KhYdn4sSJZGVlceGFF8ZtiiAIgiAIQPXq\n1bnjjjsYNWpUudhnq8x7eIqKimjdujWPPfYYPXr0iNscQRAEQRAMqVSKNm3a8NBDD3HOOefEbc53\nUuY9PE888QTHHnusiB1BEARBKGMkk0nuuusuRo0aRRAEcZvznZRpwbN3717++te/cvfdd8dtiiAI\ngiAI38LAgQNJJBJMnDgxblO+kzId0rrrrrtYsmSJ7IYuCIIgCGWY6dOnc/XVV/PZZ5+RlZUVtznf\nSpkVPNu3b6dly5Z88MEHNG/ePG5zBEEQBEH4Ds455xwGDBjA8OHD4zblWymzgud//ud/2Lt3L2PH\njo3bFEEQBEEQvocFCxbQt29f8vLyqFGjRtzmfIMyKXjWrVtH+/btWbp0KQ0bNozbHEEQBEEQfgCX\nXHIJbdu25bbbbovblG9QJgXPVVddRf369fnb3/4WtymCIAiCIPxA8vLyOPXUU1m+fDl16tSJ25wM\nypzg+fTTT+nWrRsrVqygdu3acZsjCIIgCMKPYPjw4dSoUYN//OMfcZuSQZkTPBdffDEdO3bklltu\nidsU4SCzbRscccS3v1ecgqxk6dojCIIgHHy+/PJL2rRpw7Jly8pUWkqZEjzLly/n9NNPZ82aNRxy\nyCFxmyMcRJYuhbw8aNoUcnK++f6adTDrfTisNhzZAE4+qfRtFARBEA4O1113HdWrV+eee+6J25SQ\nMiV4rrrqKpo0acKdd94ZtymVnqIiyM7+Ycdu2gCr8qBufViyAE7vDi+Ph3p1od8v4NlHof5RsOgT\nOO5YOPooqFUbWrfKPM/ylfDkeDimCXTqAB1O/PbyPpwHp5T9feoEQRAqLWvXrqVDhw6sWrWqzKSn\nlBnBs2HDBtq2bUteXl6ZS3SqbKz7Av79OBx1FJzRE6ZMhl8Ng6rVIJUC39c/e/fAKy9Dtx7w9OPQ\nqBF8/ilUS0K7HJg3Bxo2hEQ2bNkEOV1h/iIoKIBTTgY8uGigLjOVgnsfgF17YEcB+AoaHwH/MxLc\nNazSaXjxZahWHZofC/XqQZ3Dv3kNP0awCYIgCAefyy+/nBYtWpSZGVtlRvDccMMNeJ7HvffeG7cp\nlZrx42AjChWmAAAgAElEQVThfPNPWguKZFXYsweOPhZyOsHrr8PZPaF2bXj8MUBBcRq8NBBAoCCR\nhiAN+JDlQRrwPajXDDZug3QAHTtAfr4WP/XqwaSX4PMvIPCg0AcVQJN6cMvvIJmEvXvh652w9FOY\nPAVUUofAbr0JqleLrqGoCO78G1SrCldfpT1NgiAIQuny6aef0r17d9asWUP16tXjNqdsCJ5t27bR\nokULPvnkExo3bhy3OZWWl/8DnyyE3XuiTdZ8DzyALP131epQkAKU/j/tgZfSfxenIQmkiwFfv+4F\noDzwA/SbAQTZoKpob03OSbBiBfTrCx/NhZV5kE5ACihKAilo1hBu/p0WPPf/Q3uaNn4JaR9IwOGH\nQ6+z4dSTo2uZOVt7gmrXgttHQdWqpViRgiAIAgADBgygR48eXHfddXGbUjY2D33ooYe48MILRezE\nzCG1tNDwgCDQfygP0gr8lPbcFOzTQiYIQCnt1VEJCIBkQouQRBZ4CrwkWvgAKc8cC/hF4BfqsNiC\nj7W35/nxOgx2yCGQSEHSg+wUkIC1m+G+hyFvBbRsCV9t0edMKCCAHV/DhFdg6edQWKSv5bBakMyC\nnbvhwTGwcVMcNVr52L4tbgsEQShL3HrrrfzjH/+guLg4blPi9/Dk5+dzzDHHMGfOHFq0aBGnKZWa\nzZvhvvuhsBBIQwK0OkF7b0Dn1fjZxmPjQ+ADnlbNgT0urd8nAFJaFBFoT0+ACW8p/RmVDcXZupgE\nOgTmFetyPQ/SWcbT4+nXqitgP7RpC0uW6rLTnvlwUgucenWgWROdX7T4Y1C+/myVJPQ5D9q11R4h\noWSY8y50Pg0K9sMhNbU4rVc/bquEisymDXBoLf28CWWTs846i6FDh3L55ZfHakfsgufee+/lww8/\nLPPbylcGXnoFZs/WuTMe4Kf1b8/k09jwlu+Dn2U8PFna8+P7WtB4GHGjtJfHD0yiswcU6/wcE9ki\nkdCCJVVFi6SE0scmrJvJ0+GtwIMCXwuuRAEk7EAhAV5C5weR1P8rQKX0by+tzxF4kV2H1YI+fXSi\nc8F+aN5Ckpt/LqtWahF52OEw5j7ocQ7s2qXXXNqyGTp2huwqsH+fTjbfuxe+a5ud/F36eSrYB3Uc\nsbR5HTRoWvLXI5QfFs2DnduhR++4LRG+i7fffpvrr7+epUuX4vvxBZZiXeqtsLCQe++9l9zc3DjN\nEAx792uvTSIBQTEECf2AqMAICc+IoQCCIi12MPk6yjNhrIQ5h9KhKpWEpNJeHS8L/GL9vq90Dk8i\nCV4hpKqZsFhSe3USacAkPysfqqITmYMqWrwkU9oWfF1ukEJ7kpK6TNIYt5F+XxkBtWMnPP8CHNUU\nvlgN1avDkY2hy+m6vPbtS7/eyxK7d+nR8n9j7RfQ7Cidb3XUMbBtq57VV3wUfLVZC5mdO2D9WqhZ\nEz54D1Yuhw6dYPY70OxoWJMHhfl6BmBOF1j9OSyZB0c3h2Naw8pl8PV22LMT+l0BC2fDCZ1gwSzo\n3BOOaAg7voLD68G+PVBdluyqdCgFb+VCo6YidsoDZ511FjVq1OC1115jwIABsdmRuDPGRW+efvpp\ntm3bxs033xyXCYLDytWwYaPx1BiviPJ0vo5vw1QmjKWUFi3Kg4SvPTok0OEojCfH06+rhBZJnqfF\ni+8IFWXCW34aAjP93LdeGWU8S0p7mTyg2ISwPKXPyQHnwje2Ghs99HvWY4QHKg3bd+hzplKwYxt8\nvlyXlb9HL44IsGSZnomWTJRO/ZcFHh+jvTENGsKij2DyK5AqhsZNYedOeHOyFjLvvA1zP4DFC/Qy\nA4WFWvDs3g3pFMx9H3I6w4fvac/OJ4tg+1ewdjXk74atX0KWD6uWwZy34OttsOozWLsStm2GlUu0\n6AnS8NUmWPwerMuDGodqQf75IjisLrzzKrQ0i1S+NQGOOFIntQslh1KweT3UrBUtUxGY73dRgR7E\npIrhizzYvAFmTdGeveIi+Og9/axsXAurl8Mhh+r7Xu9IeHsSHN1Cfx9TKSgs0M+iPbcyoe79++C1\nCXBKVzi0tj7O3nNlvcSV6DtbHvA8jyOOOILRo0czbNgwPM+Lx464QlrpdJpWrVrx+OOP07Vr1zhM\nEA6goADGPAlr15oGJtBhIU+hZ2UFkXjwMKLI5vUo8BNG3PhaVGCFjjIhLiNQ0mlImpwez4bDzHnT\nNUzqUKAbuoTx5Hg+pEwIrNCIpqxC4wFSQFJ/LvAIw1uB8fwYjUZgL9R6qRQkTA4SSofp6h0BF1+i\n807uvAuOORpG/OabdfVaLhxRB7qcVoI35CBjOwyXr7/WHVHVarojmfAcHFEXjmsO1WvAvx+BGrV0\nfezerZcnyMqG/K+JkreAKlV1wnkyqfPBvACOPg6+WKPLTdhOEf25gp3QsAEkfePps4IU/bcK9DNU\nrSbs36vPUSUb6jeD2nVg2TwtfmrUhEZH62dv4Uxoexqc0Ud/ZuMqOOYEbdvefH2skEkqpe8Z6Odg\n7QpoehysX60F5erPtDdt+xbYuxsOOUzfm6xsLUyOaABfbdQCp2ZtQMHRrWDRHP353bugcD8kqxiP\nrKfLVAFkVzWvJfSjVFAIR9TXz0nt2vDll3DMcbp92JMPvS7Qy1h8MBOKC6DZcbD1Ky14zu2nJyy8\nOlF7Hlu3hTWr4fQzY6ta4QCCIKB169aMGTOGHj16xGJDbILnP//5D/fddx9z5syJTe0JmezZBw88\nClu3GkEQoMNKOMJBAanI4xKKnqQOZynQgsPTnpnAjwRTOq1DXTbHJhHosJfNDVKeSVauEXWO6ZT2\n/tgcolTSET0Ksgr0eZQNp3mO6DGdrPUShWE5I74801n79jrQ11WtCvQ8G+YvgPVb9DpBOSfB9p3Q\nMUfv+XXnn7XH46ILwer14mJ4bzZ07aYb9Thzg4IAlnyiF21s3UZf89j79PT8Ab/Q+TbvvQtvTIZz\ne8OaVdr+jet0p1KzJpzbB14ap+smQIuKwCayY14zXrV0So/igzQUFOnkdM+KGTPatiFMFOzfCQ3q\nQ1bCdHqBvn9Yr57x4qUDLZb0RZl7nNY2+R5kVdFlB9bbhy63SlX9zFavCVUPgWo14OjWQBoOqw9N\njoPPF+oQWnYFX7JgzWew5nNdB7t3Qc1DYd9e2LNLv6YC7ZnZvQN2boNqh8LeXfqz4QQFM2MSFQ0c\nPDOZIOxBzKxOz5nh6ZlJCpiBTToID9Xnt4Mjz+TdJaIJDvbA7Gz9bB7ZSAuiNXmwZ6+e1bl9K5CE\njeu16EoHus2pkg2Nm8ClQ3S5Qtngqaee4oUXXmDatGmxlB+b4OnatSvXXXcdF110URzFC9/Chx/B\n5Dcgv8CIGGUEA+iZW+b/hHkvHegROkTJzJ7NCkvqBi/pQbHxpKi000kWmwbRenBMBxYoR/SoKKzl\npaNkajt7qzihX88qNGEy0CLHdNBetv5bGeHmGWFkw2U2kVmZ375poH0TFsvKhr0F2muVBRQH0Lw5\ntG8HL72sNzytmgW33gqHHqpd9VNytYejQUOo1wC6dTv492nNKr0IpMuePbBjOzRtpv/fuEGvq5Tw\n4erfwqL5MDVXL9zYviOcdwFMfA5WrIKjmsGGDVrEFBdFXiAfs3ikF4UpMbPePBNmVGHvZwSK0gLH\n1jWmTm0o0TNCZv8uaFBPCx5MObb+lVm+IGkS4VVaCyDfhFfD8oLINqw9NnyJEdoGP2muRUHzk7S3\n59O50P1COL4jTBsPR7WExs11TlDBXqj6HYnVZQllvpdfb4Wl86B+Y6hSDT5+H2rUhs8/MmLfPPMK\nXVf2s3ZWpBWziuie2ffs5/Gierae2zBcHBoUiZ3ArMNlPayePZ/5HqIyy/PR7Upoj33eEtChIyxd\npP9udQIsXgypdFR8ygy8AgV16sBlV+jvJWixXVigvZZCfBQWFtKsWTNmzpzJ8ccfX+rlxyJ4li5d\nyrnnnssXX3xBlrtvgBAbSsHzE+GjhegRu+38g8gVTVr/eGih4dscHNupmc5OJbRoUJ4RQCYkZYWT\nZ0eMdjZWKrPzUkb8FFeNkqGV0uLIhj/CKevG05MsMInOEIa30kaAKeOB8KyAMmWA9h5hOoykETph\nG25Gs4FpRBOmkc7yoG5dne/kJ6DJkXDVMHjnLTjtDHjsEe0lSSu4ZrheO8iybZv2DDVuDNWq6eua\n9gbs+hoGXarrcctmWLwIep6j63PWLGjVSq9GvWY1fPoJrFgOv75WJwnnfa5zGR74X7jyamjRUicT\n3/UnLXhq1IB2J+l8GpWGZDY0OwZWfh7VlYe5TzgdkG0ZjOBIYUbLSvdDKSNkwSSlm1G8QpeT8IlW\n+rL30PRORbug7hGQnYw64sB6g2zHa3PHvOgYK7JsaAwjyHyMQIbQW5DwoksI/zDnsmFOfGjQDDav\n0fVS81DthWreAeo0gGVz4cijtCj6ZDa0767FBGhxmFVCXrwgDbu/1uE7y8bVuv5WLILqtWD1p9Aq\nB5bNJwwVFxbo2W2BFTL20q3oMMLQKpDwXmO8Krae/OiZsN8V91grlMJ8Pz86n3u8fbasYLLfLzuw\nyRCo9rPmNTvvIG0HVYF+LZnU1wrRc2qPUUDHk+G8PlG9ffUlTJoATVrqXLQ2bX7UrRAOMrfddht7\n9+7l/vvvL/WyYxE81157LXXr1pVNQssQEyboEE4KZ3Rnpnx7gelQbIhLOSGudDS4cztDL0s3gp4f\nhbV83zRi1nOktOBIq0h4KGU850ZEFVclHOUFgVkA0XgD0knd0BV6RvTs1+EtzyNcDNGKHqzIUtHI\nPwxvWaFkbPeNJ8MKOoUuywqmwNOfCZzRaZ1aOv+nfgO9Fo1vhETN2jB8ONSvrxvpm0dB9apQswaM\nGKGF0XNPw5eb4Jze0LsPfLIYnh8H3XvocNOkSfD+HPjTn6FKFXjs//SeZYmEfv+j96HRMfDxAmhy\nNLQ8Xp/r1pshVeSMzI1YVGYEbkfrjnMsoxO0wsLe38DTYiCdjjw8tlcLiMRKWmmh7CeiDiwUM+b/\ngl26vrJNGNRHn9c3hthnQJl74yccr4JnQqM4wsbed6fDTBDqoVBs2eMg8jZYPW89RQqdTFu4X9/H\npAdHNIEta6HW4XBSV70Z7hefai/fyT1g40podFz0fUoVaQEVGLEIOuSSNOO7vMWwcyuc3FN7Zj5+\nDxocDS3amsHHP/VaUlWq6PNUPxQ2rtHCNv9rbbd9bDPukbkm65VxPSiu4Aw9O6a+7TNh68r3jUfM\nJv86wsSKl/BlPzqX3UJGqahezWOlv8b2+TPPT6Ci48N7ofQgxVM6hO2ljD7zdVtkP2evMbBiJ4Cg\nGK64Co46DlZ+CnPfhQ1fQtahMGCg3rhYiBe7qei6deuo8V3rU5QApS548vPzadasGUuWLKFRo0al\nWbTwHbz0ku5UFdqjYUdtAabxwXhhrPAwycgqiFY8tqMtu1BhIgs9UvS0xyhpOq3A18LECigvcDpR\nk4ScsB4iD1JZECRMYxzoBlCZPI50lsnpMfZlF5pGEbRg84z9WZHnIZxJZhpxpSJPlme8Bb75fHjN\nRmBZ+zzTugcQjp4TVlCkiXKIlO4kf3+L7kT+8je9Ro2X1mvXtG4DSxeY7TyU9hC1bA0Tx+tyrrgK\nNqzXe4fVqQ2XXQ7PP6MFko/uTKtmaTuKCnXdNm6q63bfPr1GSegRMffGTtMPR96JqGNyBWEoEEwn\nk/YiMYjNs1DGq4fJuzIdbNJ0rDYkZUOWyny2wIS07HE+jqfH5u0YA5XzTIVeCgjzyGy5YUdo74lz\nnfb67KKX9rWM953wi+2QrZfPrbta9WHP13Bce/h8vvYEHdEI6jSEDXlQkK/zY3LOglVLocFRsO5z\nnUh9xW2w5H14b5JOACaA/J2QVQ2Oz4G1n+vvQv6uSJS4DbQNRYWixUE51+0dcIwVPWGdRqfB5tuE\noSirJA+oT0voCfIisWMHBjjnsc+IHQgF5j6nrVjxCEPK9toC6w0OIJUNfqF+ZpQdgBA9L8XKDCxM\nLmBVdN5Zu5PhjYmw5GMIsqF+Exh6eeYmxEK89O/fn759+zJs2LBSLbfUBc/YsWOZPn06L774YmkW\nK3wHc2bD/Hmwbh1aoBivTOCZxsrT/1vvi/UCYDYM9YzgSRCNDsEc6+nZTwp0UrPtUPxITIRbVFjR\nkdLHJexxyixOaLwsSoEqJhy+B9nRisx+oBOZvcCMUu0oMAFedqboCTtt20mY3BHriMA0qNjcH7PG\nkJ92Rs0pY4Y5R8KIwcBcN+hOo14DvT4NHuwr0vYlgMPrwK7tJuTmwaE1oMYhsOUrfY4mTeHEtnrD\nVjy9SaoX6M7TmB5NyTej8eyqUFQc5bv4ttMLonsCjtfDJgvb63BDHeYehbkbRMfaZyN8HpyOzDd/\n2yRV39xHK5YKd+sQXcJ0cBl5Q+be2M+BE2q0deteQ0CYUGuvyXNsgeh8yp4ryLQ1XEfKfilChRQJ\nfrOsU+iVCPxIqB1aB/K3R+X7CZ0svc/OZgMOqQ116sGGVSYko+wNJOz1A7dse9+cgYQyleTOuAtF\njRWGrhiygsTUZfi6IsMb5pbjiiVXKIXfPfsxJ/xo839wPmvrycOEyM312aT0UBCZzwSOPSlfz9AM\nHFGFF4nwIBGVq9JQt5YO0x5+BCz+AHbtgXQ21KgKAy+BJs0QyhBvvvkmo0aNYuHChaU6acn//kMO\nHkopxowZw4gRI0qzWOF76NQZUoWYGBBhqMm3i/mh/09Y4eNHI32VBJL69bTN3zCNne0clN1iwuym\nrjCdjHGl+OY8XsI0hNlE7nHTMCcLtRCyHa+XRdjBJ1LaoVIV3bAWVdENZRDozyc844WyYTi7IrNp\nhG2Dq+zMIKKRpJ0S7xuhQ2Bc6+YYz4RfbGceGBt8dHke2luxZYtOai4oiDwPCr33VLHNR1B6HaAt\nZlq3r3Ty8ZTJhJ3Svr2wb3/U6SgV3Q/bmReaMFboJfGc63HalrAjc173zOtWNNg6DkMipv5s3WTk\nYDj5OkEQhbHcNZ3CjtbaYW0z5wpX+faiEb/TR0cJsE64zXa84ZIJXnS8rajQ++Bcp12/yda9m99l\n136x3jvPLd93xJexY9d2RxygZ+nt2xWVp9CenLXL9Xs2r831nNgZURl4Gb8y76UVumRed8ZnHdGS\nIXasUY59nnK+C845refWfqeV8b66IjL8jP3biROmvahuUUb8Egk02zT4RsgEnhE7jhAOhanSHmiF\nEdPFOn/PQ3/P35sGO/fpUFjjRnBkMz3dXShbnH322eTn5zN37txSLbdUBc97771HcXEx3bt3L81i\nhe9hZZ7ORQB0Q5yKOjffJCoDOlHZuP0D4wmys6K8LNMQOhuG2hwX2zCFo3Gz35bvNIoexgtjOkhl\ndmdPE8X+k0VGhHmmkzN5QiqtG0hfQTUPSOiVmzGucSvavECLr1D02AbdVoSn7fc9I9aIrgP0sQmb\n8GJHt4nI02G9LG4uSdiwE3UcYUdhyzcdiP2x76GijiMUIlZUGttCD4tHODMqI+1CRTk6Gd926xWw\nXjWIRtKuoHM8ML6nwxE2f8LOZrPns3lZYOrECUuCOdbxRoQhFsemUAd5kfBxO0h3VlEoYlRkb3iJ\nHhmCJSzTVl5YQVFdhvfD2hZEZdj3fXut5vn3vagzdr0j4ZRtW5S5CfZeZLxv7p+dbYVznfb9cMHP\nb6srey2umHSFgjPd337ATioIvT9En7dC2h4bhhqdqgvzcQ6oznCQYMKk1msTFm1uUOBcU9rTz2wq\n2zxvab2ljG8KsvYVo9sIZYRmotCEvDzYtRUWf6T35kt5UJjW581OwW7Z0LbM4fs+w4cPZ8yYMaVb\nbmkWZr07su5O2aJOHb0Oh08Ub/dShN4eL2VEEECgt4rwjOjxrVfGj37SnmnoIHKBe6CKCUMwmLCV\nnYJsFx9TPjrJWEW5RGmMLYBfZPbSUpFniESm6MlGN4zFVY0IM41oQplwVMq5VmNnOEvMz2zAU0YQ\n2M7QJ1o00XbgythuR7FpGzrwIV0cfc52NJ7TCdjzKsc7ktGJ2xGxCqMTYGxPO3VrPxOYjs0mgroe\ninCUTdSJhSLM6eDtNH48J1RhhYzb6TsCx13HKCMp2ClPuddmO1JX9JgO1J73wB/Pqb/QY2FtUNF5\nQrFwoChwWjvXGxUdcIDAsYIofcD7RKGs0HvliD8rcG3+mvUKeZiFLs3/gVURjhctrDuiZ8I3HrXA\nHqOi4zDHeU4ZkSpyRKbzjNhDrGgJxaQXfV9D75M5PiOXx6lrW6cZU96dZ89+3j4XGULKnNfHiJ1i\n85pvZmI6Zqd9wnwdldYTFOx3JOkDVXTYuzgNiWw4rRPs3gSndIOccrQ4aGXiiiuuIDc3l23bSk+R\nlprg2bx5M1OnTmXo0KGlVaTwA8nP1wmAtvOz7ZTvensCLTawHoG0yWnwI9ezMlPS8fXvwLRWdsZG\ngJ69Yve9IuW0nSo6j/UY+V4kJmznoAC/WIsezzMjSRPeUmlIFkOWMuEtP5rabldX9iAMrYVhOdO4\n24UI7VRtzPt2dBwmuKrI/R6u9WLrgOic6cC8bzxkSdP5gfEIuP/b6zZVY8OCCQg9MG5nFHZ+pnhF\nlC9hCbWEqaewvAOEnb3nHtE9czveUPg4HgTr8QmPM9duw1LBgeJJOfZ70e9QKDnncTt+iO67R6YY\nsp9zO+Jw7SbXJntc4Jzb/IR1ZjtmDui8iRY+tJ21u46TzUnBuZ/KnM/Wh/UwWm8FzjGukLI/UcVH\nIR/Pec31TGFssffFPY9bhc6tDr0tgXdA/RkbvW8pR1mPrmO/cu6Na7tzy8PrDu+J/by9D76eDOAX\nO8LNiLuEqa+0+X6m0kAR+AX6PieVXsE5qKZzforTOpfv2Iaw6EPwq+hZbULZpE6dOlxwwQX861//\nKrUyS03wPPnkkwwaNIjateUJLGvs3084K8mONn2nUfbslHG0AApH1WmzyjHG22M6UhuaUgnj7bAj\nRxWN6lQqOrcNfflmtGvDIST130Ey6qBt5+SntEvb8yPRoxImb6dIi54qnm5EreixM44SKhJyvmnI\nbWMb9gZ2VVkjxIBos1JMsm3a2OaIIbsujbICw4TcbGeZMHWLp0WPzYkAMjpMd+TtemCsl8d6O2zH\nbXN5Qq9KEB3nEQkWzDmtlwai4/EyGwTbIblTgG1IyHacgTmP6+0IT+peg9P7urkkrg0Zn7WvOQIr\n43/n71A0uALMeiqd68E74H/nvmV4QDznePNj6yzMO3GEiudH0/2DIBLobk6RFQe2rqyoVZjwjmNb\nxv3Hefad6wxzZEz9hbPYXMHoCLXw/jjC3F6yK1AOvBehqCLzPmbcUqfuQtFrX/Ki74f9nI1mBea6\nEimzfIQ5lyL6btjZmUEaEgXgmYFOVgKoAulqej2oYlN+lSJYtQaOPxGuGi4LDZZ1RowYwSOPPELa\nLqxUwpSK4EmlUjz66KOSrFxGOaEtdO5iwhUeGS52wAyzIuFjE5rtaD5hRrCBEUwJ6zVJEM74Up6T\n9IjZST0VnS9c4ExF+RGeD0GWdul7CfQigsoRAWk9I0sbC342OoEa8Ip06CkbLT6KqkWdjk1Q9U3Y\nzuYzOClFWtiYkFqgouXxbagKZYST0mV6inC2k60y5dajzZNxR9XmGgIjrPCiBE/X+0OacLqu63lJ\nE4kHd20SG24LxZE5zk6zVugOORQIVjQ5z4Tb+VkR53p+fHMtoVZzRuf2OQo7RCPMwoRc+znnetwO\n1G2UMrSRikR4+LeTOGs/F+ZUQYbgC71xQXQe+8FQzHlRHSmn3NCrYZ5Re2yYSOvch/D+2tCmLdcR\nqBixbQcJYaa8c59cgeqWGQpC536EHjUVXbcrslwPnFvfyrErXH3ZnucAQel6amydWMFrr1cbZurL\nJ5oB55Tnq2hdK5TO17HrKtnTBHbQE0BQHIWwfMwyCFV1YnJhsc7Z8YsgOw0qS3t11qzSW8AUFMAH\ns/UsSKHscfLJJ1OnTh3efPPNUimvVATP5MmTady4MSeddFJpFCf8BLKScOjhgK8Fi83LsR2bHZq5\n08dtQrOHbsTsOhlp23j6kTs6MGEuuyIrRkiQis4VrsFjG1sz6lPGixOKKNuYKy2aEvudUXCS0NOT\nKNbnyjblF5tEZjuFPgFheCtpRFU4Mjd5OrYOrCCynZvdIsFLmcvxIy+Zbzonm9wdhuOM6HGnDltR\nYnOYrAAJPWwYL5Tt2M2ii+HaSFYw2LwdY7+dZRR6RPzIk2aqLhq1Y85vzhkQdeAZeTdG4NrPhx29\nTzRjywoAU0747JjXregJc18ce0JR4QjAMG+HzOu12xuoA84Rig1rp4quEQhn04Wi1tRpKDJVZFc4\nu8/YEQpQVwRYcWee59BrR3R/7TPkCg97vlDouYLKXqd/QJlEdezmyWTMvIMob8cRLSp8MxKq6oDz\nfZt3KOPEKtM+K7DD77J7DzzCJQQgGux4nl5Xy09Fz45dTNJ6qdLGO5oKgELtyVXokLCfDUF1HYIv\nMvc/u8B42LL0fd/2FRSmYNxz8L93wWF19IKZQtlkxIgR/N///V+plFUqgufxxx/nmmuuKY2ihJ9I\n51MItxCwU8WTCfR8b5yOBHOcadX9NOEMLNKEeRJp02j6CSfE5RnPgtP5ppQewYUNr1152XY0poEO\nnOTotF3AEPOZwGwtYcpJZIGXZcILxdrTU8WE2oqq6HOotBEPJpfII/IkkYiSS+3UeysE3AXVbGfn\npwgX71M+eiNVY5typsCHKz3jnN90PnhRToVyOnMrSjxMh2pH2Sr6jA1XhPsaOd4yW144+LYCyP5v\ny4BQJNjQh1USgXM+a0dGjg+EycSK6J7h2GlxE4mtiDqwvLDTNZ8Pwzf2M1Y0EXmSXA1iO9mM8JZT\nxzjXoox4tZ6d8HpsWVZYmPsRzhhz7g0cIDjtc0tUliJ6nlzRlXHf7LXb8zsFhffIOTaj8baCKOF4\nm4EMfNEAACAASURBVHDuCdE1urMEowMJn5dwKQBXONk/HSFsn3FL+Bmiz2Q+fCZfJ21CWF50Xjsj\nMzDf7XTaTDc3Htgss+5EuioUmRCYX6xnYWHC2elC/V6RgoL9sHoNJKvB6nVw/yPw9S7+K+EebUKp\n84tf/IIPP/yQDRs2lHhZJb7w4NatW2nevDkbNmzgkEMOKcmihJ/J5Nfg/feIOlIz8g1MI0j6W0Z2\n1htEFNLSw2OitTOMF0gZQYQyQsPxQnhEgsV6d6w3IPD08QGEs6yUEUeBcpKBPT0dPcCIgmL02ju+\nbmhTvl6ROZGGKmbdIes6D0zIzF63MqEvN6xk7bWRiXC6rzKeLF/bpDzCRQzD1fmLtcjxQC/E6OnN\nSMMOxJSTUDrc59t8HXPtdiTvGwGaNh4Zm5dkdy13FxdUinDFZ9JGUAVRR5UgCpVZr5W7UF8oRlRU\npzap3O6ZFYZZ3I7Qi/I07BYFGYvHKSjM19ttJK2YsnYZ263gMP/q50xF58e8nyGe/KjzDL0f5jMH\nelh8x1Y3z8TN47IzFm04MEN3uWWbjyT9qP8PjBB3vUnh616mePGIRJ0VjO4zcWDdumHADPzILuWU\n484yDE/pqjZb7T6Zu5l7mWVYweOGfu0sSHcdpwyRa8pJW49oYKacKzOwMXUc2DCkCWEligi9Ol4S\ngir6+GJTeFaRud4EkNbLaljPWtIsEHrU0TokvuoLGHyR3vusfbuo/hYt0c/Kxo36Bhbmw6lnwsSJ\n0OhIOL+P3s+sXoMDK1o42Pz617+mRYsW3HzzzSVaTokLnocffpgPP/yQ5557riSLEX4m+bvg5Zdg\n1QrdaIQLB5oONfSoOAm4tsEMFxD0zAjNJ8zBSZsGzw+ItgCwv+02D17UgCY8dCdtfttRrt0/KbDn\nsgsk2uRjtA2eCV0p4z0IjOjxPFDZejXmIiCZMiNIhR4hYkb/2brxtvlFzmWGYSmfyLPg2wYfLaoA\ns8sm4Sw0Elqo+TZ0Yqfxe9rDFc7+MZ26nSJv1xxy6ygwQtDoxWhjVWf7hjCeZDvOAz0u5sfctmgx\nZSM0lblWm3+BMcPaFTjnc/c9cj0/isy8DPd13zMrLdfVu9C7giOcvWY67tDjYY6xxoSdunP+DAHm\nYBcHtB41W6d2BWrMuZRPuM6UryKvg9uBW53gO+IiY8q2vU5HsNrrSLvXZ21z7oE9BU5d2Wt1vTYY\n8ZLxPbTizP5vz+HePysA7SGOHfa6AqKwnPWwYkWOR2byu30G/EhMh3tjmbJ8D4oT5lk2Ibpwyw9j\ni50UkFY6MdmGyRM+kK1DYCkzcggKIVuBsvl8KS2C0pjp6UmznUyWqQ8fah6in7MggKuugNxp2tvz\n1WYzmCjSe7oFvg6jeWaj4Yb14IwecGJ7hBJm1qxZXH/99Xz88cclWk6Jh7See+45hgwZUtLFCN/D\nt7ls9+TDu1Nhbz68PQXWrYhGkAnf5LmYRsSznXEiagTDUIEJDdlRrWeTkI2nwvOMC9tHN1q+bojs\nVg3K2ueZzteu15OKhFYCol3YjU2+B4GdyWU7egVZ+wnzXBLZQLZpwIshK9ANZjoZLU4YrogMqCJz\nnVZ0EXVSNuRkc3nsrByM0EiYVRLD7RCSkQCx+wFhR7qmMwm/gKa3UUQdSWC9IjYMghMdMB2qGzqx\nnZbtTCDzt7sGiu10w9G6FS9EtrnJpmFeh+foCaeDxxmtQ9S5husOOcfhnNPNRQk7XVeI2N+mk7Qi\nIPzlfM7eB3cE55bjJi1jygnPae+FI3LdBSdDQWjrTkWiKxQg5oNueMsaEYpCRwwojLiw9W7vn595\nnbYs37mODM+gFwlKD8KVxN3XDxRZ7jW5YTV34GA9LmmnvsIka+e+KQgHRQfmJqUS+nthw4wQLSaa\nwrQBSg9gEvsIN7hNZoGqphOTU+b7k9iv8/FUElRab8ZaZO5hlsndSye12AmFVAB7d8H2XbBjD9z7\nCKxYoXdQ94vBL9R2FgR6zSzftGVJoF592PAFPPkQ5O9GKEHOOOMMdu7cyZIlS0q0nBL18KxcuZIu\nXbqwceNGkknJGouDndvgk/dh0XvQoSt8sUJ7PbwqsHOn3pPJT0CQDcXFxtWMSTz2dGNnO/W0IgzV\n2IRjIOoAPDP6T0QixwqAAMJZG3ZmUujNMF6ksHNSxvtgc4j86LNBwozCbSMZmJFhyhnomk4wXdWE\n2Uy+jio015rUDXGhgqTJFbCjWWXFWbZZ2C8VhX7Cad92QUZlkiU9Z1qyp93ofioaLasgEhahlwct\nxgJ0HafM9SvfhL7SRug5IQarJwIj/MLNT82I2IYcMR1TEOh7Ec5CMh2YDQXZjjlckNCqPqL7Gc4W\nMuf1TD3Yjj9M9jUvhevgeGbLDWOHbzofuwhf0S6oW1dPLw5SUUcbhtKM5ywUIraDNdemjcwUGqEY\nsx4EnGux12xEkevasP+G3jJzjA3FhR24FSm+uSYr6rzIQ2PrJPAioWztyfDcWBGtHOHmiKlI/UTv\nZeRReZn2hN4d92OO3W6+jA3RZdjiiFX384Fjg2N2tOqyRxi6y3hUbFuQcsKRVq2ryKujTDuSKDJh\nQU8LlqCK3oIj8NCzMVNG6KCfl7TS3tGkB2SZgVOW+a4ZWxPmbysi7fpZXkp/Pz2MM9beK/PshWMd\nT4uoFq2hdSs4MQehBBk1ahQAo0ePLrEySlTw/OlPf2LHjh088MADJVWE8C18ugg+mae/tNu3wNfb\nwsF5uBmf7VxteMJTOraetqIEvZR72EgGURhFGQ8OtlNQ0XFA2HH6JqSlElE4wXotwhAXRKEtU0DC\nepA8k9dj3deJqFOwyZfKfC4wDZnC6Wg8CKoSLuiXTumL8swoscjXU1oTKbPhKECWGVEmtOgJjECz\nM6wCjG1m2QhbrxiPWKCcenWGssrUvR+YafxKe4BsgnLKeMjsCZMq8srZtY5sWWlPCzfr/fJ9MnaB\nt799537b+xJO5zb2G32jO17rwbFig+jeetEpMrwaGTldKvLGWbHnTpd3c6KK86OQVuhJMWUlvMib\nEN5r+3w5ZVmBHHa09j2n83YfzFDYeNGxgdLP24ELFvpEdWXFk91aw9EuYUjKHmPP43rewny48Evo\n3As/Egx431JX5sa7q2RHF5J5PnvsgYni9lhbf+EaP0ZMZOxZRSbqwOOdexiKWec6bY6OG/ayz4w1\n1e5FFyg9AytcmNMHqkKxH+XqJAsJJy14aR3aSpnr8U3OYGBy4qzHzjff1XBlF9+8ZpbT8EwITHlm\nToYZcCXtc+URzgxNomd4XXw5NDsaoQRZunQpvXv3Zu3atfjf2FTu4FBiIS2llISzSpmiInjm/2DZ\nEigogpWfw66dhGGYANO42llRgV6ZmCDqjLOM10b5ujNKQrifkW8aiITxvFhBEq7bYzsW07gEZquH\nZIpw8T3PrBeftgnKvpl1ZUSCncFlw0apFKgiQg8GOI2v8V4ERlDZRcrstSmlcwJsLkrCiBjP056W\nbKVd5OksKDZJkaSMhyUAVRx5HsKkYtMQ2jV2AmOLzWWxo0UPc5zSdnoYO8zUdztTLEyETkTeFnup\nNtxjQwp2dO4m74beM/sQ2Abb1pM10vl8KBqcTtGWHe6IbcWG53hUXKygVJGnIyxTOR4oa0/ANxYD\nDD0I9hmzZSnHdrfzdnpjZe5Lhjmmc3XXWnJnQOE5ITYViUi3rnx7WqcsW592GwQriuz/1suRIUiI\n6tDuzG7FV/i608G6eWzuRpuhl80RGda8cMbeAfcjFIBOXYVLEvjR9QDh3nEZz4wVK/beEN1L+7nQ\nu4V+nm2uXtpMDQ+TwZ36SvvodgP97Cf262NtCCuoofPris39yyrU3yGS+rtYmNLT0f2E8Y4mIW28\npHa2YtK0EfY7Zjf99Yt1W6cCs24POmHeK9YDiizzmpcEla1DZAnzHF4xXMROaXDCCSdQp04d3n33\n3RIro8QEz/z58/E8j44dO5ZUEYKhuFjHmKe9DofUhrxlsHGdaRB8wgUArYfFjpa8tPEWmH2oADCN\nRtLMNvI9vWpxwjPr8xhPRtIIDhvO8c1u5x6EQzkrGpQyXg3T8fpB1PnbnciVsw6O9QLZkWpKQVBk\nGqQDPRlW7CTNWhtmby3MyDkUPXaWkq8beZRpBNP6+tLZOgRmXexJRbTOkP2c02l55vpdD0O4ujG6\nIVVeNPq3M9lsPk/oLTNqxXc6N7t+ibv8fujZsue3HZANURmxiLVFmXvrhLDC45zO9sB1WjJyQazJ\nbqdsO30rcMxBoVgx9gbpSPC54spNorXGWk+Bcs9rrtGKPlcU2PLCnBwHex0Kp/5wGjpXdJg3QnGg\nIlEWOPaG+4dhRC18w4tilyUI7TZ1E7jntd4XIhHk7phuc2vC+nHO74ab7PWHeUCOWvNUNDhxha07\nu8s9l5u4best9Aj6RAnJVhSZ84br7tjzKx0m9tOEXksvOq0WROY+UwTefvPd9NArJlfVgibt6e9l\nVkp/p1F6dlWR9fhkob2wJlfHenW8tL6WtG0/zLPvFRnhlNIea9BCx09rQZP0jQ0eBNm6DckyldO4\nCQwaCnXqwtKFCKXA4MGDGTduXImdv8RCWtdffz1HHHEEd9xxR0mcXkCvVZFI6DUnnnpENya7dmm3\nb8ImEkM4xdqzosM06HaFZOstsTOIXE9JYP83AqTYc94zORlp49EBwgREe4xd5yTci8cIjsCM1MK4\nvjMV3C5umFBEHhBnBOYnnHV+IJxdY2eUhZueOq4PzzOjwaQ+Z2BGdwBk6ZkkKcArNLuyW3FoRqUk\ndH2jzPlNI+mbVZAT1j5nVKvMiNezO7ybOgs7JjMbxCZIB+j3w0bchBfDLTEO6LDsGkm2c7eLEtop\n3gqTx2A9AU4aXVjXVsCZDhOnA7Y5NfbYsL7NffZM7Cqcom7sz9hE09wnmy+UNscX74a69bR9Nl/G\nT+jPJz0nTAbhTLjwYn1HgNjwkOfMCvOiQ+26UMoVBObvDG+XisJxmHOE4ZwDhIeH49ni/7P3bsG2\nHtW52Nfd/1xr7y0sCRkwFxkLBMgGcTHCPkAMFtjgG8LH9glx4iQniVOVKuMHV+XJlYeUK8R1Kk/J\nw/FLLi+uVLkOPGARjO2QgHGED7Fkc8LNCBuMBdgIczNCe605/+7Ow/i+McZcch20914SOsXsqrX3\nWnP+l+7+++/xjW/c4vry5alpLicBgKPimtbAiOt7bTMBiZk+H/v98bB7BKiSzxa4ZuS/1cmslbi0\nmy8Fqpz9SWMTSBp5TrmGdR1/5nr+HY8otaI9pIDPnpGRFRzbBWMzt3y+Rzu4IjR2puz0yezKCnJQ\nagY+X5lQR+qjssHLfAWw6DF/nNEs8Bxfy9yf90vXAZcuABcuAT/+M8DTnoFDe4zb5z73ObzkJS/B\nF77wBVy4cOHcr/+YAJ7dboebb74ZH/zgB3Hrrbee9+W/Y9uX/x745MdNC/nqly2UfNkAH/sY8P0v\nBD720TB3aNNvIwGfHoAi17ep3IAGGYvCTUo5dUo1QOCh3oBXBFdI9ijwUO4xESYsJKGQWQheX5/L\nLCAwIifCSgDjkU/SXslcyVzkDgKAOyljwlBMErydlLVCWrELhmjbbIOtp8BmBxf+vsk2E8wCFLpd\nvkeBbZ4eyi+wJ4ZpDYBSRgh8MLKmz9DcRw0fgwm4b4K0cpXgQO7LCHAhxiH7JShCSMKoAB7Sro2g\ntrheKUmAJsHe+SwGtXQ5JrsPSzpWzz8zC7tvAN/zNI6pxpwi93eGf41XpkcS+FybLqQQuML9S9h/\nsTo+JwVhakJcTwUrBUDPhpHLPOrMVbqWM3C8SednOXLMfagQx7pDs+51dv54z6C+sOcs7sfregkg\nKV2Epz4Q8OPvhWuxc67kKL4HavKzKwFyyqCDf16PI0DZABxYduXWmcCmAtiYArLKh2hLoMu10LuZ\ntmqBmZkqzFcHBDYENROxrn0tr8bijLzGuae0kp4pmeBNPi7tgZUA66bvBp59M3D5IeCn30Iz/qE9\nZu3HfuzH8Cu/8iv4hV/4hXO/9mNi0nrve9+L5z73uQewc47t8sPAZ/8aeNc7gf/z3cBXvwJ89KPA\nvfcCu1Pgox8GBm3cXnYAJnBX+duwqvhYTIC7kCiMyuoAGBlRaPcWk7PsqAHRvHJEkNTonFwHPKqq\nVvu9NrgUE+NSyf5U/u5+PTLjtMT8kGGZLTYvTAoSUthezX0GmEIB6sZ+HdQGBwHUsgJ1y7E3WMj6\nNG3waBrAGBeA9RjOitXUR0U9SZABsGrtJWj+IXMg5wWatwkHaGK+wm5k12s8D7y3a9cS2vGrgyo3\nRRHUZR8Vyq89YZ8rcAuwZlPK6KlfAmASxNLm+XlFMAbu6Kz5LiFUxW7NdGlAnUMwDgiwIjBTeZ2Z\nrqnjHHjoe8Rzc3A44Y7ravIpyiU4Wp67sTcFcW6JfsyzY0zHjDzXM/3we49EKzGfDpxmCOCBR4Id\n9SmbFaW8+LNKa8EBdJpnRV7q/r4mWsyH5jibCFEQzsn01/E+JtDXee11APPEwE4BcLQBcNFy62yp\nBCwqDUFWZ7czxqcRGI3F7sXX3kLXeV8lDq0DaDtLSFhpqp/TWL9KE/VGDGWz6y6VexrXgtJI+H2r\nXesfvgh84W+Au/7DA9h5PNpjadZ6TBieX/qlX8KrX/1qvPWtbz3vS3/Hto98GPi9u4HTLfDNb5Ix\n58teAM/p4hsUX9wKwH0WyCjIoRczmBQ3/czQYiF6ugYtDZiTsUJNB2g3nyHweoE7LHuW5iSwfYNW\ncc4EIhTBoSzKdQKT16pJoMrRsiqGNPnTAAiKgrW6FE7fwE2+Af2YwqDDqjAjMT3gRrzj9ReyLwSN\nHhU16HcA9pO3rdQQS2Fov8yCCMZELE9NJqPGJGtesDSZYabmgFqqz2NNAgm2SWdWxO/L+c1h1J4W\nAHu4ykBcNiMhhLL+HwjhKHnskXclfm8yrSBAjBiexnWjkg29U+DAjltaAjiI/ggwnI1qygDIgQVM\nsFaNQZdJ3yu6RwBA87V37IhjzyK3ceZ4B0T5ePUJcMVhajycL+g6AnbFLweZBs+Cr2zm0vBG+iyP\ngQSKh857/9N6EgjW8XlMDuo35ve3ajxIwJTrcXSLsmLXLWPyBVvfvcDyYs14N1aasEqFm8EngY76\n7BGhAnSTStQpPLePm6s6lbJkvkNjugQEgFfG9Aq4uawSKKEAL36FpVB4/u3AxUP19ce8ff3rX8ez\nn/1sfOYzn8FNN910rtc+d4bnoYcewrvf/W685S1vOe9Lf0e3219q4Zr/8BDcxLEOAxYyHyk3xRwh\nVFduQA5WFvsplRuQwAw17QnbxOaER3NNvfzcXNtgXgwKu82knzBNLA3AssR1VTJijxWh8M6FQ0u6\nj3LNCBjNSmaKQqILTG3teC9qKiEhgUJnamzgphj5+bTTAE1KVqborQ0sMeHKqK7S4cVGy6SDtAS9\ngFxLAjOZRhoCOGZtXKyWOygnc1RtBLUzTAMo8ZxcABBMcshO+avidnZ2nmf+dyHc4jn7M6Lw1RjA\n//dMMgmYOMAp8ZnWQz7GTX/qA/snM0yj8NljdoDww9E5NT3r1McczSoQt4/koo8eTYQwcxTNa/XD\n/Vj/j+9BBjX1zHj2GBmBrsRA+nhmjPesE7P3R+MdcQ+FYXsyzBF9khkrmxAF/vqMNbLHOqWxaZ3t\nZaIu8FxaowFltVItuk3juwXmypk7CxaQmRAMCtgR7GxowpoMoNjRqViJTvsGmEfMCYZQCqSsoNhe\nUbfmcwdYfxqPbcOuL31oNntnlzQvdUm+d832CkWVFu5vGMDH/wT48t8ewM7j1W644Qb8xE/8BN7x\njnec+7XPHfC85z3vwate9So89alPPe9Lf0e3t78d+MpXWCW4MhcFBd86aYYg69AH2QFuEr0zR6AY\nn2pmLpUpAMGJwIGyFAsoVeW3YfSWZzRe4VlUN8VAgqJ1ChjqSfamlQAELhRXAhVFQ6m45qDmT01P\nUVza7MQCTR4zdjZ+layQYFCYuPL3KJJGSdvKCtTL1pfa4L49dUfQM40FWpkHqAzzDQBD+WV6I9Fm\ngkgCnv3rzL9SR2IQpo2r1Zhrz/qrQqa8nswlClOXaUbsRo6rlrBWG0iAgdfbY23UX12nBHhzYTmT\n0EcAKRBQIz0LadJz/xZe9BRpTAD2wrK9JpP6KRCouZh++p4g38MyZ2+cxiL2c/Ywj6k8hIM9XUtm\nNgQLshclJsCCAJTZ3Ki15+Hx6XOBF5y5XsZyWjv+zBD92YtyS++ae1unh+XTUeLcrNhoXEC8686c\npHvNdEzuhysvxZQkNOa6OrF3qIEA9iKwW8yENTvrYC3cm3bA5dXWUluMORobu9fKeVgIhs+arxaa\nr1bO5bLa35vCexfuaRv6DbHvjYEPDfBiwRXGWBVWcS+8x3Ub4JU/Dtz5szi0x7H94i/+It7+9ref\n+3XPHfDcfffd+NmfPayO824/+ZPAC74/TEQrrC6UGJ21B+MjYdT5v5iAdURyZNnMd1SBlO+i08dH\nG2cvZFsISsbgxkDhVKdVLJaD5IYMxSLfnhJamyqwC4h4XhZdj9FlhfepFKizkYVhpEZhHwcMUMxi\ngGesMCAiIU9AVKttfKgwVCZhBdr2T+y72oByxHGxDMWmmD+P6mTVSUfiVGHdo5/IDOCMUFGRxJr9\ngBDAyzoSz8odaKl9Nl5bjIJHXVV7JhkEuFkCjhscIOVMzHuAIAnviWAH5EyerwUkIFKwFz3lAl9M\n1gzB7UxTAlDCXxL82TnWcUQCI3lsSMfLVDXPjE0CTjeUr4aDjBHAJ0di+XgnIucRn2N2MvaEiOpf\nfu6cPzF9nrJBxyQGzYGT2B0964w0HbUizE0aQ+qDg9b0bDXPPmZdl7v/0D8CMCNuJ8DXl/g8Jzos\nfD8VVdUum4K0KUC5AIyLwElnVuQdHYRZGmLbTYHbLEA9BsYRAU/BXhSpoiULbK9opwZG5DtUh92z\nTfrpDBhruViNLOXTaWKcZcYi091WWBqJaXMn4NQncHQRePlr99fHoT327Y1vfCM+9KEP4etf/7eU\nuL+Kdq6AZ11X/N7v/R7e9KY3nedlDw3A0RHwpBu4ISTNtMMiqERR92G08eRPJxDqI0DFbthGI6Hl\njs3UfBSaLkZkTgKfAi95MOnULKfFpTPBYGMUN4Wr5+4p8MzCi6S4gE9BJCvk/1U+Mgp3FyirSRAT\nPMkZdgzbdOegpoYQhKXY+EDwVegbooiyzeUQSB42vwOOBpMTXmSE17Qx1wGrxF5CWJUkSNzkQIkm\n4LVIaADuTJCpeqXSl+knZxsWmJgIlkJCXuYHPVNRI9lhVWyK2CNnGLxDcEZGx2UH58E5Bn/3yJ8z\n15DQf0TulwTmnL1KgCIL+myedFYJMS8OiDLISd3we/PHQUU5068SoMaBhMZ7Fgjyewel/E7PKXUj\nwJbMZjL35fVY4hqayJxt2/3xziDOzJLmCvGlwnM4ZYdlzWE2Aeq7oelLkkDPVqxPpwnL81jxvRUw\n6R3mmHxqF1sWeB2ss+HmA/aOnlDzahszX61kdTwCK4+DykKj+WpOiw5r08BKGwZ0Fh6LI+Boob/e\nJJvTbA9SeDtAQLWLZyngo3dr2QE3XH8AO9+O9qQnPQmvec1r8Ad/8Afnet1zBTz33HMPbrnlFtx8\n883nedlDA3DhAnDjk4GyMVt1X8LXZlKD2nEDAtmcTk1SwmOXmJMCHgOXjX5dRSx0+eGQnZkIVqJx\ncy4yc1GQbXbwaKQjcFMqAXqc7eHvXsmbzaOh6EiMDDBk2qqRUBHcwOaMjWpwU3RTHOB0vihsVBuX\ntHFMaqeFTM8xz9kBm27j2DKPj5KcNUa1qaCphKGpkyEoxwTmCjd31W7fN5mEJAhrWJxyBmYAXtZA\nJTvcTKdzR2iocgCWBlwELmrMkU02HGBkHxkXhgKdBW66y34mSQY7yMvRXgCc+ROYOOtYnJ2eJ+CO\nqWKJsmD262X/ojPtrHDS891zQE6gS+DP+7g/NQDIhupvjsefM4FN5zNDmsezAGOfJuP7mdd+Gm8G\nisJ0OSJPNaPUX1/7Cch5X5H6pO/4v2Ops0Kdz9MryKf3tCDyYI0BK8ApE9Yx0C+Z1XcHUxqWQZAx\n6KsjUESwM1NpCO1NyqlTAZRTA1OKvip892r20yl2nbbsO8IvG5rTtXcU2xcqfR/Ba7UVe8BnA+C2\nO4Afewv2/MIO7fFrd911F+6+++5zvea5Psq7774bb37zm8/zkoeW2iteBjz9e2CmJ9K8uyVMUH0Y\n8NlWmrPI7qzdbOsKDV6H2c4hxmcy6R432h2vrxwYo/IeFHTKhlwHXCstK9xHpXaWqKDmK98eaVgL\n7Lpo1MrkRK2BDgTLwQrGcyLMN9nEtSQAhBCsI0Vnqd7PLHCfoMHz3CGa5rD2MNzPSeHm2AHHAziq\nBnrWDTynUeswB03OlRgDMVEFITgm/X4a2C+9fSWNfQkTw+wBMlDgtbpknvDioTSTeP4bUvoSoPK1\ncX8fHsvL+C/ezzPfCTRkYJR9WsQGlQREPGQa+/eqgJv0/J65D+n8fG8g7ncWOPg1NPYEaPbWVAZZ\n+fuEcsTUuCKgeUYCJz6w9Pw0uPS8kMbmJr4S86Tr77FRGodPRAKS/H72uJfuU/O5mhcEWMwh7AWJ\nlePfAsw6RopTZhF9KrmO+g6ol20tbxYAFy23zpaMspeGgO0/W6VrWOhDeASg0R+RpuhR4BGhbZjj\ns7K+o9r7tpB1VTkIbIC6sb9Vs6xtaFYvsUfUGeZ4AJ6cUAyxfHi0Xv7m48DRMQ7t29Te9KY34T3v\neQ92u923PvhRtnMDPHPOA+B5jNvTnwa87MWw3WABsLENZTRqSktsymuxqC6xPHJkngQpE3R2Jnsy\nCZYGTGsqvGYXk5BBAu8xSFHL2Xh2s61X2EbZVutmJ+iRI6HKUzRqZfKhKM02JdfypYXJxEWzOO+X\noQAAIABJREFUXAHcodmTGdKvZ1LAj0mqXY7R2rynAaVKQFN4rucMGraJVwSgQjEN9pjU+Y5Mj2ph\nVTE9Eno1gR7560z2iYK3CXiILakByjzvkMyCeRHMpG0LJCZw4T4zYhsQAl5h4rqOPtc1JAQVrluA\nvSgr/04SM4EIYB+0yn9rD9Ak4e34QP1NoEgsUja/eZ+1/uY+YADHLNYrm+sK+CzSnGQwlIcxZ4BM\n9X3k+/gEcj3WYD09ZJpfex8SiATZEj2XPK97UXK6To0++3VbjCF1JZ69nlfdB5P5OCABuMxQFr7z\nM1gW5ZSaBCNjAtgaGKkwFqVfYB0sGIjYDL47A9iuwHaSKdkY0JlLmMMan5uckls3c1I7tTXbYe9L\n3dl+snBdjAbg2N5J+bktGyoVfI9mpTlsx/cVYR6TH1WTeZ7PuU5gcwS8+k3A8UUc2rep3XzzzXjO\nc56De+6559yueW6A55Of/CROTk7wspe97LwueWj/SHvtK4HrriedXQlySNWOGmYoMQC9mKkrMz59\nwDMGj2E+PSpfoAynMmGgkNEojLjYIMpNgMBIAojXAaO3DFWZU7OEVR0RvVGrOQ2D4KUJhFDCS3DL\nzCWHZiUdFGMjsON1uFoIiD4IegRMJJgkjMguzYYQyADqw9xkG8w2VwHQp2dTgO0FeP6QNhE+PQKd\nFPigSXCPEajUQiXgKHCUD8Qj5Kr1XeZAAQBppKj7jI+yLGeGY/C4PTZihlCU8HUWQQKfwmGPXUnX\ncEZlxt9y5s3OzAIwfu/0/16OGMR36oOAnDeCWX0+EKDBo8tGbGrOsCH6WeIWsRawD3RyskT1a49h\nYacqwY5nG0cc42yTxqpnoP7WM9cVaNMYcz/5h2O9vUnZP0aMjJsONX7AAbKnQdD5CWx1vqMDYcop\n3EdmtX2jXYbVm6tAOTL/tlMCk+UU4d/TrT4WigGReWRgZ1Ren3uBCgdXGPBorH3VYet+oVK2KQwr\n5763qSwAShAuoCNFSCBJCt5GwIdztJDhAchAcyJvuhn45/8N8MIfxqF9m9ub3/zmczVrnRvgEbtT\nDh5ej2k7WoCTE2qcYjgKtakNPGx7leNxBj5pg+40dWmnFtCR5t654WijnYtdE83o4tFME5xAVOyW\nhs/Q30o7Owq1ttX6XGEh3xWPdCaUk/OeFjtgzoU9rjm5CWJa3xRer0iuQY1+ktnoWzgjI+HWBSo0\njzmCa9JvALaRunlrG6Bnd5GmNDFPAmNybp77mrKYp8HQV2VwHiUAXJPQEmjj8/DkaZMp+BHsQRbE\nLqQJbNoSAi4fJ1+YgmAU9pydSxoDsM/UIICBJ5UUaPYDcOaE9P+Ia+yBJrEdQNTSmvunN41ZgG7G\ndXKIuJvttH74fQYHMt20msZHMCImS87G3ifOk4OzkZi91H8BWTEkjwiZHwG0dF/PsK1D6/4pYH/z\nM9/bbcuZ/8XacMongUzJcwO4KVNMlUqWaBwqxjl3QKFz/9IQjsl8L4867B0cwLraftKWADq9RT8q\nAVInk9c6o6+2ARzbgFcyd6BDP52FfW80b9fCey127WUAKqLVujk7j7wv9dgHGt+9lXvok58K/MWf\n49CeAE2A57zyI5874Dm0x7ZduAC8+Af2NTjFLsu0o7pPU2aeTRy/TovqkpPlyh8J1p7/7gGWZALp\n1TYGJRMU26ONrrM/MkHNQS2LQnYjk1cJG/xCoCNTWmn8bJO0dRioGGRsWvLR8Zw9BEqixiedkjtZ\nkEGGyKuoAyaY5JituQPcj6Y+bNrmrACO4GGsR8P6u7vI+3X6JjGktRBouAJPR2nPniuAww1YkXco\nUAkzq1cGhL9QDRDgWrwA0gzGQ+Ysz5OCAEvOQgjI8FqaY0VI5e/VHBzxnD0zD/0lemJSco4bv5b6\neWbncVld4ve9yKbc1wFn0JRN+CyLJIE9da80jr1QeSQBW+J8+e4k/LSX48jBU42+7fVBIC7fetrx\nWncOOMB1qznKACo9x5HmNrNceyA1gcTsnF7ZVweZCfzNPD95bRBgjQnLrXPK6uJLmLAUbi6wvG4t\nAkt+NIPmX+lWhekcPMfW5HVP4eY+MaYLInEgFvrl8DnIIdmTWy52g6YM793uJdPVKAF0VLxUc9Jl\n+irAxUvAi34YeMmrcGhPgPbSl74U2+0Wn/jEJ87leucCeL70pS/hIx/5CO68887zuNyh/Vvaxz5B\nALElYwCEtl7gbIWAz2i0lSfnZs/jUwP49Gksz1A4O4HPEBACM54CwDS2Zy6mXQlcqVTEpJaoEHNF\nTC1Jw1rogNwKw9gLtTVt8C1YLLFCniyQJrnGiLDRWRMngz05I9PZWv4zq/x6CJhcwLD/0hJ1Tpm2\naVYNnuGzZQWOZ5i30Oy6dcAKkg54GH6Zdi35Dq1iegR6AM/0mys+Q4wcuIGXAD1tJJAn3yqBpon9\n6uIShAlMSWhK8D/CaRYhGFxIJq0fwJ7fzTzzuwSxA5uzDIauUfb/zoDFQYX6hzhHLdfsciCJADUC\nZc6ilDTexHIIR+Vrztx/jjcDm8xI+RgE9tKcu/k1PVeUeEZeCuEMWAQQIfPpOweEAjb6J81Fwmb7\nIDR9PicwVA+rnplXjXGYrw5WeMbk3bH56qCbmagQbGx3phwt9P3rZHVUeqVO7BUQbjtzbG6DiQtB\npmeYz99S4L6KS4H7aLUN+1LSteTnx/2l7ax/OSqrgGBK80TlSCH9l24E3vTPge99Hg7tCdJKKbjr\nrrvwrne961yudy6A593vfjfe8IY34Pj44NL+WLebnwVstybgyylQqcFkSl7Osnt+PtU2njWZoua0\nzVCmLhAUyNlX1HQnKwICJbl3oDI3Df1gIGdeAh/wnqp4Pgbt5jKlyNcHNp42bSNrNWzxJUVyyfdF\nYeuTWlxhpmVteF6AlCau3kLgKNx60K9HNbYAuKZcyPhkh9RlS5DW4KavsjXnzNaA0wvw7LqtwPx5\nAM8uLWdt9S2HD89p/ZBfhydLHPBU/TI17gETCcIZwlRrQGxYrps1C9m6kgRoEpRZyy81znNTjUxR\n+j2d40Ja10QCFenSyhel7/1YAqJs4slsRQ6J9u66XQ97TJAnnkTcy5kAgRaQLUxzKDNYI1h3kkVg\noQUAyuVaNL6Rrq0PHUglcOXRWgXuLJ/rZjlY0u+AszMav/frDJDx2mL6W3NTom9e4mQDKx8jsCO2\nimzTkAlr0IR1ydjhlUpA4znrDjjtMCVFTslHsU8sMi0TpJROX58tvA7fMpgEFOabo/eskfEpMGVE\ngHXQz6/22EPKNGXQi/cOAp3CvYVjV/CF5uXSTcD33wHcchvwPYeMKk+4dp5+POcCeN71rncdzFmP\nU7vheuA//Q+An3o9orDmzsDP7InxSZtbp6B1B+cGr6klJkbh7Ao53ZENKWQjdj0cgJ0RAtykttKE\nUzcBMpQzppfIn6FM0EU0+GDuHtC8NQkOSoAfXacSAJUSphXVtiqMxgI1xFGMYVEUlrJIA0HTK3Rd\nQAnclAvnScyJ5rSemh8SClAYUttW4MIwUHZ6gQJqSwdI/l+W8J0A5wu6ZU+AaA1BKpPRGPQTKja2\nijAfgOOUOQNg3zIqQPi9OEhAnJ9NWnvlCRJQyQU2gQBNyM8hCdnCf6rOmQE294p3CpzzeAcLGdQR\nKOp3CXof3oz+ycyVcw/lauWYAQgmv3MgIZBXECUueH09fw/7J7BVv3NTdJePIQFKOSvHxAa4Uzg8\nCjyTtl87gasB7FU9z6ZNAatsopSje3ZmHjx2rvbMC5/xGHx3hwGdumXm4guWW2dLoLuwNMToVsx4\nnfC8Xc7qAJ62ohe7biVQ2jA56KzJTwc0V1FxWhodkgHPjFyr7S+1RDZkwPaoxhCxCZq1qHAoW7n2\nPKVrQLE9qzfgmw+ZX+TrDwUCnpDtzjvvxMc+9jE8+OCD13ytawY8JycneO9734uf/umfvubOHNqj\naycnwO//PlC28CR4RSDiBJg7CkoJG8DzW7izMcFObwFWFLG1FeMzAvgoc7PMMWXa37sOr/M0m7FF\nZaGmR21KIEWJ86Aw9lPTziZIZdNsk2332alZkVyKqJJ5zWknXmOM0PKxEHDw/97gJpdO0OOmN15P\nYbhgiKuivsY0IbDQR6EwDX5R9FY1n57JMdZhz6IQ9CiLLwr7MmIsEmoynVX2odFU1SnExhpAsCDM\nJbVY4kj3kQE8hF+AYc9xmf8oxLwAwSCJISkJJCWGoWQBrfsRIUhQV80X7+cRYDIhsF8y1e2Bgvx3\nMjs6thCo03DUZw7cI6A0Dr4DEnTa9FSuQE1OrBMBKlUM152e030E1hyA6ZzcJwQAU/JOB3h+Y3jG\n4wGaXdhJVXnXdxq0kgw6O6U+5jXAa7j/TAJTvsbZVUVh9S2wnMALAM+L9k7vhilWbdh7OHaWb6fQ\naXgwgaAnBiQYV4LMxmKilftHBd/5aTl1KgAsTBTIZ16XWOtSXgr98Oa0czc0XQ1eT3l0+NqYOV/7\nGediV+0HvM6P/BTwpv8Ih/YEbcfHx3jDG96Ad7/73dd8rWsGPPfccw9e9KIX4SlPeco1d+bQHl17\n6lOBf/GbwEtfSqHGtKaepXgH4NQAUU/aqkwsXjpC/ioEQV2MBhmf00JaOvn0YJqJa6U/TkEAoQkD\nJ72ykjLNUL3BwYOo7VzRvSY72bKGJk0SxUBPIwGxxAYoba2mjXDQTCaHZjlCFrFXyb9nUuMfjACT\nQ6UzE8U2cdUZAwwkVQJLVKAewTMyH03r2zaZt6qAKB+AwAlArVj+PAIVlGyPiKxqiDxKBLnyiRmg\n6bAiovYQoNRD1SW0uR7k8OwESmILZj5WAIRjyLlvfDwJVHloN9eSm+fIVDkLma8tcM5j3dE4MyIC\nLknI6zIDZ9imxJDIz8PXazrGxxGHRzv7AedFCoZAljMpmjM9x5iyvb5qnNm0KEDZeI+R5jL78HhX\nErAS4JQ50PPnpDkuYEQUGUU9KxS+nxXAKR2QYQpLvwicwNbdsoNnJt8yW3IjyFmP4aHmTayOWJk1\nzFdyjl4IiDbTXqtB5WHhg6zNwJYSn84G940rw37fMEdXn3YPAZ1l2j4xCv0M0zytjWw3gf3Nzwf+\n418FXvZPzj74Q3uitZ/5mZ/Be97znmu+zjUDnve97314/etff80dObQra9ddB/wX/znw2h8B5LNR\nOnxTaNwIGoGP12uaoV17ZEf2d1kC+Ciqa0uGYQz69KwGLLrMXAOew2cFXLCu1TS/WoPtcefIYtds\nFMoAPEdGkTMkhcgG1Ag3BEBka/YKkBZACQo9ikvCvsfmPsgQ5cKO8uuZiuAaIbhqgefqKQQ9c9oG\n20441pyRuRP0XOR3BCcqQeHMjoBYCROb2A35OAmAuDDbwP15xDjUGlozgD2HW2n/tSaWh4JWAtbB\nkJrA2HzkxzlnjfvG8Boy1zgDAuwBmDyOPYCD6DuQ5l7gZiSQwmu6VS4xFHuMz4z75bD1PZaIc5Hz\nFuk+Nc2d+0XpWSAYg5muXXAGaM4AQplVAgzoqqzBnk+W+pXnyAcY2ND7o/4iGEAgmE8JesBATRnx\n/JVKYpBlqw9zrRYAF4DdxhictjNgggb0neXVmQVoR7DEpEvMo+pfjUZT7okBJYH52sNX50jv04bF\nQ/k8cykIlV+pZHGUKVmme5mugGCEu9gbBMOza3SK7tzPNsDxjcCl64EbbsSh/TvQ7rzzTvzRH/3R\nNYenXzPgef/733+Izvo2tWUBfuCFSYMe1CxXYG5hJh4J0FNYzZuxv2kWRViRxRDrMxbb0JzxGRaZ\nISdDNwet8CzOIHgZndQ2N9tVNqoKlCN4GHupYd8vzE1T1mSW6tzgEGauPafmDTwPh/x8FJatnD1N\nYagzxqiQdUVpcOrMifs0wKMzPTV1gOirFJvnZWvjqMcI0DOsX+slG78nPSSDJIdoTDjl72+ixjcC\ncJUWJhYv/TASM4NgdzyHjD4H3AHXzSwCHwSUCX/4eV6deiZglFkDwBkg9c39Y0qwLZ3Htxo32Iuc\nSvcBAsQ0CfAaIMYHy7+dnSIY18LO4/EkiPw+z4PG5uamGePQWOWDVJEAZAZPFR59lFkupHkRC+O3\nlulQzzRdW+8lKiKRp8acTIs9HTtSX9y8JlAmgJseLpeu+5vVE7vXZgOMi8bs7jrZno3Nx3bLGlgb\nYB5bMtJBhQF0DJYys1DRamSBW7H3+Ggy2orvX61kdaa9LwsduCejMpV6ok4GDKSITwEdRXl23Z/r\nZdC8LhNeLwZ0xmLzuG6B77rexnNoT/x2yy234NKlS9ccnn5NgOeb3/wmPvzhD+PVr371NXXi0K6+\nveTFwC//l8CtzyNLQNBTANsgqR3JVFLI+MyUG0ea5qSfDGiCQjOGZgj4zChS2oG9UO9BkDJGRHkN\nCgJtxmMT9/D8PRL83Ig9Rw41xgrS6RzTBvAipAvgjsy5KGnl2BV6XuhoXQViFG1DEKMEjZ1+PF1F\nS+WgXDgneX4kSBhxUmrMWV2BC534J4Oe1eY9V5wWAJJ5LWfnrWuaFwGGRhOYgJyOFcvCvo0ZAilH\nLQlQDMS8K8+P+5zI3AK44M/FMoU9solo9pgrMSs+dxLqxW68p6ON6DMAZ4eUTVrAbM8cJwGeAYmE\nvvo47ZpiWWSKEoDNZrWpfwTGBMIINEqN5+D9nLF2h/qm96hHP85GUTluS8BNQF3X9q+47vRMxKT4\n/JW4puZBpsQJW+fKQZMBlmq4aS+oAOpFsjowYHHEtbRumS25GsO6HtMsVGxNl8E+FluDTeYr9q0N\nAysbjZGpHxbEXC8t3okCO15+fgvN3Z3vcaXJu85gcNYaY1uLsVmKOl1rlILRxPUKvPzfA17z48F8\nHtoTv9155514//vff03XuKbH/cEPfhA/+IM/iEuXLl1TJw7t2tpLXgy89VeA21+IEFTSZic3pZ1t\nbqCJR34+7uBMYTunAYAc2QWBHtrqxehsi+1Lg6DHgc+EJ/obOwNH6wyB3AkM3IlYJibAnaXlhOxh\npbTbK8R0U4zZqY1a4xIOviADNAGP3iorHPzVsQ96lJlZdYLGhGdmLjKzse+TVPykkJY5rz1MtolZ\nqCvz9JRK8xYoECY37uRfMAVkgDBFCcgA7pejZHiDiSQ9aquGlt8R2r3d1OZzjn3nW5lowM9UZ0u4\nKjMlexFDCVg468E+oMD9b7yYpQA14nz9UXheAfZZjzT+REzsh8XzOfvnJYBJ5ZiqAMgM4SoQ5bW+\npgbM9Yc0L4hxeLg8COY0LrEqYle5ToqeWwZEmpLihJPdc8b1Z7q/+rp3/wyg+J5lJ28xfL1xMC0B\nQa6L3oFyYgrAZgOUS2a2Xqe9Y7Xaetjy3XVWJ4Wal8ExNOtj2wEbvjMTtv5zPp3ZzAy2sK9NDsnc\nB0qJEhJzhANyZnSk9NRi+5NYZPnnrWSISjEz1pZBBcortgNwdAl44e3Ap//SzPOH9u9Oe93rXvft\nBTwHc9YTp33+AeD6S8A/+WHbxBQRggHXlgD7vdDBWaxD2xoYmoMU8AihMgrNTvS/mdz8FO20TmpV\nsE1y121DHQJSA57zZoCVkQmqVvrigFSzF9osNIUwggoELROM9uBYNiOcmhfS2XWDPQYFgPv2OMsi\nAEQN2guPku2RCaKvNg5R6YVshDsx61xKr+WynasItcqQ9UrQo+ixRtClhI0CNWWBO4xPCeURm7yA\nnGvpNYR3QwhcmSrFdGgdOG7hNTwJH+ddJhi3gtQwxYTdLwS5MzoS5j0OlT+LRyYl0OPgJ4ONBCgc\n/CKBlBKgytkdDajCE/QV7AMGZy8TSJGVaJQAZ4Pjd6YodS9nONZcuv9QSXOHALEo++PNgC/7/eyV\nAsnHpaHugcQEVHM9LD2DAXiNt0wt9cl3akcn4gHUIwMxpwAmE4Oi2vuqvDpgYVBlLZdPlcxHjQwn\n6EDcJrwcxFGF57RaCLwrAxBUCgZg5NcwBUl+ORN8Z6XklMTo8LmVanvIKoVpAtsFOCXDORlBuuM5\nfQBfewj4848Bz38h8NWvAfd/KuZ7Tngds0N74jUxPNfix1PmNZz96le/Gm9729sOTstPkLbbAv/9\nfwd89SEKRG4kezV0Kva0TXBTygnOlGk4V792lmPCWY1a4OyJBJ+wgJxYvRwChbUEoMJ9tfqUnExJ\nBT253SQql6YqU9gMU9ScdCSVSQ2IUhk0LbljrMarDbeE4Bg0nUEaZnF5iqpy74klkJMz5GsAu1a/\nSNMCTXtlA5zQ6fNoC/d38JIczEuipIpzjXmr4Lg20TcxApVhvUpOOBCmrGWa4BL1L+fonGumCoRM\nGOu3xPhC2sP9XiY4d2IzCtxB14s/Ip6JmAc332gtASgnwHffyLVIVsFNb6SZzgp/mdecmdHF6j6b\nkyOkdIwKWmbTlYCYs1WIMQlMKtpOcjDn0skmtgJGDAmQcP48GiuNQ+ZEn4s85zqIIEzrws1vfHY5\ngkv9mFRCcjoAcNxjAGBW41aBcWzmnpXMqdjKnRiaBV7oUyAPE66UVLKvcwd7N8nOuHVSQCeNSXuE\nGLCypnUkEzuv7eZAgjDlfirg33wGo1NBkumPD0plWRQBORCs0E03At/4B+DhDrzyFcCTLgEf+jPg\naU8F3vCjwPOeA/zdl4B/fR/wT38yltF2B/z9V4B/8xfAT/0oDu3b0G699VbcfffdeNGLXnRV5181\n4HnooYfw9Kc/HQ8++ODBpPUEa+/6P4CP/n/AF/8OnmyvEkDI7wJIG61+J8gZgG3SEvLFznd/G25+\nTQBFYEhMUiEBIoAF5vSY8MzJgG3aS00bN7BXg6tREM9Jgab+EqxMXkMAqCOEWodpdDp/cBOd3LSL\nmJwlxq6xKYGhot10y3Zk57jPQoHX7FFhUoHK3ZFt+GPL7zfAaTMQsrkMd9wc0k4ZUaayFWXSMZvP\nZyD6qISBA8xcDQNVKgXSC818MIFUC00FxebNGQ6dqxvUABtes4rC02tDtQAVudaVV7gvcW5mdSo1\n7CbhfQrcdAMZK86xC7+0HvSjXaqAJpf0t4R+ZjsKga8obAdt055fBkVjJkYUcLBSm/9qjsKyQ7EP\n8pXKrFPOyeOgRAAl9U9lRfbYpxq39/uVuL6TDwLo8aexOnz2RecLoKwGMCsMyPQjYzzmyvVdjc1c\nZQJjpCbYz6K1QxDYGAbe+V7qZ6lxnAOfYvMowFlqvONlwot4CsD7OuC8yt8oR5Xp+F4C+GjeBgLQ\ni5RcdS5ZTuUnm2RTdwTr118H3Pps4It/D3zuQeBFtwH/yT8Ffv8DwH0fBW68AXjJbcAPvQS48buA\n9/4J8MJbgVuehUN7nNov//Iv4+Uvfzne+ta3XtX5Vw14/vAP/xBve9vb8IEPfOCqbnxoj1370z8F\n/tU7gt2YuxCs8o8Z2oS1qSbmxyNOJAQaIvSaXzlj5LsM3BTWRmimYnwA2/SaopJKmFRQCYKS1t4G\n3Jm29PhOQkOJ0wa1xeyoOEqY2KQlz542b1DIMBmgIq/cd4MAqcqPiOOs1QSGO9kKVBAkdZWrYD87\na2yNHTXhI9LtHTg6seutBF3yyVGbyV9JE+5VqwkEJfVqt3mVY/kEhQslogomFsSYsx9KHQFMc8Zm\nhZh7Irjka6V5EgMn8FmAvWrjYqRaS4K9APUUePL1cFarcvwOFBCC21kMsWBpnYiRcdPaiPkqcYj3\nRT4nk0JO6C+XsfB1VgIc6sN/LMz9bI6cfGMN2dkJIZWaztNcp1N9iOkYZ5k0Hrbe4Pl1JgguBMZ2\n8KzDk1mQd8PSPoBAe8dzi4IUBOh7eq4VltFd9euKvRdN7zyVhiaAwn/cr64YayqlQz45E3BGV2tK\nfoQCsaME0zQH35kWxwvkCNT0acd3gj4BQd8fBnOV6plwD1No/0z+dWXyes1cBTbNEr8W3u8ltwE/\n/sPApx8Afvo1wIf+DfDi24Dr6Lf38U8BX/oq8KM/jEM7h/bbv/3b+N3f/V284x3vuKrzrxrw/Pqv\n/zqOjo7wG7/xG1d140N7bNs3vwn8j/+T2anVJnPnDLEtPTTnKaGjzR/wiCQ3d9Gc5FElfmH7UamL\nYoeaZkkBoeAmCaZFG5Y2Rd7bNf6SNkIxJ3RidKCl6A7AGR9R20CE0DvwEdATWOiIoqcVnphQYE6m\nu0KfG8m5Vg0AihGzm9mxIyVBq8VAT682F3MHgEzPXA30yE9qHMFNej4AAkkP5Z28Vvp+wO634Rx0\n2DN2E2DWpjn/4POfNX0PeBSTanl13r9yPlzw1gBQnuuGAFLrIldc13OW2a9Pi7658fp0bYTw8ZxB\nqU9V6zQJqcI+No6lCNBWeIFIsZM+rQkgxU2x5++jHEzKlZNBYAYzGpOuIeZGCTb1jPL5qigv0OK+\nNwKOvGZ2Xh8IE5z66r+X/c/cXNqBurX5WJgJ+RQ2ps20dT9WAzuoMFaHSo3eMSW/bPStAcHEwnW6\nIUgG14vYTU8PwXlUMsIJXodmqCbfOARoVtLEigAtgB23JqUGkwETmmY+47XQ5/DsMey7l2mZAWa8\n3Ab7rPWoLM16PwB4Hbw+6Ke0sUi2OS2KbUzglu8Brr8IHC/Adz0J+PLXgDtuBy4eAd//PANOubly\ncGjfsj3wwAN4+ctfji9+8YuoVxFid9WA51WvehV+8zd/E6973euu5vRDexza5z4HvP1fAQ9+CV4N\n3bVusT7aQDrct0CaqPK1OFpJpigvoKmNTTuugA/BQp0BFvTdwnNUPkEa8yLWpIUgnAWeAdnZFppu\n6qQgSEyUhx0T+Kjml5wRV/arp01YYeeeCp/AB6DQE0OyhgmoAlgYousavwRkB7BFmBaOYH5RnaBn\nAS5XA1KbU2641eZUoGcCezR/BZwNUYitl12Y1J4HLM9R2sgb4EnhUOBhxJ4DKY1JQgDU1n0tJH+m\n7Ovlz1nAqcVa4DJzjb3RuVsRQHULfPf1cDamiTZUXySUCDwk8GUay+HeMrdmU4ieRxWOaYeZAAAg\nAElEQVSjkwCENwEXghB3/CYI3Tte9wAiAo5zqjFl357sM5aZI2dzxKjyWWfnbr2HYoj0vycOBDxP\nUn5nVVet78y5v0ygHVvE0m7SFMV53sppn876vcQzHQhgWbe2trqAyUjKixJyag1uEAxf4Xuv9Stm\nGQF0KtfjRDA6mtbe2JfJmle8h6Le9Hy4dRmbw7nIpu05bOwyfSnthQBwZnPE8ijTeEvPbHDONXZP\nWEmlR3udj6EDx0dUgBRNWVibrAB3vhL46t/buvmZuywn0KE9uva85z0P73znO3H77bdf8blXDpEA\nfOMb38BHPvIRvPKVr7ya0w/tcWo33wz8s3/ftJBNBS5sTNtDA9oF+31DzbJsEKHdgNeXcsO4wtol\nWE/j7yEBRLAiZ1yQHvcK7dyotjDbee9RjX2OqNM1uv3u2WM33LCULJA+OK4BZiaG/Ws7mtMKQ2Mr\nvC4XGrwgoUfHkMWp7ItMRoWRZGKCJPA7gE7/HC9WRPq+5GOnRcHVDq/rhRW4OEzQbI/hDp9y/p5J\ncE6lkKXmL/8UN6klASBWTBEtLgSlvRJAuB8KhfSEfZbz3eRkgi5wS/QLugyvJ0ZoL4JoxrQAAQD1\nvxCLAIMccj2PDAVc9jWTb436VNN1BD68czW+6gm8aLy66Jzwyt9y6q6I6z6iTAXP1a3FDEkg57kS\nKHImR/cRMOZcD639PL+ae/WBElgFfkc6RibrcUKQUoB60djEtTMykGBIeXXmMbzYpwCVnIMrM4kX\nRjq1YYEFR6CSwkjQOhlezkSChQBTTE6d8HQYZRB0kZXDhEdHiplaBTaHmX+3S/hO9WJ97QJCxZIk\nnsKO6WDmCe4tpxM44fukSLAOu4fSYej5jmJ+S3KorlzbSsTaqo1f5l3lRVpgdfQqx1NhY9vA9sgj\nntOm/V5OgXkC/NEfAX//ZVvLFy7g0K6g3XnnnXjf+953VedeFeC555578IpXvAIXL168qpse2uPX\nLl4ALhHwLA04asCFBThiDhtPBFYszLssQDmyz6SpabNSBFXdBUCAKrVv4TlsCmBacrVNpWzgtbr6\nAg8739YIF+0dWHcGdgSAVCunUyh6XiD+eC6cEv1UDg/MAEClRBT5wrGq6OGiyCQBO4Xtr4iipDx2\nNNugpS2uwwTITGH/CluvR3CzF4oBsLpjnzd27Ys0qW2P7XxpxJ41uRCg1KhVBsD9mgrnZCnWpyH2\nRIJfAl2AiR9VjbXEj2OomeYC2Kv5NOQThiToEYJaQsyBGI/Lvj1DQBLwi3l+Ha4bd3gWYEm+PQ78\nBIbUGV5rLwkgEgBBAmz5HF2X45GJZFJrl69GoBvshaD7+XxWDnw4FXtRXhr3jL/3jkt9z5mbNfYh\npmKkvuTnfmJO7AtDyU+qrbPGuTjdEsdvgHEhmX/5XEeFJw9su2BRN8OW7KbAKpmr/APgubAqWUdP\n/9DtGiqiWwh0BCSHAAcQda84L9sNsFPkIUHYjoBaxY1PqgGaQSC0K6Y87boBoB3g+9Y6LGfYtsLT\nTlQ+v96YuDCm2xQrKhptwrO161kfFeACTFmU+Wvh35vBjNLd9pvNsNQUGRQJEB0V4At/Ddz/Fzi0\nK2jXko9n+daHPLL98R//MV772tde1Q0P7fFpn/+MUczHFyw/z9yFFtSlHafNUhEddZgAHwVWBwsm\nXD0/RWYZZIpoiCijAo98kkOyfAE8EooAQyUkRgmqeNdDoAzQ/s9NqbLPnVqxBGjlxi5hOFc7pw7b\n4JZJ8FXs90yX97T5yVFYWYwLNVBpojKZlQJ0buQKP8fWQOIE9vyKKmCmrEGgCGAcwYseXtoAl5nQ\nbUMz2AA1y+SkIIagDxMwbRpLVkCBM6kp72jSSGVBFDI+QKHTYqPO0TNj2hhAZ9Us5MG/ZYrwyCYC\nrMI5Vsj45LXdLAW4Nq3swdk3QuAESAAJMZ9iUbxOV4Enl8zRYPpeDNderbUZ5w4Em7lnBkOsq9Li\nKwc1Alp5Xib2nZ51HTIIbtbi/HSdL5CWxjA4JvmSeBSYQPkMMDxnrNu65dxfoGCfNGtVW6u7ac99\nMufVAJyBkwN33RlQkU/WZhiYlhN05XhqCXZUIelig+Xo7yYtMVzs60jzrIzN4FoeG46vB2s5+EzX\nEoyu8uV0ztueI/OE5/wa4HuvNaDxtpj7hn0wuRR7l5aZwDKZnDrJYs5YfzkjvKJJF/Yh14WTnuZL\nbQJ/+4AVglYtwUN7dO21r30tfu3Xfg1zTpQrdH66KsBz77334ld/9Vev5tRDO6f2tQeBh/8BeObz\ngM9+FPiHrwJf/GvgWc8HHvwi8PlPAw/+HZxpEYhQNeZOYT9AIIDk76IinQNWK6sGYzDl6Jw1aDo+\ngpuiyif0Flq6O3JKAIg+J1M0QTJFm7qAFQX/QuAkZ1yxOu7XUqldAnvRWKKmwfF0nt8B9z9wHx/2\nceH8YBgomc1OUCi5wnQHQU/XRj9gSQepHSq/EQqcLar0rZhif3amAZ5sgO2EV6uePGYMdpaskDNZ\n7LuSA8q3Za3crAcjo0Y6frF+dmnaSfCK1RnctP0x8Zei47n+/rGwa/Vbph0JR0VOCWQ7QNByOAMW\nBI5cE+fz3jPJzcRKVUQV8DNj8mrmenH4vQDRXli55pbraqY+FSCYlQT0ZOLMAE2mzMoOOkM5KOTZ\nB0XUeTSS3qt0b8+bNKMfBaG04IRCt9l7u+OaWtiPrRzoWV5B5jA5gyv6qu5iflTNvBWCoYUmIa7p\nArjpSiZgFcidsN/ld+c+LXJopxIiINO5T2gD6CBIGaGQrFw77pumc5HYGa1fXsqjuJDAlhizBGRW\nzmlDADQBStUhlLM9uN7aJGvG9bUU/i32ks+mTUu+qP5q7asW4KzA9U8CXvQyHNoVtJtvvhmtNTzw\nwAN49rOffUXnXjHgmXPi3nvvxR133HGlpx7aFbYxgD//v+xl+fxngN0p8JRn2N/HR8BXvwj8/v9m\nL9TuYXOi/cs/o4mhESQAUQiTm8so8MJ92lS0KTdurgJErVEL2hEgHfFFpxkn52Jx/55qIKESCKkS\nu/smaCOlwJb2VZnbQ3JlmcCOTrXrEgBLzJFyuswGz8I7tGmRpXDzFjcysURKoDeorSp5GWhSq4hr\nSdiNlsZGQTSyD8+EhQGzf+6Pw767PwbNDCv9prADLhTg5IhzTm190Ol2ELRIWBXYRtzY30kzoQSw\n/K+Uun+ugSfWQpPeCDCg/k7AnZqzj4onZpQQTIALsHPR8YhClbkwqZxh9fwr4tgMGIRnBFpU+HTy\nPl6/i+vHLhggKUdfsVsOksbkOzFjPA7mKNFkZnE0lUCP+uuO3fpKQk4gCzZPcrStLRijPcZL60EA\nUH1P4+jV1rLYpgp4IsFyanNQj5hxeBhgnsXW8I7CVaHmzuoI7Ezz03F/tUFhDniGZKVkaEvMk3Lp\nuDP85NpI4KCUcADWmLxczTRgNsnooJO9yUCHYGT0WLeab3dC1nvNvUpsjt4P/4xLWms5h7QvYmEA\nL3OSIzLV9wZ4Ti6QVV7y/oCYww2f82T/Gr9TzjGv91ds3/7G14Drn4xDe5StlIJXvOIVuPfeex97\nwPPZz34Wx8fHeOYzn3mlpx7ao2ifuA/YHAN/+ofAN78BnHwTUF2pAuDvPgM3K8gmDAAowPYkflfU\nTuXG41opD1HSLgc5BUrRY2aeJBz6tE1zAdy3ZiWLoY1v5Bcf8AypAhbKd+N1oXQfllNwjZ2bhGjp\nBttYxo4AB6F9dW7UjcAO1ETdGXQkrVk/w7TNZdKUQ9OXag8NOjS7aWzCkgcKcFFqDwoEgbfeA2TN\nU6AxS60iorCxew3V8+pk1ZjMsGyBiwBOGJGyIRO0Tt5HoLXxXiUBBAFLUADQzDBWM20NgaaWBAQQ\nTssCmRIqEx6BBc6L+9aUeM4DURvJi8TqWY8EZsVYzOhjZmL2ciPpejzP2acZwt5UeLgk84SF6tdk\n/SaORWB3EVAocbzWk4eDC5Xp+zNABIA7lfsCFYjQ/YrNr7NV9EESYtGxnl8Ij5xXzGSiEQgDGY0d\nULdM9HfRggCwcjMv9IUr9uz7Bm4yqwiWY2EJB5GzbQ1BXBaC4AGPvHLndIJv+ekIkAr4qGSKwLne\nD21VckpGWoeDa2yd8f1Yg8WaIHupSeD61N8OnPjTqWQBwWQJfDmg45pRxN2GINjR99w/do4wYbk/\nIw8tk/5NBNViwwADP0qtoXelTuD4GHj2rcAPvf4Adq6m3XHHHbjvvvvw8z//81d03hUDnvvuu+/A\n7pxz+8qXgK9/2dibD/8p8KXPw5z9uOkPwBL/URsqMt3wp1V4WKQ0R2980ZzW5Saz8OVFTeCnhF9E\nR4CfRsGydoIn+YzsTPPCBh52mgWaNnU54U5VUabjblFfk5btJjJqjJ3MRtW11qCG5RMxKWA2hcCl\n0RynueLmWmB9rCDoajCfl0YbfQ3zlrIVd27scogu9JNRxt5Kp2dF30hbHgwB9nGJTl/gZqPaDej0\nY2AeA9gCF6YxPTsY6GkU0vLpEbu1BzIHorBpseP6xkoGDDI9g9qy2AVVYm8TrnU7e5YEjcxIyi+T\nBcvZTN0CRu67QEAFxPwLRDhWHwm4ac1K+AuktliTe5XfSz4JEeUloFHip+S1mE7T+nG26uy56vOI\nedCcI81H7nt+/+TvBPbNaS4EEBRQwgxGQmDRsSaBXznhO7CJYp6V5R3GjgB5gwgU4L4AjrMOYxAV\nYLBIkBOkCPTUFn2U8uB+ewwm8OjCCffz6TWApPu/gcwyn6f8czonzSOnCCy63qfCyE09I4LpWcxJ\nOTuhe84chCI4q123gVVkdD/2d5kBEgVM5UuoUPsC82Wqc3/NFAEYrSt9Xsmscs1kAdtm2q8LcNPT\ngKc8HYd2Fe2OO+7Ab/3Wb13xeQfA8zi0P/sT4Fm3AP/3u4BLF4EX3QHc+gPAl74I/L8fMOH4V58w\nbUC5ckaDA4CsvQGwKAICjEZBJU3F6VIg/AzSpirbvId0U8gtBBbaOGoJJ7uVG8+mJTPYoFDlJjUm\nwndlhSf7AthXbmDaSGW3kjNwg41XxxaxM9xo57CNqhVGTQwyMRxfLba5lRrjAzegznlyHxXdg6BJ\n/g5iC+QUvU4TBDJNeCgx59LZB+6SndeZTLhYB4WTwm6LCdx6ZM90MkdHOyHo2djcXejA5WMDPdLE\nx6TWuoMDRM/BU+16gyxUqXQCrXauwGXOVyNGQQBTAg+wZ+s1kNJGL6CW2ZQMJM25ZB+Qemg6n60n\nICQQaIjPgDg+5zZS/h4JT79HCVCm5iH1eqYjgTIBrQRuhLRk5vHjxIjxOzn9CHi7eatgj51J02ZK\niYAhrzHTQZ4VWp/J7nK2ew2eFqJOWHVzGIBdKNh3NGUpgeDg3LkzOYwVKj3egQWIcPxGloMCGwWR\nNFD+OApemNirNacIQYHQnp6V/G/ks/eP+eco7FxOyr3ThJXA5UTsTaXAi8Uq0qxybxiIdVwR4EUR\nfm2GQ7JYHoWNZ5CzCCginnMTsEG6Z9pz5KPUZpTZyNFdtYb/z6UFeP6Vp5E5NDYxPFfquHxVgOfg\nsPyt231/Avzd3wJPfybwhQesmvnDDwOf/hTw8Y/aC/KkG4w1ufG77WU+IXuhF8/38YVMCoV2myEQ\n3G8gCXVFL8gmLYYDSJu6svMSXCl7bkM4CHf+bGr6jBtTNnd1Mh9twhMaFsCp4Jk2E0wK+mY/tdu5\no9o4XQMvAZoqmR79PwAvRQBqaqo67mnvuXF3/i5THACvqdO40SpL8EIHba8ntlCz35hwAVkVd4re\nGphxgcjfZS7yyLUdAQR34ElGBrBjSgeWU6u/hQYLWQdwmeaIpiRxBJVljeuogGltAVpBoDMotJZh\n4fcr4MVFRdlrg9dicx8Zbt4CRV40NC9y/SHBrc2d3/lmPwOUihkqfIYCBe5knQUEDOQVRqtVKQT0\nB1N24j3fF3WNAtcZirkPPjzkfcQ7MfNcaLwSZOlYmVY9SWBuNV1HoJLHal488SDgLJXetwz4PLJx\nG8xmP7IQ67oGA7lqPR1FeHfVWijG6DSxr5O5YQgcPMlnIeNZQ3BXhZITJGWgo+fvCRDVfxBsJ58h\nOSKr6O2uhL+OTH+D45ATsvaLQTCVTbgdiBw6mlPuT14sFzGPjWvNM6wDXutPbFAhEFLNuZKuI98d\n7aVLjfUjoFNG/K77ai6l41UAz/kB4IfeANzwlLML59CupD3zmc+8KsflKwI8c84Dw/Mo22c/Ddz7\nIUS9qAnc+GRjdq6/HvjwvSz7MIGHvm4CaQJhlihwB+IFcLDgTAIFRJkwjVf+JKSd9SJ3CiPRsEBs\n5NroK31KlG1YgqEBEdFVoZQ0bkrr1BzVT4VJN8BLOHQ5K8txVoKPYABgfxf7X34vziIIdEwKu4nw\nGyq26e9G0ra4cQ8KFXfkpV+CmAaFxBfA/aMm4jn0GuAJqR+emHDCS12A4K0scMfdDK4wzK+iyq+A\ngmXoWdN+uKF5q1PIXYQxPSiwEGP1Y0mbdyX7xmeWI7LElmlNECObdsqNec/HiXPn5rvkZDv497oa\ngPI4d41hYo85kSDSHCeSz5uDKSDC4rPA45od6ftcSV3kiDNWFHgy3XqSQ8Tfuq9KY6hf6voEwmdG\n1+V7oHFJcO+xPDpFoD6xOXu+SGl+Zj6v7t9PZhxcJlN4ZOHmc3L+YdW75RvXN/A8OgDXVjew7KH6\nZHVKhRf0BP9uZHkw4BFWqlouUO3kLPumCDL55GQnYbHOUr4GCHTUPxAI0VdncF7qCFP6pOKkh5QL\nhRbOmcZckMCKlDc+J7F0iqbK78JGIEfPSsAHsX4AMsslmMbGtVbIPmr9aa8XQzq1t3GdnFwGvvy3\nB8BzrU2Oy/fdd99jB3g++9nP4ujo6OCw/C3aBz8A3HufsTeVm0sB8LWvA1/5c1i+lmHOyQW22awj\nKGqFN4vqXdOLLopW/hODH8ppsCCxJHwh5VOjzMUuCNIGPAEDTgJaI7S2hZodKoEPNzZiFGeCKvvS\nB7zgnuprda40jw7SxlPhNbfc5MWoDYEU5e+QYJWkUl4MmUZGD5+XJmRWDCDInNMrNday35eqyKxp\nG3+VFsdNTpqlBMmctlmrwKnMIu4EADiVP2Xi24W2KFAibVAn1MvAvAjgGBinwMVpPj1zWMHHWWD5\nSppdF5XzAGOsKhKDxecyGoUfwWfOiFzTWlAIuptoNCZ+jsR4SEDsoRge3yo89N1ZHI5TLNEjQFAJ\nwSQw5s75CVTtMVIULpmhEcDzUG8Jsyws+XuOPtMzcLCcAJMArEKyUeD5izITm7NMay151BzSPNW0\njoHwzykBtucK1BPrz7xgGYVLN6G9rsbWlQrMI3u+c9r3ztQqC3gNM04ttm5aAjpLft5MieAVzMUe\n6nkVeDh6NomvWpN8Fz2HDtflSmZO8zH53u44FwKfK4GiF5RFrN+ansXg743vsD9LAhrtd2J/K+C+\nRpisFaxjuC6XiTDX6hzdg87+ymAu8KLFq72mEvwMIEyug+axCjztWcDTnw0861Yc2jm0O+64A/fe\ney9+7ud+7lGfc0WA58DuPLr24Q8Dp6d8iTs8R8QioQ94JWNnarixy47tWhbgibJaY96ImTYACjLl\nkJnU7D19Oy8iLazINKPNZcaG5iYnvciAR2so4ZdvgNVCS1VfJuf2qfpMQI6brvxwPL/MSAyAHHIJ\ngjzkmsAH0p4EWqYBHI1VOTjWYRlM+zRT3FrhDrraTKeckwhGtNH5tRDaYS0G1gpsXH2G34Dm3/sv\ncMD58OSB9M0RSFomLAszDPRkwIkOLPTpKcy9c6EDJxeAfmpjEYgb3Ij1f+8mwNq0OfOwdmq76Aa2\nlcsEgJsHxRjJpCJGQkDDi3ECns0ZCMEtISh2rwAe9t6SuVERTI0g0hEPAbX7z/B7LzVBwKFMzWJC\nMeMYmS5LcfJpL1dOBmYlgVKFUAsjSwjrfRgEsnv+cAJgZ37Xu+OuXgmU5WrvpQb74QVoqaiULSw3\nzrFFQ45JpgbAKUEvNgYynKHjGJXhWKbJRkdcRV6JcXaBXOCRjQI6UiY8UV+Bm5CULFCh5eCzUYXy\n0UMxULbjTtZxdJaU0bRxbuU76OuI61d7UuX1lD9p0T7FufMM31yL7njcY22rhI6vl8JABa6xCgLr\nEeHjYrW0bt0cy/268Z0tWqOI+6vECyZw0zOAW18GPPelwIXrcGjn1K7GcfkAeB6D9vNvAf6X/9US\n/3myNL74a4cn3XJ7v17CbtobJrA5AmTCGtSOFgrX2kKbzJEjEioSiKv+piCvNe6p4p6+obMJ/EhY\nyTejEYwoj8Uc5guAYpvRSs1RdHefdv/GDbsTNEloNdDcJROKNiwCDg9vJns1igEld4SVJtXgvjIC\nY6cS0ASbyhsjwDYqPEO0WIIx4KWVCwhUCuloChkxPgUEPotdZ3R4hmrfeMXgLCEky0oXnQEsW6Ao\nJJ0gzFmMAbRTWP76I2DsgIvFQA8YpTMmUJWxGcE8rXpWO95fTFiFV7zeLFyHfB6qCl45T7Wm54HA\nCfpDIdxumtFBPY1Hvh4zGBQBqAq4mcNTKwjQJlAgoCJmYk573gpjB33BztrJPBorgTQHbuyfCpDK\n1NVmLP6i46NrtiQTJSU/D0VgFQS4yYCmEnwJWOlc973juWJGlVunXDJfnULWRVnSUQAcU/HR+1fI\nULBq95wWWdS0Zhcudf3N+a0TXn5FZmNnQjQezRfnSjm+Jp+h3mvMCCufxdaX/GrGtNw5njySr/mq\n+eYEd8T7rYACgegl7wklgEg2TzXAo8kUiOHri895g7ifFMdGIFiByCY9fOszMM2+e4HQAa+ZhwkP\nV/cadBxXKcDuG8DXv4hDO+d2NY7LVwx4Dg7L37p9/H7g81+FV8he+TYu3OSkBWO1TWIDvkw1Xt5J\nc8nCzWVZ4Pk00OGVu6vMPjWoatemAfdJcNp7pheT14bAwQhBhLKv5Xmkw7SNRFEPotCVZLCLgSnM\ne1JIXNAxeoL1s6j1e72sGkBLEkKFIBVF5EKwwhycNSYCShUgbcPGs50myBo3Pjl7K8Kj1mDVBEz7\nSo0XPI7zMuhgXTcUkIm9AtgnAR5WRPeH0WBhwgQlhc+9qhyF/JxoMhk7u+dyAvQLBEZbM289fASv\nYI2d9WcwIcnc2LjlCzNlGuRzm4v1Udo9EKBY84sO90XS8xALKKdUzbnXtKpcP5oLCYMZ8zqSMHDg\nI4GKBMLT95jBqmAEeCglBCKXakRT8fs+IvEmAKd8HPiwT+63ssT7AQEhmSrSsfKHmWJaZOJJ4xl6\np2BgOPvlTWCP9SmcV6wGdtoCjCNgO+DO6juVTVmM1QHgIdp1WvoCpYRoCB8rCWqxaUUMM1le99HR\nO8Pxy3EffG/npC6wxH6h6uQTtpZ3RAcrn8OYAaqh+ShhDpdpUsVK/ZmAIIegYhHiTOPIptWF4xFI\ny9FVDnxiuduehvDJ0X6rvblyQbkpm/sl0ue+N/ZgjeTHN6nMyUT+jBcAL/sJ4MmH8PNzb1fjuPyo\nAc/BYfnRt9e/FrjzR4B/8S+BT/91MDqqk6NcNgsFhSqEi15dqMXmjXzumGir0EQgSnqY0+7CDVVV\nxN1PJwEX1y4FFAY1GQotz8VC0KGwcGB/c5Cj6ezYC3Mf7G/jRqfMqjIV9EpGggzVGAwlbwQZawCj\nMuAZgz3fCkGWonVUSNQLLbY4T0Ubla6+pTluOq7GXBYgAMeIcyXUnakjTS6hsFI4r8NAjSevUx0s\nzvVoBk4lAFon1b+FJXeTaYv9mVsKohNgHvGHjswPXwDKZWN6AAM9U1nYWvRbdZvAdSNhW1Zg2Vjd\nslLZbwpVPXs3s3ENzWHzngi4iMIrCQCVMHECAYgL+yAh5GtNgCb10U0I6bHLTCStuyLYmZyPR47q\njZ10nwqu/aG+8VzVBBNL6oBL5+sV0HxwnJ5okder0YV/POxd409zI9Pb3JKhYR0spZvok2uRoea9\nJOFbzXRVCLIr6LheAKi4J0GChLRyUvk7lcztYu5kWuoCH6CzMNeSm64JjDqfg1isMRkyX4JddQfs\ntKZcAdMkkqlTlJWbq7getPC4de4BtGWGCbrArqE0HoWLqHFNNLFbJQheNQEqKYxjhmII3jPvBa4o\nAa6AogPLBeDmFwK3/Qjw3Tfj0B6jdjWOy48a8PzN3/zNwWH5ClqtwK//KvC/vxP4f+41n54BCpcS\ngAAg8zEtcZ42fG3Inb4hTUxPo0avl7EY+6PcF1idmXfnW4Wn6mV2DanaJict3zPgSgCcAT/S7qTV\niNpFNY2mUfjNCk9YKOGwcvN1E9iEJ/zrgz8CRwptl0Yt8KNNlIJaDtGzmuYrk9OUEb/T1DZIsXOc\noyehOK0/clL2AqDSTnl84dyKvZAzepUpguYjRZB7JE+PTRIbAhrOgRIY9k4tlBT5nLZOFDGzbIFx\nzJ8T4NI081a5bGbOARu/l5CgIEU1YbBKo56wGl47uK/COrRY4NXQBTiU0FFCw/1pOC9eNiABADGE\nuoYzhFrXSeCUgoiQQbA5Yhc8f82I9QuOS4kdwft5Fm4eUlI/NL69JIBJoE0EqHOn7QSg3OTG8Snq\nERT8LsjTvaBrahzpXEy4qaeech1esCrfArEr52UeYy/XjJzul1N4tOCivaNRaJd4F9zXj2sJEto9\ngKRHFpbYi5SM1IMX+BwHLNpK/V/1ed/PuTPBv1taF5pbzo02qgw8NEU1feAgpMfvbcKjs/wYPs8a\nl/Y8Ty3NgzPhWoMIVkjPDSXC1PVIHagCkbtn7D/bCfO1e9KTgZuehUN7jJvMWo/WcflRA55PfOIT\nuP32Q6akK2mlAM98OvC9zwT++gsWmqxwTRzF5j4RwmVMc7Ytg//zZVYZBSUmVMXsAqO8d6zh1Bo8\nD40cWSvgNaAc/FAouk2aG59e3gx2JrVBhcC7UNOPtHYA8g2oSOBH4Kzvm7xmDXdQx8YAACAASURB\nVB+AsYRG249CIGE10CI2wYGPwFmB16OahaYyUfcbA0cr2QkxUnJO3miDbPDkdvJhqTQDVpkkRF+D\nv0uQd0BV0b0waYMnPCxkruQT02jaUv0ulZlY13DGrAuBCc19MneUDcy8tQMursDli8C8bGxRqeZT\nJKCmSuuLxqCQutXMD0cEL1WgpoQwEiAGNWwlUnTBr3kvsXYdWMwEkHiOJ4fUfSQktLZmAhMJtSjS\na5ZgaORnoqgcwMY0F5qxZPpkHxRVxNsE+OF76KamEUBLfXfmh597FBh/z30YcWr4/mjs+k7+as3m\ntG2NnVPunDbo+9ZhTslH++ARhSVHaEtaBh3gqRw0wM20nvlaLI6e4Ujvq3xxyj77LICs5IBzwrMh\nq0q5/Hl2SGyfHJZb9HeWYEGzc3bR3iM2FojkfwiwolIWtdh45Xcj1wBZYivH3vROE8iIIdJSUZJT\nV/6QnuMMICUA46ZV3XvG8/V1AvO5vOlm4GnPAZ5zB3DdoVzE49Juv/12/M7v/M6jPv5RA55PfvKT\neMELXnBVnfpObq9/lf18+nPAf/svqaXxBRQlChCokD1YERvLXLmJ9zBbVZhGpeKACt1VFJCEkduh\nyYasjEhqNVgNJQ4DEn3Mvnnm3pEEknaYERtoR2wGfpy0odWA2wA3Qm7sk8JkLWECUXj7QNpQiwET\nkD2R/R8ERwWIMGQxNDSNeWXnTWxgK0FIHeYnUaaVYKgFzq7MCfe7UMFQLwDZEU7KFJINPL7F3yvn\nvyetepAhamR6ikxcBD6eORt2PzS42WassEy5GwOE2BnT881joGzNvDFAcynNIHNHIEWw19nHNm2O\nXJOW8FdF9iRUBgL8yPdJ5kj5WYi52fN/0XlJgMnsNfmdMzo6gOBCYMHJFS1QafQ6nq22uB5ieUSS\nwSSkCvvuUWBIgIJrdwJuCvP1jAAve2AJAXZ0b6Q+y5Qj4TgrgMvceC+YY3Ij27KTX9CxgVcB+lnM\nn6fs7Fqqw6YiuAU00wIeQl21RrNTMp93p0lZP8rKLbNU1/sIMrGcR7FOnUAHQJR7EIDX3sbnKPDh\npVWwD1h9z9E+yH1Ee8lC0CsmpSGAkdbYwndOpXicMeJ6FBssRteBF8/xOmBAmJwLQrGZcbyv12nz\n//2vAW55GXDjM3Bo34b2ghe8AJ/85Ccf9fGPGvDcf//9uO22266qU4cGPPdm4H/4r4E/+BPgD/81\nPNeNXl5pWBV0aBUAovaFmgBQtZdUdLwX9COAUhiwnC1Fx7dqmvCY1BLXAEse+cVjRQm7uYIfuB8A\n+wfY3/JFAoWgNiwgNlt3dm6Ro0iFP3sNs53y/+wm/YMmIqqmE9AQsLmjgfrB0gsLNc7Z4GHQU3Go\ng9ebJmy2K+/D/6eYHva1UlUsJT6Xr460bWXILi2EYWfm6L6SQRpwB2OP8mhwk4Kbzlg4tDLfjmua\nKzwXS6cJ61Ixn575MKP4Wpg3xwLPNSST0Kj2rFQZvviDhkcVKZS30VG+EkTuacrVwJS0ZQEMaD2m\nVoC9yK5W4YycLZDoQ/bXmpwn/V4S4D4LqPYEGd+DnDTQ/XVKvDeed4jAIpe9cN+iksASf3rq92xc\nAyWEpc51vzYCiz7MJ6stVgdrdHsn1kmftAYLNSc7K+e35TTm0SM1UyJNRRwqeEBOyXK4F5urIAO9\nYwMs4ZA+U5FOOSWrMnufjsld4LsSU3xJR3QS4L4vBQHkBbpqerbLRKS7mKHgtFhqbnISaFmK/fie\np2NLuqf6gXi+Ymuq1l2N51Vn+OmIbSQ23gO+bh4ewMNfBT71QeAH7wKWIxza49ye97zn4a/+6q/Q\ne0dr7Vsef0WA56677rqmzn2nt2c8BfjP7gJOtsCHPgqcnMIcErvVqRoUZmDemFFsY+uT/w8DBVu+\ncHI4VFVfbQzSomvavBW1M7VhEjAonf9uS8c+CV/lnuFGKlpZTIauX7gj6DOFI3t+ELIg2dZduGEV\nmovWGmORb1OrEeW1TnjlZFHuAnmdoE5RPmIc5OczRyoZsQGlBvYijBRG3bkZHk148sICeOSKwvrl\nszQ73Dw2qQ0q2m42m8+12H07+1RX7OXsGYA9vCMyQAQ7KnLqgIfROWOFsWYT2JKRudiBk0tAP2G/\nklOEKrkLcCqMdgwTfguBDZedCcUOL36Y8+109YvPWsJGDuAo8AKnAhEZBACxBgSsswlMbJMzGwKy\nCNAydSxsjXkqBD6aScCt83weJJS1HoXqCZSyg75MXJ7KoER/B8iSCBCNuLZa5zxOHjuKPddlC5Rj\nYNtssusEtp1zd4EgdMR4G0tKlBJAt27gpsHGtVEB989xE1ZPQKvGWhALqP4LAHUCr53O4dr0KuUa\nfAmQJASzljTXjjC41HhMzV/P2LNkNvc8OQOex8sZGc5jy/8TfGh/ka+Sl4Hg38LIbtZz9AL3xZGZ\nPuGZ8KPkZ/JpVNTbdz0FeNqtwA/+LA7t29iuu+46POUpT8EDDzyAW2655Vsef0WA52DSOp/2Sz8J\n/OXngM9/yf72jYmbcF8YwUUtR0nhPOMwz1HSQeW5qGIaBtOogz48hX4sFBq10JcFNHMVE2LSdjFh\n9XumAZlG85DX0wE3J2qMADyjs280Yl4o6FWQU/SxnCFdo+umLY4Szs9d7AzZJ1HsTRQ7x9y7AQFV\nZ84amJxiG806k7lxBFw8qRqZGqwElDBh04r1S2BHjt7yw1FZCN1PYd992PeLfEhKMFdenkKU+YAV\nDiWo6SuvSefishBQHnHD3tp4N7D6W3ULHHdgS0fmBrueKlqDoHCdZhrZUeDrmbZh9x6suo1poEdV\nuRVVmIuuKp/LHGH66Xw2ynwt063MSP47nGjzdaQw75w40BZWWpNAVP6WgMygp8RcZ7+cs8LMzVUj\nrlXYD4ENOSYP/Z361HmhhK2cPVCYtRxExgDGCcH7xXj+fZpJFRt7Vur75PeVpkX5seg9bLpXC4Cg\nAp/KuSRh7RGZHO+KBHoIdsYko8M1K0Znx3dwcKwTBGScQ08UKEBJ4OVFZxHAbI/JmdHHheMTyGvg\nuz2Cndnw+ipmLDAMJHP+cOy1x+IIKAnAVLKb2fTuqQwIZuQILlBU03NuC/B9Lwd+6OewZxY7tG9v\ne8ELXoD777///ADP5cuX8eCDD+L7vu/7rrVvhwbgu64Dnv8s4NlPA+77BLW8CQ/79SKK1YAM5Osx\ngsWR34T2l1LgoaxlhrBTZJM0JvnjrNQaK8ji7IL1kUBTePza4XVk3MciaVVKWOcmMWq+Dm68BgU8\neZroa4GfUihgJaw4HpkCerF5WRAs0DJt3nqNPCBDjr4SIGIcSPMX7fzVzAeq3j4WO37lfCnMVCkD\nGlkMmRAkdGYhQ9INMAjAaJ5luqqFEVw0Ocm3Z67w6LipKC4yAOvOTG4V3JwXOBtUVjt3Mwl6VsvI\n/PAF4OgEwNYcKXNZEjcpDXh25rkAfWeJ6kZLKQ5qPJvaQssXC6OIJ6+LVhBFVwEHD+nPECJaY1zD\nZQQTxOVu65rrIDuKeuSXwFTdN7MIeOk+CStZX+u+EHdhltgcMUerrjGjb94ElNL8KiEnh2kmvx2w\n2QC7BKp3el8IgORjhAlUgVwyjaUBlQyccnKVgggvl2IhZofPbgIeFbWWmN9B5WflPMl0pSisdSD8\nxgiKPIs7b6WoJ5n2eIibEJ3N4TNuMBBXQJZRQEIgCGlfAzMdI7HWCJDjfj9pr5klfHvc4T7tTc6m\njriO3gUpR3oGTgD1UFAmgKd+LzwVyLqzskCH9sRot912G+6//3688Y1v/JbHPirA86lPfQrPfe5z\nH5WN7NAeXfuv/pm9gG/7n4FPfBqeLVglHwSA5HgsKl52dW3wcvDzTTnR+QJG2T4u+3kZxhAMACqP\nULkhCOiIHSpkWrIzYUP43ajQZqnBzpQlhF8d2IsU8lw16veMDc+1MY2lxgbrIbI1HC/lb6Dq7SuZ\niEmgMjc2DjevCZBI4DfrqzM9haataiyKKrS3aZt1oxApYm8K3FejFpqPCK5U4VqCsbYQcJWmTG87\n9pGJCKf6tBrokZmpbOC1hUYxoLqw6OjswKVh5q32EIBToB6H2aJMZnkudj3VExvVTJr1CO64mZ+D\n+8dI+9Uccl0qaaGXsBAQ5ziVRgFc2y3+jFIeWiu8t/LjlEmWL/VJwEPO09k01cUkSXIBYQpLgt8j\nzADPVeMh5/xchSJ1P4EjZ50Ad0TWeMH1OU9pGj02M1GhUrMb/z9779pz23Wdhz1zzrX2fs+NF4mH\nFA8pWZRkXSjfItm1bEdG7LhB4zhB46Toh9RA4LqG209FgX7ovyiQj23RFkZRIEhhuyliNE3sOJYT\n2bLiq66WKImkDkXqHFHkOTzvu/dac85+GM8zxtwvL6IpyhatvYAX776svS5zzTnmM5/xjDFgLtXt\n0AgZUfsKBmJVzNNd0iXG0kE+Hem+eL9eXRyMquJ9Vj6ftQfTs3D8LT0erfSENcGLAtcUwC6xfyhq\nSkEUiUBa+C9zzCTej0eIAR5JJf1i4fhGZ3oGgqHEZyD3qt7L3Sm9jRJeilmUu3tMYJnAfi8ApLHF\na5fWcVX/YN8rCbj7fksceO19wEOP4rh9m21/HuHyqwI8R3fWt2bLGfgffh74n/8Z8InPAc/eCkM6\nUuai1cXAiK6WU1xVysXmgANZKd9THlZePGCZLZxd7I//h4W4ywh1MB9FtuMm2MRdJgMxa4OHw6oC\nOBAru8QJQOHBzrLQIPUOr+Gz9gHs8FobwrAqxb1q/9TCelkpjPSUw7jXKUCbVv3S7kBJ+6Rrypy4\nZnh4usKHJQBtBHylDSHkBZHDo8Br7fQFru/xWjsENAlkWPi/rZyoWRFdQE3hJhU04gtXxHTLFTKC\nWC0rczuxc56swO4SkE+NYcDGPlem54bQRzXqRsB7nWZGsnFi8ag0uTwXhJuC19fZf9RPXdeV4OyP\n93n+zvvDAB4S4r0zgOzD/j3g2iJpafzLYf+UwqUmMGq5A2LceOg0cOD+kpgZvCcBuITDa5W4XeNV\nbq90ZuNn3cKF8LuVz56sjurE5QZLwNPgtZ2ySkHkGFeJLKO7TTk+eoIBKI73pv9cAFQEQ7ryswZ7\nxjUFQPTQ9AEc7oc2UqqLwvEuMKCx7kxMs74wNX5fabdGsJPD1kxsvwPtDUHUWDBUUYIT4O5P7aN6\nVhPvXzrCQmA/9jOdR2yPYggOKqwD2FwE7r0GfNdfA975gzhu38bbu9/9bvz6r//6q9r3CHj+krdS\ngO97N/D5x804anL0VOcCNgQHioyS0T4Qc4KAY6bxktGRewZw7cbagbKx8y00JIquKly5NxqyHYGO\nGI1cqVERCAEn/nGFV+Ah7+76IvgSm6KoEvdh0Dg1Zu/zqCACoTZMdCC462yrmg9XtEqOVhO1QM1+\nL0G3hLwJNol7lFojCGBtK8x2/kqQ1lb7be0mhlYOHEWYFd6361IoUHaBd0Pk+CFgWTkR9wWesycP\nz7Jn+7zy+1Jh1dSTsTIpA20PZIKetJqmZ3cBKGewYpQb6weJLix3OeW4Z4UyCxdU8Dk1BO7IMVl4\nnxsmmBGwy+2VgGAIUrT7WEetlAAyXuWd59Fk1IfjayIGEBocnac6cRJpF/hsDyK5hnuQfs0ZHLwY\ncI0Zktld4aLlbO0wEWAuBClohmf6BpYckm3TEckDS7duBgKcwj+5+7Lcniu8ZEFLcJdq5xhcB7Df\nEWzOStA8Rlu5MBu2MHCdUxoWU4i2F9Mn4swFvB3OnDqT0ymw5vNTn1JQhPJ0yS54n9CCJ8fnBxGo\nAlBceLg2jK/FZIPPBT2Yw1atPcXggM8ns/+IGbvvYeDiPcADjwDv+1EctzfAJg3Pq9leNeD58Ic/\n/E1d1HF76S1n4Mc+aH+feQz4H/9X4Llb8FlHq0rl23B3wWB0XYQpgCGhLCf6PJvxA+Ai6JJYDoEG\nQJFgOucEOFCawBW8aGVOAiUHbZ0IUgon8lzj95l1r9zA8fZ64iQwGDrl+nGh6sCsyCgq8kN1dhrs\nvDMBz0oQ1Ca7R2kVpFFxQIE4t4ThEoIrg3MvsDw+xYCTKnJ3MR/dIp36cP0CgphiUq9MGCcXRBYL\nwpISuXBiEqCh9ihnA3MqCNQJuMqOIEa1uCZYiYJTAz21ApsV2J3YZ32BJ75Ls51HCS4x3m8b7pGT\n+Mw+IwZLyQIz23Vk76S/Ir7wB94IpkfhTFWOKa3kCabkohhduWOlcU3GTYcXEMox+cl1KJBT+bme\nux+qB0uj3EvSwbmuiH1MbKnczp7pOQHtzAS2dQuP3qpkUdqGz2e148xEk3L75MzFhBgdjRO6VL18\nBEFJkzt3ADueTycR5OBQn7MKzCEmeOnulFtpXEBJX+MsygAmpJdJbdDkkMkRgzIJECEWKQI60v/5\ne7Uzf3+Qz6sP2kMuwgS21Kek0fOxR1vlbQMbXyoLIzDYC8IlysZ57ibwyA8cwc4baXv729+Op556\nCmdnZzg5OXnFfV814PmFX/iF1+XijtvLb6kDH3ivGcqPfjwSfUloKcMjo68JsRN8iBnx/D3g9yn2\nrzAAtG84CDmfwUguind3CDHuQqZICfsKSBc3/oYTpwuaaTwSjzGREZKhSgJFQLjhStxj72bkE2Cg\nocNDuRvBQgLbQSvCNSaDQs1Rb3RxCQh1YCIIapnt2+y8yvXjpSsIthSF1Yq5AVX9XGUvlGOnEPi0\nZs9iIkAaM1+DgKczn05hhuacQyeRqdGpXNX3M3jm5TYFmOgVyDtOOBvrIzkBbTFWp5/YPW1WYLcF\nNnu7p7rh+QuBE41+ZxHSnmMSUd0zgTCJpvse7nrLKljKZ+ksGftLx7A6ByKSSswLoq8KfHqNLMC1\nXe6q4m8ax0sfjgFOcmIHK8iUDP3KGdFh4ZAADwrQ5DiWzxjz9JBwgLvCOoCdpZXYT9Y3G9ujUTTu\nixY+D7mvCseCRPAaj2LalOBSOquW4NnSD/LkgKAGZHV4zRWh0xHWFONVObaE/rraagQZbOM8/sEE\n7uA4dOCSA9wUAks/hgBcpu4GAXxcvC42SICrDv1HDxwDwGnBIAkIIQ/ufYJ7LazWBs8s7Xqyaiz3\nvQ8Ab34IuPZu4OH32Lg8bm+cbZomPPLII/j85z+P97///a+876s54DHL8l/M9u532l+twK3bwJPX\nga89S4NMMBPWAgcUPwDPoSOA41l0YQZJId1rCpGvwot3BDuuyWmMUuEEXzsNAQ1w5j4eAVYIjipp\nawKaujDySX8EUWOEmOe7AdyNBuYfAuDRZm61u00Gndchw4gET7xWQFaGE0UjCGmg5ieHpmEp9n9a\nEPlJuDRU0dFJLAgZFXCFLFFuX+Gi3bbQZZaBeYo27iBQ4nU6PZ+tDVa2WZsJSBY4mwS2MWZmnC5A\n2jOSCzAGgfXE2grkUyCd2PM66cBuYy6UvIcnLUS265xKAFeBPk1+K/uIynx4pJhA5wBuu3QpfFaq\nGeYoQf3RkQ7ft5gQD3RqNYCJ5+XJ8VqgycGZOhEBj8C+wLEX3NXxdU08zjr81pN9clJPgCd09ESG\ni7k125ZpIQSAJ/6luM28Q+hbugHFwv4PMhueS4dgfyZwlIC9CeQIwBOsLwQ5Aj7KnSNAJlCkgpcY\nhlIi6JZYOMu8EDiontQYXSVXlhZBqjxecoAQd2PrWHoOOWyGXNUCspn93IXieqaOMuGaHQEcZ3DU\nJ7h42gvI8fcStPfMsc/2fPt7gIuXgR/6GVsMHbc35ibh8jcNeG7evIlaK65evfq6Xdxxe+WtFOC/\n/2/s9S//X8AXnwCuP2UgaJzgvYRDDsq9Ay6+VB6RUmzSLhTI5mwhs1rpuhanxeQnca0iJxqNTJkQ\nmg1eC+gik5GbGjyCAoCHtOdkk3QCPPfPBGZdFiDKhxNZBjwjsQyuSnAo4ssnzD60DWwCkShyDGMv\n2QDDTBAoofOo9WkykDym8uu0aiAH2QCGFy5lG7c1zpU60Jc4n5iDTBFxWuHlKsBJJZcAomBbt2qT\nqzIYF2qAagIKtT0TrI3SPDAKOyBtzLBvuuXpmakb6TPdbMlA6lRskiyJ5TxWhBsyH05MVSCHK3MJ\nZHMJ0DoJ1HBfdz1qwtXqmxOTA6gE1/0IfHQxAXyW6udigjxBYorz+DUPE3warqnrtClYhFHE7NfI\n98pfo+ivdkoW74Tt2ckibOGJ/lI20bjcmLPaiAsOtRcakFmUSgk4VRtN7jRPFsjntSZqdgiKarPn\nBvbxXgIUNMC1PooYdOYGwcYACAa3xxjWfnqmuQ8gp8QxBCpHV5WH0A9t6aHqArVDH5HNUX9IGMZ0\nZmoHIakez3jlsxTgRwqWq01kukocvxTg3nssZcCbHziCnTf69mp1PN/wMX/uc5/DO9/5TiS3Fsft\nL3L7uX9g/7/yNPB//DPgjz6BKPYITkg0Uo2sQl3CrZMpUi0TUHfwqtJiO7SSU0r43UpQwxU/AOxB\ndw5XjjOjn7zaNFdaCh1faLhVHHACPH28Vm3y91cyDSp8mnkPmZODJghfIcLAmASUvqoj+BEj4gCI\ns9dEUNFSCGRrJtPFv6UbkHDdTzPAUsvAKPFcruzNcGExZtu304VXVrZLtcmuN5jrLtNdmGFAiuAn\nrcGuKdlgKwYIFbbe9/ZMpS1ytmRlNBuMPUAG+g4oe5uES2Jywg3D2FMAMBB4zQXYZd4aQWspZNp0\nrQTOK79DC5GxXCHSR3S2j+fM4V+D3ZuATEaAdLBvC9S4u1Qr+Bz76NZH4b4/dzuEM23qQ14ri+DB\nXVo8tyZWnUPJQD0hIp9F3kS4+UJ3X79g46bz87K3AyqbdS6Hbizp3ASok9qlkH0EGUqEC2vtJohW\nBfNFAIdAUSktPFM74JGTGbGwEAOmBVTp50AOn+tYgVw5c6YR1AzPUCCnZ+vzng2Z3x1oEvmddEmg\nfRAgkfuxIp6RxrOCEZrOR7vSuYCpHBdun2qApUt3A3ffB7z3e4Hv/SCO21+R7V3vehc+9rGPfcP9\nviHguX79Oh5++OHX5aKO22vfUgK++xHgwgnw5evAjZssTdFiFSjDoRpTU7JJb04hEBU7IpamD4AD\nXHnWPQHSnpR7ikKlvRsAyhPc/eQiQV5rTWHkcjd62YsCagVZgxFyvz6vaQREoswTgnFwwwq7FzEB\nEncmiq9VKkKrTLE1YnomMi892yQiELjQcLZsbiYl6lvJn1dqe1JFiJITgA3BH90ECyeGvgaAcBYn\nc9JT5E6B1ZdayQxwFbqmuO9a7TlmuT66nQuZwHEF8s6O2WZYJNdin4Es1KYZ6NkupjlpCa7fSQQx\nHuqsCDP2L+lhnIHpMXn6ZL3igF2RlkY6mNqCBfBMx3ye/lx77C+U5GwmJ0IxPp3XJdfFWPzV9V0C\nLRojPGcTkCFr45FaAkxiBLTvQpB+wr5AcN9P4OHxKcHdV4WMaZlxmEun8znJVcNrkOu1pnC5NFCf\n09gvQTZH90EA4PXbdB8pxpKXXyAgFXCf2iHIST0CFAp/L62RwA8AL6/gj0fjU6BFbcHzOMgZbMVY\nRkQJU70MhsYsn2kjiFI9vQSzX67N4xjw2n4EgjXTtTXZPZdsbsI/+xzw5aeBaQO873tx3P4KbA89\n9BB+7dd+7Rvu9w0Bz1NPPYUHHzyWgv3L3h64H/h7P22vn7wO/NNfAz75KXgBR9H70rdICCqjWLjS\nmQVoaEAKxasKkQZiVSTdiqK9qowq4BmKOw25okMydT7y0dfBmHsiRAIRhdiqIrKAj4TMWa4uns/f\n0x2QAQNroCGfog3Q4AkIlWcHMuwIdmjihCG9Saerq2ZGTaVwHcidV8ho1QF4TEBEFDFPTmcEmkKU\na6PbUEZ+MtBVNCmWcF0J1EzZhJWZ16O6X6hAPwXyCbw8wQoDkn1vx8dsTEQF2QQ+hxMAZ7O5rRpd\nWaCuZyLz1apdX1rgkWQtw3VbqtGlyVr1l0pyiQ+AYSUv0JRiAgSPN4ZIy1VaOVGzGwH8rVb7I3Dx\niD62jUCwGIDKid7dVRobBFGq8u313wSgyBK0BODUntHKfqRin/VCgKKyAqCmaurWX6Zi16M+7eVC\n2D8b+4tYC0VXyaW6DJ+vjS4aBIvTacFbGtqU/RmAZysvAjfJ+uJE8KBK7fIaZ8Crjxc+N+luxsWG\nGFYBHT0ff2YcFwJFzuAka5tKsIsUOjG7EbruBFCH/rIm668VA3vTrT32ahuCWAAeebk0usJm4IEH\ngCsPAn/7p4G7rgB/8kng/e+Fs9nH7Y25Pfjgg3jqqae+4X6vCvBcu3btdbmo4/b6bA9fA/67/9pe\nP/Fl4CMfNXHzH/2pJRMUNVy42nXtSTaRqzQ8M7MQz9km2plGVvk9FLLZV3i5CxWOlFunDgALiZON\nqGUiEc9DA3jODiXoy50FzjkBeFHBGrqCkoKpmWTQ28AKZHg2ZhnvRPYGvGaJVMX0gALJNhhiFV0s\nZH1c2Fxs8t93TkjS+qSI9OrdrlnMTydQqBPcBSV3WyfwyStceN6yTahyHSlPSKoAdsCGYC7rvhji\n3Pa8F4KeWuD5fCbYefPW9k8LQWwCtrCSFGXHZIOaaPgcxNYoVFjAYO2sfQaEzkavwTbWiprA4iBv\nEncUiBFbAwIdMRYZwyQktoj9eCznIE1QEzND34oyNXeeX2DUdSKAC6qFlzx7cg5gVMmaYUtXcrPJ\ntZ8g6nc10+pMoxBf/VGAnC5Ld+skY+EqCDrZB1QXb8fnoezIEvBLq6ICte7SxABAUrA5rpdpBDcd\nnsBvHC+F70uPMaWFhD/nHoyep4loiAbUsxKDw/P7d+yq0OIMAWT68BzVuVYYw4oS7A1g7b+WYIUK\nGc6ezK6txVhoDPmFegfaGfBHn7PjfvJJ4G0PAT/xI9aWtQKffwJ48Cpw6cIRAL3RtmvXrr0+gOf6\n9ev40Ic+9Lpc1HF7/be3PgRcuQh8/Sbwge8BvnoDeOor8Jo4DYjcKh3Y3Gu3AQAAIABJREFUZPvu\nJAPrjmHaFKiudHtVin0b3S+qki2mpwhA0XWj1bXqTinvicI7E2Agiv+1Ksxc6alIaQK8/lYhOJl6\n6H/GIqhFkUtkSETnZ64Cx9TwKyefDjjNrmgzJRPkpdlEqfcJniSwEWyJ9anZorumTldThbtDJETO\n1UBGKzBAMhjv0gAwmqsKiAicSaNTEbWV9uaiFMuQCpkjZnTuZzD32AZoW6DvCHq6MURKRpl38MzX\ncwN2xUBPObHj9oWMYIWnBJDwulKL0taYFBvsXpRksGW+10zJJIfI8KzDCdEfpdXR81F/EQEgsJ5A\nRkmAhROS8jbpdzkFq9iHg6USz8cZHJARIKBCgudm6YBntq4nBlRbA9oE1A38YidlSWZfKxP75wSv\nyaZ8OgKDDdGHnNnp1reVPHAl8FFUm9xbCq12ofjQTgWxoJAmZ6oxrsTglBSAZ+I4EWiVq0rPSeAG\nGMYln9lYLkLfi/lRqYY2fOcJ/gRwyBSpMrsWGB1wbU6Ffb9PcU6lDNhXex5nNZ5v539pf/ZsP+nQ\nKp//nTvAjc8BN3fAV/858PXnrT2nCfjpH7X3Tz4N3HXZdI1fvgnccxfw9mvAhx4FvvcRu60bzwFf\n/TrwnrcCjz0FPHUT+PD34bj9BW/3338/bt68iXVdMb2CAv3o0vorsP2tnwIee8z+HrgK3PiqTY6a\nIDxxGgf+yQTsV4KdCmwIcrYTsO4ZsUMQVClirmQMQEAjLQAKJ0AxOZzcEuCTmQy0Jqs8hQHXvu7u\n4up+pZtL5SYEgHK3iVrUeuFnMuT+GVeotcTkJ02DmCcvLMiJvdJVxKZyl5fcJDXDExgqg/PCSWqd\nAvis+ZD1UQh6K3B3lwqRttX2XehOmlYTDytZo8oPdEVp7Y3tEairk7URFjiASgI+zUBtOwWmLZkm\nMku5GWA7ScBZMiFz2fDe6DfJgOd+UeX4pTHyjav9lZNLqnBmsCNA9iha9gSSnMzEEiYE+FFeII/K\n6o6n3Y0hlkCgS6t4FzRrdZ7YX6dwA4ldkRbIJ1eBih5gJ0/UH1F8vlKjhcS+s7e+NvNZ5mJjKnUD\nomJ05AJsdA0u6kcwtmHf2Z+6CaDVNF68UmCQIEE6limxzw/jw0FOJ6iB4017n0N87JGR/Evcz4ML\nBITG990fm4MdsaYSe1e2qYunOf7E0qj2nACfnrFE2SufkRdvbcEYL7zItfGG2P86yOokA4opR1qN\nhWzrXu+rPafagc88AWcQO4CzFfiV3w72SJKAnIBnbgNP3AT+5e8DV+8Gvn7bjuWLyRn4vncAD18F\nPnsd+MA7gedfAD79OPClp4Hn7wA/+2Hg3W/FcXudt1IKrl69iqeffhoPPfTQy+73qhieo0vr23vb\nzMB732N/APAjHwI+9nHgt37bgIomGw+frcAl5tzZbBkWPsPDzns3Y+ouCIawa2WvEPe6IsSnBELK\nyCtAoglGroaOYVIBvB6UooYwGFnpfUqjnoTnUs4Tp+ZrGHC5w2TEC90LcpEoFDglAxatG5gBj6PE\nhl5fi5ZY2ZkzyAJQb6MEgzUB60zg0wwYtJWArbHNBKiGfD5pyzQAs4Ga2ozxKau5mlyvxLYtK7yo\n6XaySWAqNhEINFVGcrUNrL4WwdDUYZXWCww4rUCdgW03AXNZrJ3RbNLZNLjgtxYo2fOBFmmegbqD\nC1kX3a/AB6wdXRBNV80mh9tAonL0AMGqr+YJClMwMwLFwMAgcFNSSLEfHp4NAnjgIP9O7nQDNng5\nllTN3dTISiwTXSscE2nHAp+wdp6SPb/UycitdowEOAhc+adIogX2ft/heXNAMCcB9Mp71b2rdIeH\nk3NsTIl5cpr1C2p47XOES9jHxwByJBp2bRtfH4SGq13Y4KWzTQnaHJgSlDQgAKUYlmRjQ+Neub1W\n3qdSSwgkLQ3YZ3govYCRgIiDGy66xPyufL8Anlwzb8hOJgM/uQA7jW9erxi/nOG15HStnioiATum\ncrihuoclFnW7Bfj4Z4GPfTbuUUDq4fuA730H8IkngYeuAp/7MnBxC7z9LcAXngLeeQ0uaj9ur217\n8MEHcf369W8O8BwZnjfe9pYHgL/znwD33wd85CPAMzdiwNYKbLNpeTY0NDMNU+VqeKWIWUkEl9X+\nQ0wOjQfEfvC1Mp5muQSG1Wkq8ZkSwkmsKhagih2SoedktwJO00tno3IG0hyIap+ByAid4j8Efni9\nU4KXihAb1Jl7qGo1S6CCEhNy6rx/tsFE5sZreWVbwc+Jn7FdF67Aa+XKf2/HbROAyQBnZWRc5fEb\nXYtTITjaGEAB3VWg7ir3YIRWsgqdeV2whdV22sPEzJwAsLHjlL293lRjfDZ7YKGAemVUkliNlW3n\nQLDD63I1wCdIaV1qDiZgTACXAc9wrQgiYJg4ub9cJoXsi9xmYD9qBZ6UcQxrd/aJ/UYAyJkSwMWw\nSjTZs7VHnvhMCELqBl7OQKLkKVm7F/WfZM+0UGheQBaDAEvMoNxUC/i6wcueiGWqAnVsJ87DXutO\nfVxRVp74k2NhSqHHmRDgsEyxKBBoUX8uPPaYRFLf+f8UixVdUwdcLC0GubNNVdeOpgHslpZdge3d\nCGrXZC4r5UQSUFDxU3Xlqt8N30vjI1ZJuaRcL5fM9ZUIxvNs+qiJzGgazll4bKUxANur8nxIwVKN\nmiW9VCJEZ7L1sw48cxP4zRt2z//0/7MvLl0Avv8RW9j8wReAf/hjZnNPNna423dsMbuZcdxexfZq\ndDyp9zFX7+G2LAsuXryIs7MzlCP8fMNuv/mvgN/6N4jspAQMi1xe4MQOm9QKgVFKcDGgdBGqyaWJ\nR/l6JIpuFVF+QROMAIwMZ4Jz7V74UfQJLYXsShqsvicllCGWO0tAhK9LDwZILi+v0pzD8Iv9UW4U\nD4dPwSDouNL7JLqgJOD0cNs8rOCTgZfGleZCVqpWa8c2aH4U1dWyGeM0ISqsLwRWMDdWphtrAlzf\n0wlKpfs5AwWwK8+RYdXS9ZvVrnvecHLaE5zQBbavNmkuiUwSn6uipgojuyqBn0p1eAgyo700UYg1\nELunNtsCuLLlc8oBfL14ZA9WQROREhRmwOmmzr5aMny1PUbw9BJ9XH1RJTOUoK92IO9heZRgx2sU\nnAMEM2TISrZnNCc7RiG4lHs0sa1aDhZHk7YyIqvcQ+327KsAYToEOy4+JnCf+iCMJmiR0HhK7MsI\nEDSCJrFCgD3ThGhLz3+kfs5NgEZh4opYU1sKRLqrlz/yel4pWLJOYFdBnRKCuZHgvLFtxkrviedR\neyrqTikO5LpPdFUlsj1TjlQaCmfXPZVCO6d+xf6g/QTmFVkIHP7eU2IM/VE2Se3pfY3/xYYJWKl/\nC6wKcN5/j13Tc7eAR98B/Mj3AR98H3Bhi+P2DbZf/MVfxAc+8AH80i/90svu84oMz9NPP42rV68e\nwc4bfPvyp4DLdDMsLVa8W04GawOwsQGPmatOTlaV0UHLGkAIoMYnR6j0okGMGPQc556MTZNWGoxo\nh33mGXeBcFtkePI6JIKyFCBITNHIAClbrSdDEyjiRDG3mAAK6X+QRSm8tgMARK1PZgbjJCFvhZef\n6DVW3J2AobK952yT514gAgyhXdnOZHyUfA6TuVN6hmVJbsa0rKu5oCauaFMGphMAZIIS3Vgn2cDL\nkoB9MfCxnhGI0AWGFVjOgHwClC3Q9gPT01lmpBGIwe5zEkuR6TZLvNYl3JIpxapaotWxDpYmOOVz\nAoI98QmF+2YYsEIbVt3gJDjb8Q+iuUr0M4mp5QIbwY4mKuWrUZbqymryNQGVlegLYCxYM51bEqgo\nZBT3BnYKj10nMhnZPZfYg+6sFkBn4TUIPFh1VoQuh02Wq13bfF6TQ4Dj+/J14mSqdh9rXbnAuMXz\nEMBh07vOSZvn91IbphDtuy4QobupIxiCjYE9AZELiWkPambEGeAlMwSwGtvQr4GgQgERK+95ZM8S\n4JqeTG3dTDA+zbGAE2DyYA31g0YARLukPqTK7V7GZgCFYiIFzHqha1LAB7Egk8YKgEcN6nVif0nF\ndEECk594DPjMF4F//wfAvXcB/+hnjsDnlbZXw/C8IuC5fv360Z31Bttufw340p8AV98GfOoPgWee\nAN50N3D3FeDpJ4H93lY3Mla1ApioOSFCqT1WTHlr/7cU+WnFNjGZmnLobIaw0JRj5dyBoMpp1GUV\nZURBQ90rjUQOw5lK0OVeCBUwI0XDK+ajg5MhYvWkiCxpd/acCApsdS62RK4urZLLRLaH7rxEoDhx\n4kvSGzUzZgI/KhNRuEKcCRI32VxGNQPb2TIar83AzUKxcW9AP4Pnvul0r+jeKkWyG61Oi11nKwRk\newNPM9utZIvCAgzUoMF0PYzYKgRC5QToO2N/1okh69We7TqsdTJX2nLbqAL3nAyc9R2CRiD70DMg\n4bBmPE0eADxbs55zAdzloRw9un8VplQh2gREOQHYOaQ7G1fqKkuCDq9l1rO1NQRSeO+d9zsxjH/u\nQJnpIuI9lD2ABe4uqwI7ZDF2nYweDPCIrVCEUoK5U708C/tKgrE4EuYrd84IcDycXCAHAXY4d0cU\nogBNOhyDqDGOGpsGfDxeOR4E5LxWtxdiWzhpC6RUAjkHQz0+13E8bZXszAh0MICbARx7WHniWKAt\nsIdk+08DY6PElongTG5erxNHOyAgJNZlzvDo1MSGySA4Azwdh4CJACq4aCrd+osnVITjymCKUoAu\nLQgnLvYSr7vwnK2FjvLzj9n7Lz9p++9X4Of/M+C7HsZxG7YHH3wQv//7v/+K+7wi4Dnm4Pn23pYz\nYD4Bnnsa+PRvAJfutcHw9RvAn/wWcPaCDc5bT8IBQ6k2SaqC8MzInS1X0RLsVYKPtdsE6nqcxH0I\ngBRNMVPrMPN3Ai+9BUWt34vm9Rw4siQIsJJAI7OEi6nRkPUcK9UO+BJL+VOUp0QAztkZGlN0alkm\nTrwK39YkA3NxTClWePNs4GfNOHSNsS2l7XHBQoNb87LafzERazZ2baHLayX9XleCoAqrSE5fSCfr\nU074PTP5bhonxgJggiXBWw24FOqwcgLWrYXWtgokTvJ9axOZkhTmrQGmaeU9kf2YmwGBtocX36yJ\nrsJm/UDGeZ3g2bJVldsZG06OAjpyTYp5UZ4crYLbAk9VUBs8p48zhARFcg0I1Ggi91V/Glbvcr10\nWG6djfXTFdZGyJy02B9O6DbLE0XBe/sOHZ6he897XbuJbPfNjrcku641BwDoORpgzHkjULMRC8m+\n6loh7iNXiIf2A4fu3AEI6jOPFkSMDUUeuWAXMZmLMRHLIO1R1W8BD5/3bNAtgM4KeJi5hNg9kd0S\nUysQw5MqNYAiupQ12Wtv6Zlxv5IP6785KOY+tYfbCjnG6DzZGMjJFiCtckHS7fgT3VoNBnKXGoAS\nNVyISmOhZ6D2k2vWqzBxf3R4Itasc/FalbsLHFOeXVp9hHatAvjaTfvN264BL9wBzs6svuLV+3Dc\ncGR43vDbF34PuHAXcPc14Iv/HrhwN7C5BHzlk8DFNwGP/zHw/DMAOrDucSDAy9l0qY20becK5oQ1\nsUCA0/bwyJZlF5FLVathTkSe06cPkRAdkG9a1LSHoM5hSACuBml8tYJp4MqeRgdARNF0MwTSRSja\nSYJArZwUadFBViDDRa6KcKk0tHKTAUCd4WG8ys+RYTcydZu4Sw0AtN/BC6ROJVZjpdg9ZJD9gYGA\ntA6r6Q7PxQICyDlbW1f+LWSA1m6Geqn2vNoCE4uzphdmoJ3Ytfdqq9e5IaK6ZjPs2JGhKPBooqWQ\nTZIK9IRYcQVwBuQNQdKpHQsb61dTsyguueuUgHBKxpi5FoSTvFwEqgSvBHklD8+Wf+DnvqLOcM2P\nGJ4MPj9OvCNj14GoCSYdxtCXEjgJEnhUArdGl0bfkG1pwLTjM8/WhoXuy0wgKNaizRF1tfZISLl0\nMqXsiwJFmhUF3AsCYE8EjsrjMyGAjibbpH7Ww901lm04LzD2xQYn3tE1JVegyjUsiLaqgIfHa0zL\nXdVygBnlAlKEmYCO8uyQ5HRw48+uxTjV9XUJcoWGOd4LXwsQu/6P1yabJIAzkaWeyRii26KiMs0D\n+GwmMs/7bs9314I5xGLsZslcVPBzufeTgJj6qC5ZQEjsFBdsEk8n9lnVMRQecuKR9smTaPK7WQCp\nxsJmAnDjCeCX/zfLvv83/sYR8GhTlNYrbUeG5y95u3UDeO4rwN1vAS6/GXj8Y8B8AdifAU99kpNC\nA56/Ady6HoMFCR4hpTo5nlo+23c5GQUqQXIuQLsDX5qsXC2BtO8JxcZY7LO2h2tslPei9jDGWpWv\nAj40UKv2zwMY4oTTQVfIMOkpQswBEVdrLorsZogElgTsGg2b2AOtBtUGACfMPKwCBYLUHhmuC8iw\niWRtBmKUhr80uJ5CIEip9ksmACqcnIq1uVilDDI1G1hkFelrT6rIFe4mmfuoFuCsmGZkZcSc/qbK\nY9DVVZk3Z1ls4px2Vi6ib4C0NQPZ6YLZJNP8TFtjIfanQDrlMTZm4PPOVrbpon03TQBm0xB50sUO\nd+lJA9HIEmbYtaWV7Eyz55o5uaiorCYxF21z4lL+HS8nwPM0zqBdqQmkGeoG5Komej7EVmIiabym\n3mDiYr5eGozlAjxLcoHd8zSRdaGLECCbwfIda7aJUuHlC+w+VXtND74DXvy0pAA5cx9Ajl0eNgTQ\nGfDyHF5ihQDc3bPsp2PiQZXmkN7JxcAaNwRojSdZEZFTWpi0FG6pihh7DYwoS3BxsruszrFEcvUI\nADkLWxBFj9WHcjBSAkAJYROcKXFkG+O38J4n3qeSX9aV7A77Ud4Y6z1nMtWLAaHGsaQEq519VAWI\np8ENOqt/ygXeEa5C2gEHnbzcA5EzBoDOY4q1U1JNB10ETB79R9uphYE8zL0D1+4FvvYUgB/AccPr\nwPDcuHEDjz766Ot6UcfNtpuPA1euApuLwJN/DHzkf0FESyAGh1K0A4CimgAaB4pa9SPVwAKG1fQa\nrE3TRMT9ZhqcdmZRQKAQNxXS1A1Ic/jApU9R1tzOa5wEhniNGACIG8cGF3OOFZ3l3+/T4M/vsUqt\ndCGsZHdQAjDlFJOh6O8OGow0LBo1AcnIim2ocA2IJoGS4eUxxFCgAWVj9y8x6EwjmwSEyBZNGV5a\nYBJoggEJldkozYxtr/C6WSWZO7Bmpg0owC5ZiPg6B+OzNgOi2Fubty2QTiIya1mAeWfH6AXIzMMz\nsYjoptikXy6YnqvvrB/VE7uXdQ/MWyBfAHBmzypNtm9WHhW2Q83ULnCCLI2r92SugoZYCVe+bgnh\nekmxQkYiUzOsiBXKrs8lWG8E6q2wT/O6pOWRjqNzDDTqbXqheHhif6jGnJ3w3DOZu7zYH/ibStdj\nhT2TPchuIBgRUA/iiTQTQe3wN4PAme3jLA5BjSIGxdwUAfoaJsBLOSDYncbrOIh6IrjRgmPpdLMh\n3DZyS9VEwJYGpqcTIJFBGRMgir1Bd0+0LyKUN2eMvHP7xOes69Z96DfCNUJxmWNZIvfcor+kEi44\nRZFuEjwXkjLJKxChMVu4olSVYbrVSBxZ1wAebT3H0rBfnndbKZUCEACo8DmNfVwLUtlz1/rw97oe\n7/+8X9nODnhtM7FcTz4OvP2dOG7c7rvvPty4cQO9dyRHy4fbKwKe27dv48qVK9+Si/tO3P7wXwJf\n/jRwegvYPQ93F+UEr8w8ZqWF/rslsNcuyKzDRM8JIpcYEIl0sedPEd1bB8pYZQ0aKVn2iKycO0vo\nQTzckq6DzhVRg02WHXZ8z8shhoeG0++nBxUOuxzL29GH/Rmui5mrNRA0ddOuVBohz9qq4/YAhRh+\n55oGGeDxPwGRi2z5Xun/E4WtmaLY1AbxMyekopUg9TOevn+Cl8KYCTbrRABEVstrZlVzTQn8bJJN\ntutkLqU93Yj71ViXXoF+atdbZ2uzTNdTW43xmarpjzABoGtm5nOeLpi2Z90Tp54YgMoCNxu+LkDa\n0h2m54gAGImT5cS+KrGpEk+mya6n5cP+moAIKe8BZBJ9UZ78rQf40YQoF6TYHLlGG1kcia01ySjv\nTWN1+ryzIqrzFKvpiRqnDHtGKtq5JAv333d4CYiaB1BPrZRYmanbc9w0a/bMZz/z/uS28vxQnNTH\nJJ7SfCi3kdhPz1/FNq5s75roYmbbCNw0BGvjjI7GTIocN9IaKYxe7ezjG3C9np575/3KzeMgAAFK\nFIUnplV2zSMtdZ8CRBqz7D9sDoA2aoL17wnWvr0Owl/dP7VQJ1ysTYDXy0oJ2LKfoHMxyN+eqB+S\nkVPouxZIinTzEP/xP38rsNsTIkJu6O9oAZIOIrWamyx0cOGUA8RmGHOVAdx9F/De7wF+7G/huA3b\nZrNBzhn7/R7b7UuHs70i4Ll16xYuX778Lbm475Tt6ceBZ54E7nqTTVQ3vgLITw26HBK4GheD0wPl\nJ8ATfymU239fQ/uSqc3RKisPqxSJTSWOyzPCzXVCo1ZtokjJQJCYDTFBAg6ZoCk1eDZcGT50hIZn\nWHECtr8Gs9xVFdxfq0EaOOVWkTaglcG450E30AcARcDVKty1ptWRMuhqktBE64yY2of34WJnakPE\nWrRkz0wGS/WSxHgUkPHp8Aiwac9VOwHVPMEjflLiMWaCHs0inIUyAdC8mMujUoezn4H91oz5jsAH\nO6DvrR8tG6BuqWlgCPpUGGk3G4hVRuA8A/sTS0y4uwPkrR2/MMFe2tj9lW4AN61k6gQ8qYXaECAm\nRuspL5O3L4Fhz/BQ8g4DQ3IHOIsIulvJ1Lm2o8RYGDVA6jeVTGMbIsJSNnZsYah/qXb/m0JNRLZn\nlDhJttnAwpqAs25szlk3N6B0L5XanNT5exDw6tl3A5Uzv1dySIEcYepCgFN63PfoGhHYU2RUB1+n\nGAtyQ8mFI1eV3I9yTy19ADkcHy5OJmjx1BGIcav+D55brt4xUZ/bLfDGhnGUEiK5YQ/dyqjPEbhZ\nCRoVxu26mBwgKudgDuVmKnzOdQ1Wdd3b893C7KAzPexTKobcG4XhtAUZ8drZmRx2OoE2kPZD7LLf\nT48/ZbSWGx48loDkzKizSb8nI6bzCBRpLKlg8u2vA3/wUeBHfgrHIqfntsuXL+PWrVuvHfAcGZ7X\ntp3dAT71ceDmU8AzXwTu3IZ14ATPKZIz4Lkjkk1QnpRKhl2AqJGxaWFcJJZ1EXKJSbzB3DACAWg2\nuaQ0RC/QYHQCmQTSuoxOadV+I0DiSQC1AuKKR6vBRmMPXS8BiQavjGcD//NY46TFQzpz0wncQLGh\nSgCs3Y6xNnipB+kOVq5Ke4ULJQWEGnCQDVpsmXL8iHKXCwQ8pgx4pjsEsFWxooYy3R6qPJ7ByZXA\nZRYIIqNRaJBLNvCTE10qyZ5zbgAYWSUB9VTNFXIitidbXo5dtzxJ+xXoq02eZWMAabcxEDJXoO5p\n3DfUkixA2gEXZvssZ5soejbAJEaobIF+xpX0zD5SbGJN1QBAWuCreCVwFKBZaagT2MbsFxJzK3ld\nafG9RLpiCZARzIL6colVcmvWR1omy2OXb33jxI4178gMUN+U6eZL3c6/Y5vu+Nt9YoHKDC8gq3Ej\nMXtZA9zMBDUz7P/EibRwfyXGzBXOOGpy1HiXMFsLBmXvXglIFgF9wEO9F+6/8v+OfXtle60ENqva\niWNNIL+BTGYK++U5soBIC8BJvNJ2rQQj0t7IPICMnzM2PNbIemQumnwBRxshFkhgoac4bxc45NiW\n/ia1cFcpZ9SGEVkTIzGllZnlHiWznQTOeU8ZA/Dh8T2bt/owdV3ocHerXFUqzSMWqDccBH+AtiYl\nayfZXWcxOzw4wkGUxhSAH/qbwNveDVy55wh2Xmq7cuUKbt26hfvue2kl99Gl9TptN58Bfuf/BZ56\nHDi5YJPCred8weNhzFriaFIVra3sr4tWxLYbyjwYeP5+XHG0bqt0rRBqD0Zn1aqEYk/PELwh8FkH\nVqcPYCfDs/T6wGsxwDqvQ5ls5aYYXWxeB4vG3CN4uDLEigPRagKiKjQNgwxALzaJebQJDbl827Xx\nszasfnkcrXLFAOh30glVrqI6AZO+E9iUzihxAoNW+gRBEtZKTLmnEUWyds/JjPuu0+VD8LKBTbgT\nTF+jEhISP0/ZnpNEvl6EdDGwdCEBF7K5btYZ2G/sb1c5SRPMtMkA1H5gfOYzRnKdEEyxrtY0W3j2\naQPqKdApcJ52wETgNBEEL3s799RiYprAZ1dtAs3V9e/Rj4bJXQzBRKazJZgrdbJJTLmcQKBcOVmr\nTElH9C0BXlWnl5s0ZSCfmXtw3rC9GyyKjf1kKQZwlgycdr5GAG9ZySmFu6rAwsi3iRodMjmzJnTu\nXwjqlBdHLhH1QxVD7RzLNVM7A0aB8TpqoUvt3HcLfyd3lTOiiD/lw0o5NC8CMyMj40LbNtggtn+D\ngUQQ2Mmm9WEf8FpTDl0SANeiZLwYVHluLr6XbkmLQDElLgjm543tKz2ihN6dyG7is++snaU6bols\niRgh9UN0LhZABof2akqIOmZcyKQcrJYvTGl3nR1HXLuAnICNMjSXEvOAs0C6Xz27Fr8vBXjmceB7\nfthA+3F78XblyhXcvn37Zb8/MjzfxPbJPwAu3wV87Hcs6uX6F20wnp1yxaBJXuCCBsO1MNy8gwsw\nDMZhabHy8JWQwIeOz03AR66vvLH3lcAn00CsYnU2cDePv0ewHaKP2wrkbUy8PcegHfUyQNyvJiJN\n/i5WBA5cdBKnajeFbvssUGDgKCFKAVS4eFXMUs/BAClstgGRubUjQmb5v7KUQAMZowYPn1eBTGWI\nVfSGQBoQbaeLl/5HocjKKyJmbUkGYFMHzugmKtUmzEL3laJ1pkI2ZgoglIu1xwRrk1QNLM0rQ3An\nshInwFkzULKvQD8jINsC64Yp9xfghGkINhfhbq4TENCcmGanJepbuGeBAAAgAElEQVSD1sjMnSvQ\nVew027ULcPYOD8s/cIEWeLFZ6dAqJ6mmlW6LthW7l4EQtQ7gXKC8JUQpE7JNSzKgh9VYnZOZbMtq\nE6rco4vaKxkrsm9D8jy6RuZE9o25eeZq2ag3BDPbTJYuw0uYqAxJ8RuJyaxjAODsH2Ji9oAL+8ea\nW3ov95T0OAI/cklpEVLBfqhhmWPxcFCwFTGuEo+Twb4GuA5H9mhkokCQITdVQuyncS/RbkK816JI\nAEaRSIhhZH1MAKaFG1CLrqKd+V2Si0ksD1mZiRfWCEJkfxVdut3Ahcs50X4CHv3pZWwGG1sEZgT0\nEYtWpdAY70PMTkecV78VABKwkl1PgFegnzvwrh8ELt0NXL4XeNcHcNxeYRPD83LbUcPzKrfWgF/9\n34HHPmuGe3sBOL3DcafJEFwNiIVBAAIheVH+EnVmwGvCjAJAIMTGqrv0Ur7y0b/tkQQyWDXep8RJ\nvZqByHMABC/j0HlOVumu3B/ZJgC55FygKHdbjgEK2H6irxsGgwkcUuVzrHL1oQyCZyRlG7RKuni1\nSQhcnXWCosYilpW/EeOy8vuKmDiV/LCnmHxW2CTp2WVTsD8CPiufc+t0KxDcqRK9ch4hwYWlmGCR\nUJO9dzdYtom2TDExlmYMSm7MprySfckMlU4MD5+oP0lwF1amSHlOwIUFuFiA3QycbUzns1ZgOeVz\n2RqTc0cga2/C5mlr51UJi2kLnO6Adgb0C/Z6kwHMwLyHRYedwd1IqRDocAJNs713LU+K593ZT+TS\nVLHHwirlY1qBBLYZ4AUfnfkDnJFYs4GY3gl0siXmnJqBOTQDFGfFmLg7FVEWIZMZSXRBdQM2057/\nYeBmKwBEQKQq5YnA1cG67AainwrQNBBYMTJx7aYTkjZKNbc8dFz9mu2nvjtWLJe2zFlR2gZ0fs/J\nuKZYTHntObX1cNEeEs8+Tyzvizj99wrumvCHsa6QfAG+cT9FLwowocc5xO4ISI2apl7D3dn0mgBV\n+XAKf5g6bd8ET3tR2E4qyTICIQnEnY0XKycgk2Lx2NWGsoOywzyHcvIokaCuTcmhdHzNAwJGYybm\nex8E7r4feOt7gLe+H8ftVWzS8LzcdnRpvcrt6evAZz8L3L5lHXq3hkFhnwZAw042QQPDQy41EWhk\nyzAlc3koZBz8nafd1wDhSkSCOwjAwAatgJdTwtSgSKAskaxfJ2xwa7Uhf7OYIFUKL9RRuAtK90ZK\n1hncOlwrQYEMlvzyHi01tIVW817XpxwCyAa4fskjzTAYQhoXNHiYtPKRdLZRA1x87HqhTEAkJivB\nQ+aXBtduqPJzA1fVnHRqhSdRrA2RRr8NQJi5jESXI9s9eMRSYpg0/2cCoLNmk83cjFHZkJ1QUrqp\n0EVDg15mYyA63V7bBpwswEWCgP1k4OesAnu6xVo24LMyGuuk2r1uNgRCp3bcs2xZXcvG+ulmBdIG\n2DLnDxYAW5v0l2QaloUTFgrrsPG5+Wqa46GmYPWUPsEFrwNb56JxgtRc+Ow4oVfAMz2fVNNwlATk\nU+sjS2EbJOA02fjtjL7riYCS7saT1VyOm24ZyKds7wvg2W9VSuD8hD6GhleCsArW1OL9qr6Wszi8\npwXmJlSUo3RqWjQox5Dsg/oTxj7PPqXwaeXiUqCAxroDC8CF90AsPsTe+CROIyf3j8a1a2049icB\noQxgjWc9MkEZ8KgkBw/93HXpDW2Rs0i6Fo5JAQnP76Rzs7+puO5WizJek+tpBHRy2PNOjY4nKh3a\nZ8Ih0FGbjTW43A7y+kA7NobYO3OUhrbQ5x24962WOf/k4hHs/Hm21+zS6r0fXVoAXrgN/Kt/Afy7\n34pJX+NJEy4Qxk4DQcbRvoQvnxKsg2caCiDcXarHpM8XTZJpAAg6Jo2+3FFyHanYZUrwcgAqgolu\nbgrwOJo0OiduZZYFbPUj/7YGoerWyGh1BHvkEQYpjKbfi4AMwrBp0NOOx+DXioo6Dhkj3aN+67lZ\nEMDGkScN4AgyW4dpKdzCHk6kEqQC8V6lMwSCVJbAI12mQ+2EErjVbu239mDJPLnbEkyQr8j3vK4C\nD8lPCcBkAtopAXfI/pRO90oFpttkf8QAZQNBZWP7YU8AcAacFOBKMWHu6WzA52wPrAQE7QS4A2uj\ni3sDPZvZgNCFbsBnXwkGJ3OJIdt1dGpwVoSQNM+wkPkpNDrIBugawWSmK0sr3rVRw18GoMv/yIhQ\n8BIC3AYDMhkG8LYbToCrteFagNMcEVfKity21ldKIrDZmftgC3PrTaB7kftIdFw4VsQS+FxIxq4m\nFm5lV9x1lp9I5wrIgmxPD7fqWHyzJxsDo/mQK3gM/wZigeJjQ6BD44/26ABoDAsQt0V1+AzxXEbX\nTWpxHIXSCyApIV8uh4uf0UWvLefhPFycjPck9rsPxxdzKpCWgQNdDZLZ0E73lu5B400uL1G6CYjA\nj4GV87FJwCQb7Dl3+qEdO4iCRdyTgkG0MM3sM+7qor3SMe57O3D1HcCDjwKX74vF6XF79dtrdmnt\ndjuklLDZbL4lF/ZG2b78JPCZz3CCUyelldOgBYJJ8ImURr0jkL6vAlJ0cte4DB3fxcXD8QVQvOIu\nJ1MMg6o1RAVgmEHyMG0eJ+dhgC5xzjKFC80NRg5QofOsutcWRtPZqh4rQPBjT97HbXTnpaE9PGIF\n51ZPbEs3vBUH7jgHVDKuPJ4YFOShXftgvHq8781Ajdxk4HHcbcJJSsxD7XQz5NjnQDQ6mZZEFaHl\n/lqbuUMrX0vzUnEIyPrOfis2bSEAEhA6m2n0pSuhWyp3unEKGQ6KdDN47IXsB4BLs+l07nTgtFpZ\nkQagboDbk2lVtsmOMyfT+2yLsT271XQ9fTHx83a1z6XlQbbzrZNd39pZRkOsIsiCbazPqRK5amep\nny56bohn0kAACRMZNxjjdKGYWy7v7BhLAV5IJkI+TYxU4v5zAS7AAMHJagLwGcYCKMRcLA5WHLha\nuCaxzMPZAMySrU+cYaiOnoyx2TdqbgSgMWh4fJDgQBuGDmdRBToKv/dhwr6rMaTM32KcXCczgIoi\n8MDzFcTCQwu4ggAbefhuDL9GOmSQtOBR7TZ0glxdrOzcMI4TF0hDExy4zNTeffjcaXRpvvjj3uAZ\niHVdfUWwNmKMad/kEpPNdu2N7o8LLXdl6VrWeA0EyOrr0C5sU+/Ia9gmr/umZ7nG8S/cY4uFt/4A\ncOlNOG6vcXvNLq2jO8u2j/wu8Ngz4e7INMxKTDXYKA/f9hWRVk8YBmcPMONi4hyMifuIU0yI7gKj\nlqeI5h9WGz44cxi4vsb1lRJgY78MhoeDXEK/1sNwJUZSVfrKM1fp2j8XM4olxaREgsUNVUKsllyf\ng+FLGexhBZUAj04DDOAkGpayCcORM/U1fC1jJePo9bHURrx/z++RwvUlF6ADQ+3PHB6aZAC4Dknl\nMuTWUvZXuSJ6RRRfLPByEEu3lX/rNuG3ThAkxoBtXmtcX0rw0OhUIgJpV4w1SWC9nUqm4pTlJJIB\ngXmySCuFt28Wc9fI5XXK6KzT1UBznYHbxXQpJ6tFHuZq+qCUDbDd4b2fTMBJswm/NUYasp/WvbVf\nHdpOwmtF14D9vVeGDVNL4+NEoJDPYAFdZx24lHhvC4FIAW7DQM4pn5FCyedubXSxGUg6ycx4nBi9\ntcJZCvWDRhZUrqc1G0u04/8FBDkEtzt2Ey+smeBaMWeA09AX2bcEWNQWMipiawVu3OWkMY8Y/0Vj\nusef3ivXizKMlwxPnKnn4mNF5+F16HWmrdLYORiv5xZq6ARMw7gEbYEWbS7e5VgbFz2yW27b1Caw\ndvN2KTC7WAfbBzueM6m6VtCm1OEztovcWH6NbHNneHTeHHasL3BAmng/Lwo9lzEkwLpwD/Cm77Lj\nXXyT1UbcXAKuvteCB47bN7e9ZpfW0Z1l26VL1okbqWyJcV2UO3RqjVeFMSvCyt1Nw8QpYCGtjDIu\np2GAAHABcju3OnJKejBUbRmM43h9ndE63E/F+bRaUdK+koNVEqiQG0vFILWaGVeVS/PmCv+2tg4T\nVPI6xLQULsncUOqaZUxafN/W+C4hAI6Mlq/OGiwUPE5rW4trSd0mptHVpglAWienrdn+0CNOYfw8\nlwjidxKOyxVTAdcN9dUm34V9R+zfovpMCE2HNEQCPmsjsKPIti+UKHAy97DsGUhbu7bbzLUzVSYu\n3FkJBSUgnC/aMaYKbFkV/a4E7Bjh9UIFdnu7ljsUPs8VuLCx482wZ3C62uSfm7mD9hQSSxtRtna9\njeALYK6fjYEAgU+NDxWpzJlutBZtiWYVyXsHLjVjhqZm9/lCBm4n0+hIC5PBe67AxdXC+Ded+hy6\nfgvdhK6JQ4So7xMzWyd7bjuwhlah+4oslEoyeCVy8Lk0OMMrwKDFQcehG2hkZVRCQezMmNlXbqCE\n+E76FoliJ+7rOpwEE7bTdoDAILNj+4Qt2zYAJL8GHYtjQlqs0V6520n6RsADG2S75AbEcMwDVza/\nS8OYBewZ633rdj+uF0ScV66nBBzoeCQgdl0N6djEsepaqG72Bj2Ap0drwc7Rh/ZXEIgu1TWViHty\nd3wB6m07xn3vAd72wzhur/P2ml1aR8Bj23/+D+3v//kN4Hf+A/D4UzZQZbzTYAjE3igZWsmWDC4n\neCREQgyeVZodDpi9DF8OY7C2AAgZXDlWhBVx68GVPq/FU7jzGke6OfNcElgrZwUAD8mU+y3nEIfq\n+zGV/GhEOhC+cgQowzIAKdjrhfkx3BiM9yLDq7dsD33moE/tP/zek5lxK4D7/d0QYjDWDcibuMcc\nlxARbGxvAU0gnvmYPC7BAI7XQuqDgeS1X+gEQRkRUtxtom8ZHqq8FIIfXtuuERiRCZI4em10WS5A\n2yEyQ0/GOuwKWTGYELkoVHtnup6TyfLvbHh/JztgW4FLBTjdGOtztvL8J6b9Ocksy7CazuesAacE\ntRfp3jqjy6Etdp2lG3O0PQlWS0JaRdO4ZooMppL+9Qav6zQTuEycmO7M5rq6QyCSsoGxS9Xa+kIy\n0DNn4ET9gyBJ0XbrZCBnV4ylUt2ps0wNTrb7h7RDfJ56fqOLug/j22unYeh3Ld5LuDoJ6AyARiBH\nEU2Zfdk1NAJLPRYCEuyXzAWK9uGYk+B3/J27pTTuWtyDgyxdf49786rgORgdRSuN4MHHKBARSrxO\n6W8wDv3BbvmHw7EclIjVHUDPKCsQgBY66Wtcr5fz4Ym6fNF6bMMiNXWg74fzyE4MD1UASfts7wYu\n3WeAvVBTlwvw3X/PXh+3b9125cqVVywg+oourWNIemw/85MGKH75/44VmieTEvgBIkyaE1Te2qQE\nxMQu6lq0tv6UY6LjHKMD1smRMRjAS4IBoD4YTLE4MowANQOk7AUQlHRw5bGUf0YD2nNCIEBUhw1k\nB088p1bISrQ3ApgxiiMBnupdBlBto5Wnp3FPAZT6OoA2IEBGHj5DTDqi4RMC6GhF67mOxBj1aGtg\nmFA0meVwvYimP58pNwHuChgpexnJomvWdXDyOZ+LyMPpAa+SrCge5WxZCxmITpEsBcPLQnaDBnxf\n4TRXTQaClskm9tswYCD2Z1sMGGwKsGWm58sLcFenHmYGXliBs8VcXWdkii5m4GKlsLoDL8C0P1uC\nh7YerpSXHefGaqxUWoFyke68Eu29UPi68PyZrqgt2+T5AtxqdA0mA16XKnBpH0BHOp2cYPW++AgW\n0CWVjbU5Tab1ORvblMdVtm2FrPfh+Y8gviD6fVZf0OfD85YeRoLfSb8TMOJx5VJ1oKPJn31cffRA\nuyN7JFBUD/vqqCUZ+6cDE4F2HXPoswegBzG23EUkkFBxMO59H9kJxPh70Tb8Tq/dbZ8Od83AgQbG\nr4+2xoHcyNCSHez7OI67tXRO2ppxG11iuk4tDKVP4uPCfe81F1XZAO/5+y++7uP2rd1es4bnlQpw\nfaduP/3jwE/+sEW3nO2Aj/4p8H/+65jwHccIxJCdkcZCwEYrthil9m9tZowBKvRTrIJ9daJzCKR0\nA1Ulkfbv8FpGWsFIWFO2OBBgalPlc2R4sUvaT99PLr2SCeQGIzQsxJzW9vuSwVJ9IxkPgRWuMlNH\nhLGmMHqdeiMvKolg0HLBQQ0iZGNjhtPHpMRzjoJuuRykoxA48smE6PM8AzWyQGWCu8QOvuvRRprw\n5K5DixV8r4iINN1KMzCigqwnPHXvcFFwAwEQn3stFq3UMt06AkKVSQi76WkUPp8mllEosMroMHCw\nWRntBAMNm40xI3dV4PJq57iVDEzdgYGai5Pl77nS7f1Zsuu/MDNr85mdf5543WcEHov1yXU17c6e\nD6HBxsK+AWkGLnYLs+8F+FoBXmi2b5+Byw243IErC3C5MFkjFeRyM50lAzinCG3PDozYorhc+0pw\nqsmRXhFnRjLZJXRYoVjEmMpsQ2UZVv0sZ2wGQFSk8VBfSUO/G47n/RjRB6W7GV22AhtjoIPctgfB\nEMMxD9hQXoMSh46RWl6XTO2j+x/GTV+GscJ+rmNprDtD1P3jYICG/h8DQRcaO8uOyvZhhTNpurGc\n4XpK1RNUY2Y2XB/axlN56PflwDwawKnAfAHYXgHufxS462FgOrG/suXrLVBOjiDnL3PbbrdYFIr8\nEtvLAp7WGvKxWMeLtpOt/eEK8NM/Brz/XcDjTwP/4neBp75moeQAAih0Lnq0ckuM6NGqR5M74AMa\nPYDPmKBQhkifiwU68H3LKM5x3NR9nrVrGo1LJ+XK366Dcez8vnKynopjpwBTAnfD+X3R1OMYicDP\nV3sIQze6wNRmTu1P3jQG4rhqG8WODujacM86r1xmgxjcJxS61AS0RuNfhlVdwuFEIneC1wZK8bkD\nH51kcNll8Np1/bxnx4g93nsb1qH9EMBI+pxtCuZNTaGiki3bZL6fKLBNBn72ycDEbgXWxdxOazXQ\n9AL/kCl6rsDFBbgwUZwM4F6C77MKPFsNQNxJ5mrarsDlCjxHgHNxNjZoPSXQYlRMVUHUCmA2QDBv\nDIDtmzFZF7KJoVsCnp4NuKRi4OfeDtzdDAyVxrIWTAVwCwZsXigGyvYlwsNXglgl7UMi6AWfpfod\nAUvpg0amRbmIic+rwPqKgM0B45MO+6UDagGD8fOhz7rQdgAIGYgQ7B4LIJVvcKZx/Bv6s61SCFoG\nIa4AhM/RPT7XNWAc38NvlAF9LKXg+hjtz/b1lBDaVXamIwzTCBTa4b46jl/LsK8SCJ4XhSOF/egS\nNmus5hiXipJzhme4fr8PAA//MPDuv/Pi747bt8+Wc0Y7mOAOtyPg+Sa2zQx898P29zc/CHzyi8Cf\nPGYA6Pc+fbBoAJIBjSqDSCsqBqcBPsh9NTQM3BU4WHakTACh1ZJWP7DPlPSvI0CQPpjK8DndKeOK\npvcXA7KcbNI871Jy6nlwY41iQjea/M1BeYCXMLQFcGpeqy+BrLQZ9A/8Ta3WDmKjxu9cWzHcuycX\nIwJMOVwGniFYk1eN40ignHldujed0zVNzTRROHcdqQT4GtP7O6PV4fS6XG0ZsISLKSZXZwM0EfJP\nYle5z0oztgurAQYGs0RR1gzsttav7iQD6mfZXFa71bRnFcBusjw2co1c6BbddQWmAbpGcHKrAs81\ncw1tNsA9dH+dwUBZ3ViU1HJqK+HMxIfTDLTZdEKNpR5OZnNf7RPwJMydtAXwYAcuLXZudKDvzS31\nXDXB8gvF3GoqrFoRbTqyNAIpaqeJz1ch6VMPXc2U+d15MCRw2+g207NBLE70XBLgLi5FTqqfjaJe\n16mwX3puKvY5Zyo11tZh3364v1w7fh7ANXtyHWvc+iDk+NA4cLfTOFYFGBLMBdnDvXOgpxuOL/Mj\nMNeGe3qRu2oAND4m0yHoOTh+ChDX9T4Px9ExCeKVbsJdUmzvDuDqI9S7ZeDKW4CHPjhocGZbRB63\nb+/tCHj+ArdH3w5cvgC86yF7/3ufsf9ucHoM/I5DY6PsoSkdGhvtp4E+YhcXGOPQqDjT4B8ifNAD\n2GjgSvfcdbl2ZjBeY8VwZX31a+w4iFTwVdQAgHTRI1hwAzq0x6jH6cCBTsI/F12OEOQ65T2CqxTH\nHF1SY0JIAVABCV2SaGxlCB71PZ4nRPeoB9ACrOjccl8mhTwLdA2/l8tLRQqd5SkxiXbAI+v8+WZm\ntuXknWZOvjl+l3AOFHWbfAusFEUCcC9vAZ1ZpYtFj8k9dZsRW6cw0HtagGc5wW4TcKUClxPwFvan\nF/bAzW7szpXFANMJ2+2FDjtwtvl6TsCOkycqcKEZAPvqxkDO/Q24uxpY6tmiwp6cgOcT8AIzJ9eJ\nkyjbZwJrXYHFPsmGbZK174bPqYCVzTmOZv0+BSAYc9EUdY52+CxzHfoGop2RcOBGEijXNu7fMLA1\nAxBStXDPC7UO/Y7XcpBcczgE6HLynDKINhrHoca+FmV+mToH4vgHCUC9E9u5FNCg43rKh/Gietiz\n8dgOVoZrwwC+RiDnPxrsqoed8/gjJZXO/bYnuD9wc9G+v+sacNdbgAfeB7zpERy3N+j2mgFPrfUI\neF7D9rYH7O+3fx94x5uAO2fAV27ad+cNhcR7ffjMX9MAjS4THQPnDc7wW32+MkfECAL6MPBlaAF4\nksHz2U7Hg/bxIgfgIkM62mr/TQvD5wkHx0PruuTWKvG909M4BGaJE7yqxzPh70HbjODNafOhsUYA\nKpZlBIvO9AhEwfapw8Smm/YVvMQeao9hYpARl4bH2503N7Jg7rLgdWoSLLBVLJspJrA0gJtEfccw\n8XdwAueFuPul2DXrtzO/E4sxVwMcb6Iepts/K7QJAz7PrwY4nu/ATYKsTbGQ8Tdnc5Xdygb2Lm7Y\nlgW4cwo8dwu49354HpV0BpzdbYDoKoCHFwNfz1bgsQzcYrLJetHacpsNrNxF9mULghowgWCNeyoE\nDzPvzcO3Ncb43JRbZiz+6c9tBBMCC7AJPoOAa+ij3kX4PM6zNb3joJiwnp+zj+yTnWBIUZOqZdeA\nyPUCRBmV4Xiez0djgGNyjChzo6EQbn0mNDaO+aHfj2PKj5UxDjMfXwfzTxr26XGNnswUh59pLGg8\nnLd5uj/tj2TAeGR4egce/m7ggbdHv8/FmOG3/dBLHfC4vVG3nDOqDPVLbK/I8BQlSzluf+7tv/1H\n9v/jnwR+5Tfs9Re+bCtlbTIgmrgcsPQXvx+ZkPH37tLiLvJNK2weOPx+XFX5NWiFdO74Aja+QuoH\nX/n5x/f+ZgRFoHtBxxvYJl1Ehxm6dTif29oU2hi9bxhWyMkP498L0LUe7kPtNIbsg5MIMNyrH/gQ\ntPkkpHOdWw8owgodSJvY0avGIwDKS7FyDk7T0FYIQNgGECWXlli4VgfwpTZWNFyL40wEQ4UiU0WK\nCQgknivrP1mkebLPCoHAFsBbNvBklAUW2n2nAc/vgecZrr7sTAh9F4z1edc7gO0W+NKXgLc8BHzm\ns0CfgEsnwHxqGpsvZeCJYi6EbTNG5tpqBVFPFmqLVtMASWeTKxmaFs/VGS2JzzXZJ3hxV4neHUxQ\nl6ICtIqqUh9BCjbMmVJN9HyGrqnqsBB7ARj2O69Fh8Pf6fhiQDpirPiEz/trPLbAuu6rIY6lxdRg\nCpzZcDAh0MVIK5fT8EcCcinHosP7+tgOfpFhr0abkobrdHs0XpjGSB5YJgEmDIsSDOfScQb7CFi/\nmacYK/c8ANz9sLlNH/l+4PKbcdz+im7flEsrHeXm3/T2wUftDwC++izw2x8HPv0F4Cs3gCe/Yp/L\nQJ8P1RwBiozJ6M8G4OJZ7aZVnxu+cxbvwMaMxgnx/zzwetGWXuaax/P0YEJkjH1iP9cfPePxsE/H\n4ALI8GRmXavCYXV4kHMIL6bB62AQfRWPwfimAAo6Xh4mGkW/qS2UWPIAmI5ATs+E53Umrw+aBES7\n6BrGiconCwEa3VOOzMPe3DlcIhJlq7bZGHUDis4LALCmVYK5sHQ/SovgyTUR2b8TP3chuNwXBEGg\n66nMQF6s3MO2m0bniecN7D/WgP/yvwL+8T8G/sk/AW4/C8x32bkub4AHm5W/yM3ASKkEaT2AQEkW\n2XUGRCDAOQCo9u28Lk3YYgi9u/J96ziIWmrnIue8LYdn6/W+9Px0DVMAJi0m3AbrM8R1+CJE/UN9\nr+Hcgx4mffWbc2BD3zmzNIyFjmhDAM6++Fjpw/H7y/wfQJdvAiPDdR+wrTmeycH19bgHvw+1sX43\nfjfc50uen03wjncBf/fncNy+A7fXzPAcwc7rv129F/jZn7LX//w3gC8+aQP0q88Cn/o8XqQNGRcu\n44ooAQcj/OA350CT/+AlPn/R6u8V9mnnjc5wTtcTAAcHPFgFDj8dDe74mRtw3tMBLuqWH2XMR5KA\ngxo4L7r8c+3VcSC3OTzHAE6UPFHuip5wsOou6bA9xECpSvooZkZiiYs+HFcT7zD5uIsDob0BEFXq\nOTnJPSHwoxt0V1iPaxKQGxM2luG4hftJozKWcwABzaSLqRY11XOIe3O1cPIZNsFfkMaIYfq5ALcu\nAKc74OJF+25z0fL8fPETwFtmK2T6tb1FWz2QbH7/+oklFLwzAbd4Twsnv9YMUKRNtHUa3EUSmnfA\nGZCDjL58OYIOZSRW8sN82LQH4yoJGJHVcX0NEC6hNX7n41NMm96nOE4anrGLk3VvOQCEmEG/jqGP\nv+jehvc6rgDgKOIfun4M3dEoDP3cGdAU/VIMTzr/u/PtNjyD8X8/d1x3lQ2Gb7wv3btcfSPT9u53\nAY++z97vToHtBRy377Ct9/6KUpyXBTzfiBo6bt/c9nd/8vD9H34S+NPPhBvhuVvA87dsjH/6z4Dn\nbx8ChZd1ewEHxl2G5EBXMOw67nM+vNzpaCBS4g+gTCJG/2B0BZ07znkWaTS2MmYd8MJ+AgWj2PiA\nTudrlXXwCUbbAI7G+9J3ynvihx3uT6kESg6w4+2JYFvcnRSJlJQAACAASURBVIAAQJpgNCGmTrEx\n28bZpmQagnHy9cena8sRASSmR/cppioj3DZiKARkSrf2lNtn4jWXRNACY1BmurCUwyan+ByJ7i0i\npZLM7dRAPQ8jo+7MlnTwuQW4NQF5B9xbgXt3wH0F+FoHvutu4PoJ8Ov/E/BgBe5/G/D1q0B7Hrgv\nWTj54xNwaQWunQFvKcBVsiV3YEVNb21MPH0bLHxKMLRvxlQpOaMiD+vQ78V6qv85IByAYiegOQhT\nxtCXogt5sj8J31WLrQ/Ps3O/Djh9No5XHzr6bRl+24KBGdlCBxkcs67/Ud/j93VMPMj+4hePOI5e\nO/iKkRJgKLG2rsBXin44NoyPw3NA5XwKjYyhLcVEjY07gB7XuPHaGtvTAwl4X489A9QT4D/6oSPY\n+U7dvlGw1RHwfJtsP/Co/Wl74jrwzE2bLM/umFGYCvDHn2KqfjIbhYZyXYcJP8fE3Gls3D0lQDIY\nJBctD0bzvDFy0DJaqvH7dHh+N1SjceVrGfucEfV3eD2aPF50jQkeCeaX1Bml1AYXHo3jmBlVlyAd\nkBvh4V5V5f2AgRkmJU+oeA6IaQWu7LeaWUsJUOQgBfGZwtCz9uG5lZFXgEzRQYnAI2HIGUNX0gS4\nWyl1E+MmgpzC6LDc7di52O/kLvB7yEBfLOKpF/u/wsDDWQPOuuXdeaFbxmUl8tuvBiq2exMqP7IG\nc/OpFXj2BPj+CtxcgY8uwE99DfjECtx7C/j1Bfj7W+AjF4GTW8Cnm+17bwMeuwv4N8VE0Xd34L4d\n8FAD3npqOXhmux2sxepo3SnA7W75d/bV2KGl8n0zoXWF5SVau2lTlL1aJS18JmaJFoGmAxcrDsEG\n2LZKLaFJHT1AsPJKqfN5v+P4zGno9/p5QxQrxiHIP48LDgBQQyQpHSSYowtJdc4AY/D6eI0DcIkf\nE7Dk6Mfjcd0V3A7bReM4cayPYGoEmJntfnA//N2oSfJQ8oIQkst+AHh2BzzxZ8AzC/DHXwROToAP\n/zVj1o/bd8b2TQGeV/KFHbdv7fbWa/YHAD/w/hd//29/F3jsCRvwv/tHwFcZCTau2hzI8HMAPoEL\nMIBGsg7GDj1YiY5DwzkaQsc6g+HxfdIAnGTo+JmzRT0mFAc2CNcPEOLkKl1AD92GzqVzCFj46nOY\nmMq56ysCGxKtqM1StJnaTdek7x30IMLOtcpWU6moIxC5gzw8nOfweknNwEmqfJ3ic4XLJwSQeZE4\nWWAGMVHkPFToJqCpJSb9nlnpu7Aa+ArsKsHBQoADAzZn2QTJjSCrVhMS35OABxPwXRW4pwBfb8Dn\nLwH/egfcvQA/ugVungK/BZus/sEW+OM7wGcq8Nc3wLsK8Ksr8PMJ+NUrwF8/BZ7IwL8rwA+eAj+X\ngGcS8GcnwBe2wGdnu9XtqeX5uT8Bb03AmwE8tACbM2uXtVvx1f3W8vTczlYv6yzb/SwEQDvwnru9\nbp2FWmFJGhvYbrCM1pmvnQ2Uu6lEfxAL0wh8vX+z30gE3IdnaEjfnl2DtbHruzrBEBc5PukLMKTo\nDxqUeTiHwJOua6xW3kHWhj9tAhoYjs9xOib2awJzPb7vnSBfA6fZvXqiUQGh4Xxg29Q6LBb6sEOP\n/Vznk4a+r2NwIaDjf+Ix4PGvAJcvAh/9Q2u3qdjfj30QuHYVePQdOG5/BbfXDHhKKUeG59t4+/Ef\ntj8A+IkPmbHZboAvPAH86efMHXbnDPjE54H9HuFmofFRAJ4zMPwvo1FrMB3K6eOahMH49MHwKd/N\nyGo4aBhAhK5hzDBdgIOqxLq21A2UJAz7s1uqX480PxBh2BILT3Il9DhGGe5DTJNnstX3CVFlGgE2\nMl8fFHtMOEg056Ujhtf6HUCAE83uq1/fp4ebw4W0aj89KyWvzPAq430ic5Gi7MSqibwZoKkLcFpZ\nU6qzplSx5IBLMkCABvQVKDs77pSA+7K5mB4qwP17y4z8XAG+NAG/U4GvJeDa88B/ugFQgY/eAL50\nH5CfBf7jK8CfAbhagL4YG/SnAG7MwGc2wM8+C/zK1kTP/0UHfnMD/G4H3nsK/Pge+In8/7P3Xj/T\nZdeZ32/vc07letOXU+dEUmT3kBKjssQRlDzRwmAcxoBvfGNfG/BfYN/aHmMwA8gDCGOMDYxnJEMa\nipqRJVGRSSSbbHZOXw5vqnzC3r5Ya+1z3ia7SUtNkVJ/B6iv3q/qVNUJe6/9rGc9ay14pQevDeVx\nOxMw9LUV9CopVLjj4UIOFxGWaOykJcb5GtxaesnVXlijOpd6P7VWd64zOc9NLtegjto1PWrl5yiM\nURXaaxqcNnM1gKPsUTdmExTEpHCae8t9NCCdd1gkA/SuZU1AQZeBB2jTuHUsNh1wHOBE525omV6r\n9G3+bAIsvg25miNjbBGd40lT0J1kPqEtWGoMovXrM6bZbEjSwEXIcv2czQXXzoeUCRdlnFsbmG5S\ngONkZlfTCCt+Z9ky4TbPnv9/ZL5vj+G/+iX4kQ6rfn/76799p+zy+yGtvwHbA5fav0/vwY88DS+8\nBtdvS3fqfgFFITVSvvJNZTfUCt65q7VKspOGAa1ebN5cpqAggRLfgoNUt4bO++4k82IeooVqbF3I\nOyGyVHIfNVSxA5BoQUy35k1XZJyAELTUuwNXtwuBdTI39sSaOKZGiq71GE3MStRzpwUsJ6ro8m2O\n9S3gDdrvj6Fd7LpCVZwAFzypNQQIiDGD3yi4ichzFVtmwkBN3QhjUyHv1+jirWxNlUGldXHqqKCu\ngnAkQCw60e9MC9jtwwPA2Q1Mg2imDnJ4LYfXGrjrpK/cJeCfeOjl8OwSngswuwTxOnxgBx6r4RsZ\n3EVS2rcbuJfDg3349QN4Ygf+wQH8xhB+A/hHDbwa4A978M97cGUBPxrhPzmEOx7eHEr6+s0M5luS\nBn8c4I0FOO34Ps0EpJ0vYM9JgcQtpKN7FqSoYbNW4IK24UBacaz0OjdF26i1yjQk5ttrW0UBQRVt\nP646KriKyqjp4t0gILWmvZ+Wwh5t4NKySEmg7Egp8iG2+6XsQkU1KWRkYyo/+T0GaOw3bUyaKLob\nQk5V3w1wm0Nh9sC1rzehBTPeij91fsfpD+UK6kKHcUoNiyEdlNmNVEXZ5qV9mdkptR2N/l2rZikv\nSD9s53MivB9gM4P/6f+QazIawDOPy9gtcnk+fwo+fb9Gz1+77X5I6z26PfGQPH7yo+1r9w5gdyJ/\nW9bP0TG8eQ1mx7DZCBvSLXboIRkvF+V9AyXGWhh1f6IHUOfzSTvk2/19Rlu1uPMZ09LQ8U5TJo56\nsgkMxQ6I0t9zne8zaj853LEFacS2cq71NDpRRbYhVTq2Y3trmv4JvYIuYEkbY++Z0baFx8uiZ+nH\nUQ8oevHgrT5M0pioQQ+6MFSNFJVsQtsItAyybxmUncgkVNVkwt40+huNpntTAWsBgrY++QImfQEG\nFyNcLGFrKcX76iHMpvBSBW9WcMtLp3K3gcs5/FQOZ2p4sYJn53B1Akwgvwnnx/ALFfxahJ8Afk0b\nfvYRsPCxDbwyhn/l4L8dwS8t4DMT+N8i/BLwX9fwew6+1odf83DZww8X8MwanqnhZh+uNtKC4maA\nxRDKLW1suoK7G/hmBUWQas87Dk7lcNbDlpN+XMMo7/eD9AGjlHvYBTGVa0XaCfjk2njUyb2r7L4h\n/y9R0KOg00Jt2hGCRsNYVaMgtlGWjrZuVaP7RtcKsA0w28MYEwMHgZMMkTcQrTo/7zrZ7p3xbDoa\nIu3AsH10LjWQKpXH2GYmJueAljHqCpqDXgcLL6cQVWwdoC5La7+XQFxsj7cbAo+R1Cg5Lzqn4zq/\n23QcrKz9bvv8fAG//+V2blt47n//LXjqIbiwJ22EYoQnrsAnvo3E4P72g7F9p4LJbwt4RqMRy+Xy\ne3JQ97fvz3ZqF/7Oz33r64cH8Pk/hbu34ZUXW7CQGBUQY6SgwwAHtIYjAQkFD10GJfULUgPmoU3d\ntdftO80IGq1vOhbf7hvr1uh680TNCIaWwrct/YYaQUcb7kqiR/UOjekho61ka9eg83dEwYo+B/0M\nCnwiuhhp2wMDMVaNNri2nk4MHSFt03rhda2MjQLKCg27cJJpqHtQaSjLdVKrYwVhgxQHLFtNERlk\nPWn9sOPhTAUXgFMbrYHjoSxgMRZG5lYJ15dw3BO2wx/ClSH85FCA0dUGfm8GrwW4d1av+XU4PYVf\nGcI31wIWZgFCLseTBzgVJVQ2nsD1O/CZHfi7EX5mBaMx/IaHpwL8AwdPNfDHDbw6hP+7ht+v4CN9\n+FvAIzM4yODGAG43cP0A7tRwNIRmC+iJkLlcwuEK3qzlQg4y6bS+l8NuBru5CKTHCDjqaTXmXpCQ\nWRah3ihYob0nFhKsM23Nofemq5mqXSfkqPfRQFBdtGPBQmR1aFmJRoGF/WYTNUzm2rFkoAg7NgVB\nVl7BALaxTUlHRwvcYwekewtv0c4BK+LpOMn8GnCAVicUwklmKfdyTjqleauuB9r5mBgnfc0yJ7v2\nKEaZsxaCs4Ka6HeHKIyPMUsn3qMNgeHEsbG2IvabjYYvv/oyfOUl2TXP4Hc+D//s38lx5B4evyLs\n0HgID5yFy2e5v30ft+VyyWg0etv33xbwTCYTZrPZ9+Sg7m8/ONvN1+HqC0L390ZQTWF+LIulQ5sn\n0gEbCgIsSwJaoGIF/RJjY0aQFjSZ3sbTghAXhW2AFpSgrTFSmK1uWSRoWRmHHpPpEgzw2Pd0vMyk\nTfCkHlvJezTx8lvYl5hOnhNhh+B1gfEtkLFqvKahsfTZ4AQ8BdpQhzE2wUJRZqT17wpdNJ0CG2UV\nKi+gITFDtvo2EBQRuUZ+x7K9ogKcYQHbHs5FON3AmQ0Ma2FxnINqIGnfh0EyXW4t4e4AVj2Ic3AL\nuDyEH9+GxxZws4IvAm/M4HoBR2chryDbh60x/PIEekv4TA2/UMAXcjm+vhPQc87DtQBP1fDlMfzB\nCt4/gSdraJYCen5rCP90Bf/5AP5RCX9Ww5drODwFv7uGP13CUwV8KoP3r+GxGewXcFvB2o1j2K+l\nNcVqBO603DdXi2c/38DtGlwFvQgDL9dor4CdHLadAKBRlD5fRdTmokHCYgPVxbgKmrINN9ahbWJa\nOg1FZsICNU7AkLE2ddYyQ02mbF+j78WWaYq0+qFKAYWBEgMYlS7ktYaNTIuHF+1WzDSE5FrAlDRh\ntKDDxrIBj0bnBE0bqsq9OB8htPMvhbF8O1cbZD9jnSx0lgBZbOd50gbavPWkbEZzOmzONjoX36oj\nqnVe5f3WsQFletRWGVNtjlxtwQz9/axTKT3YfEWunXVTzzx8/kX4sxfk7488Cf/Fp+H8Hve379M2\nm82YTCZv+/7bAp7pdMp8Pv+eHNT97Qdja2q49nV49vdI4l3vYcu8riDAJ8s6QAOgbhmYLitjHaGB\nk2DImJUOw5KKjcV2H+9lsbZjMQtvHZBjBEvbspCcs7iaea60Xmu3sm5XD2DMS9MBQEFBT4RUkTg9\n23eg4MW14lTTI9TmiaJGUb1SCzvVdbtAxSjhnOhVg+Ml/NF4aHLt9K0hqWjHoN9PAFcClVxvtNcV\ndABcDr0x9HPY8nAqwJkIpyqY1hK+KRC2oRzBcV9Sum+v4fYC9jOYD5VZOpSF/dIUfnQI71/AUYQ/\nL+DGDK4t4c42VKcgW0C8C70B/PgUHpvDv1Xv+QHg13MIpRyXL+BMgD/pwc8s4CtnoboG/2YA/90I\nHlgBx5BN4Hd68M/W8LeH8NNreCCDr87hmxHmZ+DzR/C1JTxawCdH8HCAC8dSq+fuAPZHcCfC3Tnc\nO5R6PuUQ/LZcX1cDawnpliXManhjKezTwMPYw1YGuw6mXsJiA9rO8T0EAOVBwJBv5PqOkMXRakUZ\nqCmdhryMCVJg3Zi+xwCQ15CYARDf/t14+S7TcFVZh/1xLXtkTEzU8dYEktjaGJ1G56Nh58RC6mfs\nb3wLaCxjrAkKfELrbESvYSad69ZrK9kCm6M2F2lZpC5wcZk6M/qbFptOBTtjyzih51BrCK9Q/ZKZ\nDJvfudGcum/Q3/F5C46MVevasdwcnY69C7TnGD189U34739VNECDHgwKkRD845+G6RC2Rp3fv799\nT7b5fM50On3b998R8NxneP7mbDGKUG+5D9/4LFQrKBcwOxQhp3MIuCiF4k1xbgU9lm0B6uHUHS8u\ntoxJquXTDTUZSxPbYzHDZuDEKtECLcsCqfZHN1skBqRWSmchsPTrZFBd53eMjaHDjGQtEII2JGBC\nUusK33QMvWW5mAcZOwtKNxRlNVka1WskLY5XjY16+40udpXlrWeq06g7zFUp3rFr5IEtALYwZEAh\ntH3hYZJJmvZegNM17DQi4C0a0T/VOdRjOCokXft2Bftz2AeOh7DpIwKYu7L/pSn8aA7vm8uxPzeA\nawu4uxDdzOwC0tDzELJDEcd/8jR8ZANvOPgC8HMZvOqg6YNfaW2hSlLZrzrJrNpZwMEIbizgN/fg\nH0a4EsAtoTeBf9+H32zgRQ//uAcPLOGhAXztnqSsVxfhGwfw/Bwe6MNHlSl6ZAOXV3Ccwb0BHAzl\nXO8u4XAGswzKgVwTxjoWSvCl9AGrK5hXcKuSIVp4GAJbBUwRNmjiYJLLx/uNJgggobBMQ2GZgqGo\nIMlCswbAUyhLgVClYyUJ2PM2PJaYIX1OYFzDaUFBdN20YuyAjlsLs9GCnwSKaJ8NLNFZ/EPdAUT6\nd/TiOJluKCDXzApVBh3HKbSmwME0Snb+BmBsfjun457WSbBaYRHZx4qUGmtURQ1NdQBJo4x0nrVz\nqumEyAoFWSGKlsrslQET++1GbVhAxdex1S/Z55fqCC4baFb6XXfhS78K4z784g/Df/qj3N++h9ts\nNuP8+fNv+/7bAp7xeMxisSDGyP02E3+9t5vPwZ/889Yb6QKHPHwrKIllG4t3qJGpWoMDJHCSDBAn\nPS17r+tl2Xd16WszGFGBReqTZeEk+96C1FYgeXiWlm2PCFj1Yv1s8lD170TjxzaWb58NugiZzsHC\nUKETejIQFCCxOHUU7xxarUbthK2puwAnIy1gTkMLliEWNJXKNUCl16YmCa1Br00m51jk0jxz5EV3\ncirA6QBbG9Gb9IKAnOAhFMJorHtSpO+ggv0lHNZw2IfVtjJWx0gcyMOVHfi4Ah2/hKtD0b7c24cb\npTAn67PKkOyDn8lC//Qp+FQtx/7ZDIoSPtaHXy2hqmQcbfflvk08lBXcLuAp4HNTYYm+sIAnt+Aj\nAS5tgDX8/AB+N8JLOfzPG/iHU/joTMJiz2Xw7DU42IVqG145gFcP4VwBHx7A0w4ulHB6AcsZ7A/g\nsICjMew3cLAU0LcAVgNgAmEM2baMh7ABp3qodSl1ig7Ktgr2wAvgmTgRQk+8gKGRk/DdyMu+Bdpr\nTIFQEUgFIzMvQu7YyDWyeVVHFUQj46dyGtbUcR0NwGQt+Ak65qwZb5of9rmg+3fCNNpLNoGSpC9D\nxPB05whtRlSlc8Mbe6QTNtTqjCiYC7q/CYhtDhrYMUIFSI16u81Mgba2kL1ozogeQ6Hhr6hzFVr9\nTmwEEIEAJdMA2vFAqwMK3RAXpIxLKw5pWWUn9ES0DFHqxedI2WuLCj73PDx3HUY9+ORT8ri/vbvb\nbDbjsccee9v33xbw5HlOv99nuVwyHo+/Jwd3f/vebPUGbn8d3vwTqJYwu6XVeEEtmLIzWWsg0Kyk\npFEJsq+Bo/DWiRxbutrpom3gxdEau27VZTqvG7OTQlX62S7wiSjAoTXuMQjblFo5mFHMUmQnNfdM\nqahqWEPT+VuNZHcf09QYBd6ltxtdeCKqweh42bWCs5Ap0Mnacwh2fHoSlm0WN1IFOeqi53Whs+vg\nFBRFL9fAeSkrMM5gGynsd7qB7VIAzqDRBRRd6HqwGsOmJ4TNUQ33FnBcwaETQXK5C2EB3AW3Bj+A\nizvwiULq34xmcLMHrw5gfwb31nArwnIXljsKyhTsZBk8ugc/6mB7CX8Q4JUCfiSHwwZuDhEdllfN\nUJAaOaMCvunggyv4oz4wgsUCfmsAF0ZwOYowOswhn8LvlHBvAv9iH35iDD8f4NyxHPc3a3j5Nhyf\ngrAHdw/gM3P4fAYfGMCHCrhQi17twhqOFnA0gNlAGK+DWq7TwR1hv8qeZKi5oRxXROfORs6lrgQI\n1RXMFKz6HAZOOrpPC7lXwwhTJ49egFEuLI+BoBwFQY30JvOhXdx7UUDSIMpv2dwxMGSMYe3aUFka\ne06YoaChMGhZoqbWfTnpXBgbZOHXOsq4DrRh3Doo4xTe8p59rgHXa0NeSTcUSACl6cxDOscWXetw\nRAUjNp8NdDRqq7yTfWr9vyVVVEHtnca3LaPRexVZNy2gsVYrxtjY3LPaY8aCRbN1vrUXZgdNTG3F\nUQ1ghSBMkWn5rt+GG3flM3/0jfZ4PvwIPP0w7Izledjn/vYX3P7CIS1ow1r3Ac8P7lYu4OXfhtU+\n7L8Izaad+N1S8Knzs0fYkka8MJcBqhVpank7MTkaPkEnZtD/J1YG2lRrNRDd4oaGY6Ltr8YkeXWd\nrKYkDO7sgxk/NcInuqO79tmMaWJmQseDVC/Wqkmn0FR3f90vuo5uQg11HTU84NSYuzYUZeLhaADN\nzqNuPUVvWpug7E0Q1iAL7X2KCm6cNbjyAiCKXNiBaZSw4+lGQlSjRgBOX7Odkvc+gKovIGcd4aiR\nrKTDFRw70eWstoWB8kuI12URzXtw4bSAkw8sYLiERQZfGcO9EmYzuLGGe4UAnWZLQlIcQJzJPb+y\nAz+WwYUl3PDwOSBbw6dH8MVKmCUqKTLXa+QcJw52vaS7f9rB5QVc3QU3h6tz+I+n4e+Xst/FNcQ5\nfHoC/+8Sbp+Cz2o46z+bwkcWkmp+YQdeOIA3GyjPQtyBu/vw+wv4koenFPg81INzGzi1gtVCRM1H\nA5j1BQAdNtIX7GAf5g42hYTuGEKcyH0y7U/UlKtYQyil9caiEQDlEeZgiDBBWwWMo7A/Uy/PvSiN\nV/tZmp6iB9J5mwOFivqtonYTBFQVQY7DqqEHXfBrHbu1hscaOFG/ydgea68B7d+NspBNaOehjXHT\nIVkF6oAyn5kwKA5lMxUUVeZQ5K3j4Mxh6TJG+neq5KxjJKBskpMfC539GuRcrYio6XIyFADV+n7U\nMJQK+5sowNLsix1DYXWCYsv8WLp9iPp5BTi5a1leKzlh7LWBK+/ExlpvvCZ2qq6j5xjgT5+Hz78g\nn/0nPwPvvwIXT4kO6P72/2+bzWZ/ccBjmVrvFBO7v33/tqNr8PLvwN2vK9DRieuUuWlCC1C8CXIb\n+b9VH7ZJ53OIGi5qgjIr+n8TFFOQMpiAtr+OsTRmGCFlMEVoYzLd/0eSADiJIQ0kKa1u398EklbA\nQFa3CBp02JnYxt2DpqUa4EnhKNUIWTqvvVZDKvhXW8XijNSUMp2TPZrW0BKEtfHG5DTC2ojFJmW4\nofcnOoiFfJ8xbUUGQydhkWmUasG7taRODxsNU+kiii5MZV+0MZW2TpgFOFiI7uSokYV8uS37hQbc\nIWRzuRZ5H66ckdTu9y2FLVoi7SGuBdgspFrtjRoWI9jsQJhCs4R4CBzLuZyfwsfH8PCxnOPnnISp\nPoRkN30zSo2UsJLfHemYKZA6OC9HuT6PA28U4CYQj+FLPXhkCz5+KGzJhVJAz09P4XNLuLoDr67g\nf13B39uGp+dwah9Oj+HVHrx4A24PoT4r92O2L+Gyb2TwUB+eHsIjUYTcWyWcnsF8Lun384F0ep8N\n5DrOazg8guWR9OlqBgIwYx8Yq1e/kUXW1RBLpDdZJYL1yksI8XYjRrfvoO/lWmx5AUMjJBw2iPL/\nPqIF8k7YPY/ogLJGFuI8ym9lBmCULezlkOs891HGXwgK1ml1Qk1sawdZaIysXcBNPG1F/aL2Vws6\nFy3N3cT9ToFSCBoyix22iBZwGagwvb0xqqZ962aSQTv3AlJQ0wou2ly38hWVMpzGWle1sG3o91VN\nm50VaB28TG1jXSa/S0J0FtJ2Gu5yrdjbHL1czzN1cDemXK9/t8p05gRwdeuGWV9EY8//5W/L61fO\nwuUzci//m1+4L3b+bre/cJYW3Bcuf7+31QHc+bqwN00Jm2Mo5/KoFzJBm43sa5PUIV4FnAxZNUon\nux4pXGP/R8GA8+AKXZjVUKBUcchJtT0sVbQrCoaON2gMjm/pYANBsfPbBtBiQ6pBkwxiI0bBqGd7\nL4EaA0N1+132noGZRJt32JnE1ugiYcX+LFvGNDYmak6CaOQ6eGVorLVEbGSRiZVeRwtHqGH0+v1B\nGRynYussEyPaz4S92UIW/61ait8No7A4vaiiVz2nuqfC40L+Xjs4bmC2kbDKvIJ5Jov1ZiTn59YQ\nbyMiFQ/ZCC5O4Ic9PLmQ8FjtpHrxGxnMlrDcwI2VyHpmWxB2IPaAGeTHwuxED2fG8OEteGoD4wa+\n4uErDvISPt2HGxFu92WhKJR5KAwAO8keez6DVzN4MsIfz2G1K9+/WMDvDuHCBB49hi310pnDT4zg\njzcCbPYL+Jf34BPb8Et9BT4LqTr+WgWvvQr7e8AZoILFAXxjBi8VcLkHH+zBEz3JYturYauSjC0D\nP6u+hLwWPZgHOC5hNofFDNaFsD9hgKZuydihRgTnlQDfUMm4qSsZ22WUbDB0mvWcgKChaoHGTlif\noYqhe0EA0FDZBZ2a5LmOj0ZDZDqBTI8Sddw4fS9T4Dw2YB41NFu1oulU38mddFxC1TI8SWDvFdi5\nDkNkjojOIZe1jknUedgtw4BrwViyE67dr6adx7XatYAASV+QwtVWYDNEaWrb0/9HBTvjrLWFIbbC\n6qbqADZIZSNy136fhdf6rnWcvDK09pqR6EHtmbHgVgm+DvKbls3mnIIgs206z4nwxjVpEwTwh1+W\natCTIXzwEfj7Pwa7U04UQb2/yfaXYnjup6Z/f7eboXJKbAAAIABJREFUX4bDV8Rg1Gu4+zwpWymB\nB12krdgXKL1tC3UECtqWBrFddKPGpzGjYcxOn5bZyVuQYoYrRvH2LN7uLE4dW4/GxMcp+4OT3l2E\nlGaeskDUo2o0JJV6/QRSIcBI6/0ZlR61to31MorqmVraufWVSnS9ecSQAA5Ze/whapG+Blm4DEBa\naEpd0xSS6iwegAinCxLbhYanepl49WOEtdkKsLNRBidKpd9eI169U2/dZcLelAWEnmR0lTnMorI4\na1isJQQ1y4XNCSO5H34BHAnz4DLoT+DSFnzQwZMb2FuK4b1XCLNyr4Z6DjfncOBkkS93odnW85yL\nXics5Nx2RvCBPfihGrZWcKeAP1rDegRXIlxy0hF9M5aFtm4gG0DPik5GATwuh284+MUSLm/gpRHk\nWxBmcPUIPncGtgdwNgobwgriEn5sKg1Dny+gPgWfuyvi6l/ZhodXsLsPuyM4ewFePYA3D2B5GvwF\niCsoD+DVDby5gc/34H0FvH8I5wJMShhVsLeC+VoKEy56sBzAYiBhrnkj4OdoAZslLD3UfQE/TYHc\nyKGMr6wUp8U3JBbIen5YNtWyFhF1hoDCHpoWnwkAGrhWID0MEvYaIAuuVUjvORmnuQJyH5UV0rFr\nrVzS/NNxXejDeWHDYt06CpUC9gphqqxI5gnHxrcgBS/7WwPRsCGJqhuZHm0X9Lc4SaAALLTsUK3z\ntInyOwYkTCtXRdUjKRCqGhipML5Wm+F7cr51Qwo9Vxqi6nW0PrFzXE3oXCP7fVowZ8DJjj3PdIx3\nWB3nW+etiAqA7Vz1OOqOjfRmC13LRK1r0WIerYT5+Vf/Qdirn3wG/tbj3N86219Kw3O/+OBf7Vav\n4c7z8NLvCIuzPm4nnFPWwfdIqZaWlmxZC84r+NDvs6yeVFNCA8jdvjc2MX3WAhg0hGMsioEUB2J4\n6ta7sIwFCyMlFkgPL3beT+AmdvQ09jn9fjM6wcJY9lx1wlvq6Zlg0oxg44T9SJkrXq+PnYNvjVPq\n0WOWpgNivB2Tpq44e61pQdqJVhNKiZu42DRPeSaL0SQTj3rSwF4F4yAL1iC22VSFASZjnHqyaDbK\n5JQeFkEZnBnMS2EbFpmIk9djXQAacPeAhVwzPAyncGEKz3h4fAl7a/EkZxlcH8D1IAv2ag03N3AI\nbIaw3gU/VgZrCe4ImoWc73gAT+3BMwHOrOTafq2RNhHNXKowr4GXg9wHE2T7IIuylT3YU6P+ci3h\nr6cyeLFG0pyWcg5fmcHlCXyqFIZjOoTzawnNfXwkLNizGwhn4fV9+KcV/PIOfCyHH1rD3h3Y3oLT\nW/DaHbh9ANU5COeBDcR9eHMJt3L4ag6P9+GpPlzKpQ3GbqOszxIWS5gXUoxxoeBnOZBQ4nwDM9UE\nrTLRU9UFuL7cR29MewOxbIGzbyCUwsy6SsbgJsrjuAFfC9tQINWhB160PyMFQcNMwmEDBeoDfT1T\nwNPzGrrRMWap8oUei/davyq2jg4KfDJa4OSjACGzE7Vvs8isD5mBJBvHwXQxNv9sTurvJWcEUhuP\nDA3X6VyKectUW4ipDq3TUqlj0Dhhfboh/WivR/mMK9SPqaUeVErICKTSGyZyjjlJhB3QFHazdcaC\nq63CyT00kGJ2sGlIdb7oMGBObaP3cl1rtJuHhijR980+mmD6S1/TUGSA/X14/Ro8/QQ8fJH7G/dD\nWj/w2/oYXviMUrIlHLwC6xltxpNOKiu+F6JOxM7/ySFlNplHkrdGxercJDFvT9kPNRQGMKxAWKNV\nUaPGsS17ysJiAaG3ndKx6bgUzNSNGsXQgpnUMFO9JNTIGPNj3lvXywtRQE2t52gC5ujF04wK5mon\n1HaikT2pXojVBrFQkzEn1rLCnmOgFRUbe4OGsAyYOWXPlN1KafRZWwenn8lCNA7y2G5gWgnA6atH\nXoS2Rku0a+pEi9PkEAp5LnNYRNGPLEpZTBcB1hksClgNoRmqwV1BPEYyiJQRG0zh4hZ80MPjCzi9\nlt9eZlKJ+JqX72zWcGcFB0HCYesJVDt6PBVkS4hHyvDkMBzCozui0bm4kfN6sYAvlOKNXsjhGeC5\nBu7mCMO4lHvjYyek1YiItxek8eeygIca2DqG4zPACPyxHOOfjuD8Njx1BHkNW0NoVsLUfGQo3/mV\nY9HrzO7Bv96HV3fgF3N4aA07x5IOf+ocXF3BG1dhfwjhNHAJshVU9+DWRpiub2TwSAFP5XClgFOF\nMFPjCnYrSTNeroT1WRUKfIawQu7XsobZWgCSdWUPPWF/KGThjUMZ/LECKgE2JmqPjQAit2mdiirC\nqm6vY46AmYEXLdDQAJCTTLChgpoiyGtF0FBY3jJAWd4BNBpC9XpvrNM4unDHvJ0bBoT6XudVRSs+\n1vlXeQmVWXVpC2+bPWs6YMicLEtasESCOhNbEzJhZKwJcQYp4QIDUZGUSJDS6jWUFILMWwtXZcZQ\nB/ndkAuIMIevUUcyorZH9Xrd47PQun0PHTG2ZWzhOqDHwCQa3uKkk2jhPevLF/WeR0gp8K5jO196\nDV59A776TdiZws9+HN7/6FtXmPfWdj+k9QO41Rs4ug6LO3DvFbjx55zISkA9C4spmxgwVSbuxKpj\nZ79ICwjsPTMEUb2b5MUp29NUpP5LxqIEJ6DHqqlaGC2JhqMcb6rzYexM15uBE7HpCG38Xzfz6EKE\nWHS8ts7+wYvxCdBqbHx7nKFzjgYS0XP0QQGZKSNRUGYiYgU5ISqNTxtqcdBmXunvpfpFmQiMjcEZ\nIiGHESqAbQTgDBH2pocslrkauZSGW8i51H35zkrDV6soWT7zhQCdZSUL6ULbI1RjWQiohXWJM3Cl\nGlALXU3g/Tk8sZZMpEEtep8bA7jak/T0ag2LjVRYPkYAx2Yb6m25pr4UZocjJG29J2Poyq5kOl1a\nS6bYYQ5fLIUtcsfwiYlct5c2UI4hKgjzudD9mS4qDmW+orSzeLEHTy7hIQ9fA9wEOfEaXj+Cz5+W\nMNrlIOLt3QGEDYQFPD2W4/vSbaj2IK7hj+/B9TH8vSE8lsP7l7BzB7a2Ye8iXDuAa6/D8Ta40+Cu\nADOoD+FgIwDuhQweGsDjOTxQwLlMgMNOLexPuRQR83Itz6uBPg81/FXL/TsuYbUR9qfOFAD1kXBy\nDxk8xoQp0HEAYw2DlSRmiECqwLxuhAXKnNz/vpcxOaiVAfKt9meQyZi0itAjZY08MtcLL5fbowBI\nmc0itunclkpt2hgL7wQL3US5v71chPZOgUHS0dGm0Vd1RwStC3o0wKEMUc+39sF0N+Z8NFF0jJbQ\nUDcSOjYtTArHO2XGzQb0BDyZA5cYHbU3Blqc2pWUmm/sj56H2Qc75gRoYmsDu2BGv1ZspSOV/uja\nw1QrLbZOZkT38y2ozPWeE2RM5Q5++3MCfC6+R/t5xRhZLBZ/cYZna2uLo6Ojd/3A3stbU8ObX4Gv\n/tt24uIlHAIto2OZSymDSb0ml39rrNmYG6tmmmYV4mEZvdxU7e81nVhys5HP2v4OUr0LMlotjQId\n0+wAqZ6N898KWIAU17esDPQ8Ai39a7R2o1oi0+CkVFhleIzB8a79fY94xOYqOvTLlZlJISvVJXha\nY2L7eDqMTQfYmIbJ0vuLTFsGaIhqGAXcbNWqVw2yuOQqDM1j60nbedVK0TcZND0JeVROwj8GcpYV\nrEpYeVg4WTyroVQEdk4ARHYMYSYLoFe2azCCi1N4n4PH13B2Af1Srvt+H2704VaA9RJCCfeWcC/I\nAr0eCLMTp3KtvaaBu5mAB/OmH9iG9+XwSA07ldzLFyM8q9d9pw8fbeDIw6vIuVnmWoiabq+p+l7B\n4qiBowyej/DhGh6dwDfmcs6+B24uC87X5wLktirpcVVs4FQPgrJHHxpCfwv+dF9Aj8vhjX34F2v4\nuR345AQeXMPeEUx7sLsDu1tw7R7cfBXWp8DvQNAsMY5FI/W1AC9ncLEHj/fgEeB8LqCil8l936nk\nvi1LYdBWhVStXuTyODMQ5mdVC9hcl7BaCsitldlDAWUswA113tXgK32tAcYCilxQ8KPMii3EVS01\nhFwtxj3PtBFqpkJ4r9qgTJkgJ4DGiiIO9P8ezQTzLYniFEg4WtDk1IHwTlhOq1AuMSBlhnSumjaJ\nKMeXWGB1hEImYu4myLMxRTg9z0Bqvppsg9lEBUM0LRtV1y1zXKtD4Lww6X1P2xHeHKjYYYIUzJl9\nshC82Tmzr5gNizKnTd8U1IYG3afvW8CVmrE2ZsBaIGOaI9vHWtYAqbBhE1tdVuZhfheObosd+IMt\nOHMKPvoRmLzHqsnM53MGgwFZlr3tPu8IeM6dO8fNmzff9QN7r213XoE3/hxuvQCbOTLBCrDyw90C\ndakqqn7WgI2FPmg67xkTogCnm23QKPXtHFILApkwTd3u3wVD1lnY6FKvImFr2tlobLxStGKTPIWz\nUOGg62RV6DN2Xp5U6r5bFZasZbCieXu+w7gowHGh83dDioMbyHFRztXSwk1Q7CCFseyaJdZGgQiO\nlLrvMgU4XhcKZW8GwDRINeNBEM1JD2Fx+lGes9jWBYnIfa00TFVngD5XmdTKWQUNWW0E5KyjpJfP\ne7JgliMxpC4q2zIHlq0RjAUMx9IC4kkHjy3hnDIvEdHp3BrBTeQ3Yiki3P0NHEfRoqzHUE0gTpTd\nWgnYYQ5+Q+rCfn4CTw4lm2p3Lef7Rg++vIbjCcQjeGYEE+CFBg4zWci9LlZksoDmOs5cJnqeSSNe\n96sqZn4gwvkFvKnpa7GU4zjK4Ys9ODeFp+7BoA/5Gk4NZJ8Y4YmhCJ6/cADzKXBOmNRf34c39+Dn\nJ1KB+X1ruHEHRlPYOQd7CykKd/cQmj1gG+IYmMl1WG5EW3S1hK/n8GhPQl4XcglbFkGeJw1sarmX\ny5UCH2V8Vrn8f91hfmal3ncnIcy6J2OFQsK05EjoKxPAHitULKMD0uZogxQmLNv5VkXpEr90Ei5z\nyJgunIzfgVPRs7JCxgRZJlgRNRzm24rs3lghL9/nNTzkESYqdyJQ1ykm7R+MWTaKI6qtUJvmdUw4\nRChuAuVIGwozsbQ1TrVwtvMkMGQhqywTO5BH+e3GRPLGUqvguF6T2nE0dXtOsZLQtDE8OPkeY6yj\nhr8inBAyJ+CmdqsLZixh4kSqvjmvajcLPV/T7IDc92Sb1aGtnaoYfOvkesSe/+GfwAOX4akn3nuA\n5+bNm9+xhM47Ap6LFy/y7LPPvqsH9V7brj4HX/0PsJ5DVSJWhTZWbJ6CxYsdJB1OF9BET8qcSCDH\ntthZyGkBjnUBNjvTdICMxbEbAwhOPCKjZhv9u25kP/PcYiZG1Omk916yN6y0vDE4MeNEsT6nQMYm\nbkrVVuBjx9CehNqLRlmlznlaOwYTEXsNuwUFPfZ5+4yJBS17DQNUehzOFmKvxt9robggYYtp0GrG\nFqZCQio92nRgy8xAzyt4NWgZSZNTe9g46bWz3LSMwLpW8KMhkc1Qwh2100VsoWzLRoFbJkZ3MIIr\nW/CEg0eW0v181Mj1mGdw0JdKyYeleLihUlan1mJ6QwE7YQqxL7/lKogLebiVnIvP4MwEHpvCk0iI\nrBfgOIdvlvByH6ikVs6POdEYvbISXYuxcS4IOOs5WRhxAkqLHPaQi3qwhv0cziwlXfzaChiCHyKM\nSwNXZ/Cl0xKWevAIsr60r9gtgLWMoccc5BP4/AIOh8AZaI7hC3fgxgR+aSLi6Muq7XljCVtbsHMJ\nbh3CrVuwfwThFDQ7ELfBHQEzWFcCzG5uJDvsoT48VMBlpG5SUYt2a1AJ+7cOEpZcraQW0qpQEFRo\nCHEkeqB1LWGvcgXLhRYLHAowNtbHyjL7kY5/1f5QnmQ2jc20JrPoohqjHM/aiRbMWLaelwW+56Ff\nyfgfKAgaZmKyBl6mTs+JzqcfVWivQKXn2zngvdgMp0yRdZi32jQ+CltqzIzN+RiV6dKx0W1QPKzS\ntBZbpGGoulDtTSa9zzK1PdbBPW5knqOMT9YTe5JHES1bY1fvSe0wYqHsUEWbZr9RcGXn51tbAqSW\nNnYLLE09MUVdCQAkZzTqdwZah9AqWqckEg2bebVVZldzWz8y/R0P2zvwC58m1fl5L203btzg4sV3\nVm+/I+C5cOECN27ceFcP6r2yvfRluPqCUI3zQ120XQtoYmfgp4JbtMCkC4Scb5kL4FsEwtjnIikM\nlqqCelI6unewKUnhm5WGKmr9cfOAXKaxddQbaoBcC3epp+U8qaWCCYhTEUEDNlEWZmMIrEJqi+xo\ns54gFfJL+hrzAo0Wt4Uz6r50FlSzNtDWD4IU9/aZHKtzYmjN2+15rXeihnwcpQjdKEjWSx/xgnP1\nGPMg+5kxT/dMPbhgomMFOrWDjRdAs1CAs6rkUQIrJ3Ve1n1oBlAVSl0vwS3l2eui5XIBQpORMDqP\newU6axhtxEteOTjqScG9e43UsvGV1Ok5rOAoSGZXOZIHU1JXar8RYBUWSO2eTEJ6u0N4cCIM0umN\nhHJqB68X8JVKFm4/gyd7cK4WMfTrjTAWppPy6kkbOMS1rMCOjvWqgufH8PE5PDCUjuiL0+BGUC+E\nzdlk8I2FsE2TEs6uJZTS72h6AB4eCej5syO5DmFXzvPNY/i1RooXfnIkzT+fXMOtfRiOZMHYnsDN\nfbhzHY6nwA6wC3EL3EzCiZuNFGe8VcFLPXiwJ13cr/SlInZfx1NRy1gqFfysNsLgrQtt+9GXFhaL\nnjBVS2N+KtEHrYOcc1PI2KAnc6ob+nJjWpCzUXazB3Eg8yU0CAtivdo6U6VGmKClTvgMWUh7TkCQ\nzYserUB6mOlrUWsIBZknhVMmyMBRJuBmo/Pe5wqy0HBb0zovhh98IcfV+Hb+m5bPKcNtzY1zL2PR\nWOnYKFhZC1BvopxbBdRLGSfNSr7fZRDX6vQo4+NVOxlLrczs5PdSSQ91ZEwEXavNNRuO2iMrBAly\nvaIZaGWrQmgd1ya0OkjLWqvMvvj2u1PSCloeQN/P+/KZuZaK6OewWcP5c7zntuvXr3PhwoV33Oc7\nMjzXr19/Vw/qb/IWGrj6Irz+dXjta/qal9etH4xlPkVIqZZp0VcqFkiZU6b4T15Dl8kxq2VegoV5\nIqk+jgEcm1yZ0cWqzylrpX0NdKnXlSm744sOsDFtjWltjCFRbySlnRodSwe02EnpZEbZGatU3NXb\nWH2b0JB6T7nO5wmqi4GT2hsdzVGZo64Ox3cYHKtd0gtSE2eqAtRBaFPFc9QzDfLI1Li7zu9WmfxW\nnek1ycVQ17mCnNBhcRTkbKIseKtMvPxqKEAnZIhYdQ5hhYStVJ+Dl8VrPITLU3jESRfwc2sY1rJw\nVA72Pdwawx0nYatYQijhbimi4IXT351APQK2FABWAiaaY9HuZKUuqF6yoR7YgscdXFS9UuEE1Dy3\ngDf74kXnDj6lBvn1SkCX01BHqGRcu4Fcx7zjfboc9qKETkrgeQc/7uFSA+c38HpAsrWG4I/B1XC0\nhK8O4NQIhiVMNeuICKf6CPOxhgcGkO3C548lFd3tyRhdHMNv3oE3T8Gnx3Alg0slbM0lg2u8A9vn\nYHcJN+/BvRls9pAK0DtIevkMwrEwZ7f18UpPUtmvFPBAT2oMTTLRWowayWabNCI0XtcCfsZLATyT\nXlvEcFXINVlWsu+ihPVGHpWXEGmt1zc149LMLwbqACjDEysFFT2IwxaApsKI6kg0ZlMQ/cwqyLjw\nyLwpHAwKrRNV6fxx6hDkbUgszxQERc1IdPL7LgjQLfT9UgFA5uQ9p/MrV9CFAWP9fatKHpyy1KoB\nqqI6M2qrvC76LgKlgpRS5+aG1F+s2miSQCPflWctWHZexnS3wnPIZBybHQmeJC5OmaFOQ1rKrFtC\nRrLVeuyeFsB0a6qZk2b1fSyEVXUdWdqSArkTLdb5S9K4txjAw0/Bw0/yntzuMzx/hdtzX4QXvwq3\n31ABYSOgwUIyoGxL3Q5+E9iBDOhmTRK5vXWiON0nlTA3r6DDEKEhqtSlvOFEiiaFMkLmyUQxEpV6\nN1UgVUduvLAJgdaz8L7zO93X9RgyFMjpMafCfArEUuNM1EBB4oCTxsbYHgU5sfNaMg7q4VklY9Pj\nyEUmaXB6aqj7aKgKFRpHGNeiy+nrYmt6BQM4edRMDwWTqfprpt5jLs9RvW/rWbQKAmyWtYCcdSlC\n1dKrZ9+X0EapQlXngArcMZIis0bV3QoYejAawcURPOIlxfrcWtKjC8TbnHm4N5Y6Mscb0ZDkJRwp\nqzMLEi4rcxEmNwNlBZwYdjYQZ0hfCQ1lRg/jPlwewyM5PFDDzlquzbGX+jrPeRFecwiPDUXIvOjD\ntVp0KsGD13CLtT4wrz/l2NYCWHp6ja428nxqBQ/24bUluG0IA13k1vK51w/g62ckK+WRYzH42UYW\n39NBhKkxwGUH+Tb82aGwNuzoPDiAL9+BW1vwc2P4oQy2Mslqu3UPxmOYbsH2A3B7H27dgaNjWG9D\nsy3gyU8AqzpdCbA8qOD1Ei704LIX8HM+ir7HBwEMRSOsT1XBphFgU65hnYtuy+7VZgDLoKGwWkDS\nvBYnZrURgGian0ZDXjED19d7OCL1xEshrrozJ4c67xp5zxmtqw5KoAUVGyflATKdc4U6Dz0vwvhB\nVGCkc22kobBCHa9eUJCkr3md3xkqjFZghM7zTOewawRYZapJxJMyVS20FGze53IfLOQVczlfr6yp\nZbIZmAk1yVlqapnPVsSwzkQTE4yxVruanE1la1KfP2WkMrVRQz0Gs1mmRbI0+KZumfLEWCuj6tWe\ne7Oxeesg42TONw0UfXj8o/DE07CzB8cHvKe3vzTDs7u7y3q9ZrlcMhqN3tWD+5uw1RX8x38Db74o\nGRcW1w11h6KMpAJwoMhfB7q1QnBwAuQ4ECo30NaKgFbkCylEZWDHefVW1PtolDGqjU5WKtb12mwq\nKwdPpk32FMjktm8u9tGo3lRsD5JQLtXXUTCT6sPra+YFRXs9ihFzHSbH2UdCu49lT+Dl97v9egz8\nWGEyfAfgKLDpefUyo/SlmlbiYQ/RYn9BvSQFOlmjkTBHCqsZ8LNKsrUuKMbq1BpP3yAL0nItz5sN\nbIK8vslk8V9lUA71O9SouRUSOlohoEPvi8tEazAaw5UpPBjgwQ2cXUmn70IZw6WDgyHcGYhOZ7mU\nRSvWcGMhouSlMkplH2rNwnKmk1grGzKHsBamqEbGyqAv7Sce7ku/qd1SW0MANwrJoro3gbgQUPmp\nXDzOu1HCWXXRFrNDx6VHdU+6CFtsYyvCoBSh9nGQbLJzc8k425rD8VjCU81CAFdTCYP2/ApOD6UI\n4sUF+L5cx8FArtXdBvwKLkT42A58eQ5X96XGEGcgO4Trc/g/K7i5C5/I4ZSyPdsbuHYTRjswPQXT\nqTQhvXNbmqk2O8AWNKfBT8Ep4xMrYdOOa3jDw/lCwlwXM7hYwKm6Ex5ttHt6I+NlXQtALr0wPWVf\nMujKTIDQugc7CqjXtRShrBVUrxHgU3XE8RSyiDsLhfV1jtW0lZ5rBQZFZ37WaNxE7pOPpIKExmJU\nCPvkNKsz9y0IGsS2YrhHwjpWJbofZdFxXsNkUT5j2YzWbsHaZ7hMgJ3rCWC0sFiuIMg7Ge95pmyW\nvm/ZrBYiC5Ucuzl82Hte5n5PP5/6ZNUtELKeejUKMo310UuWdDyRE01WU69ApwySjn2voM20VSFT\nFl3tahM1OcTCaaa5LOR65BEuPAQf+7sw3WvXo61d3tPbjRs3+OAHP/iO+7wj4HHOJZbn0UcffVcP\n7q/rdutNuPoy3LsFy7nocxZzEblZ4b7KwjWeJK7zXeoSWfRNl2MVhY3daXSx7epdDAPYe92H1YJI\nTT0jULTZDMHLZHUKbPKeGKxMvzc4iD2ZdJkXvYlpYzIVAGYKgnInRiCLQhWr0/EtwCdaugIazrBw\nG6TMLUtpSNdKF3tjU1JozNgAfR81GoXTdg2uBS8jRDQ6rcXwDhXQ9KKCmyiLZhEl1OAhpdsaC2GF\nyIKKjqP+HZywMqWCnLV655aVs6kV6GQa0iokXFH15fpGpwBjBkHBjtPsogTscsmuuDyVbKUHV6JT\nmZSqHUIWt1kBdyeyqC9XwhYUDdxbwayRPk2LXI53M5bQWZwo2Am0ITNt0+BLOUfvRUh8bqzsTpCU\n61Ej4+WOh1eW8JqGN30Fl4fwRJDrcq2G40LGlzN2UxegEynOrr2vwwzGpRQp3CzghQk86OB8BZeC\ndC2nB9lE51kp4/vgGJ4rYK8Poxr2NrKIxUpAz6mlhikcnHfwwxPIZ/DaPpTbUO/K+J7P4bN34PoO\n/NQAHnKSafZIBXcOYLCRTLit8zCZwb0DuHdD5r3fBjeBcBr8GNFAKeMzd/BKDddKONODBwu44OBi\nX1ioQZTr5zO5dwMNhWw05LXeCFOy6UlJgo0XpmXVlzFlIGlZihC+bHQMRg0/FwI8UZCNJ4mf3Uhs\niW8UJFe0IWQDTAp0nDJAqfK4zveUOKH2ZV1LoUxHW9fHHI++E51V7kjNU4eZhMmKGnoF7O7B6q4C\nQeSzVqE7czLfrQqx6XisT5XT+dNztK1gzGg34kBkyvok5kXtVK37xFzO1UpR+EbOwYotBjVgBoq6\nvcNKtAWH7te4NhsRs/tqS61WWq22zVL9Iy0Ysmr4IZfj2vshWB3D9Kx8V7k+CXbub+9CSAu4D3g6\n2+/+hoSuVgtZYIxlaBSB2yRMNWLU4JvnXiP7WvsHY18MzRgQaCAJ2NKDhB9aRkhBgHX7jk4WGqsj\n4Xvtd3ovcXPX1+Ji6rFY3R9n4ETZjRRSUi8vdQR2rbdnbE6MJDFxqHRQhfa3U/p9Iw8LQyXdjTE1\ndnLuZKjKqNzCiQEaKF3uoxb9C52Gm1GYnMLATWxrVpgWx6M6Ad0aL+Eoi+83yuJghQEzrZUTZTFZ\nmVddiQZqE2QhWiOeeKUp5aFH6syebRBR8ArIDuLuAAAgAElEQVSxjiUnUuB9IUDnwkgW+4dLOLeS\nNN2B0vmlhqb2x3ALCWssatFUNBXc2wjYmSMMQV1IX6t6BNmU1N4jrpGKzEv5O5btfcgLATtXRvBY\nkFYYk7Vcs4WHaw6ebeBoG5jLvfloJhqoOzm8sZaKwy5rmUoLQUTkHnQ9Yq/3a1TLuPURXnLwt730\nGbs4gOfnwqSEkQA0V0PcQDOCazN4cU86zPd0HGSFvD8cSL+wu2v5rdMBPjKBfAWvHEE5hbgjg6E8\nhj+/C3d24Gf78IEMphu4mMPWGm5sJMy1NYXtEUwPJZNrfy79y/wOxAHCHE0E+HAsc2XVwBsrqeJ8\nqpAMtAsZXHRwuhCGyzfKOjYytseVCp0bGWeblYyrMpPsupXTEGoPtnoKkpT5WdTidK0bWRgrT2pR\nEjxttpcupvTADfReNTKWfE2bLKBiYB8V5Bj7o0x2qmulNg1lj8sgoV0fxd5kOn/7ThifXtCaTMA0\ng8EYrrwPqhlkWnOKBpbXYGsEm30J43gNi/qhjN3RHmxuirA9DKDah2Yu9s81UPSExXFjGbNWRNE5\nPS5lcGn0WmjIKGWQZXJtvM6RrFFxdiD1/xt3nUdlwWrElpRNiiSmWj/Oy/02IDR9BPIdKVuyPoTV\nYYdFr2H/C3D6YfjgT0Pv7QsJv6e3v3RIC+4Ll7/4B/DsF+DWNYmdFyrYraNQrC7KgDRgExBj43RV\nrRqwjBQb6I42PTHFd5UBsnCTgxYEdYBPAynE0riWFTJBm2VRxUIWaQMNMbYsjR2LV8rWajlk6vE4\nlMXJZeLnTjVJxu44YW1Mh9PUqleKLZDoMjwg18IpkLBUcCukZWnixt5YiMpEeSaQzBBKfBxVgxNP\ntmuw0vkFKuxTw2QslAmdgZQ6HjK5jlHDVd2U8hIt5x/Um1aQs6l1MULZnlwe5UCafEbj8htwC/Br\nYCNsg2XJRKcGtIBtZVMuIhqds2sJXfVrUjfrFXAwgrsDZXAUNPkK9ivR7hxHZZcyqAeShRWGSBE7\nvb/NhjaMtkKyd7yMtSyT7udXJvBwhHNIaCcPcgw3M3hhATd6OjY3AtA+qCGruxGuIQssOlasdpJp\nHFLPMP1NF8WT36LFQTeiZJKNK7iwBeeP4Xoti3YxlOuY6YK7jPD8EvYGsDWBwZGWGMilCN94AmEp\ndYdigF0HzwzF8L18pNlJWxq2PZKQ1/81hJt78CMZXKike/kjDdyZwe0VDLZh6zRMJzA+gIMDOFhA\nvYXU7xlC7IMfycLr5nKd11HO7U4Fr/Xgcg7ncgE+ZzLYaUTU63Vu5o3UUxqrvmnVSEp5vYFxLqB2\nUwgIKr2ETisE/JS1iJ0XGiJZrQX81F6AcKPhLjRMEr2O20zGS0Tuja/E6TF9j4soRaPztkEnitwP\nm9MWrgZNrVd7ZjqkLBc7kjnY24Kz5+Gxj8F6IaLsH/6p1nQEdRzznvx/fQ+Wt2HvfSTty1u3egnz\nF2D5JiyvCnO09YyMwZ2HYf0KlDdgcAbCPtQ3oTmQ0C46fijEgbMMVjcUMFgv2jnsvICzyZPQ3IH6\nrnxHQMGhhsYick0aJ3MxnhVAuDmSc1i+LO9lBQz3YOcRmD4M44fg6DVY3ILJhftg5522d5Xhea9u\n82M4OhBVf1ChWUCodWuEZ6LgXCd7oJ34lVHETgCIZTFZOrmlPNqq3Ni+xqYoE9PtvG0Lg8XUU+E+\nFd0lIAFJAOyVifJejEcWRNiZwIyCocLJueUOmpUsHrZwWVsG83gSOwSycCq4M/DlChJjA6SMLlAG\nxZCIshyJAneq9Yit0HjSwLhRXU7QfRTgZLENUeVNKza27BCn16nR6xS80P0W7ov5SZBTO1lcykYW\nxFJTyctGy554DS/oolMOSFlaxor5tQACt5JnC1tZqC7rywJ9aSRA54GNNMQc1VpLR73CDTDriSh5\nvxGd0KYUoLfciHZn3kgoYV1o5d6xHBdTBP2hnnsJrPSYFOy4Qp3YAZzuw/kRXI5wCdha6jX2cC+D\nNythX9ZDBXI5fDiDUwhAuVZK+4tGwawLJO2WMYZ9A/OdMZ9F6QWVR7kHsxqu5fBYBWcqAV7Xl6KV\naYYCIEKl13cE+zN4vie1eAZDqTDtCwHAVSPNRuMSDlT0vBvhQwNZbF9eiaibXWG53JGk+H72Nlzf\nbUNcow2c9zBdwY196I2kKev0rFynyT7s35PwWLMDcSKMlBtBHMv1YiGMROnh1kqu6U4uLNLZHC54\nOOflevYbAaA+iFalFyUjr3IaPlWhc5ULyN70BeiWXsfnAMbK/JQqol/UGn7ZCDtY65yoe8rgaFaT\ns9BXBvSFFTamB9X3pMKeagPdACyD0mkKvDk9iTFWO+lytVu6/+quXNMvvAxXLsB/+SsnbbDPlD3X\nbXBKHvDtwQ5APoKdZ+Tx7bbJB7796/U9WH8TyjfEkXUK7PwUmkMZs5OPyhxfvwjVLSivC4B0D0Dx\ngIT6nd2/CG5X14K7kG3D4P0wero99s1dWLwC2x+SOXr8qjzOfhIGO3Dq/d/+WO9v7bZcLtlsNuzs\n7LzjfvcZnm+zzY7g1/4XuH1LBKhZIQtliVa4VLYlCXjRujVRjEjplGlBwiG5DuwmKksS1btypF4y\n5PJZY3TsOcWAfcsCWQjI2iKY8Nnivql7uhNw40OHodEFrAlyHnUl4KYu5TjrUuxco8YqoMxN1lKs\nQcFN7uW3jerttshIhbWcnobSx+bpe71G/UzATR+lvJGw1ETDHH2nACcqCAqqA2jaujhZUIrbkdoY\nxFqMd5OTYuamxzGAEzN5zRh6Y3JWlXhf67UA1jIK8CgzARRlLtlWddEyQ7ERIOE2SCPPDansfwKB\nXlJHJ0NpkXApCtA5u5Lihn299iEK+bLM4WAMt5wscMuNhj5quLcWoDNTr7/siWC1HMkC5qcynjJ0\nAVojlNRKDLJvSNl6voDtAs6O4JKHB5FFfKjjaxnhTgYvLeGuFb1bw84QnnbyXbMMrlWiLyFvFzjT\ntVkHaxOn2ub0/3u5nFfVkwX51Qk8tYGtFZwfwGQp4mXfg6jH4DQ8GAopSPj8tlzbUSXtJ9BKzDUS\n9mlKyNYwj7Ad4QM9AfjPL6TzvNsD9nTBX8Gzd+HuNvykZnHtVartqZXt2UBvApOpgKrJIRwcwcFN\nWE2gmSB1jibASJgfv4K4QBg/YD9KZtcbuVSAvpAJ6DmXwymdB861YaE8agizUdanFDbHwE/VE83P\nxms170xenwRlFGqtA1Wr7kYZyxqZK7XqvpwJnpXxcBqedUNgoABeJ07sOkRBQdNASTwNibsNSQBt\n4W2rmt6oPq6q4bnX4H/4H2HQg1/+Wfg7P//d2ex3a8tPweRTwKe+876Dx9/+veo2lFdh/OHv/D39\n0/IAdTyelsf97bvfbty4wYULF3CpN9O3374rhue555571w7sr8M23YbxaVjfaPU0VvXSSuRXXhNN\nNIRUe6Gjo3oxFse1RbZW79V5AU7RCTiwYnxef4dMFfu2SHYAg+ssFEkQbAZEjU1K84YkOm5qBWAq\nNm6CsCn2/6CsSLdjOgqMgoaFmpKUFRUREWADKRxlYTtLVUcZJwNvJmLse01dVdBjAGcUJIzTQwBO\nH00TjzJIs6iPRtNaFbBZ/Q67BrUeTzDWRkNoUQXBjb5WKdjcBNE6bOxRCaNTIfdpgyweZS6golag\nY1WifS2Lo98A6xbodMM4KO29NYILQ7iAAp01TGqpyttTZrBC6uUcj0UTs1CWqa4kdXtWw3wlHQ9W\nQVKZSwf1UISsQQvRRZB/1sJMGthhI+GJaNqifgfs9OChCJNKwihex/DdAbyygNdzyRyKM7m3H8rh\nXCNA8K6Ga0oLSyob2OjCFvU+5qF92zQ8LsLYy3VYFPL/FyL8bC5i7TMTODWTHlT1ULz3sFJGTVmJ\n1Rpe68OpIUy2oDiS6rxuANlSQOCuE7AXKjnGbeCpvgDt55dweAcBPDsydvwKbh7Cvyvh1jb8iJPw\nU38jTUQnG0l1PypF1DzZg60xjA7haAZHK+lbFqdyT9yWsj4DCbPFhVyjmGn5gAZuZHA6l15d570w\nP6ecZGdl6rzkPRXgNzBoBCiUXprOlhX0VjAqFPzkMn7rTDIF60zYoLrptMAIAuw3lTxqRH/WKFgi\nVzbNwtL6Wsr8imCpW04zwEwQbNlisa/3uyFViI51y3Kk2ltBvnsZ4F9/Bn7vi/DLPwM/9Ynvznb/\noGzFWXnc3/5qtu9GvwPfJcPzXgtpxSgL5kZDF5kyE6UCDmM2goZUGl08qqwFPz7XBnhO/raKnJlr\ntTyNb9O+u+AmhDYsZXg1dfCG1Ak8pXojz7awePsOSE1Cay27Hmp5rmqJU9tvBQNMjRgin0mIK1Pg\nYFlEAdoMmw77lGrhaMjCO8mg6mUCUPoI6Mljmz01qUSTY6XqrVx9hiyEPQUUVhfH62+nrAYDogoq\nLIvKBNymUQgKeEqn6bRBM1rU6K9LuR5VVMPvVZ+jdP+6gKbXsjkEWWid9qZChb8GdDKl7J0XRmJn\nCud7AnSu1HBuoSJrDVU0UcbBKsJ8DPeGcNAIo7NuNKxUwp2NhiaUAdpkcozNSMBYHKuQU6+N1zCs\nXwlAcCu5vwlo92GcSWr3xQFcCbKwbm0ktOgCHGRwo4aXAhxOZMEKa5iO4MNOxKeHTkS9C2UIcKTs\nGkutNZYiz+WeWgFHq6sydSrOHsr1vRngyEnZnFMNnC3g9SWKiPVZdWSukvty5xheGcAuMBrABdUt\n+b7UJWoK2LPPaD+qqZNO6PkYnpvD4T2od8DvqoMyl1YPv1fD7W34VB8ezSQLcJrBcAN3F3BnJY1L\nB0MYnYX9heh7jg6lynW5FqYnDiDuaKhrJPckzAUk1A0cNaJxuelE4HypEH3P/8fem8Zalt3Xfb99\npju9uaaeR3Y3W2wOrW6J1ExqJOUolhRBlmzLiaAMQKSEcb4EMBJAQOIvCSBEAWEjMRIb8QeFVBQN\nthRZZCRKJEXSYkstkWyyq8meq7peDW+805n2zof13+fcJimyqjiYFN8BHt57Vffde8a9115r/df/\ntH3fCbofEluQJM4sNXY/lc7uay/gPkx1TaocRrmAUW1ybJ3CeKBjaVoLyTTZa1nqvfI4vlm5eyd1\nRbY2gh8LPQzovnGtPRPxfNt46ROxRw4tprDrF+MUInMdqz0vvAL/7NfgX/wm3H4O/uHPw5mT6qST\n7XO26/HvwHUAnjvuuIMXXnjhK7JT3wjbwQH8L/8ELr4iiSemcWbm9WiNsm2c+WUyYwu8KlwiI5SZ\nBIQTeGqCVjOxjDFN9V6RvQmtST4mzcSt80H4HgDFib4L5LNVchfaZwNiLDON79l9rnl22qoHR7HU\nu0VshA90IVqBXtIKaEKPMkViQCNBDFfh9DU08JZincQN4Iy8AMwAAzrQpRinwSqqzGOUhp7FMSzV\nVa8F24dgwNFntq/Rm+P0vXImM9JXvFRe5smq0kBfBfM+OAt8M6BTD+yam1mShq6yyZlpOK5qY/I0\nqfm5hrA9gVuM0bm97nN0hrU8OKB7pwpwPFADziutZNR5K7A6asRsTEsLEAySKSqnfWwmBjLW0KTj\ntD+UmkiYaz/Tkq47cwiQjlTyfGYE58aS184GVSYN7H6aA1dy+OwULtkEyZGO88FMAKkF9oGXa/WF\ncnafpImt4O2chEZskjNgDhBLnCPgGZjHLHjz8eTy8GyUcG4E20dwbR1CAcmaQFU0gjszTl+Ywtam\njMbjGrYXdp8WAmrpGHaWcLUxUOZgYwj3ZAoofMrKztsNSDYMNB9DYxLX7oYkrtcBpw1snM2M7dkX\nuzKcqCnpZAijQ5Wy711VjEVrElcYA1sGeobAApKpnvU2iOVbeu3nVirgs5PCWScG6FSrcLsktQWA\nVUfmQcxWHf0+XqxPUxqAz8zcbKxPZeCnyWBUKCCxaq0Fiu1LLJOPVUdtauXumQBPfBZj8nPX+iLT\nNcaLVYuVX125O3pOMQDkwLRjXU+8jYke6iU8+zz8F/8dbG7CfXfDf/UfwWBw3UP7yfY3eHvxxRe5\n4447vuTrviTguf/++3nxxRep65o8z78iO/d1vTlJWt99PxwcwRNPadW/vamk0UWjSi2cgFCR9YAh\nZB1JohwcAw2xY3ma9n6bLuRrhSnpElFZAS8R2Dg6GSvx/fu4Fekg+ldghYmJv1t5qK9WwE9uHpxC\nn+/p9zGCrkD/OlKBugi8djbhjrMaZC+9LN393BmtpvcuWTWVSWJDBIRiDk5qckYe+hCx1L8a4DgM\nsGGgxgBYm9BVU5HSJR5jwKcDOd5Wu0FUfd0I8NRt782pUwXzNalWwVXRZ5d4W0FTi81h5csZgxEr\nzkis8qRQ1dVtIzgX4LZa5eUbrRiMga1iG7SP0wSmG2oH0SU0Wy8vWrhSyWw6tdX70sC2nwiQtUOx\nBjFMMIKAdAXsJI3AU2d4Hwob7QxVgn5bgFvQpD1qzPPlYG8IFyt43ot5otWxT8bwuINRq8nymodd\nM8s2NnOFRoAeYwu9k4yZmt+jq9LyOoeTRI0rHcYmNGrV8CZgXMHpicrKr801mcaO4gwwOg78UIbj\nFwawk8NkXbLPuuX2ZA00S4HRUwsDPZYEvTGAewrINuCTh3Dl0PZ/gib2FMJCKcy/V8PldXgsgTtS\nGC8FsO4p4eocrtY6lvEE1s/A1QkU+zCdq5puNkNlaWPEaG2hyq6hHctU+9VmZkZvtK/bGdyaw3Yq\ng/NOCjseNr2YY8zPliZ6rhqLNKicMT5ecRrD6tX3e2UyemmAv05hXJjsVfctLlqs1N2riCOyqY09\nKyHTPRZs8bEKgJIRPdAx7TZE8zO9pOUG9je2iAoVkokjS+TgaApPfhJ+4b+BH/1eePO3wv33/PVD\n+sn2N387f/48jz766Jd83ZcEPIPBgNtvv53nnnuOBx988Cuyc1/P29Ym/MNf1M/LEk69T4NfU8OV\nAzj/kqL+p5Um3vEm3HIaXrwiCcL7noWg5VVJnJGdcdBVO8SqKXiVOtUDnvbV+xeBi7MBIBhoSuwD\n4vvHFVJs5ZDYpBzljMjSJK7fxyhtnTol+jigY752DLefgofuFcgZ5GooeXys7Jg3PaLz89Kn4M/f\nq7LNu7FUVd83GYwsTmp+hAwdS4x87wCcnYjW9jmggbU1o3H8isZvn/ZyVYNWqLHKqgM5jUBOrHyq\n7G/aTMChKnq/lWgvY3GW/feuPDfQm7QdkCnrY2sNbhko5O7WCs6WsNmIuRhWem1rLNrcmXyVK124\nqgVsXK1cof0GZqWMyYvGZLVUcptf0/dkTeyAj7tk7QGSSixUKPVz24iVSYAwELu0s6YS9HPAXYlA\nwbjRtXAOjsyX85k5XBnbtTgS+L0ngXvM7zV1cGlpQMz8GCm9VOqw6+V1bTNjEmMwSSxRT4NaTKSt\nsXQlPBt03IMFbDdwdgjPzaGJbNZQE6JPDYBmkq2uTeGzm8IUk3XIj8SqMVAGT13JPL6zEFiL4DV1\nAjD5Fnz8AC4dGoDcALb0DLk5TI/hg40ye74rh/sQoE1cz/bsHsmEPpjAYKxeWQdzmBzA/lTAp5lA\nWEOgatAzPdh3NzP2MJEx+XKjCIKtTMzbTgpnEziVSeraNvY0jg95sMgdL69PE8EPJpVW0JZmds5N\n5krMmG/gp0kkezWNgM6s0iIi5sssDER688c1hT2nWb8IwZ5Xl/dgNcnp0taDAc9+tWjgpkW5OBaD\n4OweD3aft8Dv/DH8zh/BaAC33wK/9B/CLWc42b7Jtqeffpqf+Zmf+ZKv+5KAB+DBBx/k/Pnz3xSA\nZ3UbDuDxR+CuW2FQ0DWFK3L41Ivw4O3wx38FTzyjvIfTm3DbKbjjNHzwKdg7oitTdi28qjqBXsf2\ntkLzTYeNusAp2h74dEqXTbQR7ASj9DFmJrIOrVP4WlmrC/RkDC/v6ljO7sDhFO6+DR68V2Dt9nPw\nnY/CX51XqNqbXw8v7sKjD4n5+WJbeQzuMmwtzFwZQY4307HvmR33OVJVDD0Mts/Bfo45Od5ARays\nCvbvjTM5MdLuXuxNzCGpKkmNVaDrWl45M25mYkfajK5EPWCAxqp/XBxcS2PeIpvjdA1CKqCzvQbn\nhgIPtzVwdi5fxKjVSj/Kfg3yDE0naglxzWvyXdjKe+wFzi5X1lk9mCRh/ok6g3qin90atIMeRHgz\nS3uT3TCwE/upORDL4WFn3aSsBO7EkqkreUMcks2uDeDFGVxIJYHEZpPZGB7NTPpI4BC42Mo83WZ0\nydWJh1VjfZqsXGsD690WJIGOHF31mFvAVWDfKZ14fQ6nNuD0Nbho5ejt0K6NPV8R9FQVXFzquqwF\nyR5nGt2XjCCf6/4YjGBnpm7q2GVfH+naswnpkcBcGSBsABs2cadQL+CTV2FvQ13XH0ZsWT6HtQyG\nS9hbiKHLl2Zq3pC3aDSFjUPYO5ABvZ4BVsaemEfJGeOTlKicvdZzXXl5ufZrAcTTOZxN4XQCO4kM\nzjsmGSeJLS7MixezqoYNjJ35fUqBmbqGUWKS16BnSetM+UFNrgXFuLDFg3l+xl7PX22LjKam6zfX\npCuVkSldmWuS0HUpV6M7AzWYNFmZ9zDpF4nBjNAulslHhtwSoBcVfPYleOd/L4/P/XfD6x7QeLY2\n+eJj18n2jb9dLz65IcDzzbg9cHf/c5LIzAnw8F36/v2P6utzt+0R/Mvfg+0tVXGkmap0rlyDGEoX\nmYxoSE483HpaMtEzz8H+XK/p8mtMD6dR5+x77oZnntWEvrkF994F998LL16AB++D7/hWJcPWtULS\n2hbOPwcPv+aLH/N3rRzP2VNf+DW+gd1PwPSy/A0Hz8HhywoD7Jicpgc8iR1D9Bt1UptJgdCbjdu8\nBz3BVovRk9OBHMyLY+CmCVZiWwuUNsGqZp0kqzrVKnQRDcgZeJPykmC0udHnLtLotc53ZMi8sU0u\nF0OwNYYzVkp8m4fTUzE6Qw9FablMBsjqoHYQsy24TB9kOGslc42DkpIXC5ibaXrpVGJcA61VYYUC\nJcZmBmKcVumu0UThSn2lrUULmIwVzCexPYZTQzg3gDs8bHhlyxTGwLTAwUAl18/VKosPCaooStWM\n80Fj5RaJwMJV84Y486eF1qr+jF106J6P/tbOo2ayVmL3/lqiSrRypAnt2MPFTB3IJ7U8M2ecwAwD\neYIYGJtloCc0+rfZEbxk5faTsYDnlslXDCCvNEmPxnBqBpfNEzOfy5DtWsi2ITmASwsBT7bBrdNn\n1UzhlQP4/VKG5sdQm42JsbBncpiUcOkYjioYrMnfM9mC/SEUB3A8VwzGbCnmKozt+g4hGUI7Fxhw\nZW9uDonup4MKjloFQp7JVMq+iQDQtslda0EgMvapyoBsoF5Xg1rPU+MFaqogpjGv+gqtqhAYbRKx\nomVkRTMxP3XTMz1D8/zUtvioqv75rU028+b76So+lwZ8UgMydpOkNsb4RuMI5u2K5CqNfveFzpM3\ngJ00cPUIrvw5fPRJ+N/fA7edg1/8e/Cae774uHeyfWNuR0dHHB0dfWVMyyDA8/GPf/zL3rFvpu3H\nvw9+7LtVlXI0g7/4NHzsk3DfrTJEb63BK7twz61wzx3w+OulTX/0SfUyeuBesTOPPAj33wXnPwNb\nG7B/AN/+GGxu6HP+5CPw2Bs0qP9129CMfWn6pcHO9WzBw7PvE8hZXoVyXwPUWjDDsa3wHfQBgNBJ\nfG10INOzNu3Kqi9k9E34UlP/EgGHKtC1c6haY3RMsmp9vzItbZCOuTnNwMy9xQpwaRErUmrgdY0B\nBjN7YyCr6xKfw8DMyOcGcAa4tYEzR7DRyJA9qGW8xvwsTSufznJTPp2Z+YkWrQbziTFS1ypNGjNv\nlWTRVxEkqVSprfjXTJ6KcqaVnQdrXRHN1K0ZlJ0dQ4pkrJ1cVVm3Nsp5Wa8E0BLb5ylw1cFzS3Vf\nLwt7zxqKAbzeKp086tK+O5c8VxtYTWxSis1vY+aSbhz66izznETQQxDgGTd63+A0YT47hkcT7eNW\nDTtjZfMcrQl4toVM9sEjGajqGcArx/D8jiq9hiZtrVVocs3kNWsG6rt1ZiHQMwSWC1gb6r3etAWf\nOIKXl7C4DO4UhIm9RwJhLmn3Txu4sgFvGcD9TnJTthTbc/cc9ipJ43lpoYVDWDsLBwsY78PhXOnZ\ny5jhNJYniZh7szB2Yymg5RpjQL2A4ayB3VQsz9UCthIBxJ1U5fhb8dnMdN5dkJcpD2JTBq0WB2XQ\ns9U0eqYGlT6nslTnJtHrIvPjc92ro9yePzM8D70ubx30exroYiK8AeTovYtyeyh1XZK0B0YMwA9s\nuIjPa92b2yNLHjuZ+5X7wTcCe69cg3/0KzJl33UbvOP74Dsf+/LHwZPt62N75plneOCBB0iS5Eu+\n9roBz2/8xm982Tv2zbQ5Z/HkKJvj+x7T15faHn/DF/73u27/wv/+vW+5uf27ma1Zwu4T8PwfQr1v\nslUjc3IW2Rvo2jh0HiQz6WLG2tZpUmoz+gZ5BnY8AjwNK1k5QT6UKFlVjUBDa4CnDjYIp9Y40fwE\n1UCeghhA2Bll6x4YROmKir6CxCQ00N+EXLLIqQmcLlQpc0ujSXKzlnRV1GJJggEdjyqtFhMxJns2\nicy99n1o+3FgRuV503c2r1MdT5srd6ZJgTVNeB5jYszv04W6lSsMTwQSBnZIYHsImxmcGcMtrUzK\nk1aVTBm6DqWX1HZpAS87OLB+RmGq9zqXS7oZGKA8BC54qIaaCPECAc6MyYndDD6haxqZRtPq6maA\naC2T/BOlWefheaf+YcNEPb121mHnWOAg5JAMVH2VRON6YyxIJrnm8hxeXBPQGRY671kFFDpFWSW5\nZjiAU6Wu06CBcikGw7Xw+k2d84tLmO4B6wI9XbXZUlVEn25gfwO+YwKvbSRxjZeqiDtTqUpxd6pO\n6nktb89oYjLXEawdwsFUMlc1ASaS7qw1lJYAACAASURBVBiK9fEjYA5uKODD3IAPur+nlbJ2Lrfq\n+n6ukI/pDDI8byfy+gwQWIwgIi2sgKDpu7fXqQBNZEmzVk1UG3uull7XpEkEEisDM2UmP03b6Dmd\n18re8l7PaWRk87Kv+GoN3Ltcz080icdmwd4J/LlVEGTMVTDzM63kwNAaALL385nukcSpKOCZXZi+\nF3avwvd8G5w+KXH/ht9uxG5zXYDnoYce4umnn/6ydupk+8bdykN44Q/glQ/3huNR25tSE7eSjWN+\nCG+MjUvFRPg4uDlbGRvIiRk/nScHuu7DVWOVVN5+rq3E1neeb5V1p3q9T8VItANbSVpvIO0QXclr\n17yzQr2CzDvVVTpBF68/NI/OTm5mZA+n50ryHdnkmNsAWxszUXqYDmA2gcuR4m/E6rhGqbdTKzVf\neAGdMsh6E0MR/Viraj9AXbjtOBwm3VhvKGfm5FDqWFJ0zMGuQZKo7Hq9UKXTLUFpyuNW1U+Z+Wba\nIGB2rYYXlnDFwGJaCUhlY3hdAucancvFUKzUXqLJjkSgo611j7RBgMXnCGSmmlQz9NoO9BiwSbz6\nQ41aTWauEKC72sI1ZIIf1fKonErhpblVqGUCAG2p/UqD9jcxpvBoCi8V8ruMRpJdTrWSPrCJPml0\nrcdB98U1EHBC780SHtlU1MRLczg+skl1zRiKqRiYsIBX9uF9DVxeEzN1ZwEbmfZrksGdFeyX6qdV\nLGVqHo7UP+loJJlrMoPDQ5nWmwUwgWBMD+v6Ocz1u5+DM8+Wy8SytK1yjK61sJnAXq4GpRH4bJnP\nZ2KycupMAg3KzfIr4KcNJmVVtqhIBNZGqYzOVWFGZwQcS6x83ZifYaFzVXkdT2HMTxMsGqIxGTRT\n6XxkfqL+GRKTv0q6ikxnz3VrACgd6zNi7k+S9oUgiUmsweu1PoMLS3j3h+DX/hg2B/DzPw7feZJs\n/A27Pf300zz00EPX9drrAjx33HEH+/v7TKdT1tbWvqydO9m+cbbFLnz6n8PioibFEX01VSdVma8o\nYCXJWQ8YYmT8KnPTmRVNrmqdZCiPgELt+++NAYW6Mm+A77NAlqz4eXIBnSbrV3XdjloFyOcyOqGh\nM5ITKfVAV1Y7GMDpdXkhzgK3BpUyb5fKFMor+SBc0hWW0AS1WCg34RLWXd3kq7pZKTUv5TeaO62U\ny2DgxpiTsK5zEkZa4cfzFQKdVyeaiFnSN3j0Yrai3yvJNdFvDuD0WKzOLYmYnYlNPqmZmmdO4OWl\nmdJ+p2aIDpZjs5PAw4mOvXZKet6N2S6RSTKviDfJpHPZt5pscuhzeOL/ebogurFXZV/a6hr4hcrx\nX07h7lRgaLMxaW6q8m+XIb/LUgApmD8uNPq/ulUw4IVtVVKN1iTjbC31umjkrmt5QcYGmPZ9L7+N\nDfS8bk3g4MUZHB2bb2Rd16vrk7YUIPpoDXub8HgBDzTy9A0q5XmdruRJujyHwwayWgbq0RBGZxTw\nOD4SWDsuBRRaS9BmKMbIr+sYk4H+LSwFgkJtE7552mpU8TdJlN68FdSraydTQONmorJ2h2UnofvJ\nFb2PJm8F7qvEJGUsv6oWIxdysaqlF5vTOD2LOXq+m1z3zDAXECnN8FzY4qI2L15ZQ1bq2reJmE0f\ngY/5+TDzc2xV4s2L5zL9n49Sr8lfoTa2KNBVCuL1rLlcQY+/+pvwT/8V3HMOXnsnfM+b4K5bbmrI\nPNn+HWznz5/nHe+4vh4k1wV4kiThNa95Dc8888x11bqfbN+42+IyvPQ7MP0s1IcaXwrXmx5jHyRn\ng4Y34BK9It71fhyMyfEmYa2CnDrpmZxYWVWbP6e2wbRtNRi2GJNjf1e7XrKqzZPDgK5Mvcv5iIxO\nbaDHBsBg0ksEOp0xfGhAZ6IJ4ayDW7yC6rZLMyM3FpBnIK0xuv4IqDdgL5Ms0jYCPItalTHrrWSY\nqTE9i2CVZWg1XAUxKn6i9wzRv2H+ocxkrGC192m1YlaOMlZks4LOxyQTu7M9gDOJggU3A0zMY5Ha\neVi2sDdS1ssLrZKeQ67zRqlJ9aFM5yLxmswOvRKYl5ZbFLvet/a+dptoIvI6zQXQ95Xot4h/hia3\nFI3K0bH74YUhfHuuiXe8EON26hCuLJGJO9X3kPWyRqhtUhvCYg4XC1hfh8lC4GLQiDHSDa6Ju64E\neiZBE/1RK8PuYqEoCreEhyf6kxfnfVGB30Q9s2zSdUuo53C+hf01OJzAa9H9tOb195Mc7rDWIleO\n5HPJRyZzrcHRAIqRAZ+5gM9yCWFs132MsqKspD1Z0nl9vOUvYd64phUretzIUH02k79nA33fTOVz\n2kp07kPe52QBXUhq7N4eFxqlk2en8QJtxdIYyoGqEQeJPr+2BYo3MJRnAj/BmNtpLaDbequ4tIVC\na5EDPuulr5i/FRL5kZIUtU8xJsgN6So8ScX+tC1dmnOX/Jzp82MlYdUocuT8y/Bbfyo58/5b4Vvu\ngXd8h4pETravz+38+fO8853vvK7XXhfggb5S6wTw/M3djj8DL74bFhc0AVkRU1dV5UI/2Ng/dQbR\nWGEVI+f9CujxqTE09r0KFmrm+wEzmo+rWpNn9PDEr8rAUpVZ4F6UxOKEZ+yJa+gMyJFfd+bPiWX8\nWJVIQPuXFPJwnJ4o4+QMcM7D6RI2S636i1qMTorep7b9WbSwGMHxCC57rWAX5jdqTb5qW5UnLyuZ\nkkv7+2XW+TDxa5IIQgqMUQCbsU4ODf4x1ZnSJr0I5MyzEyJrMhR42BzKu3M2hzNB/o1xpXDB1EBb\nG9SN/TDACwu4mqkBaAC1onBiiV6fKoXZJzBLYG8JB5mOIyIWH3pizZsfKppJwTxfdjx9LkPPpESM\nl7ao95KxiC95feamUyuH7TXYLAR+5msCOhjT4b3dD5HBa/Q5B1O4UCgPZ9jKfF5gAY2WGpzXwgn5\nGNZnMsce22RcziSJhTk8NJEU+MJMLSS8BzaMjYvXwUFTweUjeF8FV9fh9QO4u1KlXDK3AMRGAHR3\nrs8qKgGd4QQGGcxGUBzBeKrih1kpfxGVyW3WZiOsCfRR2ElcgpsaQLZFRhuU2j3zcLFRhs/eQCnX\np52krk1jfkbmhUkKPTtJpffPgoBP7vsqr9JkryboK2vM35PK31W28n21iV5XuJ7BydI+8qNqZL4u\nWrU8aYz5qUrtuzempzHPT2s+ncj2kPTHm9hiq7X/F12l+9B5jKaycWHlXows0KKCT7ygr48+Da+/\nD976Jrjr3A0OqifbV3ULIXzlPTwgH883a2n63/TtpV+Hax+RhEBQB2nQzyGCnCir0IOZGAzYMTkG\ndFwQEGmDARXz5nQgx6+AnMoqrEJfvt0ai1NhvpjEGh6aXBVyY5Uwv0cEA1HqiSXltVUNmZm4y9AJ\ndjyZVeisaaA/G+Rx2a5ga6Z5o2j1ldlEXTsdb9moHUS9qb5HS5NFFt5Wt63ybQ6aPkF57o00SSxT\np9V58hOTsgbgRvK9dDEEYYWdauiC16jNrIvG8cTOOyNN0FsTeUd2bFK9FfXvGpvHJjWJbA7sFXBp\nquafx0MU9T/X+6cjuD+D21vJMaWDowBXGpM4zC/kVsBL21hid0vXmiRD/xYBUd8kzr45a0mSCJDM\n4j3XKgDxilO10ahVRdz2GHYOrYN8lD4GqFN9Rgd0g7E/bQ3XFnBxU9LWeCJW4pRN5lgOTG5esXwM\nmzOB1dIAZVnCZCAg+MDYPGwz5e3ULYRNu4b2TLhEHpx5Ax+p4doWPFbAa2pVyg1qnY9xDnfO1T/t\n6kyAIa9VzTUewTCTgXw0VXbWcQPzJTQrJeyMJEP5WFW3mkK9wvj4VOxVC7yUwG4Lp1M4yNWd5HQw\nxicXwFy3S5RZpVTss5ekKsrIDaA0xvyVjZ7hJtFiJivN71PI75N7lf835rvLne6RKlFrmmEu8FOa\nkT83IO0x2SuIzcozAzS1ASDXgx9szIjXQe50nZ8ojTmTfn3bMz9YVVewhyqmP7+wC8+/Au9/Er77\nEXjL68T8nGz/7rfd3V2GwyHb29vX9fobYnje+9733vSOnWxff9v0abj6J3DwF4DXhEbQANO6HiBE\nJme1Z1WMTvbOQI7rTcmNyTAVGgiryORgcpWBnMaATxPo+l3VcTWaqAy2tmTWkBgQyOhCx6gNABi4\ncY2BgMYGK149wGHsDpko6p2x+hSddWJ0tkvYnmtAHnhNOnmgq7zCaX8PAb+tSfgwiAlYBjE7roH1\noOPcLa1SJZiPx6kKy6c6H26sFXCdIB/KSPuWoEE/CXTVY65F1H2lz3BVz9AkRs8nIx371rpNWiM4\nVQvsDIHhQvN6ZsxL6eFgBAclvFjDfg4LW9Gz0PuPU3gkVTUaiGGbeYUNLiwQMayUOodGr4sl6REM\nJUGr+dTkw+4aRsQW1LJl5CQ3ORBzUYr5uJDC/Yn8NuMKNkdqdHpxIfNymmo1T6Fz5SPrV9tn5DA/\nht0c1ieq+BqswXAG60vbh1zHkLf6s3ykIM39YPeYsXNjS0J+zVjPzHPHcLWE6gB5eobI12NSb2td\n6p/Z6yWuh7w8VRvmVUrtWk1quLzQMectFIWxPRswG2qf1o5Uzj5rYGH+Hiq67J4w0KLAVZIjg0ld\nMVAztmDxQZWDLzeq7NpyktLGCPhsZZK9Npy8bFmrYzJvP75WhVdqclfbKlW9QfdWkfRFCJkXe+UT\nk7wSyBMLO0xFxtb2fJZBYGporGxZSwrOnHxevrC+eJU+O7fFVlvrWYoNSokLnMyY37JnncOAV1WD\nhdV+eVYREZOgPbovjpdw+RD+zb+FP/xz2F6Hv/dD1zvanmxfje3pp5++oUDkGwI873rXu25qp062\nr4/NV7D3YTj8K5g/J3AQJyqf6DmPTA4GYLwBnQ4spJ/jyTFZJoKcGgM1kcmJ8lVtFRm2GmxtFdgk\ndHH3rb1fNdDEGmyi8pGyhq69Q6g04Ca16fPRoAhdRUYwSSjKakmhho6nxlaijdKRt5ZqMzBGRt7C\nfDcYTR8Tso+cyoWPB7Br563yWolWjaSvvFUg3LwRlb8wT0KdqGrFY2Xr6yrhDYlVYQ0MmBngdOZD\nIUozJmNQ9ZNv1wetFTNECzsTWEthc00g7tZEnQsmczFWWatz1HgZrA+d+mXtOji0/lTJlC7A794M\n7jYzcZOolcTVEqaZeY1sUo9tTsDkhEbAJspVqU2UqYFqoGPbOhNPgI1c5t5Y2UUr8PSyMXxFqxTj\n7TFsjJTAfLBuno1c59KX+tm1WrF7k2PbAAfHcDGF9VygdlDomg+sCggr187MqzIYwdYU9pMezJUL\nMS9uBveM1H8rmcLVChaHujaM0Yk3NsQvdc9eOYT3t+qv9foC7qmVycVSHz9O4Y5SzODVQwGcvNH3\nUSGZ62gI6TFMpsrvWdQCPn6IyuWN7WEgcICZen2BHrSFWNCuiACBh8sZ7C8lcR0XquTbQVk+e+b5\n2Uns+WrVZqR73lIBj9yk3NzOu9nA+srKVFEWg/jsm+SVJxpXGqtoK9C5K5FXpwM/JntlTs9bG/oF\nVV0LgPpEY0NjHqZ4b6zmUoWqBztkKOPI2Tmxyr9gi6pV788Tz/b3763bcDCD7/gWePQB+piCk+1r\ntj399NM88MAD1/366wY8jzzyCE899RRN05Bl1/1nJ9vXyXb8adj9XZh9lq6Detd0M7I4bsUUaAbY\n2Fuq61Ae6HJyYl+oFhtwVuSqxmjpsu5LZVtWJCuTrRp7j6oQm9MaA+MNXAErSKqXc2JTzAgKomk2\nJiJ3kol5fNZHcHpNg/kZJ6CzWQrojIJJV7Umv3i8rU3Es1o+nWoNLtog26xUm2RelS7LRgFzddu3\nhai9gE5rnoQoYS1NUnNjrS6D6+f9COi6dgmRwTJ2JxhLkgx0HtyaXrs1lnywPZE8d9qJbZrUaieQ\nrrAuC+BwKPDycqXk39pKwX2pUz5y8JCDU/Z3rVMw4RUPC2eraWfymAGWBEkmsQIqpoSnxiolxrz1\nEcwmIxgjM06tesxbNotJZReCwNlZJ7lwvRWDtb0UQ+UzAa1oYHfGRviglX1kjOpSr38lt4aulsJ8\nKjE/T6H9TlsBHF/ISLw5UxVbYjJdU6rkmiXcOUB9zaYyfs+P7dpt6F5PTH51BnymR/BEpbYURwN4\noIZTAx17Uspou1P2bM9RrX0rRkr4Ho5glMHhCAaHako6rQV8liUqYx9q0qZAZey53Utzu+fmkCz0\n/ASTgEJrzGuq/m6TROnNV4NYntPAfgbrXgbniYH+1DKNaAzcGuvTtpLnBsbuVs5iJhCYTFP9/zg1\nOazQ8zJI+sKGDBnH2wh+EoG+gOTwyPyM0LUvg57LptHfxoyvpqZrOhzjJ7o+XxUK8EwNBJn0FZ32\nrtAz5zxd1SctXNzX1/s/IQbz3lvhnT8Bt/416fQn21d+e/LJJ3njG68/U+C6kcv6+jp33nknTz31\nFG94w1+TjneyfV1twcPhx/R1/DS0y95307EJSQ9yvLEo5P0g6G0Wjn2uGpObWvPb1K3o5SYI2MQK\nq7q1qgtb2TXOBr1U32OvndidPBjNTi42JwRkKKwtWn6l0qozInt9uXg8K36SkGkFOhmJ0VlPZNI8\n62GzUg+lcRAFH4FO7HEW+3lVjdpBhG3YDZoEME/HvNXEPvYCPHu1BuBlY5aJYJUshd6zbCGMwY80\n8FMgFiAOvrY1BuSisdIv6arOqCE2gw2pnYuJJtfNEaynKn8+lSpn5bSXaXpYdgokDoHSw5EC8F5e\nyqg8tcaOYSrWjALuSJQaPEL3wSJRM9NXGvNUpQaS0XnpWp+EHuhEhicmV3cEjx2zg27lnQSBrMLp\nHGAVfq6BK0G9tc44sU2jUsBuO4ELCygtkyfkyM8SWR6ve8jn2jefwfFUqcSTNRjPFf6XBdiOANNA\nT1apcouBQMbOUqBn2Ii5I8gDxhJuH0C6AdmxMnZmZmZONlH1FAgtApRQzeEzDRxtwNEYHgjKeNoe\n6/+TAsYZ3F4qRuDqVGXmSWUgrVB69HwA+TGMZ3C4ULXXooLaenG5kb5CZixgIXkrpPa7SV3OgFxi\nz2dkYqdejVfvXoe73yg2avaipJ30GLYaMT9Jq+uY5fbctopFyKwaK2usj5dfqbjEGOBGz3hmklcz\nsGytVJfCJyaB2bjhU3nm0qHK5WMJ/rzRdRzZPdn5BVv5foJ5fGKbi3aFtQ7OpOHEFhb2/65YWZDY\n4o8Y2RDZ5kas1rO78E9+F/6D74I33nfC+HwttieeeIKf/dmfve7X3xBV8/jjj/PEE0+cAJ5vgO3o\nE3Dx12Fxia5yxNnK6FXtHGylE/vZRHYkGGhoMZDjjInxWi1VBnZi75yy1sAVQc7q33Xl5Oi9Swu1\n86a9h5iwaixB9OR0Kcgtr/LpdHJJlFSMCXLm11kFOmuJWIEzQYzO9lzmzEGwVXNjMot9pMs02B86\n8JuqRLoStGt1Ja/OshZQWjM562qtlfEyaCKskQmzSY3RcsCmGJTWaeWdjDVwA11D2ehJwptEF6vN\nzH+QrlyvpEWAqVHp+SSDraH6ZG3XxoQEyT8FAmXYvsxSyXO7SwXUHQzBD2yyLzWBFA4etqabCZp8\nZqk6fc9swojBhsHL7xMrynwQk+NTXau0oOuhlkBvJjUWJnbCJphR3OvahIFdWy+W7aVMbEjuBOI2\n12DNJKcra3SBdUlqx9OanyPV+cNJumg9HC3hUqa/H5aq2hoEmETp0CSQfKZrmZgEtr1U77BRoxyl\ndKEoA1fBLQVk68b0VEpM9h51Wx/aczaz7wtV2u0ewB/X8vY8bBLX9kCgytfy9uyUKie/stR5WTTW\nD2sslinfhukQ0pnJXEuTuZb6jOjvYWiT/how0v0VTM5hKS9RUus8+bT3+FQJfPoQnv0AvOEe+Om/\nC9c+DYfPQzgDe5fEkm0eQ3NFf5/GdhDm/UoHuifSxsrbva5DlZjXr1mRvFqd/mEm8FMmfUZQm8k4\nnzpjblKxOmnWh1aWtRiv1Im99UHvUXo9p7n5xbwxP/FejvePs9/TKKku7T5PxfglBpAwCRh0b1PD\nUxfh9CfhM6/AT3339Y/XJ9uNb3Vd84lPfOKGKsdvCPA89thjPPHEE/z8z//8De/cyfa12WYvwO4f\nyIjcmYvjA21fcdLEDMhddVUEOc4YG9fLUE2jgSWajNtWbEbTaAXVtj2TE6uyqsTYnESUdbXCCoTC\ngE6Ucmwl/ioWJwIcq1CK6byd9m6HF0PEMO/KzlBA5wya+DdMuorBdnkjoBObe9bQlYAfNNBMlCT8\niq0e61qDZWkr1zUvNuJKJRaobKw6y2TCRdozXk2GggTjJG8l5z56IbDJvjTgE+hSoKN5MlQ9oCDm\n44z19+sDmBSwVYjd2a6VCD1A4YJD3zM7wck8fTBRGN3LDeylxo44usajDOHWHO4LAofBmL1DD5cb\nS7OOgz5AoKt28SvgB2N4XGKlzPDqJrjY98SAkhOQHCaSQUoDzLS6By9lmrjWnFiHSWnHbKZhZ5WB\nYaAKLGcgvEvSbgUiyGE5VwLxbgEbKQxSeYfyQo1faTE9RWbbEpOTApwp4UqqVhHHuSqR3MiYgRzS\ndTg/BZYwXeo6sal7PnrhEqfr6iuYz+DPG7i2psDH+1vJR+sZhLnAwjiH25aqtLs6E9BOGyiGFlo4\nkcfncAiDKUxn+uxFI3+OH4phDFa+71L9HpuvukKGZ8xg7Wp7ThPdtmWte+DPnoWP/4/w778Dfvgf\niBVxTsDq8oehfhnGe+AviAFN7VidjRFprn/DFkdpq3u1SQz8mBzV2tiR1eb3yQV+FhH4JwZ+glVy\nORtjkJdoZDLUwvx0SZA0FlIt2srI/ARVhwWTzRpjsp0BotjeIpqdE2N/AjqPrwpazfVsf+BFcM/B\nR56D194KP/B6uPeknP0rvj311FPcfffdNxSGfMOA593vfvcN79jJ9tXbQhC42fsYTJ+BdkbnxyEz\n+SnOqgZoYkCgswGNrDcRd54cRNPG1g5NNAg2qrJqbcBog1HgNjmVBiBig9DSvDldKwn7Oa7oXZwo\nrWlnl00fTcjGTCQ2WEX2iWhMzjUAro/F6IydZI+zDjZWpKthsJVlY6SC0yQafUnzRvJAWFdK8jRo\noqq8QELVagU5CqqgmZpst2jNq4NVmqX9+QsjaEb63Q00wTgbUDtCq9XxuoauAWb8veufEQwXFPZv\nAzq/y8ZIE/b6UFU+5xId79pSLIFDfgoSHcvxSNLcK0vYRR6SNqXzDeFkIH0gVdBgFnTtZ7kmz4ut\nsXUrRvJ4TaJcFcFVDGfsQpva7uV9dVaH+PR9aGCtaI05Kug8Ey8HOEx7hm5Uwcaa2maM5jAdawIm\n7T1gIdN94hubrFJd74CAxm4G4zUYzWCwDsk+nM5MUjMfEl4AuQoqVy8Q63I1FfMyS8XYDIxxI4OH\nrblvshTjEkCG4iEdk+rmxiYs9Vx9plHK8vEY7kvg9kq+LGoBo2ykju+jWmzPUS22MavV+mOQQ5EJ\nrCcDlbEfLawpbak8G0Y6n2FA353cQLgzxicMDfzG9Grf37dtC80C3vPbcOEyvO5h+I5vEyi79a06\n5qtPwPyi4h2qJ6GZ6z3SoQBGsLiANNX19eaDK6LPz9m4U9nvqdihrDTwUyiZvGqtrD1RzMPCwE9A\nRQ+Vpw+S9DpXU2MsB0H7WtpCpWp1f6TG8rQNXdZP1IMjS+5tweh8D3Yi2xPv7TbAC4fw7AF87EV4\n+Cz89HfCrSe9u75i28c+9jEee+zGusDeEOB59NFH+fjHP35iXP462eojuPCbUF2D48/SGYq9yVWx\n0iWsMDldU8nM9HMDOd4GGW8DQL3qy/Hy5TSNyVUrbE4sQ48BgSCAU696c+LEE1kkM/9FUENL1x6B\nFWMuvl9lRk9ICLbqHIla3hjDzkjqztlEYGethlNTVZkMnZX3tlpNukTH2KR6v6qCoxzYhoNEhtzE\nBsAqaLJIW9jwAmSXa52LmJK8MPluaWAuAsCwYZVmThNIiKtBR9/cs6UzJ4cAbkFXcUZktqL3pbDz\nM6QDBlsm2a2PZVLeRq0DxpWZlIPoe4+BugQOUtibqzLrYKDSfxximOaS2nZSeDBRJ3XQSnqG+ZQK\nuk70EbjFdhK+pfNVYatuhwBp4j/PrtSjI3sdXkxLzOLxiBGIEtk1ryiAWzMBsUEl/8j6CLaOYFbR\nmewZ6P6KnpxoYg6N3Ue55IzjJVxOYW0CwzkMN6CYWbsFTxdj4Oxc1rVAzzgomPJKCuuN7DnNTDKT\na3Rs37IGTwPpUmXkbVxNTHSeScDPDMyXkpQut/CBGvbWVQ14X61MnImTUTotZEy/rdJ9fnXW36NF\nDvkE5gUUWwotjNVceW3+sgrqpUmqQ5OzBnThizG12RtbEZYCPjTGbNg4UjbwqfNw6xdgLk4/Btg8\nNP4JKD8Iyw9Bu6dn17kVk3MrxiezBUZrnrhBYyxxStdmpsGquJZKxh4lWlAsDXwUJsVViRXc2b1V\nOwM/qXl+vM7FtNa+DAJdFlCFnu/EC/zE8as24NPWum5JrnsJRxd0yZIeGMVzivKfPvISzD4M33Ib\n/MDDWqCcbF/e9sQTT3x1Ac+JcfnrYwseLvw2HD0Fi1esnDsXyHEGelYTj1fZnTZKVa4nEGJzvypK\nVjbwlOZN8fa7kRHdZFfa4Nfa91hpFT1CIe+lMmf77eMkZDRIlKyIMpYNfJ2JMEogoV+t55k60G+P\nVPl7xkkCmDRwZqZBbWTsRF73XcyD7T+pjvnQyV+xGIi5CJg/CaPwg4DDEBl8Zwb65sE6SXuBvlhx\nVXu7DpM+oDCM6as+bFUp57BNvnbMLHROOtmlNinABlzf0HWTHrawtSFz5vpQ0t1mAmdak4QqfU8j\noECr38OhSnovLAV8ZtaOwdX2+Ym8Cg/kMtAOEoGOKhHjtVuqlUTHGNohtb5TGHWpwsrkSKfi9KGD\nYeXFQDSeQx8+OGgt28UmFN/KRZ5UiwAAIABJREFUl3Ixg4eNBRo0as2wUcCOg0tLaIa9jOYtlycy\nNb6W7BQyfbZPYT5V/tDVQsb2AoGuvDA/T2R5ghiALPpAzDB7uoZrqcD1LABzAaI1O76HN401sCTl\n5bEm+bCOwEUKfmqT5FLXfTqVxLW3rmt0v1cuzoaxPS6I0dlaykt0rYTDGpZDmYOLkSVJjxTkdzgS\niFvM4Kg04NPY5030nsGqkTqmwnw9LjewbqXs8RnFwaWr8Gv/N/y//x/8yNvgb/2I7p/VzSUw/F59\n1U9D/SzUL0C7C+wJ7DgvIOFSnY/ExoC00ULFO6vwciZ32djVpPItFUhOqgoxZUnal7UvHV17HI8W\nIXXQaybm55qXMGv1uoH/HPDTqpAgS+laVjSJ9jf29oreyOiFDM5Ar0m12MJifwYXD+DDn4Uffh0n\n25e53ahhGW4Q8EDv4zkBPF/7LbRw5QOw/3E4OG+AIrdJxUBO18cqgpzUfDW82l/Tmi+i8mY+RoNJ\n3egh9+2rQU40ITfOMnNSo45zUcytMQUhlpYbyHFxxb/C3lCblBP9KfE10JWKJple46DL0ElT2Jyo\nXcLYaaI/7TTpnZ5p0hk5yRGDpi8xx2SZGC9/0EI9hnakdOFl0Pmo6p7VGXp1mA7hc7w6iAb3BnSa\n1M6tBz/ShFs7NGnEqhhjp2L1UjD5LrRmPi4F+ro05abDeAIk0U9iOTSb61rdbg7hdK7k4Vuwwq+5\n5DsXrKo/aOCe5nAcYHcBl4GDQp4IAJb2uSOl6z6QKGjQ2b0yS8SeXMFSos1DlUQWEbpI/uDp2nes\nVmIlGLhbAbAY8FjdkqC2AmlpgKegawhaIx/PMnpuGhgsFQA3yWFzqQ7uIdW5CrkmcVfZhG6rc5pX\n7+N0pvcdTcSGDCeWFVOocogWISwnk3JA1z0b6n7baZRTM0ETJ3MLCAy6tq+d6GN3F2oWurAeXGHD\nTLAbECLoqSVx1Qv4bCuJazqGewfqvbWZwzCFdqFnYpTDLUtVcl2Z65ylrfY7H+v/i1Ry7cEQhlP1\n5ipm8rcsawM0Y1t4DEwOLAR2qMU8htzu0SUKMWxN0klh7wD+r/8H/vW/gbd9L/zMT37h8St/SF/t\nHlR/pvu//qzu8fwMhIvgXxYATFMxg3EcSs1/10Qw4gQ6PGKBkgBpJbDcRsnL7s2h0zEtg4zMw7hA\nQ8zNJFF8Q2uy13GtvxsYsCsj+DGGO01tEWLv29ZaSEYfYUAMkI/jWRB7+twUnn0e3jeAD52H//bH\ntHg72W58uxnDMnwZgOfEuPy13Q6ehkt/Cvt/ZWxFXDLb9yZOqrbKaOn9O23QJOxNnip9z+TEHjaV\nmQrb6MtZZYJsddUmdM1Bq4F085hkHMybA7YfESmZ8djb945WamwiNz8FxmZ0BtaAQEOuQWFzLEbn\n9Lq8ARtWuXJ6bkAH8wHUKn+Nycp1BDrBkmkLYAOuOTX5dCi7pMFWva0GvyLIwDyrdE7mwao87BCW\ndtyNtyqPiRkrHV26rV8psQ/BAIJVXgXPqwMUS2NG6v58hMSAUaLzkDUyZY+cKrK2B+oefs4J3I2t\nA3q8LSKuWAbJdocVXKhUeTYrNGg7M6iCzv29OdzS6HwGL/A6DbBfyYwdm8V2IM4ZMPV0vbTwdEnK\nqTF8GT0zEHOggFcDHpMxx4lW5FmrFbpLNdmGFi4F2HewiSSmQS0T+doYNvdgvxSICDFp1xYFsWN7\nbM/R9VZKlc1ztIDLCYzGkM9htC456FRjoBT7myFkC91XPle11AiVZ+95SYzTBFj0oMdV8NCaGLtk\npus+nwnotxs6n0x0/r35fVwlI/CVFj5Yw96aJKq7KzX6XJ9AWEoKzsaqQBzVMm8f1gr0y1rIB9aU\ntBDwOS7E3kymcFhao9ZaxmY3lMyVFPQSrEldrqKr6upaeERzvS2yjubwr34fXnoZ/s5Pwl13fOGx\nLN2B0Y/0v7f70F6G5Fuh/hS0L0N7VeCHzAi2IPCTNtaegn5cykxmbxNjb5YCzEOnBUiVSbqOeVFt\npoVL6vQstc5k/FR/Mx70jOK01jM8sHGqTgWkykYLxSSxwEWn56WxRQINXbVAlFFdMHavgk9+Gn7m\n03Dv7fDIvfAjr4dbt77w+TrZPn976qmnuOuuu27IsAw3AXgef/xx3vOe99zon51sN7gFD1f/Eg4+\nrYf96hP6t+gpiJ3K46RDKlDTotWLx0qiDdgsQy9VeZNjysrMeQZ8OvOxAZtoQPY2aVeFlVbbyjiC\nnFUGI1ZbRSaHyFp4PejOdHvCChO1whZEVoNU8fJntzWJnFqHNz4A9XlgDqdmYnYGNjHmxugkBphq\nDIy1Yq0OHSTbME1Vik0CbWVZOb7vfzVyev3lWkBw2eg8LL2tJp0GUO804PkcwhpdCJ+LlTBWneJ9\nR7ZJEjAzbhckaGbJjgWDrgSWlj5BuBazM0zFcK0XmmRPo6qlUW2sFpoAYpXUIsDhWO0gXpnDtUSJ\nyq1l1Lg4aQ3F7jyYwummI0IoE/UA220kVzZ2nPEe7SRIY+iCAaAwsGud2OrbKQU3iRqXs2PudC4D\nRB7GhcBM2tjDYCb30MJeKx/PnZl5PSoB37Vc6dlFJV9VlBRS6y8Vlig/pbFzW9LlNpFK7tnPlfS8\nmWtCHQzhGNgw8y6F7e8Q8lL3QppL/hp7k0m9AgNnOQI9VjHoSnhoXechmWs/Zgtdg2TTQJmjz3pJ\nEfNWKdfpL1s42oLBPbB8RQzQ5lDPCAuZc4cp3FIqEPDKXCXsaWMtUkbm8Rmpqu9wCOlUTVGPSi0U\nFubviWxPGJiklQsMOWv14axLPaX20Vllpbd77omPw5OfgL//U/COH/7SY126rS+A7D75mqoPQHsP\n+CvQPqtnIcns2bCFWep1SWr0/FVeYKgJYqCbBNJ536y0Htnrasm9LtPv1iOXESaNIRZplCqZvfWq\nDpu2ukdjhFaT6rMXDV0oYWJgPYS+arNrX9HaNTZ2sQ3w/Evw3Evw/o/BT38XfP+bLNDyZPui28c+\n9jEef/zxG/67GwY8J8blr8128QMw34XyCI6ep8uqaenZi9jfKjIxphLJcxMUCFibBt6aCblr1umB\nYFp46IFOjXlz9N+dNt5YlVX05nQVUyafhFUTckPnT1HaoCaDLoQOuiTnJNP/ea8BlRS2NuHhB5Sk\nWx7Bo2+Ax74N/vxfAJdk1hw4TYpZJaCS2DlpjGaPsfB7QJhopXfRaxAKJuOVqAljjliC3MuYu2zl\n5VmwAhQTTf7e0XWFxoyflR2PszLfzoQbzJBqYMZHViv6mEzS6xqPob9tEwONiUkyrRiuUaZJfTyE\nnVYBg9sG9oaNBlrX2meiY50WMtReXcKlBg4LeZYUrmNftp93pnBnkDxCoklj5sR8XQmStmoD2qS6\nZhGveE9XUReDICPLkxjYcbX9/+fIWF1QIfo+DOrDlBuQism4SRD4upjBI41kzYGBnq2Jclu2lrrH\nQ6p7ojVGwg0Felxu4Ae7HkGTd2hUxr2bQrGmCqfB0O6vQr4pGrqqLTLJi2Vipewe1iod81GQt2aR\nChwwVIggU3hgYkkRc52PWQkcgFsTwOjypWb23fqnlS0808oA+7b7FFzY7Kl0fbwOYaHXZyMFa45a\npT4fTZV75WqBr3wMy1zAa1mocWwxU2ZQXvZNOztJ1tKasYouN7L9NMAYZS9vwIfaVJwU/s/fgN99\nL/ytH4K3/xDXHcSXTGD4dv1c/Vto7gF/AdpLEK70rG8wxsS1KkwYur54olqV5BOdm+RIUqi3Ma00\niTMPOrbKFnlp0GFHQFM5GA1FwrVebNix3dcFAkZtZnK4AV9fywMXW9xU0EV+kNq9hO6l4ODwCP6P\n98L/9gdw92l43V3w9sfhrrPXd86+2babMSzDTQCeE+PyV3+bvgwX/hiqGfLlrMg9Ub6KQCcSA62x\nOaV5c9qgFVfsY1U3GiBWgwFja4gYCti6njmqCn1500aCGVxDNOLZarxjcoyqjeW8nRHZ/DmJ0clx\nRR3fw3utToOD7S14+1vhR79PlO+Dr4HhAK79GTz9j2GyL6BTIL1+4I01TnozNqkGwIMWqhG4dVVe\n7QXl7tR1vyprG00MY6eBfrcWEKpb8+rYuWxS+QRwGri8A7+mf29AIMcaf0b3bpSTkmhMbnUeutYY\nBgRDa+csykOJna8UlQc3YnMmhXpkTYZwxqsa67StcsdLnQsXZNT2xp6VKCfmuIFLJeynynkJuX1u\npYmLoUrc708l4aRJf39MA+w1fcVZY2Ay3o4YO7hqQO7afECX6B1Ji1d5eOLfuJ4Nw1btBQIULvTg\nmlbM5JVMpeCjWmbSQakqq40xbF2TVyZEf5LtQxzpgnmhXGvnfyhQlaRiTY5ygYrRGAZzK1U/UGJw\nFlcURX9fF41lvww0cU5K3R8zr0queYZYkJGdsDncb54eF5mepR37BIHoiCJn/X3hKmiXcNXD752H\nR2+BN94F85dhq1XSdmIANhkpp+iWUrk9V5ba97k3CWwo8DNNYLClqIJkprTm4xKyuUBRWUtWc2aW\nDlZ55HJ6IGQsT8yHCtagNBYm7B3Av/wN+K3fgx/5AfjbP2om7uvcim83U/IFSE5B+xIsfw+aT9ut\nk0mqCwZwkrYr0OsWKVGqb+LYWUpCjiXudS421zkrcMglpdZY2wqnBV9ti50kUWBl04oVm9qlzYLA\nui90TyxNym+8AHzi6VpmkGl/o+ct2P1NULn/i5fhQ5+Ch++A//onxc6dbP12M4ZluAnAAyfG5a/G\ndvw8XPwQHDwL1eLVRuRg7E1rE6yxp5rkW0kyne/Ga1Koaz2QrclYsbohNtNroYt4b23lVef6as1o\nG5x+jl2fAwj8tPTVVTahR0anY3h8v5KP7+UM6MRy32Ar9+0d+NG3wdu/t6/yeMPrYPocPP1uCFcN\n6ATrzWOSSywHrW1CdB6mlQyayTYcOzX5TJNeGigbZecU5tXJAlyrDQDVJl8FgZ3YTiHYea9bMQV+\nrPNGgkIEBzIpxsk9dgHvUqJtNdetgm3iDBEcBrqmhtG8HYY6nrVMg+s4Ufn12VRS3hk0GE+WPfDL\nPF0p+MJLypoGuLLQRHk40KoeY4Io6doJ3J7A3U7VRYnT8c4SnavLNSxtdRoy7as3YJMEvVcEMj7Y\ndY6amElXaSZwlsQRx618rTI+tuIeOflzUrs/g71f26rR6YETw5V7yCuYVLA2kLS1VipvxZvHLOYX\nOQv6SzM9D9h9nKBJzjmYTeFapve5los9zCcCAdtzk+RqBHCX4EpjekKf1kypZ7XykrpmJmMVQ3um\nZ3DfmlivdCG/yXEN7dSYsnVbYIBuWoxBLAVQpy189GXYncLbvw2WH4fmWNVqwwz83LwlE9hYyIC/\nV0viKguBgqKCdKJnJxvK9L03UNXTaKaMn9Ik3aUBw2jC78rYV4FPTKjO9L1dmiRZ6Z48buAPPwSv\n7ML3vAXe8MgXGw0/f0tv1/fsAVh7p2Sv5b+G6qP2zC0FfrPIPBprXHhbsJiM39h9W6XmObMS92Fq\nfh+TvEZOhQEhlX8vcRorsL+NVZhjp/vOe5X8T23hlaK/b01qW8TFjqeT6zOMjU9MDhzQLQKdk+fu\nWQfv+m344cfk9TnZbt6wDDcJeN785jfz4Q9/+MS4/BXaXvoQXPggLPdNxrAJPAZfNSYFNQZ8mubV\nJeSNN6ansa+WrrrBQ9es09NTvo0xNa1b8eZEYJMZs5OszEUe+kTCVzM7XSpy20tXDrqE0o7KNiDA\nUP9+Zgd+7AfhB7/r1XR38HDtfXD4QSjmBnRMuslbOsNpbT87AyhHDtyOzNQXvfl4vCj6xqvRJybZ\njLC2EI2dT2+L1UYDo0+VW5Okdj5TSNZ1nuo4AY+QXGKUOdBP4hVdxhBImog9soLJW4kBoRBs1RyZ\nkoleM85kTh0nsDaEnUwT+2mnsXFcaTLL0PvG8v/KwyJXZ/OjpXpf7SUws7J+HzR5+tLYAAf3ZGoj\nUaD/94nmsGkpOWuZ6h5qvcCdqV6d+TgC3MQOIaYwJyZFrbI7Lt4HBoYiwxPPxTCYaRmxFu1QnxlT\nMfeByw7uSgWKhsiDsjWAywPYnilfxxUGMDBpwZqtdi0xQKDPgHib6J5eLGA3gcEaTGZQFGKRZmNY\nj6XqNX1bgYXSekun1OPCy0R8kGsxMgk690mpY5qk4I7Vn8pBl659XK2cyw06eZRMzEncX2ey62c9\nvOcj8BPfD+4I9p6wXKaJgF0wUDNcKqdpEuCysT2Lgaq5yqEAzyLXwqAsBHwGMzieSeYqGj07tbGB\nwYCPi2npOfL9DHRfxYpCX+m+TozVvLYLH7oCl64JdL7utdz0lkxg/Hf0FQI0T0DzKcle7Qs2Pnmx\nuEmr+zrmjtWpGZ1tgVA5LRiTqZiYNod2IN9e3aiKCxuLF3YfD+wejwuBxvfPqQ8CP8fGBqWsNDeN\n4McWWKmZyXOvS10GlcGnVuW1twd/cg0++Fe6D3/1F+Hc9s2ft78J25NPPsm99957w4ZluEnA89a3\nvpV3vetdN/OnJ9sX2M69QYPcs+81FibtQU6LAR0DMnUQ/dr9X9v7cnww2crYnsZYmQatXBoDPcEZ\njRtLyM1zgYEegM6HYhq5r/RGadtP2KyAnliBsCq9+dUJzszWAGfPwd/+IXjbWz7/XEyfEtApn7G2\nCK2xOsYKJU6DRjQ7+wb2gySmMBajc+g1oFWNmZIbAaJhsPcMKjVfGvsyDwI7tTFlZWaAMLV2EmZM\nbhKr+ipQPP+gBzreDjv6dWhWDLoLY8Bak5C8Uf7OAEPWm5sZ6XWjRL6dQZA5dWsA66VSgNeCmIei\n1KozKjbB3q9ycFQoN2h3qeqh4yHU5t1xc+1H7EV2LoH7nLpgJ84qTRIN2PvtincppSu7dfQenmAe\nqni4MWU59thKjYHqzMmR1VkBPl3Fnpd8NEitz1ljwNXYs+AFwi7luveLVAzLYAmTsViwDTPstpEK\nNQCfxEm6FIMSg+LidXED/V7OJf0dLOHiGIpjgZ9kX32zCgviw4zGjMTShEbnPh/qFtk0GbGJ8lZu\noGckZsAdwZ0b5ulx4JYCPXVjz80GfTuKCBBTgWcqaOYyk//a78N/+Z/BmQfh2m9BPYPNgbEdBjry\nDNYXSmPea1SBWLcCA3mlfSoKSYV5qtBDBjCZCzSntl8z8+swNtZnYAORMbYh1b8lMbXZQGYwNowG\nPvNp+B/Ow933wH/6c3DfPZ8/DtzI5hzkj+sLwF+D5e9C/Rfaj8zbQsxbYGVtCz/z1mTe2HBbXCbB\nYhGc2Nu60AKTVqqjy/QsLIIWC7EAo3J6Pxdkap6sVHsdV9rPUWIVkIlks2XQGOYtnmPojKUNAlwx\nysHbwusf/a/wn/84PPZlgMVv9O39738/b3vb227qb28K8DzyyCPs7e1x4cIFbr/99pv64JMNDp6H\nCx+Fa88aaLGBLRIpGEtR2UrDbAMy3JY9PeuN7Yi+C++0mqhs8vO27G4TTXp1LmATAn05uQGdmIQc\nZSrMgNc17rQJPdQaLDGQtVoiH1s/xHYQIZfH4oe/F97yKNx12xc+H/VlJbK6Z+TPyCPQSfVeVWuT\neqrBYb9S5UW6IZBzqTEzYyn7QxNUVpp7Y3WcclIOa62uIquzMPmqoS83b5EsyAjakc5XG/Q7Q00i\nq72kcBrckloAIF6sECfHCBoN7HS9poqegndreq88qCKrcCo/Hxdqk7GVw6atVkelzk2SasXuTRZb\neuWtzALslQKAR5nSd52ZJUNp17DQSvWeHM42RuEHk7NSAcLdWgO+txUu0BmMEzv2Duxi907eM4Me\nAczOoxNlu1Ufh4GfWHGYeDVDzUtduwU9UwPm40kkWcaG80UD40YS4DiHrQVcHSH/CStsYyHmo+uP\n5BHwiW0h7Hos5/qMkUk9RQ35JqRHcCqxUMeW3sdimT2hEUOQDXU+thdw1TxDIweLTIyQs2aiHMMd\na5pckwSSBRy18u+FgDRGk9vIIBzreBIDPr6C/UP41X8G//HPwbe8ExZ/Bvt/2FcZOQNj6ZoapZ4L\nVsm1EDBcDowFGQj4DAvzqRSwNwSm1rqj0TVZNrZYKBECKBHTWdCxO9i5prTzbEbnVY/P85+F/+l/\nhne8A/69H+LzQgtvdktOwfgfQPj7Vu31AvgDmbOb58ToJl73zADz4tl42Ta2YEz1zPsStbRwkrzq\nVAspGstZygWclnYPD9FYssy0OHKpGL3xQNdzbvJlSLQAGxlYmgfzB3orofd6LxqZ5he1GOGrM/jH\n/xz+7tvhp25uzv+G3/7oj/6IX/iFX7ipv01/+Zd/+Zdv9I+cc3z0ox9lNBqd+Hhucpteg7/8dTjY\nUw5M5ayNVBCtOa8luVReD07ZWFBYZSZkMyKbTK6Ow060eplq9RBLiMscliN9NbYS87lWaCH6LaBr\n+RC9AizpTYm1/RxzWyIj4eiqclzWKzoP3K8B43veAv/Jz8LP/QQ88pAm8s/d2gM4eDcc/jawq4lj\nVEvndmgyr53ePwkaeA8chG2oxvB8I7+Ja5UpUic6f1UjRmcNDXDXbKXVNn1a8sJo7TrReQum9/tE\nAKQeigXzUcIa0TU97ZpkQu/LMbaL6JGpTcaykvQ0SlwIGHQs2lj/mHuFKw5SNQQdjyQ1bWVwzqvP\n1WTRNwXNbAXonPZ7lsqrc1jDiwv1y9ofqFIH84Fg5dDkcEsO35bDXa1Wly2SBPcdXFvCZ1qt9svE\n7p3ol4rHHHqA54IdbwRXQdT8sIbTA9hcwE6uirKBs9LglE72ix2600RJ0JcsEXphkwW2CqZQt+t7\nG9jxPYaqMgH6Iw/VUuX3IVakYVJWoGv9AAbqow6X2DVNBIiTzMiLieTDLLcJDaVZd3lTg/4YUm8/\npgIlKfLLzDLte+J66Sw23qSC4Ug+kgoBZ7BCg8bkvAgiTPqMadaRwl0u4aNPQjqAN/4gDB+C4/Ma\nVwrsGK0qKS1sEeB0H8ReVj6ohD1BPblcJrNsMdAzMESMm2v1PXjJL86/+n7o0LAtplyh8+6dMUK2\nMHLAcgaf+CS89w/Fpj70mq8c8HEOsnsgfyMUb4bie6D4TnCWyePQuc/sucuCycMmw+be7jcD40ml\nazkIAqix6jRtBZ5GdtzR1D9AElmsqnXGnq0XAqNpsHDEtM8EGmW6/5NE57MtTQ6utRDK7Xl78SJ8\n+nnY2ZA14Jtla5qGX/qlX+JXfuVXGI/H/z97bx712VXW+X72Puf85vd9q+qtqlTmhCEQZiTggDYB\n1LbRBBQMrRHU9jq096qX1dp3wLVc3l5LaV3XYV35w763u6+XoNC2YAdEEJBAIC1DBAIkkIGEhCSV\nmt/pN5xh7/vH99nn/AoDhFQVQ6i9VqUq73B+5+yzz3m++/t8n+/zNf/+o64rv/LKK7nhhhu49tpr\nH+0hvq3H4S9APYGt+01vg3Ufj3rxNNEATdCfqjKhKPY924lHC86VFx6J9hKsc1Ug1IVesBHT5SRx\nbUovREsnWHrKGQPhatoO2K1WJwU46PQ9Ga2HTu7giU+EffvgwH744RcrBfDlRrMNOx+E8i6o7pQ+\np9+YnqPQy76y9JiLYsE2nFH9A/hiIwFn7mExt5RTo1LfXtQObICC/05QqXnVCL/NLTA1TqxOqk6r\nGmO8JtrNVRigs9Lm1HyyTctA2/sqWLosVHSVKsH+bWAysULOGI5YYxy3Xpyrq3KLXc1VCru3sc7v\njWkBzFwwT9S7MWqhUbDcGYixOjJX76mtQqkUl+tFGRd2T/tKB12Uw/5G4trUDmLhYOqU+mgs6FcZ\nXfVQ7ISVsbb5sMCQKs1SJ/jMdT+XGfN3Ull6ygXa95KeZ+C1ngo7rjeBezT9w4lGDMzjjOHqBbEP\no5HabUy2lPJbVAZeC1UHNV6prVAKkLRGl7V+JtjcENV2oshhYwYPWnuGfKB0x2wMo1n33JA6jYd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o9vS782nErknJWqVJr1xGCyEDPqAgLSA1s/6f4ncF+I4YklLau1WRrweTe89PsF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\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LjLSyogje1RHd3qYRpiRI/bPSVtE8mnRPlhEC1qyiyC+WD9a3xZrHovQi5bek+wu4ATrX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\nANqnwlZHwOKn4T0jKo5JZDorCuRdeTHMfDp1J9u5m9srRhW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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "# Cedar Creek Mine Ride\n", "figure(figsize=(10,10))\n", "mine_ride.plot_portrait_polar(subplot(111,polar=True))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qwyOPPMLFF1/MnXfeKYNGI0jCE7Z3716mTJnCwoUL6dChg9nhNGiXxMJP2Wob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\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h7aCcfX2+Vz3/aSenisWQO3et7OtC+Vroa5HstsrVJ1dEouug70GoqpLnsWyZQk+PjNcX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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm extremely happy with these polar acceleration portraits. The use of time as the angular coordinate is very natural, since it fits nicely with the way in which the end of every ride always comes back to exactly the same place as the start. These graphs also emphasize a lot of features that I think are fundamental to the experience of each individual ride. For example, it's easy to see that the Witches' Wheel has an extremely repetitive pattern of accelerations which grow in intensity and then diminish, while the Mine Ride just has a lot of very sharp jerks and changes in direction. We can clearly see the sharp change in direction when Gateekeeper begins to climb its hill as a shift from blue to pink near the 2-o'clock position, and we can see that the Mine Ride has two such hill climbs, at 1-o'clock and again at 8-o'clock. \n", "\n", "We've now created a visually interesting presentation of each roller coaster, which gives at least some idea of what that coaster might feel like to ride, and which is at the same time utterly useless. Success!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Gallery\n", "Here is a gallery of all of the roller coasters for which I have reliable data from my trip to Cedar Point, presented as polar acceleration portraits. Each line in the image represents a single time point, and time increments clockwise from the 12-o'clock position. The length of each bar indicates the magnitude of acceleration, and the color indicates the direction, as described above. Click on any plot to download a (very large) vectorized PDF version of that plot. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cedar Creek Mine Ride\n", "An older steel roller coaster. Sharp accelerations and quick changes of direction characterize this ride. It also has a second, smaller lift hill about 2/3 of the way through the ride. \n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gatekeeper\n", "A brand-new steel roller coaster, with extermely smooth turns and strong accelerations.\n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Witches' Wheel\n", "A spinning wheel with cars attached to the perimeter. The wheel stays horizontal while it gains rotational speed, then tilts up to nearly vertical while still spinning and then returns to horizontal and slows down.\n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gemini\n", "Another older steel coaster with a wooden frame, Gemini has a very long lift hill and relatively few hard accelerations. \n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Magnum XL200\n", "The Magnum was the tallest and fastest roller coaster in the world when it was built in 1989. It's particularly notable for its rapid up-and-down accelerations near the end of the ride.\n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Max Air\n", "Max Air consists of a wheel with seats mounted on its circumference, attached to a giant pendulum. The wheel spins as the pendulum swings, creating a different direction of acceleration with each swing. \n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "Well, that was certainly useless. Excellent. I'll look forward to recording more rides next time I have the chance. " ] } ], "metadata": {} } ] }