{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
Peter Norvig, Oct 2017
Revised Jan 2020
\n", "\n", "# Bicycling: Speed, Grade, VAM, Hill-index, Eddington\n", "\n", "Like most people, I bike slower when I'm going up a steep hill than on a flat road. But how much slower?\n", "To answer that, I downloaded a bunch of my recorded [Strava](https://www.strava.com/athletes/575579) rides longer than 25 miles as [`bikerides25.tsv`](bikerides25.tsv). I parse the file into `rides`, a list\n", "of `Ride` structures. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import re\n", "from collections import namedtuple" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "Ride = namedtuple('Ride', 'miles, hours, feet, date, title')\n", "\n", "def parse_rides(lines: str) -> [Ride]:\n", " \"\"\"Parse lines from a Strava log file into a list of `Ride`. Tab separated fields:\n", " Ride\tThu, 8/9/2018\tBRNW\t4:58:07\t68.41 mi\t3,862 ft\"\"\"\n", " return [Ride(number(mi), parse_hours(time), number(ft), date, title)\n", " for line in lines if line.startswith('Ride')\n", " for _, date, title, time, mi, ft in [line.strip().split('\\t')]]\n", "\n", "def number(string) -> float: return float(re.sub(r'[^0-9. ]', '', string))\n", "\n", "def parse_hours(time: str) -> float: \n", " if time.count(':') < 2: time = '0:' + time\n", " sec, min, hour = time.split(':')[::-1]\n", " return int(sec)/3600 + int(min)/60 + int(hour)\n", "\n", "rides = parse_rides(open('bikerides25.tsv'))#{parse_ride(line) for line in open('bikerides25.tsv') if line.startswith('Ride')}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the raw data I will derive three important arrays of numbers: \n", "- `miles`: array of lengths of each ride in miles\n", "- `hours`: array of durations of each ride in hours\n", "- `feet`: array of total climbing of each ride in feet \n", "\n", "I'll show a simple scatter plot visualization:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def column(attr, rides): return np.array([getattr(r, attr) for r in rides])\n", "\n", "miles = column('miles', rides)\n", "hours = column('hours', rides)\n", "feet = column('feet', rides)\n", "\n", "plt.scatter(feet/miles, miles/hours);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Making it Prettier\n", "\n", "As expected, there is a lot of variance, but overall speeds get slower as the grade gets steeper. Just eyeballing the scatter plot, it looks like some kind of downward sloping curve would be a better fit than a straight line, so I'll fit quadratic (degree two) and cubic (degree 3) polynomials to the data (for no good theoretical reason; just because those are two simple nonlinear functions and numpy has a solver for them). I'll also make the plot prettier and bigger:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def show(X, Y, xlabel='Grade (feet/mile)', ylabel='Speed (mph)', degrees=(2, 3)): \n", " \"Plot X versus Y and a best fit curve to it, with some bells and whistles.\"\n", " plt.rcParams[\"figure.figsize\"] = (12, 10)\n", " plt.style.use('fivethirtyeight')\n", " grid(); plt.ylabel(ylabel); plt.xlabel(xlabel)\n", " plt.scatter(X, Y, c='k')\n", " X1 = np.linspace(min(X), max(X), 100)\n", " for degree in degrees:\n", " F = poly_fit(X, Y, degree)\n", " plt.plot(X1, [F(x) for x in X1], '-', lw=2)\n", " plt.title(f'{len(X)} rides')\n", "\n", "def grid(): plt.minorticks_on(); plt.grid(which='minor', ls=':', alpha=0.7)\n", " \n", "def poly_fit(X, Y, degree) -> callable:\n", " \"\"\"The polynomial function that best fits the X,Y vectors.\"\"\"\n", " coeffs = np.polyfit(X, Y, degree)[::-1]\n", " return lambda x: sum(c * x ** i for i, c in enumerate(coeffs)) " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show(feet/miles, miles/hours)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort than on the grade of the road. But when the grade is steeper than 50 ft/mile, the speed falls off quickly: down to 12mph at 80 ft/mile; 11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating Time of a Ride\n", "\n", "This data can help me predict how long will it take to ride a route with a given distance and elevation. For example, to get to Pescadero from La Honda, I could take the flatter [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 344 ft climb), or the shorter [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 735 ft climb); which is faster?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def time(dist, climb, F=poly_fit(feet/miles, miles/hours, 2)) -> float:\n", " \"Given a distance in miles and total climb in feet, estimate time in minutes.\"\n", " return 60 * dist / F(climb / dist)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Coast: 69.2 min, Creek: 62.5 min.'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f'Coast: {time(15.7, 344):.1f} min, Creek: {time(13.5, 735):.1f} min.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This predicts the shorter creek route would be 6 or 7 minutes faster. Good to know, but other factors (like the scenery) are probably more important in making the choice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Segments\n", "\n", "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual segments, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (Strava shows my times for up to 10 rides on each segment; I picked the first, middle, and last of the rides shown.) " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def parse_segments(lines):\n", " \"\"\"Parse a string of segments into Rides. Each line contains:\n", " 'title, miles, feet, time(s)'.\"\"\"\n", " for segment in lines:\n", " title, mi, ft, *times = segment.split(',')\n", " for time in times:\n", " time = parse_hours(time)\n", " yield Ride(float(mi), time, int(ft), 'date?', title)\n", " \n", "segments = set(parse_segments(open('bikesegments.csv')))\n", "\n", "miles2 = column('miles', segments)\n", "hours2 = column('hours', segments)\n", "feet2 = column('feet', segments) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the plot I will list grade in percent rather than feet per mile:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pct2 = feet2 / miles2 * 100 / 5280\n", "\n", "show(pct2, miles2 / hours2, xlabel='Segment Grade (percent)') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So I can cruise at 15 to 17 mph on a 1% grade, but only about 8 mph at 5% grade, and around 5 mph on 8% grades.\n", "\n", "# VAM\n", "\n", "The average number of vertical feet (or meters) climbed per hour (regardless of horizontal distance travelled) is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均上昇率 (for Shimano). The theory is that for medium-steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for super-steep rides power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grades (in percent):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show(pct2, feet2 / hours2, xlabel='Grade (percent)', ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions can do 6000. \n", "\n", "Another way to look at it: at what speed am I getting the most VAM (implicitly assuming I'm giving a similar level of effort at all times, which is not really true)? The curve says 5 or 6 mph, but the data is pretty noisy.\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show(miles2 / hours2, feet2 / hours2, xlabel='Speed(mph)', ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hill-Index\n", "\n", "Inspired by the [h-index](https://en.wikipedia.org/wiki/H-index) for scientific publications, I invented a new metric, the hill-index:\n", "\n", "> *Your **hill-index** is the maximum number** h** for which you can regularly climb an** h** percent grade at ** h** miles per hour.*\n", "\n", "I think **my hill-index is 6**. (I know that [Old La Honda](https://graphics.stanford.edu/~lucasp/grade/oldlahonda.html) is a 7% grade, and I only [achieved 7.0 mph](https://www.strava.com/segments/9343401?filter=my_results&gender=all) on it once out of many tries). But let's draw a plot to confirm:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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4JdcGBwcRiUQQj8fhdrtRXV2NYDAIv98PABgYGEA0GkUsFoPH4wEABAIBBAIBS+cUDodnPaeCgoK0cwIw6zk5HA7SOQHI6jhZMSerjlN1dbUlay/dnCoqKsjmFI1GLVt76eaUguI4lZeXk/4+zZkzh2ztVVdXk71GpLBi7aWbU+oqMBS/T3a73dLX8slzSiQS2ryWT55TVVUV2eteVVUV2ZxS/4WW6rU8BcVxKikpsfS1fPKcCgsLydZedXW15X8bpeaUgurfuXPmzMnqOGUzp2QySfp3xOjoKNlrROr5mR6nbOZUWVk5ZU4zYfP5fMkZH/Uxxev1Yt68edq5AaC7uxsNDQ0kbp27UPopmwP6dpe1rsYva53fTe2X7vxuQF5jVLhlravx59paz8t3UqyiuLjYUp/L5UJrayuamprw7W9/Gy6Xy1I/F1Z34XJz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4HQTjyBtKS0stc7lcLjQ3N6Onp2f8a2+++Sa6urrgdDot+zkcWNmF083hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWd1IMSH1uzwra29snbFAAoKenB+3t7Zb9DC6s7MLp5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WZccsmxYCFCxda5pruJjapE5B0wsounG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUmBm3bFIM2P8qNrOlrq4u7ddra2st+xlcWNmF083hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWTYoBkUjEMldbWxvq6+snfK2+vh5tbW2W/QwurOzC6ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHLifMGWHmJN6fTia6uLrS3t8PtdqO2thZtbW3anTQPWNuF083hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWd1IMSN0ExyqcTic6OjqwceNGrF+/XssNCmB9Fy43h58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBpSVlWnppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGFBUVKSlmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYoDH49HSTY3OXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3LJJMWC6ywbnupsanbtI9/xyU6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLhlk2LAyMiIlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBo6OjWrqp0bmLdM8vNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIxbNikGVFVVaemmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDg4qKWbGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy483KT4vF4EIvFEI1GMTAwAADw+/0IBoMAALfbjXg8jkgkMh7N5/ONf16uv78fiUQCRUVF4zef8Xq9CIVCAIC+vj4AQCgUgtfrBTB2k5pwOIxEIoH+/n4AY5+/8/l8AMYOTiQSQTweh9vtRkVFBYLBIPx+PwBgYGAA0WgUsVhs/AoIgUAAgUDA0jmFw+FZzynF5DkBmPWcbDYb6ZxSj8/0OFkxJ6uOU0VFhSVrL92c5syZQzan1NisWHvp5pSC4jgVFxeT/j45HA6ytVdRUUH2GpHCirWXbk52uz2r45TNnJLJpKWv5ZPnlBqvDq/lk+dUWlpK9rpXWlpKNqdwOGzZ2ks3pxQUx6mwsNDS1/LJc7Lb7WRrr6KiwvK/jVJzSkH171yHw5HVccpmTqmfR/V3RDQaJXuNSD0/0+OUzZxKSkqmzGkmbD6fLznjoz6mxONxFBQUaOcGgO7ubjQ0NJC4de5C6adsDujbXda6Gr+sdX43tV+687sBeY1R4Za1rsafa2s9L99JsYrUbk83NzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZccsmxYDa2lot3dTo3EW655ebGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAP2/1ykTm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoB+5+Uq5ObGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQGVlpZZuanTuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KATqfWEWJzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FMhJ85bjM47bUp07iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwp5J8ViUjcU081Njc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWbces6UidSdOjPF5XKhtbUVTU1NaG1thcvlssydS1COnbqLdM8vNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIzbQTCOvGHBggUZP9blcqG5uRk9PT3jX3v99dfR1dUFp9M5K3euQTl26i7SPb/c1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwM255J8WAQCCQ8WPb29snbFAAoKenB+3t7bN25xqUY6fuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KRfT396f9utvtZh6JIAiCIAiCIOiN0k3K1q1bcf755+OII45AVVUVNmzYMOUxO3bswIUXXoglS5agrq4OK1euxPvvv88yvrlz52b82Lq6urRfr62tnbU716AcO3UX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm30k3KyMgIli9fjvXr16OkpGTK9//2t79h1apVcDqdeOqpp/DKK6+gra0NZWVlLOPzeDwZP7atrQ319fUTvlZfX4+2trZZu3MNyrFTd5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZcSs9cf6UU07BKaecAgC48sorp3y/vb0dJ554In74wx+Of+3ggw/mGh6qq6szfqzT6URXVxfa29vhdrtRW1uLtra2tCfNZ+vONSjHTt1FuueXmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsads1f3SiQS2LRpE66++mqcffbZePPNN7FkyRJ885vfxFlnncU2hmxwOp3o6OggcecSlGOn7iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoz47b5fL4kwViyZtGiRbjjjjtwwQUXABh7W2jZsmUoLS3Fd7/7XaxcuRIvvfQSbrrpJmzYsAGrV69O6+nu7uYctiAIgiAIgiAIWdLQ0GD4/Zx+JwUATjvtNKxbtw4AcOSRR+LNN9/E/fffP+0mZaYJf1zo7u6WFsxIczVId36kuRqkuxqkOz/SXA251j1nL0FcXV0Nh8OBZcuWTfj6YYcdhl27drGMwe/3a+mmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDPunN2kFBUV4eijj57y8a0dO3Zg8eLFLGMoKCjQ0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtxKP+4VDAbx4YcfAhj7eNeuXbuwfft2zJs3D4sXL8a3vvUtfO1rX8Nxxx2HlStXYvPmzXj88cfT3k+FgvLyci3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FWbGrfSdlDfeeAMrV67EypUrsW/fPtx2221YuXIlbr31VgBAU1MTfvKTn+Cuu+7Ccccdh/vuuw/33nsvVq1axTI+yrvF63wnep27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4c+bqXrlIPB4ne1uN0g3QnvykcxdKP/UJZ7p2l7Wuxi9rnd9N7Zfu/G5AXmNUuGWtq/Hn2lrP2XNScoFYLKalmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYsDw8LCWbmp07iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigEHHHCAlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBPp9PSzc1OneR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FmXHLJsWAwsJCLd3U6NxFuueXmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDysrKtHRTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIM6O/v19JNjc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkxYMGCBVq6qdG5i3TPLzc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBkSjUS3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA0ZGRrR0U6NzF+meX25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDKiurtbSTY3OXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3Hm5SfF4PIjFYohGoxgYGAAA+P1+BINBAIDb7UY8HkckEsHg4CCAses3p3Z5/f39SCQS2LNnD4aGhgAAXq8XoVAIANDX1wcACIVC8Hq9AIChoSGEw2EkEonxk4NGRkbGrws9ODiISCSCeDwOt9sNr9eLYDAIv98PABgYGEA0GkUsFoPH4wEABAIBBAIBS+cUDodnPafUYyfPCcCs59Tf3086p927d2d1nKyYk1XHyev1WrL20s1pcHCQbE4ul8uytZduTikojlOqjRVrL92cPB4P2drzer1krxEprFh76ea0fx+rf592795t6Wv55Dnt3LlTm9fyyXMaGhoie90bGhoim5PL5bJs7aWbUwqK47Rnzx5LX8snz6m/v59s7Xm9Xsv/NkrNKQXVv3P372P179OuXbtI/47o7e0le41IPT/T45TNnAYHB6fMaSZsPp8vOeOjPqaEQiGUlpZq5waA7u5uNDQ0kLh17kLpp2wO6Ntd1roav6x1fje1X7rzuwF5jVHhlrWuxp9raz0v30mxCspFRummRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYkHpLTDc3NTp3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxy8e98hTqt0qFqUhzNUh3fqS5GqS7GqQ7P9JcDbnWXd5JMWD/E0R1clOjcxfpnl9uanRej9Kd383hp0TX7tJcjV+687s5/FSYGbdsUgyIRCJauqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQbMmzdPSzc1OneR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FmXHLJsWA1PWldXNTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMKCsr09JNjc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkxoKioSEs3NTp3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFAI/Ho6WbGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQF1dnZZuanTuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KASMjI1q6qdG5i3TPLzc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBoyOjmrppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGFBVVZXV410uF1pbW9HU1ITW1la4XK5pv3/99ddP+b4uZNslV9wcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDg4mPFjXS4Xmpub0dnZiS1btqCzsxPNzc3jG5GZvq8T2XTJJTeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbNikGVFRUZPzY9vZ29PT0TPhaT08P2tvbM/q+TmTTJZfcHH5KdO0uzdX4pTu/m8NPia7dpbkav3TndyYxSlQAACAASURBVHP4qTAz7rzcpHg8HsRiMUSjUQwMDAAA/H4/gsEgAMDtdiMejyMSiYzv7Hw+3/hJPf39/UgkEojFYuN3yPR6vQiFQgCAvr4+AEAoFILX6wUA9Pb2ph3Lrl27Mvr+wMAAotEoYrHY+GXaAoEAAoGApXMKh8MZz2loaAjhcBiJRAL9/f0Axk58SjkHBwcRiUQQj8fhdrsBAMFgEH6/3/ScQqEQ6ZyGh4fTzsnn85HNyarj5HA4sjpO2cwpmUySzWloaMiytZduTikojlMikSD9fYpGo2Rrz+FwkL1GpLBi7aWbUzgczuo4ZTOnYDBo2dpLNyefz6fNa/nkOdlsNrLXPZvNRjan1HOoXstTUByn0dFRS1/LJ88pHA6TrT2Hw2Hpa/n+c0pB9e/c1HGl+H0KBAKkf0fs3buX7DUi9fxMj1M2cwIwZU4zYfP5fMkZH/Uxxe12o7a2NqPHtra2orOzc8rXW1pa0NHRMeP3raa7uxsNDQ2We4HsuuSSm9pP2RzQtzv1MdV1rVP7Za3zu6n90p3fDchrjAq3rHU1/lxb63n5TopVZBOzra0N9fX1E75WX1+Ptra2jL6vE5S/fJRuDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDNj/LceZcDqd6OrqQktLCxobG9HS0oKuri44nc60329ubp7wfZ3IpksuuTn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtwOgnHkDft/3j0TnE6n4Ue39v++3+9HZWXlrManimy75Iqbw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGLe+kGEC5idB1gwLo3UW655ebGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFANSVyDQzU2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTEg611fIo6CP72AOXfdCMRj1rpzCPkvEGrQtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnQt5JsRi7Pfs8xb/rgOP1l+B4fbPl7lyBcuzUXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3HrOlInUTXAyxl6A6KpzAQCF//0okJz+FjRZu3MIyrFTd5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZccsmxYAFCxZk/ZzYilVIls9FQc97sP/1bUvduQLl2Km7SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQCAQyP5JxXMweuJaAEDRpkdn5Xa5XGhtbUVTUxNaW1vhcrmyHw8BprrkgJvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsYt90khYPTkM1H47G9Q8MbLsLl3Ilm7OGuHy+VCc3Mzenp6xr/2+uuva3sDSEEQBEEQBEHIFHknxYC5c+eael6ycj5ix30RtmQSRZs6Tbnb29snbFAAoKenB+3t7abGZCVmu6h2c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYoDH4zH93OjqsRPoHVs2AcO+rN39/f1pv+52u02PySpm00Wlm8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAOqq6tNPze56GDEjvpH2EajKPzfp7J219XVpf16bW2t6TFZxWy6qHRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQCKRmNXzRz96N6Xwf54AopGs3G1tbaivr5/wtfr6erS1tc1qTFYw2y6q3Bx+SnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM+683KR4PB7EYjFEo1EMDAwAAPx+P4LBIICxj0zF43FEIhEMDg4CAHw+H0ZGRgCMfdQqkUhgaGho/LrOXq8XoVAIANDX1wcACIVC8Hq9AMau/xwOh5FIJMY/qhVYchiii+phD3gRfu4JRCIRxONxuN3u8fH4/X4AwMDAAKLRKGKxGDweD5xOJ37961+jubkZjY2NWLNmDX73u9+hrq5uVnMKh8OzmtPIyAj27NkDABgcHJwwJwCGcwLGru6QusJDuuO0Z88e0jl5PJ60c/L5fGRzsuo4+f3+rI5TNnPau3cv2Zz6+vosW3vp5pSC4jjt3buX9PdpcHCQbO35/X6y14gUVqy9dHNKHROK3yePx2PZ2ks3p/7+fmWvEbOdk9frJXvd83q9ZHNKfZ/qtTwFxXEaGhqy9LV88pwGBgbI1p7f77f0tXz/OaWg+ndu6n9T/D653W7SvyP6+vrIXiNSz8/0OGUzJ6/XO2VOM2Hz+XzT33FQmDWOl5/HnPt+iMRCJ0I//BXAdKfQ7u5uNDQ0sPwsYQxprgbpzo80V4N0V4N050eaqyHXuuflOylWkckubyZin/snJObXwN7nQsH2/2epWxWUY6fuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KAQUFBbOXOBwY/eLZAIB414PjN2e86qqrcubmjNliSRcFbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGbfczNGA8vJySzyjJzTB0fVfKO/5P+x44X284d8HAHjrrbe0vDmjVV243Rx+SnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM255J8UAy+5JUlqOTaNzAADfXnrg+Jdz5eaM2UJ5rxbq+8Dkwn1mzKJrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHLJsWAmpoay1wPDEURSyTRsrAKzpKi8a9TLDaXy4Xvf//7aGpqQmtrq+UfK7OyC6ebw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA2KxmGWuggWL8JvdXjjsNlyz9O8HyuqbM7pcLjQ3N2PTpk3YsmULOjs70dzcbOlGxcounG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMGB4etszV1taGR/YVAgAuXlKNA4oKSG7O2N7ejp6englfs/pjZVZ24XRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiwAEHHGCZy+l04o7fPI43bKUoddhx9+lfIDlpPnUTnslY+bEyK7twujn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTEgdadNq3A6nVj2nVsBAGfOGYWz9sAZnpE9dXV1ab9u5cfKrO7C5ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHLJsWAwsJCy52JZUchfugRKAgNo/DFZy33t7W1ob6+fsLXrP5YGUUXDjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbNikGlJWVWS+12RA97csAgMJNvwUsPgHK6XSiq6sLq1evRmNjI1paWiz/WBlJFwY3h58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBkx3fsdsiR99PKIH1ME+5IHjT3+03O90OnHLLbdg48aN6OjoYDvvJdfdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbqWblK1bt+L888/HEUccgaqqKmzYsGHax1511VWoqqrCXXfdxTa+BQsW0IjtdsSbPno35dnfAMkkzc8hgqwLsZvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsatdJMyMjKC5cuXY/369SgpKZn2cU8++SS2bds27UnhVESjUTL3yGe+gERVNQp2foCC7X8i+zkUUHahdHP4KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCzLiVblJOOeUU3HjjjVi7di3s9vRD6e3txXe+8x3cf//9cDgcrOMbGRmhc0dHMXrKOQCAomcfJvs5FJB2IXRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4c/qclFgshksuuQTXXXcdli1bxv7zq6urSd2j/7QGyZIyFLz3Fuwf/IXsZ1kNdRdKqP2U6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3LxvTWTJbbfdhnnz5uHrX/96xs/p7u4mHJH1LPx0Ixa8vAnR396PnnOusNStW4t8QJqrQbrzI83VIN3VIN35keZq4Oze0NBg+P2c3aRs2bIFDz/8MDZv3pzV82aacDaEQiGUlpZa5kvnttW0IvmnP6Dy/TdQHhjCjff+Av39/airq0NbW5vpK3N1d3db2mJ/OLpQQemnbA7o2536mOq61qn9stb53dR+6c7vBuQ1RoVb1roaf66t9Zz9uNfmzZvhdruxbNkyVFdXo7q6Gjt37sRNN92E5cuXs4zBzCL4q28UrS/uRSiWyMidrKpG7PhTYEsm8ca/fRudnZ3YsmULOjs70dzcDJfLZWrslFD+8lG6OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3Dm7SbnkkkuwdetWbN68efyfuro6XHnllXjyySdZxtDX15fV45PJJC7b7EXnh/vww23DGbujp30JCQDNVQ4cNOfvd+Ts6elBe3t7VmPgINsuueLm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxK/24VzAYxIcffggASCQS2LVrF7Zv34558+Zh8eLFqKmpmfB4h8OBBQsWkL4FuD8LFy7M6vE2mw0/PrYKJz89gJ+9G8Qa5xz844LiGd3J2oPwQsSBE4tjuGbpgbj2nd3j33O73eYGT0i2XXLFzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz41b6Tsobb7yBlStXYuXKldi3bx9uu+02rFy5ErfeeqvKYY0TCoWyfs6nDyjC1Z8sRxLAN7Z4sS+W/kaNk92/Lxs7eK3OahxQVDD+9dra2qzHQI2ZLrng5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WZcSvdpDQ2NsLn803555577kn7+Lfffhvf/OY32cYXiURMPe9fPjUXR1Q58EEgjvZtgYzc/3zjLfhjYBSlDju+dcjYO0j19fVoa2szNQZKzHZR7ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHn7DkpucC8efNMPa+4wIafNc5DgQ342btBvOqZemAmu51OJ5zfvhkA8K2GWvzzOWehq6vL9NW9KDHbRbWbw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA4aGhkw/99MHFOEqg499pXMf2HgSYod/CuV24J61J+XkBgWYXReVbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGbdsUgwoKyub1fNv+NRcHD7Nx76mc4+uuRAAUPj7TiASntXPp2K2XVS5OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3LJJMaCoqGhWzy8usOFnK/7+sa//t9/HvqZzxz9xDOL1h8M+7EPhS8/O6udTMdsuqtwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQY4PF4Zu04umb/j335xj/2Na3bZkN0zQUAgMJnHwFio7Meg9VY0UWFm8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAPq6uos8aQ+9rUjEBv/2JeRO/7p4xFfdDDsewfgePl5S8ZgJVZ14XZz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiwMjIiCWeyR/7etkdMXbb7RhtGns3pejph4FE3JJxWIVVXbjdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGDA6at1HrY6uKcI1n6wYv9qXf1/U8PGxz/8TEjULYffsguO1lywbhxVY2YXTzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigFVVVWW+v7lUxX4xDwHeobjuLPbZvzgAgeip38JAFD49ENAMv2d61VgdRcuN4efEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQYMDg5a6isqsOGexnlw2ICO90bwYp/xJYZjK1YhUVWNgt4PUPDWK5aOZTZY3YXLzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigEVFRWWO4+sLsK/fGrM+40tPgSiiWkf6+rrx4bhsXdcdv3kZrj+9jfLx2MGii4cbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGXdeblI8Hg9isRii0SgGBgYAAH6/H8FgEADgdrsRj8cRiUTGd3Y+n2/8pJ7+/n4kEgnEYrHxO2R6vV6EQiEAQF9fHwAgFArB6/UCGLuTZjgcRiKRQH9/P4Cxk4R8Ph+AsR1kJBJBPB7Hlw4cwVHVDuwaieNfto6Nb2BgANFoFLFYDB6PBy6XC2eccQa+8eT/Yk9kFA3JMH504Tno7u6e1ZzC4fCs55Ry7j8nt9sNAAgGg/D7/WnnBACBQACBQGDa4xQKhUjnNDw8nPFxsmpOVh0nh8Mx67U33ZySySTZnIaGhixbe+nmlILiOCUSCdLfp2g0Srb2HA4H2WtECivWXro5hcPhrI5TNnMKBoOWrb10c/L5fMpeI2Y7J5vNRva6Z7PZyOaUeg7Va3kKiuM0Ojpq6Wv55DmFw2GytedwOCx9Ld9/Timo/p2bOq4Uv0+BQID074i9e/eSvUaknp/pccpmTgCmzGkmbD6fL3dOdsgx3G43amtrM368y+VCe3s7+vv7UVdXh7a2NjidzrSP3dzdj7NfTiCaADq/WI0vHjRnwvdbW1vR2dkJALhu6YFY/4mFeHkoiLtqP4WO+++fcSzd3d1oaGjIeOzZkG2XXHFT+ymbA/p2pz6muq51ar+sdX43tV+687sBeY1R4Za1rsafa2s9L99JsYpsNyjNzc3o7OzEli1b0NnZiebmZrhcrrSPb2yow/eOngsA+NZWL3yRiR/7Su1kAeCenkEMRmI4rrocdUO7TczEWih/+SjdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGLD/W44z0d7ejp6englf6+npQXt7+7TudZ8ox+dqitAfSuCG/+eb8P39b3ozEk/gJx/sAQBcUpnxkMjIpksuuTn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTFg/8+7z8T+73zsT+qze+ncBXYbftZYhZICGx79YB+edu0b/35bWxvq6+vH//9PewbhjyWxPLkP9vfezHhcFGTTJZfcHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGFBZmfnbFvu/87E/0729lXIvrSzEjceMfezr6pd9GNg3dhCdTie6urrQ0tKCxsZGrD7zbES+eBYAoOjJBye4XC4XWltb0dTUhNbW1mk/YmaWyf7UiVQUZNM8F/2UUI5dVzc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBqSuQJAJk9/5AID6+nq0tbXN6L5seRlW1BZhMJzANS/7kPzoxo1OpxMdHR3YuHEjOjo6UNpyMZIlZXD8ZRvsf30bwPTnwuzebc25K+n8a9assXwjlCKb5rnop4Ry7Lq6qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTEgm13f5Hc+Wlpa0NXVNe3VvfZ32202/KxxHioKbXi6N4xHP9iX9jkoq8DoKWcD+Pu7KdOdC3PvvfdmPHYj0vl7e3unPddmtsh/gZgeXf/LjzRX45fu/G4OPyW6dpfmavzSnd/N4afCzLgdBOPIG+z27PZwqXc+zLiXlDtw2+crsW6LD//yqg8raotwUPnUwxM95RwU/r4Tjndeg33Hu9OeC2PVTjvbc21mS7bNc81PCeXYdXVTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuPWcKROpm+BwuS9YWorVi+cgMJrEuq0+JJJpbmFTPhejJ390bspTv572XJiamhpLxpntuTazhbI5h58S7vWog5sandejdOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUAxYsWMDqttls+M/jqjC/2I4X+iL4xXsjaZ8bXd2CZPEcON56Fe1fuyDtuTCXX365JePM9lyb2ULZnMNPCfd61MFNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigGBQIDdvaC0AHceVwUAuPG1AHb4R6c+qKIKoyc1AwCcf3p+yrkwd999N+69915LrvaV7lybX//619OeazNbKJtz+ClRsR5z3U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlnNScpC1B5fg3ENK8NsP9+GKzV7892k1cNhtEx4zuvpcFP7PE3C8sRX1Z351/FyY1NW49j/Z/fXXXzc8iT9Tkuk+fiYIgiAIgiAIFiPvpBgwd+5cZe47/rEKC0vteG1gFP/59tS7dCYr52P0n84AABR1/df416e72pfZq3GluwTxRRddRHYJYsrmHH5KVK7HXHVTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYoDH41Hmriq24+4V8wAA698MYPtQdMpjRk//EpJFxXBs2wp7z/sArL8al9WbnpmgbM7hp0TlesxVNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIxbNikGVFdXK3WfuGgOLjm8DKMJ4PKXvAjHJn7cKlk5H6MnnwkAKHriVwCsvxoX9yWIKZtz+ClRvR5z0U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KAYlEQrn7B5+Zi0PnFuAvvhjat0096Sh66vnjV/qyf/AXy6/GxX0JYsrmHH5KcmE95pqbGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAP8fr9yd1mhHfetnI8CG/DTd4N4qT8y8QFzqzD6xY/uQv/Er8avxrV69erxq3HN5qT5dJueJUuWkF2CmLI5h5+SXFiPueamRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZceflJsXj8SAWiyEajY7fed3v9yMYHDsB3e12Ix6PIxKJYHBwEADg8/kwMjJ2X5L+/n4kEglUVFSM33zG6/UiFAoBAPr6+gAAoVAIXq8XwNhNasLhMBKJxPhHpEZGRuDz+QAAg4ODiEQiiMfjcLvdqKmpQTAYHD9oAwMDiEajiMVi45/bCwQCCAQC+ExNEa441IYkgCte2osP+/ZMmFP01HORKC6B4+3XEH93G8rKynDLLbfg17/+NX7yk5/A6XSOzykcDmc1pwULFuDxxx9HU1MTGhsbceaZZ2LDhg1wOp1T5gQg4zlNd5yKioqyPk7ZzMlut2d1nKyYk5m1l25ONTU1lqy9dHOqrKwkm1MsFjO19jKdUwqK4zR37lzL1l66OZWWlpKtvZqaGsvW3uQ5pbBi7aWbU3FxcVbHKZs5ORwOS1/LJ88JgLLXiNnOaf78+WSve/PnzyebUywWy/o4ZTOnFBTHqayszNLX8slzKi4uJlt7NTU1lv9tlJpTCqp/55aWlmZ1nLKZk81mI/07Ih6Pk71GpJ6f6XHKZk7z5s2bMqeZsPl8Prmu7DT4/X5UVlayuV0uF9rb29Hf34+6ujq0tbWNvwMymkhi1TMD2DY4ivMOLcF9K+dPeG7R479E0ZMPIrb8aIRv+DG6u7vR0NDANnYd3NR+yuaAvt2pj6mua53aL2ud303tl+78bkBeY1S4Za2r8efaWpf7pBhQUFDA5k53f5NXXnkFRx55JAKBAOrq6nDTNW0431uIRz/Yh9OW7MPag0vGHxtd1YLC5x+D4y/bYH/vTaCgjG3surg5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbceflxL6soLy9nc6e71O+uXbvw7LPPjt+f5OoLmnH1oWNva1/9shfu0N8/6oKyCkRXnQsAKH78VwDhjRc5u+jmp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWTYoBVJfZTeee7lK/+9PT04Pu/7oFJy0qhjeSxLot3gl3gR895WwkyypQ8P5bKP/be5aPOQVnF938lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgpqaGzT3dpX4n43G7cfeKeagqsuF/dkfwy/dH/v7N0nJETz1vzPfiU2TvpnB20c1Pia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFANSVwzhcKe71G86amtrUVdagJ8cN3Y3+rY/BdDtHx3//ujJZyFZPhflu3ag4J3XrR30R3B20c1Pia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAOGh4fZ3Kn7m7S0tKCxsRGnnnoqDjrooAmP2f+mjM31JTj30BLsiydx6UtejCY+etekpBTR074E4KO70BO8m8LZRTc/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGbdcgjiH2bp1K6644orxy7bdc889OP7448e/748mcHzXHuwaieO6IyvQdszcsW9E9qH46nNRGBrGvmtuQ/xTxyqaAS1Gl2xWAfUlE4X0SHd+pLkapLsapDs/0lwNudZd3kkxIHUTGxVul8uFdevWobe3F36/H729vVi3bh1cLtf4YyqL7Lhv5TzYAPz47WG84vnobvTFJfAcfyoAoOixXwCJBOvYOdypSzZ3dnaOX/2subl5Qp/Z+HORXOiea25qqMcu3dOjcxfpnl9uanRej9Kd383hp8LMuGWTYkBhYaEyd7pLEvf09KC9vX3C146vLcY1R5YjkQQue8kLf3RsQzJ4zAlIzK9BQe8OOF57kXXsHO5M+5j15yK50D3X3NRQj126p0fnLtI9v9zU6LwepTu/m8NPhZlxyybFgLIyuhsizuSe7pLE6S7h9p1PzcVR1YXoDcZxw6tjO9WkoxDRtV8BMHY3esStO9GKssvg4CBaW1vR1NSE1tbWad8ZyabPSvNULAAAIABJREFU/lCOnRqV6zFX3dRQj126p0fnLtI9v9zU6LwepTu/m8NPhZlxyybFgEzuXULlnu6SxLW1tVO+VlRgQ8fKeSgpsOE3H+zDEz0hAEBsxWokFiyC3b0Tjq3PzX7QH0HVxeVyoampKaOPcGXTZ38ojyk1KtdjrrqpoR67dE+Pzl2ke365qdF5PUp3fjeHnwoz45ZNigELFixQ5k53SeL9r+41mcOqCtH+ubET569+2QdPxAY4HIie+TUAQNET/wWMRmc/cNB1aW9vx86dOyd8bbqPcGXbJwXlMaVG5XrMVTc11GOX7unRuYt0zy83NTqvR+nO7+bwU2Fm3LJJMSAateaPejPuyZckbmlpQVdXl+HVqy5eVoZVBxXDH03i3/5ahEQyidjnT0T8oENg37sHhX/cyDJ2s2TzES4zfQDaY0qNyvWYq25qqMcu3dOjcxfpnl9uanRej9Kd383hp8LMuGWTYsDIyMjMD7LQ7XK5JpyPAQAdHR3YuHEjOjo6ZvwD3Gaz4a4V83DAHDte9xfgp+8EAbsd0bO/DgAo3PgQEA6RjN0Ksv0Il9PpzKoPQHtMqeFejzq4qaEeu3RPj85dpHt+uanReT1Kd343h58KM+OWTYoB1dXVbG6zl9SdzIElBbjxsLE70N/4p71ouer7+HD+IsQPPQL2gBeFzz9u+ditwuxHuLKB8phSw7kedXFTQz126Z4enbtI9/xyU6PzepTu/G4OPxVmxi2bFAO8Xi+b2+wldSfjcrlw5yVrga2/QdLuwPN1X8QZLedjZ+MZAICiZx8BRmZ3t9LZdpn8jlFqI+Z0OvHAAw9k/RGubKA8ptRwrkdd3NRQj126p0fnLtI9v9zU6LwepTu/m8NPhZlx5+UmxePxIBaLIRqNYmBgAADg9/sRDAYBjJ3jEI/HEYlEMDg4CGDsJjOpt6L6+/uRSCRgs9kwNDQEYCxuKDT2Uam+vj4AQCgUGo8+NDSEcDiMRCIxfm7FyMjI+M1rBgcHEYlEEI/H4Xa7UVxcjGAwCL/fDwDo7e1NO5ddu3ZlNacf/OAHY5udJ38EeD4AFhwK11EtuPoXGxBbfjRsoRHEH/vVrOY0Ojqadk4AJsxpYGAA0WgUsVgMHo8HAPDOO+/gjDPOmPCO0dq1a7Ft2zYAYx/5uvPOO7Fx40bccsstOOigg2Y8TuFwOOPjFIlEsjpOmcwpEAggEAhYuvbSzam4uNiStZduTgUFBWRzCgaDWR+nbOaUguI42e12y9Zeujklk0mytVdcXGzZ2ps8pxRWrL10c0odV4rfp2g0aulr+eQ57du3T9lrxGznVFhYSPa6V1hYSDan1M+hei1PQXGcUl/P5jhlM6d4PE629oqLiy3/2yg1pxRU/85NJpNZHads5hQOh0n/jhgZGSF7jUg9P9PjlM2cHA7HlDnNhM3n8yVnfJRATmtrKzo7O6d8vaWlBR0dHRl7mpqasGXLlrH/s+hw4OpHAEcRlr9yD1694csovflKJIvmIPSjDUhW8b9laNU8c5Hu7m40NDSoHsbHDunOjzRXg3RXg3TnR5qrIde65+U7KVax/3/poHZbdT7GhJPPd78HPP0TAMCOz3wFu+uWIXb08bBFwyh8eoO5gWN2XWa6ghdlcw4/JZzrURc3NTqvR+nO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQYsXLiQzW32krqTmbLZeelBlLi2IVpYiis2exE+82IkbTYU/u9TsA2YuyHQbLrMdAUvyuYcfko416Mubmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIM2P+z1xxuM5fUTefo6urC6tWrxzY755yDjV8+EtXFdrzQF8FdgQMRO/Zk2OIxFD3+K8vGnikzvWNE2ZzDTwn3etTBTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBkUhEqXu6q2DNhNPpxC233DK+2fnMYU7cvaIKAHDznwN468SLkHQUwvHK87D37sh6HDt2zPwco7EZvWNE2ZzDT4nq9ZiLbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3nDifo6Tum7L/ZYnr6+sz/ghYupOfrnvFh/vfG0FDpQOvj/wWZf/zGGKf/BzC191BNo6PE7l2wtnHBenOjzRXg3RXg3TnR5qrIde6yzspBqQu3abCbdV9U/bnls9W4vAqB7r9MXxv4RlIzimF4+0/oeAv21jHYQRlcw4/JSrXY666qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgrKxMmXumq2CZocRhw/1fmI8iO3B3rwPbjzsHAFD02/uAZPo31CjGYQRlcw4/JSrXY666qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgqKhImXumq2CZ5R/mF+Lmz1YCANbgBIxWVqOg5304/vQC6zimg7I5h58SlesxV93U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGJC6a6YKt1X3TUnHZUeUYdVBxehLFOPOhrMBAEW/6wBisYzGsXjxYkvGkQ7K5hx+SlSux1x1U6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLjlxPkcxuVyob29HW63G7W1tWhra8v4ZPWZTn4aDMdxfNceDI6MYtfb/4oa726E//lqxE5qtnQcHydy7YSzjwvSnR9prgbprgbpzo80V0OudZd3UgwYGRlR6rbivinTccCcAvx85Twk7AW4clELAKCo6wFg38z3bznggAMsG8dkKJtz+ClRvR5z0U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjVrpJ2bp1K84//3wcccQRqKqqwoYNG8a/Nzo6iptuugnHHXccFi5ciGXLluGSSy7Bzp072cY3OjqqpTtTvrBwDq7+ZDmeqP4MtlU1wB7wonDTb2d8ns5dcqG7WXTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM26lm5SRkREsX74c69evR0lJyYTvhUIhvPXWW7juuuvw4osv4uGHH8bu3btxzjnnIJbm3AkKqqqqtHRnw3ePnotjaopw7cHnAQCKNj0Km3+v4XN07pIr3c2ga3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxK92knHLKKbjxxhuxdu1a2O0Th1JZWYmuri6cddZZaGhowDHHHIM777wT77//Pt5//32W8Q0ODmrpzoZCuw2/OGE+3qxZjqerPw1beB8Kn3zQ8Dk6d8mV7mbQtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4tTonZXh4GADfLrKiokJLd7YcXOHAncdV4Xv15yEOGxx/3Aibe9e0j6cc+969e9Ha2oqmpia0trbC5XJZ6s+l7tmi63qU5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZd85c3WvRokW44447cMEFF6T9fjQaxZo1azBv3jz85je/mdbT3d1NNcS859/+WoS1L/0SF7tfxNBhn0bvuVey/vzdu3dj3bp12LXr7xukgw46CHfffTcWLVrEOhZBEARBEASBjpmuJOZgGsesiMViuPTSS+H3+/HII48YPtbKS6elLrlLAaUbMHcZufsOTqDFdx7O2/Mqqv/6BkriISQOP2rK46jGfscdd0zYoADArl27sGHDBnR0dFjyMyi7U1+6T9f1mItrPVOox65rd1nravzSnd8NyGuMCresdTX+XFvrOf9xr1gshq9//et499138eSTT2L+/PlsP5tykVG6zVJeaMf61Utxp/N0AEDowZ8CicSUx1GNvb+/P+3X3W63ZT8jF7tniq7rUZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtw5vUkZHR3F1772Nbz77rvYuHEjFixYwPrzg8Gglu7ZcFR1ESqav4y+oiocsPuv8L7w/JTHUI29rq4u7det/IXM1e6ZoOt6lOZq/NKd383hp0TX7tJcjV+687s5/FSYGbfSTUowGMT27duxfft2JBIJ7Nq1C9u3b8fOnTsRi8Xwla98Ba+//jruv/9+2Gw2eDweeDwe7Nu3j2V88XhcS/dsufioavzumC8DABydHRgNhyd8n2rs6e5kX19fj7a2Nst+Ri53nwld16M0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4lZ44v3nzZqxZs2bK17/0pS/hO9/5Do46aur5EADw05/+dNoT7IUxZvu5Qu++UQSv/zqOGO7F08f+M064/GILRzc9LpcL7e3t459dTLdxyVWoP0MrpEe68yPN1SDd1SDd+ZHmasi17krfSWlsbITP55vyzz333AOn05n2ez6fj22DMjAwoKXbCuaVFGLf+VcAABr/1ImX3v/7eSGUYy8tLUVHRwc2btyIjo4Oyzcoud7dCF3XozRX45fu/G4OPyW6dpfmavzSnd/N4afCzLhz+pwU1VRWVmrptorDVhyL7oOPQWV8HzwP/QLu0NhbdTp30aH7dOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTHAbqfLQ+m2ktpLvoG4zY6Lev+AW55+B/FEEna7HS6Xy/RNF42eS91Fl+7p0HU9SnM1funO7+bwU6Jrd2muxi/d+d0cfirMjFvPmTIxNDSkpdtKbIsPQXDFaXAggXNefQA/3j6MN998E83Nzejs7MSWLVvQ2dmJ5ubmjDYqLpfL8LnUXXTpng5d16M0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiAOUlj7kvpzwbHC0XI1ZUgjVD2/DyH19F+yOb0NPTM+ExPT09aG9vn9HV3t5u+FzqLjp1n4yu61Gaq/FLd343h58SXbtLczV+6c7v5vBTYWbcskkxIBAIaOm2mmTlfMTXjF2S+PYdD+OV+jOAsnlTHpfJTRdnumEjdReduk9G1/UozdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkCBkxuvpcJOYfiKODf8OXAm8DF6wHbLYJj8nkposz3bCxt7fX9LkugiAIgiAIQn4gmxQD5s6dq6WbhKJiRM+9DABwa8+jqGg4Gjjx6+PfzvSmi21tbaivr5/wtdRzXS4XLrroIlPnumSKdt33Q9f1KM3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBjg8Xi0dFMR+8cTEV/6DzgwGsB3XU/CdvpVOLL5q2hpaUFXV1dG9zRxOp3o6upCS0sLGhsbJzx3pvNVrEDH7il0XY/SXI1fuvO7OfyU6NpdmqvxS3d+N4efCjPjdhCMI2+orq7W0k2GzYbIhetQ+m+X45rdm3B/3T9h8NQb8MTaA1E9pyBjjdPpREdHx5Svz3S+ihVo2f0jdF2P0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45Z3UgxIJBJauilJ1B+OyHGnwJGIoWPXb9AXSuDyl7xIJJOzds90vooV6Nod0Hc9SnM1funO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQb4/X4t3dR4Tj4HyTklWNn3Gs4Ivovnd0dw1zvBWXvb2tqwZMmSCV/L9FyXTJmu+2xuTsmFrutR57VOPXbpnh6du0j3/HJTo/N6lO78bg4/FWbGnZebFI/Hg1gshmg0ioGBAQBjcYLBsT+k3W434vE4IpEIBgcHAQA+nw8jIyMAxj52lEgkUFFRMX7zGa/Xi1AoBADo6+sDAIRCIXi9XgBjN6kJh8NIJBLjH1saGRmBz+cDAAwODiISiSAej8PtdqOmpgbBYHD8oA0MDCAajSIWi41/bi8QCIxfss2qOYXD4VnPyV59IKJrLgQA/LJ3AwoScdz85wBe9URmNSen04kNGzagubkZjY2NaGpqwmOPPYba2lrL5mS326fM6f/+7/+wZs2aCSfsr127Fq+99hoA5MxxqqmpsWTtpZtTZWUl2ZxisZhlay/dnFJQHKe5c+eS/j6VlpZmdZyymVNNTQ3Za0QKK9ZeujkVFxdndZyymZPD4bD0tXzynABo81o+eU7z58+3ZO2lm9P8+fPJ5hSLxbI+TtnMKQXFcSorK7P0tXzynIqLi8nWXk1NjeV/G6XmlILq37mlpaVZHads5mSz2Sx9LZ88p3g8TvYakXp+pscpmznNmzdvypxmwubz+Wb/OZ08xe/3o7KyUjs3AHR3d6OhoYHE7ff7UVkyB6Xf/SrsA/343Rcuw/m2lVhUWoCX1tZkdX5KWneGXVwuF9rb29Hf34+6ujq0tbXNePJ+On9rays6OzunPLalpSXtuTPTQdkc0Hc9ar/WCceua3dZ62r80p3fDchrjAq3rHU1/lxb63n5TopVFBSY/2NbpZuagoICoKgYkfOvBACc9edHcFJlFLtDcVw6y/NTMu3icrnQ3Nyc9eWK0/k5Tti3Al3Xo/ZrXVO/dOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA8rLy7V0U5Mae/yYFYgd8WnYgwE8EtiI+cV2/GF3BP/x1rDh843O/8i0i9nLFafzc5ywbwW6rsd8WOs6+qU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBhA+V/Sc+2/0mfD+NhtNkS/vA5Jmx3zXuzCw4cPwwbgtjeH8WJfJO1zZ3oHJNMuZt/9SPd9oxtM5hK6rse8WOsa+qU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBhQU1OjpZua/ceeWHIoYic0wZZI4IT/7cC1R5YjkQRaX9oLdyg+5bkzvQOSaRez736k8xvdYDKX0HU95sta180v3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFgNQVQ3RzUzN57JGzLkaytByOt1/D95Pb0VhbhD37Erj4hb2IJSaenzLTOyCZdjH77sd0/tQNJjdu3IiOjo6c26AA+q7HfFrrOvmlO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDxsfG5FrrqpmTL2uVWInnUxAKDkkZ/iF8eWYUGJHS97orj1jcCEh870DkimXcy++5FX3cVNDvXYpXt6dO4i3fPLTY3O61G687s5/FSYGbdcgjhPob583xTiMZTcdBkKdn6AaPNX8L/HfhlnbBpEIgk8enI1Vi2eA+Dv56Ts/5Gv+vr6nPx4VbawNxcASHcVSHM1SHc1SHd+pLkacq27vJNiQOomNrq5qUk79gIHIv98FQCg8JmH0WgfwvePngsAuOyl/8/emYc3VaV//HuzdoXSRcpaKiCLiOiPxQ0GAUGcCnWpuCCOSwV3VESW4ghEUZxRdEQQGEZlUKGgRcQNcYHiwuDgACJYoXRPmrZJSpNmz++PTjq0Tdrk5p5zc8r5PE+fR9Pkk/d875tLTu9y6lDa0HSYr6MjIKRz6XS5n+Nu0rDcjzx3+m4afpKwmjvPXB4/z52+m4afFGLqVhGoo9OgVquZdJMmWO3eC4bDdcU1UH+3G9r3VuOxR3X43uDAF+UO3P11HT65Lg1apdB8/Uc4bqnojLmfy27SsNyPPHf6bhp+krCaO89cHj/Pnb6bhp8UYurmR1LaIT4+nkk3adqr3TljDnwxsVD9ez/Uhw9g7dhu6B2vxE81LuQdsETkloLOmvu56iYNy/3Ic6fvpuEnCau588zl8fPc6btp+Ekhpm4+SWmHYHeiijZ3e4sjkqC92n1JKXBm/wkAoN38GpKVHrxzdTI0CmD9cSu2nrSJdksBaT9JWOlHmm7SsNyPPHf6bhp+krCaO89cHj/Pnb6bhp8UYurmk5R26N69e9S7gy2OWFFRIYk/EB3V7rrmJnh7ZkBhqID6s3xcmqbBC2OSAABzvzPjV5NLtDtSSPtJwkI/0naThuV+5LnTd9Pwk4TV3Hnm8vh57vTdNPykEFM3n6S0g9PpjHp3sMUR165dK4k/EB3WrlLBMfNRAIDmo00Qag24e1AcZvSPhc3tw51f1aHe6RXnjhDSfpKw0I+03aRhuR957vTdNPwkYTV3nrk8fp47fTcNPynE1M0nKe1gtVqj3h3s8JnRaJTEH4hQavdc+H9wjRoPwWmH5r01EAQBr1yRhKHdVPi93o1H9pvg87W9+zXJzGn4ScJCP9J2k4blfuS503fT8JOE1dx55vL4ee703TT8pBBTN5+ktENKSkrUu4MtjpiWliaJPxCh1u687QH4NDFQ/+sbKH/5CXEqBd65OhmJagE7TtvxxrG2DUsycxp+krDQj7TdpGG5H3nu9N00/CRhNXeeuTx+njt9Nw0/KcTUzScp7WAymaLenZeXh8zMzBaPZWZmYs6cOZL4AxFq7b6U7nBOmwkA0G56FXC7MKCrGquv6gYA+PO/LPje4BDlFgtpP0lY6EfabtKw3I88d/puGn6SsJo7z1weP8+dvpuGnxRi6u6UkxSDwQC32w2n09l82pPFYkFDQwMAQK/Xw+PxwOFwoKamBkDTIjP+Q1FVVVXwer0QBAG1tbUAmsK12ZruTFVZWQkAsNlszaHX1tbCbrfD6/U2n4JltVqbF6+pqamBw+GAx+OBXq+HVqtFQ0MDLJam2/IajUY4nU643W4YDAYAQH19Perr69sdU0pKCgoKCpCVlYWrrroKN954IzZu3IhevXoFHJPdbo94TC6XK+CYALQZk3VCNjzde0FRVQr1p1tQX1+P8ckuPDIsAW4f8Kev61BusTePye12h72dwhmTw+EIazsFGpOY7STFmLRarSS9F2hMSqWS2JgaGhok671AY/JDYjspFArJei/QmHw+H7He02q1kvVe6zH5kaL3Ao3Jv11JfJ6cTqek+/LWY2psbJRtHxHpmNRqNbH9nlqtJjYm//uQ2pf7IbGd/I+Hs53CGZPH4yHWe1qtVvLvRv4x+SH1b67/dHMSnye73U70e4TVaiW2j/C/PtTtFM6YVCpVmzF1hGA2m9teGMBhnqKiIgwcOFDuMgAAyl8OInblPPjUGtiefwu+83rC7fXh+s9q8L3BiSvTNdgxJRUqhSB3qRERTZmfS/Dc6cMzlweeuzzw3OnDM5eHaMu9Ux5JkYqz/9LBkps04dbuuXAkXJdPguByQvvP1wCfDyqFgH+MT0b3WAX265149mC9KHe4nEu5nwtu0rDcjzx3+m4afpKwmjvPXB4/z52+m4afFGLqDutIitlsRlFREWprayEIAlJSUjBgwAAkJSWF/cYcskTbbFgw1yJu4SwINisaH1kGz8hxAIDvDQ5c/2kN3D7grfHJyM6MlblS8URb5ucKPHf68MzlgecuDzx3+vDM5SHacu/wSMrp06fx3HPP4YorrkD//v0xZcoU3HbbbbjtttswefJk9O/fH5dffjl0Oh1OnTpFo2ZqnH3uNUtu0oip3ZeUAsfNuQDQdDSlsclxeXctdKO7AgAeKjTh56oz0hUagHMt987uJg3p2nnugWE5F55753KThuV+5LnTd9Pwk0JM3UEnKcePH8esWbNw6aWXYv369ejXrx8WLlyIdevWYdu2bdi6dSvWrVuHBQsWoF+/fli/fj1GjhyJO++8EydOnIhoINGCw+Ho+ElR6CaN2NrdV18PT+YgKEw10BS81fz47CHxyDk/Fla3D3cXngm60KMUnIu5d2Y3aUjXznMPDMu58Nw7l5s0LPcjz52+m4afFGLqVgX7xVVXXYWJEyfivffew4QJE6BWq9sVuVwu7NmzB//4xz9w1VVXEV1MkBbdunVj0k0a0bUrlHDc9QRilz4A9Rfb4L5yMrx9B0AQBKy6Igm/mFw4ZnLjwX0mbJqQDEGQ/kL6YLWXlJRAp9OhqqoKPXr0QF5eHjIyMiR//0hgtR/PyV6PAj/Pnb6bhp8krObOM5fHz3On76bhJ4WYuoMeSdm7dy+2bNmCKVOmdDhBAQC1Wo1rr70WW7Zswd69e8MuJBrx37qNNTdpIqndmzkIrknZELxeaN9+BfA2HTWJVyvwzwkpSFQBH5fa8eqRhg5MTROL3NxcZGVlITc3FyUlJaJqLykpQXZ2NvLz81FYWIj8/HxkZ2eH5KMJq/14rva63H6eO303DT9JWM2dZy6Pn+dO303DTwoxdQedpAwdOlR0IUOGDBH92mgiPj6eSTdp4uPjRU0Q/DhvvAfepBQof/8Fqr2fND9+fhcVVl+RCABY9pMF0+Y9H9QvdmIRKHedTofi4uIWjxUXF0On04U8Jhqw2o+s9zqrfp47fTcNP0lYzZ1nLo+f507fTcNPCjF181sQt4NGo2HSTZqqqqrIjjzEJcB5+0MAAO3WNyHU/28V0qzMBOT288ILAXszrkfh0ZMB/WInFoFy9y9c1Br/gkXRAqv9yHKvk66d5x4YlnPhuXcuN2lY7keeO303DT8pxNQd1iTlm2++wd13342rr74aI0aMwMUXX9ziZ8SIEWEXEM34V82MdnckRzXEsGTJkoiPPLhHXw33sFEQrGegeW9N8+MGgwGmd5cDvxYCCcnAPasAtbaNX+zEIlDuPXr0CPjc9PT0UIZCDVb6kaabNKRr57kHhuVceO6dy00alvuR507fTcNPCjF1B71wvjVr1qzB4sWLkZqaipEjR3aaU7raI9iX12hy+097OnvScPDgQbzyyivE7nVtNpsDPh7WkQdBgGPWY1Auvgfq776A+8rJ8AwbiR49ekBfVQnsmg88sQXoMwy4+RngvcUt/GInFoFel5eXh4MHD7bIMDMzE3l5eaGPhwIs9CNtN2lI185zDwzLufDcO5ebNCz3I8+dvpuGnxRi6g55krJ69WpceeWV2L59O7OHmsLFarUSO/dPKnew057Wrl2L8ePHR+wPRFpaWsDHwz3y4OveG87pd0G7bT20b70M23MbYXV7mhrZVghsfAx4bDMwOhsoPYr0dHfza8VOLALlnpGRgYKCAuh0Ouj1eqSnp0fl3b1Y6EfabtKQrp3nHhiWc+G5dy43aVjuR547fTcNPynE1B3yJKW2thZPPvnkOTNBAZpuqxzt7mCnPZG8BfQTTzyBn3/+WZIjD66pM6D68Ssoy05CU/A2zFNmnDUBOQG8vwSY9RfghgUACfosAAAgAElEQVS4btT/Xid2YhEs94yMDKxfvz7s+mnCQj/SdpOGdO0898CwnAvPvXO5ScNyP/Lc6btp+Ekhpu6QJykjRoxAaWlp2G/AMklJSVHvDnb4LNjRDim46KKLpDvyoFLBcfc8xC5/EOrPtiD5sglIyhjYwm+o2I/fel2J+ccUGD3Ag17xSgDiJhYktylpWOhH2m7SkK6d5x4YlnPhuXcuN2lY7keeO303DT8pxNQd8oXzzz33HN59991OswZKKNTU1ES9Oy8vD5mZmS0ey8zMxJw5cyTxB6KmpqZ5grBz506sX78+olOjvP2HwDXpRgheL5TrVgAedwv/d4ty8IceWhjtXsz6qhYOjy+i2lmFhX6k7SYN6dp57oFhOReee+dyk4blfuS503fT8JNCTN1Bj6Tk5OS0eaxLly7Izs5G//790adPHyiVyha/FwQBW7duDbuIaCUxMVFWdyiroAc77cnpdJIqnUguzpvuheqnfdCWnwJ2fwDXtbc0/06lELBxfDeM32nETzUuzPvejNeuTBK1Ij3JbUoaufsxGt2kIV07zz0wLOfCc+9cbtKw3I88d/puGn5SiKk76CTl+PHjAb8E9u7dGw6HA7///nub34n50hjNqFQhnw0nuTvYXbsKCgoCTlRan/ZUVFQkXbGtIJJLbBwcdz2O2FcWQrN9I9z/Nxa+tP+dypYSo8Q/JyRjyi4jNhXZcEmqBvcMDv/CMZLblDRy9mO0uklDunaee2BYzoXn3rncpGG5H3nu9N00/KQQU3fQ072OHDmCw4cPh/Xzn//8J6IBSIXBYIDb7YbT6Wy+gNxisaChoQFA061yPR4PHA5H8+Ens9kMq9UKoOlidK/XC71ej9raWgCAyWSCzWYDAFRWVgIAbDYbTKamhQhra2tht9vh9XqbL2a3Wq3Nt+utqamBw+GAx+OBXq+H0WhEQ0MDLBYLgKYL3Z1OJ9xuNwwGQ9C7di1btiyiMdnt9ojHVFFREXBMANodEwDU19ejvr4+4HbyjLgclmFjIDjt0L79CvRVVS3GdHGKBitGaAEAT/9oxq5jlWGPqby8PKztFOmYpNxORqNRkt4LNCZ/3STGVFpaKlnvBRqTHxLbSa/XE/08VVVVEes9o9FIbB/hR4reCzQm/3uR+DxVVFRIui9vPaaysjLZ9hGRjqm6uprYfq+6uprYmPzXy5Lal/shsZ2qqqok3Ze3HlNlZSWx3jMajZJ/N/KPyQ+pf3PP3gdL/XkqLy8n+j2itLSU2D7C//pQt1M4YzIYDG3G1BGC2WwWf4I/hxhZWVkoLCxs8/jYsWOxc+fODl9fVFREbJ0UkgjmWsQtvAuCrQH2OXlwXz6pzXMW/mjGmmNWnBerwNfXn9d8Ib3csJo56/Dc6cMzlweeuzzw3OnDM5eHaMs9rBXngaZV5xctWoQ777wTd955JxYtWoSvv/6aRG2yc/ZsnrY7mldBJ5nLGZUWjlsfAABoNr8ONLSdaS8b1RXjemhR3ejFzK9q0egOfZ5NsnbSyNmP0eomDenaee6BYTkXnnvncpOG5X7kudN30/CTQkzdIU9Szpw5g5tuugk33ngj1qxZg8LCQuzbtw9r1qxpfvzMmTNhFxDNnH0qCW13sLt2RcMq6KRzcY+7Du7BI6A4Y4Z28+o2z1ErBLw1vhsyEpQ4VOPCY9+Z4POFNlEJVntJSQlyc3ORlZWF3NxclJSURDQOEsjZj9HqJg3p2nnugWE5F55753KThuV+5LnTd9Pwk0JM3SFPUhYvXoyvvvoK8+bNw8mTJ1FcXIzTp0/j5MmTePLJJ/H1119j8eLFYRcQzXTt2lU2t/+uXTk5ORg7dixycnICXjQvB8RzEQQ47p4Hn1oD9XdfQPmfH9o8LzlGic0TUxCnErD1ZCNW/xLaDD1Q7f6bFOTn56OwsBD5+fnIzs6OuomKnP0YrW7SkK6d5x4YlnPhuXcuN2lY7keeO303DT8pxNQd8iTlo48+wl133YVFixYhOTm5+fHk5GQsXrwYs2bNwkcffRR2AdEMyVXbQ3FLuRaJlNDIxZfeG86b7gUAaP/xF8DWdhIyLFmNNWO7AQCeOViPryvsIfvPJthNCnQ6Xdj1k0TufoxGN2lI185zDwzLufDcO5ebNCz3I8+dvpuGnxRi6g55kuLz+XDRRRcF/f1FF10U8ik3rMDyTJsktHJxTbkZnvOHQGGqgfb9tQGfP71fLOZdnAivD7j7mzoU17tD9vvx38miNf47WEQLrPYj73V5/Dx3+m4afpKwmjvPXB4/z52+m4afFESPpEyePBmff/550N9//vnnmDx5ctgFRDMKRdj3FYgKN2mo5aJQwn7f0/Cp1FB/+zGUvxwM+JpFlyTi2j4xMDt9uH1PLc64vKH5/0s036TgbFjtR97r8vh57vTdNPwkYTV3nrk8fp47fTcNPynE1B3yK+bNm4eKigrMmDEDX375JU6dOoXi4mLs3r0bt9xyC6qqqjBv3rzm+/P7f1jGf39p1tykoZmLr1c/OLPvAgBoN74E2G1tXqMQBKwb1w2Duqrwq9mNOXtN8AY5qheo9mi+ScHZsNqPvNfl8fPc6btp+EnCau48c3n8PHf6bhp+UoipO+R1Urp16/a/F7VaWd5/mlegFefr6urCLooTOdF2r+uIcLsRu+wBKEuK4Jx0A5x3PhbwaSctbkz4uBoWpw/zRyRi0SVdQn6LkpIS6HQ66PV6pKenIy8vL+xrgDpV5gzBc6cPz1weeO7ywHOnD89cHqIt95DXqJ8/f37ASUhnpr6+Hl26hP5FN1rcpKGei0oFx31PI/bZ2dB8+SHco8bDO/jiNq/t31WFjeOTkbO7Fit/PoOhSWpkZ8aGVLv/JgXRDKv9yHtdHj/Pnb6bhp8krObOM5fHz3On76bhJ4WYukOepCxcuDDsgjgcqfD2HQBX1kxodryNmI0rYVv+d0Ab0+Z5E3vFYPmorlh8wIIH9pnQL1GJEakaGSrmcDgcDofD4YiFzatvKEFypsriLNiPXLk4p82Ep3cmFIYKaD7YGPR5Dw6Nxx0D49Do8eGOPXUw2P63gBDPvXO5SUO6dp57YFjOhefeudykYbkfee703TT8pBBTd1iTFJfLhZ07d+Jvf/sbli9fjmXLlrX4Wb58eVhvvn//ftx6660YMmQIkpKSsHnz5ha/9/l8WLFiBQYPHoz09HT88Y9/xK+//hrWe0SCwWBg0k0a2XJRqeG472n4FAqoP8+H4vdfAj5NEAS8fHkSxpynQYXNgzu/qoPD4+vYH+Ww2o88c3n8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoO+XSvAwcOYNasWaiurg66HoogCFiyZEnIb261WjF06FDcdtttmDNnTpvfv/rqq1i9ejVWr16NgQMHYuXKlbjhhhvwr3/9C4mJiSG/j1hSUlKYdJNGzly8mYPhmnorNLveRcz6F2Bbtj7gaV9apYBNE5IxYacRB4xOzP3OjDeuSuK5dzI3aUjXznMPDMu58Nw7l5s0LPcjz52+m4afFGLqDvlIyty5c+HxeLBx40YcPnwYp0+fbvPTetXujpg8eTKeeeYZTJ8+vc39k30+H9asWYO5c+di+vTpGDp0KNasWYOGhgZs27YtrPcRi9cbfL2NaHaTRu5cnNl3wdOrHxT6Mmjyg1/sfl6sEu9OTEacSsB7v9vw+i8NPPdO5iYN6dp57oFhOReee+dyk4blfuS503fT8JNCTN0hT1JOnTqFuXPnIjs7G3369EHXrl0D/khFSUkJDAYDJkyY0PxYbGwsrrjiCvz444+SvU97WCwWJt2kkT0XjRaO+xfBp1RCs3s7lL8eCvrU4SkarBnbdPvsPx+sx47fTFKVSh3Zc49CN2lI185zDwzLufDcO5ebNCz3I8+dvpuGnxRi6g55kjJo0CA4nc6w30As/nPX0tLSWjyelpaG6upqKjW0fm9W3KSJhly8/S6Ac9osAIB2wwtAozXoc6f3i8XTIxLh9QFP/uzBCbNLklppEw25R5ubNKRr57kHhuVceO6dy00alvuR507fTcNPCjF1h3xNypIlS/DYY49h+vTpOP/888N+I7EEWjiyvfVaioqKSJfEDCSzqKiowNq1a2E0GpGWloY5c+agV69exN4vIINHY1CPrxBXVQL72hUoy7or6FNvjAcOpmiwp1aFGz/V462L7UhSS18S7z954LnTh2cuDzx3eeC504dnLg80c+9o4ciQJymTJk2CTqfD5ZdfjjFjxqBnz55QKpUtniMIAl5//XVxlbaie/fuAIDq6mr07t27+fGampp2Z2NSrpTZ0NCAhIQEyXy03ADZVUOPHTuGxx9/vMU1SCdOnEBBQUHYq7S3JtxcfI8she/PuUj9uRDxV/8RnhGXB33uO5leXPuxAUfMwJ9PJ6FgSio0SukWKCW9Uiur/chyr5OundXcea/L4+e503cDfB8jh5v3ujz+aOv1kE/3+uabb/DQQw/B6XRi3759KCgowPbt29v8SEVGRga6d++Or7/+uvkxu92O77//HmPGjJHsfdqDZJORdJPmlVdeaXOThOLiYuh0uojd4ebi69UPzpvuAwBoN74ENAQ/5zFercCWyechPVaB7wxOPPG9Oeid6qIRVvuR5V4nXTvPPTAs58Jz71xu0rDcjzx3+m4aflKIqTvkScrChQuRmpqKXbt2wWAwQK/Xt/mpqqoK680bGhpw+PBhHD58GF6vF+Xl5Th8+DDKysogCAIeeOABrFq1Ch999BGOHTuGBx98EPHx8bj55pvDHqgY9Ho9k27SlJSUBHxcijGJcbim3AzPBcOhsNRB+86r7T5XccaI9yalIFYp4J9FTXf8YgVW+5HlXiddO889MCznwnPvXG7SsNyPPHf6bhp+UoipO+RJyunTp/HQQw/hiiuugEajCfuNAnHo0CGMGzcO48aNQ2NjI1asWIFx48bh+eefBwA89thjePDBB/HUU0/h6quvhl6vxwcffEBljRSA7QurSNK3b9+Aj6enp0fsFpWLQgn7fU/Dp42B+sevoPrx66BPTUtLwyWpGqwd13THr2f+VY9PSxvFlksVVvuR5V5n+QJInjt9Nw0/SVjNnWcuj5/nTt9Nw08KMXWHPEm58MILUVdXF/YbtMfYsWNhNpvb/KxZswZA0zUuCxcuxIkTJ2AwGPDJJ59g6NChktbQHm63m0k3aebPn4/MzMwWj2VmZiIvLy9it9hcfN17wXHrAwAA7duvQDDXtuuf3i8Wiy9JhA9A7rcmHK2L/jt+sdqPLPc66dp57oFhOReee+dyk4blfuS503fT8JNCTN0hT1J0Oh02bdqEH374Iew3YZUzZ84w6SZNcnIyCgoKkJOTg7FjxyInJ0eSi+aByHJxXz0N7mGjIFjrod3wIhDgepOz/fMuTkTO+bFocPtw65e1qG70iH5vGrDajyz3Ounaee6BYTkXnnvncpOG5X7kudN30/CTQkzdgtlsDunK4ZycHJw+fRonT57EgAED0Lt374B399q6dWvYRXCkh/SdMaIVoc6IuLx7IVjr4Zj5KFzX3Nju8+1uH7I+M+Kg0YXRaRp8dG0qYlTi7vh1rmYuNzx3+vDM5YHnLg88d/rwzOUh2nIP+UjK8ePH4XA40Lt3b9jtdvz+++84ceJEm5/OhNlsZtJNmmjOxZecBvvdTwIANFvWQqg43a4/RiVg84QU9I5X4oDRiYf3m6L2jl/RnLtcbtKQrp3nHhiWc+G5dy43aVjuR547fTcNPynE1B3yOilHjhwJW846ajWB1f4ouEkT7bl4Rv0BrrFTod73KWLWLkfjM2sAtSaov3ucEu9PSsG1u4zYdqoR53dRYdElXSKuQ2qiPXc53KQhXTvPPTAs58Jz71xu0rDcjzx3+m4aflKIqTvkIynnIvHx8Uy6ScNCLo47HoE3rSeUpSeh+WBjh/5hyWpsHJ8MhQCs/PkM3v/dJkkdUsJC7rTdpCFdO889MCznwnPvXG7SsNyPPHf6bhp+UoipO+gkJZLDSaweimpNuOu+RIubNEzkEhsH+5zF8CkUUH+6BcpfD3Xon9wnBi+O6QoAeGS/Cfv1DmlqkQgmcqfsJg3p2nnugWE5F55753KThuV+5LnTd9Pwk0JM3UEnKRdddBGWLl0adOG+QJw+fRpLlizB8OHDwy4kGunevTuTbtKwkot3wIVwTbsTgs8H7brnAeuZDv25QxIwe0g8XF5g5le1OGmJnlv9sZI7TTdpSNfOcw8My7nw3DuXmzQs9yPPnb6bhp8UYuoOOklZs2YNPv/8c1xyySW45pproNPpsGvXLhw9ehTl5eUoKyvDkSNH8PHHH0On02HixIm49NJLsWfPnuZ1TljH6XQy6SYNS7k4p90JT/8hUNQZoX3rZTgdHR8deX50V0zprYXJ4cMtX9bA5PBKWpNYWMqdlps0pGvnuQeG5Vx47p3LTRqW+5HnTt9Nw08KMXUHvXA+KysLf/zjH/HFF19g8+bNWL16Nex2OwSh5e1ZfT4fYmJiMHHiRMyfPx+TJ09u8xxWsVqtiImJYc5NGqZyUapgn70YcUvug/rA18CAYcCUm9p/iULAhvHJmPpJDY7WuTDzq1p8ODkVGqW8fc1U7pTcpCFdO889MCznwnPvXG7SsNyPPHf6bhp+UoipO+R1UlwuFw4dOoTffvuteeX55ORkDBo0CCNGjGD2bgOdlWi717XcqPZ+gpi/r4QvJg625RvgO69nh6+psHowcWc19I1e3DYgDm9cldTuBJxnLg88d/rwzOWB5y4PPHf68MzlIdpyD/nuXmq1GqNHj8bMmTPx6KOP4tFHH8XMmTMxatSoTjtBMZlMTLpJw2Iu7rFT4R45DoLdhpi1ywF3x9ea9IpvujVxnErAe7/b8NJ/5F3llcXcSbtJQ7p2nntgWM6F59653KRhuR957vTdNPykEFN3p7wFscFggNvthtPphNFoBABYLBY0NDQAAPR6PTweDxwOB2pqagA03ZHMarUCaLoDgdfrhSAIqK2tBdAUrs3WdFvayspKAIDNZmsOvba2Fna7HV6vt/kOBlartflOZzU1NXA4HPB4PNDr9dBqtWhoaIDFYgEAGI1GOJ1OuN1uGAwGAEB9fT3q6+slHZPdbo94TC6XK+CYAEQ8JrfbTWZMZjPsd8+Dq2sKlCd/hXr7hpC204hUDV4fEwsFgOcPncH6Q3rZtpNWq5Wk9wJtJ6VSSWxMDQ0NkvVeoDH5IfF5UigURD9PPp8vrO0Uzpi0Wi2xfYQfKXov0Jj825XE58npdEq6L289psbGRmb25a3HpFarJduXtx6TWq0mNib/+0jRe4HG5IfEdvI/Hs52CmdMHo+HWO9ptVrJvxv5x+SH1Hcj/6LNJD5Pdrtd8u9GZ4/JarUS20f4Xx/qdgpnTCqVqs2YOiLk0704bBFth+yiBcVvhxH7/FwIPi8an/oLPMNGhvS6dccaMP9HC9QKYPvkVIzroW3zHJ65PPDc6cMzlweeuzzw3OnDM5eHaMu9Ux5JkYqz/9LBkps0LOdSnpAK5w1/AgBo1z0HwVIX0uvuH5qABy/8362Jj5tdBKsMDKu5816Xx89zp++m4ScJq7nzzOXx89zpu2n4SSGmbj5JaYeePTu+uDoa3aRhOZeePXvCdf0dcA8eAYXFBO26FYA3tFsMLx/ZFVl9Y1Dv9CFndy0MNk/HL5IQVnPnvS6Pn+dO303DTxJWc+eZy+PnudN30/CTQkzdfJLSDmefe82SmzQs52Kz2QCFEo7Zi+FL6ALV0X9B/dnWkF6rVAhY94duGJmmRlmDB7fuqYXVRW8NFVZz570uj5/nTt9Nw08SVnPnmcvj57nTd9Pwk0JM3XyS0g6OEBb+i0Y3aVjOxe/3JafBnrsAAKDZth6Kk7+G9Po4lQLvTUxBRoISh2pcuO9bEzxeOpd1sZo773V5/Dx3+m4afpKwmjvPXB4/z52+m4afFGLqDrqYY1lZmagi+vTpI+p10Ui3bt2YdJOG5VzO9ntGXAHn5Jug+WI7YtYsh235eiA2vkNHWqwS+dekYPIuIz4ts2PhAQteHNOVZNkA2M2d97o8fp47fTcNP0lYzZ1nLo+f507fTcNPCjF1B52kDB8+XNTK8f6FHjsDtbW1SElJYc5NGpZzae133jIbyhOHoSwpgvatl+GYkwcE6fuSkhLodDpUVVWhR48eePmhPMz5jwrrfrWiT4IS17a94RfR2rmbPLT7kRU3aVjOhefeudykYbkfee703TT8pBBTd9BJyuuvv95ikuLz+bB27VqUlpbilltuwYABA+Dz+fD7779j27Zt6Nu3L2bPni2++igkPr7jv6pHo5s0LOfSxq/WwP7gM4h7JhfqH/bAM+QSuMdntXldSUkJsrOzUVxc3PzYwYMHsezNHVjwixJL/lUPxSAlSN65j9Xcea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd9BJyh133NHi/1etWgWbzYZDhw4hOTm5xe8WLFiAyZMnNy8a01nQaDRMuknDci6B/L70PnD86UnEvPkctP98Fd7MQfBmtJxt6HS6FhMUACguLsZP65dj+aMvY8nBejz7mwYXn+/AVelkDqmwmjvvdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoO+cL5DRs24E9/+lObCQoApKam4q677sL69evDLiCa8a+ayZqbNDRyKSkpQW5uLrKyspCbm4uSkhJJ/a1xX3ENXOOvh+ByIeb1PwO2hha/96/A2hq9Xo+HhyXg/iHxcPkE3LGnFr+ayKyhwmo/8l6Xx89zp++m4ScJq7nzzOXx89zpu2n4SSGm7pAnKTU1NXC5gn/5crvdqKmpCbuAaKZHjx5MuklDOhf/qVX5+fkoLCxEfn4+srOzJZmotFe7446H4ek7AIrqSsT8fSXg83X4uvT0dAiCgBWju2J8ihuW/66hUmmVfg0VVvuR97o8fp47fTcNP0lYzZ1nLo+f507fTcNPCjF1hzxJGT58ODZs2BDwi+Lp06exYcMGDB8+POwCohmr1cqkmzSkcwl2apVOp5PEHxSNFvaHn4UvJg6qg3uh3v1B86/y8vKQmZnZ4umZmZnIy8sD0LSGyvILnBhzngblVg9ydteg3intGiqs9iPvdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoOek1Ka5577jnccMMNGD16NKZOnYoBAwYAAIqKivDZZ59BpVJJ8iUymmjvyFE0u0lDOpf2Tq2Swt8evu69Yb9vPmJffxaa99fA038IvP2HIiMjAwUFBdDpdNDr9UhPT0deXh4yMjKaXxujBN6bmIzJu2rwi8mNWV/XYeukFGiU4d8lT0zt56KbNKRr57kHhuVceO6dy00alvuR507fTcNPCjF1hzxJGTVqFPbs2QOdTofdu3djx44dAIC4uDhMnjwZixYtwpAhQ8IuIJpJSkpi0k0a0rm0d2qVFP6O8IwaD+c1N0GzeztiVi+Fbdl6IKELMjIyOrzuKjlGiW2TU3DNx0Z8U+nAI/tNWDu2m6jbeYup/Vxzk4Z07Tz3wLCcC8+9c7lJw3I/8tzpu2n4SSGm7rBWnB80aBA2bdqEsrIynDhxAsePH0dZWRk2bdrU6SYoAIheY8Py9Tukc8nLy0Pv3r1bPN67d+/mU6si9YeC89Y58Jw/BIpaA2LWPQ94Qz91q1+iCvnXpCBeJWDLyUY8e7BebLktYLUfea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd1iTFD8+nw8qlQopKSlQKEQpmCAxMZFJN2lYziVkv0oN+0N/hi8+Ear//AD1p++H9T4jUjV4++pkqATg1aMNeOOXho5f1AGs5s57XR4/z52+m4afJKzmzjOXx89zp++m4SeFmLrDmmH8+9//RnZ2Nnr27IkBAwZg//79AJpWkbzlllvw7bffhl1ANKNShXw2XFS5SUM6F51Oh/Ly8haPl5eXS3LNUzi1+1LTYb9/IQBAk78Byl8PhfVek3rH4PWrugEAFh2wYPspW1ivbw2r/ch7XR4/z52+m4afJKzmzjOXx89zp++m4SeFmLpDnqQcOHAA1113HYqLi3HrrbfCd9btWVNSUtDQ0IBNmzaFXQAJDAYD3G43nE4njEYjAMBisaChoemv2Xq9Hh6PBw6Ho/nwk9lsbr7zQFVVFbxeL/R6ffMClSaTCTZb05fMyspKAIDNZoPJZALQNFGz2+3wer3NF35brVaYzWYATYe5HA4HPB4P9Ho9jEYjGhoaYLFYAABGoxFOpxNut7v5XtL19fWor6+XdEx2uz3iMVVUVAQcE4CIx1RRUdFmguJHr9dHPKby8vKwtpNnxBVomHwzBJ8X2tVLUVf0a1hjunVAHBYOa1rAaM4+Ez48WiV6OxmNRkl6L9B28tdNovdKS0sl671AY/JD4vOk1+uJfp6qqqrC2k7hjMloNBLbR/iRovcCjcn/XiT2exUVFZLuy1uPqaysjJl9eesxVVdXS7Yvbz2m6upqYmMqLS2VrPcCjckPie1UVVUl6b689ZgqKyuJ9Z7RaJT8u5F/TH5IfTc6ex8s9eepvLxc8u9GZ4+ptLSU2D7C//pQt1M4YzIYDG3G1BGC2Wz2dfgsANdffz3q6uqwZ88eWK1WDBgwAAUFBfjDH/4AAFixYgW2bNmCn3/+ORQdhzBFRUUYOHBgx0+MQnJzc5Gfn9/m8ZycHHkWDPV6EPOX+VD98hM85w9B46JXAXXblVODZe7z+bDogAVrjlmRqBbw8dRUXJzC5oqx0QjLvc4qPHN54LnLA8+dPjxzeYi23EM+kvLvf/8bM2fORExMTMA7FfXq1YvZVTCDcfZsniU3aUjn0tGaJJH6w0ahhP2BJfCmdIfy1K/Q/vNvYb1cEAQ8N7orbsqMxRlX02KPp8+4wy6D1X7kvS6Pn+dO303DT6qrcmYAACAASURBVBJWc+eZy+PnudN30/CTQkzdIU9SFApFuxfJGwwGxMbGhl1ANHP2qSQsuUlDOhf/miQ5OTkYO3YscnJyUFBQ0GJNkkj8okhMgv2RZfCp1VB/sxOqb3eF9XKFIOCNsd3whx5aVDd6cePnNTA2hlcLq/3Ie10eP8+dvpuGnySs5s4zl8fPc6fvpuEnhZi6Q56kjBgxAp999lnA3zmdTuTn52P06NFhFxDNdO3alUk3aWjk4l+TZOfOnVi/fr0kE5Sz/WLwZg6CY9YTAADtplVQnDoe1uu1SgGbJiRjeLIap854cMuXtTjjCv3Wxqz2I+91efw8d/puGn6SsJo7z1weP8+dvpuGnxRi6g55kvLEE09g7969ePjhh3HkyBEATRckffnll5g2bRqKi4vx5JNPhl1ANOO/uIc1N2lYziVSv3vcVLiungbB5ULM354B6s1hvb6LRoH8a1LQL1GJQzUuzNxTB4cnpMvCmM2d97o8fp47fTcNP0lYzZ1nLo+f507fTcNPCjF1hzxJufrqq/Hmm29i165duOGGGwAADzzwAHJycnD8+HFs2LABo0aNCruAaIblmTZJWM5FCr/jjofh6T8UirpqxKxZBnjCu76ke5wSH05OxXmxCnxb5cD9e+vg8XY8UWE1d97r8vh57vTdNPwkYTV3nrk8fp47fTcNPynE1B3WTYtvvvlmXHfddfjqq69w6tQpeL1eZGZmYuLEiUhISAj7zaMdkgtVsrwIJsu5SOJXa2B/eCli/3w/VMf+Dc22v8M5Y3ZYiswuKmy7JgVZn9Zgx2k75mnNePnypIA3pfDDau681+Xx89zpu2n4ScJq7jxzefw8d/puGn5SiKk77FfExcUhKysLjz76KObOnYvp06d3ygkKgOb7S7PmJg3LuUjl9yWnNa1Ir1BA88l7UH2/J2zH8BQN3puUghgl8I8TNjx/6Ey7z2c1d97r8vh57vTdNPwkYTV3nrk8fp47fTcNPynE1B3WJMXj8WDr1q14+OGHMWPGDBw9ehRA0yIyH374YfMCL52F7t27M+kmDcu5SOn3Dh4B5+0PAwC0f38RsVUlYTuuTNdi4/hkKAXgpf+cwdpjwW/Rx2ruvNfl8fPc6btp+EnCau48c3n8PHf6bhp+UoipO+RJisViweTJkzF79mzs2LEDu3fvbp4VJSYmYvHixVi3bl3YBUQz/pUyWXOThuVcpPa7Jt0A17jrILicOH/ragjm8P9ScF3fWLx6ZRIAYMGPFuSftAV8Hqu5816Xx89zp++m4ScJq7nzzOXx89zpu2n4SSGm7pAnKUuXLsXx48eRn5+Pn3/+GT7f/y70VSqVuP7667F79+6wC+BwmEYQ4Jg1F54Bw6A5Y0LM3/4MuJxha2YOjMeykV0AAA/sM2F3uV3qSjkcDofD4XCYIeRJyq5du3D//fdj0qRJAS/u7d+/P8rKyiQtTm66dOnCpJs0LOdCxK/WwP7oMjgTu0H5+1Fo31kF+EK7rfDZPHpRIh4ZlgC3D5j1VR2+Nzha/J5E7SUlJcjNzcXtt9+O3NxclJSEf8paR/Bel8fPc6fvpuEnCau588zl8fPc6btp+Ekhpu6QJylmsxmZmZlBf+/z+eB0hv8X5GjGYDAw6SYNy7mQ8vu6JuPULQ/Bp9ZAvfcTqHd/IMqzbGQXzBwYh0aPDzN21+I/tf/7TElde0lJCbKzs5Gfn4/CwkLk5+cjOztb8okK73V5/Dx3+m4afpKwmjvPXB4/z52+m4afFGLqDnmS0rdvXxw7dizo7/fv348BAwaEXUA0k5KSwqSbNCznQtLf2CMDjnufBgBo3lsN5S8/he0QBAGvXpGE6f1iUO/y4aYvalFkcQGQvnadTofi4uIWjxUXF0On00n6PrzX5fHz3Om7afhJwmruPHN5/Dx3+m4aflKIqTvkSUpOTg7eeecd7N+/v/kx/2lfb775Jj7++GPcfvvtYRcQzXi9XibdpGE5F9J+9+UT4cy6A4LXi5jVz0IwVITtUCoErBuXjAk9taixe3HD57Uoa3BLXntVVVXAx6W+Sx/vdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoOeZLy+OOP46qrrsK0adMwdepUCIKABQsWYPDgwViwYAGuu+46zJ4d3oJ20Y7FYmHSTRqWc6GRu/Ome+EecTkE6xnErloE2ILfVjgYWqWATROSMeY8DcqtHtzweS1OVZslrbNHjx4BH09PT5f0fXivy+PnudN30/CThNXceeby+Hnu9N00/KQQU3fIkxS1Wo2tW7di7dq1GDBgAC644AK43W5cfPHFWLt2LTZt2tTuatkskpaWxqSbNCznQiV3hQL2OXnw9OwHRWUJYl5/FnC7w9bEqxXYMikFw5LV+L3ejdyfALNDur+g5OXltbnOLDMzE3l5eZK9B8B7XS4/z52+m4afJKzmzjOXx89zp++m4SeFmLrDXnE+JycHmzdvxg8//IADBw5gy5YtmDFjRlRNUAwGA9xuN5xOJ4xGI4CmGVxDQ9NftPV6PTweDxwOB2pqagA03RjAarUCaDoNxuv1oqampnktGJPJBJutaf2KyspKAIDNZoPJZALQtJKm3W6H1+ttPo3GarXCbG7663dNTQ0cDgc8Hg/0en1zPf6ZpdFohNPphNvtbr64qL6+vvm+0lKNyW63Rzwm/3+3HhOAiMek1+uJjqmysjKs7SR6TEo1Ku+aB29iElS/HITiH38FfL6wx5SkVWDjaBXOT1DgSJ0LN35SBZvbG1Hv+ceUlJSEgoICXH/99bjssstw0003Yf369cjIyJC090pLSyXrvUBj8kPi81RbW0v081RdXS197/13TBaLhdg+wo/Y3utoTP7/JrHfq6yslHRf3npM5eXlzOzLW4/JZDJJti9vPSaTyURsTKWlpZL1XqAx+SGxnYxGo2S9F2hMBoOBWO9ZLBbJvxv5x+SH1Hej6urqsLZTOGOqqKiQ/LvR2WMqKysjto/wvz7U7RTOmOrq6tqMqSMEs9kc9r1Sjx492ny74T59+uDCCy+MqkmKVDQ0NCAhIYE5NwAUFRVh4MCBRNws50LSHyhzxe+/IPaFuRBcLjhufwiuKTmi3KUNbkz5uBpVjT5M7KXFuxNToFVK95ljeZuy2uuk/bR7XUpYzYW0n+dO3w3wfYwcbt7r8vijrdfDOpKyfft2DBs2DOPGjcPtt9+O22+/HePGjcNFF12E/Pz8sN6YBUg2GUk3aVjOhXbu3gEXwnHvAgCA5r03oDz0nShP3wQVdlybhtQYBfZUOHDPN3VwecNfiyUYLG9TkrDcjzx3+m4afpKwmjvPXB4/z52+m4afFGLqDnmSsnnzZtx3332Ii4vD0qVL8e6772Lz5s1YunQpYmNjMXv2bGzevDnsAqIZqe9yRMtNGpZzkSN39+UT4bjhbgg+H2LWLIOipEiUp4u9Fh9MTkFXjYBdpXY8uM8Ej0QTFZa3KUlY7keeO303DT9JWM2dZy6Pn+dO303DTwoxdYd8utf//d//oVu3bvj4448RExPT4nd2ux3XXXcdLBYLfvop/LUhohWPxwOlUsmcGyB7yI7lXEj6283c54N23fNQf7cb3uQ0ND6zBr5uqWH5/bX/q9qJGz6vQYPbh7suiMOqK5IiPt2S5W3Kaq+T9svW6xLAai6k/Tx3+m6A72PkcPNel8cfbb0e8pGUiooK5OTktJmgAEBMTAxmzJjRfDFOZ8Et4o5M0eAmDcu5yJa7IMBxz1PwDBwGRZ0RMasWAY7GsBT+2kedp8F7k1IQowTe/s2GRQcs8PkiO6LC8jYlCcv9yHOn76bhJwmrufPM5fHz3Om7afhJIabukCcpgwcPDrr4G9B0t4BBgwaFXUA0c+bMGSbdpGE5F1lzV2vQ+KgO3rSeUJ7+DTFrnwO8no5f91/Orn1sDy02TUiBWgGsOWbF84ciGxfL25QkLPcjz52+m4afJKzmzjOXx89zp++m4SeFmLpDnqQsW7YMb7/9Nj788MM2v9u+fTveeecdLF++POwCopnU1PBOx4kWN2lYzkX23LskofGJFfDFJUD170JoNr8OhHgUpHXt1/SOwd//kAylALz0nzNYdVj8jovlbUoSlvuR507fTcNPElZz55nL4+e503fT8JNCTN0hT1L+9re/ISUlBffeey8GDRqEa6+9FlOnTsWgQYOQm5uL1NRUvPbaa8jJyWn+ueWWW8IuKJrw3x+aNTdpWM4lGnL39cxA42M6+FRqaL78EOpPt4T0ukC1T+sXizfGdoMA4Nmf6rHuWPir2wdzSwWtzEtKSpCbm4usrCzk5uaipKQkYifL/RgNvS4WlnPhuXcuN2lY7keeO303DT8pxNStCvWJx48fhyAI6N27N4D/LQaj1WrRu3dvOBwOnDhxosVrWF87Ra1WM+kmDcu5REvu3sEj4Lh/IWLeWAbtlrXwdUuD+/KJ7b4mWO0z+sfB5vLh8e/NmP+jBRqlgD8Nig+rHpa3KdA0QcnOzkZxcXHzYwcPHkRBQQEyMjJEe1nux2jpdTGwnAvPvXO5ScNyP/Lc6btp+Ekhpu6QJylHjhwJW8468fHhfdGLFjdpWM4lmnJ3j5kAR50R2vfXQLt+BXxJyfAMuSTo89ur/e7B8XB4fVjwowWPf2eGRgHcPjD0sbK8TQFAp9O1mKAAQHFxMXQ6HdavXy/ay3I/RlOvhwvLufDcO5ebNCz3I8+dvpuGnxRi6g5rMcdzjfZuFBDNbtKwnEu05e669hY4r7kJgseNmNfyoCg/FfS5HdU+Z2gClo3sAh+Ah/ebse2ULeQ6WN6m7b1HpPeTZ7kfo63Xw4HlXHjunctNGpb7kedO303DTwoxdYuepOzbtw+PPPIIcnJysHjxYpSVlYlVRS3du3dn0k0alnOJutwFAc7bH4R75DgINiti/vo0hDpjwKeGUvujFyVi8SWJ8PqA2XtN2HE6tNscs7xNAaBHjx4BH09PT4/Iy3I/Rl2vhwHLufDcO5ebNCz3I8+dvpuGnxRi6m53kvLCCy8gLS0NBoOhxeObN2/G9OnT8c9//hNffvkl3njjDUyYMAGlpaVhF9AeHo8HOp0Ow4cPR/fu3TF8+HDodDpq94h2Op1MuknDci5RmbtCCfvsxfAM+O8aKi8vAGxtL4APtfanRnTBvIsT4fEB935Th09LO56osLxNASAvLw+ZmZktHsvMzEReXl5EXpb7MSp7PURYzoXn3rncpGG5H3nu9N00/KQQU3e7k5R9+/ZhwoQJLWY/DocDCxcuRJcuXbBjxw6Ul5dj48aNaGhowMsvvxx+1e2watUqbNiwAS+++CIOHDiAF154AevXr5f8fYJhtVqZdJOG5VyiNneNFo2PPwdveh8oy04i5rUlgNPR4inh1L74kkQ8MiwBbh9w19d1+LLc3u7zWd6mAJCRkYGCggLk5ORg7NixyMnJifiieYDtfozaXg8BlnPhuXcuN2lY7keeO303DT8pxNTd7oXzp06dwj333NPisW+//RZnzpzB4sWLMW7cOADADTfcgG+++QbffPNN2AW0x4EDB5pvdQw0fRGZOnUqfvrpJ0nfJxgpKSlMuknDci5RnXtCVzTOW4nY5Q9B9eshxLz5HOwP/RlQKAGEV7sgCFg2sgucHh/e/NWKmV/VYsukFPyhZ0zA57O8Tf1kZGREdJF8IFjux6ju9Q5gOReee+dyk4blfuS503fT8JNCTN3tHkkxmUxtzunet28fBEHAlClTWjw+YsSIiC9Sbc1ll12GwsJC/PbbbwCaboO8b98+XHPNNZK+TzBMJhOTbtKwnEu05+5L6wH7vJfgi4uH6uBeaN96uXmxx3BrFwQBL4zpirsHxcHuAW79sg7fVjoCPpflbUoSlvuR507fTcNPElZz55nL4+e503fT8JNCTN3tTlLOO++85vVQ/Hz//fdISEjAsGHDWooUCmg0mrALaI+5c+dixowZGDNmDFJTU3HZZZfhtttuw3333Sfp+wRDq9Uy6SYNy7mwkLu3b380Pr4CPrUG6m93QbNtAwBxtQuCgL9enoRZF8Sh0ePDrV/WYl9V24kKy9uUJCz3I8+dvpuGnySs5s4zl8fPc6fvpuEnhZi62z3d69JLL8W7776L2bNnIykpCUePHsWhQ4cwderUNgs1njhxAr169Qq7gPb44IMP8P7772PDhg0YPHgwjhw5ggULFqBv376YNWtWwNcUFRVJWgPL8CzoI1nmQiy63Dgb529dDc3Hm1HtcME4RvwRxIfSALNFg48MKuR8YcSrFzpwaVcvKioqsHbtWhiNRqSlpWHOnDmSf45pwHudPjxzeeC5ywPPnT48c3mgmfvAgQPb/b1gNpt9wX75yy+/YMKECYiPj8fgwYNx9OhR2Gw2fPrppxg1alTz83w+Hy6++GJMmDABq1atkqz4Cy+8EA8//DAeeOCB5sdeeuklvPvuuzh06JBk7xOMyspK9OzZkzk30NRkHW18sbCcC0k/icxV+79AzLrnAQBVOXOQmHWraJfX58PDhWa8+7sN8SoBrw93YdmfWq7SnpmZKckF52fDe10eP2u9fjas5kLaz3On7wb4PkYON+91efzR1uvtnu514YUXYseOHRg5ciRqamowevRofPDBBy0mKEDTdSoJCQmYNm1a+FW3g81mg1KpbPGYUqmE1+uV9H2CQbLJSLpJw3IurOXuvnIyHLc9BABI374Oyp+/E+1SCAL+dmUSbu0fC6vbh/v+5UUxurV4jn+VdilhLfOzYbkfee703TT8JGE1d565PH6eO303DT8pxNTd4WKOl112GbZu3YoDBw5g27ZtzXf0Optx48bhu+++w4QJE8IuoD2uvfZarFq1Cp9//jlKSkqwc+dOrF69GllZWZK+TzBsttBX7I4mN2lYzoXF3F3X5sCZdQcErxcxrz8LxYnDol1KhYDVV3XDLf1j4VFqgPvXAv1GtHiO1DfAoJV5SUkJcnNzkZWVhdzcXJSUlETsZLkfWex1PyznwnPvXG7SsNyPPHf6bhp+UoipW/SK8zRYuXIlpk2bhieffBJjxoxBXl4e7rrrLixZsoTK+zscge+EFO1u0rCcC6u5O2++Dw2XXwPB5UTsywugOHVctEupELDmqm7oazwMxMQDs99sMVGJdJX21tDIvKSkBNnZ2cjPz0dhYSHy8/ORnZ0d8USF5X5ktdcBtnPhuXcuN2lY7keeO303DT8pxNTd7jUpHHYhfT4npy3EM/d6oF2rg/rHr+GLT0TjglXw9u0vWneyuATj3iyEddB4wG4F1s1BJkySX5NCmqKiIqxcuRL5+fltfpeTkyP52ikcvn+RC567PPDc6cMzl4doyz2qj6TITW1tLZNu0rCcC9O5m8xw3L8Y7kuuhGA9g5iX5kGoKhXt65+Zgb2zr2o+oqJ86O9Y8g/pJyg0Mq+qqgr4eKSnrrHcj0z3OsO58Nw7l5s0LPcjz52+m4afFGLq5pOUdoiPj2fSTRqWc4nET+Kah3CIj48HVCrYH3wG7gtHQlFvQuyLT0AwBv6CHgr9MzNwaN61uLmfBh6lBg8fUQdcRyUSaPR6jx49Aj4e6alr0dyPgTi7R5966inqPSoV5+o+Rm5YzZ1nLo+f507fTcNPCjF1t7tOyrmO1ItT0nKThuVcxPr91zycfbvegwcPUj01qrl2jRb2x3SI/ct8KH87jNgXn0DjolfhSz5PlFepELBmbDI0qnq8+7sNt+yuxfuTkvGHnjHS1k2QvLw8HDx4sM3tlPPy8iLyRms/BiJQjx46dIi50/eAc3MfEw2wmjvPXB4/z52+m4afFGLq5kdS2sFgMDDpJg3LuYj163S6Fl/+ADK3622PFrVrY9D4xAp4MgdDYaxC7MonIVjqRLtrjNV4/aok3DmwaWX6GV/W4usKuwRV0+n1jIwMFBQUICcnB2PHjkVOTo4kX86jtR8DEQ09KhXn4j4mGmA1d565PH6eO303DT8pxNTNj6S0Q7BTSKLdTRqWcxHrJ3XNQzi0qT02Ho3zViL2hcehLDuJmJXz0LhwFZDQRbT71SuToBSAt36z4dY9tXh3Ygom9orsiAqtXs/IyJD8Ivlo7cdAREOPSsW5uI+JBljNnWcuj5/nTt9Nw08KMXXzIyntYLVamXSThuVcxPpJXfMQDgFrT+gC+/y/wNujD5TlpxC7ch7QUC/arRAEvHxFEu4dHA+HB7jty1p8VtYofd2MEK39GIho6FGpOBf3MdEAq7nzzOXx89zpu2n4SSGmbj5JaQeXy8WkmzQs5yLWn5eXh8zMzBaPSXHNQzgEq93XpRsa578Mb/deUJb81jRRsZ4R7VYIAv5yWVfkDomH0wvc+VUdPjotfqLCe52OPxp6VCrOxX1MNMBq7jxzefw8d/puGn5SiKlbuWDBgmelL6VzEBMjzYXDtN0AUFdXh5SUFCJulnMR609KSsLUqVNRW1uLlJQUjBkzBm+88UaLax5IZg50UHtsPNz/NxaqQ/uhrDwN5S8/wT16PKDRinILgoBremlhdfnwQ7UTH5U04vxEFS5MVktbtwSw2utS+0PpUamQtdej2E3az3On7wb4PkYON+91efzR1uv8SEo71NTUMOkmDcu5ROL3X/Owc+dOrF+/nvodkzqq3Zd8HhoXroL3vJ5Qnv4NsS+FfkQlkFsQBCwf1QXzLk6Exwfcv9eEfxaFf7iW9zo9/9k9umLFCubu6uXnXN3HyA2rufPM5fHz3Om7afhJIaZuPklph8TERCbdpGE5l86euy/5vKaV6NN6Qll8IuSJSjC3IAjIu7QLFl+SCB+AhwvN2Hg8vIlKZ888Wv08d/puGn6SsJo7z1weP8+dvpuGnxRi6uaTlHZQqcjd/IykmzQs50I7dykXgAy1dl/Kf4+oNE9UnupwotKR+6kRXbB8VNNdw5743ow3fmkIregQ3NEMy/3Ic6fvpuEnCau588zl8fPc6btp+Ekhpm4+SWkHo9HIpJs0LOdCM3f/4nr5+fkoLCxEfn4+srOzRU9Uwqm9aaLyCrxpPaAsPo7Yv8xvd6ISivuRYYl46bKuAIBFByx4+XBop5LxXpfHz3On76bhJwmrufPM5fHz3Om7afhJIabuTjlJMRgMcLvdcDqdzaFYLBY0NDT99Vev18Pj8cDhcDSfI2c2m5tvj1ZVVQWv14ukpCTU1tYCAEwmE2w2GwCgsrISAGCz2WAymQAAtbW1sNvt8Hq9zesVWK1WmM1mAE3n4jkcDng8Huj1eqSnp6OhoQEWiwVA08ZzOp1wu93NC97U19ejvr5e0jHZ7faIx+S/+Kn1mABEPKbY2FiiY1Kr1WFtp0jGlJeXF3BxveXLl4saU3p6eljbyaTUonHhKriSz4Py1K+IffEJVJ8sCjim5OTkkMaUndqI165MggBg2U/1WP6TBVVVVe1uJ5/PJ1nvBdpOfkh8nrp160b085SYmIgjR44gNzcXU6ZMwT333INTp05J8nlKT08nto/wE+5+L9QxxcXFhbWdwhmTVquVdF/eekxKpZKZfXnrMaWlpUm2L289prS0NGJj8vl8kvVeoDH5IbGdunTpIlnvBRpTXFwcsd5LT0+X/LuRf0x+SH038p96ROLzpFKpJP9udPaYABDbR/hfH+p2CmdMqampbcbUEYLZbPZ1+KxzlIaGBiQkJDDnBoCioiIMHDiQiJvlXEj6W2eelZWFwsLCNs8bO3Ysdu7cGbZfbO1CrQGxLzwORXUlPL0zYZ//V/i6Jkfk3nrShgf2meDxAbOHxGPFmK5QCIKkdYcKq70OAMeOHcMdd9zRYjKbmZmJgoICURe9l5SUQKfToaqqCqmpqVi6dCmRi+dJZg7wfUwweO703QDb+xhWc+e9Lo8/2nq9Ux5JkYqz/0rLkps0LOdCM3epF9cTW7svpTsaF70Gb88MKMuLEfv8YxDqqiNy39I/Dm9fnQyNAnjzVyse2W+Gxxv47x3FxcWSXZdDG9L98uKLLwY82qbT6cJ2tT69sKCgIKLTC+WE72PkgdXceeby+Hnu9N00/KQQUzefpLRD165dmXSThuVcaOYu9eJ6kdTu65aKxoWr4OnbHwp9WdNExVgVkTsrIxZbJqUgTiVgc5EN935rgtPTcqJSUlKCWbNmSXZdDm1I94v/UHxr/IfTw0Gn00k24ZEbvo+RB1Zz55nL4+e503fT8JNCTN18ktIOLF9YRRKWc6GZe0ZGBgoKCpCTk4OxY8ciJydH9Gk8QOS1+7p0Q+PTr8CTORgKY1XTREVfHpH76l4x2D45BV3UAgpON2LmV7VodP9vosL6F2fS/dKtW7eAj4s52uY/j7g1YiY8csP3MfLAau48c3n8PHf6bhp+UvAL5yWG5Zk2SVjOhXbuUi4AKUntCV3Q+PRf4bngIijqqhH7/KMQKk5H5L68uxYfXZuKZK0CX5Q7kLO7BmdcXgDsf3Em3S/PPPOMZEfbpD69UE74PkYeWM2dZy6Pn+dO303DTwp+JEViFApy8ZB0k4blXDpr7mGtxxIbj8Z5K+EeeikUljrErXgM6rKTEdU2IlWDT65LRXqsAoV6J7I/q0Gd3cP8F2fS/eK/SF6Ko21Sn14oJ3wfIw+s5s4zl8fPc6fvpuEnhZi62RwpJYKdLx7tbtKwnEtnzF3UeizaWNgfXwH3xZdBOGNB/ItPQPnroYjqG5ykxmd/TEPfBCV+qnHhuk9rkPtUHvr06dPieSx9cabRj1IdbWt9euH1118f0emFcsL3MfLAau48c3n8PHf6bhp+Uoipm9+CuJNC+vZ9nLYEyvzsW8L26NEDeXl5kn9pzM3NRX5+fpvHc3JysH79+vZf7HZBu24F1D9+BScELKvX4mRqn4jqrLR6cOMXNThudqNPghKrhzmw6WVd8/pAUmfAe50+PHN54LnLA8+dPjxzeYi23PmRlHbwL0LDmps0LOdCM3epVdduUAAAIABJREFUV5wPVntE132o1Pht6p3YZLRDAx+WJjYi9oc9EdXZM16JT6amYmSaGmUNHtxzSI1HXlgtyXU5tGG5H/k+hr6bhp8krObOM5fHz3On76bhJ4WYuvkkhcMhBK07W0V63Yfu+edx93fHsfy4HkpBwMZL+yJb0RBRnckxShRMScX4nlrUOHzI+rQG3+kdon0cDofD4XDOLfgkpR26dOnCpJs0LOdCM3ep72wVrPZIL5j217n0hB5zjzTdkvilYb2QZSkBfOLPBk1QK7BlUgqmZcSg3uXDjV/U4PMyu2ifHLDcj3wfQ99Nw08SVnPnmcvj57nTd9Pwk0JM3XyS0g4Gg4FJN2lYzoVm7lLf2SpY7ZGux3J2na+fqsGdP5XA7fXhjlgntP/4K+Bxi6oXALRKAS8MdWHWBXGwe4A79tRi60mbaB9tWO5Hvo+h76bhJwmrufPM5fHz3Om7afhJIaZuPklph5SUFCbdpGE5F5q5S31L2PZqj+QOUXl5eejXr1/z/79XbsIDJTZ4VWqov/0YMa89AzgaRdUMAOelpuLVK5Iw96IEuH3A/XtNeOOXBtE+mpDsl71lezHx44nYW7aXiJ/vY+i7afhJwmruPHN5/Dx3+m4aflKIqZtPUtrB6/Uy6SYNy7nQzF3qFedJ1Z6RkYH8/PwWdc7dtA32p1+GLz4Rqp+/Q+wLT0CoN4nye71eCIKAZ0d2xfKRTYd7Fx2w4NmDFvgiOJ2MBqQy31u2FzN2zED5mXLM2DGDyESF72Pou2n4ScJq7jxzefw8d/puGn5SiKmbT1LawWKxMOkmDcu50M5dyhXnSdaelJTUpk7vBRfBlvc6vKndoTz1K2KXPwTBUB62++y6H7koEWvGdoNSAFYdacCDhWa4vNJMVMJa0DJESGTun6A0upuOTjW6G4lMVPg+hr6bhp8krObOM5fHz3On76bhJ4WYuvk6KZ2UaLvX9blAZ81cMNci5uWFUJb8Bl9iVzQ+vgLe/kMjcu4ut+Our+tgc/swpbcW/7g6GXEqcX8zKSoqgkajQXZ2dou7qflXc4+mWx63nqCcTawqFlumb8G4PuNkqCw8OmuvRzs8d3ngudOHZy4P0ZZ7pzySYjAY4Ha74XQ6YTQaATTN4Boams6D1+v18Hg8cDgcqKmpAQCYzWZYrVYATXc78nq9qKmpaV4h02QywWZruuC3srISAGCz2WAyNZ0CU1tbC7vdDq/X23y3JKvVCrPZDACoqamBw+GAx+OBXq9vrsc/szQajXA6nXC73c0XF9XX1zffV1qqMdnt9ojH5P/v1mMCEPGY9Ho90TFVVlaGtZ2kGJNU28lisUjSe4HGVFtbG3RMeocbZ576C5wXjoRwxoLYFx6Ho/CLkMdUWlraZkwj4xuxdXwCkrUKfF7uwPTPalBuahA1JiD47Z6XLVsW0Xaqra2V9PP04OcPBpygAE1HVB78/EHJes9isRDbR/iRovcCjcn/3yQ+T5WVlZLuy1uPqby8nJl9eesxmUwmYvs9k8lEbEylpaWS9V6gMfkhsZ2MRqOk+/LWYzIYDMR6z2KxSP7dyD8mP6T+za2urg5rO4UzpoqKCqLfI8rKyojtI/yvD3U7hTOmurq6NmPqCH4kpR0aGhqQkJDAnBsgOxtmOReSftJ/gZA9d7cb2rf+CvW+T+ETFHDMegzuCdMjcv9mduHGL2pRbvXggq4qbJ+cgj4JqrBqLyoqwuOPP47CwsI2vxs7dix27twZlu9spM58b+leTP9gOnxou9uV+kgK73X6btJ+njt9N8Duv6ek/bzX6btJ+6Ot1zvlkRSpINlkJN2kYTkXnnsEbpUKjnvnw5l9FwSfFzFvvwLNe28A3v9n78zDmyrTPnxnT9OFQltaoAtlX1QEQUAE1FEBUUDHivvop8WNmXEcUXTqqFDX0XFDVFAUHRemiiCC4IKKICAwyiI7lC50b+mWtEmzfH/E1C5pmu2c5JRzXxeXNk1+ed7fefrmPHk3m9/ag2I1fDk9gWGxag7XWLl0bTn7qpp8DT/o2z27CLbnk1InseiSRagVrQsxIaZ6ybkuvrYY+kIiVd9lz0OjL/suvrYY+kLhT9xykeIBfw/dC7W20EjZF9n3ALUVCixX3krjbQ/gUKnQrv8v+pcegcaOzz7pTLt3pIp1lyUwPlFLscnOZevK+b7It9Ppg73ds4tgeL6/Yj9v7X6r+ecbht/AyqtWEqGOAIRbiyLnuvjaYugLiVR9lz0Pjb7su/jaYugLhT9xq+bPn/9Y8EPpGkRERKBUClPHCakNUFVVJdhe2lL2RUh9IT2H8PLdnjYQ+6CzUP/8I6qCY6j2bMM2YjwYIv3S1qsVXJ1u4EhtE3uqrHySayI9Ws3wHppOY6mqqqJfv35MmzaNyspK4uLiGDt2LIsXLw540XygnleYKpjwnwmsPbaWCX0mkNbNGU9atzTO7XUuPxT+wDvT3xFksbyc6+JrC60v+y6+Nkj381RofTnXxdcWWj/cct23yd+nGVarFZVKJTltoZGyL7LvwdO2DR2J6Z+Lifj3Q6jyjxHx+J003vsk9n5D/NLWqxW8fUEPHv6phtf3G8ncdIqTRht/PTMKhULR6etd2z0Hk0A9jzfE8+dz/kxuTS6jkka1+t2klEnsunEXOp0u0DDdIue6+Npi6AuJVH2XPQ+Nvuy7+Npi6AuFP3HL0708UFdXJ0ltoZGyL7LvwdV2JKVg+udirEPORllTRcRTf0W14zu/tZUKBU+PjSV7jPPQx8d21fLAthpsQTpLxVf88eV49XEOVR1q/vmBsQ/w2qWvEalpP8oUjtc0HJCyL7LvXUtbaKScj7Lv4muLoS8U/sQtFykeiI+Pl6S20EjZF9l3AbSjYmic9y+aJl2GwmImYtFjaNb8B347Td4f7blnRLNscne0Slh60Mifvq2iwSp+oeJr7DuLdzL5g8nctOYm6i3O7SIVCkWHI0Fhe01DjJR9kX3vWtpCI+V8lH0XX1sMfaHwJ265SPGAa39oqWkLjZR9Edv3YJ6CHta+qzWY/28e5tl34lAo0H38JrrXFoC5wW/tq/oZ+OTSeGK0Cj7Pb2TG+nLKGzzvJBZsfI19aPxQkqOTGRI3BLvDHnR9X5D7GPG1xdAXEqn6LnseGn3Zd/G1xdAXCn/iltekeECj6XzRbjhqC42UfRHT97y8vHanoO/cudPvU9DD3neFgqbLrsWelIL+jSfQbP8WZXE+DZn/gNhYvyQn9tKx4bIEMr6qZEd5E5esLSfnkjgGdhPnOnrjS3F9MT0NPVEpVURqIll79Vq667t7tY4m7K9piJCyL7LvXUtbaKScj7Lv4muLoS8U/sQtj6R4IDKy/RxyKWgLjZR9EdP3jk5Bz87O9ktPKr7bRk3A9M/F2BOTUeUfI/6Ze1Ed+NlvvaHdNXx9eQIj4jScqLNxyeflbCnxbYtif+nMl415GznvP+fx9Panmx/rEdHDqwLFG/1AkPsY8bXF0BcSqfouex4afdl38bXF0BcKf+KWixQPFBcXS1JbaKTsi5i+d/Re/u5xLiXfHX36Ynr0Naxnnouivhb9s39H89XK5nUqvpJkULF2WjxTU/RUWxxcuaGCnGMdn80SLDrzRaVUUWOuYU/ZHmydHGrpj34gyH2M+Npi6AuJVH2XPQ+Nvuy7+Npi6AuFP3HLRYoHEhMTJaktNFL2RUzfg30KuuR8j4ym8b6nMF92LQq7Hd1/Xkb31rPQZPFLLkqj5P2LejBnaCQWO2RuOsW/fqn1t+7xCne+WO3W5v+fnDKZdRnr+HDGh6iUvm8JKblrKhJS9kX2vWtpC42U81H2XXxtMfSFwp+45SLFAxaLfzdTodYWGin7IqbvwT4FXZK+K1XUzbyFxjsfwaHVofnhCyKe/CuKylK/5FRKBc+Oi+Wpc7uhAJ74uY6FR7Q0CbRFcVtffij4gdHLR7O/Yn/zY+N6j0Op8K8rleQ1FQEp+yL73rW0hUbK+Sj7Lr62GPpC4U/ccpHiAaPRKEltoZGyL2L6npaWxqpVq8jIyGDixIlkZGT4vWgepOu70WjEOv4PNGQtwh6XiOr4AQz/zES1d4ffmncNj+K9i3oQoVKwpkzNH7+spNrc+W5avtLWlxUHV3Ci5gSv//K6IPqB0nI3uTlz5gS0m1wokWqui6EvJFL1XfY8NPqy7+Jri6EvFP7Eraiurg7NKWkygnLkyBEGDhwY6jBOK2TP3ZOXl0d2djbFxcUMTOrJv9MiiT66F4dCgeXKW2m64kZQ+vd9yf/KLWRsKKOyScGAGDUrLo6jfzd1u/ft1asXWVlZfheILkxNJpbvW86cEXP8mt4lJO52k0tPTw+oMO4IOddDg+x7aJB9Fx/Z89AQbr7LIykeOHXqlCS1hUbKvsi+i6udl5fHFVdcQU5ODps3b+btj1cyeuVmyi6cBYBu5TL0LzwE9bV+6Y9K0PLOiEaGd1dztNbKxWvL2Fxibr5hd71vTk4Os2bN8nlkYePhjdyx4Y7mRfEGjYG7Rt4VtAIlmL4Heze5UCLFXBdLX0ik6rvseWj0Zd/F1xZDXyj8iVsuUjyg0+kkqS00UvZF9l1c7ezsbPLz81s9diw3l79u+ZXG+57GERmDes92DI9mosw95Nd7JOkdrJ+ewJQUPafMzp2/blvyecA37Babhbnfz2XFgRW8s/cdv2LrjGD6Huzd5EKJFHNdLH0hkarvsueh0Zd9F19bDH2h8CfuLlmklJaWYrVasVgslJeXA1BTU0N9fT3g/NC22WyYzWYqKioA50mYrvlyxcXF2O12lEollZWVgLMCNJmcW54WFRUBYDKZmivDyspKGhsbsdvtzTcLRqOx+YTNiooKzGYzNpuNkpISDAYD9fX11NTUAFBeXo7FYsFqtVJa6lxUXFtbS21tbVDb1NjYGHCbXIuf2rYJCLhNTU1NgrapoaHBp+sUjDYF6zoZDIag5J67NqnVakHa1NGNc0FBAXUDzsS0YAmNyf1QVpQSkX0Pls8/AofDpzYBRGuULBmr5fYBGprssHPALLj8PmhzXklhYaHXbVKhYtEfFnHrkFu56YybBPl7cjgcQcu97t27u/U6Li6u0+vka5tcBCP33LXJarV6fZ18bZPZbA5qX962Ta4+Ugp9eds26XQ6wfo9nU4nWJtaei9EX+5CiOvketyX6+RLm6xWq2C5ZzAYgn5v5GqTC6E+cx2/bQspxN+TyWQS9D6itrZWsD7C9Xpvr5MvbdJqte3a1BnymhQPFBUV0bt3b8lpg7DzCqXsi5D6Qs/llKLvmZmZ5OTktHs8IyODpUuXOn9osqD74FU0G1c7fxxzAeb/ux8MUV69R1vf3zlk5G+bK3EoVbDna3h/Plga2r+vG3aX7eZEzQlmDpwJSCsfu9KaFCnmuhj6su/ia4N0P0+F1pdzXXxtofXDLdflIqWLEm6Ln04HZM/b48uNs3rr1+jeeR5FYwP2hF403vVP7P2Hdvoe7nz/78/53LmtAbs+CgoPwFt/Jr273uMN+/Hq44x/bzxKhZJvr/uWIXFD/GhxaHFtFlBSUkJSUlJQNgtwh5zroUH2PTTIvouP7HloCDff1aEOIJxxTbGRmrbQSNkX2XdxtdPS0vjwww95/vnnO71xto6/GFv6EPSLF6DKO0zEE3OxZMyhaUqGz7t/XTMylURdHjd8V0l98lB0D6/m0bE6jzfs/WL7cfXgq1Er1aR1cz5PavmYlpbWPFIk57r42mLoC4lUfZc9D42+7Lv42mLoC4U/cXfJNSnBwmw2S1JbaKTsi+y7e44ePdp8vkZmZqZPu2C1PJvD3WsTExNZunQpa9asYenSpR4LBUdSMg2PLMJyyR9R2GzoPnoN/YsPQ221z22aPCyNfbedwYW9dZg1kWT+oua9w633aT9UdYgS4+8Ly1+++GVeuvglItQRgLTzUc518bXF0BcSqfouex4afdl38bXF0BcKf+KWp3t1UcJtyO50QKqeB7KWQch1EKr/bUb/5jMojHXYY+Mx3/kPbENHtnteZ75b7Q6ydtTw+n5ngXLXsEgWjunGDwXfcePnN3J2z7NZ/cfVqJXywLK3SDXXpY7se2iQfRcf2fPQEG6+yyMpHnDtiiA1baGRsi+y7+0J5HwNb17rb9y2UedjWvgmtoFnoKyuQP/MfWhXvA5Nls5f3AK1UsHTY2N5eUIsGiW8tt/INV9V0idmCFGaKPpE96HJ3uT2tVLORznXxdcWQ19IpOq77Hlo9GXfxdcWQ18o/IlbLlI8EBkZKUltoZGyL7Lv7QnkfA1vXhtI3I64RBoeehHLzD8BCrTrPiJiwV0oC3M7fW1bbh4UyfLJDuJ0CjYWmbl+o5Jll3/NG1PeaJ7e1RYp56Oc6+Jri6EvJFL1XfY8NPqy7+Jri6EvFP7ELRcpHtBqtZLUFhop+9JVfe9sXYgnevXq5fbxpKSkoLw2YM9VaixX3UpD1ivYE3qjyj9GxGN3oPlqJTi8n6267tg67lx3Hn8Z/FXzCfXXblSxvqCxw9eIkY+BXLvOtINJyzgfeeSRoMXpDrmPCQ1S9V32PDT6su/ia4uhLxT+xC0XKR5wHUgjNW2hkbIvXdF317qQnJwcNm/eTE5ODrNmzfL6JjIrK4uUlJRWj6Wnp5OVleXVa9PT0z2+Nlie2wcMx7TwTZomXYaiyYLuPy+jf/4B1HXeLaqvNldTa6llT+kmvpyewKy+EdQ1Objumyqe/aUWu5uCR+h82bVrV0DXzhPBjL1tjq1fvz5ocbpD7mNCg1R9lz0Pjb7su/jaYugLhT9xq+bPn/9Y8EPpGkRHR0tSG6Cqqqr5pOlgI2VfhNQX0nPoOPZ58+axZcuWVo9VV1dTWVnJjBkzOtWNjY1l+vTpVFZWEhcXx9ixY1m8eLFXC99jY2OZNm2ax9cG1XONBtuoCdhS+qH+dReqwlzi9mzFkdgbR5++7Z5ud9hR/Hbq/JkJZzI6aTT3jr4XrUrJzL569CoFm4rN/FBiYV9VE5em6NGpfj+lXuh8fOyxxwK6dp4IZuyB5pivyH2Me0LVx5zO2iDdz1Oh9eVcF19baP1wy3V5JMUDRqOx8yeFobbQSNmXruh7IGtKXMTHx3u9TXBbXGdzdPRaITy3jZ6E6YllWM8Yg7qhnohFj6Fb/Di0GFXZmLeRCf+ZQHH97/5c3Pdi8vPzyczM5IorrmD/K/exaISNGK2CtfmNXPJ5OcdqrILG3pLCwkK3j/ty7ToimLEHI8d8Qe5jQoNUfZc9D42+7Lv42mLoC4U/cctFigeamtzv+BPu2kIjZV+6ou+BrCnpTDsYCKXt6B5P49+foWDaDTh0ejTbv8Xw8K2odv2Aw+HglV2vcKDyAEt+WdL8mry8PKZPn95qetVTN1/Gf0Y1MSRWzcFqKxd+XsZXhY2Cxu6iZ8+ebh/35dp1RDBjD0aO+YIU81EsfSGRqu+y56HRl30XX1sMfaHwJ255upcH9Hq9JLVB2CE7KfsipL7Qw9MdxT5ixAg+//xzamtrmx9LTk7mjTfeIDY2NiDtYCDoNVUoKNTFEHNZBqqCo6hOnkCz/VuUpSeZNOXv9IxN4f6x9zdP+br77rvZtWtXK4na2lpqivP574M3cbjayr4qKx8fb0ClgAvTYppfKwSjRo1iw4YNVFf/PgKUnp7O4sWLvb52HRFM30eMGCFYnO6QbD4KrB+qPuZ01gbpfp4KrS/nuvjaQuuHW66H/UhKSUkJd955J/379ycxMZGxY8eyefNmUd67oqJCktpCI2VfZN+7lvamgk1csfEKvjcf5esbM7jv4kTsWi2arV/TN3se9yrPQan4vZvbsWOHW50dO3YQrVHy3kU9eHikc97sEz/XcfUXJVSb7YLFHxkZyaJFi0hNTaVbt26kpqayaNGigA/ChOD6npaWxqpVq8jIyGDixIlMnTo1KAd2doRU81EMfSGRqu+y56HRl30XX1sMfaHwJ+6wPmK5urqaKVOmMG7cOP773/8SFxdHXl4eCQkJory/lBdWCYmUfemKvmdnZ7db21BYWEh2djZLly4NSDsYCKW9qWATs1fPpsHawOzVs1GgwGQ1ce4dL5KxfieqI/uIePFhmsZfjPn6uRDT+Tf+SoWCB86OYWS8lszvq9hYaueiNWW8d1Ecw3togt6Gqqoq5s6dS35+PgA1NTXMnTs3KAVAsH13rT0C56nEQhUoIM18FEtfSKTqu+x5aPRl38XXFkNfKLrcwvmXX36ZpKQk3njjDc455xz69u3L5MmTGTx4sCjvr1YLV8MJqS00UvalK/oejEXNUrumLQsUgAZrA1a7lasHXc3UUTfS8PBLmK+7B4dWh2br10Q+dDPqLV8yevQ5bvVGjx7d6udLkvV8N6MnZ3ZXc7zOxsWfl5NzzBT0djz77LPk5rY+mDI3N5fs7OyAtbtiroe7thj6QiJV32XPQ6Mv+y6+thj6QuFP3GFdpKxdu5ZzzjmHW2+9lQEDBnD++eezZMkSHD4c4BYI5eXlktQWGin70hV9D8aiZild07YFiguL3cLa42v58eSPoFTRNDUDU/YyrMPPQVFfi37Jk3w4NI5x/VJbvS45OZmnn3663fv0jVbz3hg71w0w0GBzkLnpFA9sq8ZiC17/4xpBaUswds3qirke7tpi6AuJVH2XPQ+Nvuy7+Npi6AuFP3Erqqurxbnj94PExETAudh11qxZ7N27lwcffJBHH32UOXPmuH3NkSNHxAxRRibknDx5krlz57aa8pWcnMyiRYvo06dPCCMThis2XkFJQ8c38UkRSay5aA0nT57k9ddfp7y8jNmJ0cyNsqA1N2BVa1jeqOetEiM9Enpy5513evTJ4YCVJWqeO67B6lAwIsbGk4Mt9NQF3nU+8sgjrF+/vt3jU6dOZeHChQHry8jIyMjIhCsDBw70+PuwLlISEhIYOXIkX375ZfNjCxYs4PPPP+enn34S/P3r6+uJioqSnDY4i7XOLr6/SNkXIfWF9Bw8x56Xl0d2djYlJSUkJSWRlZXl05oBf3xxvWdxcTG9evXq8D2D7XlHIykAEeoIVsxcQZo9jVmzZrWaSnXOgH5suPZSYvduA8DWdxDmW/6OPb3j6aMtY99ZbuHmjZUUmezE65W8Obk7F/QObJeV/fv3c8MNN7SKMz09PShrUrpqroezttD6su/ia4N0P0+F1pdzXXxtofXDLdfDemJbYmJiu/UngwYN6vAAtGBjs9kkqS00Uvalq/reclFzsLXdkZeX164I2Llzp9ub62B5fqDyAKkxqUxKmcSKmSvaFSquAmVSyiQyMzPbrfXYdfQ4dx2qZNl9T6Nb/gKqE4eJePxOmi6aieWPt0Fk+0V9LWMfnaBl08yeZH5/im+LzFy5oZL5I6OZNyIapZ/bFPfp04dVq1YFVGB2RDjnemcFrtzHhAap+i57Hhp92XfxtcXQFwp/4g7rNSnjxo3j6NGjrR47evQoKSkporx/t27dJKktNFL2RfY9ONrZ2dluF3xfccUV5OXlBaTtjs+OfsaFH1zI3775Gw6Ho7lQiVBHAK0LFPC8mYBtxDhMT76NZdpsUCjQfrMKw3znwnrarHdrG3u8XsXHl8Tx4NnOguapn+u4+stKKhr9+9Do1q1bc4G5Zs0ali5dGrRds8I1110FbssDNWfNmtUqb8Ip18NNX0ik6rvseWj0Zd/F1xZDXyj8iTusi5S7776bHTt28Nxzz3H8+HFWrVrFkiVLuP3220V5fykvrBISKfsi+x4c7Y6KgPz8/HY3nMGIe1D3QSgVSrQqLVa7FaC5UEmKSGpVoIAXmwnoDViuvYuGhW9iG3QWytpT6Jc8ScRT96Is/L34che7SqngoZExfHJpHHE6JRuLzExaXcb2UrPP7QqnayoWHRW4LXc0k7Iv4eq7N0jVd9nz0OjLvouvLYa+UPgTd1gXKaNGjeL999/n008/Zfz48SxcuJCHH35YtCJFypW2kEjZF9n34Gh3VARA+xtOf+Oubvz9dPMhcUP48aYfWXTJIjSq388rmZQyiTUXrWlVoABkZWWRnp7e6rH09HSysrJaPWZP7kfDwy/RmPkQ9uhYVId2E/HP29F+9Bo0mDzGflEfPZtm9mRsTy1FJjvTv6jg1V/rfdp9MJyuqVh4s2W2lH0JV9+9Qaq+y56HRl/2XXxtMfSFosuNpABMmTKFLVu2UFpayq5du7jzzjtR+Dn/21eUSuHsEVJbaKTsi+x7cLTdFQEtaXnD6U/cnx7+lLOWncW3ed82P9a3W1+vXuta72AwGDAYDERHR3s+yV2hwHr+FEzPvIflD7PAbkf7xQoMD96I/sevwN7xifN9IlV8Pi2ee4ZHYXXAP36q4fpvqjjl5Sn14XRN3ZGXl0dmZiaXX345mZmZ7aby+YM3W2aHuy+h1BcSqfouex4afdl38bXF0BcKf+KWZktForKyUpLaQiNlX2Tfg6OdlpbGqlWrSE1Ndfv7ljec/sR9uOowtZZaPj/2uU+va7ne4ddff8VkMlFXV0d+fj5z584lLy+v4xvvyGgsN99Lw6OvYes/DGVNFYa3/0XEgrtQHv21w/fUKBU8cW433ruoB920Cr4oaGTi6jK2eTH9K5yuaVu8WTviD96McoWzL6HWFxKp+i57Hhp92XfxtcXQFwp/4g7rLYhl/Efo7ftk2nM6eu5uly9/t9B1OBzNo6Q2u421x9dyRf8rOh05bel7ZmYmOTk5HT73sssu48CBA53H63Cg3vo12hVvoKyuAKBp/MVYrpmDo0fPDvXz6qzc9n0VO8ubUCngH6NiuPfMKL93/wolHXmZkZHBAw88EFCuB7pl9unK6djHhAOy7+Ijex4aws13eSTFA7W1tZLUFhop+yL7Hlxt14hKRkYGEydOJCMjo90Nvzfa64+vZ1rONOot9QColCpmDJjh89TOjtY7uNixY0eni7YfugL6AAAgAElEQVQB5xSw8y6hNOtVLDNuwqHRoNn6NYYHb0az+l0wN7rVT4tW88VlCfzljChsDliwq5arv6ykrMH97l/heE1deLN2xF8629EsnH0Jtb6QSNV32fPQ6Mu+i68thr5Q+BO3XKTIyMgERKBb6FrtVhZsWcC2om0s37c8oFg8Lej3REc33g5dBJY/3obpqXexjpmMwtKIbuUyDA/ciHrTOrC3Lz40SgULxnQj55Lfd/+auLqM74t83/0rlHizdkRGRkZGRkYoVPPnz38s1EGEKzqdTpLaAFVVVcTFxQmiLWVfhNQX0nOQru+daSsVSs5POZ+0mDTuHnW3z6MnLX0fMWIEGzZsoLq6ut3z0tPTOeuss9qdvQQwduxYZsyY0XHskdFYz70Q25ARKAtzUZUUoP55C6pdP+CIT8KR2AfaxN0/Rk1GPwM/V1g4WG1lxTETFruD85J0qH57bjhfU3depqens3jxYmw2m5zrIdCX+xjxtUG6n6dC68u5Lr620PrhluvySIoHSktLJaktNFL2RfY9PLS/z/+eRf9b1Pzz4B6D+fM5f0apCKxLajn9bPTo0aSmpjJmzJjmaWhPP/20V1sTdxS7behIGh59ncY7H8Een4SqMJeIf89H/+zfUZ443O71vSNVfDY1ngfOjkahgH/vqWfq2nJya61u9YNJoNreTOUTinD2JdT6QiJV32XPQ6Mv+y6+thj6QuFP3PLCeQ9YrVbUarXktEHYxU9S9kVIfaEXnEnV97baBbUFjHxnJDa7jS9nf8mYXmMC0vfVd18WbXv0pcmC5utP0X72HgqTcy1N0/iLsVx5C47E5HZP/7HEzJxNpyg02ojWKHhufCx/TNNK8prKuR4afdl38bVBup+nQuvLuS6+ttD64ZbrwrnYBbB7OB8hnLWFRsq+yL6HXjslJoX54+ZjsVkYlThKsPftCNcaGm/w6ItGS9O02TRNnIb28/fRfLUSzdavUW/fiHXSdCwzb2q1E9h5STo2z+zJX388xeoTjdyx6RRf9tXxwoQexGiDP6gt57r42mLoC4lUfZc9D42+7Lv42mLoC4U/ccvTvTxQU1MjSW2hkbIvsu+h0d5WtI39FfubH7v/3Pt5ePzDqJQqwd43GHjlS1QMlmvvwvTMezRNnAYO0Hy3BsMDN6B9fxGK2lPNT43VKXnngh68PCEWg1rBJyeci+p3lFlCE3uYItVcF0NfSKTqu+x5aPRl38XXFkNfKPyJW57u1UUJt72uTwdkz93zzYlvuGb1NfSL7cfG6zYSrY0Oqn64+a4ozkf76dtotn8LgEOnp+nSq7FMmw2Rv7f9cHUTt31/ir1VzjNV5o2I5v4R0aiV4X+mSrh5frog+x4aZN/FR/Y8NISb7/JIigekXGkLiZR9kX0XX3t49HAGxw1mSvoU9Cq9YO8jBP744uiVivnuRzEtWIr17PEozI1o1/yHyPuvRfvp22CsA2BQrIZPJmq5Z7jzTJWnf6lj6rpyjv+2qD4UsYcLUs11MfSFRKq+y56HRl/2XXxtMfSFwp+4u2SRUlpaitVqxWKxUF5eDjjNqa93Lm4tKSnBZrNhNpupqHCeJl1dXY3RaASch5jZ7XZsNhuVlZUAnDp1CpPJBEBRUREAJpOJU6ecUzkqKytpbGzEbrc3H4JmNBqbt++sqKjAbDZjs9koKSlBpVJRX1/ffNHKy8uxWCxYrdbmHRBqa2ubD78JVpsaGxsDblNjY6PbNgEBt8lsNgvaJpPJ5NN1CkabgnWdVCpVUHLPXZscDkdQ27TjxA5q65yvbzI18WXGl2Sdm0VtdW1AueeuTS6EuE52u93v3LOnDaTqjkco/etTWIeNQmEyol21nMj7ZmN550Wor0FptzJvkIPVU+JI1MPO8iYmri7jlR1FOByOgNqkUqkE6yNcBCP33LXJYrH4nXudtamhoSGofXnbNtXX10umL2/bJoVCIVi/p1AoBGuTKw6h+nIXQlwnq9Ua1L68bZssFotguadSqYJ+b+RqkwuhPnObmpp8uk6+tMloNAp6H1FXVydYH+F6vbfXyZc2Ae3a1BnydK8uSrgN2Z0OyJ47+ejAR/zl67/wl3P+QtZ57rf2DSZS8V15aA/a1ctR/7oLAIc+gqY/XIll6jUQE0u12c59W6tZmdsAwGWpel6eEEu8PrTrdly7oRUXF9OrVy+ysrKwWCyS8LyrIZVc72rIvouP7HloCDffu+RISrDo6BTqcNcWGin7IvsuvHbvqN5Y7VaqG6txOByy579hH3wWjQ88jylrEdYzx6BobEC79gPnNLAPF9PdWMlbk7uzZFJ3YrQK1uU3ct6qMjYUNIYs9ry8PGbNmkVOTg6bN28mJyeHWbNmcfLkyYC1PSGVXA+FvpBI1XfZ89Doy76Lry2GvlD4E7c8kuIBm82GSiXMt5hCaoOw1bCUfRFSX+hvIMLZd2OTkUhNZPPPBysPMiRuSFC0O0Oqua48th/NquVo9mwHwKFSY51wKZbLriU/ujd3/nCKLSXOqSY3DTTwxLndfNqqOBixZ2ZmkpOT0+7xqVOn8tFHHwWk7YlwzvVQ6p/OfUyotEG6fYzQ+nKui68ttH645bo8kuIBqzU4C1jF1hYaKfsi+x587UU/LCL9pXQunH0hmZmZ5OXlNRcogWqHGiFjt/cfRu3cBZgee4OmMReA3YZm0zoMD/2JgW8vYO3AChaOiUGngveOmJiwuoxNxWZRY3fNTW6La04xOEdbMjMzufzyy5uvf6CEa66Hg76QSNX3UHseyN+AlPMx1L4HgpR9karv/sQtH+bogbq6OnQ6neS0hUbKvsi+B1c7Ly+Pp1c8jWWAhZ+bfubnnJ/ZuXMnq1ataj7FXfa8E/30wZjnPoalpBDtFytQb16PeucmonZuYt7QkfxxcgbXl/XnlyorM9ZXcMfQSB4dHYNB7fk7pmDE3qtXL7ePJyQkAL9PB8vNzW3+Xdvr7w/hmOvhoi8kUvU9lJ4H+jcg5XyUc118bTH0hcKfuFXz589/TJhwpI/BYJCkNkBVVRVxcXGCaEvZFyH1hfQcwtP3efPm8csnv0AZ4Jy1RHV1NZWVlcyYMSMgbW+Raq6304+KwTbyPKyTp4NShbLgOKqSAuJ2fsNtNTs4OzGCddZEtlbaWX2ikZHxWvpEdjx07k/seXl5zJs3jyVLlvDtt99yyy23sHXr1uYdXgB0Oh2JiYmcd955ZGdns2XLllYaba+/P4RjroeD/unYx4RaGzz7Pm/evID+BqScj3Kui68ttH64fZ7K07080PKDWUraQiNlX2TfA9f+7OhnXP/Z9VjtVud0oCZgX+vntFwgF26e+zI1IxT56IiNwzL7Doz/XoH5mjnYu8ejKspj1tevUr7rXl4t+oS68gqmrCvnsZ01NFrdLyv0NXZ3i+Tnzp3LokWLmDZtGnq984wbs9nMpk2bmDVrFsePH3erFejCznDJ9XDUFxKp+h5KzzuaEunt34CU81HOdfG1xdAXCn/ilqd7eUCj0UhSW2ik7Ivse2Da9ZZ65m2cR6mplJWHV3Y4HSgpKclnbTHwdWpGSPMxMpqm6dfTNOUa1Du+Q7P+v2hOHOaOwyu5TfkZH/Qcz8u1U1mXP4BF58dybs/Ww+i+xp6dnd3KF4Dc3FzeeecdoqKimvfQb/m7lufUtKTl9feHcMj1cNUXEqn6HkrPvekDPSHlfJRzXXxtMfSFwp+45eleHtBqtZLUBmGH7KTsi5D6Qg9Ph4PvWpWWs3uezVk9z+JPZ/yJESNGsGHDhlbfkKSnp7N48WJiY2N90vYXX3z3dWpGWOSjUok9pR/WCy7HOuwcFKZ6VMV5nF2fx5zijYwq3s2bx5rYrkpkbC89GqXCr9iXLFlCfn5+u8fj4uKoq6tz+7tBgwah0+k8Xn9/CIdcD0f906GPCTdt8Oy7N32gJ6Scj3Kui68ttH643TvK07080NEwbrhrC42UfZF99137q9yvyDn4+za0E1MmctfIu1AoFKSlpbFq1SoyMjKYOHEiGRkZ7UYlwslzX6dmhFU+KhTOs1b+shDTM//BcunV2CMiGV97hHcPLObBt/6PT556mV0HC3zXxvM3wh39rm/fvp1ef3+Q+5jQIFXfQ+m5N32gJ6Scj3Kui68thr5Q+BO3fE6KB+x2O0qlMHWckNog7F7XUvZFSH2h93UXMvbc3FyefPLJVqeKp6WlsbtsN5M/mIxepWfLjVvo372/z9rhlOsdnfuRkZHB0qVL2z0uVj66O9Xdq5sccwPqH7/GuuFTooqd60NsKNibfi4pM2ahO3sseBm/u6lwycnJnHXWWZSVlXHgwAGMRmPz79LT04NSkLhD7mPcI+U+RqraIN3PU6H15VwXX1to/XDLdXlNigcsFkvzYlEpaQuNlH2RfW9PXl4eV155JSdOnGh+zLVOY0TaCG454xZSY1JJj033Sz+cPM/KymLnzp2tbsTT09PJyspy+3wx8rG0tNT/LUx1EVgvvAIuuJyag3s5sTKHYUd+5Ozc7fDSdozdE1FfOB3rxGk4eiR4lHJ9I5ydnU1JSQlRUVHs3buXdevWNT8nMjKSoUOHEh8fzzPPPCNIgQJyHxMqpOq77Hlo9GXfxdcWQ18o/Ilbnu7lgZbfGkpJW2ik7Ivse3uys7NbFSikQW55LtnZ2QC88IcXuO/c+1Aq/OsuwslzX6dmiJGPHS1Yd/nvFQoFqqFn0f8fC/nl0fd5ddi15OoTiDxVim7lMgz3zUb/4j9Q/fIj2Do+UCstLY2lS5eyZs0aoqKiKCwsbBdveno6CxcuFKxAcb2PFLXF0BcSqfouex4afdl38bXF0BcKf+KWR1I8IOSiLSG1hUbKvsi+t+dA4wG4F1gFRAFXAflQfNw5f1ShUASkH26eu27EvUGMfAx0C9O2DE1PYuC8O1i87zq2ffMjN5/8lpkVu9D8vAX1z1uwd4/HOmEKTedPwdErtUOdYMflC9767s80ObmP6Rip9u2y56HRl30XX1sMfaHwJ255JMUDp06dkqS20EjZF9n31mwq2MSBkQcgFrgesAH1QD4kJiYG5T1kzz3rB7qFqTvUSgU3pdh54rZLeO3iB0gb/wrz+13LyagklKcq0H7+PpHzbyZiwd2ov/0MjHXtNISIy1u88d3duS6zZs3yeO6Nt9qBIOd719IWGinno+y7+Npi6AuFP3HLRYoHdDpd508KQ22hkbIvsu+/s6lgE7NXz8am/O2sCy1wJbAG0nPT+WfWP4PyPrLnnvWzsrJIT2+93sfTOhlftNNj1KyaEsejF6Xx5oAZpJ3zHNPOeYTdZ1yMQx+B6th+9O/8m8i/XoVu8eOodm9vng4mVFzext4Z/k6Tk/uYjpFq3y57Hhp92XfxtcXQFwp/4pane3nAYDBIUltopOyL7LsTV4HSYG1o/QstqK5T8fCkh4O25kD23LN+2wXrSUlJ3u/u1Yk2OKfr3TAwkkuS9czfXsPK3CF8FT2E0ek3sSxyH4P2fIPqwM9otn+LZvu32KNjsY69kPTxF7Pq00/JfuKJdnEdOXIkGM3vNHZP+DsdTe5jOkaqfbvseWj0Zd/F1xZDXyj8ibtLjqSUlpZitVqxWCyUl5cDUFNTQ319PeD8ELPZbJjNZioqKgDngW6uRT3FxcXY7XYKCgqorKwEnMNUJpMJgKKiIgBMJlPz8FVlZSWNjY3Y7fbmD0+j0dh8wFNFRQVmsxmbzUZJSQlFRUXU19dTU1MDQHl5ORaLBavVSmlpKQC1tbXU1tYGtU2NjY0Bt8k1naJtm4CA25SXlydom06cOOHTdQpGm4J1nYqKioKSewB3bbirfYHyGzaljcd+fixobTp+/HjQcs9dm1wIcZ0KCwsF/XvKz8+nurqatLQ0nnrqKT7++GNef/315m+cAmlTUVFRqzbZa8pZOrEbH1wQQ4oBdtapOavkbG4b9xAlT35AxaXXYEtKRllXjfbrTzEsvIfBLz/ImxeN4vPXX+Hxxx8nLS2tuY3+5p43bXIdHOnpOkVHR+MOnU7n8TqdOHEiqH152zbl5uZKpi9v26aTJ08K1u+dPHlSsDYdP37c5+vkS5tcCHGdCgoKgpZ77tqUn58vWO4VFRUF/d7I1SYXQn3muvoYIf6eTpw4Ieh9RG5urmB9hOv13l4nX9pUWFjYrk2dIZ+T0kUReo9xmfZIxXOz1cz24u3uR1KACHUEK2auYFLKpBBE5zttfW+7mPqWW27hnXfe8f0Mki6MyWrn+d11vLyvniY7xOuVPHFuN65J16PKP4p669eot21EWV3R/JojTbC63MQ2ZRSN3XsKugWxN1x//fWttkd2cdlll/HBBx+EICLhkUof09WQfRcf2fPQEG6+d8mRlGDR8htDKWkLjZR9OZ19dzgcvLvvXUYvH83A7gNZMXMFEeqIVs8RokAR03N3i6lnzpzp8+JqF2LlY15eHpmZmVx++eVkZmZ6HZ832u4wqJU8ck43fpjZk/GJWioa7dyx6RQzv6ziYGw6luvuxvTCCnJvmc+KSgunLFYGauD+3gY+TrLzRGMuX86ZTfGubQHH6WvsLlzf0LWlrq79JgC+agfC6dzHdEVtoZFyPsq+i68thr5Q+BO3XKR4wGw2S1JbaKTsy+nsuwMHnxz6hIK6AlYeXsmklEmtChWhRlDE9NzdYmqrtfW5IL6cQSJGPubl5TF9+vRWhdT06dMDLlS8iX1IrIZ10+JZdH4sPXRKNhWbmbC6jEd31FBvU/DwB59ww+b99NnwKzO3Hefd/Cqqm2yM6BbB35L0DHx5PuoHbuSL/7uKP8+cRubttwelwPImdn93H5P7mI7pLPZAimkpf24IiZTzUfZdfG0x9IXCn7jl6V5dlHAbsjsdkILnZcYyvi/4nowhGc2PbSrYxD1f3sOrl74qmSleLWnp++WXX87mzZs7fc3EiRNZs2aN0KF5xXXXXccXX3zR7vFp06bx4YcfihZHZaONB74v4pOTClAoiDDXkrT9XXI/fa3V87RKBRcnRHN171iuTO5BdIuvuo7Wm/muAf4wfwEJ518ESpVg8bpGzVoWpenp6W4P5/TnPJVwJJR9jC9+dzWk0Ld3NWTPQ0O4+S6PpHjAteBIatpCI2VfTjffPzn0CX/f+HccDud3ET0je7YqUAAmpUziu1nfCVagiOl5R9+ut8Xbsz7EyMedO3e6/V1Hj/ui7Qv1pYX8b/4MePE6yN9Hgy6G3Elz4a63oGe/5udZ7A7Wldbyfz/nM2ZPFTO2HeetvErKzE0MiNJxe4KO9LeewPDXq9Et+5fzlHtzY6fv3/Jb+ptvvtnjt/SuoiMuLo7U1FRGjx5NRkZGhwWKP+ep+EtX7WP83fLZG+1A6aqeh7u+7Lv42mLoC4U/cctbEHsgMjJSktpCI2VfTiffS42l/PmrP2OymrhiwBVckHpB0LR9QUzPs7Ky2LlzZ6ubKbVa3WrKly9nfUg5H33VbnUT+uJ1MO6PMP1eGDQOHlgJ378HX74OZucOMunp6XTr0YN1u/JZV1rLXcD4HpHM6tWNa9IT6VN7CuX3a9F8vxaHRott2CisI8ZhGzEOR3zrItHdt/R79+71WHS0fK5KpeKtt95y+42+p5vrpUuX+uSRN3TVPsbfLZ+90Q6UcPLc11G706mPCSek7ItUffcnbrlI8YBWq5WkttBI2ZfTyffEyEReuvgl6ix1TE6ZHFRtXxDTc3dnjrh29/LnDBIx8nHMmDFud6kaM2ZMwNq+0Oom1GGHrTmw+0sSbnmC8gEXwEX/h3LsLFL3rGRw7UGefeZpsrOz2bVrFwB2YEuVkS1VRn4aeh5vPfowql0/oP5lK6rcg6h3b0O927nQ3pacjm3EOKxnjcM+YLhPhYSvRUegN9e+0lX7GH/XAHmjHSjh4rm7Anrnzp0ep8RJ+TMvXHz3Byn7IlXf/YlbLlI8UFpa6vX0kXDSFhop+9LVfV97bC1RmigmpzqLkrZTuwLR9hexPU9LS2t3szphwgS/tMTIx6eeeoo9e/ZQWFjY/HhycjJPPfVUwNq+xO72uaYaLij/nrvvu4YHt9XwEz04Mf52IqJslOgT3Y5cpaenk/XII9hT0rCn9KNp1p9QVFei2vMT6t1bUe3bgaowF1VhLtq1H+LQG7ijxkT3vnF8WVbHCdPv51K0LUbA96Ij0JtrX+mqfUyH19rLUcmu1Md0hD+jdlL+zAsX3/1Byr5I1Xd/4pYXzndRwm3x0+lAqD3fmLeRqz69iviIeLbdtI14Q3zIYhGTUPseDFxTRIJ54rw/MXhaGO1wOPj4eAOP7qyhyGQHIKNfBJlJdSx9zofYrU2oDu1G9cs21Ht/Qlmc3+rXh+sb+bKsjq/L6jgeEcuPv+xp9fvMzExycnLayWZkZLi9EexKC75DnevhkKehwFvfO9q4I5w26pAKoc7105Vw810eSfGA0WgUbO6fkNpCI2VfurLvk1Mmc0nfS5iUMom4iLigagdCV/Y8WPruRn+Cpe0tHU2Vazu/fsdVKfzz+3zeL9KQc7yBtfka7r3neV46IwqD2ou9WNQabMNHYxs+GgugqCjh5f+7nkENVfwhIZpBUXoGRemZ2y8BqwMUC+7GNmwUtuHnYOs/zOdv9Nu2Kz4+nscee0ywm+uunO+B5Onp0Mf4M2on5c+8cPHdH6Tsi1R99yduuUjxQFNTkyS1hUbKvnQ1338o+IGRiSOJ0kahUqpYMXMFSoXvm/ZJ+ZoKiZTzMRBth8OB0WjkjjvuaDUNzTW//s60Jv4yNplHd9ay6kQDT/5cxzuHjGSNiuHaAQaUCoX37xWfxJ7E/jyS8z9UCjg31sClPWP4Q0IU58ZFoTq2H9Wx/bDmPzg0WgYPOpPNf7uNxd9v48eyauKTOl+c3PLmurq6mtjYWL+96Qw537uWti/4MyXudO1jQo2UfZGq7/7ErZo/f/5jwQ+la6DX6yWpDVBVVUVcnG/fpnuLlH0RUl9Iz6F97Mv2LOPWdbdSWFfI5f0vR6FQoPDh5tCTdjCRcz00+r5qu6ZFbdmyhfz8fI4cOdLuVPfq6moqKyuZMGEC/XolMCs9gvN76fj1VBNHa22szW9kXX4j/WPU9I32/juwESNGsGHDBqpOVVPY2MT3lfV8p+rGlJffIWr0BBzdeoDFjPJUBcryYqJy93OhvZabuimYNSCZ7k3OLY4dMd1B5fl9pXxNxe5jZG0n3voeGxvLtGnTqKysJC4ujrFjx7J48WKPBbSU81HOdfG1hdYPt89TeSTFAxUVFcTHCzOvX0htoZGyL13J9wnJE4jSRtE/tj8OHCjwr0Bxpx1MQu15IAf5STkffdV2t+jXHW0XqJ+fpOPbKxL477EGFu6qZW9VEzM3VDAlRc+C0TEMjtV0qtl2Slb37t1ZuHAhKWlp2ADb2eMBUNSeQnXgZ1QHd6M8uBtV0QnU+/+Hev//AHBoNNjTh2AbeAa2QWdiG3AGRMW0ei8pX1OhCad8DBdtX/F1SpyU8zGcfPcVKfsiVd/9iVsuUjwQHR0tSW2hkbIvUvf9ZN1J+kT3AWBwj8H8cusvPq8/6UhbKELpuT9bgrZEyvnoq3ZHu2a1xd38eqVCwbUDDMzoq2fxr0Ze3FPHhoJGvi5s5E+DInnw7GgSDZ5Pn295c2c2m9HpdO2ec+JULdlvfthccD764CukGaucC/EP7kZVcAzV4b2oDu+FtR8CYOvdF3tz0TKc6FhhP9yl3sfI2uJyOvUx4YSUfZGq7/7ELRcpHlCrhbNHSG2hkbIvUvb9jT1vsHDrQlbMXMFFaRcBBKVAAWlfU08EepCflPPRV21vtoZ0za+3WCxuf29QK7l/RDQ3DzLw5P9qefeIiWWHjHx0zMQ9w6P48xlRxGg7XzPlLnaPBeeY384Bqq9FdfRXVEf2oTq8F2XuAVRFJ1AVnUDz/ecARETFYO8/DFv/Yc7/9hsChqhOY/IWKfcx4ZSP4aItNKdTHxNOSNkXqfruT9y+r7A9jSgvL5ekttBI2RdJ+15TTpO9iV9Kfwm+toSvaVvy8vLIzMzk8ssv57vvvnP7HG8P8pNyPvqqnZWVRXp6eqvHkpOTmTZtGhMnTiQjI8PrEaieESpenNCdLTN7Mi1Fj8nq4F+76xj5cSmv/VqP2eZ553t3sXsqOJuJisF29ngsGZk0/ONljK+txfTIq5hn34l11PnYu3VHWV+Levc2dCuXEfGv+4m8+woiHroF3dKn0Hz9KcpjB6DJfRHmDWLle8s8z8zMJC8vL2DNcMrHcNEWmtOpjwknpOyLVH33J+4uWaSUlpZitVqxWCzNptTU1FBfXw84b1BsNhtms5mKigrAuSDUaDQCzmkPdrud2NhYKisrATh16hQmkwmAoqIiAEwmE6dOnQKgsrKSxsZG7HZ787QJo9FIdXU14JyLZzabsdlszdt71tfXU1NTAzgvnsViwWq1UlpaCkBtbW3zwtVgtamxsTHgNrkWP7VtExBwmyIiIgRtk0aj8ek6BaNNgVwnq93a3KbH//A47134Hvede19AueeuTT169BCsTQ6HI2i5565NLurr69m7dy+zZs0iJyeHzZs3d9gpxsbGetWm7t27C/r3FB0dLVjuJSUl+XSdtFotK1eu5KqrrmLcuHFkZGTwwQcf8NZbb7FmzRoef/xx0tLSmtvozXVKsNXwzsQo1k3twajuUGm289BPNZzzcTErjpkoLStz2yaDwdCuTfn5rc9TcVFcXNzx31NFJdZ+Q6m7aBYnb/wbppdWUvTPN6i57UEsl/6RhpQBoFQ5R1o2b0D33ksYFtxF5B2XEfHoHKyLs1FvWof50F6qKyvcXqe8vDxuueUWpk6dSmZmJkVFRYL3Ebm5ucycObM5z3NycpgxYwZ5eXkB/T0lJCQI1u8lJCQI9vnkcDg6bFMw/p5cCPGZGxMTE9S+vG2bDAaDYJ9PSUlJQb83csuHSwEAACAASURBVLXJhVCfua6pR8G8N3K1Sa1WC3ofAQh2v+d6vbfXyZc2xcfHt2tTZ8iHOXqgvr6eqKjgTQMQSxuEPZBHyr4IqR9Mzx0OB0t3L+Xdfe+y/pr1RGmjJOv7/v37eeGFF/xauO4NLX3v6KC/lvhykJ+U8zHcct3hcLC+oJEFu2o5UG0FYFh3Nf8YGcNlqfpWO9O5i93XQxw7op22xYyy4Biq4wdR5h5ClXsQRXE+Ckfrj0aHRoM9uR/2tEHY+g7EnjaIE3YVMzOuaTXCk5aWxmeffSbIOSwu34PlRVukmo/y52lo9MOtj/EFqfoitH645bo0J7aJRMtvaaWkLTRS9kUqvpttZt7e+zYHKg+w5ugarht2nSR9z8vL47rrrms1FcWXheu+0tHi74SEBIYMGeLzKdlSzsdwy3WFQsG01AguTdbz0TETT/1cx/5TVm7YWMWoeA1Zo2K4sLcOhULhNnZ/zqBwRzttrQ77b+tTmmkwojpxGGXuIZTHD6LKP4Ky9CSq3EOocg/h2q9sMLCyr5Y93VPZU9vA7poGdhef9HrNk790lOfeTmPsCKnmY7jlui/IfUxokLIvgeo3WB1UNNpIiRK3BPAnbrlI8UC3bt0kqS00UvZFKr7r1XqWT1/OvvJ9XDX4KkCavmdnZ7ebK+/LwnVf6Wjx9wUXXODX+0k5H8M111VKBTcMjOSP6QaWHzby/J46/lfRxFVfVjI+UUvWqBgmJLWPve02xb4WnC688iUiEtvQkdiGjvz9MVM9yvyjqE4cQZl3GOWJI3DyBGfGRHBmTAQ3tHh5ReNR9M89gD2ln3P0JTkde+800Gh9irUj/DnZ3Bukmo/hmuveIPcxoUHKvvirb7Y5WH7IyL/31NEvRs3aafF+n63mD/7ELRcpHigvLychIUFy2kIjZV/C2fcP9n9AcX0xfz/37wAM6jGIQT0GNf9eir4L9Y1vRwTr23YXUs5Hf7QDOVPGV/RqBXcMi+KmQQaWHjDy4t46tpZamP5FBecnKHhsbDyjE1rf1Pt6BoU7/PbcEIV9yNnYh5zd/NA9t9/G4a+/4KxuekZ0i2BETARndYsgXq2CvT85//2GQ6nEkZSCLaUf9j7pzn/JfXH07A1Kz9sztyUrK4utW7dSWFjY/FhycrLfee4i3PIxHLSF5nTrY8IFKfviq77F5uA/R0w8v7uOkybnaEbPCAc1FgexOvGKFH98kYsUD0i50hYSKfsSrr4fqjrE3K/m4nA4mJI+hTMSzmj3HCn6LtQ3vh0RrG/bXUg5H33VDvRMGX8xqJX89cxobh0cyWv763l1Xz2byx1c/Hk5f+ij48Gzozm3Z/szU/wlmJ4/8Mg/mbXrf7zVsiju25d1y5aQbG9EWXAcVeFxlIW5KEpPoizKQ1mUB3zb/HyHRoO9V+rvhUufNOy903Ak9AKVuB/R4ZSP4aItNKdTHxNOSNkXb/Wb7A4+PGriX7vrKKh3FifDu6t5aGQM09usAxQDeSQlyCiVwm1+JqS20EjZl3D1fXCPwTw64VHiIuLcFiggTd+zsrLYsWMHJ06caH4skJENbwjGt+0upJyPvmp3tMXvQw89RGRkZKvRFSGI0Sp58OwY5gyN4qU9Nbx5sIFvTpr55qSZC3s7i5VxiYEXK8H03F1RPH/+fHr1748NsI2eRJPryeZGlEUnUBbkojzp+ncCZVU5qvxjqPKPtdJ2qDXYk5Kx90rD0TsNe+9UIqwKSE0hOzu71SgKQGFhYcDTKMMpH8NFW2hOpz4mnJCyL53pW2zO4uTfe+rI+604GRLrLE6uSNOjFLk4ceGPL3KR4oHKykoSExMlpy00UvYlnHxfdXgVA3sMZHj8cAD+OvqvHp8vRd/T0tJ48803eeONN4IysiE2Us5HX7U7mpq3cePG5q0pwTm68sILLwi2A0x3nZK7Ui385cxEXv21niUHjHxbZObbIjOTezmLlfOS/C9Wgu1526LYtf1mO3R67OlDsKcPaf24qd45wlL4W9FSnIeyKB9lZSmqwlxUhb8XjkMAlsILNgW3ju/HwTozh+sbOVxv5lC9mZIS99fQW8IpH8NFW2hOpz4mnJCyLx3pN1odvHvYyEt765undQ2IUTN/ZDRX9o1ApQxNceLCH1/kLYi7KEJv3yfTHl88zzmYQ+b6TAZ2H8j313+PQWMQOLqui5zrwcGb7ZtdTJ06lY8++kjgiJycMtudxcr+emqbnB9X5ydp+ftZ0Vzw225gXZJGE8rifGfB8ts0MWveUXTV5Sg62CWnEQWa1P7Yk1Jw9ErBnpiMPSkFe1IyREaL3ICug9zHiI/sufcYm+y8fcjIK/vqKW2wAzA0Vs3fR/henISb7/JIigdqa2uJiYmRnLbQSNmXcPF9ev/pjOg5ghuG3UCEOsKr10jV93Dx3B+knI++arvbdECv17caRXHR8pBMIRbbt4y9u05J1qgY5g6PYvH+el7/tZ7NJRY2l1QyMl7DfWdFMz3V+ykMkrmmekO7kZcjR44wMD2d4t27eO6+ucQaqxkcpWdIlI4h3Qz0UCsh/yiq/KPt5BxRMb8XLYl9cCQlO39O7AMRkcGN3Q1S1RYayeSjyNpCI2VfXPo1FjtvHTTy6r56Ks3O4uTMHhrmjYjm8hBO6+oIf3yRixQZGZH48eSPnNvrXNRKNQaNgW+u/Qa1Uv4TlAkP3K2vqK+v54svvmj3XNcOLWIuto/VKXl4ZAz3DI/irYNGFv9az88VTdy0sYrB3dTce1Y0V/eLQBPiKQ2Co1bT65yx/OXdj8nOzuanFtMotXHdUZYWoiwuQFlSgKKkEGVJAcrSkyjqa1HV70d1bH87SXtMdxyJfVB274kqua+zgOnZx1nAGH4/fE3M3d9kZGTcU9pg5/lDNSw7ZKTut9Hlc+I1zDs7minJ4i+IFxJ5ulcXJdyG7E4HPHn+4o4XeWzLY9x/7v1knSfcovHTETnXhcNdEZKens4LL7zABRdcINjJ595gstp577CJV/bVU2h0Tn9KiVIxd3gUNw40EKmR7qLejvA71x0OFKcqUJYWOncZKy1EWVKIorQQZVkRiiZLxy+N7oa9Z2/qImN596tv2VVYyjGjmWNGC1F9UgTf/S0ckPsY8ZE9b8+xGisv76vjw6MmLM6BEyYmafnbWdHNB+EGSrj5Ln+N64HS0lLBFj8JqS00UvYlVL6PShqFVqUlWuv/vHCp+i7nemj0g6Hd0ZbOFovzplaoc3C8id2gVnLHsChuHRxJznETL+6t50iNlQe31/DUz7XcPiSKOcMi6RnR+gwSKV9Tv1EocPRIwNYjAVoeUAlgtzsLmLKT1B3eT2xjnXPkxVXA1NWgqqshFvhLoh4Sfy9IaptsVD06B/3ocdh79sbesw+OxD7O/3aPhxa7+YR7rocKKeej7Ls42j9XWHhxbx2fnWjEASiAGWl67j0zmlEJwTkgVgz88UUuUjwQFxcnSW2hkbIvYvpeYaog3hAPwKSUSfxy6y/0jurtt55UfZdzPTT6wdJ2t6XzkSNHAOHOwfEldq3KeYL9tf0NrM1v5JV9dewob+K5PXW88msds/sbmDs8ikGxGp+1/UFy+a5U4ojriS2uJ9qBZ2JRt7gtcDhQVFeiKCvi5Yfn4SjKo59Bx4AoHf0jdcRqVMQ4zLDj+3ayDo0GR3wv7Il9sPfsTa/4XiiSUrAn9sYRnwRqTdCaIDnPWyDlfJR9F07bZnfwRUEjr/5az9ZS55dCWiVcO8DAXUMiGBqnD/g9xMYfXyRVpDz//PMsXLiQzMxM/vWvfwn+fna7XZLaQiNlX4TS31SwiTkb57BEv4SJyRN57qfneHHni2y4ZkPzuSeBFCggXd/lXA+Nvhi+u1tsH4xzcPyJXaVUMKNvBDP6RrCt1Mwr++pZl9/Iu4dNvHvYxNQUPfcMj+LcHqBWB++jr+06jQceeCCspkv4QjvfFQoc3eNxdI9nd49Ucr7Z3urXPTQq5sy4jKzb/+ScRlZW5ByFKT+JsuYUiuJ8lMX5ALT8vtehcBZG9sQ+OH4bgbEn/jYKk9AbdL7dgMl9TGj0Zd+Dr21ssvPBUROv/VrP8TrnNNYYrYJbBkVy1/AoehlUzSPZUsMfXyRTpOzYsYPly5czfPhw0d6zpqameYGolLSFRsq+CKG/qWATs1fPpsHawOzVs1kxcwW5NbmYmkxsLdra4eGMviJV3+VcD42+GL53NB0s0DUKgcY+LlHHuEQdR2qaWPxrPR8cNbG+oJH1BY0MiVZwz1ndyOhnQK8ObA63uzU727dvZ82aNZJcp+HJd3cFabfkVK77ZzZWd21tMKEsL0JRVoSyrAhz3lEMtVUoy06iqCxDWVGCsqIEft3V7qX27vHN08bsib8VMK6F/Pr227XLfUxo9GXfg6ddZLSx9EA9bx8yUm1xLhVPjVJx17AobhxkILrFGjup+u5P3JJYOF9TU8PkyZN56aWXePbZZxk2bJgoIylSJtwWP3VVWhYoLiLUEbw7/V30aj0TUyaGMLrTAznXxUdqnpc32HjzoJFlB42UNzq/zYvTKbl1SCS3DYmkl0HViYJ7xN44INS+u0aNAi5ImywoKkp+H3kpazkKU4zCZu3wpfbYOGfB4tqBLCkZh2srZR9HYLzFF9/lHdCCQ6hzXQwcDgfbyiws2W/ks7wGbL/djZ+boOWeM6KYnqpHLfJuheHmuyRGUu69915mzpzJ5MmTefbZZ0V735qaGrp16yY5baGRsi/B1HdXoAA0WBu4ee3NrJi5Iijv40Kqvsu5Hhp92fffSYhQ8dDIGO47K5r3f63knVw7e6qaeG53HS/uqePK9Agyh0YyJkHr0w45Qm0cECq89d3h8P27zVbaGi2OXqnYeqXS7lhKmxVFVflvi/d/24msrMi5M1lZEcrqSqiuRHV4T7v3sPdIcB5kmdin+RBLe1IqjoQkUAl/u+PPltxyHxMaQulLg9XBx8dNLDlgZG9VEwAqBczs+9uU1J66gPTDFX/iDvuRlOXLl7Ns2TK++uortFot06dP9ziS4lrQKSMjNFdsvIKSho5vRpIiklhz0RoRI5KRCYyTJ0/y+uuvU15eTkJCAnfeeSd9+vQJdVid4mvcDgf8UqvkoyI131WqsOMsTAZH2rm6VxNTEmxEeDG48sgjj7B+/fp2j0+dOpWFCxf63Z5w5OTJk8ydO5fCwsLmx5KTk1m0aJF4OWK3o6k9he5UGbqqUvRVZeiqnP+vPVWO0t6u5AHAoVRh7p5AY1wi5rgkGnskYo7vRWNcErYW58AEyumUDzK+U9yo4OMSNatL1NRYnX1OrNrBlUlWruplJUkX1rfjgtDZqE1Yj6QcOXKEBQsW8MUXX6DVerfNWjgNU4WScBuy64os0S9xO5ICzilfSy5bwsAU+RoIjZzrwSEvL4+//e1vrb4FPnTokNtvgcPJc1/ibskg4Bogr87KsoNG3jti4pARnjiq45V8BdcPMHDbkEgGdut4F6pnnnmGQ4cOtds44JlnnhFkik8ofX/22WdbFSgAhYWFvP/++4KfidMZVsBqs6KoKEVZUugcdSlxHmipLC5AWVWGvrIEfWUJsLvVa+3RsTh6pWLvlYq9dyr2XmnYe6fiiEts3kLZW9/r6+vdPm40GsPm70UqhFMfEwg2u4MvCxt5+5CRrwrNuMqQs+M0zBkayVXpga+NCybh5ntYFyk//fQTlZWVjB8/vvkxm83Gjz/+yLJlyygqKkKn8zwsFgiuebdS0xYaKfsSDH2Hw8HyfcvRqrSsmLnC7ZqUFTNXMCllUqDhtkKqvsu5Hhp9X7Wzs7Nb3WwD5Obmkp2dLfpNqC+x+xp3W+20aDWPj+nGQyNjWJ3XwFsHjPxUbuH1/UZe329kUi8dtwwyMD0tAp2q9c2Eu40D5syZI9k1CJ58D3RqWyC53tk6D5e2I7EPtsQ+2BjbWsDc6Jw2VlzgLF6K838rYPJR1lVDXXW76WMOrd5ZtPTuS6IuClVdGfY+aTgSeoHS/TCbP1tyn059TDghtC/26ATeO2LkvcOm5sNmtUqY2de/qaVt9aXouz9xh3WRMn36dEaObH3w1D333EP//v257777vB5d8Rchd0+Q4s4MLqTsSzD0t5zcwr3f3ItepWfXLbtaFSpCFSggXd/lXA+Nvq/a4bS+wpfYfY27I229WsHs/gZm9zewu9LCsoNGco43sKnYzKZiM3G6Gq4dYODmQQYGx/4+utL2HBmbzf2UIyngyfdAz8TxN9e9WefRqbZOjz11APbUAa0fdzhQnCp3FitF+c4tk4vynP9qqlCdOIzqxGF6A//f3pmHR1WeffieJZMVEpaQhAAhrBEEFRAQBESRpYCgiLgDCu6tFWlBxaIWKyqiVmlV6FewbpSKCFJB68amICKCCkIghISQkHXCZJnJLN8fQyKBSUgmc86ZMzz3deWCnJn5nef9nSdn5pl344vV3pdYwnG3TcHdLhV3cqr333apeFrE+7Uk9/l0jwkmlIjd5fbweY6d5b+Y2ZCVWzMRvlMzE9O7R3Nz1yhaRfi3SMfp6NV3f+IO6iIlLi6OuLi4WseioqJo0aIFPXr0UPz8TqcTk6npCaW2ttLo2ZdA6F/e7nLuuvgu+iX2I7lZMsnNklk5YSV3/fcu3vjNG4oUKKBf3yXXtdFvrLZSGzP6Q2Nib2zcDdG+qJWFlwdbeLJfLKsOl7PiQDk/FlWx5CcbS36ycVmChdu6RjExNZIos7HWa0M135u6J46/vjSkp8xvzw0GPC3b4GrZBlfPfrUfs5XWFCylP+2mZbkVY3YGxpKCmuLldDxR0aS168T2Gdfx/nd7+b7IRnnrJP7w+J/q7Vk7n+4xwUQgYz9y0slbB8p5J72MnHLv6oHmUxPh7+gezZCkcIx+9pr4Qq+++xN3UBcpWnPy5EnFhpMpqa00evbFX/33f3mfwe0Gkxjt/eDz3BW1V5kb2n4o665cp+gcFL36LrmujX5jtZXamNEfGhN7Y+NujHZcuJGZF8QwIy2a7wuqWHGgjPcPV/B1noOv8xzM3W7l2tRIbu4SRf823uEboZrvTd0Tx19fGtJTpojnMc1xd+uFu1svjiV3J6p6nH7ZSYzHjmA8luEtWrIzMGUfxmArxXRgLy2BmQCxQNUh3K8+grt9Z1wduuBO6Yo7pQueFvFw6kPr+XSPCSaaGnuF08PazAr+daCMLbm/bq7YqZmJiclw10XxJPq5tPm50Kvv/sQd9Kt7Cf4RbJOf9Mzru19nzpdzGJQ8iHWT1mGqYzyyeK4N4nvgaOg+GMHmecD272gAtio3qzMqePNAGTvzq2qOd25u4qYu0UzpHEn7GGW+/ws239VA7b1ofHFO3z0eDNYijFmHMWYd8v6bfQjjsUyfe754msV6i5YOXXCndMOV2g1Pm+SaifpCcOa6x+Ph6zwHKw+V88GRCkpPbboYaTIwoWMEt3aLZnCC/3NNgoFg812KlHooKSk5a7iZHrRB2UTTsy/+6J8oO8HVK6/moUsfYuqFU+u8ASn9x61X3yXXtdFXUlty3cv+kirePVjOykPl5FZ4h3kYgCFJ4dzUJYpxKRG1dopuKuej777mpKSmptaakxK09xinE2PuUYyZ6RiPen9MmQcxlJ0866meyGhcKV1xd+yGO7U7ro7d8bRp2+TCJRivaUMIplw/ZHXy3qFy/n2onEzbr3PO+rYO47Zu0VybGkms5dfrpOf3jWB7P5XhXvUQFlb30pPBrK00evalofq7cndxScIlGAwG2kS3YcftOwg3a9u9qlffJde10RfflddOiwvjyUtjebxvc77IsfNuejnrM3+dbD9rm4ExHSK4vlMkI5IjsJiC+xvWYPS9IcPMgjbXzWbc7TrhbtcJBo/0HvN4MBTm1RQsnkP7CMs6jLGkAPP+3bB/d83LPVExuFLTcHdKw9XpAtyd0vDEtWpUCMF4TYOBc8VeUOliTUYFKw+V8+1pPabJUSZu6BzJlC5RpMX51tDz+4aS+BO39KSEKMHWZacn/rz1z7zw7Qv8dcRfuf3C2xv8OvFcG8R39RHP66bE7h0OtupwOV/n/TpWPc5iYGLHSK7vHMWgBItfE2nFd21Qw3dDSSHGI79gzPBOyjce+QVjSeFZz3O3SqgpWlxdL8Sd0hUs+pufcC60yPUSu5v1RytYnVHBlzn2mtW5YswGrukYyZTOUQxJ8u9vVy8E2z1GelLqoXpNdr1pK42efWmIfteWXTEbzdhddsXi8Ae9+i65ro2++K6+NkBFUR53pCVxR1o0R21OVh/2Fiw/FTtZfqCc5QfKaRtlZHxKJNemRtK/TfB86NGr76GQ6564VrguHoTr4kFUf29vKMrHeHg/psP7MB7ehynjF4yFeRgL8zB/+xUAHnMY7pSuuLr0xNW1J+7OPfG0jD9LX8nY9Uh17GVVbjZkVfJ+RgX/y67E4R21idkAVyeHc0PnKMamRJy1il9DtJVCr777E7f0pNSD2+3GqNBENiW1QdlqWM++1KVvtVuJDY+t+T2jJIPUuNRGaSv9DYRefZdc10ZfSW3J9cbr/1xcxX8Ol7PqcAVZp41rry5YJqZGMuAcBYv4rr42BNE9xu3CcDwL06F9mA79jDH9R4zHjmDw1P4Y526dgKtbb1zdeuPseiEkd6xZTUyz2BuJkp6XOtxsOFrBuqOV/C/bTsWpLhOjAS5PDGdSaiTjUyJo6eeeJnp+3wiaXD+F9KTUg8PhICIiQnfaSqNnX87Ud7ldPPPNM/zrx3/x5c1fkhTjrfIbW6CogV59l1zXRl98V1+7Pv0eLcL4U99YHu/TnF0FVXyQUcGHmd6C5fV9Zby+r4ykKCPjUiIZ2yGCwYnhhBnV7WHRq+/nTa4bTXiSO+JM7ohz6BjvsXIbpkP7MKb/hCn9J2/xUpCHseBTwrZ9CpxaTaxrL1zde+NKuxh3h85QxyqVisWuMUWVLtYfrWRdpncoV3WPCUD/eAuTOkUysWMkCQFYNljP7xtK4k/cUqTUQ1lZmWKJoKS20ujZF1/6O3N3kl+Rz+bszdyQdoNi524qevVdcl0bffFdfe2G6BsMBvrGW+gbb+HPl3oLljVHKlhzxFuwLN1XxtJ9ZcRaDIxqF8HYlEiuTA4P6Cph/sZ+PmorTZNjj4rB1etSXL0u9Q4Tc7u8e7f8sgfjgb0Y9u/GXFqMedcWzLu2AKcm5He/CNcFF3uLlvad/VpFLNh9P3LSyYasSj4+WsmW3F/nmBgNMKCVgeu6NGdcSiTJ0YHdz0Tre0yw4k/cMtwrRAm2yU/BhsfjqVlKOL88n/2F+xnSfkiTNMVzbRDf1aepnlfva1I9RlnJfU30gsfj4fuCKtYfrWD90Ur2l/y6v0a4CYYlhdM3/CS39GlPOz/2YRHP/UfX9xiPB8OJHEwH9mD6ZQ+m/bsx5tfeINMT3cxbtPTsi7NnXzyJ7RUZHtYY/PHc7fHwXX4VH2dVsOFoJT+f9jdkNsDQpHCu6ejtqYyP1N+O7WoQbLkuPSn1UFxcTIsWLXSnrTR69qWwqJAV6StIL0lnydVLMBgMxEfFEx8Vf+4Xa4xefZdc10Y/WH33te/Fzp07a+17oWdf/NU3GAz0ibfQJ97C431jOWR18t9TBcv2Ew4+ybbzCRaeOZRHjxZmRrWL4Op2EfRvY8F8jmFhDfG8KbE3BL1qK43i+VhSQouEZJwJyTiHeIeIGQpyMe3fjWnf95j27fZOxD/V0xIOuFu2wXVhP2/R0qMvNPe9t0Uw+F5id/Nljp1Pj1XySVYl+ZW/juNqHmbgquQIxnSIYGS7COLCf+0t0nM+BoPv/uBP3FKk1EN4uHLL+imprTR69iXfkc+iHYsod5Yzo/cM+iT2UfR8gUSvvkuua6MfrL4vWLCg1odlgIyMDBYsWFCzg7iefDmzh+Lhhx8OyAeIzrFmfturGb/t1YwTFS42ZFWyen8BO61h/Fzs5OdiGy/utRFr8X4Quyo5nOFtI2jrY+hKQzwHffmulrbSaHGP8bROxHn5aJyXj/b2tBTkYvp5F6afvsP883cYi05g3PRfwjb9FwBXhy64evXH2XsA7i49wWxWJXZfuD0efiis4n/ZlfzvmJ1v8x24TxsP1D7GxJj2EfymQwSDEsLr3JtIz/mo13z3J24pUuohKipKl9pKo2df0hLTWDJyCVFhUboqUEC/vkuua6MfrL4fP37c5/Hc3Nya/+vFl4b2UDSVNpEmbu8WzWWGHDp06sDXeXY+ya7kkyw76aVOVmd493YASIszc0Vbb8EyONFCTJixQZ6DfnxXU1tpNL/HGAx44pNwDhuLc9hY7G43xqxDmH7ciemnnd5hYkfTMR1Nx7L+HTyR0d4ell79ie49AI8K3mfZnHx13M6mHDuf59gpOK23xGyAQYkWRiRHMKJdBD1bmGuGcteHnvNRr/nuT9zKz8TTgLy8PJxOJw6Hg/z8fACsVis2mw3w3phdLhd2u52CggIASkpKKCsrA7xvom63m6ysLAoLvZspFRcXU15eDkBOTg4A5eXlFBcXA1BYWEhlZSVut7vmDaGsrIySkhIACgoKsNvtuFwucnNzycnJwWazYbVaAcjPz8fhcOB0OsnLywOgtLSU0tLSgLapsrKyyW3KzMz02SagyW3KzMwMaJs8Hg+v7HiFtT+tBeDIkSOM6TCGq1OubtB1CkSbAnWdcnJyApJ7vtqUnZ2tWJsOHz4csNzz1aZqlLhO2dnZiv49HT16VLHcy8nJUeweUY0/ude6dWt8ERcXV9Omo0ePNuo6NaZNR44cCVjuPfbYYz57KJ566inF/p6KTuQyNNHCn3pHsPEKM7smJfCnXmGMaBtGtNnA/hInr/1cxpT/FZL69nHGfpxPfp/roVNfMNXe8blly5a12nTs2DHF7nvHjh1T7P3p8OHD9V6nprapmoZcp3379jFz5kxGjhzJjBkzOHDg4PoVpgAAIABJREFUQL1tysrKCui9/Mw2HT16tHG55/FQkdiB4wOupvKPL3DsL29R/MCfcYy8Hkd8WwwVZZh3biLin4uIfmgylrlTMbz7d4zpP5GTnV3vdWpom44WlvK/AhMPbSvmopXH6LUqjwe2lPDvwxUUVLpJjjJwS2oYb13Zku0jTKy5ugX3pYWT4CrBYDA06DpV32MC+dmouk1HjhxR9HNERkaGYp/3ql8fiNw7s03Z2dlntelcyMT5ECXYJj9pxQcHPmD6f6fTOrI1u6btonl4c8XOJZ5rg/iuPk3x3FfvQ2pqasB7H9Rg3LhxbNmy5azjQ4YMYd26dQE/37l8d7g8fJvv4IscO1/mVLKroKrWUBgclXBkN6R/S1J5NmtffZquqfryXAsamu+hlNt1Ycg/jmnPDsx7tmP6eRcGR2XNY+7YFrguugznJYNw9ewL4ZEN0swrd/F1noNteXa25Tn4saiq1uPNwwwMTgxnWNtwhrcNp1tsw3pLhMYTbO+nMtyrHsrLyxXrVlNSW2n05Ms1Xa5hQtcJXNftOpqHNxffQ0xbaZSO/Xz0PSUlhTVr1rBgwQJyc3NJTEw8a6UpvfhS1+7JiYmJAdFvLBaT98Pc4MRw5vVpTondzabjdrbk2vniqI2DREC3gdBtIMeBIZuhz758BiZY6N/GQq8YF8ktYhSJTS/XtCk0dO7P6ejtHuOJT8J51QScV02g3Gql2dEDmHZvw/z9NoyFeTVzWTxhFu+wsL5DcF4yCJp5e0o9Hg+ZNhffVBcluQ7SS521zhFugl4xLsZ0bsGwtuFc3CrsnItDNBY952Ow5Htj8SduKVLqwW63K5YISmorTTD74vF4WH1gNaNSRxFjicFkNLFi7IqA6WtJMPuulbbSKB37+ep7SkpKnR/aQD++zJs3j507d9b6YNqhQwfmzZsXEP2mEhdu5JqOkVzTMRIGxlFQ6WJrroMtuXa2Hrfzc4mTbXkOtuX9OqSpe2wZ/dtYGJBgoV+8ha7NzZga+QHR13LHzZs318U1bQoNnftzOrq+x7jdRJ3ao8Vx6+8wZh3G9P1WzLu/xnR4H+bdX2Pe/TVuo5HMdheyIbE/b0Rdwl5qrxYWbTbQv42FQQkWBiWG07e1hayMdLp2baZI3KCfe4wW+krhT9xSpNSDkku86XH5uGqC2Zdntz/Lwm8WMrn7ZN4Y/cZZXcLie2hpK43SsYvvvtGLLw3pFQomWkeYmNAxkgkdvcNwCitd7DjhYPupn+8LHPxidfKL1cm/DnrHr8eYDVzcOoy+rb3LI/dpHUa7aFOdw23qW0xAqesaLLnuT89ayNxjDAYqkzvxc1R7dqdNIuNoLnE/bad/5jdcWfwTqUf3cO/RPdwLfBvXlT2dLqOy7zAu7N6e3q3CCAtwT0mjYteRthr6SuFP3FKk1ENhYSGtWrXSnbbSBLMv13a7lmU/LGN4ynCfb6Lie2hpK43SsYvvvtGTL2f2ClVPVNUDrSJMjOkQyZgO3qLleH4B2Z7mbD9hZ8cJB7sKqsguc7El18GW3F97W+IjjPRuFUavlt6f3q3C6NTM2+NS15Cnxx9/nDfffFORdgRLrvvqWUtNTa23Z02v95hyp5vtRwo56opid6GD7wuq+Lm4CkfNwlsREDsM00XDuCzGztSyHxh+bAcdDn/HpSUHuXTXQdj1Jq4uPXEOGI7z0ivwtPC9qIYS6Okeo7a+UvgTtxQp9RAdHa1LbaUJNl9+LviZHq17ANC9ZXd+uOMHosN864jvoaWtNErHLr77Rs++6Nn3Fs1iSIqwcGkbS82xExUudhU4+C6/il0FDnYVOMivdPPZMTufHbPXPC/KbKBnCzNZicPh8jDITff+2IoAZYu3YPHcn561YM9Ht8fDUZuLn4ur+LGoip+Kq/ipyMmhUifeNRl+LV4NQNdYMxe3CuPi1hYuaRXGxa3DiDIbgU7AtZTbKzDt2Y55x1eYd2/DlP4TpvSfsLyzBHe33lQNGI7r0mFNirkhyD1GffyJW1b3qge3243RqMwqzUpqg7IrNASLLx6Phz9++UeW/bCM/0z8D1d1vCqg+o1F6VUxgsX3YNIG/ea60vqS6+prK60fDL5XT3zeW1TF3qIq9hR6P7xml7l8v8BWBMfT6Rzj4d5rR9Il1kzn5maSo00YA7RCk9xjmq7vcHk4VOrkgNXJgZIqDlid/FLiJL3USbnz7I+JZoO3ILmwZRgXnSpKercMo7mlEW2xV3jnrXzzOaa92zFUeVf18hiNlHbqSfiIiTj7DIbwiIZrNhC5x/gm2HJdelLqIS8vr84xpsGsrTTB4ovBYCA+Kp4wUxi5ZXVPTPRXP9gIFt+DSVtplI5dfPeNnn0Jdd8NBgMdm5np2MzM+JRfl5gtqnSxt8jJ5kN5vPbh/7BFJ0BiF4hpCV37cwiY/c2v+yJEmKBTMzOdY810aW4mtbmZlBgTKc28BUxj5iiEuueB0i93ujly0kVGqZPDJ51klLrIOOnkcKmT7DIXrjq+sk6INNKzRRg9W4bV/Nst1kzRiVySklr6H1x4JM4BV+IccCVUlGHetRXz9s8x/fgtsel7IX0vnohInP2G4hx0Na4LLgGjyf/znYbcY9THn7ilJyVECba1rgNJeVU5UWHeFSLcHjcHig6Q1ipN46hC2/NgRnxXH/FcG/Tie83qXrm5xHboxtg7H6TQ0oKDVifpVu9QobwKd52vNxqgbZSJDqeKlnbRJtpGmWgbbSIpykjbaBOtwo2q7ZWhB9+r3B7yyl3kVbjJLnN5f2xOsmyumt9P36n9TIwGSIkx0S0ujO6xZrrFmekeG0bXWDNx4Srv+11aQvH6f9P24PeYDu2rOeyOa41z0AiqhozB0zY4F6fQO8GW69KTUg9lZWWKjf1TUltptPKlylXFn7f9mQ2HN/DZTZ/RzNIMo8HYqAJFfA8tbaVROnbx3Td69kV8973EtFf719V9Sh1uDpd6C5aDVidHTjrJtLnIsrk4VvbrB+vTl0c+nXATJEaaSIg00dLiITE6jNaRJuIjjMRHGGkdaaJFuJE4i4G4cCMxZkNQbgBYl+cejwerw0OR3U1hpfvUvy4K7W6KKt3kVbjJq3CRW+4it9xNob3uAqSaMCOkxJjp1NxEx2ZmOjU3k9rM+3uHGDPhpsb5o1iuN4+joN9wWtx0F4bcbMK2fYp526cY83Ow/Pc9LP99D1eXnlQNGYNzwHCIbFwMmZmZPPHEE+Tn59cskR3IFfnkHuMbf+KWIqUeqqqqzv2kINRWGq18qXJX8emRTzlUcohtx7YxKnVUQPWDHb3mo3iujb74rr62GvpKoqbvzS1GLm5t4eLWlrOe63B5yC5zcdTmJPOkt1g5Xu4ip/rfchdWh3duTKatei5M/bGbDRBrMRJbXbSEGYk2G4gOM9T8G2X2HrOYDIQbvZtjWowGCvNN7LdUYDEaMAAGA7X/PXUOlwecHg9VbnC5vf93usHh9lDp9FDh8lDhPPXj8lDp8lBcbqfSU8HJKg+lDjelVR5Kq9ycdHhozDAXo8G76lpCpLfHqX2MifbRJloa7HRv05z2MSbaRBoDNg8I1Ml1T2I7HNdNx3HtNIzpPxG2eYN3SNipCfeet1/F2X8YVUN+g7t7b+9FqYf6lsgOVKEi9xjf+BO3DPcKUYKtyy5QHCg6QGFFIZclX6Z1KGcRqp4HO+K7+ojn2iC+/0pZlZvj5S5OVLjJr3RTUOkiv8JNQaWb/ErvcavdTYnDTYnD43Pyd7ATYzbQKsLo/Qk30vLU/1uGewuOhEgTCZFGEqNMtI4wBnxXdi2pN9ftFZi/3UTY5v9i2v9DzWF3YnuqrhhH1ZDREBPr86UzZ85k1apVZx2fPHlyvRvMni8E2z1GelLqoaCggNatlVm3W0ltpVHLF5fbxfM7nsftcfPoZY8C0K1lt4Dp6w295qN4ro2++K6+thr6SqIn36PDjHSJNdIl9pR2x/q1HS4PVseposXuoczppqzKQ5nTQ1mVB5vTTfmp/zvcHhwubw+Iw+2hyHoSS1QMVS5v74YH8Hio9X8As9HbY2MyGjAbwGw0YDZCmNFApMlAhMlApPnUz6n/uypsJLdqTrMwI80tRpqHGWhuMdIszBCQokNP17TBhEfivHwUzstHYcjL9vaubNmAMTeL8Pf+juX9ZTgvvYKq4dfg7nphrd6V48eP+5TMzW3Y4jsNQe4xvvEnbilS6qFZs2a61FYapWLflLWJ+zbex99G/Y2h7YeyJ38Pz21/DgMGbu5xMx1jOzb5HOJ7aGkrjdKxi+++0bMv4ntwaltMBuIjTcRHNn51qIMHC+naVZnN8+x2M+Hh4Ypog/a+K40noR2O62fguHYaph+2E/bFWkx7dxC27VPCtn2Kq10qzuHXUDXoaoiKqXN1qcTExIDFJPcY3/gTtxQp9WA2K2ePktpKo0Tsm7I2MeXDKVQ4K5jy4RRWTljJ0PZDeXro06S1TAtIgQLie6hpK43SsYvvvtGzL+J7aGkrjZ7zMah8N5lx9RmMq89gDPnHCftqPeav1mPKzsD0r5exrHqDqsGjeOruO9i5c2etOSmpqanMmzcvYKEE+zWtWX3v+HFFFg6oC3/iVnldOX2Rn5+vS22lCXTspxcoQE2hsilrE/deci/DU4YH7Fzie2hpK43SsYvvvtGzL+J7aGkrjZ7zMVh998Qn4bh+BuUv/puK+5/AecElGCorsHy2hq6vPMKu6y5n/rirGDrkciZPnhzQSfMQ3Ne0euGAVatWsWXLFlatWsXEiRPJzMwMYIS+8SdumTgfogTb5Ke6OLNAOZ1Ic2RNj4oe0IvnoYb4rj7iuTaI79ogvqtPoD03Zh0m7H8fYN72CQaHHQB3QjJVI66lasiYRi9jrFfOtXBAsOV6SPak5OXl4XQ6cTgcNZWb1WrFZrMB3glSLpcLu91OQUEBACUlJZSVlQHeiVVut5uioiIKCwsBKC4upry8HICcnBwAysvLKS4uBqCwsJDKykrcbnfNxKyysjJKSkoA74Qhu92Oy+UiNzcXm82GzWbDavXuwJufn4/D4cDpdJKXlwdAaWkppaWlAW1TZWVlk9tUHd+ZbQIa3ab7PrnPZ4EC3h6V+z65L6BtOn78eKOukz9tUuo62Wy2gOSerzaVlJQo1qasrKyA5Z6vNlWjxHUqLi5W9O+poKBAsdyrfq0S94hqApF7vtpUfU2U+HvKzc0N6L38zDYdO3ZMN/fyM9tUWlqq2H2vtLRUsTZlZWUFLPd8takaJa5TYWFhQO/lZ7YpPz9fsdyz2WwB/2xU3aZqAnUvr2iTzLHxUyl7cRUl10zF2aI1xrxjhL/9KtEP3YDxrVcoSf+l0bnnq005OTmKfo7Izs72O/fqWjggKyuLysrKmtc39Do1pk1Wq/WsNp0L6UmpB6vVSmys72XsglkblP3mJ1Cxezwenv3mWV7+7mXVelKU9F3pbyD0mo+S69roS66rr620vviuvjbIPUYLbcVzvaiIlod/wvLJfzD94l3G2GMy4RxwJVVjpuDu0MV/7SC+plr2pPgTd0j2pAQKJZNMSW2lCVTsc7+ay8LtCxnfZTyR5shajyk11Et8Dy1tpVE6dvHdN3r2RXwPLW2l0XM+6tr3li1x9RtCxaMvUz7/NaoGDAe3h7BtnxL1+AwinpuNae+3v64v3RjtIL6m8+bNIzU1tdaxQC8cUBf+xC1FSj2cjxPOGkKgYh/beSzNLc0Z2XEkKyesrClUlJyLIr6HlrbSBPMESC21lUbPvojvoaWtNHrOx1Dx3d0pDft98yl//m0cIyfhCY/A/NNOIhf9gcj5d2H69ktwu+oWq0dbCZqin5KSwpo1a5g8eTJDhgxRZOGAuvAn7iBaPy74kG8gfNOU2DNKMkiN81bxQ9sPZc8de4iLiANg5YSVtfZJUYLz1fdQ1VaaYP5GTEttpdGzL+J7aGkrjZ7zMdR898Qn4bjltzgmTiPsi7WEffI+psyDRL76BO6k9jjG3YJz4Ag4x1K6wX5NU1JSWLp0aYCiaTjSkxJgjEbl7FFSW2n8id3ldvHbT3/LZf+6jB/zf6w5Xl2ggLdo2T1tt6KreZ1vvoe6ttIoHbv47hs9+yK+h5a20ug5H0PW9+hmVI27hfJF71J5+0O4WydiPJ5FxNKFRM25BfNna+DUCmGN1g4AevXdn7j12VKVqF4VQW/aSuNP7CajCQ/esZ2HSg4FVLsxnG++h7q20ug5H8V39bXV0FcSvfounmujH/K+W8JxXjWB8mffonLmI7iTOmAsyCPizZeImn0jYRv+DfZK/7SbgF599yduWd0rRAmWta4dLgcWkwXwLimcUZJBj9Y9NI5KGYLF8/MN8V19xHNtEN+1QXxXn6D03O3G9N1mLOvewpR50HsotiVV426m6orxYAnXOMCmE2y+S09KPVSv76w3baVpSOwOl4M5X87hug+uw+l2At4J8ecqUJT2JdR9P9+0lUbP+Si+q6+thr6S6NV38Vwb/UBpZ2ZmMnPmTMaNG8fMmTNV2f3cr9iNRlyXDqPiyTeoeOgvuFK6YbQWEf72q0T94RbCPl0NDruur6mS+BO3TJwXFMFqt7LmwBqKKov4Lvc7BrQdoHVIgiAIgiAEEZmZmUycOJGMjIyaYzt37uTFF19U7Bv9zMxM5s+fT0FBAUlJScybN69xq1sZDLguHkTFRZdh+n4blg/+ieloOuFv/ZWw9e/gvPp6GDUJzGGKxH8+IcO9QpRg6LL7JucbzAYz/ZL6aRqHWgSD5+cj4rv6iOfaIL5rg/iuHHVtLjh69Gjee++9gJ/PV1GUmpratGV4PR5M323BsmY5pizvnFt3fBKO6+7AOfAq0NFE92DLdf04pwF5eXm61FYaX7E73U6e3PIkb/74Zs2xgW0HNrpAUdqXUPP9fNdWGj3no/iuvrYa+kqiV9/Fc230A6F9/Phxn8eV2mtkwYIFtQoUgIyMDBYsWOC/qMHg3RjyqaVUPPAEjjbJGPOPE/H600T+aSamH77xa1PIutBrvvsTtwz3qodWrVrpUltpfMX+eebnvLjzRaLDohnXeRwtI1sGTDuQhJrv57u20ug5H8V39bXV0FcSvfounmujHwjtpKQkn8fj4+ObrO2Luoqi3NzcposbjbguvQJ778twb//cOwws6xCRi+fi6tYb+w134e56YZNPo9d89ydu6UmpB7fbrUttpfEV+8jUkTzU7yFWTljpd4FSl3YgCTXfz3dtpdFzPorv6muroa8kevVdPNdGPxDa8+bNIzU1tdax1NRU7rnnniZr+6KuoigxMTFg53AbDDiHjqH82X9hv+k+PNHNMR3YQ9SCB4h46TEMOU1bGECv+e5P3FKk1IPVatWlttJYrVbcHjevfPcKx22/fisx//L5XN7u8iZrK4nefRdtddFzPorv6muroa8kevVdPNdGPxDaKSkprFmzhsmTJzNkyBAmT57MmjVrSE5ODkCEZ1NXUTRv3ryAnaPGF0s4VaNvoGzROzjG34rHEoH5+61EPTYdy5svwcmSpunrDH/ilonzIYrSk5+e/vppnt/+PIOTB/PR9R9hMBgUO5deCLYJZ+cL4rv6iOfaIL5rg/iuPkp6npmZyYIFC8jNzSUxMbHxq3v5iaGkEMsHyzF/tR6Dx40nKhrH+Nuouvo6CLMofv6GEGy5Lj0p9RDs30BohdVqZWbvmfRs3ZOHLn0ooAWKnr9VUhq95qN4ro2++K6+thr6SqJX38VzbfT16ntKSgqLFi1i3bp1LF26NOAFSl2+eOJaYZ/+MBULluG88FIM5WWEr3yNqEemYtrxZYMn1+vVd3/iliKlHkwmky61lcDj8fBpxqd4PB5MJhNtotuw+ZbNjOg4IqDnUdoXvfl+OnrNR/FcG33xXX1tNfSVRK++i+fa6Ivv/mm723Wi8g/PU/Hws7iSO2LMP07kkieIfPq3GI8caLJ+sOJP3CFZpOTl5eF0OnE4HDXL2FmtVmw2G+BdxcHlcmG32ykoKACgpKSEsrIywLv6g9vtxmw2U1hYCEBxcTHl5eUA5OTkAFBeXk5xcTEAhYWFVFZW4na7a1aPKCsro6TEO+awoKAAu92Oy+UiNzeXmJgYbDZbTWWZn5+Pw+HA6XTWLNNWWlpas0NnoNpUWVnpV5umrpnK5A8ns2zXMpxO7w7yRYVFtdoENLlNLpdL0TbZ7fZGXadAtClQ1ykmJiYgueerTRaLRbE2nTx5skm5d642VaPEdQoLC1Pk76m6TQaDQbHci4mJUeweUU0gcs9Xm6onWCrx91RVVRXQe/mZbaqoqAjqe3l9bYqMjFTsvhcZGalYm06ePBmw3PPVpmqUuE5GozGg9/Iz2+R2uxXLvZiYmIB/NqpuUzVKvedWjwBR4u+psrKyQdfJ3qMvRx74C5XTZuGKicV08Ecin7gb198W4CoprLNNNptNsXtE9esDkXtnXqeIiIiz2nQuZE5KPVSPV9SbNgR+XOF7+97jj1/8kSUjl3BpzKW69UVJfaXHcuo1H/WW66ej53yUXFdfW2l98V19bZB7jBba512uV5RhWbOCsE/fx+By4Yluhn3SDJzDx4Gxdg+EXn33J24pUurB5XIp1q2mpDY0PdE8Hg/Hy47TNqZtzbGC8gJaR7XWtS9K6it9U9Wr78Ge6/Wh53yUXFdfW2l98V19bZB7jBba52uuG3IyCX/rr5h/+s6r1aEL9tt+h7tb74Don4tgy/WQHO4VKKqHNelNu6lUOCu4e+PdDH17KDm2nJrjraNaA/r2JZh9Pxd69V0810ZffFdfWw19JdGr7+K5Nvrie+C1PW1TqPzDIioeeBJ3qwRMR9OJevp3hL/+NAZrUZP1tcSfuKVIqYfqca56024qFqOFE+UnKK8q5+eCn896XM++BLPv50Kvvovn2uiL7+prq6GvJHr1XTzXRl98V0jbYMB16TDKn1mBY8JUPGFhhG37lKi5t2P+Yh0ndbq6lz++yHCvEMWfLjuX24Xp1NjH/PJ8CisKSWuVpkR4IUmwrS9+viC+q494rg3iuzaI7+ojnv+K4UQO4W++hHnvDgBcXS7EPm0W7vadAn6uYPNdelLqoXpVA71pN5ZKZyUPffYQ935yL55T63THR8XXWaDo2Zdg8r2x6NV38VwbffFdfW019JVEr76L59roB0o7MzOTmTNnMm7cOGbOnElmZmZAdOtDD75U42nTlsqHn6Xyvvm4Y1tiSv+RyPkzsax8HewVAT2Xkvjji1mBOEKGsLAwXWo3lqzSLFbuW4nL4+Lh/g/TvWX3ep+vZ1+CyffGolffxXNt9MV39bXV0FcSvfounmujHwjtzMxMJk6cSEZGRs2xnTt38uKLLyr6jX6w+3IWBgPOAcNx9roU43uvEblpPZb/vot5x+fYb38I10UDA3/OAOOPL9KTUg/R0dG61G4sXVt25Y3Rb7BxysZzFiigb1+CyffGolffxXNt9MV39bXV0FcSvfounmujHwjtBQsW1CpQADIyMnjttdearF0fwe5LnUTF4L5jNhWP/w1Xhy4YC/KIXDyX8NcWwMng7lH0xxcpUuqhekMbvWmfiypXFY9teozPMz+vOTauyzgubnNxg16vZ1+09L2p6NV38VwbffFdfW019JVEr76L59roB0K7Lo3qDf+UIth9OZe+u/MFVDzxGvYb78VjCSfs6/8R9cg0zNu/AE9wTjX3xxcpUuohISFBl9rn4t1977Jk1xLu++Q+Kp2VjX69nn3R0vemolffxXNt9MV39bXV0FcSvfounmujHwjtpKQkn8fj4+ObrF0fwe5Lg/RNZqrGTKF8wT9wpl2M8WQJEX97koi/Po6hpFDRGPzBH1+kSKkHh8OhS+1zcUuPW7i5x82sGLuCCHNEo1+vZ1+09L2p6NV38VwbffFdfW019JVEr76L59roB0J73rx5pKam1jqWmprKPffc02Tt+lDaFyUXAzgzdk9COyrnLKZy2iw8EVGYd20h6pGpmDd9HFS9Kv54LkVKPZSVlelS+0xcbhd/2/U3bA4bACajib+N/BsD2g7wS0/Pvqjpe6DRq+/iuTb64rv62mroK4lefRfPtdEPhHZKSgpr1qxh8uTJDBkyhMmTJ7NmzRqSk5MDEGHdKOnL/v37mThxIqtWrWLLli2sWrWKiRMnBqxQ8Rm70Yhz+DWU/2U5zosGYii3EfGPZ4l44Y8YipQdOtdQ/PE8qPdJWbx4MevWrSM9PR2LxUK/fv2YP38+PXr00Dq0oOf0ta5nfTaL/9v7f9yQdgNvjH5D48hCl2BbX/x8QXxXH/FcG8R3bRDf1UfPns+cOZNVq1addXzy5MksXbpU+QA8HszbPiX87VcxlJXiiYrBfvvvcQ68CgyGel8abL4HdU/Kli1buPPOO9m4cSNr167FbDYzceJEiouLVTm/kudRUntT1ibGfz6eTVmbALj7krvpGNuRW3reEhB9vfqihr6S6NV38VwbffFdfW019JVEr76L59roi+++ycrK8nk8Nzc3IPrnjN1gwDl4JOV/+eevvSqvLSBiyROargDmj+dBvU/K6tWra/3++uuv06FDB7755hvGjBmj+PnDw8N1p70paxNTPpxChbOCKR9OYeWElQxtP5SdU3diNgbmcuvRF7X0lUSvvovn2uiL7+prq6GvJHr1XTzXRl98901diwEkJiYGRL+hsXviWlH50DOYv1pP+LtLMH/7FVEH9mC/4w+4Lh4UkFgagz+eB3VPypnYbDbcbjdxcXGqnC8qKkpX2qcXKEBNobIpa1PAChTQny9q6iuJXn0Xz7XRF9/V11ZDX0n06rt4ro2++O6bJ554wudiAPPmzQuIfqNiNxhwXjGO8gX/h6v7RRitxUS++Cjh/3gOKtSdy+WP57oqUubOnUuvXr3o37+/KufLycnRjfaZBUo1pxcqgUJPvqitryR69V2nAwKFAAAaaklEQVQ810ZffFdfWw19JdGr7+K5Nvriu2/CwsJ8LgaQkpISEH1/YvfEJ1Ex90XsN92HJywM0w/fgMsZkHgaij9xB/XE+dN59NFHWb16NRs2bKBjx451Pu/gwYPqBRVEjP98PLkVdY93TIxMZN2V61SMSBAEQRAEQQgmIvJzMJefxJbSXetQzjlJXxdFyiOPPMLq1atZt24d3bp1U+285eXlinUJBlq7rp4UgEhzZM3clECgJ1/U1Fd6VQy9+q70NVXSdz3no+S6+tpK64vv6muD3GO00JZc10Y/2HI96Id7zZkzh//85z+sXbtW1QIFwG6360Z7aPuhrJywkkhzZK3jgS5QQF++qK2vJHr1XTzXRl98V19bDX0l0avv4rk2+uK7+tpq6CuFP3EHdZEye/Zs3nnnHZYtW0ZcXBx5eXnk5eVhs9lUOX+LFi10pX1moaJEgQL680VNfSXRq+/iuTb64rv62mroK4lefRfPtdEX39XXVkNfKfyJO6iLlGXLlnHy5EkmTJhA9+7da35eeeUVVc5fWFioO+3qQiUxMlGRAgX06Yta+kqiV9/Fc230xXf1tdXQVxK9+i6ea6MvvquvrYa+UvgTd1Dvk1JSot2mMwDR0dG61B7afijrrlxH1/bKjCvUqy9q6CuJXn0Xz7XRF9/V11ZDX0n06rt4ro2++K6+thr6SuFP3EHdk6I1FotFl9pKo2dfxPfQ0lYaPeej+K6+thr6SqJX38VzbfTFd/W11dBXCn/iliKlHvLy8nSprTR69kV8Dy1tpdFzPorv6muroa8kevVdPNdGX3xXX1sNfaXwJ24pUuohKSlJl9pKo2dfxPfQ0lYaPeej+K6+thr6SqJX38VzbfTFd/W11dBXCn/iliKlHsrKynSprTR69kV8Dy1tpdFzPorv6muroa8kevVdPNdGX3xXX1sNfaXwJ24pUuqhqqpKl9pKo2dfxPfQ0lYaPeej+K6+thr6SqJX38VzbfTFd/W11dBXCn/iliKlHuLi4nSprTR69kV8Dy1tpdFzPorv6muroa8kevVdPNdGX3xXX1sNfaXwJ24pUuqhoKBAl9pKo2dfxPfQ0lYaPeej+K6+thr6SqJX38VzbfTFd/W11dBXCn/iliKlHpo1a6ZLbaXRsy/ie2hpK42e81F8V19bDX0l0avv4rk2+uK7+tpq6CuFP3FLkVIPZrNye10qqa00evZFfA8tbaXRcz6K7+prq6GvJHr1XTzXRl98V19bDX2l8CduKVLqIT8/X5faSqNnX8T30NJWGj3no/iuvrYa+kqiV9/Fc230xXf1tdXQVwp/4pYipR4SExN1qa00evZFfA8tbaXRcz6K7+prq6GvJHr1XTzXRl98V19bDX2l8CfukCxS8vLycDqdOByOmsrNarVis9kAyM3NxeVyYbfbaybylJSU1KzhfPz4cdxuN0VFRRQWFgJQXFxMeXk5ADk5OQCUl5dTXFwMQGFhIZWVlbjdbo4fPw5414QuKSkBvBOG7HY7LpeL3NxcbDYbNpsNq9UKeCtMh8OB0+ms2ZWztLSU0tLSgLapsrKyyW2qju/MNgFNbtOJEycUbdPx48cbdZ0C0aZAXSebzRaQ3PPVppKSEsXalJWVFbDc89WmapS4TsXFxYr+PRUUFCiWe9WvVeLvqZpA5J6vNlVfEyX+nnJzcwN6Lz+zTceOHdPNvfzMNpWWlip23ystLVWsTVlZWQHLPV9tqkaJ61RYWBjQe/mZbcrPz1cs92w2W8A/G1W3qRql3nOr/6/E31NOTo6inyOys7MVu0dUv76h16kxbbJarWe16VwYSkpKPOd81nmK1WolNjZWd9oABw8epGvXropo69kXJfWV9Bz067vkujb6kuvqayutL76rrw1yj9FCW3JdG/1gy/WQ7EkJFEommZLaSqNnX8T30NJWGj3no/iuvrYa+kqiV9/Fc230xXf1tdXQVwp/4pYipR70PLFKSfTsi/geWtpKo+d8FN/V11ZDX0n06rt4ro2++K6+thr6SiET5wOMnittJdGzL+J7aGkrjZ7zUXxXX1sNfSXRq+/iuTb64rv62mroK4X0pAQYo1E5e5TUVho9+yK+h5a20ug5H8V39bXV0FcSvfounmujL76rr62GvlL4E7c+W6oS1asi6E1bafTsi/geWtpKo+d8FN/V11ZDX0n06rt4ro2++K6+thr6SuFP3FKk1ENCQoIutZVGz76I76GlrTR6zkfxXX1tNfSVRK++i+fa6Ivv6muroa8U/sQtSxALgiAIgiAIghBUSE+KIAiCIAiCIAhBhRQpgiAIgiAIgiAEFVKkCIIgCIIgCIIQVEiRIgiCIAiCIAhCUCFFiiAIgiAIgiAIQYUUKSHC4sWLGT58OO3bt6dz585MmTKFn3/+WeuwziteeOEF4uLi+MMf/qB1KCFPbm4u99xzD507dyYhIYEBAwawZcsWrcMKaVwuFwsWLKB3794kJCTQu3dvFixYgNPp1Dq0kGLr1q3ceOONXHDBBcTFxfH222/Xetzj8fDMM8+QlpZGYmIiY8eOZd++fRpFGxrU53lVVRXz589n0KBBtG3blu7duzNjxgyysrI0jDg0OFeun86DDz5IXFwcr7zyiooRhiYN8T09PZ1bb72VDh06kJSUxNChQ/nll19Uj1WKlBBhy5Yt3HnnnWzcuJG1a9diNpuZOHEixcXFWod2XvDtt9+yYsUKevbsqXUoIU9JSQmjRo3C4/Hw73//m+3bt/Pcc88RHx+vdWghzUsvvcSyZct49tln2bFjBwsXLmTp0qUsXrxY69BCirKyMnr06MHChQuJjIw86/GXX36ZJUuW8Oyzz/L5558THx/Ptddey8mTJzWINjSoz/Py8nJ++OEHZs+ezVdffcU777zDsWPHuP7666VAbyLnyvVqPvzwQ3bt2kVSUpKK0YUu5/L9yJEjjBo1ipSUFNauXcvXX3/NvHnziI6OVj1W2SclRLHZbHTo0IG3336bMWPGaB1OSGO1Whk2bBgvv/wyzz33HD169OD555/XOqyQ5amnnmLr1q1s3LhR61DOK6ZMmUKLFi147bXXao7dc889FBcXs3LlSg0jC12Sk5N57rnnuOWWWwBvL0paWhozZ85k9uzZAFRUVNC1a1f+/Oc/M336dC3DDQnO9NwX+/fvZ+DAgWzdulW+mAoQdfl+9OhRRo0axZo1a7j++uu56667+O1vf6tRlKGHL99nzJiBwWBg6dKlGkbmRXpSQhSbzYbb7SYuLk7rUEKe3//+90yYMIFhw4ZpHcp5wfr16+nbty/Tp0+nS5cuXH755bzxxht4PPJ9i5IMHDiQLVu2cODAAcD7QW3z5s1cffXVGkd2/pCZmUleXh5XXnllzbHIyEgGDRrE9u3bNYzs/KK610reX5XF6XQyY8YMZs+eTffu3bUO57zA7XazYcMGunfvzqRJk+jcuTPDhw9n9erVmsRj1uSsguLMnTuXXr160b9/f61DCWlWrFjB4cOHef3117UO5bzhyJEj/OMf/+C+++7j97//PXv37mXOnDkA3HXXXRpHF7r8/ve/x2azMWDAAEwmE06nk9mzZzNjxgytQztvyMvLAzhraGN8fDzHjx/XIqTzDofDwbx58xg9ejTJyclahxPSPPPMM7Ro0YI777xT61DOG/Lz87HZbCxevJhHH32U+fPns2nTJmbOnElUVBSjR49WNR4pUkKQRx99lG+++YYNGzZgMpm0DidkOXjwIE899RQff/wxFotF63DOG9xuN5dccgnz588H4KKLLuLw4cMsW7ZMihQFWb16Ne+99x7Lli0jLS2NvXv3MnfuXDp06MDtt9+udXjnFQaDodbvHo/nrGNC4HE6ndx1111YrVbeffddrcMJabZs2cI777zD5s2btQ7lvMLtdgPwm9/8hgceeACA3r17s3v3bpYtW6Z6kSLDvUKMRx55hPfff5+1a9fSsWNHrcMJaXbs2EFhYSGXXXYZrVq1olWrVmzdupVly5bRqlUr7Ha71iGGJAkJCWd1/Xfr1o3s7GyNIjo/+NOf/sQDDzzApEmT6NmzJzfeeCP3338/L774otahnTckJCQAcOLEiVrHCwoKZOEIhXE6ndx555389NNPfPjhh7Rs2VLrkEKazZs3k5ubS/fu3WveX7Oyspg/fz49evTQOryQpVWrVpjN5qB5j5WelBBizpw5rF69mo8++ohu3bppHU7IM3bsWC655JJax+6//346d+7MrFmzpHdFIQYOHEh6enqtY+np6bRv316jiM4PysvLz+qZNZlMNd+8CcqTkpJCQkICX3zxBX369AGgsrKSr7/+mqeeekrj6EKXqqoq7rjjDvbt28dHH31UUywKyjFjxgwmTJhQ69ikSZOYNGkSU6dO1Siq0MdisdCnTx8OHjxY67hW77FSpIQIs2fPZuXKlbz11lvExcXVjF2Ojo4mJiZG4+hCk7i4uLMmTkZFRdGiRQv5pkdB7rvvPkaOHMmiRYu47rrr2LNnD2+88QaPP/641qGFNKNHj+all14iJSWFtLQ09uzZw5IlS7jxxhu1Di2ksNlsHD58GPAOvcjOzmbPnj20aNGC9u3bc++99/LCCy/QtWtXunTpwqJFi4iOjub666/XOHL9Up/nSUlJTJ06le+//553330Xg8FQ8/7avHnzepfOFernXLl+Zu+g2WwmISGBrl27ahFuyHAu33/3u98xffp0Bg0axNChQ9m8eTOrV6+udx8bpZAliEOEulYZmTNnDo888ojK0Zy/jB07VpYgVoGNGzfy1FNPkZ6eTrt27Zg5cyZ33323jMtXkJMnT/L000/z0UcfUVBQQEJCApMmTeKPf/wjERERWocXMmzevJnx48efdfymm27i73//Ox6Ph4ULF7J8+XJKSkro27cvixYtki9GmkB9ns+dO5eLLrrI5+uWLFlS71LFQv2cK9fPpFevXrIEcQBoiO9vv/02ixcv5tixY3Tq1IlZs2Zp8kWIFCmCIAiCIAiCIAQVMnFeEARBEARBEISgQooUQRAEQRAEQRCCCilSBEEQBEEQBEEIKqRIEQRBEARBEAQhqJAiRRAEQRAEQRCEoEKKFEEQBEEQBEEQggopUgRBEIQGExcXxzPPPBNw3blz5zJy5MiA6+qZDRs20K5dOwoKCrQORRAEQXWkSBEEQQhyiouLefrppxkyZAjt27enTZs2XHjhhUydOpV169bh8eh7u6vs7Gz++c9/Mnv2bK1D0YTnn3+ejz766Kzjo0aNokOHDixevFiDqARBELRFihRBEIQg5ocffmDgwIG8/PLLXHDBBTz++OO88MIL3HrrrWRnZ3Pbbbfxj3/8Q+swm8Trr79OmzZtuPrqq7UORRMWLVrE+vXrzzpuMBiYNm0ay5cvp7S0VIPIBEEQtMOsdQCCIAiCb6xWKzfffDMej4cvv/ySHj161Hp87ty5bNq0CavVWq9OeXk5UVFRSobqN06nk5UrV3LTTTdhMBhUP7/L5cLlcmGxWFQ/d0OYMGECc+fOZc2aNdx+++1ahyMIgqAa0pMiCIIQpCxfvpxjx47x9NNPn1WgVDN06FDGjx9f8/vbb79NXFwcmzZtYu7cuXTr1o22bdsC3mFj8+bNY9CgQbRr147k5GTGjRvHN998c5ZuaWkpDz74IB07dqR9+/bcdttt5Obm+owhNzeXBx98kLS0NNq0aUOfPn14+eWXGzQMbfv27Zw4cYIrrrii1vHMzEzi4uJ48cUXef311+nduzeJiYmMGDGCnTt3+hXD6ZrLli2jT58+tGnThu3btwPg8XhYunQpl19+OYmJiXTq1ImJEyeybdu2Wud6//33ueqqq0hKSqJDhw5MmTKF/fv313rOvffeS0JCAidOnGD69Om0b9+elJQUHnzwQSorK2ueFxcXh91u59133yUuLo64uDjGjh1b83hCQgIXXHCBz+FggiAIoYz0pAiCIAQpH3/8MZGRkUyYMKHRr50zZw6xsbHMmjWrZqjQkSNH+PDDD5kwYQKdOnXCarXy5ptvMmHCBL744ouaQsjj8XDrrbeyefNmbrvtNnr16sWXX37J5MmTzzpPfn4+I0aMwOl0MnXqVBITE/n666+ZP38+x48fZ+HChfXGWV0gXXzxxT4fX7VqFVarlTvvvBO3282yZcuYOHEiX375JV26dPErhn//+9/YbDamTZtGTEwMiYmJADz44IO8+eabXHHFFTU9WDt27ODrr79m0KBBALz00ks88cQTjB8/nhtvvJGysjKWLVvGqFGj+Oqrr+jYsWPNedxuN9deey09e/bkySefZOfOnaxYsYJWrVrxpz/9CfAOdXvggQfo168f06ZNA6BNmza14u3Tpw9r167F4/Fo0tskCIKgBVKkCIIgBCn79++nc+fOZw1FKisrq/VtvNlsJjY2ttZzoqKi+OijjzCbf73N9+jRg927d2MymWqOTZs2jUsvvZTXXnuNv/71r4B3ValNmzbx6KOP8sc//hGAmTNnMnPmTPbu3VvrPAsWLMBut7N169aaD9fTp08nMTGRV199lXvvvZeUlJQ623jgwAGaN29OixYtfD6enp7Ot99+W6MxceJEBg4cyMKFC1m2bJlfMRw9epTvvvuupjgB2Lx5M2+++SZTp07l5Zdfrjl+//331/TGZGVlsWDBAubMmcMjjzxS85wbb7yR/v37s2jRIl599dWa41VVVYwZM4Z58+YBcMcdd1BSUsKKFStqipQpU6bwu9/9jo4dOzJlyhSfHnTs2BGr1Upubi5JSUl1eikIghBKyHAvQRCEIOXkyZM0a9bsrONPPPEEnTt3rvm5+eabz3rO1KlTaxUoAOHh4TUFSmVlJUVFRbjdbvr27cvu3btrnrdx40aMRiN33313rdffe++9tX73eDx8+OGHjBo1CpPJRGFhYc3PVVddhdvtZuvWrfW2saioiLi4uDofHzNmTK0Co0uXLlx11VV8+umnfscwduzYWgUKwNq1awFqCorTqe69WLduHU6nk0mTJtU6T1hYGP369WPTpk1nvfbOO++s9fvgwYMpLCzk5MmT9dlSi+oCrrCwsMGvEQRB0DvSkyIIghCkNGvWzOeH2bvuuqtm3sIDDzzg87WnDzuqxu128/LLL7N8+XIyMzNrPXZ6IZCVlUWbNm3O6p2pHl5VTUFBASUlJbz11lu89dZbPuNoyB4f9c1d6dy5s89jGzduxGq14nA4Gh2DL28yMjKIj48nPj6+zlgOHToEQP/+/X0+fubiBGFhYWf1fFQXZMXFxT4LUF9U+yNDvQRBOJ+QIkUQBCFISUtLY/fu3TgcjlpDvrp27UrXrl0BiIyM9PlaX8dfeuklnnrqKW666SbmzZtHy5YtMZlMLF68mIyMjJrnNXTug9vtBuD666/n1ltv9fmcTp061avRsmXLelcn8xXH6UWNPzH48qYhba4+13/+85+zeqkAjEZjvb+feb6GUlJSAkCrVq0a/BpBEAS9I0WKIAhCkDJmzBi++eYb1qxZww033NBkvdWrV3P55Zfz97//vdbxM3eQ79ChA19++SVWq7VWb0p6enqt57Vu3ZrmzZvjdDrPWp2roXTv3p2VK1dSVFREy5Ytz3r8zHMCHD58mNjYWGJjY4mJiWlyDOAtZD777DPy8/Pr7E1JTU0FoF27dqSlpfl9rjM5V3GUkZFBbGwsCQkJATunIAhCsCNzUgRBEIKUadOmkZyczGOPPca+fft8Pqcx38ibTKaznr99+3Z27NhR69jIkSNxu928/vrrtY6fWdyYTCauueYaPvroo1pzWqqxWq1UVVXVG9OAAQMAfL4evJP4Tx+alp6ezmeffcaIESMCFgPANddcA8Bf/vKXsx6r9uyaa67BbDbzzDPP1PSqnE5Dhrb5Iioqqqa3xBe7du2if//+MtxLEITzCulJEQRBCFJiY2N5++23mTJlCsOGDWPixIn069ePyMhIcnNz2bhxI+np6fTr169BemPGjGHhwoXcfffdDBo0iEOHDrF8+XLS0tKw2Wy1njd48GCeeeYZsrOz6d27N1988cVZ81jAO4l/69atjB49mttuu40ePXpw8uRJfv75Z9atW8euXbvq7QHo378/8fHxfPHFF1x55ZVnPd65c2d+85vfMGPGDNxuN0uXLiU8PJw5c+YELAaAIUOGcPPNN/PPf/6TI0eOMHLkSAC+/fZbevbsycMPP0zHjh158skneeyxxxgxYgTjx4+nRYsWZGVl8cknn9CvXz9efPHFc16HM7nkkkv46quveOWVV2jbti2tW7dm2LBhgHf/l/3793PXXXc1WlcQBEHPSJEiCIIQxFx88cVs27aNv//973z88cesX7+eqqoq2rRpQ79+/Zg1axZjxoxpkNasWbOoqKhg1apVfPjhh1xwwQX83//9H++//z5btmypeZ7BYOCdd95h3rx5rFmzhg8++IBhw4axatUqLrjgglqarVu35rPPPuP5559n/fr1LF++nNjYWLp06cLcuXPrXFq4mrCwMKZMmcIHH3zAU089dVZvweTJk4mKimLJkiXk5eVx4YUX8pe//IVu3boFLIZqXn31VXr27Mm//vUv5s+fT0xMDBdddBGDBw+uec79999Ply5deOWVV1i8eDFOp5OkpCQGDhzIbbfd1qDznMnChQuZNWsWCxcupKysjMGDB9cUKWvXriU8PJxrr73WL21BEAS9YigpKWn4WAFBEARBCDBZWVn069ePFStWMHr0aMC7O/xFF13E/PnzeeihhzSOUBs8Hg+DBw9m6NCh59wUUxAEIdSQOSmCIAiCprRv357p06ezePFirUMJKjZu3EhmZiYPP/yw1qEIgiCojgz3EgRBEDRHegrOZvTo0Rw7dkzrMARBEDRBelIEQRAEQRAEQQgqZE6KIAiCIAiCIAhBhfSkCIIgCIIgCIIQVEiRIgiCIAiCIAhCUCFFiiAIgiAIgiAIQYUUKYIgCIIgCIIgBBVSpAiCIAiCIAiCEFRIkSIIgiAIgiAIQlDx/15h5LUbupETAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "points = range(2, 8)\n", "show(pct2, miles2 / hours2, xlabel='Grade (percent)') \n", "plt.plot(points, points, 'gD:', lw=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The green dotted line is where grade = speed, the red and blue lines are best-fit polynomials, and if I interpret \"regularly\" to mean \"around half the time,\" then both best-fit lines are above the diamond at 6%, but both are below the diamond for 7%, so my guess is confirmed: my hill-index is 6.\n", "\n", "Note that the original h-index for publications is based on cumulative totals, so it can never decrease, but the Hill-index is based on an average so it can (and sadly, often does) decrease as you grow older." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Eddington Number\n", "\n", "Speaking of h-numbers, the physicist Sir Arthur Eddington (1882-1944) was a pre-Strava bicyclist who favored this metric:\n", "\n", "> *Your [Eddington Number](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the maximum integer** e** such that you have bicycled at least** e** miles on at least** e** days.*\n", "\n", "Let's calculate mine:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "57" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def Eddington(distances) -> int:\n", " \"Eddington number: the maximum integer e such that you have bicycled at least e on at least e days.\"\n", " distances = sorted(distances, reverse=True)\n", " return max(e for e, d in enumerate(distances, 1) if d >= e)\n", "\n", "Eddington(miles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My **Eddington Number is 57**: I've done at least 57 miles on at least 57 days. This is a bit above [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number). Eddington was 62 years old when he died with a number of **84**, and his available roads, bicycles, and navigation aids were not nearly as nice as mine, so good for him.\n", "\n", "How many more rides would I need to improve my number? Obviously, for anyone to improve from, say, 57 to 60 they need at least 3 more rides. But any rides that were, say, 58 or 59 miles count for 57 but wouldn't count for 60; thus more than 3 rides may be needed. Here is a table of the number of rides I would need—what I'll call the *gap*—for increasingly ambitious Eddington numbers:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dist Days Gap\n", "---- ---- ---\n", " 57 58 -1\n", " 58 55 3\n", " 59 50 9\n", " 60 49 11\n", " 61 43 18\n", " 62 41 21\n", " 63 39 24\n", " 64 37 27\n", " 65 35 30\n", " 66 33 33\n", " 67 28 39\n", " 68 26 42\n", " 69 21 48\n", " 70 20 50\n" ] } ], "source": [ "def Egaps(distances, targets):\n", " \"\"\"Print the number of days doing various target distances, and the Eddington gap.\"\"\"\n", " print('Dist Days Gap')\n", " print('---- ---- ---')\n", " for target in targets:\n", " days = sum(d >= target for d in distances)\n", " print(f'{target:4} {days:4} {target - days:3}')\n", " \n", "Egaps(miles, range(57, 71))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'd like to get my Eddington number to meet or beat my age. If I do two 65+ mile rides per month, I'll make it before I turn 65.\n", "\n", "An easy way to get bigger Eddington numbers is to use kilometers rather than miles:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "81" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kms = miles * 1.609344\n", "\n", "Eddington(kms)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dist Days Gap\n", "---- ---- ---\n", " 81 82 -1\n", " 82 74 8\n", " 83 73 10\n", " 84 68 16\n", " 85 67 18\n", " 86 66 20\n", " 87 64 23\n", " 88 63 25\n", " 89 62 27\n", " 90 61 29\n", " 91 59 32\n", " 92 58 34\n", " 93 55 38\n", " 94 53 41\n", " 95 50 45\n", " 96 49 47\n", " 97 46 51\n", " 98 43 55\n", " 99 41 58\n", " 100 41 59\n" ] } ], "source": [ "Egaps(kms, range(81, 101))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My **metric Eddington Number is 81**, and I should be able to get to 90 in about a year, and 100 in two or three years, assuming around two 100+ km rides per month.\n", "\n", "Here is my Eddington number progress over the years, in miles and kms:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Year E_ml E_km\n", "---- ----- -----\n", "2013 23 27\n", "2014 34 45\n", "2015 41 60\n", "2016 46 65\n", "2017 50 72\n", "2018 53 75\n", "2019 54 78\n", "2020 57 81\n" ] } ], "source": [ "def year(ride) -> int: return int(ride.date[-4:])\n", "\n", "def Eprogress(years, rides=rides):\n", " \"Print a table of Eddington numbers by year\"\n", " print('Year E_ml E_km')\n", " print('---- ----- -----')\n", " for y in years:\n", " miles = np.array([r.miles for r in rides if year(r) <= y])\n", " print(f'{y} {Eddington(miles):5} {Eddington(miles * 1.609344):5}')\n", " \n", "Eprogress(range(2013, 2021))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note:* the definition of Eddington Number seems to be mathematically precise, but there is an ambiguity: what does *day* mean? Does it mean daytime (sunrise to sunset)? Or calendar day (midnight to midnight)? Or any 24 hour period? I originally assumed it meant calendar date, but I wanted to make an exception for times when I rode with my gear to a camping site, spent the night there, and rode back home the next morning, what bikepackers call a [sub 24 hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/) ride. And then COVID struck, the camping sites closed, and I further relaxed the definition to allow an S24O ride where I sleep in my own home. I realize Eddington had a lot more hardships than we have (e.g. World War I and World War II), but I hope he would approve of this slight accomodation." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }