From 29bbcff8ce015e03abf359f9a186fd5f42f97b44 Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Wed, 1 Jul 2020 17:14:27 -0700 Subject: [PATCH] Add files via upload --- ipynb/Bike Speed versus Grade.ipynb | 396 ++++++++++-------- ipynb/bikerides25.tsv | 32 +- ipynb/risk.ipynb | 595 ++++++++++++++++++++++++++++ 3 files changed, 840 insertions(+), 183 deletions(-) create mode 100644 ipynb/risk.ipynb diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb index dd4c7e3..2b0905f 100644 --- a/ipynb/Bike Speed versus Grade.ipynb +++ b/ipynb/Bike Speed versus Grade.ipynb @@ -4,12 +4,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
Peter Norvig, Oct 2017
Revised Jan 2020
\n", + "
Peter Norvig, Oct 2017
Revised Jan 2020
\n", "\n", - "# Bicycling: Speed v. Grade, VAM, Eddington, Hill-index\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 of `Ride` structures. I filter out all the rides that have exactly 0 ft climbing (i.e. stationary bike rides) or that have `'MTB'` in the title (i.e. mountain bike rides that are not relevant to road bike riding) or are blank or are comment lines (start with `#`)." + "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. " ] }, { @@ -18,48 +19,57 @@ "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import re\n", - "from collections import namedtuple\n", - "\n", - "Ride = namedtuple('Ride', 'miles, hours, feet, date, title')\n", - "\n", - "def parse_ride(line: str) -> Ride:\n", - " \"\"\"Parse a line from a Strava log file into a `Ride`. Line format is tab separated:\n", - " Ride\tThu, 8/9/2018\tBRNW\t4:58:07\t68.41 mi\t3,862 ft\"\"\"\n", - " _, date, title, time, mi, ft = line.strip().split('\\t')\n", - " return Ride(number(mi), hours(*time.split(':')[::-1]), number(ft), date, title)\n", - "\n", - "def number(string) -> float: return float(re.sub(r'[^0-9. ]', '', string))\n", - "\n", - "def hours(sec, min, hour=0) -> float: return int(sec)/3600 + int(min)/60 + int(hour)\n", - "\n", - "rides = [parse_ride(line) for line in open('bikerides25.tsv') \n", - " if line.strip() and not line.startswith('#') and 'MTB' not in line and '\t0 ft' not in line]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the raw data I will derive three important vectors of numbers: \n", - "- `mls`: length of ride in miles\n", - "- `mph`: speed in miles per hour\n", - "- `fpm`: grade in feet climbed per mile\n", - "\n", - "I'll show a simple scatter plot visualization:" + "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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xcluOELtAeoll2HSB2wShink9JWzbfUz5urWP23sQgK98clmoRVGmEdujIFwljMvlJgALARyh+gTcDQB+TEQfYuZfOHdm5h0AdgB122LYgermSq18sm4uWQcGcOCNd7Dqprl46++rODNexbWlIn79bg1uWRynfdHCHuV7pYfCpgt08/w6jTVKxS5cvHSlZTsBuP+2+S1inqTTRJprCEKdwCkXZj7KzL/NzAuYeQGA0wA+6CbmJrB6aaruBCrxM12ICqiL+urFvXhzaB3Gtt6Bv/jk8mYTCjtuY3WmAQbWLnKtpVIsUOh0gc5TibO2i4orU9xSandOdxGPb1zeku4Rp4kgpAPfCJ2IdgK4HcB1RHQawFZmfjLqgQH+jg2/XKlXtF4qFrBhZXmaj1yHZw6exHeO/LzpRNl27xLfFI/V5s0uotbXzm5F75kVfmlAQTEBah+HfTVnd7ELEzV3H4tzohQAumfOcE2zeFVb1MGrOYakUgRBHx2Xyyaf1xcYG40DrxTCnO4itt6zROsP3CvP2ve+ucoWcCqcDTH8bggMYNcPT2HPT36O8Ykari0VQVSfeHTG6OcnaqHTFX41auxPMyOjlWkdknSwC7ROSksndaRK1xx6+51pN1tZMCQI/qR6pahfhDe890SzAJU9elNFdl6VC5c/+nKobj7V2qQyZ26nNsXNVZf247j9XNgmG14RuvNpZnjvCdco3Au7QPvl63WdJqp0jVuP0zDXRRA6iVQLutfE4fmJWlMg7dEb4O4BB7wju233Lgk9iRpFNZwgTpeR0QoGnlOXBHZ7mvF7f1U5XJ2fLwdIm/gVF3MSV79UQcgiqRb0gbWLsGXXmJZgWiVj/8E1M3ztjRZOsdmwsoz9x8+lQjQY9WJezpK7bqK4bfcx1/QJEfD4J5e73sj8FmExrubk3erSeLW606ku6VcPXfW0QY33lShdEFpJdcei/hVl3H+bvnd9kludGRbOSNBtodILhysYWLsIT2xc3s6wjVEZr2Lg+SMYeO6I54Iq1Tkzq59KdBZhTTK3NKrw+nm3tI5XbZ2R0YryfTbdeqNrJyRuvK8gCK2kWtABKFdEBsWKeC0h9LPapeXC1Ca5Jfo2YQm0bJ1+xbyqtUls230MK774MhYM7mn+27b7mGerO8C/to4VrW9fv3Sa/fOaYhf63jdX+WQmdVoEwZ1Up1wsyoYaMdhFxGuh0vDeE75FqZLGPv453UXXMrdWBUW3sr9WByOddJbbE8B4tYZdPzyF4U8sUz4F+KV1rBvTwNpFuHTl6hW3nD6q85I6LYLgTloCUU/cHsuLBYJmpdhpWI/8XYof7ukupiKH7odd1LbeswTFwvTzKRYIW+9Zoiz7W9EUcy+s0sIqdNI6qkqW1dokmCF1WgQhAJmI0FU+cgAtzhQdCyGgdlH85t0r2u8RlNkzC8piWBbOYxcLBDBa0i4XL11pTg56+exXDe0zUv5ARWW8ihVffBnjEzX0dBfBjGnlf72qSwLelSwvVGt4fONyWVwkCJpkvgWdM52Q1uh61U1z8Ym++VrWSGezZUDdVWj7+vocg0r0Fgzu0R4jAdNEWVV6Vxd7a7pHRo7i2YMnXVv0qQQ/bJ9SQcgbHdOCzrlgKGjf0Lj48ckL+ERffQJQ1VAamC5ij4wcxYPfVPvLq7XJFlun05Ov+7ThJp4LA9wMVOOzUjIvHK5MG4ezHIJbaYY8pFakfIEQJ5nIoQchqproOrz/t2crj20XtwseK1Ir41WsGtqH+7/2Azxz8KRvhOy10nR47wktMVcVBDMx+ajKkTOuNtlwttHTLSCWdnRq+AuCSTKRcgka5diLRvkVrDKJ1UnIrV0cUI9K40oLWVOkOmfeUypibOvV8vZ+RbeCYKWP3MZBAN4cWtf2MdKK6mlRUklCUHKTcglTa9t0Gkb3pjDJjBcOV9BTKrpa/bqIYksHzespYeLyFWVqx479icFkHXlC/YlJdXPIs/1wZLTSdhVKQQhK6gX90ZeOaS/lV9GuiM6aQZio6UX51dokril2oVQstIx7kjkyB42dUrGA1Yt7seuHp7T27yLCwsE9zZuAKTG3N8LIa47cDeumqCLPNzIhWVIt6COjFWWEGSTK8YqwyxqRrKpmuIrzEzX0lIquwhi1mFuFuIb3ntAuj2tdG1NPD85iYJ3WJs6rEmWeb2RC8qRa0L0WrQSJcrzSJQcG12BktOLZji0MYUrxhsGK+J0FtEyfjxMvT72zEQbQWW3ivIKNPEz2Cukl1YLu9YfhFuWoJk9VEXqBqPkzWaRA1NKsGahfhyhTO3O6ixj9wh1Kj7vl1OmEaNwNr0qUnXQdhPhJtaCr/jB6SkVXEVNNnqoi9ElmYxOASbDp1htdr8OD3zziK+alYgGzZnS5Pkn0lIqYPWsGKuNV17roW+9ZAsC7xo61vTJexcBzR/DoS8emdWsan6j5in0WPdwjoxXX5tqSahHiINU+dFVp1W33LmnZ16t6oqpRdIEolWLu1njajV0/OjXN02zd1PwcOT2lIravX4q7l13v+vrdy67HgcE1eGtoHR7fuFzpD9f1/Fvdmhj1VJT1tZcvO4sebmvMbs21JdUixIGvoBPRU0R0lohes237EhH9hIjGiOhlIpoXxeCCLDjxqp6oujHE5U8PwhMbl2Ns6x3Km5Cd2uT04lh+beEsZs+q57ithT1O7Nv7V5RxYHAN3hxahwODa1oaXW9YWXatW66LqhSwX3njNKK6/m5zCoIQBToR+tMA7nRsG2bmW5h5OYDvAPiC6YFZeAmKHdUk6bxG3tLtxqAjmnFiz7HqRr/2G5mu8+eMLR3iRhC3y/7j59rO1buN2+sGnVayOGYhX/gKOjO/AuAdx7Zf276djejdeL74ddCxbgyPN7oRbdk1houXrrSUnY0Dt8q9zhyr/Sbkhf1Gpuv8sfZTNbfwa3phx4RYuY27p9s97aTangauVaTKxHcuxEXoHDoR/SkRnQJwPzwidCLaTESHiOjQuXPuj/gm0EnPOPOy49UaapOM7mJ8UwmEep/PJzxy09ZYrQnBLg99tcroAnpRvf3G4TVZbB/HqqF9WDi4Z1rHJws/sSppXFv7OViosmEpzJIBaEyGXm6dDC12udfJaec4Xr8PobMJ7XJh5ocBPExEDwH4NwC2KvbbAWAHUK/lEvZ4Oqi8zn61SYIuHAqLc/Wkl7vD7r7xErHxaq2lFILdGbLgt0o4+HfnmyJtz0OrXCqWnROAb9mFgbWLXJ1Cc7qLWHfL9VpNt93OQVXAzKuwWZIM7z2B2mTrL+o915jLn4cpgyF0FiZC02cBbDDwPpFgj8qTwIr+C0TNCoN+UZXu5KaFXaTtcw4DaxfhxycvtETilhCsXtzrGtFbdk6vsgsWbk9GT2xcjq33LMELh9X1TLzOAfCeE0kjqtTTuEYtHV2yOFEsxEuoCJ2I3s/Mrze+vQ/AcXNDMktQcTTNzBkFMGhaVLVl1xge2DXWsrrTIkxe+sx4tcW37VWXpVqbxP7j57B9/VLXmuvV2qTyZ53jc3syCtMpyf6+bpF/WC93HH521ZoJkzcgmXQV/PAVdCLaCeB2ANcR0WnUUyt3EdEiAFMA3gbwx1EOsh2i+rDrVmB0W7hj/ZSzGcXVnHnwkr/Xlootj+N+nBmvon9FGVsClgnQEakw193+vqbqv8SVpjB5A1IRx01DyDa+gs7Mm1w2PxnBWCLBdP3xYoEw/PFlgUVQRbU2iW27j+HSlammGAQV81KxACIEjogtIfBakWsfl3UsHZFSvafqRmiV2rVjov6LV5rCZG7bOo51fqqnr3aI46YhZJtUrxQ1QdgORm7Okp5SEcMfX9Z43d/aVyoWMEfDZjderQUS49kzCy0OmaC5WrsQeK3IDdtJKOhiLkY0E3tRpymcczSTzM1ra/p88trZSTBHqmu5eKGbF3U+ultNkMerNdcCVlbpV/vP2N9fd3m9VVZg1owuFAvk6oDQwe1nq7VJFB31QryibKsuiyp69EtvhBEM1XVX3biiWuQVdZoijicAO51UtVIITiZa0Dlx66pj7zAf5H28bgpur4dpzVbsIrznmhk4P+F+E1FR7inh4qUrvqV4S8UCNqws44XDlbavSRT4dUGKcpymPisqFg7u6cj2ekK85KYFnRumoiKvaEc1mRbGMVObYnTPnIHRL9yhXXvdemzX2dfuWEljdUIvp5H1JGO3XaoI41aJsrnGyGhFOYEtE5VCEmRS0OOwb6luGmGbTltj619RVkb5BSJMMTdFB4B2RG85VkwKuCm7n9fvxd4tyct90o5bJYo0hVfqzW2iMoulgIXskUlBT9Lza0162cXe3jVIlSKxj03lVnCmAVYN7dNOz5iOCE3a/XSdRl5PWTpPZXGKpuqpo0CE7euXAkCzyUdPdxEXJmqw1iNbNeIBWeEpmCWTLhe/QlwmUAmks1KjtQLUmmjcdu8S37HpuhV0nziisK6ZXJUYxGkU9OnL2h53/XTVeKYaEbt9LOdtYm5Rm2Js230skrEJnUsmBT0O+5bXTaN/Rbn5ulvKQGdsOmWBVTeVnlIxcuuaybSW2+9L1cSji8i18JRfKYC4l8V7jUd3dXJcfWftSHGvfJPJlAsQvX3LbzLNS0C86rYHYfXiXjxz8GTL9ruXXY/H+pe2/f5emE5rOX9f93/tBzjwxjst+6ly6n6LauJeFu81HlOLzkwjxb3yT2YFPQ68bhpxCIhOR6GoiHJV4iMjR13F3IkzRz5rRte08cyacfUBM8p5Fa/cvNt2XWurzqIzk8TtmRfiRwRdgd8EWzsCojt5l2QxpijtfjtfPaW9r1V0zM0yai+7G8UNaGS0gm27j01LjTjr77ihKilsp1ig5gK2dsYX5Pcjxb3yT2YE3bSDwev9dB5NwwpIkMfepIsxRZXWCmL79MtJW7VwZs+aYbSWitdiqGptEo++dAzv1qY8f4/2z9fqxb3Yf/yc0c9v0PRJ0p8nIXoyIeimc39+76fzaBo2gg3y2JvmYkxhVtlar+t6+XVz0uPVWjOKdqulEiYY8JvYPO9SO8e6udiP9fjG5ZHcFMOkT9L8eRLMkAlBN53783s/3UfTMBFskMfeKNMe7eB3Q3xk5CiePXjStUxw/4oyNt16o+tk76qb5uKtv6+Gzklb2H+XYYOBsGkI+80lyknHMOmTtH6eBHNkQtDD5v5UkZnf+0X5aBr0vcPcNKJYYDO9x2lrhG23CNrF3Pl6/4py06Gz89VTmGRGgQibbr1R6dzRyUk7qYxfbfgRJhjwWgxVKhYwa0aXlu0wqknHsJ9Rv8+TrGjNNpkQ9DAfXq/IzO/9ouyWs3pxr2sRLVOPvVGkpx596di0FIMqXXJmvIrhvSeUq1vtN9LH+pdqWy/tkaWzauTE5Suu6Q8AnjcBv2DAq1eqNZmpe5OxL34yJZZRTQKLrTHbZELQw3x4vSIzv/cz9Wjq9gfywuEKNqwsG50gs2MyPeVXJdHJvJ6Sp1C284Sjiiz9Ji9VtXCuVSxssh8P8P8MOFv+ud1c5vWUjItlFOkTsTVmn0wIepgPr1daRef9TDg8VH8g+4+fw4HBNW29twqT1rQg/VitG6Iq3+3WkcgE1u9IVZVS9bRg70+iipz9PgPO11Wleq3r4iWWYStJmhRasTVmH52eok8BuBvAWWa+ubFtGMA9AC4DeAPAv2Dm8SgHGvTD65dWiXqlKZDMH4jJ/L/fOJ3VIa3r6RYx/95Nc41eb+dK02IXUHMWTPHA6vBkMnL2ChRUTh03n31SqQ6xNWYfnVouTwO407HtewBuZuZbAPwtgIcMj6tt4ijg5Ydf/ZEoMHneXuMsFQv4yieXtdSi6V9RxoaVZTgb9P345AVjdUPcyga4iblXC8CoasCoavQErf0SZR0aFWn4mxHaw1fQmfkVAO84tr3MzFYPtIMAbohgbG0RRwEvP5L4AzF53qoqiT2loud77j9+TulysXhk5Chueui7WDC4Bzc99F08MtK6+lJVSEqnbAAAXFPswrpbrvf8HbTjoApS5Mrrs5CWVEca/maE9jCRQ/8sgF0G3sc4bjlOq0Z1HJaspHy/ptJJYcfvJ1CPjByd5kOfZG5+bzlfvNIQupyfqPlOQpuL+TgjAAARPElEQVR2UKmujde1dLqILHpirvUCmE9Fig0yXtoSdCJ6GMAVAM967LMZwGYAmD9/fjuHa4uk8pTWH4j1wd6ya6zptHEeN40f/jB/4H4iqarlsvPVU01BN5WG8JuENu2gCvP7Ui2ajbHdbySkZW6gkwhdD52IPoP6ZOn97NFpmpl3MHMfM/f19vaGPVzbJJmn1Gm+EHeDhijxSzWpfOyTzM00hmpRz5nxKlbdNDfQePxWTwZNM4RJkXj9fi8oFiiptmeFtMwNdBKhInQiuhPA5wH8E2aeMDukaEgyT6kT0eXJA+yXqvGq5eK3xH9eTwnP/tGHlfXUVT/jN16TDio3vH6/eXWXpGVuoJPQsS3uBHA7gOuI6DSArai7WmYB+B7VDb0HmfmPIxxn2yT5R6Pzwc7bh99LJFW1XPywR/nP/tGHm9utVFVlvNqykCiKSeiBtYsw8NwR1KauHqnYRZ7H8fr93n/b/JZyCXlwl+T1RpVmfAWdmTe5bH4ygrFESpKV5nQ+2Hn78HvNB7jVcvGqvkiAa4ljt/ePbR7C6ct0fu9A9fvt6S7ihcOVaWJOADasjH6dRNRIdcf4ycRKURMkWWlO54Odpw+/zmRY3/vmNp0nv3PtNbh46YprsaueUhGzZ81o1omx8Hr/qH+nw3tPoDY5/QZUm+RQpWuZ0ZKKYUzvSpXGyXId/P7msnpeaYY85jON09fXx4cOHYrteGlC58Oblw/4qqF9rtFouaeEA4NrXJfIFwsEMFrSGCBME0+vSofW+0fNwsE9ypIC5UY9G90a8Vt2jbm+FwF4c2idspxA1v3heT2vqCCiw8zc57ufCLpgGpXgWSKlEvw53UV0z5zhW+zKC7f0TDu4ibBXvRpnHtxPoFTXorvYhUtXWJmKiurmFVdQ4XfTF6ajK+ihbYuCoMKv5IFqgnB8ojZt2fx4QDEHYNTyqbIarl7c22LLdKvqqGPRc7N4dhEwUZvynFeIYrI8Tuts3kwAaaFjcuhCtNgju57uIopdNC19Yp8P0J0AVu03p7s4rZ+nG2Esn87odOLyFWW1zO3rl07b18s374VbnvnMBX9Ri2KyPE7rbN5MAGlBBF1oG2c+9PxEDcUCoadUxIVqreXRXXcCWLWf1WDCEkGdhhp+43cuv/fyw1slmO0ip0ohuAmUW1rDnmZYMLjHc7zUGN+qoX1GUyJxRs15MgGkCRF0oW3cIrvaJGP2rBkY23pHy/5e7gen2HnVYbH+DyKmToI28VC9r65A6TiAvGyc9tSO6aX0cUbNSbrO8owIutA2YRsWu7l83Do8+U0sBo32/PqjeqF6X12B2rb7mG9aQ7XwqrvYhQlHnWCTKRFTUbPuxGocFtNOQwRdaBtTkV3YHG6QaM950/ATc7sP3i+K9BOokdGKsrG0s98q0NpE+1nF6lpTKRETUbMU5EoWEXShbUxFdiphqjS6+gRpB6ciaFu9bfcuMSZEXo4X583PufDK+j7qlEi7UXMcE6t5Wa8RBWJbFNrGVGMEL2EyZZ/TjWb9mniYPvbE5SvN8wtil0zbRGLUE6t5qkoaBSLoghH6V5QxsHZR3XbXWKYf9I9M1SEJqEd5j750rO1xqm4aBaLmzeiJjcsxtvWOSKx6Ks5P1JrC5NVcPO0dhaJuuygleb2RlItgBBO5U2u/BxQNlc9P1HxTL36o0kNxCKPbse1YwuQV5aZ9IjFqO6IsSPJGInTBCKYip/4VZZR96oq3Q5J9M61jqxpXA2jmhd3IwqKbqK9vlq9NHEiELhjBZOQ0sHaRMkr3a4ChQ9JR7rsO66Eda5Ivy4tuory+qqeci5eutP30lgckQheMYDJy6l9RVpYXL5BP4fGU4+WysUQ7yaeItKN6yhmv1mRyFBKhC4YIElXq2M5U7vAgi4DaJQp7nNcTi120TUS5ebX39a8oY3jviZZKnFlt2WgSEXTBCLqLUnQnT8uKxUpe+XWTmFwgo7MytdxTMipEeV/gI5Oj7oigC8bQiSp1F55EmUfWiVxNLZDRWZlq4rzs53RtqYhfv1vDlONQeYpgpVqjO745dCJ6iojOEtFrtm2fIKJjRDRFRL5F1wXBQjeyiiqP7LYwZcuuMSwY3INVQ/uaOVhTEaAqZ273vbud18hoBauG9mGhY1w65zRebRXzsONPK25rFrI0cRwVOhH60wD+EsA3bNteA7AewH+PYExCjgkSWUXhlnATWLfqhaYiQJWATjHjzaF1rq8FTZcEKWeQlwhWqjW64yvozPwKES1wbPspAFDGHQdC/CRtyfOLUK20hKlxhrkxBE33BIm68xTBJm0/TSOR2xaJaDMRHSKiQ+fOnfP/ASHXJG3J04lQrRWZJsYZJjWg8tqrtgeJuqO8zkHSREI0RD4pysw7AOwA6k2ioz6ekH6SjKz8lt8DVwXSxDjDpAZUDS6cHnxrIrQyXnXtaRoneXfVZAVxuQgdhV1g3YSwHe+81zGDiJrKa2/f7hRQHTH3KjnQLnH2IxXUiKALqSDORTB2gdU5bpzRp1eawu7BV02EzukughktjTSKBWr2Yo0Ck77wvC6IigMd2+JOAD8AsIiIThPR54joD4noNIAPA9hDRHujHqiQX5Kscd2/oowDg2vw+MblAIAtu8Za8r9xlmzdtltdItj+5KASyvGJGsa23oEnNi6flv8f/viySEXRVOkHqXfeHjoul02Kl75leCxCh5L047pfBB7nqkRVizprLBZ+7pm45ylMuYKS/ixkHSnOJSRO0su4/SJw3egzTpdH2hbWmHIFJf1ZyDqSQxcSJ+ll3H4iohN9msqzz+kuthSdsrbbSePCGhNPBUl/FrKOROhC4iQdbfpF4DrRp6k8+9Z7lqBYmG5PVE1oWvn/N4fW4cDgmlykJJL+LGQdidCFxDEZbYZxSOhE4Fb0ab3/ll1jzRWlJvPsJq5Fll0iXuef5fOKC+IY60v39fXxoUOHYjue0Fk40x6Afr9Qp1isXtyL/cfPTRMPAMr3t3ztTso9JRwYXKP1/ibEqZ1rkGbyel66ENFhZvYthCiCLuSGVUP7PEVVF5V4XFPscs1vlz3axm1fvxRA643AiSlxMnUN0kZez0sXXUGXHLqQG6IseVutTbqKufX+Xnl2nWqIpnzteXWJ5PW8TCM5dCE3RF3y1uu4gNrloft+JsQpry6RvJ6XaSRCF3KDKYeESiR6SsVQ768rOibEKa8ukbyel2lE0IXcEHXJ2233Lgn1/m7v58SUOCVdnjgq8npeppFJUaHjcbPDAWYX7cTlcjGJ2ATTg7hcBEGDTrfDqZDrki50BV0mRYWOJs5iUFmKeE1elyydd9YRQRc6mrjscFnr6GPqumTtvLOOTIoKHY2pOt5+xFlT3QSmrkvWzjvriKALHU1cdrisLYwxdV2ydt5ZRwRd6GjissPF9SRgClPXJWvnnXUkhy50PHF09zHV0SdOTFyXLJ63aeKcFNbpKfoUEZ0lotds2+YS0feI6PXG/3MiGZ0g5IROXRjTqedtEXePVF8fOhF9BMBvAHyDmW9ubPtzAO8w8xARDQKYw8z/we9g4kMXBKGTMFUl0pgPnZlfIaIFjs33Abi98fXXAfxfAL6CLgiCkHceGTmKna+ewqRHsBzVpHDYSdH3MvPPG1//AsB7VTsS0WYiOkREh86dOxfycIIgCOnnkZGjeObgSU8xB6KbFG7b5cL1nI1y9My8g5n7mLmvt7e33cMJgiCklp2vnvLdJ8pJ4bCC/ksiuh4AGv+fNTckQRCEbOIVmccxKRzWtrgbwKcBDDX+/7axEQmC0ILUQ8kGBSJXUS8Q4Y3td0V+fB3b4k4APwCwiIhOE9HnUBfyf0pErwP4aON7QRAiIG7rmxCeTbfeGGi7aXRcLpsUL/2B4bEIguBCnBUhhfZ4rL/eFNxyuRSIsOnWG5vbo0ZWigpCypF6KNnisf6lsQm4E6nlIggpR+qhCLqIoAtCygla+XBktIJVQ/uwcHAPVg3tk1x7ByEpF0FIOVaeXMflIg0lOhsRdEHIALqVD2UCtbORlIsg5AiZQO1sRNAFIUfIBGpnI4IuCDkirpZ6ppGJXDNIDl0QckSQCdS0IBO55hBBF4ScEUdLPZPIRK45JOUiCEKiyESuOUTQBUFIFJnINYcIuiAIiZLVidw0Ijl0QRASJYsTuWlFBF0QhMTJ2kRuWpGUiyAIQk4QQRcEQcgJIuiCIAg5QQRdEAQhJ4igC4Ig5ARi5vgORnQOwNs+u10H4FcxDCcKZOzJIGOPn6yOG8jm2N/HzL1+O8Uq6DoQ0SFm7kt6HGGQsSeDjD1+sjpuINtj90NSLoIgCDlBBF0QBCEnpFHQdyQ9gDaQsSeDjD1+sjpuINtj9yR1OXRBEAQhHGmM0AVBEIQQpErQiehOIjpBRD8josGkx+MFEd1IRPuJ6G+I6BgR/Ulj+1wi+h4Rvd74f07SY3WDiApENEpE32l8v5CIXm1c+11ENDPpMbpBRD1E9DwRHSeinxLRhzN0zbc0PiuvEdFOIromrdediJ4iorNE9Jptm+t1pjr/uXEOPyGiDyY3cuXYhxufmZ8Q0beIqMf22kONsZ8gorXJjNoMqRF0IioA+C8APgbgAwA2EdEHkh2VJ1cAPMjMHwBwG4B/3RjvIIDvM/P7AXy/8X0a+RMAP7V9/2cAHmfmfwTgPIDPJTIqf/4TgP/NzIsBLEP9HFJ/zYmoDODfAehj5psBFAB8Cum97k8DuNOxTXWdPwbg/Y1/mwF8NaYxqngarWP/HoCbmfkWAH8L4CEAaPzNfgrAksbP/NeGFmWS1Ag6gA8B+Bkz/x0zXwbw1wDuS3hMSpj558z848bX/w91YSmjPuavN3b7OoD+ZEaohohuALAOwF81vicAawA839glreO+FsBHADwJAMx8mZnHkYFr3mAGgBIRzQDQDeDnSOl1Z+ZXALzj2Ky6zvcB+AbXOQigh4iuj2ekrbiNnZlfZuYrjW8PArih8fV9AP6amS8x85sAfoa6FmWSNAl6GcAp2/enG9tSDxEtALACwKsA3svMP2+89AsA701oWF48AeDzAKYa3/8WgHHbBz6t134hgHMA/kcjXfRXRDQbGbjmzFwB8GUAJ1EX8gsADiMb191CdZ2z9rf7WQD/q/F11sbuSZoEPZMQ0XsAvADgAWb+tf01rluIUmUjIqK7AZxl5sNJjyUEMwB8EMBXmXkFgItwpFfSeM0BoJFvvg/1m9I8ALPRmhbIDGm9zn4Q0cOop0ufTXosUZAmQa8AuNH2/Q2NbamFiIqoi/mzzPxiY/MvrcfNxv9nkxqfglUA7iWit1BPa61BPS/d00gFAOm99qcBnGbmVxvfP4+6wKf9mgPARwG8ycznmLkG4EXUfxdZuO4Wquucib9dIvoMgLsB3M9X/dqZGLsuaRL0HwF4f2PWfybqExW7Ex6Tkkbe+UkAP2Xmv7C9tBvApxtffxrAt+MemxfM/BAz38DMC1C/xvuY+X4A+wF8vLFb6sYNAMz8CwCniMjqHvwHAP4GKb/mDU4CuI2IuhufHWvsqb/uNlTXeTeAf95wu9wG4IItNZMKiOhO1NOM9zLzhO2l3QA+RUSziGgh6hO7P0xijEZg5tT8A3AX6jPQbwB4OOnx+Iz1H6P+yPkTAGONf3ehno/+PoDXAfwfAHOTHqvHOdwO4DuNr/8h6h/knwF4DsCspMenGPNyAIca130EwJysXHMAjwI4DuA1AP8TwKy0XncAO1HP9ddQfzL6nOo6AyDUHWpvADiKupMnbWP/Geq5cutv9b/Z9n+4MfYTAD6W9LVv55+sFBUEQcgJaUq5CIIgCG0ggi4IgpATRNAFQRByggi6IAhCThBBFwRByAki6IIgCDlBBF0QBCEniKALgiDkhP8P3UroTWreVzsAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -71,15 +81,13 @@ } ], "source": [ - "def vectors3(rides) -> tuple:\n", - " \"Return vectors of (miles, miles/hour, feet/mile)\"\n", - " return ([r.miles for r in rides],\n", - " [r.miles / r.hours for r in rides],\n", - " [r.feet / r.miles for r in rides])\n", + "def column(attr, rides): return np.array([getattr(r, attr) for r in rides])\n", "\n", - "mls, mph, fpm = vectors3(rides)\n", + "miles = column('miles', rides)\n", + "hours = column('hours', rides)\n", + "feet = column('feet', rides)\n", "\n", - "plt.scatter(fpm, mph);" + "plt.scatter(feet/miles, miles/hours);" ] }, { @@ -88,12 +96,12 @@ "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 the two simplest nonlinear functions I could think of). I'll also make the plot prettier and bigger:" + "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": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -119,12 +127,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -134,61 +142,61 @@ } ], "source": [ - "show(fpm, mph)" + "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 from around 50 ft/mile grade 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 even 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." + "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 Duration\n", + "# 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": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "def duration(dist, climb, F=poly_fit(fpm, mph, 2)) -> float:\n", + "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": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'Coast: 69.1 min, Creek: 62.5 min.'" + "'Coast: 69.2 min, Creek: 62.5 min.'" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "f'Coast: {duration(15.7, 344):.1f} min, Creek: {duration(13.5, 735):.1f} min.'" + "f'Coast: {time(15.7, 344):.1f} min, Creek: {time(13.5, 735):.1f} min.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This suggests the shorter creek route would be about 6 or 7 minutes faster. Good to know, but other factors (like the scenery) are probably more important in making the choice." + "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." ] }, { @@ -202,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -212,12 +220,14 @@ " for segment in lines:\n", " title, mi, ft, *times = segment.split(',')\n", " for time in times:\n", - " time = hours(*time.split(':')[::-1])\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", - "mls2, mph2, fpm2 = vectors3(segments) " + "miles2 = column('miles', segments)\n", + "hours2 = column('hours', segments)\n", + "feet2 = column('feet', segments) " ] }, { @@ -229,12 +239,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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f74fX6wUADAwMIBKJIBqNwuVyAQB8Ph98Pp+pcwqFQrOeU0FBQco5AZj1nGw2G+mcAGR1nMyYk1nHqbq62pS1l2pO5eXlZHOKRCKmrb1Uc0pCcZzKyspIf5/mzJlDtvaqq6vJXiOSmLH2Us0peRUYit8nq9Vq6mv55DnF43FtXssnz6myspLsda+yspJsTsn/Qkv1Wp6E4jjNnTvX1NfyyXMqLCwkW3vV1dWm/22UnFMSqn9z58yZk9VxymZOiUSC9O+IkZERsteI5PMzPU7ZzKmiomLKnGbC4vF4EjM+6j2K2+1GVVWVdm4A6O7uRmNjI4lb5y6UfsrmgL7dZa2r8cta53dT+6U7vxuQ1xgVblnravy5ttbz8p0UsyguLjbV53A40NrairVr1+JrX/saHA6HqX4uzO7C5ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXHbCMaRN5SUlJjmcjgcaG5uRk9Pz9jXdu/eja6uLtjtdtN+DgdmduF0c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LIuOWdlDQkP7dnBu3t7RM2KADQ09OD9vZ2034GF2Z24XRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsi4ZZOShkWLFpnmmu4mNskTkHTCzC6cbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FQYGbdsUtIw/io2s6W+vj7l1+vq6kz7GVyY2YXTzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoj45ZNShrC4bBprra2NjQ0NEz4WkNDA9ra2kz7GVyY2YXTzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoj45YT59Ng5iXe7HY7urq60N7eDqfTibq6OrS1tWl30jxgbhdON4efEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfiqMjFveSUlD8iY4ZmG329HR0YGtW7fi9ttv13KDApjfhcvN4adE1+7SXI1fuvO7OfyU6NpdmqvxS3d+N4efCiPjlk1KGkpLS7V0U6NzF+meX25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VBgZt2xS0lBUVKSlmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkgaXy6Wlmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkobpLhuc625qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaAoGAlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaRkZGtHRTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSUFlZqaWbGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsi4ZZOShsHBQS3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGnZebFJfLhWg0ikgkgoGBAQCA1+uF3+8HADidTsRiMYTD4bFoHo9n7PNy/f39iMfjKCoqGrv5jNvtRjAYBAD09fUBAILBINxuN4DRm9SEQiHE43H09/cDGP38ncfjATB6cMLhMGKxGJxOJ8rLy+H3++H1egEAAwMDiEQiiEajY1dA8Pl88Pl8ps4pFArNek5JJs8JwKznZLFYSOeUfHymx8mMOZl1nMrLy01Ze6nmNGfOHLI5JcdmxtpLNackFMepuLiY9PfJZrORrb3y8nKy14gkZqy9VHOyWq1ZHads5pRIJEx9LZ88p+R4dXgtnzynkpISste9kpISsjmFQiHT1l6qOSWhOE6FhYWmvpZPnpPVaiVbe+Xl5ab/bZScUxKqf3NtNltWxymbOSV/HtXfEZFIhOw1Ivn8TI9TNnOaO3fulDnNhMXj8SRmfNR7lFgshoKCAu3cANDd3Y3GxkYSt85dKP2UzQF9u8taV+OXtc7vpvZLd343IK8xKtyy1tX4c22t5+U7KWaR3O3p5qZG5y7SPb/c1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwMm7ZpKShrq5OSzc1OneR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FkXHLJiUN4z8XqZObGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsi4ZZOShvEn5erkpkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKGiokJLNzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ06n1hFic5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTISfOm4zOO21KdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KeSfFZJI3FNPNTY3OXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fk3HrOlInknTozxeFwoLW1FWvXrkVrayscDodp7lyCcuzUXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fk3DaCceQNtbW1GT/W4XCgubkZPT09Y197+eWX0dXVBbvdPit3rkE5duou0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJueSclDT6fL+PHtre3T9igAEBPTw/a29tn7c41KMdO3UW655ebGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVGxi2bFJPo7+9P+XWn08k8EkEQBEEQBEHQG6WblJ07d+Kiiy7Csccei8rKSmzevHnKY/bt24fPfvazWLZsGerr67Fq1Sq8+eabLOObN29exo+tr69P+fW6urpZu3MNyrFTd5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRcSvdpAQCAaxYsQK333475s6dO+X7//znP7FmzRrY7Xb87ne/w/PPP4+2tjaUlpayjM/lcmX82La2NjQ0NEz4WkNDA9ra2mbtzjUox07dRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGrfTE+dWrV2P16tUAgC9+8YtTvt/e3o7TTz8dt9xyy9jXjjjiCK7hobq6OuPH2u12dHV1ob29HU6nE3V1dWhra0t50ny27lyDcuzUXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fk3Dl7da94PI4nn3wSGzduxPnnn4/du3dj2bJl+PKXv4zzzjuPbQzZYLfb0dHRQeLOJSjHTt1FuueXmxqd16N053dz+CnRtbs0V+OX7vxuDj8VRsZt8Xg8CYKxZM3ixYtxxx134JJLLgEw+rbQ8uXLUVJSghtuuAGrVq3Cs88+ixtvvBEPP/ww1qxZk9LT3d3NOWxBEARBEARBELKksbEx7fdz+p0UADj77LOxYcMGAMBxxx2H3bt3o6OjY9pNykwTfq/Q3d0tLZiR5mqQ7vxIczVIdzVId36kuRpyrXvOXoK4uroaNpsNy5cvn/D1o48+Gvv372cZg9fr1dJNjc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWTcObtJKSoqwvHHHz/l41v79u3D0qVLWcZQUFCgpZsanbtI9/xyU6PzepTu/G4OPyW6dpfmavzSnd/N4afCyLiVftzL7/fj7bffBjD68a79+/djz549qKqqwtKlS/GVr3wFn//857Fy5UqsWrUK27dvx6OPPpryfioUlJWVaemmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJupe+kvPrqq1i1ahVWrVqFw4cP47bbbsOqVatw6623AgDWrl2LH/3oR7jrrruwcuVK3Hfffbj33nunPR/FbCjvFq/zneh17iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj486Zq3vlIrFYjOxtNUo3QHvyk85dKP3UJ5zp2l3Wuhq/rHV+N7VfuvO7AXmNUeGWta7Gn2trPWfPSckFotGolm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoahoeHtXRTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSsGDBAi3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNHg8Hi3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNBQWFmrppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKG0tFRLNzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ39/f1auqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWmora3V0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDJBLR0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDIBDQ0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDdXW1lm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+POy02Ky+VCNBpFJBLBwMAAAMDr9cLv9wMAnE4nYrEYwuEwBgcHAYxevzm5y+vv70c8HsfBgwcxNDQEAHC73QgGgwCAvr4+AEAwGITb7QYADA0NIRQKIR6Pj50cFAgExq4LPTg4iHA4jFgsBqfTCbfbDb/fD6/XCwAYGBhAJBJBNBqFy+UCAPh8Pvh8PlPnFAqFZj2n5GMnzwnArOfU399POqcDBw5kdZzMmJNZx8ntdpuy9lLNaXBwkGxODofDtLWXak5JKI5Tso0Zay/VnFwuF9nac7vdZK8RScxYe6nmNL6P2b9PBw4cMPW1fPKc3nnnHW1eyyfPaWhoiOx1b2hoiGxODofDtLWXak5JKI7TwYMHTX0tnzyn/v5+srXndrtN/9soOackVP/mju9j9u/T/v37Sf+O6O3tJXuNSD4/0+OUzZwGBwenzGkmLB6PJzHjo96jBINBlJSUaOcGgO7ubjQ2NpK4de5C6adsDujbXda6Gr+sdX43tV+687sBeY1R4Za1rsafa2s9L99JMQvKRUbppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpCH5lphubmp07iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj45aPe+Up1G+VClOR5mqQ7vxIczVIdzVId36kuRpyrbu8k5KG8SeI6uSmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkIRwOa+mmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkoaqqSks3NTp3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDcnrS+vmpkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKG0tFRLNzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ1FRUVauqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWlwuVxauqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWmor6/X0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDIBDQ0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnDyMiIlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaKisrs3q8w+FAa2sr1q5di9bWVjgcjmm/f9111035vi5k2yVX3Bx+SnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMm7ZpKRhcHAw48c6HA40Nzejs7MTO3bsQGdnJ5qbm8c2IjN9Xyey6ZJLbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FQYGbdsUtJQXl6e8WPb29vR09Mz4Ws9PT1ob2/P6Ps6kU2XXHJz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsi483KT4nK5EI1GEYlEMDDzJSGAAAAgAElEQVQwAADwer3w+/0AAKfTiVgshnA4PLaz83g8Yyf19Pf3Ix6PIxqNjt0h0+12IxgMAgD6+voAAMFgEG63GwDQ29ubciz79+/P6PsDAwOIRCKIRqNjl2nz+Xzw+XymzikUCmU8p6GhIYRCIcTjcfT39wMYPfEp6RwcHEQ4HEYsFoPT6QQA+P1+eL1ew3MKBoOkcxoeHk45J4/HQzYns46TzWbL6jhlM6dEIkE2p6GhIdPWXqo5JaE4TvF4nPT3KRKJkK09m81G9hqRxIy1l2pOoVAoq+OUzZz8fr9pay/VnDwejzav5ZPnZLFYyF73LBYL2ZySz6F6LU9CcZxGRkZMfS2fPKdQKES29mw2m6mv5ePnlITq39zkcaX4ffL5fKR/Rxw6dIjsNSL5/EyPUzZzAjBlTjNh8Xg8iRkf9R7F6XSirq4uo8e2trais7NzytdbWlrQ0dEx4/fNpru7G42NjaZ7gey65JKb2k/ZHNC3O/Ux1XWtU/tlrfO7qf3Snd8NyGuMCresdTX+XFvreflOillkE7OtrQ0NDQ0TvtbQ0IC2traMvq8TlL98lG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSMP4tx5mw2+3o6upCS0sLmpqa0NLSgq6uLtjt9pTfb25unvB9ncimSy65OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3DaCceQN4z/vngl2uz3tR7fGf9/r9aKiomJW41NFtl1yxc3hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KI+OWd1LSQLmJ0HWDAujdRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNCSvQKCbmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkoasd33xGApefBpz7toExKLmunMI+S8QatC1uzRX45fu/G4OPyW6dpfmavzSnd/N4adC3kkxGas1+zzFv+mA7eVnYXt5u+nuXIFy7NRdpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWTces6UieRNcDLGWoDImk8DAAr/8AiQmP4WNFm7cwjKsVN3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDbW1tVk/J3rKGiTK5qGg5++w/mOvqe5cgXLs1F2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUmDz+fL/knFczBy+noAQNGTj8zK7XA40NrairVr16K1tRUOhyP78RBgqEsOuDn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNxynxQCRs44F4VP/AoFrz4Hi/MdJOqWZu1wOBxobm5GT0/P2NdefvllbW8AKQiCIAiCIAiZIu+kpGHevHmGnpeomI/oyk/Ckkig6MlOQ+729vYJGxQA6OnpQXt7u6ExmYnRLqrdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpMHlchl+buTM0RPobTueBIY9Wbv7+/tTft3pdBoek1nMpotKN4efEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWmorq42/NzE4iMQ/eC/wzISQeFffpe1u76+PuXX6+rqDI/JLGbTRaWbw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNMTj8Vk9f+Tdd1MK/+cxIBLOyt3W1oaGhoYJX2toaEBbW9usxmQGs+2iys3hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KI+POy02Ky+VCNBpFJBLBwMAAAMDr9cLv9wMY/chULBZDOBzG4OAgAMDj8SAQCAAY/ahVPB7H0NDQ2HWd3W43gsEgAKCvrw8AEAwG4Xa7AYxe/zkUCiEej499VMu37GhEFjfA6nMj9KfHEA6HEYvF4HQ6x8bj9XoBAAMDA4hEIohGo3C5XLDb7XjooYfQ3NyMpqYmrFu3Dr/5zW9QX18/qzmFQqFZzSkQCODgwYMAgMHBwQlzApB2TsDo1R2SV3hIdZwOHjxIOieXy5VyTh6Ph2xOZh0nr9eb1XHKZk6HDh0im1NfX59pay/VnJJQHKdDhw6R/j4NDg6SrT2v10v2GpHEjLWXak7JY0Lx++RyuUxbe6nm1N/fr+w1YrZzcrvdZK97brebbE7J71O9liehOE5DQ0OmvpZPntPAwADZ2vN6vaa+lo+fUxKqf3OT/zfF75PT6ST9O6Kvr4/sNSL5/EyPUzZzcrvdU+Y0ExaPxzP9HQeFWWN77inMue8WxBfZEbzlQYDpTqHd3d1obGxk+VnCKNJcDdKdH2muBumuBunOjzRXQ651z8t3Uswik13eTEQ/+nHE59fA2udAwZ7/NdWtCsqxU3eR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FkXHLJiUNBQUFs5fYbBj55PkAgFjXL8ZuzvjVr341Z27OmC2mdFHg5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WRccvNHNNQVlZmimfktLWwdf0MZT3/h31Pv4lXvYcBAK+99pqWN2c0qwu3m8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVGxi3vpKTBtHuSlJThyZE5AICvHbVw7Mu5cnPGbKG8Vwv1fWBy4T4zRtG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCyLhlk5KGmpoa01w/H4ogGk+gZVEl7HOLxr5OsdgcDge+/e1vY+3atWhtbTX9Y2VmduF0c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkoZoNGqaq6B2MX51wA2b1YJrjvrXgTL75owOhwPNzc148sknsWPHDnR2dqK5udnUjYqZXTjdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpGF4eNg0V1tbG7YcLgQAXLasGguKCkhuztje3o6enp4JXzP7Y2VmduF0c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkoYFCxaY5rLb7bjjV4/iVUsJSmxW3P2pU0lOmk/ehGcyZn6szMwunG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSkLzTplnY7XYsv/5WAMC5c0Zgr1s4wzOyp76+PuXXzfxYmdlduNwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkobCw0HRnfPkHETvyWBQEh1H4zBOm+9va2tDQ0DDha2Z/rIyiC4ebw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNJSWlpovtVgQOfszAIDCJ38NmHwClN1uR1dXF84880w0NTWhpaXF9I+VkXRhcHP4KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCyLhlk5KG6c7vmC2x409GZEE9rEMu2F78q+l+u92Om2++GVu3bkVHRwfbeS+57ubwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXEr3aTs3LkTF110EY499lhUVlZi8+bN0z5248aNqKysxF133cU2vtraWhqx1YrY2nffTXniV0AiQfNziCDrQuzm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxK92kBAIBrFixArfffjvmzp077eMef/xxvPLKK9OeFE5FJBIhcwdOPBXxymoUvPMWCva8SPZzKKDsQunm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxK92krF69Gps2bcL69ethtaYeSm9vL66//nrcf//9sNlsrOMLBAJ07sgIRlZfAAAoeuJhsp9DAWkXQjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIw7p89JiUajuOKKK/D1r38dy5cvZ//51dXVpO6Rj69DYm4pCv7+Gqxv/Y3sZ5kNdRdKqP2U6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3LxvTWTJbbfdhvnz5+Pyyy/P+Dnd3d2EIzKfRR9uQu1zTyLy6/vRc8HVprp1a5EPSHM1SHd+pLkapLsapDs/0lwNnN0bGxvTfj9nNynbt2/Hww8/jO3bt2f1vJkmnA3BYBAlJSWm+VK5LTWtSLz4Z1S8+SrKfEPYdO9P0d/fj/r6erS1tRm+Mld3d7epLcbD0YUKSj9lc0Df7tTHVNe1Tu2Xtc7vpvZLd343IK8xKtyy1tX4c22t5+zHvXbs2AGn04nly5ejuroa1dXVeOedd3DjjTdixYoVLGMwsgj+4RlB6zOHEIzGM3InKqsRPXk1LIkEXr3pa+js7MSOHTvQ2dmJ5uZmOBwOQ2OnhPKXj9LN4adE1+7SXI1fuvO7OfyU6NpdmqvxS3d+N4efCiPjztlNyhVXXIGdO3di+/btY/+rr6/HF7/4RTz++OMsY+jr68vq8YlEAldtd6Pz7cO4Zddwxu7I2RcjDqC50oYlc/51R86enh60t7dnNQYOsu2SK24OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm30o97+f1+vP322wCAeDyO/fv3Y8+ePaiqqsLSpUtRU1Mz4fE2mw21tbWkbwGOZ9GiRVk93mKx4Icfq8QZ2wbwkzf8WGefg3+vLZ7RnahbgqfDNpxeHMU1Ry3Eta8fGPue0+k0NnhCsu2SK24OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm30ndSXn31VaxatQqrVq3C4cOHcdttt2HVqlW49dZbVQ5rjGAwmPVzPrygCBs/UIYEgC/tcONwNPWNGie7/1g6evBa7dVYUFQw9vW6urqsx0CNkS654ObwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXEr3aQ0NTXB4/FM+d8999yT8vF79+7Fl7/8ZbbxhcNhQ8/7xofm4dhKG97yxdC+y5eR+z823Yy/+kZQYrPiK+8bfQepoaEBbW1thsZAidEuqt0cfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDLunD0nJReoqqoy9LziAgt+0lSFAgvwkzf8eME19cBMdtvtdti/9l0AwFca6/AfF5yHrq4uw1f3osRoF9VuDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VBgZt2xS0jA0NGT4uR9eUISvpvnYVyr3wqZPIHrMh1BmBe5Z/4mc3KAAs+ui0s3hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KI+OWTUoaSktLZ/X8b35oHo6Z5mNf07lH1n0WAFD4x04gHJrVz6ditl1UuTn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDUVHRrJ5fXGDBT07518e+/nfcx76mc8f+7QTEGo6BddiDwmefmNXPp2K2XVS5OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3LJJSYPL5Zq14/ia8R/78ox97Gtat8WCyLpLAACFT2wBoiOzHoPZmNFFhZvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VRsYtm5Q01NfXm+JJfuxrny869rGvdO7Yh09GbPERsB4agO25p0wZg5mY1YXbzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoj45ZNShoCgYApnskf+3rOGU7vtloxsnb03ZSibQ8D8Zgp4zALs7pwuzn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnDyIh5H7U6vqYI13ygfOxqX97DkbSPj570ccRrFsHq2g/bS8+aNg4zMLMLp5vDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VRsYtm5Q0VFZWmur7xofK8W9VNvQMx3BntyX9gwtsiHzqYgBA4bZfAonUd65XgdlduNwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkYXBw0FRfUYEF9zRVwWYBOv4ewDN96S8xHD1lDeKV1SjofQsFrz1v6lhmg9lduNwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkoby83HTncdVF+MaHRr1f2uGBLxKf9rGOvn5sHh59x2X/j74Lxz//afp4jEDRhcPN4adE1+7SXI1fuvO7OfyU6NpdmqvxS3d+N4efCiPjzstNisvlQjQaRSQSwcDAAADA6/XC7/cDAJxOJ2KxGMLh8NjOzuPxjJ3U09/fj3g8jmg0OnaHTLfbjWAwCADo6+sDAASDQbjdbgCjd9IMhUKIx+Po7+8HMHqSkMfjATC6gwyHw4jFYrh4YQAfrLZhfyCGb+wcHd/AwAAikQii0ShcLhccDgfOOeccfOnxv+BgeASNiRC+/9kL0N3dPas5hUKhWc8p6Rw/J6fTCQDw+/3wer0p5wQAPp8PPp9v2uMUDAZJ5zQ8PJzxcTJrTmYdJ5vNNuu1N92cEokE2ZyGhoZMW3up5pSE4jjF43HS36dIJEK29mw2G9lrRBIz1l6qOYVCoayOUzZz8vv9pq29VHPyeDzKXiNmOyeLxUL2umexWMjmlHwO1Wt5EorjNDIyYupr+eQ5hUIhsrVns9lMfS0fP6ckVP/mJo8rxe+Tz+cj/Tvi0KFDZK8RyednepyymROAKXOaCYvH48mdkx1yDKfTibq6uowf73A40N7ejv7+ftTX16OtrQ12uz3lY7d39+P85+KIxIHOT1bjk0vmTPh+a2srOjs7AQBfP2ohbv+3RXhuyI+76j6Ejvvvn3Es3d3daGxszHjs2ZBtl1xxU/spmwP6dqc+prqudWq/rHV+N7VfuvO7AXmNUeGWta7Gn2trPS/fSTGLbDcozc3N6OzsxI4dO9DZ2Ynm5mY4HI6Uj29qrMe3jp8HAPjKTjc84Ykf+0ruZAHgnp5BDIajWFldhvqhAwZmYi6Uv3yUbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FQYGbdsUtIw/i3HmWhvb0dPT8+Er/X09KC9vX1a94Z/K8NHa4rQH4zjm//rmfD98Te9CcTi+NFbBwEAV1RkPCQysumSS24OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSMP7z7jMx/p2P8SQ/u5fKXWC14CdNlZhbYMEjbx3GNsfhse+3tbWhoaFh7P//cc8gvNEEViQOw/r33RmPi4JsuuSSm8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVGxi2blDRUVGT+tsX4dz7GM93bW0n3URWF2HTC6Me+Nj7nwcDh0YNot9vR1dWFlpYWNDU14cxzz0f4k+cBAIoe/8UEl8PhQGtrK9auXYvW1tZpP2JmlMn+5IlUFGTTPBf9lFCOXVc3NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWlIXoEgEya/8wEADQ0NaGtrm9F91YpSnFJXhMFQHNc850Hi3Rs32u12dHR0YOvWrejo6EBJy2VIzC2F7W+7YP3HXgDTnwtz4IA5566k8q9bt870jVCSbJrnop8SyrHr6qZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDdns+ia/89HS0oKurq5pr+413m21WPCTpiqUF1qwrTeER946nPI5KC3HyOrzAfzr3ZTpzoW59957Mx57OlL5e3t7pz3XZrbIf4GYHl3/y480V+OX7vxuDj8lunaX5mr80p3fzeGnwsi4bQTjyBus1uz2cMl3Poy4l5XZcNtJFdiww4NvvODBKXVFWFI29fBEVl+Awj92wvb6S7Due2Pac2HM2mlne67NbMm2ea75KaEcu65uanRej9Kd383hp0TX7tJcjV+687s5/FQYGbeeM2UieRMcLvclR5XgzKVz4BtJYMNOD+KJFLewKZuHkTPePTfldw9Ney5MTU2NKePM9lyb2ULZnMNPCfd61MFNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj45ZNShpqa2tZ3RaLBf9vZSXmF1vxdF8YP/17IOVzI2e2IFE8B7bXXkD75y9JeS7MF77wBVPGme25NrOFsjmHnxLu9aiDmxqd16N053dz+CnRtbs0V+OX7vxuDj8VRsYtm5Q0+Hw+dndtSQHuXFkJANj0kg/7vCNTH1ReiZFPNAMA7C8+NeVcmLvvvhv33nuvKVf7SnWuzUMPPTTtuTazhbI5h58SFesx193U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybjknJQdZf8RcfPp9c/Hrtw/j6u1u/OHsGtislgmPGTnz0yj8n8dge3UnGs79z7FzYZJX4xp/svvLL7+c9iT+TEmk+viZIAiCIAiCIJiMvJOShnnz5ilz3/HvlVhUYsVLAyP4f3un3qUzUTEfIx8/BwBQ1PWzsa9Pd7Uvo1fjSnUJ4ksvvZTsEsSUzTn8lKhcj7nqpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FkXHLJiUNLpdLmbuy2Iq7T6kCANy+24c9Q5Epjxn51MVIFBXDtmsnrD1vAjD/alxmb3pmgrI5h58SlesxV93U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKG6ulqp+/TFc3DFMaUYiQNfeNaNUHTix60SFfMxcsa5AICixx4EYP7VuLgvQUzZnMNPier1mItuanRej9Kd383hp0TX7tJcjV+687s5/FQYGbdsUtIQj8eVu79z4jwcOa8Af/NE0b5r6klHkbMuGrvSl/Wtv5l+NS7uSxBTNufwU5IL6zHX3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkwev1KneXFlpx36r5KLAAP37Dj2f7wxMfMK8SI5989y70jz04djWuM888c+xqXLM5aT7VpmfZsmVklyCmbM7hpyQX1mOuuanReT1Kd343h58SXbtLczV+6c7v5vBTYWTceblJcblciEajiEQiY3de93q98PtHT0B3Op2IxWIIh8MYHBwEAHg8HgQCo/cl6e/vRzweR3l5+djNZ9xuN4LBIACgr68PABAMBuF2uwGM3qQmFAohHo+PfUQqEAjA4/EAAAYHBxEOhxGLxeB0OlFTUwO/3z920AYGBhCJRBCNRsc+t+fz+eDz+XBiTRGuPtKCBICrnz2Et/sOTphT5KxPI148F7a9LyH2xi6Ulpbi5ptvxkMPPYQf/ehHsNvtY3MKhUJZzam2thaPPvoo1q5di6amJpx77rnYvHkz7Hb7lDkByHhO0x2noqKirI9TNnOyWq1ZHScz5mRk7aWaU01NjSlrL9WcKioqyOYUjUYNrb1M55SE4jjNmzfPtLWXak4lJSVka6+mpsa0tTd5TknMWHup5lRcXJzVccpmTjabzdTX8slzAqDsNWK2c5o/fz7Z6978+fPJ5hSNRrM+TtnMKQnFcSotLTX1tXzynIqLi8nWXk1Njel/GyXnlITq39ySkpKsjlM2c7JYLKR/R8RiMbLXiOTzMz1O2cypqqpqypxmwuLxeOS6stPg9XpRUVHB5nY4HGhvb0d/fz/q6+vR1tY29g7ISDyBNb8fwK7BEVx45Fzct2r+hOcWPfoAih7/BaIrjkfomz9Ed3c3Ghsb2caug5vaT9kc0Lc79THVda1T+2Wt87up/dKd3w3Ia4wKt6x1Nf5cW+tyn5Q0FBQUsLlT3d/k+eefx3HHHQefz4f6+nrceE0bLnIX4pG3DuPsZYex/oi5Y4+NrGlB4VO/he1vu2D9+26goJRt7Lq4OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3Hn5cS+zKCsrY3OnutTv/v378cQTT4zdn2TjJc3YeOTo29obn3PDGfzXR11QWo7Imk8DAIoffRAgvPEiZxfd/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWTcsklJA9VldlO5p7vU73h6enrQ/bOb8YnFxXCHE9iwwz3hLvAjq89HorQcBW++hrJ//t30MSfh7KKbnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIxbNilpqKmpYXNPd6nfybicTtx9ShUqiyz4nwNhPPBm4F/fLClD5KwLR33P/I7s3RTOLrr5KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCyLhlk5KG5BVDONypLvWbirq6OtSXFOBHK0fvRt/2og/d3pGx74+ccR4SZfNQtn8fCl5/2dxBvwtnF938lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnD8PAwmzt5f5OWlhY0NTXhrLPOwpIlSyY8ZvxNGZsb5uLTR87F4VgCVz7rxkj83XdN5pYgcvbFAN69Cz3BuymcXXTzU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXHLJYhzmJ07d+Lqq68eu2zbPffcg5NPPnns+95IHCd3HcT+QAxfP64cbSfMG/1G+DCKN34ahcFhHL7mNsQ+9DFFM6Al3SWbVUB9yUQhNdKdH2muBumuBunOjzRXQ651l3dS0pC8iY0Kt8PhwIYNG9Db2wuv14ve3l5s2LABDodj7DEVRVbct6oKFgA/3DuM513v3o2+eC5cJ58FACj67U+BeJx17Bzu5CWbOzs7x65+1tzcPKHPbPy5SC50zzU3NdRjl+6p0bmLdM8vNzU6r0fpzu/m8FNhZNyySUlDYWGhMneqSxL39PSgvb19wtdOrivGNceVIZ4ArnrWDW9kdEMyeMJpiM+vQUHvPtheeoZ17BzuTPsY9eciudA919zUUI9duqdG5y7SPb/c1Oi8HqU7v5vDT4WRccsmJQ2lpXQ3RJzJPd0liVNdwu36D83DB6sL0euP4ZsvjO5UE7ZCRNZ/DsDo3egRM+9EK8oug4ODaG1txdq1a9Ha2jrtOyPZ9BkP5dipUbkec9VNDfXYpXtqdO4i3QlkF/YAACAASURBVPPLTY3O61G687s5/FQYGbdsUtKQyb1LqNzTXZK4rq5uyteKCizoWFWFuQUW/Oqtw3isJwgAiJ5yJuK1i2F1vgPbzj/NftDvQtXF4XBg7dq1GX2EK5s+46E8ptSoXI+56qaGeuzSPTU6d5Hu+eWmRuf1KN353Rx+KoyMWzYpaaitrVXmTnVJ4vFX95rM0ZWFaP/o6InzG5/zwBW2ADYbIud+HgBQ9NjPgJHI7AcOui7t7e145513Jnxtuo9wZdsnCeUxpUblesxVNzXUY5fuqdG5i3TPLzc1Oq9H6c7v5vBTYWTcsklJQyRizh/1RtyTL0nc0tKCrq6utFevumx5KdYsKYY3ksBN/yhCPJFA9KTTEVvyPlgPHUThX7eyjN0o2XyEy0gfgPaYUqNyPeaqmxrqsUv31OjcRbrnl5sandejdOd3c/ipMDJu2aSkIRAIzPwgE90Oh2PC+RgA0NHRga1bt6Kjo2PGP8AtFgvuOqUKC+ZY8bK3AD9+3Q9YrYicfzkAoHDrL4FQkGTsZpDtR7jsdntWfQDaY0oN93rUwU0N9dile2p07iLd88tNjc7rUbrzuzn8VBgZt2xS0lBdXc3mNnpJ3cksnFuATUeP3oF+04uH0PLVb+Pt+YsRO/JYWH1uFD71qOljNwujH+HKBspjSg3netTFTQ312KV7anTuIt3zy02NzutRuvO7OfxUGBm3bFLS4Ha72dxGL6k7GYfDgTuvWA/s/BUSVhueqv8kzmm5CO80nQMAKHpiCxCY3d1KZ9tl8jtGyY2Y3W7Hz3/+86w/wpUNlMeUGs71qIubGuqxS/fU6NxFuueXmxqd16N053dz+KkwMu683KS4XC5Eo1FEIhEMDAwAALxeL/x+P4DRcxxisRjC4TAGBwcBjN5kJvlWVH9/P+LxOCwWC4aGhgCMxg0GRz8q1dfXBwAIBoNj0YeGhhAKhRCPx8fOrQgEAmM3rxkcHEQ4HEYsFoPT6URxcTH8fj+8Xi8AoLe3N+Vc9u/fn9WcvvOd74xudh7/PuB6C6g9Eo4PtmDjTzcjuuJ4WIIBxH774KzmNDIyknJOACbMaWBgAJFIBNFoFC6XCwDw+uuv45xzzpnwjtH69euxa9cuAKMf+brzzjuxdetW3HzzzViyZMmMxykUCmV8nMLhcFbHKZM5+Xw++Hw+U9deqjkVFxebsvZSzamgoIBsTn6/P+vjlM2cklAcJ6vVatraSzWnRCJBtvaKi4tNW3uT55TEjLWXak7J40rx+xSJREx9LZ88p8OHDyt7jZjtnAoLC8le9woLC8nmlPw5VK/lSSiOU/Lr2RynbOYUi8XI1l5xcbHpfxsl55SE6t/cRCKR1XHKZk6hUIj074hAIED2GpF8fqbHKZs52Wy2KXOaCYvH40nM+CiBnNbWVnR2dk75ektLCzo6OjL2rF27Fjt27Bj9fxYfA2zcAtiKsOL5e/DCNz+Dku9+EYmiOQh+fzMSlfxvGZo1z1yku7sbjY2NqofxnkO68yPN1SDd1SDd+ZHmasi17nn5TopZjP8vHdRus87HmHDy+YG/A9t+BADYd+LncKB+OaLHnwxLJITCbZuNDRyz6zLTFbwom3P4KeFcj7q4qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnDokWL2NxGL6k7mSmbnWd/gbmOXYgUluDq7W6Ezr0MCYsFhX/5HSwDxm4INJsuM13Bi7I5h58SzvWoi5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNIz/7DWH28gldVM5urq6cOaZZ45udi64AFs/cxyqi614ui+Mu3wLEf3YGbDEoih69EHTxp4pM71jRNmcw08J93rUwU2NzutRuvO7OfyU6NpdmqvxS3d+N4efCiPjlk1KGsLhsFL3dFfBmgm73Y6bb755bLNz4tF23H1KJQDgu6/48NrplyJhK4Tt+adg7d2X9Tj27Zv5OenGlu4dI8rmHH5KVK/HXHRTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuOXE+Rwled+U8ZclbmhoyPgjYKlOfvr68x7c//cAGitseDnwa5T+z28R/cBHEfr6HWTjeC+RayecvVeQ7vxIczVIdzVId36kuRpyrbu8k5KG5KXbVLjNum/KeG7+SAWOqbSh2xvFtxadg8ScEtj2voiCv+1iHUc6KJtz+ClRuR5z1U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCiPjlk1KGkpLS5W5Z7oKlhHm2iy4/9T5KLICd/fasGflBQCAol/fByRSv6FGMY50UDbn8FOicj3mqpsandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNBQVFSlzz3QVLKO8f34hvvuRCgDAOpyGkYpqFPS8CduLT7OOYzoom3P4KVG5HnPVTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaknfNVOE2674pqbjq2FKsWVKMvngx7mw8HwBQ9JsOIBrNaBxLly41ZRypoGzO4adE5XrMVTc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KoyMW06cz2EcDgfa29vhdDpRV1eHtra2jE9Wn+nkp8FQDCd3HcRgYAT79/5/qHEfQOg/NiL6iWZTx/FeItdOOHuvIN35keZqkO5qkO78SHM15Fp3eSclDYFAQKnbjPumTMeCOQX471VViFsL8MXFLQCAoq6fA4dnvn/LggULTBvHZCibc/gpUb0ec9FNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj41a6Sdm5cycuuugiHHvssaisrMTmzZvHvjcyMoIbb7wRK1euxKJFi7B8+XJcccUVeOedd9jGNzIyoqU7U05dNAcbP1CGx6pPxK7KRlh9bhQ++esZn6dzl1zobhRdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIxb6SYlEAhgxYoVuP322zF37twJ3wsGg3jttdfw9a9/Hc888wwefvhhHDhwABdccAGiKc6doKCyslJLdzbccPw8nFBThGuPuBAAUPTkI7B4D6V9js5dcqW7EXTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMm6lm5TVq1dj06ZNWL9+PazWiUOpqKhAV1cXzjvvPDQ2NuKEE07AnXfeiTfffBNvvvkmy/gGBwe1dGdDodWCn542H7trVmBb9YdhCR1G4eO/SPscnbvkSncj6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3FqdkzI8PAyAbxdZXl6upTtbjii34c6VlfhWw4WIwQLbX7fC4tw/7eMpx37o0CG0trZi7dq1aG1thcPhMNWfS92zRdf1KM3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMu6cubrX4sWLcccdd+CSSy5J+f1IJIJ169ahqqoKv/rVr6b1dHd3Uw0x77npH0VY/+wDuMz5DIaO/jB6P/1F1p9/4MABbNiwAfv3/2uDtGTJEtx9991YvHgx61gEQRAEQRAEOma6kpiNaRyzIhqN4sorr4TX68WWLVvSPtbMS6clL7lLAaUbMHYZufuOiKPFcyEuPPgCqv/xKubGgogf88Epj6Ma+x133DFhgwIA+/fvx+bNm9HR0WHKz6DsTn3pPl3XYy6u9UyhHruu3WWtq/FLd343IK8xKtyy1tX4c22t5/zHvaLRKC6//HK88cYbePzxxzF//ny2n025yCjdRikrtOL2M4/CnfZPAQCCv/gxEI9PeRzV2Pv7+1N+3el0mvYzcrF7pui6HqW5Gr9053dz+CnRtbs0V+OX7vxuDj8VRsad05uUkZERfP7zn8cbb7yBrVu3ora2lvXn+/1+Ld2z4YPVRShv/gz6iiqx4MA/4H76qSmPoRp7fX19yq+b+QuZq90zQdf1KM3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMm6lmxS/3489e/Zgz549iMfj2L9/P/bs2YN33nkH0WgUn/vc5/Dyyy/j/vvvh8VigcvlgsvlwuHDh1nGF4vFtHTPlss+WI3fnPAZAICtswMjodCE71ONPdWd7BsaGtDW1mbaz8jl7jOh63qU5mr80p3fzeGnRNfu0lyNX7rzuzn8VBgZt9IT57dv345169ZN+frFF1+M66+/Hh/84NTzIQDgxz/+8bQn2AujzPZzhe7DI/BfdzmOHe7Fto/9B077wmUmjm56HA4H2tvbxz67mGrjkqtQf4ZWSI1050eaq0G6q0G68yPN1ZBr3ZW+k9LU1ASPxzPlf/fccw/sdnvK73k8HrYNysDAgJZuM6iaW4jDF10NAGh6sRPPvvmv80Iox15SUoKOjg5s3boVHR0dpm9Qcr17OnRdj9JcjV+687s5/JTo2l2aq/FLd343h58KI+PO6XNSVFNRUaGl2yyOPuVj6D7iBFTEDsP1y5/CGRx9q07nLjp0nw5du0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIxbNilpsFrp8lC6zaTuii8hZrHi0t4/4+ZtryMWT8BqtcLhcBi+6WK651J30aV7KnRdj9JcjV+687s5/JTo2l2aq/FLd343h58KI+PWc6ZMDA0Naek2E8vS98F/ytmwIY4LXvg5frhnGLt370ZzczM6OzuxY8cOdHZ2orm5OaONisPhSPtc6i66dE+FrutRmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3LJJSQPlJY+5L6c8G2wtlyFaNBfrhnbhub++gPYtT6Knp2fCY3p6etDe3j6jq729Pe1zqbvo1H0yuq5Haa7GL9353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ0+n09Lt9kkKuYjtm70ksTf2/cwnm84ByitmvK4TG66ONMNG6m76NR9MrquR2muxi/d+d0cfkp07S7N1filO7+bw0+FkXHLJkXIiJEzP434/IU43v9PXOzbC1xyO2CxTHhMJjddnOmGjb29vYbPdREEQRAEQRDyA9mkpGHevHlaukkoKkbk01cBAG7teQTljccDp18+9u1Mb7rY1taGhoaGCV9LPtfhcODSSy81dK5LpmjXfRy6rkdprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDS6XS0s3FdF/Px2xo96PhREfbnA8Dsunvorjmv8TLS0t6OrqyuieJna7HV1dXWhpaUFTU9OE5850vooZ6Ng9ia7rUZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNw2gnHkDdXV1Vq6ybBYEP7sBpTc9AVcc+BJ3F//cQye9U08tn4hqucUZKyx2+3o6OiY8vWZzlcxAy27v4uu61Gaq/FLd343h58SXbtLczV+6c7v5vBTYWTc8k5KGuLxuJZuSuINxyC8cjVs8Sg69v8KfcE4vvCsG/FEYtbumc5XMQNduwP6rkdprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDV6vV0s3Na4zLkBizlys6nsJ5/jfwFMHwrjrdf+svW1tbVi2bNmEr2V6rkumTNd9Njen5ELX9ajzWqceu3RPjc5dpHt+uanReT1Kd343h58KI+POy02Ky+VCNBpFJBLBwMAAgNE4fv/oH9JOpxOxWAzhcBiDg4MAAI/Hg0AgAGD0Y0fxeBzl5eVjN59xu90IBoMAgL6+PgBAMBiE2+0GMHqTmlAohHg8PvaxpUAgAI/HAwAYHBxEOBxGLBaD0+lETU0N/H7/2EEbGBhAJBJBNBod+9yez+cbu2SbWXMKhUKznpO1eiEi6z4LAHigdzMK4jF89xUfXnCFZzUnu92OzZs3o7m5GU1NTVi7di1++9vfoq6uzrQ5Wa3WKXP6v//7P6xbt27CCfvr16/HSy+9BAA5c5xqampMWXup5lRRUUE2p2g0atraSzWnJBTHad68eaS/TyUlJVkdp2zmVFNTQ/YakcSMtZdqTsXFxVkdp2zmZLPZTH0tnzwnANq8lk+e0/z5801Ze6nmNH/+fLI5RaPRrI9TNnNKQnGcSktLTX0tnzyn4uJisrVXU1Nj+t9GyTklofo3t6SkJKvjlM2cLBaLqa/lk+cUi8XIXiOSz8/0OGUzp6qqqilzmgmLx+OZ/ed08hSv14uKigrt3ADQ3d2NxsZGErfX60XF3DkoueE/YR3ox29OvQoXWVZhcUkBnl1fk9X5KSndGXZxOBxob29Hf38/6uvr0dbWNuPJ+6n8ra2t6OzsnPLYlpaWlOfOTAdlc0Df9aj9Wiccu67dZa2r8Ut3fjcgrzEq3LLW1fhzba3n5TspZlFQYPyPbZVuagoKCoCiYoQv+iIA4LxXtuATFREcCMZw5SzPT8m0i8PhQHNzc9aXK07l5zhh3wx0XY/ar3VN/dKd383hp0TX7tJcjV+687s5/FQYGbdsUtJQVlampZua5NhjJ5yC6LEfhtXvwxbfVswvtuLPB8L4r9eG0z4/3fkfmXYxerniVH6OE/bNQNf1mA9rXUe/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNFD+l/Rc+6/02TA2dosFkc9sQMJiRdUzXXj4mGFYANy2exjP9IVTPnemd0Ay7WL03Y9U3093g8lcQtf1mBdrXUO/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNNTU1Gjppmb82OPLjkT0tLWwxOM47S8duPa4MsQTQOuzh+AMxqY8d6Z3QDLtYvTdj1T+dDeYzCV0XY/5stZ180t3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlD8oohurmpmTz28HmXIVFSBtvel/DtxB401RXh4OE4Lnv6EKLxieenzPQOSKZdjL77MZ0/eYPJrVu3oqOjI+c2KIC+6zGf1rpOfunO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWkYHk5/bkWuuqmZMvZ5lYicdxkAYO6WH+OnHytF7VwrnnNFcOurvgkPnekdkEy7GH33I6+6i5sc6rFL99To3EW655ebGp3Xo3Tnd3P4qTAybrkEcZ5Cffm+KcSimHvjVSh45y1Emj+Hv3zsMzjnyUHEE8AjZ1RjzdI5AP51Tsr4j3w1NDTk5MersoW9uQBAuqtAmqtBuqtBuvMjzdWQa93lnZQ0JG9io5ubmpRjL7Ah/B9fBQAU/v5hNFmH8O3j5wEArnr2EHr9o2/zzfQOCHWXvOv+HndTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuG0E48gbCv9/9s48vKkq/ePfm7U7pQuUtVRBQFHxB4pbUREEnIIVqKIgKFpFXGFwQYsKdETEYZkBQUHGDVCrWEHBFUVAEGFwBEGoUArd0zRJadLs+f3RSYe2aZt7c8+5OeV8nofnmcnyyXu+9801p3c5Wi2TbtK0VLv3osvgunYEtD99A/3GlXji8VzsqXDg62IH7vu+GltvTYZeLTRc/yHGLRftMffz2U0alvuR507fTcNPElZz55kr4+e503fT8JNCSt38SEorREdHM+kmTWu1O++cDl9EJDT/3g3tb/uwOr0jukercaDKhZx9lpDcctBecz9f3aRhuR957vTdNPwkYTV3nrkyfp47fTcNPymk1M0nKa3Q0p2ows3d2uKIJGitdl98IpyZ9wIA9Ov/gQS1B+/elACdCljzhxUfnbBJdssBaT9JWOlHmm7SsNyPPHf6bhp+krCaO89cGT/Pnb6bhp8UUurmk5RW6Ny5c9i7W1ocsaSkRBZ/INqq3TViPLxdU6GqKIH2yzz8X7IOrwyJBwA8+ZMZR00uye5QIe0nCQv9SNtNGpb7kedO303DTxJWc+eZK+PnudN30/CTQkrdfJLSCk6nM+zdLS2OuHr1aln8gWizdo0GjsmPAwB0m9+DYKzAfX2jcOeFkbC5fbhnezVqnF5p7hAh7ScJC/1I200alvuR507fTcNPElZz55kr4+e503fT8JNCSt18ktIKVqs17N0tHT4zGAyy+AMRTO2eSwbBdeWNEJx26DaugiAIWHptPC7uqMGfNW48ttsEn6/53a9JZk7DTxIW+pG2mzQs9yPPnb6bhp8krObOM1fGz3On76bhJ4WUuvkkpRUSExPD3t3S4ojJycmy+AMRbO3Oux6GTxcB7S8/QP37AURpVHj3pgTEagV8dsqO1480b1iSmdPwk4SFfqTtJg3L/chzp++m4ScJq7nzzJXx89zpu2n4SSGlbj5JaQWTyRT27pycHKSlpTV6LC0tDdOnT5fFH4hga/cldoZz7GQAgP695YDbhd4dtFh5fUcAwIu/WLCnwiHJLRXSfpKw0I+03aRhuR957vTdNPwkYTV3nrkyfp47fTcNPymk1N0uJykVFRVwu91wOp0Npz1ZLBbU1tYCAMrLy+HxeOBwOFBVVQWgfpEZ/6GosrIyeL1eCIIAo9EIoD5cm63+zlSlpaUAAJvN1hC60WiE3W6H1+ttOAXLarU2LF5TVVUFh8MBj8eD8vJy6PV61NbWwmKpvy2vwWCA0+mE2+1GRUUFAKCmpgY1NTWtjikxMRH5+fnIyMjA9ddfj3HjxmHdunXo1q1bwDHZ7faQx+RyuQKOCUCzMVmHZcLTuRtUZaeh3fYhampqcGOCC48NiIHbB9z7fTWKLfaGMbndbtHbScyYHA6HqO0UaExStpMcY9Lr9bL0XqAxqdVqYmOqra2VrfcCjckPie2kUqlk671AY/L5fMR6T6/Xy9Z7TcfkR47eCzQm/3Yl8X1yOp2y7subjqmurk6xfUSoY9JqtcT2e1qtltiY/J9Dal/uh8R28j8uZjuJGZPH4yHWe3q9XvbfRv4x+SH131z/6eYkvk92u53o7wir1UpsH+F/f7DbScyYNBpNszG1hWA2m5tfGMBhnoKCAvTp00fpMgAA6t/3I/LV2fBpdbC9/DZ8nbrC7fVhzJdV2FPhxHUpOnw2MgkalaB0qSERTpmfT/Dc6cMzVwaeuzLw3OnDM1eGcMu9XR5JkYtz/9LBkps0Ymv3XDIYrmuGQ3A5oX//H4DPB41KwL9uTEDnSBV2lzvx0v4aSW6xnE+5nw9u0rDcjzx3+m4afpKwmjvPXBk/z52+m4afFFLq5pOUVujatSuTbtJIqd058WH4oqKh+c9eqA/sBACkRKnx9k0J0AjAit9rkV9YRzyX8y339u4mDcv9yHOn76bhJwmrufPMlfHz3Om7afhJIaXuoCcpv/76K1avXo2ZM2diypQpmDp1KmbNmoXVq1fj4MGDoj+YBc4995olN2mk1O6LT4RjQjYA1B9Nqat3XNNZj9yrOgAAHtllwq9lZ+UrNADnW+7t3U0a0rXz3APDci489/blJg3L/chzp++m4SeFlLo1rT1pMBiwZs0abNy4ESUlJfD5fNDpdIiPj4fP54PFYoHT6YQgCOjatSvuuusuZGdno1OnTpIHEU44HA5ERUUx5yaN1NrdN42BZ+c2qAuPQZf/Npx3zQAAPNQ/GgcMTuSdrMN9u85ix23RiNOROch3Pubent2kIV07zz0wLOfCc29fbtKw3I88d/puGn5SSKm7xV+CL730EgYOHIh3330Xo0ePxvr163HkyBFUVFTg2LFjOH78OCoqKnDkyBGsX78eo0ePxnvvvYcrrrgC8+bNC3kw4UDHjh2ZdJNGcu0qNRxTZ8EnqKD9+mOoTv8JABAEAcv+u9BjYa0PM3YGXuhRDlqqvaioCNnZ2cjIyEB2djaKioqIfH4osNqP52Wvh4Gf507fTcNPElZz55kr4+e503fT8JNCSt0tTlJ+/PFHrF69GkePHsWrr76K0aNHB1w4sEuXLhg9ejQWL16Mo0ePYtWqVdixY4foQsIR/63bWHOTJpTavWl94RqeCcHrhf6dpYDXCwCI1qrw/rBExGqAz0/bsfxQbRsmaROLQLUXFRUhMzMTeXl52LVrF/Ly8pCZmRl2ExVW+/F87XWl/Tx3+m4afpKwmjvPXBk/z52+m4afFFLqbnGSsn37dowZMwaCEPxtYQVBwNixY7F9+3bRhYQj0dHRTLpJEx0dHdKRB+e4afDGJ0L95+/Q/Li14fEL4jRYeW0sAGD+AQvGzn65Rb/UiUWg3HNzc1FYWNjoscLCQuTm5gY9Jhqw2o+s9zqrfp47fTcNP0lYzZ1nroyf507fTcNPCil187t7tYJOp2PSTZqysrLQjjxExcB59yMAAP1Hb0Co+d8qpBlpMcju5YUXAn5MHYNdh08E9EudWATK3b9wUVP8CxaFC6z2I8u9Trp2nntgWM6F596+3KRhuR957vTdNPykkFK36EnK2bNnceTIEfz000/YvXt3s3/tCf+qmeHupn09xdy5c0M+8uC+6ia4B1wJwXoWuo2rGh6vqKiAacMC4OguICYBmLYM0Oqb+aVOLALlHug0RgBISUkJZijUYKUfabpJQ7p2nntgWM6F596+3KRhuR957vTdNPykkFJ3q3f3Opfq6mo89dRT2Lx5MzweT7PnfT4fBEFAdXW16CLClZZ+vIaT23/a07mThv3792Pp0qXEVg01m80BHxd15EEQ4JjyBNTPT4P2p6/hvu4WeAYMRpcuXVBeVgp88TQw60OgxwBgwgvAxucb+aVOLAK9LycnB/v372+UYVpaGnJycoIfDwVY6EfabtKQrp3nHhiWc+G5ty83aVjuR547fTcNPymk1B30kZTHH38cn332GR588EG8++672Lx5c6N/W7ZswebNm0UXEM5Yrdawd7d02tPq1atl8QciOTk54ONijzz4OneH87apAAD920sAhx1Wq7W+kW0WYN0TgLMOuCoTuO6uRv6cnBykpaU18gUzsQiUe2pqKvLz85GVlYX09HRkZWUhPz8fqamposZDGhb6kbabNKRr57kHhuVceO7ty00alvuR507fTcNPCil1B30k5fvvv8eMGTMwf/580R/CKi6XK+zdLZ32ZDAYZPEHYtasWfj1119lOfLgGn0nND9vh/rMCejy34F55J3nHNk4BnwwF5jyGnD7s7j1yv+9zz+xSEyNOwAAIABJREFUyM3NRXl5OVJSUpCTk9PmxKKl3FNTU7FmzRrR9dOEhX6k7SYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1BT1IiIyPRs2dP0R/AMvHx8WHvbunwWUtHO+Tg0ksvlTRBCIhGA8d9sxG5YAa0X36IhKuHIT61TyN/RcluHO92HZ4+osJVvT3oFq0GIG1iQXKbkoaFfqTtJg3p2nnugWE5F557+3KThuV+5LnTd9Pwk0JK3UGf7nXHHXfg888/F/0BLFNVVRX27pZOe5o+fbos/kBUVVU1TBC2bNmCNWvWhHRqlPfC/nANHwfB64X6zYWAx93I/9NzWbihix4GuxdTthvh8Ehf6JHkNiUNC/1I200a0rXz3APDci489/blJg3L/chzp++m4SeFlLpbPJJy4MCBRv8/IyMDu3btwrhx4zB58mR0794darW62fsGDRokuohwJTY2VlF3UVERcnNzUVZWhi5dugQ8WtHSaU9Op5NU6URycY6/H5oDO6EvPgl8swmuUXc0PKdRCVh3Y0fcuMWAA1UuzN5jxj+uixe1ho8fktuUNEr3Yzi6SUO6dp57YFjOhefevtykYbkfee703TT8pJBSd4uTlOHDhzf7Eejz1f8F+4cffmj2+vZ4dy+NJuiz4WR3t3TXrkAXdAc67amgoEC+YptAJJfIKDimzkTk0jnQfbIO7kHp8CX/71S2xAg13h+WgJFfGPBegQ1XJOkwrZ/4hYFIblPSKNmP4eomDenaee6BYTkXnnv7cpOG5X7kudN30/CTQkrdLZ7utXLlSqxYsaLRv5UrVwZ83P/cihUrQhqAXFRUVMDtdsPpdDZcQG6xWFBbWwug/la5Ho8HDoej4fCT2WxuuPNAWVkZvF4vysvLYTQaAQAmkwk2mw0AUFpaCgCw2WwwmeoXIjQajbDb7fB6vQ0Xs1ut1obb9VZVVcHhcMDj8aC8vBwGgwG1tbWwWCwA6i90dzqdcLvdqKioaPGuXfPnzw9pTHa7PeQxlZSUBBwTgFbHBAA1NTWoqakJuJ08A6+BZcAQCE479O8sRXlZWaMxXZ6ow8KBegDAMz+b8cWRUtFjKi4uFrWdQh2TnNvJYDDI0nuBxuSvm8SYTp8+LVvvBRqTHxLbqby8nOj3qaysjFjvGQwGYvsIP3L0XqAx+T+LxPeppKRE1n150zGdOXNGsX1EqGOqrKwktt+rrKwkNqbTp0/L1nuBxuSHxHYqKyuTdV/edEylpaXEes9gMMj+28g/Jj+k/pt77j5Y7u9TcXEx0d8Rp0+fJraP8L8/2O0kZkwVFRXNxtQWgtlsln6CP4cY/tPrmpKeno4tW7a0+f6CggJi66SQRDAbETVnKgRbLezTc+C+Zniz18z52YxVR6zoFKnC92M6NVxIrzSsZs46PHf68MyVgeeuDDx3+vDMlSHcche94jxQP/s5fPgwDh8+HNRMiFXOnc3TdofzKugkczmr0cMx8WEAgG79CqC2eX/Nv7IDhnbRo7LOi8nbjahzBz/PJlk7aZTsx3B1k4Z07Tz3wLCcC8+9fblJw3I/8tzpu2n4SSGlblGTlJ9//hmjR49GWloahg4diqFDhyItLQ2jR4/G3r17RX94uHPuqSS03VIXK6QB6VzcQ2+Fu99AqM6aoV+/stlrtCoBb9/YEakxahyscuGJn0wN10sF4w9EUVERsrOzkZGRgezsbBQVFYU0DhIo2Y/h6iYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1Bn+713XffYeLEiYiJicGECRPQu3dvAMCff/6Jjz/+GFarFRs2bMDw4c1Pz+FIw393LylrkYTbITuxCOXFiMqZBsHlRN2sV+C5/Opmrzlc7cItXxhgc/uQe2UcHh0g7Y4XgW5SkJaWJnrVedYzZxWeO3145srAc1cGnjt9eObKEG65B30k5cUXX0RaWhr+/e9/Y/HixXjooYfw0EMPYfHixThw4AB69uyJefPmkayVOiRXbQ/GLedaJHJCIxdfSnc4x98PAND/6zXA1vww4YAELValdwQAvLC/Bt+X2IP2n0tLNynIzc0VXT9JlO7HcHSThnTtPPfAsJwLz719uUnDcj/y3Om7afhJIaXuoCcpf/75J6ZOnYqOHTs2ey4hIQFTp04lettbJejQoQOTbtLQysU1cgI8F/SHylQF/QerA77+tl6RmH15LLw+4L4fqlFY4w7a78d/J4um+O9gES6w2o+815Xx89zpu2n4ScJq7jxzZfw8d/puGn5SSKk76ElKr169Gm5vFgir1Ro2f+mXC5VK0n0FFHeThlouKjXsDzwDn0YL7Y7Pof59f8D3PHdFLEb1iIDZ6cPd3xlx1uUNzv9fwvkmBefCaj/yXlfGz3On76bhJwmrufPMlfHz3Om7afhJIaXuoN/xzDPPYPXq1c1WogeAX375BWvWrMGcOXNEFxDO+O8vzZqbNDRz8XXrBWfmVACAft1iwG5r9h6VIODNoR3Rt4MGR81uTP/RBG8LF9IHqj2cb1JwLqz2I+91Zfw8d/puGn6SsJo7z1wZP8+dvpuGnxRS6g76wvm//vWv2LNnD/744w9cccUVuPDCCwEAJ06cwMGDB9G/f39cfXXji5sFQcBrr70muihO6ITbxU8h4XYjcv7DUBcVwDn8djjveSLgy05Y3Bj2eSUsTh+eHhiL566IC/ojQrlJgZ92lTlD8NzpwzNXBp67MvDc6cMzV4Zwyz3oSUqga1HalAsCqqurRb8vXKipqUFcXPA/dMPFDZBtNCVyUZ3+E5EvPQTB44FtznJ4+10e8P3fldiR9Y0RXh/w9o0JyEyLpFY76S83q/3Ie10ZP+91+m7Sfp47fTfA9zFKuHmvK+MPt17XBPtCk8kkuiAORy68PXvDlTEZus/eQcS6V2Fb8Bagj2j2upu7RWDBlR3w/D4LHt5pQq9YNQYm6RSomMPhcDgcDocjFTavvqEEyZkwSTdplMrFOXYyPN3ToKoogW7TuhZfN+PiaEzqE4U6jw+TvqtGhe1/Cwjx3NuXmzSka+e5B4blXHju7ctNGpb7kedO303DTwopdUuapLhcLlRVVcFgMDT7J4bdu3dj4sSJ6N+/P+Lj47F+/fpGz/t8PixcuBD9+vVDSkoK/vKXv+Do0aNSSpZERUUFk27SKJaLRgvHA8/Ap1JB+1UeVH/+HvBlgiBgyTXxGNJJhxKbB/dsr4bD42vbH+aw2o88c2X8PHf6bhp+krCaO89cGT/Pnb6bhp8UUuoOepLicDiwcOFCDBgwACkpKbjooovQt2/fZv/EYLVacfHFF+OVV15BZGRks+eXL1+OlStXYtGiRdi+fTuSk5Nx++234+zZs6I+RyqJiYlMukmjZC7etH5wjZ4IwedDxJpXAEfgBRz1agHvDUtA92g19hmcePInM3w+H8+9nblJQ7p2nntgWM6F596+3KRhuR957vTdNPykkFJ30NekPPnkk/jggw9w1VVXYezYsbIcbrrllltwyy23AABmzJjR6Dmfz4dVq1bhySefxG233QYAWLVqFfr06YOPP/4Y9913X8if3xZeb8vrbYSzmzRK5+LMnAr1rz9BXXIKurw1cE5+LODrOkWqseHmBIzaWoWNf9pwcUcNHrpIL3fJ1FA693B0k4Z07Tz3wLCcC8+9fblJw3I/8tzpu2n4SSGl7qAnKVu2bMFdd92F119/XfSHSKGoqAgVFRUYNmxYw2ORkZG49tpr8fPPP1OZpFgsFiQnJzPnJo3iuej0cDz4HCLnPwzdN5/AM+h6ePpfEfCllyXqsCq9I6Z+X40X99cgBRpkDehMoHLyKJ57GLpJQ7p2nntgWM6F596+3KRhuR957vTdNPykkFJ30Kd7RUVFYfDgwaKLkor/3LWmA0pOTkZlZSWVGkg2AYsN5icccvH2ugjOsVMAAPq1rwB11hZfe1uvSDwzMBZeH/DXXz04ZnbJUittwiH3cHOThnTtPPfAsJwLz719uUnDcj/y3Om7afhJIaXuoI+kTJgwAdu2bcO0adNEfwhNCgoKlC4hbCCZRUlJCVavXg2DwYDk5GRMnz4d3bp1I/Z5Ael3Ffp22Y6osiLYVy/EmYypLb50XDSwP1GH74wajNtWjrcvtyNeK39JvP+UgedOH565MvDclYHnTh+euTLQzL2tNVmCnqTMmzcPjz/+OCZMmIDJkyeja9euUKvVzV43aNAg8VUGoHPn+lNyDAYDevTo0fC4wWBAp06dWnyfnIvQ1NbWIiYmRjYfLTdAdkGeI0eOYObMmSgsLGx47NixY8jPzxe9SntTxObie2wefC9mI+nXXYi+6S/wDLymxde+m+bFqM8rcMgMvHgqHvkjk6BTCyHVey6kF59itR9Z7nXStbOaO+91Zfw8d/pugO9jlHDzXlfGH269HvTpXjabDXV1ddi+fTumTZuGUaNGYcSIEQ3/hg8fjhEjRoguuiVSU1PRuXNnfP/99w2P2e127NmzB0OGDJHtc1qDZJORdJNm6dKljSYoAFBYWIjc3NyQ3WJz8XXrBef4BwAA+nWLgVpLi6+N1qrw4S2dkBKpwk8VTszaU3/HL1ZgtR9Z7nXStfPcA8NyLjz39uUmDcv9yHOn76bhJ4WUuoM+kvLoo49i69atGD9+PAYNGiTL3b1qa2tx8uRJAPVX/RcXF+O3335Dx44d0aNHDzz88MNYsmQJ+vTpg969e+O1115DdHQ0JkyYEPJnB0N5eTlSUlKYc5OmqKgo4OPl5eUhu6Xk4ho5AZp/74b6+G/Qv7scjhkvtPha1VkDNg5PxK1bq/B+gQ194zV4bEBsqGVTgdV+ZLnXSdfOcw8My7nw3NuXmzQs9yPPnb6bhp8UUuoOepLy/fff48EHH8TChQtFF9YSBw8exJgxYxr+/8KFC7Fw4ULcddddWLVqFZ544gnU1dXhqaeegtlsxqBBg7Bp0ybExtL5UcnyhVUk6dmzJ/bt29fscTm+NJJyUalhf+AZRM29H9qft8MzKB3uITe16E9Rq7F6aP0dv174pQa94zQY3bP5Oj3hBqv9yHKvs3wBJM+dvpuGnySs5s4zV8bPc6fvpuEnhZS6gz7dKy4uDhdccIHoD2iN9PR0mM3mZv9WrVoFoH7l8Dlz5uDYsWOoqKjA1q1bcfHFF8taQ2u43W4m3aR5+umnkZaW1uixtLQ05OTkhOyWmouvczc4Jj4MANC/sxSC2diq/7ZekXj+ilj4AGTvMOFwdfjf8YvVfmS510nXznMPDMu58Nzbl5s0LPcjz52+m4afFFLqDnqSMmXKFOTl5TEbjhRIrmxP0k2ahIQE5OfnIysrC+np6cjKypLlonkgtFzcN42Fe8CVEKw10K9dBAS43uRc/+zLY5F1QSRq3T5M/NaIyjqP5M+mAav9yHKvk66d5x4YlnPhubcvN2lY7keeO303DT8ppNQtmM3moK4c/vjjj7F8+XK43W5MnDgR3bp1C3h3r9tvv110ERz5IX1njHBFqDYgKud+CNYaOCY/DteIca2+3u72IeNLA/YbXLgqWYfNo5IQoZF2x6/zNXOl4bnTh2euDDx3ZeC504dnrgzhlnvQR1Kys7Nx+PBh/PHHH3jppZeQnZ2NadOmNfp3//33k6yVOmazmUk3acI5F19CMuz3/RUAoPtwNYSSU636IzQC1g9LRPdoNfYZnHh0tyls7/gVzrkr5SYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1BXzi/ZcsW0XLW0WoJrPZHwU2acM/Fc+UNcKWPhnbnNkSsXoC6F1YBWl2L/s5RanwwPBGjvjDg45N1uCBOg+euCP3udXIT7rkr4SYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1BT1Kuv/560XLWiY6OZtJNGhZycUx6DOo//gP16RPQbVoH553TW/UPSNBi3Y0JmPidEa/+ehYXxGowsXeULLXIBQu503aThnTtPPfAsJwLz719uUnDcj/y3Om7afhJIaXuoE/3Oh8pKytj0k0aJnKJjIJ9+vPwqVTQbvsQ6qMH2/Tf0iMCi4Z0AAA8ttuE3eUOeWqRCSZyp+wmDenaee6BYTkXnnv7cpOG5X7kudN30/CTQkrdLU5Spk+fjuPHj4sWHj9+HNOnTxf9vnCkc+fOTLpJw0ou3t6XwDX2Hgg+H/RvvgxYz7bpz+4fg4f6R8PlBSZvN+KEJXzuZsdK7jTdpCFdO889MCznwnNvX27SsNyPPHf6bhp+Ukipu8VJislkwjXXXIOMjAysW7euYWX4QJw8eRJvvfUWMjIycO2118JisYguJBxxOp1MuknDUi7OsffAc2F/qKoN0L+9BE5H20dHXr6qA0Z218Pk8OGOb6tgcnhlrUkqLOVOy00a0rXz3APDci489/blJg3L/chzp++m4SeFlLpbnKR8+OGH2Lp1Kzp06IBnnnkGgwcPRmpqKoYOHYqxY8dizJgxSE9PR2pqKgYPHow5c+YgISEB27Ztw8aNG0MaSLhgtVqZdJOGqVzUGtgfeh4+fQS0+74Hftza9ltUAtbemIABCVqcqPFg8nYjnB7l7/jFVO6U3KQhXTvPPTAs58Jzb19u0rDcjzx3+m4aflJIqTuodVKqqqrw5Zdf4pdffsHx48dhMpkA1C/q17dvXwwZMgQjRoxAYmKi+Ko5RAi3e10rjebHrYh461X4IqJgW7AWvk5d23xPidWDm7dUorzOi7t6R+H16+MhCC2vocIzVwaeO3145srAc1cGnjt9eObKEG65B3XhfFJSEiZPnozly5dj27Zt2Lt3L/bu3YutW7di6dKlmDhxYrucoPgnY6y5ScNiLu700XAPHgrBbkPE6gWAu+1rTbpF19+aOEojYOOfNiz+j7KrvLKYO2k3aUjXznMPDMu58Nzbl5s0LPcjz52+m4afFFLqbpd396qoqIDb7YbT6YTBYAAAWCwW1NbWAgDKy8vh8XjgcDhQVVUFoH6RGf+hqLKyMni9XgiCAKPRCKA+XJvNBgAoLS0FANhstobQjUYj7HY7vF5vwx0MrFZrw+I1VVVVcDgc8Hg8KC8vh16vR21tbcP1OwaDAU6nE263GxUVFQCAmpoa1NTUyDomu90e8phcLlfAMQEIeUxut5vMmMxm2O+bDVeHRKhPHIX2k7VBbaeBSTqsGBIJFYCXD57FmoPlim0nvV4vS+8F2k5qtZrYmGpra2XrvUBj8kPi+6RSqYh+n3w+n6jtJGZMer2e2D7Cjxy9F2hM/u1K4vvkdDpl3Zc3HVNdXR0z+/KmY9JqtbLty5uOSavVEhuT/3Pk6L1AY/JDYjv5HxezncSMyePxEOs9vV4v+28j/5j8kPpt5F+0mcT3yW63y/7b6NwxWa1WYvsI//uD3U5ixqTRaJqNqS2COt2Lwx7hdsguXFAd/w2RLz8JwedF3VOvwTNgcFDve/NILZ7+2QKtCvjkliQM7aJv9hqeuTLw3OnDM1cGnrsy8NzpwzNXhnDLvV0eSZGLc//SwZKbNCznUhyTBOft9wIA9G/+DYKlOqj3PXhxDGZc8r9bE/9hdhGsMjCs5s57XRk/z52+m4afJKzmzjNXxs9zp++m4SeFlLr5JKUVunZt++LqcHSThuVcunbtCteYSXD3GwiVxQT9mwsBb3C3GF4wuAMyekagxulD1jdGVNg8bb9JRljNnfe6Mn6eO303DT9JWM2dZ66Mn+dO303DTwopdfNJSiuce+41S27SsJyLzWYDVGo4Hnoevpg4aA7/Au2XHwX1XrVKwJs3dMTgZC3O1How8TsjrC56a6iwmjvvdWX8PHf6bhp+krCaO89cGT/Pnb6bhp8UUurmk5RWcASx8F84uknDci5+vy8hGfbsZwEAuo/XQHXiaFDvj9KosPHmRKTGqHGwyoUHdpjg8dK5rIvV3HmvK+PnudN30/CThNXceebK+Hnu9N00/KSQUjefpLRCx44dmXSThuVczvV7Bl4L5y3jIXg8iFi1AKgLbqGh5Eg18kYkIl4nYNsZO+bsszTcKYQkrObOe10ZP8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6NS09MWbMGNEyQRCwefNm0e8LV4xGI7H1X0i6ScNyLk39zjsegvrYb1AXFUD/9hI4pucALSzYWFRUhNzcXJSVlaFLly5Y8kgOpv9HgzePWtEjRo1RzW/4RbR27iYP7X5kxU0alnPhubcvN2lY7keeO303DT8ppNTd4iTFv07IuZSUlODUqVPo0KEDUlNTAdT/cLNYLEhLS0O3bt0klB2+REdHM+kmDcu5NPNrdbDPeAFRL2RDu/c7ePpfAfeNGc3eV1RUhMzMTBQWFjY8tn//fsx/4zM8+7sac3+pgaqvGiTv3Mdq7rzXlfHz3Om7afhJwmruPHNl/Dx3+m4aflJIqbvFScoXX3zR6P/v2bMHd999N1asWIGJEydCrVYDqF8oaMOGDXjhhRfw+uuviy4gnNHpdEy6ScNyLoH8vpQecNz7V0S88Tfo318Ob1pfeFMbzzZyc3MbTVAAoLCwEAfWLMCCx5dg7v4avHRch8svcOD6FDKHVFjNnfe6Mn6eO303DT9JWM2dZ66Mn+dO303DTwopdQd9TcrcuXMxefJkTJo0qWGCAgBqtRr33HMPJk2ahOeff150AeGMf9VM1tykoZFLUVERsrOzkZGRgezsbBQVFcnqb4r72hFw3TgGgsuFiBUvArbaRs/7V2BtSnl5OR4dEIMH+0fD5RMw6TsjjprIrKHCaj/yXlfGz3On76bhJwmrufPMlfHz3Om7afhJIaXuoCcpv//+O3r06NHi8z179sSRI0dEFxDOdOnShUk3aUjn4j+1Ki8vD7t27UJeXh4yMzNlmai0Vrtj0qPw9OwNVWUpIt56FTjnYviW3peSkgJBELDwqg64MdENy3/XUCm1yr+GCqv9yHtdGT/Pnb6bhp8krObOM1fGz3On76bhJ4WUuoOepKSkpODTTz+F2+1u9pzb7camTZuQkpIiuoBwxmoN7m5P4eYmDelcWjq1Kjc3VxZ/i+j0sD/6EnwRUdDs/xHabzY1PJWTk4O0tLRGL09LS0NOTg6A+jVUFlzkxJBOOhRbPcj6pgo1TnnXUGG1H3mvK+PnudN30/CThNXceebK+Hnu9N00/KSQUnfQk5QnnngCe/fuxfDhw/Gvf/0LO3bswI4dO7Bu3TrcfPPN2LdvHx5//HHRBYQzLheZ03ZIu0lDOpfWTq2Sw98avs7dYX/gaQCA7oNVUJ2oPzqYmpqK/Px8ZGVlIT09HVlZWcjPz2+4gQQARKiBjTcnoHecBr+b3JjyfTWcHvluTcxqP/JeV8bPc6fvpuEnCau588yV8fPc6btp+Ekhpe4WL5xvyr333guVSoXc3FzMmjWr4c5fPp8PSUlJWLp0KaZOnSq6gHAmPj6eSTdpSOfS2qlVcvjbwnPljXCOGA/dN58gYuU82OavAWLikJqaijVr1rT63oQINT6+JREjPjfgh1IHHtttwur0js3ulEeq9vPNTRrStfPcA8NyLjz39uUmDcv9yHOn76bhJ4WUukUt5jhlyhQcOXIEX331FdauXYu1a9fi66+/xtGjR9vdBAUAqqqqmHSThnQuOTk56N69e6PHu3fv3nBqVaj+YHBOnA7PBf2hMlYg4s2XAW/wp271itUgb0QiojUCPjxRh5f210gttxGs9iPvdWX8PHf6bhp+krCaO89cGT/Pnb6bhp8UUuoWveK8RqPBVVddhXHjxmHcuHG48sorodEEfUCGKWJjY5l0k4blXIL2a7SwP/IifNGx0PxnL7TbPhD1OQOTdHjnpgRoBGD54Vq8/ntt229qA1Zz572ujJ/nTt9Nw08SVnPnmSvj57nTd9Pwk0JK3aImKdXV1cjNzcXIkSMxaNAg7Nu3r+HxRYsW4dixY6ILCGdITr5YntiRziU3NxfFxcWNHi8uLpblwnkxtfuSUmB/cA4AQJe3FuqjB0V91vDuEVhxfUcAwHP7LPjkpE3U+5vCaj/yXlfGz3On76bhJwmrufPMlfHz3Om7afhJIaXuoCcpRUVFuP7667FixQq4XC4UFhairq4OAJCQkIBNmzZh7dq1ogsgQUVFBdxuN5xOJwwGAwDAYrGgtrb+r9nl5eXweDxwOBwNh5/MZnPDnQfKysrg9XpRXl4Oo9EIADCZTLDZ6n9klpaWAgBsNhtMJhMAwGg0wm63w+v1Nlz4bbVaYTabAdQf5nI4HPB4PCgvL4fBYEBtbS0sFgsAwGAwwOl0wu12N9xLuqamBjU1NbKOyW63hzymkpKSgGMCEPKYSkpKmk1Q/JSXl4c8puLiYlHbyTPwWtTeMgGCzwv9ynmoLjgqakwTe0dhzoD6BYym7zTh08NlkreTwWCQpfcCbSd/3SR67/Tp07L1XqAx+SHxfSovLyf6fSorKxO1ncSMyWAwENtH+JGj9wKNyf9ZJPZ7JSUlsu7Lm47pzJkzzOzLm46psrJStn150zFVVlYSG9Pp06dl671AY/JDYjuVlZXJui9vOqbS0lJivWcwGGT/beQfkx9Sv43O3QfL/X0qLi6W/bfRuWM6ffo0sX2E//3BbicxY6qoqGg2prYQzGZzULcfuvfee/Hzzz9j27ZtiI2NRe/evZGfn48bbrgBADBv3jx88cUXDUdXOMpSUFCAPn36tP3CMCQ7Oxt5eXnNHs/KymrzwnUieD2IeO1paH4/AM8F/VH33HJA23zl1JYy9/l8eG6fBauOWBGrFfD56CRcnsjmirHhCMu9zio8c2XguSsDz50+PHNlCLfcgz6S8sMPPyA7Oxu9evUKeKei1NTUhtlZe+Hc2TxLbtKQzqWtNUlC9YtGpYb94bnwJnaG+uRR6N//p6i3C4KAv13VAePTInHWVb/Y46mzzdcbagtW+5H3ujJ+njt9Nw0/SVjNnWeujJ/nTt+CYI04AAAgAElEQVRNw08KKXUHPUlxOByt3j7MYrFApRJ9HX5Yc+6pJCy5SUM6l2DWJAnFL4nYeNgfmw+fVgvtD1ug2fGFqLerBAGvp3fEDV30qKzzYtxXVTDUiauF1X7kva6Mn+dO303DTxJWc+eZK+PnudN30/CTQkrdQc8q+vfvj927d7f4/BdffIHLLrtMdAHhTIcOHZh0k4ZGLv41SbZs2YI1a9bIMkE51y8Fb1pfOKbMAgDo31sG1ck/RL1frxbw3rAEXJagxcmzHtzxrRFnXcHf2pjVfuS9royf507fTcNPElZz55kr4+e503fT8JNCSt1BT1IefvhhfPrpp3jttdcaLrTxer04fvw4HnjgAezfvx+PPPKI6ALCGf/FPay5ScNyLqH63UNHw3XTWAguFyL++QJQYxb1/jidCnkjEtErVo2DVS5M/q4ajiBXpWc1d97ryvh57vTdNPwkYTV3nrkyfp47fTcNPymk1B30JCUrKwtz587FokWLcOWVVwIAxo8fj6uvvhr5+fmYN28eRo8eLbqAcIblmTZJWM5FDr9j0qPwXHgxVNWViFg1H/CIu76kc5Qan96ShE6RKuwoc+DBH6vh8bY9UWE1d97ryvh57vTdNPwkYTV3nrkyfp47fTcNPymk1C3qpsUzZ85EVlYWNm/ejJMnT8Lr9SItLQ1jxoxBr169RH94uEPyGhuWr99hORdZ/Fod7I/OQ+SLD0Jz5N/QffwWnHc+JEqRFqfBxyMSkbGtCp+dsmO23owl18QHvCmFH1Zz572ujJ/nTt9Nw08SVnPnmSvj57nTd9Pwk0JK3aLf0b17d8yYMQOvvfYalixZgscee6xdTlAANNxfmjU3aVjORS6/LyG5fkV6lQq6rRuh2fOdaMdliTpsHJ6ICDXwr2M2vHzwbKuvZzV33uvK+Hnu9N00/CRhNXeeuTJ+njt9Nw0/KaTULXqS8sMPP2DBggV4/PHHcfz4cQD1txXbvXt3w6Iv7YXOnTsz6SYNy7nI6ff2Gwjn3Y8CAPRvLUJkWZFox3Upeqy7MQFqAVj8n7NYfaTlW/SxmjvvdWX8PHf6bhp+krCaO89cGT/Pnb6bhp8UUuoOepJSV1eH8ePHY9y4cVi6dCnef//9hlUpdTodpk6dijfeeEN0AeGMf6VM1tykYTkXuf2u4bfDNfRWCC4nLvhoJQSz+L8U3NozEsuvq7+997M/W5B3whbwdazmzntdGT/Pnb6bhp8krObOM1fGz3On76bhJ4WUuoOepCxYsAC7du3Cm2++iUOHDsHn+9+FvjqdDpmZmfjyyy9FF8DhMI0gwDHlSXh6D4DurAkR/3wRcDlFayb3icb8wXEAgId3mvBNsV3uSjkcDofD4XCYIehJSn5+Ph544AFMmDABkZGRzZ7v06cPTp06JWdtihMXF8ekmzQs50LEr9XB/vh8OGM7Qv3nYejfXQb4grut8Lk8fmksHhsQA7cPmLK9GnsqHI2eJ1F7UVERsrOzcffddyM7OxtFReJPWWsL3uvK+Hnu9N00/CRhNXeeuTJ+njt9Nw0/KaTUHfQkxWg0om/fvi0+LwgC7Pb29dffiooKJt2kYTkXUn5fhwScvOMR+LQ6aH/cCu03myR55g+Ow+Q+Uajz+HDnN0b8x/i/ozJy115UVITMzEzk5eVh165dyMvLQ2ZmpuwTFd7ryvh57vTdNPwkYTV3nrkyfp47fTcNPymk1B30JKV79+44duxYi8/v3bsXF1xwgegCwpnExEQm3aRhOReS/rouqXDc/wwAQLdxJdS/HxDtEAQBy6+Nx229IlDj8mH810YUWFwA5K89NzcXhYWFjR4rLCxEbm6urJ/De10ZP8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6RS3m+M4772DPnj0Nj/nXdHjrrbeQn5+Pu+66S3QB4YzX62XSTRqWcyHtd19zM5wZkyB4vYhY+RKEihLRDrVKwJtDEzCsqx5Vdi9u/8qIM7Vu2Wv33/iiKeXl5bJ+Du91Zfw8d/puGn6SsJo7z1wZP8+dvpuGnxRS6g56kjJr1ixcc801yMjIwOjRoyEIAp599ln069cPs2fPxsiRIzFjxgzRBYQzFouFSTdpWM6FRu7O8ffDPfAaCNaziFz2HGBr+bbCLaFXC3hvWAKGdNKh2OrB7V8ZcbJS3lt8d+nSJeDjKSkpsn4O73Vl/Dx3+m4afpKwmjvPXBk/z52+m4afFFLqDnqSotPpkJeXh9WrV6N379646KKL4Ha7cfnll2PVqlXYsGEDs6tgtkRycjKTbtKwnAuV3FUq2KfnwNO1F1SlRYhY8RLgdovWRGtV+HB4IgYkaPFnjRvZBwCzQ76/oOTk5CAtLa3RY2lpacjJyZHtMwDe60r5ee703TT8JGE1d565Mn6eO303DT8ppNQtelaRlZWF9evXY+/evdi3bx8+/PBDTJw4seHUr3CgoqICbrcbTqcTBoMBQP0Mrra2/i/a5eXl8Hg8cDgcqKqqAgCYzWZYrVYA9afBeL1eVFVVNayQaTKZYLPVr19RWloKALDZbDCZTADqbyxgt9vh9XobTqOxWq0NC1xWVVXB4XDA4/GgvLy8oR7/zNJgMMDpdMLtdjdcXFRTU9NwX2m5xmS320Mek/9/Nx0TgJDHVF5eTnRMpaWloraT5DGptSidOhve2Hhoft8P1b/+Dvh8oscUr1dh3VUaXBCjwqFqF8ZtLYPN7Q2p9/xjio+PR35+PsaMGYOrr74a48ePx5o1a5Camipr750+fVq23gs0Jj8kvk9Go5Ho96myslL+3vvvmCwWC7F9hB+pvdfWmPz/m8R+r7S0VNZ9edMxFRcXM7Mvbzomk8kk27686ZhMJhOxMZ0+fVq23gs0Jj8ktpPBYJCt9wKNqaKigljvWSwW2X8b+cfkh9Rvo8rKSlHbScyYSkpKZP9tdO6Yzpw5Q2wf4X9/sNtJzJiqq6ubjaktBLPZLPpeqYcPH27YKfTs2RMDBgwQq2CC2tpaxMTEMOcGgIKCAvTp04eIm+VcSPoDZa7683dEvvIkBJcLjrsfgWtkliT36Vo3Rn5eibI6H27upseGmxOhV8v3hwGWtymrvU7aT7vX5YTVXEj7ee703QDfxyjh5r2ujD/cel3UkZT8/HxceumlGDp0KCZNmoRJkyZh6NChGDBgADZtknbL1XCGZJORdJOG5Vxo5+7tfQkc9z8LANBtfB3qgz9J8vSM0eCzUclIilDhuxIHpv1QDZdX/FosLcHyNiUJy/3Ic6fvpuEnCau588yV8fPc6btp+Ekhpe6gJykffPAB7rvvPkRGRmLevHnYsGEDNmzYgHnz5iEyMhIPPPAAPvjgA9EFhDNy3+WIlps0LOeiRO7ua26G4/b7IPh8iFg1H6qiAkmeOLsRm25JRAedgC9O2zFjpwkemSYqLG9TkrDcjzx3+m4afpKwmjvPXBk/z52+m4afFFLqDvp0r8GDByM+Ph6ff/45IiIiGj1nt9tx6623oqamBvv37xddRLji8XigVquZcwNkD9mxnAtJf6uZ+3zQv/kytD99A29CMupeWAVfxyRRfn/tv1Q6cftXVah1+zD1oigsuzY+5GvCWN6mrPY6ab9ivS4DrOZC2s9zp+8G+D5GCTfvdWX84dbrQR9JKS4uRlZWVrMJCgBERETgzjvvREmJ+DUhwhm3hDsyhYObNCznoljuggDHtKfg6TMAqmoDIpY9BzjqRCn8tV/ZSYeNwxMRoQbeOW7Dc/ss8PlCO6LC8jYlCcv9yHOn76bhJwmrufPMlfHz3Om7afhJIaXuoCcp/fr1a3HxN6D+bgF9+/YVXUA4c/bsWSbdpGE5F0Vz1+pQ93guvMldoT51HBGr/wZ4PW2/77+cW3t6Fz3eG5YIrQpYdcSKlw+GNi6WtylJWO5Hnjt9Nw0/SVjNnWeujJ/nTt9Nw08KKXUHPUmZP38+3nnnHXz66afNnvvkk0/w7rvvYsGCBaILCGeSksSdjhMubtKwnIviucfFo27WQviiYqD59y7o1q8AgjwK0rT2Ed0j8NYNCVALwOL/nMWy36TvuFjepiRhuR957vTdNPwkYTV3nrkyfp47fTcNPymk1B30JOWf//wnEhMTcf/996Nv374YNWoURo0ahb59+yI7OxtJSUn4xz/+gaysrIZ/d9xxh+iCwgn//aFZc5OG5VzCIXdf11TUPZELn0YL3befQrvtw6DeF6j2sb0i8Xp6RwgAXjpQgzePiF/dviW3XNDKvKioCNnZ2cjIyEB2djaKiopCdrLcj+HQ61JhOReee/tyk4blfuS503fT8JNCSt2aYF/4xx9/QBAEdO/eHcD/FoPR6/Xo3r07HA4Hjh071ug94bTAoxS0Wi2TbtKwnEu45O7tNxCOB+cg4vX50H+4Gr6OyXBfc3Or72mp9jsvjILN5cPMPWY8/bMFOrWAe/tGi6qH5W0K1E9QMjMzUVhY2PDY/v37kZ+fj9TUVMlelvsxXHpdCiznwnNvX27SsNyPPHf6bhp+UkipO+hJyqFDh0TLWSc6WtwPvXBxk4blXMIpd/eQYXBUG6D/YBX0axbCF58AT/8rWnx9a7Xf1y8aDq8Pz/5swcyfzNCpgLv7BD9WlrcpAOTm5jaaoABAYWEhcnNzsWbNGslelvsxnHpdLCznwnNvX27SsNyPPHf6bhp+UkipW9Rijucbrd0oIJzdpGE5l3DL3TXqDjhHjIfgcSPiHzlQFZ9s8bVt1T794hjMHxwHH4BHd5vx8Ulb0HWwvE1b+4xQ7yfPcj+GW6+LgeVceO7ty00alvuR507fTcNPCil1S56k7Ny5E4899hiysrLw/PPP48yZM1JVYUvnzp2ZdJOG5VzCLndBgPPuGXAPHgrBZkXE35+BUG0I+NJgan/80lg8f0UsvD7goR9N+OxUcLc5ZnmbAkCXLl0CPp6SkhKSl+V+DLteFwHLufDc25ebNCz3I8+dvpuGnxRS6m51kvLKK6+gS5cuqKqqavT4+vXrcdttt+H999/Ht99+i9dffx3Dhg3D6dOnRRfQGh6PB7m5ubjsssvQuXNnXHbZZcjNzaV2j2in08mkmzQs5xKWuavUsD/0PDy9/7uGypJnAVvzC+CDrf2pgXGYfXksPD7g/h+qse102xMVlrcpAOTk5CAtLa3RY2lpacjJyQnJy3I/hmWvBwnLufDc25ebNCz3I8+dvpuGnxRS6m51krJz504MGzas0W3DHA4H5syZg7i4OHz22WcoLi7GunXrUFtbiyVLloivuhWWLVuGtWvXYtGiRdi3bx9eeeUVrFmzRvbPaQmr1cqkmzQs5xK2uev0qJv5N3hTekB95gQi/jEXcDoavURM7c9fEYvHBsTA7QOmfl+Nb4vtrb6e5W0KAKmpqcjPz0dWVhbS09ORlZUV8kXzANv9GLa9HgQs58Jzb19u0rDcjzx3+m4aflJIqbvVC+dPnjyJadOmNXpsx44dOHv2LObOnYuhQ4cCAG6//Xb88MMP+OGHH0QX0Br79u3DqFGjMHr0aAD1P0RGjx6NAwcOyPo5LZGYmMikmzQs5xLWucd0QN3sVxG54BFojh5ExBt/g/2RFwGVGoC42gVBwPzBcXB6fHjjqBWTtxvx4fBE3NA1IuDrWd6mflJTU0O6SD4QLPdjWPd6G7CcC8+9fblJw3I/8tzpu2n4SSGl7laPpJhMpmbndO/cuROCIGDkyJGNHh84cGDIF6k25eqrr8auXbtw/PhxAPW3Qd65cydGjBgh6+e0hMlkYtJNGpZzCffcfcldYJ+9GL6oaGj2/wj920saFnsUW7sgCHhlSAfc1zcKdg8w8dtq7Ch1BHwty9uUJCz3I8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6W52kdO7cudnV+Hv27EFUVBT69evXWKRSQafTiS6gNZ588knceeedGDJkCJKSknD11VfjrrvuwgMPPCDr57SEXq9n0k0alnNhIXdvzwtRN3MhfFodtDu+gO7jtQCk1S4IAv5+TTymXBSFOo8PE781YmdZ84kKy9uUJCz3I8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6Wz3da9CgQdi4cSMefPBBxMfH4/Dhwzh48CBGjRoFtVrd6LXHjh1Dt27dRBfQGps2bcIHH3yAtWvXol+/fjh06BCeffZZ9OzZE1OmTAn4noKCAllrYBmeBX1ky1yIRNy4h3DBRyuh+3w9Kh0uGIZIP4L4SDJgtuiwuUKDrK8NWH6JA//XwYuSkhKsXr0aBoMBycnJmD59uuzfYxrwXqcPz1wZeO7KwHOnD89cGWjm3qdPn1afF8xms6+lJ48dO4YbbrgB0dHR6Nu3Lw4dOoS6ujps27YNV155ZcPrfD4fLr/8cgwbNgzLli2TrfhLLrkEjz76KB5++OGGxxYvXowNGzbg4MGDsn1OS5SWlqJr167MuYH6Jmtr40uF5VxI+klkrtn9NSLefBkAUJY1HbEZEyW7vD4fHt1lxoY/bYjWCFhxmQvz7228SntaWposF5yfC+91Zfys9fq5sJoLaT/Pnb4b4PsYJdy815Xxh1uvt3q6V9++fbF582YMGjQIVVVVGDJkCDZt2tRoggLUX6cSExODsWPHiq+6FWw2W7MjNmq1Gl6vV9bPaQmSTUbSTRqWc2Etd/d1t8Bx1yMAgJRP3oT6158ku1SCgH9eF4+JF0bC6vbhgV+8KETHRq/xr9IuJ6xlfi4s9yPPnb6bhp8krObOM1fGz3On76bhJ4WUuttczPGqq67CRx99hH379uHjjz9uuKPXuQwdOhQ//fQThg0bJrqA1hg1ahSWLVuGr776CkVFRdiyZQtWrlyJjIwMWT+nJWy24FfsDic3aVjOhcXcXaOy4MyYBMHrRcSKl6A69ptkl1olYOX1HXHHhZHwqHXAg6uBXgMbvUbuG2DQyryoqAjZ2dnIyMhAdnY2ioqKQnay3I8s9roflnPhubcvN2lY7keeO303DT8ppNQtecV5Grz66qsYO3Ys/vrXv2LIkCHIycnB1KlTMXfuXCqf73AEvhNSuLtJw3IurObunPAAaq8ZAcHlROSSZ6E6+Ydkl1olYNX1HdHT8BsQEQ089EajiUqoq7Q3hUbmRUVFyMzMRF5eHnbt2oW8vDxkZmaGPFFhuR9Z7XWA7Vx47u3LTRqW+5HnTt9Nw08KKXW3ek0Kh11In8/JaQ7xzL0e6FfnQvvz9/BFx6Lu2WXw9rxQsu5EYRGGvrEL1r43AnYr8OZ0pMEk+zUppCkoKMCrr76KvLy8Zs9lZWXJvnYKh+9flILnrgw8d/rwzJUh3HIP6yMpSmM0Gpl0k4blXJjO3WSG48Hn4b7iOgjWs4hYPBtC2WnJvgvTUvHjQ9c3HFFRP/IW5v5L/gkKjcyb3irdT6inrrHcj0z3OsO58Nzbl5s0LPcjz52+m4afFFLq5pOUVoiOjmbSTRqWcwnFT+KaBzFER0cDGg3sM16A+5LBUNWYELloFgRD4B/owXBhWioOzh6FCb108Kh1ePSQNuA6KqFAo9e7dOkS8PFQT10L534MxLk9+tRTT1HvUbk4X/cxSsNq7jxzZfw8d/puGn5SSKm71XVSznfkXpySlps0LOci1e+/5uHc2/Xu37+f6qlRDbXr9LA/kYvI156G+vhviFw0C3XPLYcvoZMkr1olYFV6AnSaGmz404Y7vjHig+EJuKFrhLx1EyQnJwf79+9vdjvlnJyckLzh2o+BCNSjBw8eZO70PeD83MeEA6zmzjNXxs9zp++m4SeFlLr5kZRWqKioYNJNGpZzkerPzc1t9OMPIHO73tZoVLs+AnWzFsKT1g8qQxkiX/0rBEu1ZHeVoRIrro/HPX3qV6a/81sjvi+xy1A1nV5PTU1Ffn4+srKykJ6ejqysLFl+nIdrPwYiHHpULs7HfUw4wGruPHNl/Dx3+m4aflJIqZsfSWmFlk4hCXc3aVjORaqf1DUPYmhWe2Q06ma/ishXZkJ95gQiXp2NujnLgJg4ye7l18VDLQBvH7dh4ndGbLg5ETd3C+2ICq1eT01Nlf0i+XDtx0CEQ4/Kxfm4jwkHWM2dZ66Mn+dO303DTwopdfMjKa1gtVqZdJOG5Vyk+kld8yCGgLXHxMH+9GvwdukBdfFJRL46G6itkexWCQKWXBuP+/tFw+EB7vrWiC/P1MlfNyOEaz8GIhx6VC7Ox31MOMBq7jxzZfw8d/puGn5SSKmbT1JaweVyMekmDcu5SPXn5OQgLS2t0WNyXPMghpZq98V1RN3TS+Dt3A3qouP1ExXrWclulSDgtas7ILt/NJxe4J7t1dh8SvpEhfc6HX849KhcnI/7mHCA1dx55sr4ee703TT8pJBSt/rZZ599Sf5S2gcREfJcOEzbDQDV1dVITEwk4mY5F6n++Ph4jB49GkajEYmJiRgyZAhef/31Rtc8kMwcaKP2yGi4B6VDc3A31KWnoP79ANxX3Qjo9JLcgiBgRDc9rC4f9lY6sbmoDhfEanBJglbeumWA1V6X2x9Mj8qFor0exm7Sfp47fTfA9zFKuHmvK+MPt17nR1Jaoaqqikk3aVjOJRS//5qHLVu2YM2aNdTvmNRW7b6ETqibswzeTl2hPnUckYuDP6ISyC0IAhZcGYfZl8fC4wMe/NGE9wvEH67lvU7Pf26PLly4kLm7evk5X/cxSsNq7jxzZfw8d/puGn5SSKmbT1JaITY2lkk3aVjOpb3n7kvoVL8SfXJXqAuPBT1RacktCAJy/i8Oz18RCx+AR3eZse4PcROV9p55uPp57vTdNPwkYTV3nrkyfp47fTcNPymk1M0nKa2g0ZC7+RlJN2lYzoV27nIuABls7b7E/x5RaZioPNXmRKUt91MD47Dgyvq7hs3aY8brv9cGV3QQ7nCG5X7kudN30/CThNXceebK+Hnu9N00/KSQUjefpLSCwWBg0k0alnOhmbt/cb28vDzs2rULeXl5yMzMlDxREVN7/URlKbzJXaAu/AORrz3d6kQlGPdjA2Kx+OoOAIDn9lmw5LfgTiXjva6Mn+dO303DTxJWc+eZK+PnudN30/CTQkrd7XKSUlFRAbfbDafT2RCKxWJBbW39X3/Ly8vh8XjgcDgazpEzm80Nt0crKyuD1+tFfHw8jEYjAMBkMsFmswEASktLAQA2mw0mkwkAYDQaYbfb4fV6G9YrsFqtMJvNAOrPxXM4HPB4PCgvL0dKSgpqa2thsVgA1G88p9MJt9vdsOBNTU0NampqZB2T3W4PeUz+i5+ajglAyGOKjIwkOiatVitqO4UyppycnICL6y1YsEDSmFJSUkRtJ5Naj7o5y+BK6AT1yaOIXDQLlScKAo4pISEhqDFlJtXhH9fFQwAw/0ANFhywoKysrNXt5PP5ZOu9QNvJD4nvU8eOHYl+n2JjY3Ho0CFkZ2dj5MiRmDZtGk6ePCnL9yklJYXYPsKP2P1esGOKiooStZ3EjEmv18u6L286JrVazcy+vOmYkpOTZduXNx1TcnIysTH5fD7Zei/QmPyQ2E5xcXGy9V6gMUVFRRHrvZSUFNl/G/nH5IfUbyP/qUckvk8ajUb230bnjgkAsX2E//3BbicxY0pKSmo2prYQzGazr81XnafU1tYiJiaGOTcAFBQUoE+fPkTcLOdC0t8084yMDOzatavZ69LT07FlyxbRfqm1C8YKRL4yE6rKUni6p8H+9N/h65AQkvujEzY8vNMEjw94qH80Fg7pAJUgyFp3sLDa6wBw5MgRTJo0qdFkNi0tDfn5+ZIuei8qKkJubi7KysqQlJSEefPmEbl4nmTmAN/HtATPnb4bYHsfw2ruvNeV8Ydbr7fLIylyce5faVlyk4blXGjmLvfielJr9yV2Rt1z/4C3ayrUxYWIfPkJCNWVIbnvuDAK79yUAJ0KeOOoFY/tNsPjDfz3jsLCQtmuy6EN6X5ZtGhRwKNtubm5ol1NTy/Mz88P6fRCJeH7GGVgNXeeuTJ+njt9Nw0/KaTUzScprdChQwcm3aRhOReaucu9uF4otfs6JqFuzjJ4el4IVfmZ+omKoSwkd0ZqJD4cnogojYD1BTbcv8MEp6fxRKWoqAhTpkyR7boc2pDuF/+h+Kb4D6eLITc3V7YJj9LwfYwysJo7z1wZP8+dvpuGnxRS6uaTlFZg+cIqkrCcC83cU1NTkZ+fj6ysLKSnpyMrK0vyaTxA6LX74jqi7pml8KT1g8pQVj9RKS8OyX1Ttwh8cksi4rQC8k/VYfJ2I+rc/5uosP7DmXS/dOzYMeDjUo62+c8jboqUCY/S8H2MMrCaO89cGT/Pnb6bhp8U/MJ5mWF5pk0SlnOhnbucC0DKUntMHOqe+Ts8F10KVXUlIl9+HELJqZDc13TWY/OoJCToVfi62IGsb6pw1uUFwP4PZ9L98sILL8h2tE3u0wuVhO9jlIHV3Hnmyvh57vTdNPyk4EdSZEalIhcPSTdpWM6lveYuaj2WyGjUzX4V7ov/DypLNaIWPgHtmRMh1TYwSYettyYhJVKFXeVOZH5ZhWq7h/kfzqT7xX+RvBxH2+Q+vVBJ+D5GGVjNnWeujJ/nTt9Nw08KKXWzOVJKtHS+eLi7ScNyLu0xd0nrsegjYZ+5EO7Lr4Zw1oLoRbOgPnowpPr6xWvx5V+S0TNGjQNVLty6rQrZT+WgR48ejV7H0g9nGv0o19G2pqcXjhkzJqTTC5WE72OUgdXceebK+Hnu9N00/KSQUje/BXE7hfTt+zjNCZT5ubeE7dKlC3JycmT/0ZidnY28vLxmj2dlZWHNmjWtv9ntgv7NhdD+vB1OCJhfo8eJpB4h1Vlq9WDc11X4w+xGjxg1Vg5w4L0luQ3rA8mdAe91+vDMlYHnrgw8d/rwzJUh3HLnR1Jawb8IDWtu0rCcC83c5V5xvqXaQ7ruQ6PF8dH34D2DHTr4MC+2DpF7vwupzq7RamwdnS2mESkAACAASURBVITByVqcqfVg2kEtHntlpSzX5dCG5X7k+xj6bhp+krCaO89cGT/Pnb6bhp8UUurmkxQOhxC07mwV6nUfuS+/jPt++gML/iiHWhCw7v96IlNVG1KdCRFq5I9Mwo1d9ahy+JCxrQo/lTsk+zgcDofD4Zxf8ElKK8TFxTHpJg3LudDMXe47W7VUe6gXTPvrnHesHE8eqr8l8eIB3ZBhKQJ80s8GjdGq8OHwRIxNjUCNy4dxX1fhqzN2yT4lYLkf+T6GvpuGnySs5s4zV8bPc6fvpuEnhZS6+SSlFSoqKph0k4blXGjmLvedrVqqPdT1WM6tc8XJKtxzoAhurw+TIp3Q/+vvgMctqV4A0KsFvHKxC1MuioLdA0z6zoiPTtgk+2jDcj/yfQx9Nw0/SVjNnWeujJ/nTt9Nw08KKXVrCNTRbkhMTGTSTRqWc6GZe05ODvbv39/olK9Q7mzVWu3+O0RJIScnB7/88gtOnToFANhYbEJEQhLe6BMP7Y7PIViqYZ8xF9BHSvJ3SkrC8s5qJOhVWHaoFg/+aEKV3YsZl8RI8tGE5X7k+xj6bhp+krCaO89cGT/Pnb6bhp8UUurmR1Jawev1MukmDcu50Mxd7hXnSdWempqKvLy8RnU++d7HsD+zBL7oWGh+/QmRr8yCUGOS5Pd6vRAEAS8N7oAFg+sP9z63z4KX9lvgC+F0Mhqw3I98H0PfTcNPElZz55kr4+e503fT8JNCSt18ktIKFouFSTdpWM6Fdu5yrjhPsvb4+PhmdXovuhS2nBXwJnWG+uRRRC54BEJFsWj3uXU/dmksVqV3hFoAlh2qxYxdZri88kxURC1oGSQs9yPfx9B30/CThNXceebK+Hnu9N00/KSQUjdfJ6WdEm73uj4faK+ZC2YjIpbMgbroOHyxHVA3cyG8F14ckvObYjumfl8Nm9uHkd31+NdNCYjSSPubSUFBAXQ6HTIzM5udWsfqYobhTnvt9XCH564MPHf68MyVIdxyb5dHUioqKuB2u+F0OmEwGADUz+Bqa2sB1N9dyePxwOFwoKqqCgBgNpthtVoB1N/tyOv1oqqqqmGFTJPJBJut/oLf0tJSAIDNZoPJVH8KjNFohN1uh9frbbhbktVqhdlsBgBUVVXB4XDA4/GgvLy8oR7/zNJgMMDpdMLtdjdcXFRTU9NwX2m5xmS320Mek/9/Nx0TgJDHVF5eTnRMpaWloraTHGOSaztZLBZZei/QmIxGY4tjKne4cfap1+C8ZDCEsxZEvjITjl1fBz2m06dPNxvT4Og6fHRjDBL0KnxV7MBtX1ah2FQraUxAy7d7nj9/fkjbyWg0Ev0+VVZWEus9i8VCbB/hR47eCzQm//8m8X0qLS2VdV/edEzFxcXM7MubjslkMhHb75lMJmJjOn36tGy9F2hMfkhsJ4PBIOu+vOmYKioqiPWexWKR/beRf0x+SP03t7KyUtR2EjOmkpISor8jzpw5Q2wf4X9/sNtJzJiqq6ubjakt+JGUVqitrUVMDJmLe0m6AbKzYZZzIekn/RcIxXN3u6F/++/Q7twGn6CCY8oTcA+7LST3cbML4742otjqwUUdNPjklkT0iBF3P4+CggLMnDkTu3btavZceno6tmzZIsp3Liz3I+91+m7Sfp47fTfA7n9PSft5r9N3k/aHW6+3yyMpckGyyUi6ScNyLjz3ENwaDRz3Pw1n5lQIPi8i3lkK3cbXAa9HsvuieC2+/ksyLo7X4LjFjVu+MOBwtUts+bLf7tkPy/3Ie52+m4afJKzmzjNXxs9zp++m4SeFlLr5JKUV/p+98w5vszr78K0tyzuxYztx7DiLDCCQEHaAUkZCgIRhRgcfFMwo+TpomU3KiFsKHYyyA5SWAqVhBMIIlELhC4Q0CSMhezh2HMeO95AsyRrfH4qMHcuyJOu80nHOfV1cwGvrp+f83sdH76OzYj10L9HaopHZF+X7ILV1OtwXXIXz6lvwGwyYV/wT60OLwNn/2ScDaY9MNfDOObmckGdmn8PHOe/U83FNdKfTD/ZAy/6QOR9VrmuvrYW+SGT1XXmeGH3lu/baWuiLIpa4Dbfddttd8Q9laJCSkoJeL6aOE6kN0NTUJGwvbZl9Eakv0nNILt99xRPwTTwS45efYdizE8P6z/FOOwFsqTFpW406Li6xsb2ti/VNHl6tcFCSbmTqMNOAsTQ1NTF27FjmzJlDY2Mjw4cP57jjjuOxxx4b9KJ5mfNR5br22qL1le/aa4O8n6ei9VWua68tWj/Zcl2NpITB44n9pO1EaotGZl+U7/HT9k4+GsevH8OXV4ihaicpd1+PfteWmLWtRh1/OW0Y109JpcsHZZ808+D69ojPUonnds9BZM5Hlevaa2uhLxJZfVeeJ0Zf+a69thb6ooglblWkhKG9vV1KbdHI7IvyPb7a/vzROH79GJ5JR6FvbSLl3p9iWPOfmLX1Oh2/Oy6L8pmBQx/vWtfGLZ+34o3TWSrRInM+qlzXXlsLfZHI6rvyPDH6ynfttbXQF0UscasiJQw5OTlSaotGZl+U7wK00zJw3vx7uk45B53bRcojd2Fa/nc4MAISi/aCw9N59tRszHpYssXO/3zURKdH+0JF5nxUua69thb6IpHVd+V5YvSV79pra6EviljiVkVKGIL7Q8umLRqZfdHa93iegp7UvhtNuH50M65Lr8ev02F55Wksj98Drs6YtS8ca+PVs3LIMOt4q8rJ+Svqqe8Mv5NYvJE5H1Ufo722FvoikdV35Xli9JXv2mtroS+KWOKO7kCCQwyTaeBFu8moLRqZfdHS98rKyj6noK9duzbmU9CT3nedjq5zLsOXPxrrk7/BtPoj9Puq6Cz7FWRlxSQ5q8DCe+fkUvqvRtbUd3Hm2/UsPXM4EzK1uY8y56PqY7TX1kJfJLL6rjxPjL7yXXttLfRFEUvcaiQlDKmpfXcqkkFbNDL7oqXv/Z2CXl5eHpOeLL57p5/Ua0F9zn0/w7D5y5j1Jmeb+ODcXKYNN7G73cuZb9XzaW10WxTHisz5qPoY7bW10BeJrL4rzxOjr3zXXlsLfVHEErcqUsKwb98+KbVFI7MvWvre33vFuse5TL77R43BcefjeI44Fl1HG9b7f4HpX691r1OJlnybgbfn5DB7tJUWt58L3mtg6c7+z2aJFzLno+pjtNfWQl8ksvquPE+MvvJde20t9EURS9yqSAlDXl6elNqikdkXLX2P9yno0vmemo7zpntxnXMZOp8Py98fxvLM/dDljkkuzaTnhdOHce3kVNwHtij+/VdtsdY9ESFzPqo+RnttLfRFIqvvyvPE6CvftdfWQl8UscStipQwuN2xPUwlWls0Mvuipe/xPgVdSt/1BtrnXYnz+kX4zRZM//cuKb/9KbrGupjkDHod9x+fxb3HZqIDfvNlO4u3m+kStEWxzPmo+hjttbXQF4msvivPE6OvfNdeWwt9UcQStypSwmC326XUFo3Mvmjpe3FxMcuWLaO0tJRZs2ZRWloa86J5kNd3u92O54Tv0rnwEXzD8zDs2ozt12UYNqyJWfOGqWk8f/owUgw6lu83ctH7jbS4fHGMOoBs+dhzN7lrr712ULvJJRJZc10LfZHI6rvyPDH6ynfttbXQF0UscetaWloSc0qaQijbt29nwoQJiQ7jkEJ5HprKykrKy8vZt28fE/JH8KfiVNJ3bMCv0+G+4Cq6zvsB6GP7vuSLejel7+2nsUvH+AwjL58xnHGZxj7vW1BQwMKFC+NyCn2yEmo3uZKSkkEVxv2hcj0xKN8Tg/Jde5TniSHZfFcjKWFobm6WUls0MvuifNdWu7KykvPOO4+lS5eycuVK/vLKaxzz2kr2f2c+AJbXnsX6wO3Q0RaT/vRcM89NczI128iONg9nvL2flbWu7gf24PsuXbqU+fPnRz2yIFM+xns3uUQiY65rpS8SWX1XnidGX/muvbYW+qKIJW5VpITBYrFIqS0amX1RvmurXV5eTlVVVa9rOysq+OmnG3He9Dv8qRkY16/GdmcZ+oqtMb1HvtXPirm5nD3aSrMrsPPX1U+9FZcHdpnyMd67ySUSGXNdK32RyOq78jwx+sp37bW10BdFLHEPySKlrq4Oj8eD2+2mvr4egNbWVjo6OoDAh7bX68XlctHQ0AAETsIMzpfbt28fPp8PvV5PY2MjEKgAHY7Alqc1NTUAOByO7sqwsbERp9OJz+frfliw2+3dJ2w2NDTgcrnwer3U1tZis9no6OigtbUVgPr6etxuNx6Ph7q6wKLitrY22tra4tomp9M56DYFFz8d3CZg0G3q6uoS2qbOzs6o7lM82hSv+2Sz2eKSe6HaZDQahbSpvwfnPXv20D7+CBz3PIWzcCz6hjpSym/E/dY/wO+Pqk0A6SY9Tx1n5prxJrp8sHb8fDj3JtDper1vdXV1VG0yGAxC/578fn/cci87Ozuk18OHDx/wPkXbpiDxyL1QbfJ4PFHdp2ja5HK54tqXH9ymYB8pQ19+cJssFouwfs9isQhrU0/vRfTlQUTcp+D1aO5TNG3yeDzCcs9ms8X92SjYpiCiPnP9B7aFFPH35HA4hD5HtLW1Cesjgq+P9D5F0yaz2dynTQOh1qSEoaamhpEjR0qnDWLnFcrsi0h90XM5ZfS9rKyMpUuX9rleWlrKkiVLAv/T5cby4qOYPnwj8L8zT8P1o1+CLS2i9zjY9+e22vn5ykb8egOs/wBeuA3cnX3fNwJkysehtCZFxlzXQl/5rr02yPt5Klpf5br22qL1ky3XVZEyREm2xU+HAsrzvkTz4Gxc9QGW5/6IztmJL7cA5w2/xjdu8oDvEcr3f35ZxfWfd+KzpkH1ZnjmfynJtgp5YE8mgpsF1NbWkp+fL2yzAJXriUH5nhiU79qjPE8Myeb7kJzuFS96TmuQSVs0MvuifNdWu7i4mJdeeimibZg9J5yB4+4leIsnoq/fR8pvFmB692XwRb+18CVHF/H6qVbSOhuhcDKWO97gzueiL1Bky8fi4mKWLFnC8uXLeeihh6QtyGTMda30RSKr78rzxOgr37XX1kJfFLHErYqUMLhcLim1RSOzL8r30OzYsaP7fI2ysrKodsHqeTZHqNfm5eV1PzgvWbIk7IOzP7+QzkWP4D7zInReL5Z/PI71wTugrSXqNp06pZhvrj6c74y04DKlUvaVkee3RbdPu8z5qHJde20t9EUiq+/K88ToK9+119ZCXxSxxK2mew1Rkm3I7lBAVs8Hs5ZB5DoIwxcrsT59Hzp7O76sHFzX/wrv5KP7/N5Avnt8fhauaeWJTYEC5YYpqSyemYlRr+v3NYrwyJrrsqN8TwzKd+1RnieGZPNdjaSEIbgrgmzaopHZF+V7XwZzvkYkr401bu/0k3EsfhrvhMPRtzRgve8mzC8/AV3ugV/cA6Nex++Oy+Lhk7Iw6eHxTXYu+VdkJ9TLnI8q17XX1kJfJLL6rjxPjL7yXXttLfRFEUvcqkgJQ2pqqpTaopHZF+V7XwZzvkYkrx1M3P7heXTe/iDuef8D6DC/8w9S7rkBfXXFgK89mCsmpvLG2TnkWPV8WOPijLfq2dbSFfY1MuejynXttbXQF4msvivPE6OvfNdeWwt9UcQStypSwmA2m6XUFo3MvgxV3wdaFxKOgoKCkNfz8/Pj8tpBe24w4r7wKjoX/hlf7kgMVTtJues6TP96DfzRzVY9Md/Ch+fldp9Q/9236nm3qrPf39ciHwdz7wbSjic941y0aFHc4gyF6mMSg6y+K88To698115bC31RxBK3KlLCEDyQRjZt0cjsy1D0PbguZOnSpaxcuZKlS5cyf/78iB8iFy5cyOjRo3tdKykpYeHChRG9tqSkJOxr4+W5b/xUHIufpuuUc9B1ubH8/WGsf7wFY3t0i+qL0oy8PzeX+WNSaO/yc/m/m7j/qzZ8IQoe0fmybt26Qd27cMQz9oNzbMWKFXGLMxSqj0kMsvquPE+MvvJde20t9EURS9yG22677a74hzI0SE9Pl1IboKmpqfuk6Xgjsy8i9UV6Dv3HfvPNN/Ppp5/2utbS0kJjYyPnn3/+gLpZWVnMnTuXxsZGhg8fznHHHcdjjz0W0cL3rKws5syZE/a1cfXcZMI7/SS8o8di3LgOQ3UFw9evwp83Ev+oMRHLmA065o2xYjXo+GSfi/+rdfNNUxdnjbZiMXy7oF50Pt51112DunfhiGfsg82xaFF9TGgS1cccytog7+epaH2V69pri9ZPtlw3CohjyGC324XN/ROpLRqZfRmKvg9mTUmQnJycqE5i70nwbI7+EOG595hTcIybguXp+zB+swbjI3fRddx3cP3wp5CeFfa1wQMP9+3bR0FBAY/csIjbNxt5u8rJmW/V88LpwxmXaRQWe0+qq6tDXo/m3vVHPGOPR45Fg+pjEoOsvivPE6OvfNdeWwt9UcQStypSwtDVFX5RbbJqi0ZmX4ai74NZUzKQdjwQpe3PzsH5i/to/uczFH74KqbVH2HY/BWuK2/CO2NWyNdUVlYyd+7cXsXBqlWr+PvSt7lli5UtLR6+89Z+njl1GGcWWoXny4gRI0Jej+be9Uc8Y49HjkWDjPmolb5IZPVdeZ4YfeW79tpa6IsilrjVdK8wWK1WKbVB7JCdzL6I1Bc9PN1f7NOmTeOtt96ira2t+1phYSFPPvkkWVnhRxUG0o4HQu+pTke1JYOMc0ox7NmBYe9uTKs/QldXjXfSUWC29Pr1G264gS+++KLXtba2NlpqKll66w/Z1uLhmyYPr+zqxKCD7xRnoNOJO09l+vTpvPfee7S0fLuupqSkhMceeyzie9cf8fR92rRpwuIMhbT5KFg/UX3MoawN8n6eitZXua69tmj9ZMv1pF84X1tby/XXX8+4cePIy8vjuOOOY+XKlZq8d0NDg5TaopHZF+X70NIO4h8xks5bH8D1g5/gN1swrfoA2x1XYvjys16/t3bt2pCvX7t2LekmPc+fPow7jg7Mm/3Nl+1c/G5tROepxEpqaiqPPPIIRUVFZGZmUlRUxCOPPDLogzAhvr4XFxezbNkySktLmTVrFrNnz47LgZ39IXM+qj5maGmLRuZ8VL5rr62FvihiiTupi5SWlhbOPvts/H4///znP1m9ejX3338/ubm5mry/zAurRCKzL0PR9/Ly8j5rG6qrqyM6jHEg7Xigmed6PV1nXoij/JnAAZCtTaQ8eAeWJ8qhLbIdwPQ6HbcclcE/zxxOllnHh3U+Tl++n41NYobXm5qaWLBgAVVVVbS2tlJVVcWCBQvismtWvH0Prj1avnw5ixcvFlaggNz5OBT7mENZWzQy56PyXXttLfRFEUvcSV2kPPzww+Tn5/Pkk08yY8YMxowZw6mnnsphhx2myfsbjeKW7IjUFo3MvgxF3+OxqFnme3ow/rxCOu94CNflN3aPqqTefgXGT99n5sxjQr5m5syZvf7/zEIr/zl/BEdkG9nV7uWMt+pZutMR91jvv/9+Kip6H0xZUVERVYHZH0Mx15NdWwt9kcjqu/I8MfrKd+21tdAXRSxxJ3WR8vbbbzNjxgyuuuoqxo8fz8knn8xTTz2FP8oD3GKlvr5eSm3RyOzLUPQ9HouaZb6nIdEb6JpdiqP8WTxTZ6DraMP61G95cdIwjh9b1OtXCwsLuffee/tIjEk38vxMH5ePt9Hp9VP2STO3fN6C2xu//qeqqirk9XjsmjUUcz3ZtbXQF4msvivPE6OvfNdeWwt9UcQSt66lpUWbJ/4YyMvLA+DHP/4x8+fPZ8OGDdx6663ceeedXHvttSFfs337di1DVCgSzt69e1mwYEGvKV+FhYU88sgjjBo1KoGRJZa9e/fyxBNPUF+/n0vz0lmQ5sbs6sRjNPFXp5Vnau0Myx3B9ddfH9Ynvx9eqzXyh10mPH4d0zK8/PYwNyMsg+86Fy1axIoVK/pcnz17NosXLx60vkKhUCgUycqECRPC/jypi5Tc3FyOPvpo3n///e5r99xzD2+99Rb//e9/hb9/R0cHaWlp0mlDoFgb6ObHisy+iNQX6TmEjz149kdtbS35+fksXLgwqjUDsfhy8Hkj/b1nInI9eEJ6z6lUM8aP5b3LziJrw+cAeMdMxHXlL/CV9D99tGfsa+vdXPFhIzUOHzlWPU+fms1pIwe3y8qmTZv4/ve/3yvOkpKSuCxKH6q5nszaovWV79prg7yfp6L1Va5rry1aP9lyPakntuXl5fVZfzJx4sR+D0CLN16vV0pt0cjsy1D1faADFQejHYpQRcDatWtDPlwnwvPy8vI+az3W7djFDVsbefam32H56wMYdm8j5e7r6Tp9Hu6LrobUvov6esZ+TK6ZT+aNoOzjZj6qcXHBe43cdnQ6N09LRx/jNsWjRo1i2bJlgyow+yOZc32gAlf1MYlBVt+V54nRV75rr62FvihiiTupi5Tjjz+eHTt29Lq2Y8cORo8ercn7Z2ZmSqktGpl9Ub7HRztUEVBRUcF5553H8uXLez1wJsLzcJsJeKcdj+O3f8G87K+Y3luK+d/LMK75GPdlN+A58UzoUXAcHHuO1cArZw7n/q/buf+rdu79sp3VdW6eOjWbHKsh6jgzMzPJzMwcVIEZTjsZiaTATaZcTzZ9kcjqu/I8MfrKd+21tdAXRSxxJ/XC+R//+MesWbOGP/zhD+zatYtly5bx1FNPcc0112jy/jIvrBKJzL4o3+Oj3V8RUFVVxfz583ttoZsIzwfcTMBqw33ZDXQufhrvxCPRtzVjfeq3pNz7M/TV3z48h4rdoNdx+9EZvHrWcIZb9HxY4+KUN/azus4VdZzJdE+1or8Ct+eOZjL7kqy+R4KsvivPE6OvfNdeWwt9UcQSd1IXKdOnT+eFF17g9ddf54QTTmDx4sXccccdmhUpMlfaIpHZF+V7fLT7KwKg7wNnIjxfuHAhJSUlva6VlJSwcOHCXtd8hWPpvOMhnGW340vPwrD1a1J+fQ3mfzwOnY6wsZ8+yson80Zw3AgzNQ4fc99t4NGNHVHtPphM91QrItkyW2ZfktX3SJDVd+V5YvSV79pra6EviiE3kgJw9tln8+mnn1JXV8e6deu4/vrr0cU4/zta9Hpx9ojUFo3Mvijf46MdqgjoSc8HTq09D653SE9Px2azkZaWFv4kd50Oz8ln47jvedzfnQ8+H+Z3X8Z26w+wfvYv8PV/4vyoVANvzcnhxqlpePzwq/+28r1/N9Ec4Sn1yXRPQ1FZWUlZWRnnnnsuZWVlcTlkMpIts5Pdl0Tqi0RW35XnidFXvmuvrYW+KGKJW86WakRjY6OU2qKR2Rfle3y0i4uLWbZsGUVFRSF/3vOBU0vPg+sdli5dyvr163E4HHR0dPQ6yb3fB+/UdNxX/IzOOx/HO24K+tYmbH/5PSn33IB+x8Z+39Ok1/GbYzN5/vRhZJp1vLvHyaw39vN5BNO/kumeHkxPL1euXMnSpUv7TOWLhUhGuZLZl0Tri0RW35XnidFXvmuvrYW+KGKJO6m3IFbEjujt+xR9ORQ9D7UIOl5b6EZKT9/LyspYunRpv787Z84ctmzZMnC8fj/GVR9gfvlJ9C0NAHSdcAbuS67FP2xEv/qV7R6u/riJtfVdGHTwq+kZ/OyItJh3/0ok/XlZWlrKLbfcMqhcH+yW2Ycqh2Ifkwwo37VHeZ4Yks13NZIShra2Nim1RSOzL8r3+GoHR1RKS0uZNWsWpaWlfR74tfS8v/UOQdauXTvgom0gMAXsxDOpW/go7vN/iN9kwrTqA2y3XoHpjb+ByxlSvzjdyLvn5PKTw9Pw+uGedW1c/H4j+ztDb72YjPc0SCRrR2IluGX28uXLWbJkSZ8CJZl9SbS+SGT1XXmeGH3lu/baWuiLIpa4k3oLYoVCkfwM9oyWeBJuQX84+nvw9ltScF90NV2nnIPl5ScwrvkYy2vPYvrwTdwX/QjPyWeDvvfWwya9jntmZjKrwML1nzTzYY2LWW/s56lThnHqSEtM8SWCSNaOKBQKhUIhCjWSEoaMjAwptUUjsy/K96GlfTDhFvSXlJQwc+bMkD/r78E7GLs/twDngrvpvO0BvGMmom9pwPrM/aQsugbD159DiB29ziy08n/zRnBinpm6Th/z32vgnnWtdPn8ffRFMFjtSHdIE0Ey+5JofZHI6rvyPDH6ynfttbXQF0UscasiJQx1dXVSaotGZl+U70NL+2B6Tj+bOXMmRUVFHHPMMd3T0O69996oHrwPjt07+Wg673wC5/WL8OXkY6iuIOVPt2G9/xfod2/r8/qRqQbenJ3DLUelo9PBn9Z3MPvteiraPCH148lgtSOZyieKZPYl0foikdV35Xli9JXv2mtroS+KWOJWC+fD4PF4MBrFzIgTqQ1iFz/J7ItIfdELzmT1PdlyPZpF22Fj73Jj+uB1zG8+j87REbh0whm4L7gSf15hn1//rNbFtZ80U233km7S8YcTsrio2Cyl7yrXE6OvfNdeG+T9PBWtr3Jde23R+smW62pNShh8Yc5HSGZt0cjsi/J9aGnHQjRraMLGbjLTNedSumbNwfzWC5j+9RqmVR9gXP0hnlPm4p73w147gZ2Yb2HlvBH89LNm3tjt5LpPmnl/jIUHThpGhjn+g9rJ5ns0yJyPyvehpS0amfNR+a69thb6ooglbjXdKwytra1SaotGZl+U70NLWzQRxZ6WgfuyG3Dc9zxds+aAH0z/WY7tlu9jfuERdG3N3b+aZdHz3GnDePikLGxGHa/uDiyqX7PfnZjYkxSZ81H5PrS0RSNzPirftdfWQl8UscStpnsNUZJtr+tDAeV5Ykg233X7qjC//hdMqz8CwG+x0nXWxbjnXAqp6d2/t62li6s/bmZDU+BMlZunpfPLaekY9cl/pkqyeX6ooHxPDMp37VGeJ4Zk812NpIRB5kpbJDL7onwfWtqiiSV2f0ERSIwOIQAAIABJREFUrh/fieOeJXiOOgGdy4l5+d9J/eVlmF//C9jbAZiYZeLVWWZunBo4U+V3X7Uz+516dh1YVJ+I2JMFmfNR+T60tEUjcz4q37XX1kJfFLHEPSSLlLq6OjweD263m/r6eiBgTkdHYHFrbW0tXq8Xl8tFQ0PgNOmWlhbsdjsQOMTM5/Ph9XppbGwEoLm5GYfDAUBNTQ0ADoeD5ubAVI7GxkacTic+n6/7EDS73U5LSwsADQ0NuFwuvF4vtbW1GAwGOjo6um9afX09brcbj8fTvQNCW1tb9+E38WqT0+kcdJucTmfINgGDbpPL5RLaJofDEdV9ikeb4nWfDAZDXHIvVJv8fr+wNrW1tcUt90K1KYiI++Tz+WLOPV/xBJquW0TdT+/FM2U6Oocd87K/knrTpbifexA6WtH7PNw80c8bZw8nzwpr67uY9cZ+/rymBr/fP6g2GQwGYX1EkHjkXqg2ud3uuOReqDZ1dnbGtS8/uE0dHR3S9OUHt0mn0wnr93Q6nbA2BeMQ1ZcHEXGfPB5PXPvyg9vkdruF5Z7BYIj7s1GwTUFEfeZ2dXVFdZ+iaZPdbhf6HNHe3i6sjwi+PtL7FE2bgD5tGgg13WuIkmxDdocCyvPEIIvv+q3rMb/xV4wb1wHgt6bQ9d0LcM++BDKyaHH5uGlVC69VdAJwTpGVh0/KIsdqCCcrnOBuaPv27aOgoICFCxfidrul8HyoIUuuDzWU79qjPE8Myeb7kBxJiRf9nUKd7NqikdkX5fvQ0hZNPGP3HXYkzlv+iGPhI3iOmInO2Yn57RcD08BeeoxseyPPnJrNU6dkk2HW8U6VkxOX7ee9Pc6ExV5ZWcn8+fNZunQpK1euZOnSpcyfP5+9e/cOWjscMuejyvehpS0amfNR+a69thb6ooglbsNtt912V/xDGRqkpKSg14up40RqAzQ1NTF8+HAh2jL7IlJfpOcgr+8q13vjHz4Cz4ln4TnyWGhuwFBTiWHHRkwfvI6+sY7JU8Zy8ZH5rG/qYkuLh1d2dbLX7uXkfAsWQ+SL6uMR+80338ynn37a61pLSwstLS1cfPHFg9IOh8z5qPqYoaUN8vUxWumrXNdeW7R+suW6GkkJg8cTnwWsWmuLRmZflO/x166srKSsrIxzzz2XsrIyKisr46adaETG7hs3hbYF9+C460m6Zp4GPi+mT97Bdvv/MOEv9/D2hAYWz8zAYoDntzs46Y39fLLPpWnswbnJBxOcUwwD3/9YSNZcTwZ9kcjqe6I9H8zfgMz5mGjfB4PMvsjqeyxxq8Mcw9De3o7FYpFOWzQy+6J8j692cDpQRUVF97W1a9eybNmy7lPclecD6JcchmvBXbhrqzG/+zLGlSswrv2EtLWfcPPko7no1FK+t38cXzV5OH9FA9dNTuXOYzKwGcN/xxSP2AsKCkJez83NBSK7/7GQjLmeLPoikdX3RHo+2L8BmfNR5br22lroiyKWuNV0rzDYbDYptUHskJ3MvojUFz08nYy+9zcdqLGxkfPPP39Q2pEia6730U/LwHv0iXhOnQt6A/o9uzDU7mH42n9zdesajspL4R1PHqsafbyx28nROWZGpfa/qD6W2CsrK7n55pt56qmn+Oijj7jyyitZtWpV9w4vAFarlREjRnDiiSdSXl4+4P2PhWTM9WTQPxT7mERrQ3jfI+kDwyFzPqpc115btH6yfZ6q6V5h6PnBLJO2aGT2RfkeX+3+pgP1XCCXbJ5HMzUjEfnozxqO+9LrsP/pZVyXXIsvOwdDTSXzP3iU+nU/49GaV2mvb+Dsd+q5a20rTk/oDRqjjT3UIvkFCxbwyCOPcM4552C1WgFwOp188sknfb497slgF3YmY64ni75IZPU9kZ5H0geGQ+Z8VLmuvbYW+qKIJW413SsMJpNJSm3RyOyL8j2+2v1NB8rPzx+0tgiinZqR0HxMTadr7vfoOvsSjGv+g2nFPzHt3sZ1217jav2bvDjiBB5um807VeN55OQsjh3Rexg92tjLy8v7FB0VFRU899xzpKamdu+h3/NnPc+p6UnP+x8LyZjryaIvEll9T6TnkfSB4ZA5H1Wua6+thb4oYolbjaSEITU1VUpt0cjsi/I9vtoLFy6kpKSk17WSkhIWLlw4aG0R9PcgXl5eHvL3kyIfjUY8J5xB511P4rjjYTwzZmHwe7mi9v9Yu+5XPPPRQp579g1+vaoBh8cXnXYPwn0j3N/PRowYMeD9j4VkzPVk0ReJrL4n0vNI+sBwyJyPKte119ZCXxSxxK2KlDD098Gc7NqikdkX5Xt8tYuLi1m2bBmlpaXMmjWL0tLSPqMSyeR5tFMzkiofdbrAWSs/WYzjvr/jPutifCmpnNC2nb9tfoxbn/kRr977MOu27Ilem/DfCPf3s5KSkgHvfywkY64ni75IZPU9kZ5H0geGQ+Z8VLmuvbYW+qKIJW514nwYfD6fsL2oRWqD2FNDZfZFpL7ok1pFxl5RUcFvf/vbXqeKD/ZBM0gy5XpZWRlLly7tc720tJQlS5b0ua5VPoY61T0i/12dGD/7AM97r5O2bxcAXnRsKDmW0efPx3LUcRBh/KGmwhUWFnLkkUeyf/9+Nm/ejN1u7/5ZsECJV570RPUxoZG5j5FVG+T9PBWtr3Jde23R+smW62pNShjcbnf3YlGZtEUjsy/K975UVlZywQUXsHv37u5r8dhGNkgyeb5w4ULWrl3b60E83NQMLfKxrq4u9i1MLSl4vnMenHYurVs2sPu1pUzZ/hlHVayGh1Zjz87D+J25eGbNwT8sN6xU8Bvh8vJyamtrSUtLY8OGDbzzzjvdv5OamsrkyZPJycnhvvvuE1KggOpjEoWsvivPE6OvfNdeWwt9UcQSt5ruFYae3xrKpC0amX1RvvelvLy8V4EC4ddpREsyeR7t1Awt8jHadTIh0ekwTD6Scb9azFd3vsCjUy6jwppLanMdlteexXbTpVgf/BWGrz4Db/8HahUXF7NkyRKWL19OWloa1dXVfeItKSlh8eLFwgqU4PvIqK2Fvkhk9V15nhh95bv22lroiyKWuNVIShhE7tEtUls0MvuifO/LYLfQHIhk8zz4IB4JWuRjvP2fXJLPhJuv47FvLufzf3/GFXs/Yl7DOkxfforxy0/xZefgOelsuk4+G39BUb86ovMiHJH6Hss0OdXH9I+sfbvyPDH6ynfttbXQF0UscauRlDA0NzdLqS0amX1RvvdlsFtoDoTyPLy+CP+Neh0/HO3jN1efyeNn3ELxCX/mtrGXsTctH31zA+a3XiD1titIuefHGD96E+ztfTRE50U4IvE91Lku8+fPD3vuTaTag0Hl+9DSFo3M+ah8115bC31RxBK3KlLCYLFYBv6lJNQWjcy+KN/7Eurb53hsIxtEeR5ef7BbmIbTLskwsuzs4dx5ejFPjz+f4hl/YM6MRXx9+Bn4rSkYdm7C+tyfSP3phVgeuxvD16u7p4OJiivS2Aci1mlyqo/pH1n7duV5YvSV79pra6EviljiVtO9wmCz2aTUFo3Mvijf+1JcXMybb77ZvWA6Pz8/rrt7Kc/D6x+8YD1e/gdj1+l0fH9CKmcWWrltdSuvVUziX+mTOKbkhzyb+g0T1/8bw+YvMa3+CNPqj/ClZ+E57juUnHAGy15/nfLf/KZPXNu3b49H8weMPRyxTkdTfUz/yNq3K88To698115bC31RxBL3kBxJqaurw+Px4Ha7qa+vB6C1tZWOjg4g8CHm9XpxuVw0NDQA0NLS0r2oZ9++ffh8Pvbs2UNjYyMQGKZyOBwA1NTUAOBwOLqHrxobG3E6nfh8vu4PT7vdTktLCwANDQ24XC68Xi+1tbXU1NTQ0dFBa2srAPX19bjdbjweD3V1dQC0tbXR1tYW1zY5nc5Btyk4neLgNgGDblNlZaXQNu3evTuq+xSPNsXrPtXU1MQl90K1yWAw8Pjjj/P000+zZMkSsrOz49amXbt2xS33QrUpiIj7VF1dLfTvqaqqipaWFoqLi7n33nt55ZVXeOKJJ7q/cRpMm2pqanq1yddaz5JZmbx4WgajbbC23ciRtUdx9fG3U/vbF2k46xK8+YXo21swf/A6tsU3ctjDt/L06dN564k/c/fdd1NcXNzdxnjlXqg2VVVVDXifMjIyCIXVag17n3bv3h3XvvzgNlVUVEjTlx/cpr179wrr9/bu3SusTbt27Yr6PkXTpiAi7tOePXvi2pcf3KaqqiphuVdTUxP3Z6Ngm4KI+swN9jEi/p52794t9DmioqJCWB8RfH2k9ymaNlVXV/dp00Coc1KGKKL3GFf0RXmeGA72/eDF1FdeeSXPPfeckDNgZMXh8fHHr9t5+JsOunyQY9Xzm2MzuaTEiqFqB8ZVH2D8/EP0LQ3dr9nuhjcaHKw2pNOZlSt0C+JIuPzyy3n33Xf7XJ8zZw4vvfRSAiISj+pjEoPyXXuU54kh2XwfkiMp8aLnN4YyaYtGZl+U70NL+2BCLaaeN29e1Iurg2iVj5WVlZSVlXHuuedSVlYWcXyRaIfCZtSzaEYm/zdvBCfkmWlw+rjuk2bmvd/ElqwS3Jf/GMcDL1Nx5W283Oim2e1hghl+OdLG0jwvv3FW8P61l7Jv3eeDjjPa2IO0t/dd7A+9v4WNVXswqD5maGmLRuZ8VL5rr62FvihiiVsVKWFwuVxSaotGZl+U70NL+2BCLab2eHqfCxLNGSRa5GNlZSVz587tVUjNnTt30IVKJLFPyjLxzpwcHjk5i2EWPZ/sc3HSG/u5c00rHV4dd7z4Kt9fuYlR721k3ue7+FtVEy1dXqZlpvDzfCsTHr4N4y0/4N0fXcj/zptD2TXXxKXAiiT2WHcfU31M/wwU+2CK6aHSx8QbmfNR+a69thb6ooglbjXda4iSbEN2hwLK88TQ0/dzzz2XlStXDviaWbNmsXz5ctGhRcT3vve9Xqe6BznnnHN48cUXNYuj0enllo9reHWvDnQ6Ulxt5K/+GxWvP97r98x6HWfkpnPxyCwuKBxGeo+vunZ0uPhPJ3z3tnvIPfl00BuExRscNetZlJaUlIQ8nDOW81SSkUT2MdH4PdRQfbv2KM8TQ7L5rkZSwhBccCSbtmhk9kX5PrS0D6a/b9cPJtKzPrTIxzVr1oT8WX/Xo9GOho66ar647Xx48HKo+oZOSwYVpyyAG56BEWO7f8/t8/NOXRs/+rKKmeubOP/zXTxT2ch+Vxfj0yxck2uh5JnfYPvpxVie/X3glHuXc8D37/kt/RVXXBH2W/pg0TFs2DCKioqYOXMmpaWl/RYosZynEitDtY+JdcvnSLQHy1D1PNn1le/aa2uhL4pY4lZbEIchNTVVSm3RyOyL8n1oaR/MwoULWbt2ba+HKaPR2GvKVzRnfcicj9Fq93oIffByOP4imPszmHg83PIafPw8vP8EuAI7yJSUlJA5bBjvrKvinbo2bgBOGJbK/IJMLinJY1RbM/qP38b08dv4TWa8U6bjmXY83mnH48/pXSSG+pZ+w4YNYYuOnr9rMBh4+umnQ36jH+7hesmSJVF5FAlDtY+JdcvnSLQHSzJ5Hu2o3aHUxyQTMvsiq++xxK1GUsJgNpul1BaNzL4o34eW9sEEzxwpLS1l1qxZlJaW8sYbb/T6/2imp2iRj8ccc0zIn/V3PRrtaOj1EOr3waql8NtzyN3+EeiNcPqP0C9awZhLf87Zs+ewbNkyxo79doTFB3zaZOfmjTX80joOR/mzuC64Cm/JJHRdboxff471bw+S+ovLSPnVVZj/+ST6LV+DxxPVt/TRfqM/2IfraBmqfUysa4Ai0R4syeJ5LKN2Mn/mJYvvsSCzL7L6HkvcqkgJQ3CvZ9m0RSOzL8r3oaUdiuLiYpYsWcLy5ctZsmQJJ510Uq//j2b+vBb5+Lvf/Y7CwsJe1wsLC/nd7343aO1oCPkQ6mjltPqP+ej8ERyba8aXOozdx19D1UX3UWvN7/9U+kWL8I0eS9f8/6HzriewP/QqzqtvxXPMKYGT7qsrML/9ErZ7f0rqjedzXet2rh0znDG23h9iBxcjEH3RMdiH62gZqn1Mv/c6wlHJodTH9EcsU+Jk/sxLFt9jQWZfZPU9lrjVwvkhSrItfjoUUJ4nhqHge3CKSDxPnI8lhnALo/1+P6/s6uTOta3UOHwAlI5NoSy/nSV/iCJ2TxeGrV9j+OpzjBv+i35fVa8fb+tw8v7+dj7Y386ulCw++2p9r5+XlZWxdOnSPrKlpaUhp28NpQXfic71ZMjTRBCp7/1t3JFMG3XIQqJz/VAl2XxXRUoY7Ha7sLl/IrVBbKLJ7ItIfdF/3LL6rnI9MfqxaB/8EBrqIMyckaP59cdVvFBjwukFm1HHz45IY8HhadiM0Q/O6xpqefhH32NiZxPfzU0ny/TtjmAeP+jGT8E7ZTreqTPwjptC5b7aqIuOnu3KycnhrrvuEvZwrfqYoaUNkfsebQENh14fEykq1xOjn2yfp2rhfBi6urqk1BaNzL4o34eWtmhkzsfBaPv9fux2O9dddx3V1dXd19euXcuyZcu4vriLnxxXyJ1r21i2u5PfftnOc1vtLJyewWXjbeh1usjfKyef9XnjWLT0Cww6ODbLxlkjMvhubhrHDk/DsHMThp2bYPnf8ZvMHDbxCFb+/Goe+/hzPtvfQk7+wIuTg1MAAVpaWsjKyorZm4FQ+T60tKMh1MYdA02JO1T7mEQjsy+y+h5L3GokZYiSbEN2hwLK88SgfI8PoaZFhaK0tJRbbrml2/OVtS5+9d9Wvm4MfAAdMcxE+cxMTh1pGdR7l5SU8ObLLzHG0Yxh0xeBf/bs7PU6v9mCd/xUvIdNwztpGr6xk8Ec+fvKhsr1xBCN74fqlLh4o3I9MSSb72okJQwNDQ3k5ORIpy0amX1Rvg8t7UgYzEF+MudjtNqhFv2G4uAF6ifnW/jovFz+ubOTxeva2NDUxbz3Gjh7tJV7jsngsCzTgJrBXdmCD3fZ2dksXryY0cXFeAHvUScAoGtrxrD5Swxbvka/5WsMNbsxbvoC46YvAPCbTPhKJuGdcDjeiUfgHX84pGX0ei+Z76lokikfk0U7WnqO2kWCzPmYTL5Hi8y+yOp7LHGrIiUM6enpUmqLRmZflO9DS3sgQn1DH5yyFEmhInM+Rqvd365ZBxNqVyy9Tsdl422cP8bKYxvtPLi+nff2OPmg2sn/TEzl1qPSybOFP32+58Ody+XCYuk7IrK7uY3yp1/qLjjvvPXPFNubAgvxt3yNYc9ODNs2YNi2Ad5+CQDvyDH4uouWqaRnif1wV33M0NIWzaHUxyQTMvsiq++xxK2KlDAYjeLsEaktGpl9Ub4PLe2BGOxBfjLnY7Ta/W3V25Pg/Hq32x3y5zajnl9OS+eKiTZ++0Ubf9vu4Nmtdv6x08GNU9P438PTyDAPvLg+VOxhC86ZpwYudLRh2LERw/ZvMGzbgL5iM4aa3RhqdmP6+C0AUtIy8I2bgnfclMC/x04CW9qAMUWK6mOGlrZoDqU+JpmQ2RdZfY8lbnVOShjq6+ul1BaNzL4o34eWdigqKyspKyvj3HPP5T//+U/I34n0ID+Z8zFa7VDnYBQWFjJnzpyoD8IckWLgwZOy+XTeCOaMtuLw+Pn91+0c/Uodj2/swOUNvxQyVOwRnUGRloH3qBNwl5bR+auHsT/+No5Fj+K69Ho800/Gl5mNvqMN49efY3ntWVJ+/0tSf3weKbdfiWXJvZg+eB39zs3QFboIiwSt8r1nnpeVlYU9MDBSkikfk0VbNIdSH5NMyOyLrL7HEveQLFLq6urweDy43e5uU1pbW+no6AACDyherxeXy0VDQwMQ2PHFbrcDgWkPPp+PrKwsGhsbAWhubsbhcABQU1MDgMPhoLm5GYDGxkacTic+n6972oTdbqelpQUIzMVzuVx4vd7uBXUdHR20trYCgZvndrvxeDzdB960tbXR1tYW1zY5nc5Bt8lqtYZsEzDoNqWkpAhtk8lkiuo+xaNN8bpP+fn5ccm9UG0aNmyYsDb5/f645V6oNgXp6Ohgw4YNvU587q9TzMrKiqhN2dnZQv+e0tPTheVefn5+VPfJbDbz2muvceGFF3L88cdTWlrKiy++yDPPPMPy5cu5++67KS4u7m5jJPcp19vKc7PSeGf2MKZnQ6PLx+3/bWXGK/t4eaeDuv37Q7bJZrP1aVNVVe/zVILs27ev/7+nhkY8YyfTfvp89v7g5zgeeo2aXz9J69W34j7rIjpHjwe9ITDSsvI9LM8/hO2eG0i97hxS7rwWz2PlGD95B9fWDbQ0NoS8T5WVlVx55ZXMnj2bsrIyampqhPcRFRUVzJs3r9fJ5ueffz6VlZWD+nvKzc0V1u/l5uYK+3zy+/39tikef09BRHzmZmRkxLUvP7hNNptN2OdTfn5+3J+Ngm0KIuozNzj1KJ7PRsE2GY1Goc8RgLDnveDrI71P0bQpJyenT5sGQu3uFYaOjg7S0uI3DUArbRC7Q4PMvojUF70rhqy+b9q0iQceeCCmheuR0NP3/s4p6Ek0B/nJnI/Jlut+v58Ve5zcs66NzS0eAKZkG/nV0RmcU2RF12Pb4lCxx3IGRSj6aLtd6PfsxLBrC/qKrRgqtqDbV4XO3/uj0W8y4Ssci694It4xE/AVT2S3z8C80kt6jfAUFxfz5ptvCtnRKeh7vLw4GFnzUX2eJkY/2fqYaJDVF9H6yZbrck5s04ie39LKpC0amX1RvmurXVlZyeWXX95rKko0C9ejpb/F37m5uUyaNCnqLUFlzsdky3WdTsecohTOKrTyj50O7v2ynU3NHr7/YRPTc0wsnJ7Bd0Za0Ol0IWOP5QyKUPTRNlvwHVif0k2nHcPubegrtqLftQVD1Xb0dXsxVGzFULGV4H5lhwGvjTGzPruI9W2dfN3aydf79ka85ilW+svzSKcx9oes+ZhsuR4Nqo9JDDL7Mlj9To+fBqeX0WnalgCxxK2KlDBkZmZKqS0amX1RvmurXV5e3meufDQL16Olv8Xfp512WkzvJ3M+JmuuG/Q6vj8hlYtKbPx1m50/rm/ni4YuLny/kRPyzCycnsFJ+X1jP3ib4ljPoIjIl5RUvJOPxjv56G+vOTrQV+3AsHs7+spt6Hdvh727OSIjhSMyUvh+j5c3OHdg/cMt+EaPDYy+FJbgG1kMJnNUsfZHf3keaue1aJA1H5M11yNB9TGJQWZfYtV3ef38daudP61vZ2yGkbfn5PQawRZNLHGrIiUM9fX15ObmSqctGpl9Ub5rqy3qG9/+iNe37UFkzsdYtAdzpky0WI06rpuSxg8n2liy2c6DG9pZVedm7rsNnJyr467jcjgmt/dDfbRnUIQiZs9tafgmHYVv0lHdl2685mq2ffAuR2ZamZaZwrSMFI7MTCHHaIAN/w38cwC/Xo8/fzTe0WPxjSoJ/FM4Bv+IkaAPvz3zwSxcuJBVq1ZRXV3dfa2wsDDmPA+SbPmYDNqiOdT6mGRBZl+i1Xd7/fx9u4M/ft3OXkdgNGNEip9Wt58si3ZFSiy+qCIlDDJX2iKR2Rflu7baor7x7Y94fdseROZ8jFZ7sGfKxIrNqOenR6Rz1WGpPL6pg0e/6WBlvZ8z3qrnu6Ms3HpUOseOiN8p8vH0/JZFv2b+ui94pmdRPGYM7zz7FIU+J/o9uzBU70JfXYGubi/6mkr0NZXAR92/7zeZ8BUUfVu4jCrGN7IYf24BGLT9iE6mfEwWbdEcSn1MMiGzL5Hqd/n8vLTDwe+/bmdPR6A4mZpt5PajM5h70DpALVAjKXFGrxe3+ZlIbdHI7IvyXVvthQsXsmbNGnbv3t19bTAjG5EQj2/bg8icj9Fq97fF7+23305qamqv0RURZJj13HpUBtdOTuOh9a08vaWTf+918e+9Lr4zMlCsHJ83+GIlnp6HKopvu+02CsaNwwt4jzmFruAvu5zoa3aj31OBfm/wn93om+oxVO3EULWzl7bfaMKXX4ivoBj/yGJ8I4tI8eigaDTl5eW9RlEAqqurBz2NMpnyMVm0RXMo9THJhMy+DKTv9gaKkz+tb6fyQHEyKStQnJxXbEWvcXESJBZfVJEShsbGRvLy8qTTFo3MvijftdUuLi7m6aef5sknn4zLyIbWyJyP0Wr3NzXvww8/7N6aEgKjKw888ICwHWCyLXpuKHLzkyPyeHRjB09ttvNRjYuPalycWhAoVk7Mj71YibfnBxfFwe03+2Cx4iuZhK9kUu/rjo7ACEv1gaJlXyX6mir0jXUYqiswVH9bOE4CWAIPeHVcdcJYtrS72NbhZFuHi60dLmprQ9/DSEmmfEwWbdEcSn1MMiGzL/3pOz1+/rbNzkMbOrqndY3PMHLb0elcMCYFgz4xxUmQWHxRWxAPUURv36foi/I8MSjf40Mk2zcHmT17Nv/4xz8ERxSg2eULFCubOmjrCnxcnZxv5hdHpnPagd3AhiROB/p9VYGC5cA0MU/lDiwt9ej62SXHiQ5T0Th8+aPxF4zGl1eIL380vvxCSE3XuAFDB9XHaI/yPHLsXT7+stXOn7/poK7TB8DkLCO/mBZ9cZJsvquRlDC0tbWRkZEhnbZoZPZF+T60tEUjcz5Gqx1q0wGr1dprFCVIz0MyRSy27xl7tkXPwukZLJiaxmObOnhiYwcra92srG3k6BwTNx2ZztyiyKcwSHNPrbY+Iy/bt29nQkkJ+75exx9uWkCWvYXD0qxMSrMwKdPGMKMeqnZgqNrRR86flvFt0ZI3Cn9+YeD/80ZBSmp8Yw+BrNqikSYfNdYWjcy+BPVb3T6e2WLn0W86aHQFipMjhpm4eVo65yZwWld/xOKLKlIUCoVCEXJ9RUdHB++++26f3w3u0KLlYvssi547js7gxqlpPLPFzmMbO/iyoYsfftjEYZlGfnZkOhePTcGU4CkNwjEaKZhxHD/uZ0fWAAAgAElEQVT52yuUl5fz3x7TKM3Ds9HXVaPftwd97R50tdXoa/egr9uLrqMNQ8cmDDs39ZH0ZWTjzxuFPnsEhsIxgQJmxKhAAWP79vA1LXd/UygUoanr9PHHra08u9VO+4HR5Rk5Jm4+Kp2zC7VfEC8SNd1riJJsQ3aHAsrzxKB8F0eoIqSkpIQHHniA0047TdjJ55Hg8Ph4fpuDP3/TQbU9MP1pdJqBBVPT+MEEG6kmeRf19kfMue73o2tuQF9XHdhlrK4afW01urpq9Ptr0HW5+39peia+ESNpT83ib//6iHXVdey0u9hpd5M2arTw3d+SAdXHaI/yvC87Wz08/E07L+1w4A4MnDAr38zPj0zvPgh3sCSb72okJQx1dXXCFj+J1BaNzL4o34eWtmhkzsd4aPe3pbPbHXioFXUOTiSx24x6rpuSxlWHpbJ0l4MHN3SwvdXDratbuffLNq6ZlMa1U1IZkdL7DBKZ72nM6HT4h+XiHZYLPQ+oBPD5AgXM/r20b9tElrM9MPISLGDaWzG0t5IF/CTPCnnfFiRtXV6a7rwW6zHH4xsxEt+IUfjzRgX+nZ0DPXbzSfZcTxQy56PyXRvtLxvcPLihnTd3O/EDOuD8Yis/OyKd6bnxOSBWC2LxRRUpYRg+fLiU2qKR2Rfl+9DSFo3M+Rgv7VBbOm/fvh0Qdw5ONLGbDYET7C8bZ+PtKid//qadNfVd/GF9O3/e2M6l42wsmJrGxCxT1NqxIF2+6/X4h4/AO3wE5glH4Db2eCzw+9G1NKLbX8PDd9yMv6aSsTYL49MsjEu1kGUykOF3wZqP+8j6TSb8OQX48kbhGzGSgpwCdPmj8eWNxJ+TD0ZT3Jognec9kDkfle/itL0+P+/ucfLoxg5W1QW+FDLr4bLxNm6YlMLk4dZBv4fWxOKLVEXKn/70J+655x7Kysr4/e9/L/z9fD6flNqikdkX5fvQ0haNzPmohe+hFtvH4xycWGI36HWcPyaF88ek8Hmdiz9/08E7VU7+ts3B37Y5mD3ayo1T0zh2GBiN8fvoO3idxi233JJU0yWioY/vOh3+7Bz82Tl8PayIpf9e3evHw0wGrj3/HBZe8z+BaWT7awKjMPV70bc2o9tXhX5fFQA9v+/16wKFkS9vFP4DIzC+vAOjMLkjwRLdA5jqYxKjr3yPv7a9y8eLOxw8vrGDXe2BaawZZh1XTkzlhqlpFNgM3SPZshGLL9IUKWvWrOG5555j6tSpmr1na2tr9wJRmbRFI7MvyvehpS0amfNRC9/7mw422DUKg439+DwLx+dZ2N7axWMbO3hxh4MVe5ys2ONkUrqOG4/MpHSsDatxcHO4Q63ZWb16NcuXL5dynUY430MVpJmFRVz+63I8odra6UBfX4Nufw36/TW4Kndga2tCv38vusb96Btq0TfUwsZ1fV7qy87pnjbmyztQwAQX8lttUcWd7Kg+JjEkmy81di9LNnfwl612WtyBpeJFaQZumJLGDybaSO+xxk5W32OJW4qF862trZx66qk8/PDD3HfffUyZMkWTkRSZSbbFT4cCyvPEoHzXHtk8r+/08vQWO89usVPvDHybN9yi56pJqVw9KZUCm2EAhdBovXFAon0PjhoNuiDtcqNrqP125GV/z1GYfei8nn5f6ssaHihYgjuQ5RfiD26lHOUITKRE47vaAS0+JDrXtcDv9/P5fjdPbbLzZmUn3gNP48fmmrnx8DTmFlkxarxbYbL5LsVIys9+9jPmzZvHKaecwn333afZ+7a2tpKZmSmdtmhk9kX5PrS0RSNzPirfvyU3xcDtR2dw05HpvLCxkecqfKxv6uIPX7fz4Pp2LihJoWxyKjNzzVHtkCNq44BEEanvfn/032320jaZ8RcU4S0oos+xlF4Puqb6A4v3D+xEtr8msDPZ/hr0LY3Q0ohh2/o+7+Eblhs4yDJvVPchlr78Ivy5+WAQ/7gTy5bcqo9JDIn0pdPj55VdDp7abGdDUxcABh3MG3NgSuoIy6D0k5VY4k76kZS//vWvPPvss3zwwQeYTCbmzp0bdiQluKBToVAoFNGxd+9ennjiCerr68nNzeX6669n1KhRiQ5rQKKN2++Hr9r0/KPGyH8aDfgIFCaHpfq4uKCLs3O9pEQwuLJo0SJWrFjR5/rs2bNZvHhxzO1JRvbu3cuCBQuorq7uvlZYWMgjjzyiXY74fJjamrE078fSVIe1aT+WpsB/m5vr0fv6lDwA+PUGXNm5OIfn4Rqej3NYHq6cApzD8/H2OAdmsBxK+aCInn1OHa/UGnmj1kirJ9DnZBn9XJDv4cICD/mWpH4cF8JAozZJPZKyfft27rnnHlasWIHJFNlOIMk0TJVIkm3I7lBAeZ4YlO/xobKykp///Oe9vgXeunVryG+Bk8nzaOLuyUTgEqCy3cOzW+w8v93BVjv8ZoeFP1fp+N54G1dPSmVCZv+fPffddx9bt27ts3HAfffdJ2SKTyJ9v//++3sVKADV1dW88MILws/EGQgP4PF60DXUoa+tDoy61AYOtNTv24O+aT/WxlqsjbXA171e60vPwl9QhK+gCN/IInwFxfhGFuEfnte9hXKkvnd0dIS8brfbk+bvRRaSqY8ZDF6fn/ernfxlq51/VbsIliFHDTdx7eRULiwZ/Nq4eJJsvid1kfLf//6XxsZGjj/++O5rXq+Xzz77jGeffZaamhoslvDDYoMhOO9WNm3RyOyL8n1oaYtG5nyMVru8vLzXwzZARUUF5eXlmj+ERhN7tHEfrF2cbuTumZncfnQGb1R28sxmO/+td/PEJjtPbLJzSoGFKyfamFucgsXQ+2Ei1MYB1157rbRrEML5PtipbYPJ9YHWeQS1/Xmj8OaNwstxvQVczsC0sX17AsXLvqoDBUwV+vYWaG/pM33Mb7YGipaRY8izpGFo349vVDH+3ALQhx5mi2VL7kOpj0kmRPviS8/l+e12nt/m6D5s1qyHeWNim1p6sL6MvscSd1IXKXPnzuXoo3sfPHXjjTcybtw4brrpJsxmsYfYiNw9QcadGYLI7IvyfWhpi0bmfIxWO5nWV0QTe7Rx96dtNeq4dJyNS8fZ+LrRzbNb7Czd1ckn+1x8ss/FcEsrl423ccVEG4dlfTu6cvA5Ml5v6ClHMhDO98GeiRNrrkeyzmNAbYsVX9F4fEXje1/3+9E11weKlZqqwJbJNZWBf1qbMOzehmH3NkYCfPRa4CVmC76RxfgKS/CNKgn8u7AEf3ZuTFtyH0p9TDIhInavz8+HNS6e22pkxZ7a7oXwY9MNXHVYKt+bYGO4NbZNOnoiq++xxJ3URUpWVhZZWVm9rtlsNrKzs5kyZYrw9/d4PBgMg08orbVFI7MvyvehpS0amfMxWm1RBzPGQjSxRxt3JNrThpt56CQzdx+TydJdDv66zcE3TV08urGDRzd2cEKemR9OsDG/JAWbUd/rtUM13wd7Jk6svkQyUhaz5zod/mEj8A4bgXfqMb1/1tHWXbC0bfyKYY5W9NUV6FsauouXnvhtqUwqHMvqay7k1XUb+LKpA0dOATcv+nXYkbVDqY9JJuIZ++52D3/f5uDFHXZqHIHdA40HFsL/6LBUZhVY0Mc4ahIKWX2PJe6kLlISTXt7u7DpZCK1RSOzL8r3oaUtGpnzMVptUQczxkI0sUcbdzTaWRY9ZZPTuGZSKl82dPHXbXZe3dXJqjo3q+rc3La6lQtKUvjeeBvHjghM3xiq+T7YM3Fi9SWSkTIhnqdl4Jt4BL6JR7B31GHYgvP07e3o9+5Gv7ciULRUV2Co3oWuow3Dtg0MA8oAMoGunfgeuR3f6HF4i8bjK56Ar3g8/uxcOPDQeij1McnEYGPv9Ph5s7KT57fZWVn77eGKY9MNzB8F107LJT/Grc0HQlbfY4k76Xf3UsRGsi1+OhRQnicG5Xv8iPQcjGTzPG7nd0RAR5eP1yo6+ds2O2vru7qvj8swcPn4VC4dl8LoNDHf/yWb71qg9Vk0oRjQd78fXWsT+j270O/ZGfh39U70eytDnvniT88MFC1F4/EVT8RbMhH/iFHdC/UVyZnrfr+fVXVuXt7p4PXdnbQdOHQxxaBj3hgrP5iYykl5sa81SQaSzXdVpIShpaWlz3QzGbRBbKLJ7ItIfdF/3LL6rnI9Mfoq18Vrb2np4qXtDl7e6aC2MzDNQwfMKrBw+Xgb5xZbe50UPVgORd9DrUkpKSnptSYlafsYjwd9bRX6yh3oqwL/GCq3o7O39/lVf0oq3uIJ+MZMxFdyGN4xh+EfMXLQhUsy3tNISKZc39nq4R87Hfxzp4PKjm/XnM3IMfHDialcUJJCpvnb+yTz50ayfZ6q6V5hiHTb42TTFo3Mvijfh5a2aGTOR+W7eO1JWSbunpnJohkZfFTj4qUdDt6u/Hax/U2f6ZhTZOXisSmcMcqK2ZDc37Amo++RTDNL2lw3GvEVjsVXOBZOOitwze9H11jXXbD4d27GtGcX+pYGjFu+gi1fdb/cb0vDWzIJ39hJeMdOxjd2Ev6s4VGFkIz3NBkYKPYGp5dlFZ28vNPBmh4jpqNsBi4Zl8Kl421MygqtIfPnhkhiiVuNpAxRkm3I7lBAeZ4YlO/aozzvnxZXYDrY0l0OVtV9O1c9y6xj/pgULh5n48Q8c0wLaZXviUEL33Utjeh3b0VfEViUr9+9FX1LY5/f8w3P6y5avBMOx1c8AczyrU8YiETkeovLx9tVnbxW0cl/alzdu3OlGXWcPyaFS8fZmFUQ29+uLCRbH6NGUsIQ3JNdNm3RyOyL8n1oaYtG5nxUvmuvDdDZVMePJhXwo0mpVHV4eG1XoGDZ2OzhuW0OntvmYKRNz3nFKVxQksKxI5LnoUdW34dCrvuzhuM96kS8R51I8Ht7XVM9+l1bMOzajH7XZgwVW9E31qFvrMO45mMA/EYTvuIJeMdPxTthKr5xU/EPy+2jLzJ2GQnGbu/ysWKPk1crOvmg2ok7MGsTow7OHGXhknE25hZb++ziF4m2KGT1PZa41UhKGHw+H3pBC9lEaoPYalhmX0Tqi/4GQlbfVa4nRl/luvba4fQ3NXfxyi4HS3d1sqfHvPZgwTK/JIXjBihYlO/aa0MS9TE+L7p9ezDs3Ixh5yb0O75Bv3c3On/vxzhfTh7eiUfinXgkngmHw6gx3buJJSz2KBHpeZvbx4qqTpZXOfmg2kXngSETvQ5OzrdwUUkK5xVbGRbjmSYyf24kTa4fQI2khMHtdmO1WqXTFo3Mvijfh5a2aGTOR+W79trh9Kdkm/j1jEwWTc/gi4YuXq/o5I3KQMHy5GY7T262U2DTc25xCnOLrJyUb8Gk13aERVbfD5lc1xvwjxqDZ9QYPKfMCVxzdGDYuRn9jo0YdmwMFC8Ndegb/oXps38BB3YTm3AE3sOOxDvpKHxF40A/+O1xZfK9yenl7SonyysDU7mCIyYAx+aauWhsCvPHpJAXh22DZf7cEEkscasiJQx2u11YIojUFo3Mvijfh5a2aGTOR+W79tqR6Ot0OmbkmpmRa2bxzEDBsmx3J8t2BwqWJZvtLNlsJ9Os4+xCK3OLUzh9lCWuu4TFGvuhqC2aQcduS8N7xEy8R8wMTBPzeQNnt2xdj37bBnRbvsLY1ozxi5UYv1gJHFiQf9g0vJOPChQto8fFtItYsvu+u93Dij1O3q1ysrL22zUmeh0cN1zHheMzOLc4hVGp8T3PJNF9TLISS9xqutcQJdkWPx0KKM8Tg/JdewbrefBck+AcZZHnmsiC3+/ny4Yu3q7q5O0qJ1tavj1fw2KAUwsszLC08/3poymM4RwW5XnsSN3H+P3o9tdg2LYew9b1GLZ8hb6+9wGZ/tT0QNEydQaeqTPw548WMj0sGmLx3Of3s66+i3f3dLKiysmmHn9DRh2cUmDh/DGBkcrcFPlObNeCZMt1NZIShubmZrKzs6XTFo3Mvijfh5a2aGTOx2T1PdS5F2vXru117oXMvsSqr9PpmJ5rZnqumUUzMtnZ6uGdAwXL6v1u3q928T5m7t1Zx5RsI2cXWjmz0MqxI8wYB5gWFonng4k9EmTVFo3wfGxpITtvFJ68UXhmBaaI6RpqMWz5CsPmLzFs/iqwEP/ASIsF8A0bgffwYwJFy5QZkBH6bItk8L3F5eM/NS7+tdfJ+3uc1Du/nceVYdLx3VFW5hRZOavQSpbl29EimfMxGXyPhVjiVkVKGCwWcdv6idQWjcy+KN+HlrZoZM7HZPW9vLy818MyQEVFBeXl5d0niMvky8EjFL/4xS/i8gAxLtPI/x6Rzv8ekc7+Ti8r9jh5bUsDa1tNbGr2sKm5gwc2dJBpDjyIfXeUhe+MtDIyxNSVSDwHuXzXSls0iehj/Dn5eE6ejefk2YGRloZaDJu+wLBxHcZN69A37Uf/yTuYPnkHAG/ReLxHHIvnyOPwjZ8KRqMmsYfC5/fzdWMXH1Q7+WCvizX1bnw95gONTjMwZ7SVc4qsnJhn6fdsIpnzUdZ8jyVuVaSEwWazSaktGpl9Ub4PLW3RyJyPyer7vn37Ql6vra3t/m9ZfIl0hGKwjEgxcMXEVE7Q1VA0tohVdS7er3by/h4XO9o8vFYRONsBYFKWkdNGBgqWk/LNpJn0EXkO8viupbZoEt7H6HT4cwvwnDoXz6lzcfl86PfsxPDNWgwb1wamiVXtwFC1A/PbL+JPSf3/9s48vKky7f+fNOleoJRCW7YKZUcWAQVRVpFFUUBEQH1FhOKGjOsAvlX8IQ4iWBwVZXPUGRgEXhFQHNARRKoIKiqooCBQCqW1LU1LuiTN8vujNlq6QEOek5xwf66rF+Xk5Hvu53vunpw7z3LKe1i6XEVk1964NPA+w2Jn52krn2Va2Z5pJfdPvSUmA/SND2FIszCGNA+jc0MThgsYqqbnfNRrvnsSt/qZeD4gOzsbu92OzWYjJycHgIKCAiwWC1B+YXY4HFitVnJzcwEwm80UFRUB5R+iTqeTjIwM8vLKH6aUn59PcXExAJmZmQAUFxeTn58PQF5eHqWlpTidTvcHQlFREWazGYDc3FysVisOh4OsrCwyMzOxWCwUFBQAkJOTg81mw263k52dDUBhYSGFhYVebVNpaelFtyk9Pb3aNgEX3ab09HSlbTp+/HidzpM32uSt85SZmemV3KuuTSdPnlTWpqNHj3ot96prUwUqztPJkyeV/j2dOHFCWe5lZmYqu0ZU4EnuxcbGUh3R0dHuNp04caJO56kubTp+/LjXcu9///d/q+2hmDt3rrK/pzO/ZdE/PoSnu4axbaCJfWPjeLpLMEOaBhNpMnDIbGfpT0WM/28erVaf5sb/5JDT41Zo3ROMlZ/4HBMTU6lNp06dUnbdO3XqlLLPp6NHj9Z6ni62TRVcyHk6ePAgycnJDB06lKlTp/LLL7/U2qaMjAyvXsvPbdOJEyfqlnsuFyXxLTnd+3pK//oip/62ivzpz2Ibeiu2xk0xlBRh+vozwt5cROQj4wiZNQnDmtcJOvIjmSdP1nqeLrRNJ/IK+W+ukUe+yKfb2lN0WZ/N9DQz646WkFvqpFmEgTtaBbNqcAx7hhjZeH1DHugQSpzDjMFguKDzVHGN8ea9UUWbjh8/rvQ+4tixY8ru9yre743cO7dNJ0+erNKm8yET5wMUf5v8dCkgnvsG8V17Lsbz6nofWrVq5fXeBy0YOXIkaWlpVbb369eP999/3+vHO5/vNoeLr3Js7Mi08mlmKftyyyoNhcFWCse/gyNfkVB8ks2vPkfbVvry3BdcaL4HUm7XhCHnNMb9ezHt34Pxp30YbKXu15wNGuLodjX2K/ri6NwTQsMvSDO72MHubBtfZFv5ItvGD2fKKr1eP9jANfGhDGgayqCmobRrcGG9JULd8bfPUxnuVQvFxcXKutVUaqtGz76I74GlrRo956O/+p6YmMjGjRuZN28eWVlZxMfHV1lpSi++1PT05Pj4eK/o15UQY/nN3DXxoaT0qI/Z6uSz01bSsqzsOGHhMGHQrg+068NpoN8u6HEwhz5xIVzVJIQuUQ6aNYxSEptezunFcKFzf/6M3q4xrsYJ2K8bhf26URQXFFDvxC8Yv/sC07dfEJSX7Z7L4goOKR8W1rMf9iv6Qr3ynlKXy0W6xcGXFUVJlo0jhfZKxwg1QpcoByOSGjKgaSjdGwWfd3GIuqLnfPSXfK8rnsQtRUotWK1WZYmgUls1evZFfA8sbdXoOR/92ffExMQab9pAP76kpKTw9ddfV7oxbdmyJSkpKV7Rv1iiQ4O4+bJwbr4sHPpEk1vq4PMsG2lZVj4/beUns50vsm18kf3HkKb2DYq4qkkIveNC6NU4hLb1TRjreINY3XLH9evX18U5vRgudO7Pn9H1NcbpJOL3Z7TY7pxBUMZRjN9+jum73RiPHsT03W5M3+3GGRREevPL2Rp/FcsjruAAlVcLizQZuKpJCH3jQugbH0rP2BAyjh2hbdt6SuIG/VxjfKGvCk/iliKlFlQu8abH5eMq0LMv4ntgaatGz/kovqvXvpBeIX8iNszIqMvCGXVZ+TCcvFIHe3+zsef3n29zbfxcYOfnAjv/Olw+fj3KZKB7bDA9Y8uXR+4RG0zzSGONw21qW0xA1Xn1l1z3pGctYK4xBgOlzVrzU0QLvuswlmMnsoj+cQ9XpX/J4PwfaXViP/ef2M/9wFfRbdnf+mpKew7g8vYt6NoomGAv95TUKXYdaWuhrwpP4pYipRby8vJo1KiR7rRVo2dfxPfA0laNnvNRfNdG+9xeoYqJqnqgUZiRES3DGdGyvGg5nZPLSVd99vxmZe9vNvbllnGyyEFalo20rD96WxqHBdG1UTBdYsp/ujYKpnW98h6XmoY8PfXUU/zzn/9U0g5/yfXqetZatWpVa8+aXq8xxXYne47nccIRwXd5Nr7NLeOn/DJs7oW3wqDBAIzdBnB1lJVJRd8z6NReWh79hivNh7ly32HY908cbTpj7z0I+5UDcTWsflENFejpGqO1vio8iVuKlFqIjIzUpbZq9OyL+B5Y2qrRcz6K79pra6Gvkob1okgIC+HKJiHubb+VONiXa+ObnDL25drYl2sjp9TJJ6esfHLK6t4vwmSgc0MTGfGD4NpgyDpS/mM5A6gt3vzFc0961vw9H50uFycsDn7KL+OHM2X8mF/Gj2fs/Fpop3xNhj+KVwPQtoGJ7o2C6R4bwhWNgukeG0yEKQhoDYyh2FqCcf8eTHt3YvruC4xHfsR45EdC/r0EZ7uulPUehOPKARcV84Ug1xjt8SRuKVJqISQk5Pw7+aG2avTsi/geWNqq0XM+iu/aa2uhr5LqYm8SbmR4i3CGtyjvbamY+HzgTBkHzpSxP6/85vVkkYOvcsqg9YDynwosZ+D0EbKiXKw8aKFNAxNJ9U00izQS5KUVmvzJ8/PNtzoXf8lHm8PFr4V2fimw84u5jF8K7PxstnOk0E6xveoisCZDeUFyeUww3X4vSrrGBFM/5DxPtggNx3HlQBxXDsRqLSmft/LldowH9mD8+XuMP3+Pa9XLtG7dGdOQ0dh7XAOhYZ40vVbkGqM9nsQtRUotZGdn1zjG1J+1VaNnX8T3wNJWjZ7zUXzXXlsLfZVcSOwGg4HL6pm4rJ6JmxL/WGL2TKmDA2fs7Po1m6Wb/oslMg7i20BUDLS9il+Bx7/847kIYUZoXc9EUgMTbeqbaFXfRGKUkcR65QVMXeYoBLrn3tIvtjs5ftbBsUI7R8/aOVbo4NhZO0cL7ZwscuCo4YEUceFBdG4YTOeYYPe/7RqYOPNbFgkJMZ4HFxqOvfdg7L0HQ0kRpn2fY9qzHeMPX9HgyAE4cgBXWDj2Xv2x970eR8crIMjo+fH+hFxjtMeTuOU5KQGKv611fSkgnvsG8V17xHPfoBff3at7ZWXRoGU7bpzyF/JCGnK4wM6RgvKhQtklzhrfH2SAphFGWv5etDSPNNI0wkjTSCMJEUE0jTTSKDRIs2dl6MH3MqeL7GIH2SVOThY5yn8sdjIsDvf///yk9nMJMkBilJF20cG0b2CiXbSJ9g2CadvARHSoxs/9LjSTv2UdTQ9/i/HXg+7NzuhY7H2HUNZvBK6m/rk4hd7xt1yXnpRaKCoqUjb2T6W2avTsi/geWNqq0XM+iu/aa2uhrxJvxV7dkKdy7T9W9ym0OTlaWF6wHC6wc/ysnXSLgwyLg1NFf9xY/3l55D8TaoT4cCNx4UZiQlzERwYTG26kcVgQjcOCiA030jA0iOgQA9GhQUSZDH75AMCaPHe5XBTYXJyxOskrdf7+r4M8q5MzpU6yS5xklzjIKnaQVewkz1pzAVJBcBAkRploXd/IZfVMtK5volW98v+3jDIRaqybP8pyvX40ub0G0XDiNAxZJwn+4mNMX3xMUE4mIR++Q8iH7+Bo05myfiOw9x4E4XWLIT09nWeeeYacnBz3EtneXJFPrjHV40ncUqTUQllZ2fl38kNt1ejZF/E9sLRVo+d8FN+119ZCXyVa+l4/JIjusSF0j606Tt3mcHGyyMEJi530s+XFyuliB5kV/xY7KLCVz41JtzgqjlDr8U0GaBASRIOKoiU4iEiTgchgg/vfCFP5thCjgdCg8odjhgQZyMsxciikhJAgAwbAYKDyv78fw+ECu8tFmRMczvLf7U6wOV2U2l2UOFyU2H//cbgodbjIL7ZS6irhbJmLQpuTwjIXhWVOztpc1GWYS5ChfNW1uPDyHqcWUUZaRBqJMVhp36Q+LaKMNAkP8to8INAm113xzbHdMhnbmLsJOvIjwbu2lg8J+33CvWv1q9ivGkBZvxtwtu9aflJqobYlsr1VqMg1pno8iVuGewUo/tZldykgnvsG8V17xHPfIL7/QVGZk9PFDn4rcZJT6iS31EFOiZPcUic5peXbC6xOzDYnZpur2snf/k6UyUCjsKDyn9AgYn7/PSa0vH+mn6gAACAASURBVOCICzcSFx5EfISR2LAgrz+V3ZfUmuvWEkxffUbwrg8xHvrevdkZ34KygSMp6zccohpU+9bk5GTWr19fZfu4cePqtOBBoOJv1xjpSamF3NxcYmPVrNutUls1evZFfA8sbdXoOR/Fd+21tdBXiZ58jwwOok2DINo0+F37stq1bQ4XBbbfixariyK7k6IyF0V2F0VlLix2J8W//25zurA5yntAbE4XZwrOEhIRRZmjvHfDBbhcVPodwBRU3mNjDDJgMoApyIApCIKDDIQbDYQZDYSbfv/5/XdHiYVmjepTLziI+iFB1A82UD8kiHrBBq8UHXo6pxdMaDj2a4dhv3YYhuyT5b0raVsJysog9J3XCXl3JfYrB1I26GacbS+v1Lty+vTpaiWzsrK8Fp5cY6rHk7ilSKmFevXq6VJbNXr2RXwPLG3V6DkfxXfttbXQV4lefb8Q7RCjgcbhRhqH1311qMOH82jbVs3D86xWE6GhoUq0wfe+q8YV1xzbrVOxjbkb4/d7CN6xGeOBvQR/8THBX3yMo3kr7INupqzv9RARVePqUvHx8V6LSa4x1eNJ3FKk1ILJpM4eldqq0bMv4ntgaatGz/kovmuvrYW+SvTqu3juG32/8t1owtHjGhw9rsGQc5rgnVsw7dyC8eQxjP/6OyHrl1N2zTDm3nsPX3/9daU5Ka1atSIlJcVrofj7OXWvvnf6tJKFA2rCk7g1XldOX+Tk5OhSWzV69kV8Dyxt1eg5H8V37bW10FeJXn0Xz32j76++uxonYLt1KsWL11Hy4DPYO16BobSEkE820vaV2ey75VrmjLyO/v2uZdy4cV6dNA/+fU4rFg5Yv349aWlprF+/ntGjR5Oenu7FCKvHk7hl4nyA4m+Tny4FxHPfIL5rj3juG8R33yC+a4+3PQ/KOErwf9/D9MVHGGxWAJxxzSgbMoayfiPqvIyxXjnfwgH+lusB2ZOSnZ2N3W7HZrO5K7eCggIsFgtQPkHK4XBgtVrJzc0FwGw2U1RUBJRPrHI6nZw5c4a8vDwA8vPzKS4uBiAzMxOA4uJi8vPzAcjLy6O0tBSn0+memFVUVITZbAbKJwxZrVYcDgdZWVlYLBYsFgsFBeVP4M3JycFms2G328nOzgagsLCQwsJCr7aptLT0ottUEd+5bQIuuk2//fab0jadPn26TufJG23y1nmyWCxeyb3q2mQ2m5W1KSMjw2u5V12bKlBxnvLz85X+PeXm5irLvYr3qvh7qsAbuVddmyrOiYq/p6ysLK9ey89t06lTp3RzLT+3TYWFhcque4WFhcralJGR4bXcq65NFag4T3l5eV69lp/bppycHGW5Z7FYvH5vVNGmCrx1LS9p0oxTN02iaPF6zDdPwt4wlqDsU4SufpXIR24jaNUrmI/8XOfcq65NmZmZSu8jTp486XHu1bRwQEZGBqWlpe73X+h5qkubCgoKqrTpfEhPSi0UFBTQoEH1y9j5szao/eZHz76o1Ff9DYRefZdc942+5Lr22qr1xXfttUGuMb7QVp7rZ84Qc/RHQj76P4w/ly9j7DIasfceTNmI8ThbtvFc24/PqS97UjyJ249mPfkfKpNMpbZq9OyL+B5Y2qrRcz6K79pra6GvEr36Lp77Rl/XvsfE4IjpR0mvfgQdPUTw1rWY9u50rwpm79yLshHjcVze67wPiKyi7cfnNCUlRfnCATXhSdwBOdzLW1yKE84uBD37Ir4HlrZq9JyP4rv22lroq0SvvovnvtEPFN+drTtgfWAOxQtXYxs6FldoGKYfvyZ80ROEz5mG8atPwemoWawWbRVcjH5iYiIbN25k3Lhx9OvXT8nCATXhSdzSk1IL8g1E9ejZF/E9sLRVo+d8FN+119ZCXyV69V08941+oPnuapyA7Y6HsI2+m+Admwn+6F2M6YcJf/UZnAktsI28A3ufIXCepXT9/ZwmJiayYsUKL0Vz4UhPipcJClJnj0pt1ejZF/E9sLRVo+d8FN+119ZCXyV69V08941+wPoeWY+ykXdQvGgNpXc9gjM2nqDTGYSteJ6ImXdg+mQj/L5CWJ21vYBeffckbn22VCMqVkXQm7Zq9OyL+B5Y2qrRcz6K79pra6GvEr36Lp77Rj/gfQ8JxX7dKIoXrKI0eTbOhJYE5WYT9s+XiHh8AsFb14G11DPti0CvvnsSt6zuFaD421rXlwLiuW8Q37VHPPcN4rtvEN+1xy89dzoxfrOLkPdXYUw/XL6pQQxlI2+nbOBNEBLq4wAvHn/zXXpSaqFifWe9aatGz76I74GlrRo956P4rr22Fvoq0avv4rlv9L2lnZ6eTnJyMiNHjiQ5OVmTp597FHtQEI4rB1Dy/5ZT8sjfcCS2I6jgDKGrXyXiiTsI/ngD2Ky6Pqcq8SRumTgvCIIgCIIgaE56ejqjR4+utCTu119/zeLFi5V9o5+ens6cOXPIzc0lISGBlJSUuq1uZTDg6N6Xkm5XY/z2C0LeexPjiSOErnqZ4C3/xn79rTBsLJiClcR/KSFFSi3Ur19fl9qq0bMv4ntgaatGz/kovmuvrYW+SvTqu3juG31vaM+bN69SgQJw7Ngxli5dysCBAy9a/1xqKoo8WobXYMDR4xpKruiL8Zs0Qja+hTHjV6LXLcW5YxO2W+7B3uc68PJEd73muydxy3CvWsjOztaltmr07Iv4HljaqtFzPorv2mtroa8SvfounvtG3xvap0+frna7qmeN1FQUzZs3z3NRgwFHr36UzF1ByfRnsDVpRlDOacKWPUf408kYv/8SXN6b/q3XfPckbulJqYVGjRrpUls1evZFfA8sbdXoOR/Fd+21tdBXiV59F899o+8N7YSEhGq3N27c+KK1q6OmoigrK+vixYOCcFw5EGvXq3Hu2V4+DCzjV8JTZ+Fo1xXrbdNwtr38og+j13z3JG7pSakFp9OpS23V6NkX8T2wtFWj53wU37XX1kJfJXr1XTz3jb43tFNSUmjVqlWlba1ateK+++67aO3qqKkoio+P99oxnAYD9v4jKF7wL6wTH8AVWR/jL/uJmDedsJf+F0PmxS0MoNd89yRuKVJqoaCgQJfaqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht9b2gnJiayceNGxo0bR79+/Rg3bhwbN26kWbNmXoiwKjUVRSkpKV47htuXkFDKht9G0aJ/Y7vpTlwhYZi+/ZyI/51MyD9fgrPmi9PXGZ7ELc9JCVD8ba3rSwHx3DeI79ojnvsG8d03iO/ao9Lz9PR05s2bR1ZWFvHx8XVf3ctDDOY8Qt57C9POLRhcTlwRkdhu+h/Krr8FgkOUH/9C8Ldcl56UWvD3byB8hZ59Ed8DS1s1es5H8V17bS30VaJX38Vz3+jr1ffExEQWLVrE+++/z4oVK7xeoNTkiyu6EdbJj1EybyX2y6/EUFxE6NqlRMyehHHvpxc8uV6vvnsStxQptWA0GnWprRo9+yK+B5a2avScj+K79tpa6KtEr76L577RF98903Y2b03pEwspeWwBjmaXEZRzmvAlzxD+3EMEHf/lovX9FU/iDsgiJTs7G7vdjs1mcy9jV1BQgMViAcpXcXA4HFitVnJzcwEwm80UFRUB5as/OJ1OTCYTeXl5AOTn51NcXAxAZmYmAMXFxeTn5wOQl5dHaWkpTqfTvXpEUVERZnP5mMPc3FysVisOh4OsrCyioqKwWCzuyjInJwebzYbdbncv01ZYWOh+Qqe32lRaWnrRbbLb7dW2CbjoNjkcDqVtslqtdTpP3miTt85TVFSUV3KvujaFhIQoa9PZs2e9lnvVtakCFecpODhY6d+TwWBQlntRUVHKrhEVeCP3qmtTxQRLFX9PZWVlXr2Wn9umkpIS3VzLz21TeHi4suteeHi4sjadPXvWa7lXXZsqUHGegoKCvHotP7dNTqdTWe5FRUV5/d6ook0VqPrMNRgMdTpPdWlTaWnpBZ0na6eeHJ/+N0rvfhRHVAOMh38g/Jl7cbw2D4c5r8Y2WSwWZdeIivd7I/fOPU9hYWFV2nQ+ZE5KLVSMV9SbNqgdV6hnX1Tqqx7LqVffJdd9oy+5rr22an3xXXttkGuML7QvuVwvKSJk49sEf/wuBocDV2Q9rGOnYh80EoIq90Do1XdP4g7InhRvoWqdbtXaqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht98d2L2uGR2CY+QPG8f2Dv3BND0VnC/rmY8Dn3EvTL/ovX9wM8iVuKlFqoGNakN23V6NkX8T2wtFWj53wU37XX1kJfJXr1XTz3jb747n1tV9NESp9YRMn0/4ezURzGE0eIeG4Gocuew1Bw5qL1fYkncUuRUgsV41z1pq0aPfsivgeWtmr0nI/iu/baWuirRK++i+e+0RffFWkbDDiuHEDx/LexjZqEKziY4C8+JmLWXZh2vM9Zna7u5YkvUqTUQmxsrC61VaNnX8T3wNJWjZ7zUXzXXlsLfZXo1Xfx3Df64rti7dAwbLdMpvhvb2PvchWGYgthb71Ii2VzCco46p1jaIgnvkiRUgsVqxroTVs1evZFfA8sbdXoOR/Fd+21tdBXiV59F899o+8t7fT0dJKTkxk5ciTJycmkp6d7Rbc29OBLBa4mTSl9bAGlD8zB2SAG45EfCJ+TTMjaZWAt8eqxVOKJLyYFcQQMwcHButRWjZ59Ed8DS1s1es5H8V17bS30VaJX38Vz3+h7Qzs9PZ3Ro0dz7Ngx97avv/6axYsXK13dy999qYLBgL33IOxdriTonaWEf7aFkA/XYNq7Hetdj+Do1sf7x/QynvgiPSm1EBkZqUtt1ejZF/E9sLRVo+d8FN+119ZCXyV69V08942+N7TnzZtXqUABOHbsGEuXLr1o7drwd19qJCIK5z2PU/LUazhatiEoN5vw1FmELp0HZ/27R9ETX6RIqYWKB9roTVs1evZFfA8sbdXoOR/Fd+21tdBXiV59F899o+8N7Zo0Kh74pwp/9+V8+s6kjpQ8sxTrhPtxhYQSvPu/RMy+G9OeHeDyz8cfeuKLFCm1EBcXp0tt1ejZF/E9sLRVo+d8FN+119ZCXyV69V08942+N7QTEhKq3a76WSD+7ssF6RtNlI0YT/G8N7B36E7QWTNhr/0/wl5+CoM5T2kMnuCJL1Kk1ILNZtOltmr07Iv4HljaqtFzPorv2mtroa8SvfounvtG3xvaKSkptGrVqtK2Vq1acd999120dm2o9kXlYgDnxu6Ka07pzFRK734UV1gEpn1pRMyehOmz//hVr4onnkuRUgtFRUW61FaNnn0R3wNLWzV6zkfxXXttLfRVolffxXPf6HtDOzExkY0bNzJu3Dj69evHuHHj2LhxI82aNfNChDWj0pdDhw4xevRo1q9fT1paGuvXr2f06NFeK1SqjT0oCPugmyn+21vYu/UpX674jQWEvfhXDGfUDp27UDzx3GA2m/2nzDqH1NRU3n//fY4cOUJISAi9evVizpw5dOrUydeh+T2HDx9WujKGUBXx3DeI79ojnvsG8d03iO/ao2fPk5OTWb9+fZXt48aNY8WKFeoDcLkwffExoatfxVBUiCsiCutdD2Pvcx0YDLW+1d989+uelLS0NKZMmcK2bdvYvHkzJpOJ0aNHk5+fr8nxVR5HqzaoQM++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TF9+rJyMiodntWVpZX9M8bu8GA/ZqhFP/tzT96VZbOI2zJMz5dAcwTz/36OSkbNmyo9P9ly5bRsmVLvvzyS0aMGKH8+KGhobrUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/VU9NiAPHx8V7Rv9DYXdGNKH1kPqadWwhdswTTVzuJ+GU/1nuewNG9r1diqQueeO7XPSnnYrFYcDqdREdHa3K8iIgIXWqrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TF9+p55plnql0MICUlxSv6dYrdYMA+cCTF8/6Bo303ggryCV/8JKFvvAAl2s7l8sRzXRUps2bNokuXLlx11VWaHC8zM1OX2qrRsy/ie2Bpq0bP+Si+a6+thb5K9Oq7eO4bffG9eoKDg6tdDCAxMdEr+p7E7mqcQMmsxVgnPoArOBjj91+Cw+6VeC4UT+L264nzf+bJJ59kw4YNbN26lcsuu6zG/Q4fPqxdUIIgCIIgCIKgE8JyMjEVn8WS2N7XoZx3kr4uipTZs2ezYcMG3n//fdq1a6fZcYuLi5V1CarUBrUrNOjZF5X6qlfF0Kvvkuu+0Zdc115btb74rr02yDXGF9qS677R97dc9/vhXjNnzuTdd99l8+bNmhYoAFarVZfaqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht98V17bS30VeFJ3H69utfjjz/O2rVrWbVqFdHR0WRnZwMQGRlJVFSU8uM3bNhQl9qq0bMv4ntgaatGz/kovmuvrYW+SvTqu3juG33xXXttLfRV4Uncft2TsnLlSs6ePcuoUaNo3769++eVV17R5Ph5eXm61FaNnn0R3wNLWzV6zkfxXXttLfRVolffxXPf6Ivv2mtroa8KT+L2654Us9l3D52B8h4bPWqrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TFd+21tdBXhSdx+3VPiq8JCQnRpbZq9OyL+B5Y2qrRcz6K79pra6GvEr36Lp77Rl98115bC31VeBK3FCm1UDEHRm/aqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht98V17bS30VeFJ3FKk1EJCQoIutVWjZ1/E98DSVo2e81F8115bC32V6NV38dw3+uK79tpa6KvCk7ilSKmFoqIiXWqrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TFd+21tdBXhSdxS5FSC2VlZbrUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwpP4pYipRaio6N1qa0aPfsivgeWtmr0nI/iu/baWuirRK++i+e+0RfftdfWQl8VnsQtRUot5Obm6lJbNXr2RXwPLG3V6DkfxXfttbXQV4lefRfPfaMvvmuvrYW+KjyJW4qUWqhXr54utVWjZ1/E98DSVo2e81F8115bC32V6NV38dw3+uK79tpa6KvCk7ilSKkFk0ndsy5VaqtGz76I74GlrRo956P4rr22Fvoq0avv4rlv9MV37bW10FeFJ3FLkVILOTk5utRWjZ59Ed8DS1s1es5H8V17bS30VaJX38Vz3+iL79pra6GvCk/iliKlFuLj43WprRo9+yK+B5a2avScj+K79tpa6KtEr76L577RF9+119ZCXxWexB2QRUp2djZ2ux2bzeau3AoKCrBYLABkZWXhcDiwWq3uiTxms9m9hvPp06dxOp2cOXOGvLw8APLz8ykuLgYgMzMTgOLiYvLz8wHIy8ujtLQUp9PJ6dOngfI1oc1mM1A+YchqteJwOMjKysJisWCxWCgoKADKK0ybzYbdbnc/lbOwsJDCwkKvtqm0tPSi21QR37ltAi66Tb/99pvSNp0+fbpO58kbbfLWebJYLF7JveraZDablbUpIyPDa7lXXZsqUHGe8vPzlf495ebmKsu9iveq+HuqwBu5V12bKs6Jir+nrKwsr17Lz23TqVOndHMtP7dNhYWFyq57hYWFytqUkZHhtdyrrk0VqDhPeXl5Xr2Wn9umnJwcZblnsVi8fm9U0aYKVH3mVvyu4u8pMzNT6X3EyZMnlV0jKt5/oeepLm0qKCio0qbzYTCbza7z7nWJUlBQQIMGDXSnDXD48GHatm2rRFvPvqjUV+k56Nd3yXXf6Euua6+tWl98114b5BrjC23Jdd/o+1uuB2RPirdQmWQqtVWjZ1/E98DSVo2e81F8115bC32V6NV38dw3+uK79tpa6KvCk7ilSKkFPU+sUomefRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwqZOO9l9Fxpq0TPvojvgaWtGj3no/iuvbYW+irRq+/iuW/0xXfttbXQV4X0pHiZoCB19qjUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwpP4tZnSzWiYlUEvWmrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TFd+21tdBXhSdxS5FSC3FxcbrUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwpP4pYliAVBEARBEARB8CukJ0UQBEEQBEEQBL9CihRBEARBEARBEPwKKVIEQRAEQRAEQfArpEgRBEEQBEEQBMGvkCJFEARBEARBEAS/QoqUACE1NZVBgwbRokULkpKSGD9+PD/99JOvw7qkSE1NJTo6mieeeMLXoQQ8WVlZ3HfffSQlJREXF0fv3r1JS0vzdVgBjcPhYN68eXTt2pW4uDi6du3KvHnzsNvtvg4toPj888+ZMGECHTt2JDo6mtWrV1d63eVyMX/+fDp06EB8fDw33ngjBw8e9FG0gUFtnpeVlTFnzhz69u1L06ZNad++PVOnTiUjI8OHEQcG58v1P/Pwww8THR3NK6+8omGEgcmF+H7kyBHuvPNOWrZsSUJCAv379+fnn3/WPFYpUgKEtLQ0pkyZwrZt29i8eTMmk4nRo0eTn5/v69AuCb766iveeustOnfu7OtQAh6z2cywYcNwuVysW7eOPXv28MILL9C4cWNfhxbQvPTSS6xcuZIFCxawd+9enn/+eVasWEFqaqqvQwsoioqK6NSpE88//zzh4eFVXv/73//OkiVLWLBgAdu3b6dx48aMGTOGs2fP+iDawKA2z4uLi/n+++95/PHH2blzJ//+9785deoUt956qxToF8n5cr2CTZs28c0335CQkKBhdIHL+Xw/fvw4w4YNIzExkc2bN7N7925SUlKIjIzUPFZ5TkqAYrFYaNmyJatXr2bEiBG+DiegKSgoYMCAAbz88sssWLCATp06sXDhQl+HFbDMnTuXzz//nG3btvk6lEuK8ePH07BhQ5YuXeredt9995Gfn8/atWt9GFng0qxZM1544QXuuOMOoLwXpUOHDiQnJ/P4448DUFJSQtu2bXn22WeZPHmyL8MNCM71vDoOHTpEnz59+Pzzz+WLKS9Rk+8nTpxg2LBhbNy4kVtvvZVp06bx0EMP+SjKwKM636dOnYrBYGDFihU+jKwc6UkJUCwWC06nk+joaF+HEvA8/PDDjBo1iv79+/s6lEuCLVu20LNnTyZPnkybNm249tprWb58OS6XfN+ikj59+pCWlsYvv/wClN+o7dq1i+uvv97HkV06pKenk52dzeDBg93bwsPD6du3L3v27PFhZJcWFb1W8vmqFrvdztSpU3n88cdp3769r8O5JHA6nWzdupX27dszduxYkpKSGDRoEBs2bPBJPCafHFVQzqxZs+jSpQtXXXWVr0MJaN5++22OHj3K8uXLfR3KJcPx48d54403eOCBB3j44Yc5cOAAM2fOBGDatGk+ji5wefjhh7FYLPTu3Ruj0Yjdbufxxx9n6tSpvg7tkiE7OxugytDGxo0bc/r0aV+EdMlhs9lISUlh+PDhNGvWzNfhBDTz588nJiaGKVOm+DqUS4acnBwsFgupqak8+eSTzJkzh88++4zk5GQiIyMZNmyYpvFIkRKAPPnkk3z55Zds3boVo9Ho63AClsOHDzN37ly2bt1KcHCwr8O5ZHA6nVxxxRXMmTMHgG7dunH06FFWrlwpRYpCNmzYwDvvvMPKlSvp0KEDBw4cYNasWbRs2ZK77rrL1+EJgnLsdjvTpk2joKCANWvW+DqcgGbXrl38+9//ZteuXb4O5ZLC6XQCcMMNNzB9+nQAunbtynfffceKFSs0L1JkuFeAMXv2bN599102b97MZZdd5utwApq9e/eSl5dHnz59aNSoEY0aNeLzzz9n5cqVNGrUCKvV6usQA5K4uLgqXf/t2rXj5MmTPoro0uDpp59m+vTpjB07ls6dOzNhwgQefPBBFi9e7OvQLhni4uKA8m87/0xOTg5NmjTxRUiXDHa7nSlTpvDjjz+yadMmYmJifB1SQJOWlkZWVhbt27d3f75mZGQwZ84cOnXq5OvwApZGjRphMpn85jNWelICiJkzZ/Lee+/x/vvv065dO1+HE/DceOONXHHFFZW2PfjggyQlJfHoo48SEhLio8gCmz59+nDkyJFK244cOUKLFi18FNGlQXFxcZWeWaPR6P7mTVBPYmIicXFx7Nixgx49egBQWlrK7t27mTt3ro+jC1zKysq45557OHjwIB988IG7WBTUMXXqVEaNGlVp29ixYxk7diyTJk3yUVSBT0hICD169ODw4cOVtvvqM1aKlADh8ccfZ+3ataxatYro6Gj32OXIyEiioqJ8HF1gEh0dXWXiZEREBA0bNpRvehTywAMPMHToUBYtWsQtt9zC/v37Wb58OU899ZSvQwtohg8fzksvvURiYiIdOnRg//79LFmyhAkTJvg6tIDCYrFw9OhRoHzoxcmTJ9m/fz8NGzakRYsW3H///aSmptK2bVvatGnDokWLiIyM5NZbb/Vx5PqlNs8TEhKYNGkS3377LWvWrMFgMLg/X+vXr1/r0rlC7Zwv18+de2UymYiLi6Nt27a+CDdgOJ/vM2bMYPLkyfTt25f+/fuza9cuNmzYUOtzbFQhSxAHCDWtMjJz5kxmz56tcTSXLjfeeKMsQawB27ZtY+7cuRw5coTmzZuTnJzMvffei8Fg8HVoAcvZs2d57rnn+OCDD8jNzSUuLo6xY8fy17/+lbCwMF+HFzDs2rWLm266qcr2iRMn8vrrr+NyuXj++ed56623MJvN9OzZk0WLFskXIxdBbZ7PmjWLbt26Vfu+JUuW1LpUsVA758v1c+nSpYssQewFLsT31atXk5qayqlTp2jdujWPPvqoT74IkSJFEARBvpxJRgAAEYRJREFUEARBEAS/QibOC4IgCIIgCILgV0iRIgiCIAiCIAiCXyFFiiAIgiAIgiAIfoUUKYIgCIIgCIIg+BVSpAiCIAiCIAiC4FdIkSIIgiAIgiAIgl8hRYogCIIQMHTp0oX777/f67pPPPEEI0aM8Lqunpk0aRJ33323r8MQBCFAkSJFEIRLmkOHDnHPPffQtWtX4uLi6NChAzfccAPz58/3dWiaU1xczPz589m1a1ed3ud0Olm3bh1jxowhKSmJ2NhYkpKSGDVqFCtXrqSkpERRxNqQnp7O22+/zaOPPurrUDTn0KFDzJ8/n/T09CqvPfLII2zatIkDBw74IDJBEAIdKVIEQbhk2bt3LwMGDOCbb77h9ttvZ+HChUyePJkGDRrw0ksv+To8zSkpKWHBggWkpaVd8HtKS0uZMGEC06ZNo7i4mAcffJCXXnqJRx55hMjISGbNmsUDDzygMGr1LF26lLi4OIYMGeLrUDTn559/ZsGCBZw4caLKa927d+eKK67glVde8UFkgiAEOiZfByAIguArFi1aREREBDt27CAmJqbSa7/99puPotIXKSkpfPTRR8yfP7/KMKvp06eTnp7Ohx9+WKuGw+HAbrcTGhqqMlSPKCsrY926ddx+++0YDAbNj2+z2QgKCsJk8s+P6zFjxjB//nwKCwupX7++r8MRBCGAkJ4UQRAuWY4dO0aHDh2qFCgATZo0qbJt+/bt3HDDDTRr1oxmzZoxduxY9u/fX2W/jRs30rt3b+Li4rj66qvZvHkz999/P126dHHvk56eTnR0NIsXL2blypV069aNhIQERo0axYkTJ3C5XLz44ot07tyZ+Ph4JkyYQF5enkcx3X///cTFxZGZmcntt99Os2bNSEpKIiUlBYfD4Y4nKSkJgAULFhAdHU10dHSt8ztOnTrFW2+9xZAhQ2rcLzExsdJrf2738uXL6dGjB02aNGHv3r0AvPLKKwwfPpzWrVsTFxdH3759+ec//1lF1+VysXDhQjp16kRCQgIjR47k4MGD1cZQUFDAk08+yeWXX07jxo3p1q0bL7zwgrvttbF7927y8vIYNGhQpe1/bseyZcvo2rUr8fHxDB06lH379lXRycrK4qGHHqJdu3Y0adKEq666ijfeeKPSPrt27SI6Opp169Yxf/58Lr/8cuLj4zl16hRQXrAsXLiQK6+8kiZNmtC2bVsmTpxYqd0ul4tly5bRt29f4uLiaNOmDdOnT6+SO126dGHs2LHs3r2bwYMHExcXR7du3VizZo17n9WrVzNp0iQAbrrpJndOrF692r3PoEGDKC4uZvv27ef1UhAEoS7451czgiAIGtCyZUu+/PJLDhw4UKmAqI7169czbdo0Bg0axNNPP43NZuOtt97ihhtuYPv27bRr1w6Abdu2MXnyZDp27MhTTz1FQUEBM2bMoGnTptXqvvvuu9hsNpKTkzGbzbz88svcfffdXHfddXz66afMmDGDY8eOsWzZMp588kmWLVtW55igfN7IrbfeSo8ePXj22Wf59NNPefXVV2nVqhVTpkwhNjaW1NRUHn30UUaOHMlNN90EQKtWrWr05L///S92u53bbrvtgj2vYO3atRQVFXH33XcTFRVFfHw8AK+//jrDhg1j9OjRGAwGPvzwQ2bMmIHdbueee+5xv/+5555j0aJFDB06lOuvv54DBw4wduxYrFZrpeOUlJRw0003ceLECe655x5atmzJN998w/PPP09GRsZ5hypVFE9XXHFFta+vX7+egoICpkyZgtPpZOXKlYwaNYqdO3fSunVrAHJychgyZAhOp5MpU6bQuHFjdu7cyWOPPcaZM2d44oknKmmmpqYSFBTEvffeC0BUVBROp5MJEyawfft2Ro8e7R5et2vXLr777js6duwIwKOPPsq//vUvJk6cSHJyMqdOnWL58uXs27eP7du3ExYW5j5Oeno6kyZN4n/+53+YOHEiq1at4oEHHqB79+507NiRa665hnvvvZdly5bx2GOPufOpd+/ebo0OHToQHh7Ol19+yejRo2v1UhAEoS4YzGazy9dBCIIg+IKdO3cyZswYoPwm9Oqrr6Zfv34MGDCg0s1cUVERnTt35sYbb2TJkiXu7WazmV69ejFw4EBWrlwJQN++fcnPz2fv3r3Uq1cPgLS0NEaOHEmLFi3ck4zT09Pp1q0bMTEx7Nu3j+joaADmzp1LamoqHTt25LPPPiM4OBiAqVOnsmnTJk6cOEF4eHidYrr//vtZs2YNs2fPZubMme59+/fvT1BQEJ9++ikAeXl5JCUlMXPmTGbPnn1e/5588klee+01du3aVanIKysro7CwsNK+jRo1qtTuyMhIvvnmG3dxUkFxcTERERGVto0ZM4bjx4/z7bffApCbm0unTp0YNGgQ77zzjnsY1nPPPcfChQuZOHEir7/+OgAvvvgiixYtYufOnZWKtkWLFjFv3jy++uor2rZtW2Mbp02bxtatW6vMyahoR2hoKHv37iUxMRGAI0eO0KdPH2655RaWL18OwF/+8hf+85//8MUXXxAbG+vWmDFjBuvXr+fgwYNER0eza9cubrrpJpo3b86ePXuIjIx077t69WoefPBB5s6dy4wZMyrF4nK5MBgM7Nmzh2HDhvH6668zceJE9+u7d+9mxIgRvPTSS+7VuLp06UJGRgZbtmzhmmuucfvauXNnkpOTmTdvHgCbNm1i0qRJvP/++/Tr169aj3r16kWLFi147733avRREAShrshwL0EQLlkGDBjAf/7zH4YNG8bBgwd59dVXGT9+PO3atWPVqlXu/Xbs2IHZbGbcuHHk5eW5fxwOB1dffbV7NazTp0/z008/cdttt7kLFIBrr72WTp06VRvDzTff7C5QAHr27AnAbbfd5i5QKraXlZW5h/5caEx/pmLoTgVXX301x48fr6Nrf3D27Fmg/Jv+P7Nz506SkpIq/ZzLjTfeWKVAAdwFSllZGfn5+eTl5dGvXz+OHTtGQUEBAJ9++ik2m40pU6ZUmidy3333VdF777336NOnD40aNark08CBAwHOu0hAfn5+pfNzLsOHD3cXKABt2rThuuuuY9u2bUB5AbFp0yaGDh2KwWCoFMPgwYMpKSnhm2++qaQ5YcKESgUKwObNm4mOjq62jRUevPfee0RFRTFkyJBKx6kYYnZuTrRp08ZdoADExsbSpk2bOudEdHR0tUMRBUEQLgYZ7iUIwiVN7969WbNmDWVlZRw6dIht27bx8ssvM336dFq0aMGAAQP49ddfAWoczhIUVP59T0ZGBoB7mM+fad26Nd9//32V7c2bN6/0/4rJx82aNat2u9lsBrjgmCoIDg6uUhRER0e79TyhojipKFYq6NGjBxs3bgRg+fLl1U6cv+yyy6rV3LJlCwsXLuTAgQNV5owUFhbSoEEDt8/nFj+NGjWqUlD8+uuv/PDDD9UWSlA+FOt8uFw1DzioTjcpKYlt27ZhNpspKyvDbDazatWqSoVvbTFU582xY8do06YNISEhNcby66+/YrFYauwZOvc45+YeeJYTFT05giAI3kSKFEEQBMpv4rt06UKXLl248sorGTVqFOvWrWPAgAE4nU4AXnvttRrnlniK0Wis0/aKG+a6xnRu0eIN2rdvD8DBgwfp2rWre3tMTIy7p2LLli3Vvjc8PLzKtt27d3PnnXfSp08fFi9eTHx8PCEhIXz00Ue89tpr7jbXBafTSf/+/Wt8xklNxVIFMTEx7h4cT6iI+dZbb+XOO++sdp8OHTpU+n913lzosWJiYvjHP/5R7evnFnDny7ELxWw2V+pNEgRB8AZSpAiCIJxDxZCrrKws4I/J47Gxse6b7+po0aIFAEePHq3yWnXbLoYLjaku1PXb8CFDhmA0Glm3bh3jx4+/6ONv2rSJsLAw3nvvvUpzgs4dplTh86+//lqpJyMvL69KL0CrVq2wWCwee9S+fXvWrl3LmTNnql0FrqJH69xtDRo0IDo6GofDQb169bDb7Rd1nlq1asWePXuw2Ww19qa0atWKHTt20KtXrypD8FRht9s5deoU119/vSbHEwTh0kHmpAiCcMmyc+fOar+d//jjjwHcw2YGDx5MgwYNSE1NxWazVdk/NzcXgISEBDp16sS6desqDYFKS0vjp59+8mrsFxpTXaj4Bv9Ch/s0b96cu+66i08++cQ9Uf1c6vKtvNFoxGAwVDonFUOl/szAgQMJDg7mjTfeqKS/dOnSKppjxoxh3759fPTRR1VeO3v2bJXVwM6lYiWr7777rtrXt27dWulp7EeOHOGTTz5h6NCh7jbdfPPNbNmypdons1/oebr55psxm83VtrHCgzFjxuB0OnnhhReq7ONwODwa2lcxN6am9x46dIjS0tJKK34JgiB4A+lJEQThkmXWrFlYLBZGjhxJ+/btcTqdfP/996xdu5aYmBj38z3q16/P4sWLSU5Opn///owdO5YmTZqQkZHBJ598QocOHdw36U899RS33347w4YN44477qCgoIAVK1bQqVMnLBaL12KvS0wXSnh4OB07dmTDhg20adOGmJgYEhMT6dWrV43v+dvf/saJEyeYPXs2GzduZPjw4TRu3JgzZ87w9ddf8+GHH1Y796E6hg8fzpIlSxgzZgzjx48nPz+ft99+myZNmpCdne3eLzY2loceeojU1FTGjx/P9ddfzw8//MDHH3/sXkWsghkzZrB161Zuv/12Jk6cSPfu3SkpKeHgwYNs2rSJzz//vNahSldddRWxsbHs2LGDwYMHV3k9KSmJG264galTp+J0OlmxYgVhYWGVVlF75plnSEtLY+jQodx111107NgRs9nMgQMH+OCDDyq1rSYmTJjAunXrePrpp/n222/p27cvpaWlpKWlMWbMGCZMmMA111xDcnIyL7/8Mj/++CODBw8mNDSUo0ePsnnzZmbPns0dd9xxIafCTdeuXTEajSxevJiCggLCw8Pp2bOne5jcjh07CA8Pr9YbQRCEi0GKFEEQLlmeffZZNm/ezPbt21m1ahVWq5X4+HjGjRvHY489Vunm9ZZbbiE+Pp7U1FReffVV9769e/dm8uTJ7v1GjBjBG2+8wfPPP8/cuXNJSkpiyZIlvPPOOxw6dMir8V9oTHXhlVdeYebMmaSkpGC1Wpk4cWKtRUp4eDjr169n3bp1rFmzhldeecX99PHLL7+c+fPnX/CNcb9+/Xj99ddZvHgxs2fPpmnTpkybNo3o6GimT59ead+UlBRCQ0N588032bVrFz179uTdd9+t8syW8PBwPvjgAxYvXsx7773H2rVriYqKIikpiSeeeIK4uLhaYwoODmb8+PFs3LiRZ599tsrr48aNIyIigiVLlpCdnU3Xrl2ZP38+bdq0ce/TuHFjPvnkE1544QW2bNnCP/7xDxo2bEi7du3cS/2eD6PRyNq1a3nxxRf5v//7Pz744AMaNmxIr1696N69u3u/hQsX0rVrV958803mzZuHyWSiefPmjB49mv79+1/Qsf5MkyZN+Pvf/05qaip/+ctfcDgcLFmyxF2kbNy4kZEjR9KgQYM6awuCINSGPCdFEARBA6699lpiY2Pdq14J+uHEiRP06tWL1atXu+deVDwnZc6cOTzyyCM+jtA3fPfddwwaNIhPP/2Ubt26+TocQRACDJmTIgiC4EXKysqw2+2Vtu3atYsffviBa6+91kdRCRdDy5YtmTRpEqmpqb4Oxa9YvHgxo0aNkgJFEAQlyHAvQRAEL5KZmcno0aO57bbbSEhI4JdffuHNN98kLi6Oe+65x9fhCR6ycOFCX4fgd7z99tu+DkEQhABGihRBEAQvEh0dTffu3fnXv/5Fbm4uERERDB06lGeeeabaJWwFQRAEQaiKzEkRBEEQBEEQBMGvkDkpgiAIgiAIgiD4FVKkCIIgCIIgCILgV0iRIgiCIAiCIAiCXyFFiiAIgiAIgiAIfoUUKYIgCIIgCIIg+BVSpAiCIAiCIAiC4Ff8fxFiBYlGCb+6AAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -244,30 +254,30 @@ } ], "source": [ - "pct2 = [f * 100 / 5280 for f in fpm2]\n", + "pct2 = feet2 / miles2 * 100 / 5280\n", "\n", - "show(pct2, mph2, xlabel='Segment Grade (percent)') " + "show(pct2, miles2 / hours2, xlabel='Segment Grade (percent)') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "So I can cruise at 16 or 17 mph on a 1% grade, but only about 8 mph at 5% grade, and around 5 mph on 8% grades.\n", + "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 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):" + "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": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -277,9 +287,7 @@ } ], "source": [ - "vam2 = [r.feet / r.hours for r in segments]\n", - "\n", - "show(pct2, vam2, xlabel='Grade (percent)', ylabel='VAM (vertical feet per hour)')" + "show(pct2, feet2 / hours2, xlabel='Grade (percent)', ylabel='VAM (vertical feet per hour)')" ] }, { @@ -294,12 +302,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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ZCZQgObd0EzY3xy2Jzk3Y3By3JDo3YXNz3JLovA/Z3N1ux57R8fl8uOKKK3DSSSdhyZIlePfdd7FmzRp84xvfQGpqKj788ENcdNFFOPHEE7Fs2TIcc8wx+OMf/4gpU6bEHPfddx/OOeccXHrppTjrrLOQnp6O3/3ud7HX7qWmpmL16tWYNGkSzjrrLFx66aU499xz4fF44p43GAwmbe0qkZxbugmbm+OWROcmbG6OWxKdm7C5OW5JdN6HbO5ut2PP6Dz66KMj/tnEiROxdu3aQzrS0tKwcuVKrFy5csTbzJgxA6tXr7Y140DGjRuXsMMJJOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vb7ar36LiZ9PR0p0ewheTc0k3Y3By3JDo3YXNz3JLo3ITNzXFLovM+ZHN3u3nQsUhjY6PTI9hCcm7pJmxujlsSnZuwuTluSXRuwubmuCXReR+yubvdPOhYJHq1N92QnFu6CZub45ZE5yZsbo5bEp2bsLk5bkl03ods7m43DzoWGemy125Hcm7pJmxujlsSnZuwuTluSXRuwubmuCXReR+yubvdPOhYpKury+kRbCE5t3QTNjfHLYnOTdjcHLckOjdhc3Pckui8D9nc3W4edCySlZXl9Ai2kJxbugmbm+OWROcmbG6OWxKdm7C5OW5JdN6HbO5uNw86FmltbXV6BFtIzi3dhM3NcUuicxM2N8ctic5N2NwctyQ670M2d7ebBx2LpKWlOT2CLSTnlm7C5om7vV4vKioqUFpaioqKCni93qS53YKbervNL4WuzdlbrVuFXwpdm7O3ej+bu9vt2AeG6sakSZOcHsEWknNLN2HzxNxerxdlZWWora2NfW3Hjh2orq5GUVFRQm434ZbebvRLoWtz9lbrVuGXQtfm7K3ez+budvMZHYs0NDQ4PYItJOeWbsLmibk9Hs+gQw4A1NbWwuPxJOx2E27p7Ua/FLo2Z2+1bhV+KXRtzt7q/WzubjcPOhYpLCx0egRbSM4t3YTNE3OP9KFaTU1NCbvdhFt6u9Evha7N2VutW4VfCl2bs7d6P5u7282DjkW6u7udHsEWknNLN2HzxNwFBQXDfj0/Pz9ht5twS283+qXQtTl7q3Wr8Euha3P2Vu9nc3e7edCxSCgUcnoEW0jOLd2EzRNzV1ZWori4eNDXiouLUVlZmbDbTbiltxv9UujanL3VulX4pdC1OXur97O5u928GIFFpk2b5vQItpCcW7oJmyfmLioqQnV1NTweD5qampCfn4/KysphL0QQr9tNuKW3G/1S6NqcvdW6Vfil0LU5e6v3s7m73XxGZxR8Ph/6+vrQ29uLuro6AEBbWxs6OzsBHHivQzgcRigUQktLCwAgGAzGPrW1sbERkUgEPT09CAQCAA5c/zv6tNvAN1RFrwseCATQ09ODSCQSe49FV1cXgsEgAKClpQWhUAjhcDj2XovOzk60tbUBAPx+P3p7e9HX1wefz4dAIID29na0t7cPWZPf709oTfv27RtxTd3d3QmvKeo6eE0AEl5TdIZ4HierawoEAnE/TlbXFL0vq49TXl4e7r//fqxfvx4PPPAAcnJyRlzTvn37krr3kvE4Wfl+is6SzL0XXVNdXZ3omvbs2ZPUvTdwTdH7l3ic/H5/wj/3RlrTnj174n6crK6pubk5qXtP4ufecGuK/v0j8f0U/XtCak2NjY2O/4yws6b6+vqk7r2Ba2poaBBbUyAQSPrvEdE1RZF4nPbt2yf6/ST5szwQCIj9jAAg9neu1+sV+35qaWkR+z0iepuBaxqNlGAw2D/qLQgAoKenBxMmTBBx19TUoKSkRMQtObekW9rP5mrd7K3ez+Zq3eyt3s/mat269pb2s7m73XxGxyLjx493egRbSM4t3YTNzXFLonMTNjfHLYnOTdjcHLckOu9DNne3mwcdi0SfQtMNybmlm7C5OW5JdG7C5ua4JdG5CZub45ZE533I5u5286VrLkDyqUkyPGyuFvZWD5urhb3Vw+ZqYW/1sHni8Bkdi0TfnKUbknNLN2Fzc9yS6NyEzc1xS6JzEzY3xy2JzvuQzd3t5kHHIvv373d6BFtIzi3dhM3NcUuicxM2N8ctic5N2NwctyQ670M2d7ebBx2LZGZmOj2CLSTnlm7C5ua4JdG5CZub45ZE5yZsbo5bEp33IZu7282DjkUGfv6KTkjOLd2Ezc1xS6JzEzY3xy2Jzk3Y3By3JDrvQzZ3t5sHHYtMmTLF6RFsITm3dBM2N8ctic5N2NwctyQ6N2Fzc9yS6LwP2dzdbh50LDJ27FinR7CF5NzSTdjcHLckOjdhc3PckujchM3NcUui8z5kc3e7edCxiN/vd3oEW0jOLd2Ezc1xS6JzEzY3xy2Jzk3Y3By3JDrvQzZ3t5sHHYvk5+c7PYItJOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbzYOORTo7O50ewRaSc0s3YXNz3JLo3ITNzXFLonMTNjfHLYnO+5DN3e3mQcci4XDY6RFsITm3dBM2N8ctic5N2NwctyQ6N2Fzc9yS6LwP2dzdbh50LJKRkeH0CLaQnFu6CZub45ZE5yZsbo5bEp2bsLk5bkl03ods7m43DzoW4ZvN1LpV+KXQtTl7q3Wr8Euha3P2VutW4ZdC1+bsrd7P5u5286BjEZ7Y1bpV+KXQtTl7q3Wr8Euha3P2VutW4ZdC1+bsrd7P5u5286BjkTFj9EwlObd0EzY3xy2Jzk3Y3By3JDo3YXNz3JLovA/Z3N1uPR8dBwgEAk6PYAvJuaWbsLk5bkl0bsLm5rgl0bkJm5vjlkTnfcjm7nbzoDMKPp8PfX196O3tjZ0g29raYpe2a2pqQjgcRigUQktLCwAgGAyiq6sLANDY2IhIJIKenp7YA9Pa2oru7m4AQENDQ+y+WltbARx4AHt6ehCJRNDY2AgA6OrqQjAYBAC0tLQgFAohHA6jqakJwIFL7bW1tQE48NrF3t5e9PX1wefzIS8vD+3t7Whvbx+ypujrHO2uKfrptMOtqbu7O+E1TZgwYdg1AUh4TdEZ4nmcrK4pLy8v7sfJ6prS09OTuvcGrmns2LFJ3XvJeJysrGnKlClJ33vRNY0ZM0Z0TZFIJKl7b+Caovcv8ThlZ2cnde8NXFMkEon7cbK6pmnTpiV170n83BtuTVEkvp8yMjJE15Senu74zwg7a0pLS4v7cbK6pgkTJoitKS8vL+m/R0TXFEXicRo/frzo95Pkz/K8vDyxnxEAxP7O7e/vF/t+ysnJEfs9Iisra8iaRiMlGAz2j3oLAuBA6KlTp4q4a2pqUFJSIuKWnFvSLe1nc7Vu9lbvZ3O1bvZW72dztW5de0v72dzdbj6jQwghhBBCCDEOHnQsIvlfGiSRnFu6CZub45ZE5yZsbo5bEp2bsLk5bkl03ods7m43DzoWib5WUDck55ZuwubmuCXRuQmbm+OWROcmbG6OWxKd9yGbu9vNg45FsrKynB7BFpJzSzdhc3PckujchM3NcUuicxM2N8ctic77kM3d7eZBxyLRKwHphuTc0k3Y3By3JDo3YXNz3JLo3ITNzXFLovM+ZHN3u3nQscihLl/nViTnlm7C5ua4JdG5CZub45ZE5yZsbo5bEp33IZu7282DjkVycnKcHsEWknNLN2Fzc9yS6NyEzc1xS6JzEzY3xy2JzvuQzd3t5kHHIjyxq3Wr8Euha3P2VutW4ZdC1+bsrdatwi+Frs3ZW72fzd3t5kHHIqmpqU6PYAvJuaWbsLk5bkl0bsLm5rgl0bkJm5vjlkTnfcjm7nbzoGORyZMnOz2CLSTnlm7C5ua4JdG5CZub45ZE5yZsbo5bEp33IZu7282DjkWampqcHsEWknNLN2Fzc9yS6NyEzc1xS6JzEzY3xy2JzvuQzd3t5kHHInyzmVq3Cr8UujZnb7VuFX4pdG3O3mrdKvxS6NqcvdX72dzdbh50LNLX1+f0CLaQnFu6CZub45ZE5yZsbo5bEp2bsLk5bkl03ods7m43DzoW6ejocHoEW0jOLd2Ezc1xS6JzEzY3xy2Jzk3Y3By3JDrvQzZ3t5sHHYtkZ2c7PYItJOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbzYOORYLBoNMj2EJybukmbG6OWxKdm7C5OW5JdG7C5ua4JdF5H7K5u9086Fhk3LhxTo9gC8m5pZuwuTluSXRuwubmuCXRuQmbm+OWROd9yObudvOgY5H09HSnR7CF5NzSTdjcHLckOjdhc3PckujchM3NcUui8z5kc3e7edAZBZ/Ph76+PvT29mLPnj0AgLa2NnR2dgI4cC3vcDiMUCiElpYWAAeeUuvq6gIANDY2IhKJoKenB4FAAADQ2tqK7u5uAEBDQ0PsvlpbWwEAgUAAPT09iEQiaGxsBAB0dXXFnqpraWlBKBRCOByOXUu8s7MTbW1tAAC/34/e3l709fXB5/OhsbER7e3taG9vH7Imv9+f0Jq8Xu+Ia+ru7k54TXV1dcOuCUDCa4rOEM/jZHVNjY2NcT9OVte0d+/epO69gWvyer1J3XvJeJysrGnfvn1J33vRNe3Zs0d0TZ9++mlS997ANUXvX+JxamhoSOreG7imTz/9NO7Hyeqa6uvrk7r3JH7uDbem2tpaW4+TlTXt27dPdE179+51/GeEnTVF/36T+LlXV1cntqbGxsak/x4RXVMUicfJ6/WKfj9J/ixvbGwU+xkBQOzv3NraWrHvp4aGBrHfI+rr64esaTRSgsFg/6i3IACASCSCMWNkzoU1NTUoKSkRcUvOLemW9rO5Wjd7q/ezuVo3e6v3s7lat669pf1s7m43n9GxSG9vr9Mj2EJybukmbG6OWxKdm7C5OW5JdG7C5ua4JdF5H7K5u9086Fgk+lSebkjOLd2Ezc1xS6JzEzY3xy2Jzk3Y3By3JDrvQzZ3t5sHHYtkZWU5PYItJOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbzYOORaJvtNINybmlm7C5OW5JdG7C5ua4JdG5CZub45ZE533I5u5286BjkbS0NKdHsIXk3NJN2NwctyQ6N2Fzc9yS6NyEzc1xS6LzPmRzd7t50LHIpEmTnB7BFpJzSzdhc3PckujchM3NcUuicxM2N8ctic77kM3d7eZBxyIDP/NGJyTnlm7C5ua4JdG5CZub45ZE5yZsbo5bEp33IZu7283P0XEBktdJJ8PD5mphb/WwuVrYWz1srhb2Vg+bJw6f0bFI9JNgdUNybukmbG6OWxKdm7C5OW5JdG7C5ua4JdF5H7K5u9086FgkFAo5PYItJOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbzYOORaZNm+b0CLaQnFu6CZub45ZE5yZsbo5bEp2bsLk5bkl03ods7m43DzoWCQQCTo9gC8m5pZuwuTluSXRuwubmuCXRuQmbm+OWROd9yObudvOgY5H09HSnR7CF5NzSTdjcHLckOjdhc3PckujchM3NcUui8z5kc3e7edCxyPjx450ewRaSc0s3YXNz3JLo3ITNzXFLonMTNjfHLYnO+5DN3e3mQcciPp/P6RFsITm3dBM2N8ctic5N2NwctyQ6N2Fzc9yS6LwP2dzdbn6OjgvgddLVw+ZqYW/1sLla2Fs9bK4W9lYPmycOn9GxSFdXl9Mj2EJybukmbG6OWxKdm7C5OW5JdG7C5ua4JdF5H7K5u9086Fhk//79To9gC8m5pZuwuTluSXRuwubmuCXRuQmbm+OWROd9yObudvOgY5HMzEynR7CF5NzSTdjcHLckOjdhc3PckujchM3NcUui8z5kc3e7edAZBZ/Ph76+PvT29qKurg4A0NbWhs7OTgBAU1MTwuEwQqEQWlpaAADBYDD2tFpjYyMikQh6enpi1/1ubW1Fd3c3AKChoSF2X62trQAOXB+8p6cHkUgEjY2NAA48TRcMBgEALS0tCIVCCIfDaGpqAgB0dnaira0NAOD3+9Hb24u+vj74fD60tLSgvb0d7e3tQ9bk9/sTWtPevXtHXFN3d3fCa6qvrx92TQASXlN0hngeJ6tramlpiftxsrqm6CzJ2nsD17R3796k7r1kPE5W1hQbzjGmAAAgAElEQVSdNZl7L7qmuro60TXt2bMnqXtv4Jqi9y/xODU3Nyd17w1c0549e+J+nKyuyefzJXXvSfzcG25NXq/X1uNkZU1NTU2ia2poaHD8Z4SdNe3bty+pe2/gmurr68XW1NLSkvTfI6JriiLxOO3bt0/0+0nyZ3lLS4vYzwgAYn/ner1ese8nv98v9ntEc3PzkDWNBi9GYJFQKIS0tDQRt+SbzSTnlnRL+9lcrZu91fvZXK2bvdX72VytW9fe0n42d7ebz+hYZOzYsU6PYAvJuaWbmNzc6/WioqICpaWlqKioiP0X22S47WJybze6Vfil0LU5e6t1q/BLoWtz9lbvZ3N3u3nQsUj0KTLdkJxbuompzb1eL8rKylBVVYUtW7agqqoKZWVllg47Oj+eUujchM3NcUuicxM2N8ctic77kM3d7eZBxyL5+flOj2ALybmlm5ja3OPxoLa2dtDXamtr4fF4EnYngqm93epW4ZdC1+bsrdatwi+Frs3ZW72fzd3t5kHHItE3b+mG5NzSTUxtHn2D3sFE35iXiDsRTO3tVrcKvxS6NmdvtW4Vfil0bc7e6v1s7m43DzoWCYfDTo9gC8m5pZuY2rygoGDYr1v5rxQ6P55S6NyEzc1xS6JzEzY3xy2JzvuQzd3t5kHHIhkZGU6PYAvJuaWbmNq8srISxcXFg75WXFyMysrKhN2JYGpvt7oP5bd7wQoV6Nqce1ytW4VfCl2bs7d6P5u7282DjkX4ZjO1bhV+KQ41d1FREaqrq1FeXo4FCxagvLwc1dXVKCoqStidCKb2dqt7NH8iF6xQga7NucfVulX4pdC1OXur97O5u916XhPPAXhiV+tW4ZfCytxFRUVYtWqViNsuJvd2o3s0/2gXrLCzb5KNrs25x9W6Vfil0LU5e6v3s7m73XxGxyJjxuiZSnJu6SZsbo5bEp2bjORP5IIVKtC1Ofe4WrcKvxS6Nmdv9X42d7dbz0fHAQKBgNMj2EJybukmbG6OWxKdm4zkT+SCFSrQtTn3uFq3Cr8UujZnb/V+Nne3mwcdi+Tl5Tk9gi0k55ZuwubmuCXRuclI/kQuWKECXZtzj6t1q/BLoWtz9lbvZ3N3u3nQsUh7e7vTI9hCcm7pJmxujlsSnZuM5E/kghUq0LU597hatwq/FLo2Z2/1fjZ3t5sXIyCEEBdi94IVhBBCCDkAn9GxyNSpU50ewRaSc0s3YXNz3JLo3ITNzXFLonMTNjfHLYnO+5DN3e127KCzatUqzJ8/HzNmzMCMGTPwjW98Axs3boz9eX9/P+677z4ce+yxyM/PxznnnIN//vOfgxzBYBBXXHEFjjjiCBxxxBG44oorEAwGB93mgw8+wDe/+U3k5+fjy1/+MlasWIH+/v645/X5fPYW6jCSc0s3YXNz3JLo3ITNzXFLonMTNjfHLYnO+5DN3e127KBTWFiIu+++G2+88QY2bdqEhQsX4uKLL8b7778PAPjlL3+Jhx9+GCtWrMDrr7+OnJwcnHfeeejo6Ig5vv/97+O9997DmjVrsGbNGrz33nu48sorY3/e3t6O8847D7m5uXj99ddx//3341e/+hV+/etfxz1vVlZW4ot2AMm5pZuwuTluSXRuwubmuCXRuQmbm+OWROd9yObudjv2Hp1zzjln0P+//fbb8eSTT+Ltt9/GrFmz8Oijj+K6667DkiVLAACPPvooSkpKsGbNGlx66aXYvXs3/vznP+O1117D3LlzAQA///nPcfbZZ6OmpgYlJSWoqqrC559/jkcffRQTJ07Ecccdh3/961945JFHcM011yAlJcXyvJFIJHmLV4jk3NJN2NwctyQ6N2Fzc9yS6NyEzc1xS6LzPmRzd7td8R6dcDiMF198EV1dXZg7dy68Xi98Ph9OO+202G0mTpyI+fPn46233gIAbN++HZMnT8a8efNit/mP//gPpKenD7rN1772NUycODF2m0WLFqGxsRFerzeuGdva2hJZomNIzi3dhM3NcUuicxM2N8ctic5N2NwctyQ670M2d7fb0auuffDBBzjjjDPQ09OD9PR0PPfcc5g1a1bsoJKTkzPo9jk5ObFPDG9ubkZWVtagZ2VSUlKQnZ2N5ubm2G0KCwuHOKJ/duSRR444W01NzZCvHfz+n2Qy3P0lC8m5Jd3SfjZX62Zv9X42V+tmb/V+Nlfr1rW3tJ/NnXWXlJSMeFtHDzolJSV488030d7ejpdffhnLli3Dhg0bnBwpxsHR2trakJGRIXJf0ZfaSSA5t6Rb2s/mat3srd7P5mrd7K3ez+Zq3br2lvazubvdjr50bfz48TjqqKMwZ84c3HnnnZg9ezYeeeSR2Kee+v3+Qbf3+/3Izc0FAOTm5iIQCAy6glp/fz9aWloG3WY4R/TP4iE1NTW+xbkEybmlm7C5OW5JdG7C5ua4JdG5CZub45ZE533I5u52u+I9OlEikQh6e3tRVFSEvLw8bNq0KfZnPT092LZtW+w9OXPnzkVnZye2b98eu8327dvR1dU16Dbbtm1DT09P7DabNm1CQUFB3J8wPnny5ESW5hiSc0s3YXNz3JLo3ITNzXFLonMTNjfHLYnO+5DN3e127KBz11134W9/+xu8Xi8++OAD3H333diyZQvKy8uRkpKCZcuW4Ze//CXWrVuHDz/8EFdffTXS09NxwQUXAABmzpyJ008/Hddffz22b9+O7du34/rrr8eZZ54Ze5rvggsuwMSJE3H11Vfjww8/xLp16/CLX/wCV199dVxXXAOApqampDdQgeTc0k3Y3By3JDo3YXNz3JLo3ITNzXFLovM+ZHN3ux17j47P58MVV1yB5uZmTJ06FbNmzcKaNWuwaNEiAMAPf/hDfP7557j55psRDAbx1a9+FWvXrsWUKVNijieeeAI/+tGPcP755wMAzj77bDzwwAOxP8/IyMBLL72Em266CaeeeioyMzPxgx/8ANdcc03c8x58YQRdkJxbugmbm+OWROcmbG6OWxKdm7C5OW5JdN6HbO5ut2MHnUcffXTUP09JScHy5cuxfPnyEW+TmZmJ3/zmN6N6Zs2ahVdffdXWjAPp6+vT8nWYknNLN2Fzc9yS6NyEzc1xS6JzEzY3xy2JzvuQzd3tdtV7dNxMR0eH0yPYQnJu6SZsbo5bEp2bsLk5bkl0bsLm5rgl0Xkfsrm73TzoWCQ7O9vpEWwhObd0EzY3xy2Jzk3Y3By3JDo3YXNz3JLovA/Z3N1uHnQsIv1BVlLo+mFQKvxS6NqcvdW6Vfil0LU5e6t1q/BLoWtz9lbvZ3N3u3nQsci4ceOcHsEWknNLN2Fzc9yS6NyEzc1xS6JzEzY3xy2JzvuQzd3t5kHHIunp6U6PYAvJuaWbsLk5bkl0bsLm5rgl0bkJm5vjlkTnfcjm7nbzoGORxsZGp0ewheTc0k3Y3By3JDo3YXNz3JLo3ITNzXFLovM+ZHN3u3nQsUheXp7TI9hCcm7pJmxujlsSnZuwuTluSXRuwubmuCXReR+yubvdPOhYpLe31+kRbCE5t3QTNjfHLYnOTdjcHLckOjdhc3Pckui8D9nc3W4edCzS1dXl9Ai2kJxbugmbm+OWxM1NvF4vKioqUFpaioqKCni93qT6ncLNzZ1yS6JzEzY3xy2JzvuQzd3tHis0h3FkZWU5PYItJOeWbsLm5rglcWsTr9eLsrIy1NbWxr62Y8cOVFdXo6ioKGG/k7i1uZNuSXRuwubmuCXReR+yubvdfEbHIq2trU6PYAvJuaWbsLk5bknc2sTj8Qw65ABAbW0tPB5PUvxO4tbmTrol0bkJm5vjlkTnfcjm7nbzoGORtLQ0p0ewheTc0k3Y3By3JG5tMtKVYZqampLidxK3NnfSLYnOTdjcHLckOu9DNne3mwcdi0yaNMnpEWwhObd0EzY3xy2JW5sUFBQM+/X8/Pyk+J3Erc2ddEuicxM2N8ctic77kM3d7eZBxyINDQ1Oj2ALybmlm7C5OW5J3NqksrISxcXFg75WXFyMysrKpPidxK3NnXRLonMTNjfHLYnO+5DN3e3mQWcUfD4f+vr60Nvbi3HjxgEA2tra0NnZCeDAS1DC4TBCoRBaWloAAMFgMHZFiMbGRkQiEfT09CAQCAA48NrC7u5uAIMfrOhrDgOBAHp6ehCJRGIvfenq6kIwGAQAtLS0IBQKIRwOx14C09nZiba2NgCA3+9Hb28v+vr64PP5UFhYiPb2drS3tw9Zk9/vT2hN0acPh1tTd3d3wmuKfvrtwWsCkPCaojPE8zhZXVNhYWHcj5PVNU2dOjWpe2/gmtLS0pK695LxOFlZU2ZmZtL3XnRN48aNs72moqIi/OY3v8EFF1yAk08+GYsXL0Z1dTUyMjJia0pJSUnq3hu4pmhTiccpLy8vqXtv4JpSUlLE9l52dnZS957Ez73h1pSammrrcbKypsMOO0x0TVOnTnX8Z4SdNUX/q7HEz7309HSxNRUWFib994jomqJIPE4TJ04U/X5K5Gf5odZUWFgo9jMCgNjfuWPGjBH7fsrPzxf7PSI3N3fImkYjJRgM9o96CwLgwAMp9VRcTU0NSkpKRNySc0u6pf1srtbN3ur9bK7Wzd7q/Wyu1q1rb2k/m7vbzWd0LBL9L6S6ITm3dBM2N8ctic5N2NwctyQ6N2Fzc9yS6LwP2dzdbh50LDJt2jSnR7CF5NzSTdjcHLckOjdhc3PckujchM3NcUui8z5kc3e7edCxSPT1ibohObd0EzY3xy2Jzk3Y3By3JDo3YXNz3JLovA/Z3N1uHnQsEn1jvG5Izi3dhM3NcUuicxM2N8ctic5N2NwctyQ670M2d7ebBx2LjB8/3ukRbCE5t3QTNjfHLYnOTdjcHLckOjdhc3Pckui8D9nc3W4edCwSvcydbkjOLd2Ezc1xS6JzEzY3xy2Jzk3Y3By3JDrvQzZ3t5uXl3YBkpcPJMPD5mphb/WwuVrYWz1srhb2Vg+bJw6f0bFI9AOUdENybukmbG6OWxKdm7C5OW5JdG7C5ua4JdF5H7K5u9086Fhk//79To9gC8m5pZuwuTluSXRuwubmuCXRuQmbm+OWROd9yObudvOgY5HMzEynR7CF5NzSTdjcHLckOjdhc3PckujchM3NcUui8z5kc3e7edCxSEtLi9Mj2EJybukmbG6OWxKdm7C5OW5JdG7C5ua4JdF5H7K5u9086FhkypQpTo9gC8m5pZuwuTluSXRuwubmuCXRuQmbm+OWROd9yObudvOgY5GxY8c6PYItJOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbzYOORfx+v9Mj2EJybukmbG6OWxKdm7C5OW5JdG7C5ua4JdF5H7K5u9086FgkPz/f6RFsITm3dBM2N8ctic5N2NwctyQ6N2Fzc9yS6LwP2dzdbh50LNLZ2en0CLaQnFu6CZub45ZE5yZsbo5bEp2bsLk5bkl03ods7m43DzoWCYfDTo9gC8m5pZuwuTluSXRuwubmuCXRuQmbm+OWROd9yObudvOgY5GMjAynR7CF5NzSTdjcHLckOjdhc3PckujchM3NcUui8z5kc3e7edAZBZ/Ph76+PvT29sLr9QIA2traYk+bNTU1IRwOIxQKxa7rHQwG0dXVBQBobGxEJBJBT08PAoEAAKC1tRXd3d0AgIaGhth9tba2AgACgQB6enoQiUTQ2NgIAOjq6kIwGARw4PrhoVAI4XAYTU1NAA48jdfW1gbgwJu0ent70dfXB5/PB7/fj/b2drS3tw9ZU/QNXXbXtHfv3hHX1N3dnfCa9u3bN+yaACS8pugM8TxOVtfk9/vjfpysrqm+vj6pe2/gmvbu3ZvUvZeMx8nKmqKzJnPvRdfk9XpF17Rnz56k7r2Ba4rev8Tj5PP5krr3Bq5pz549cT9OVtfU1NSU1L0n8XNvuDVF//6R+H5qbGwUXVN9fb3jPyPsrCn694/Ez719+/aJrcnv9yf994jomqJIPE579+4V/X6S/Fnu9/vFfkYAEPs7d8+ePWLfT83NzWK/R/h8viFrGo2UYDDYP+otCACgt7cX48ePF3HX1NSgpKRExC05t6Rb2s/mat3srd7P5mrd7K3ez+Zq3br2lvazubvdfEbHImPG6JlKcm7pJmxujlsSnZuwuTluSXRuwubmuCXReR+yubvdej46DhB92k43JOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbzYOORfLy8pwewRaSc0s3YXNz3JK4vYnX60VFRQVKS0tRUVERe79FsvxO4PbmTrgl0bkJm5vjlkTnfcjm7nbzoGORgW/E0wnJuaWbsLk5bknc3MTr9aKsrAxVVVXYsmULqqqqUFZWNujN5Tri5uZOuSXRuQmbm+OWROd9yObudvOgQwghQng8HtTW1g76Wm1tLTwej0MTEUIIIV8ceNCxyNSpU50ewRaSc0s3YXNz3JK4uUn08poHE72sJpub45ZE5yZsbo5bEp33IZu7282DjkWi1/PWDcm5pZuwuTluSdzcpKCgYNiv5+fnJ8XvFG5u7pRbEp2bsLk5bkl03ods7m43DzoWycrKcnoEW0jOLd2Ezc1xS+LmJpWVlSguLh70teLiYlRWVibF7xRubu6UWxKdm7C5OW5JdN6HbO5u91ihOYwjEok4PYItJOeWbsLm5rglcXOToqIiVFdXw+PxoKmpCfn5+aisrERRUVFS/E7h5uZOuSXRuQmbm+OWROd9yObudvMZHYu0tbU5PYItJOeWbsLm5rglcXuToqIirFq1CuvXr8eqVatih5xk+Z3A7c2dcEuicxM2N8ctic77kM3d7eZBxyI5OTlOj2ALybmlm3yRmo/2WSuJuq3yRertBrcKvxS6NmdvtW4Vfil0bc7e6v1s7m43DzoW4YldrVuFX4p45z7UZ60k4o6HL0pvt7hV+KXQtTl7q3Wr8Euha3P2Vu9nc3e7edCxSGpqqtMj2EJybukmX5Tm8XzWis6PpxQ6N2Fzc9yS6NyEzc1xS6LzPmRzd7t50LHI5MmTnR7BFpJzSzf5ojQ/1GetJOKOhy9Kb7e4Vfil0LU5e6t1q/BLoWtz9lbvZ3N3u3nQschwv3TqgOTc0k2+KM0P9Vkribjj4YvS2y1uFX4pdG3O3mrdKvxS6NqcvdX72dzdbh50LMI3m6l1q/BLEe/ch/qslUTc8fBF6e0Wtwq/FLo2Z2+1bhV+KXRtzt7q/WzubjcPOhbp6+tzegRbSM4t3eSL0jz6WSvl5eVYsGABysvLUV1dPegyxHbd8fBF6e0Wtwq/FLo2Z2+1bhV+KXRtzt7q/Wzubjc/MNQiHR0dSEtLc3qMuJGcW7rJF6l59LNWJNxW+SL1doNbhV8KXZuzt1q3Cr8UujZnb/V+Nne3m8/ojILP50NfXx96e3vR398P4MBl7To7OwEceJ1gOBxGKBRCS0sLACAYDKKrqwvAgTeZRyIR9PT0IBAIAABaW1vR3d0NAGhoaIjdV2trKwAgEAigp6cHkUgk9ib1rq4uBINBAEBLSwtCoRDC4XDsdYqdnZ2xy+35/X709vair68PPp8P2dnZaG9vR3t7+5A1+f3+hNaUkpIy4pq6u7sTXtO4ceOGXROAhNcUnSGex8nqmrKzs+N+nKyuacKECUndewPXlJKSktS9l4zHycqaJk2alPS9F11Tf3+/6Jr279+f1L03cE3R+5d4nKZNm5bUvTdwTfv374/7cbK6pqlTpyZ170n83BtuTeFw2NbjZGVNkydPFl3ThAkTHP8ZYWdNY8eOTereG7imcePGia0pOzs76b9HRNcUReJxSk1NFf1+kvxZnp2dLfYzAoDY37nRny0S30+HHXaY2O8RmZmZQ9Y0GinBYLB/1FsQAAce/MzMTBF3TU0NSkpKRNySc0u6pf1srtbN3ur9bK7Wzd7q/Wyu1q1rb2k/m7vbzWd0LBJ9dkE3JOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbzYOORdLT050ewRaSc0s3YXNz3JLo3ITNzXFLonMTNjfHLYnO+5DN3e2O+6ATCATwr3/9CzU1Nfjss8/i/de1ZaQPdXQ7knNLN2Fzc9yS6NyEzc1xS6JzEzY3xy2JzvuQzd3tPuRV1z7//HNUV1djw4YN2L59e+wNSVGysrJw0kknobS0FGVlZbE3BptGXl6e0yPYQnJu6SZsbo5bEp2bsLk5bkl0bsLm5rgl0Xkfsrm73SMedILBIH7xi1/gqaeeQldXF4499licccYZOPLII5GZmYn+/n4Eg0F4vV7s3LkT//Vf/4VbbrkFl112Ga677jpMmzYt4cW4id7e3tgVr3RCcm7pJmxujlsSnZuwuTluSXRuwubmuCXReR+yubvdIx50TjjhBBx++OG47bbbUFZWdsgTlM/nQ3V1NZ555hk8/fTTqKursz61BnR1dWm5kSXnlm7C5ua4JdG5CZub45ZE5yZsbo5bEp33IZu72z3i5aVfeeUVfPOb37Q1RCL/7hcRycsHkuFhc7Wwt3rYXC3srR42Vwt7q4fNE2fEixEkclAx8ZAT/TAk3ZCcW7oJm5vjlkTnJmxujlsSnZuwuTluSXTeh2zubrelq651d3cjNzcXDz30kK2hTCAtLc3pEWwhObd0EzY3xy2Jzk3Y3By3JDo3YXNz3JLovA/Z3N1uSwedSZMmITMzE1OmTLE1lAnoejU5ybmlm7C5OW5JdG7C5ua4JdG5CZub45ZE533I5u52W/4cnSVLlqC6uhqRSCTuoUygoaHB6RFsITm3dBM2N8ctic5NnGru9XpRUVGB0tJSVFRUwOv1xvXv69qce1ytW4VfCl2bs7d6P5u72z3ixQgOZuvWrbjpppuQmZmJ7373uzjyyCOHverBnDlz4hqA8M1mTsDmamFv9YzU3Ov1oqysDLW1tbGvFRcXo7q6GkVFRSpHNArucfWwuVrYWz1snjiH/MDQKKWlpbH//dZbbw358/7+fqSkpOCzzz5LzmQuo7u7W8unJyXnlm7C5ua4JdG5iRPNPR7PoEMOANTW1sLj8WDVqlWWHLo25x5X61bhl0LX5uyt3s/m7nZbPuj88pe/tDWQKYRCIS03suTc0k3Y3Bz3ofB6vfB4PGhsbERBQQEqKystP7ugcxMnmjc2Ng779aamJssOXZvzZ4patwq/FLo2Z2/1fjZ3t9vyQec73/mOrYFMYdq0aU6PYAvJuaWbsLk57tEY7qVUO3bssPxSKp2bONG8oKBg2K/n5+dbdujanD9T1LpV+KXQtTl7q/ezubvdli9G8EUnEAg4PYItJOeWbsLm5rhHY7SXUllB5yZONK+srERxcfGgrxUXF6OystKyQ9fm/Jmi1q3CL4WuzdlbvZ/N3e22/IzOD3/4w0PeJiUlBb/4xS/iGkAX0tPTnR7BFpJzSzdhc3Pco5HoS6l0buJE86KiIlRXV8Pj8aCpqQn5+flxvVQQ0Lc5f6aodavwS6Frc/ZW72dzd7stH3T+9Kc/ISUlZdDXwuEw/H4/IpEIDjvsMEycODGuO9eJ8ePHOz2CLSTnlm7C5ua4RyPRl1Lp3MSp5kVFRZYvPDAcujbnzxS1bhV+KXRtzt7q/Wzubrfll659+OGH+OCDDwb989FHH6GhoQE/+clPkJmZiVdeeSXugXXB5/M5PYItJOeWbsLm+rgT+VyWRF9K5dYmbvBLoWtz9lbrVuGXQtfm7K3ez+budif8Hp20tDRcffXVWLhwIW6++eZEda7C5/Ohr68Pvb29GDv2wJNfbW1t6OzsBHDgpTXhcBihUAgtLS0AgGAwiK6uLgAHXpITiUTQ09MTe01ha2sruru7AQz+0KPW1lYAB1572NPTg0gkEntJT1dXF4LBIACgpaUFoVAI4XA49tKezs5OtLW1AQD8fj96e3vR19cHn8+HgoICtLe3o729fcia/H5/QmuKnqqHW1N3d3fCa4peVePgNQFIeE3RGeJ5nKyuqaCgIO7HyeqapkyZktS9N3BN48ePt/U47dq1C2VlZaiqqsKWLVtQVVWF0tJSeL1eS2vKyspCdXU1SktL8f/+3//Df/7nf+Kpp55CUVGRpTW1tbWhoqICZ5xxBioqKvDRRx8l7ftp7NixSd97A9cEIKl7b+CaovefrL03cE25ublJ3XsD1xQlkZ97I60pKysr4Z97yX6crKxpzJgxth4nK2uaNm2a6JqmTJmS1L2n6nGKvkJF4mf5pEmTxNZUUFCQ9N8jomuKIvE4TZgwQfT7SfJneUFBgdjPCABJ/z0iuqaUlBSx76e8vLyk7r2Ba8rJyRmyptGw/IGhh+Lpp5/G7bffjn379iVD5zq6urrEXnMo+YFQknNLuiX8Ay9hPHnyZKxYsULkAxJ1bW7XXVFRgaqqqiFfLy8vj708SmqPe71eLF68eNAzSMn88Evd9vhA+HNFrZu91fvZXK1b197SfjZ3t9vye3QOxRtvvIEJEyYkS+c69u/f7/QItpCcW7pJMv3DXcJ49+7dIp8Gr2tzu+5kfC6LXTwez5CXycX74ZejodMeV4kb96HTbkl0bsLm5rgl0Xkfsrm73ZYPOg8++OCwX29ra8Pf/vY3vPPOO7j22mvjunOdyMzMdHoEW0jOLd0kmf5kfBq8VXRtbtedjM9lsYv0IUunPa4SN+5Dp92S6NyEzc1xS6LzPmRzd7stH3RG+kyLKVOm4Mgjj8TKlStx2WWXxXXnOtHS0oLs7Gynx4gbybmlmyTTr/JZB12b23VXVlZix44dgw6S8X4ui12kD1k67XGVuHEfOu2WROcmbG6OWxKd9yGbu9tt+aAz8E3cUVJSUmJvkjSd6JvAdUNybukmyfSrfNZB1+Z23cn4XBa7VFZW4u2338aePXtiX0vmIUunPa4SN+5Dp92S6NyEzc1xS6LzPmRzd7stH3RSU1PjHsYkoldd0w3JuaWbJNOv8ojUtdEAACAASURBVFkHXZsn4k70c1kSud+1a9fivvvuEzlk6bTHVeLWfeikWxKdm7C5OW5JdN6HbO5ud9xPx7z++uu45ZZbcOGFF+LCCy/ELbfcgk2bNsWr0Y7oZex0Q3Ju6SbJ9EefdSgvL8eCBQtw1llniVyIANC3ua57fNKkSVi1ahXWr1+PVatWJfUx1WmPq0TXfcjeat0q/FLo2py91fvZ3N1uy5eXDoVC+N73voeNGzcCAHJzcwEAzc3NAICzzjoLv/3tb7X9hFgnkbx8IBkeNlcLe6uHzdXC3uphc7Wwt3rYPHEsP6Nz//3347XXXsMNN9yATz/9FB999BE++ugj1NbW4qabbsKrr76KFStWSM7qKNEPWNINybmlm7C5OW5JdG7C5ua4JdG5CZub45ZE533I5u52Wz7orFmzBhdffDEqKysHXdotIyMDt956Ky666CL8/ve/j+vOdSIcDjs9gi0k55ZuwubmuCXRuQmbm+OWROcmbG6OWxKd9yGbu9tt+aDT3NyMr3zlKyP++Ve+8pXYy9hMJCMjw+kRbCE5t3QTNjfHLYnOTdjcHLckOjdhc3Pckui8D9nc3W7LB53CwkJs2bJlxD/fsmULCgsL47pzneCbzdS6Vfil0LU5e6t1q/BLoWtz9lbrVuGXQtfm7K3ez+budls+6Fx44YV46aWXcP3116OmpgbhcBiRSAQ1NTW44YYb8PLLL+Oiiy6Ke2Bd4IldrVuFXwpdm7O3WrcKvxS6NmdvtW4Vfil0bc7e6v1s7m635YtR33jjjaitrcVvf/tbPPPMM7EPCo1EIujv78eFF16IG2+8Mb5pNULXD0aVmNvr9cLj8aChoQGFhYViHw7J5ua4JdG5CZub45ZE5yZsbo5bEp33IZu722351qmpqXj00UexefNmLF++HBdddBEuuugiLF++HJs3b8Yjjzyi7YNthUAg4PQItkj23F6vF2VlZaiqqsLWrVtRVVWFsrIyeL3epN4PwOYmuSXRuUm8fq/Xi4qKCpSWlqKiokLk+84KujbnHlfrVuGXQtfm7K3ez+budlv+HJ1k89BDD2H9+vX4+OOPMX78eJx44om48847cdxxx8Vus2zZMrzwwguD/r0TTzwRf/7zn2P/PxQKobKyEi+++CJ6enqwcOFCPPjggzj88MNjt9m7dy9uuukmvPnmm5gwYQIuuOACeDwe13zmj07XSa+oqEBVVdWQr5eXl2PVqlUOTGQPnZqbAHsnTvQ/MtTW1sa+VlxcPOIH37K5WthbPWyuFvZWD5snjq2nYHp6etDU1ITGxsYh/1hly5YtuPzyy7Fx40asW7cOY8eORVlZGVpbWwfd7pRTTsHu3btj/xz8S/by5cuxfv16PPnkk3jllVfQ0dGBpUuXxi4/Fw6HsXTpUnR2duKVV17Bk08+iXXr1uG2226La83t7e1x3d4tJHvukR7jpqampN4PwOYmuSXRuUk8fo/HM+iQAwC1tbXweDzJHuuQ6Nqce1ytW4VfCl2bs7d6P5u72235PTqhUAgrV67Ec889N+plpD/77DNLvrVr1w76/48//jiOOOII/P3vf8fZZ58d+3paWhry8vKGdbS1teHZZ5/Fww8/jFNPPTXmmT17NjZv3oxFixbh9ddfxz//+U/s2rUL06dPBwDcfffduPbaa3H77bdj6tSpluYlBygoKBj26/n5+YonIeSLhcr/yEAIIYSYgOWDzs0334znnnsOZ555JubPn5/0Kyp0dnYiEokM+jBSANi2bRuOOeYYZGRk4OSTT8btt9+OnJwcAMDOnTuxf/9+nHbaabHbT58+HTNnzsRbb72FRYsWYfv27Zg5c2bskAMAixYtQigUws6dO7Fw4UJL8+l6IEr23JWVldixY8eQl89UVlYm9X4ANjfJLYnOTeLxu+k/MujanHtcrVuFXwpdm7O3ej+bu9tt+aDz8ssv49vf/jb++7//O+6hrPDjH/8Ys2fPxty5c2NfO/3003HuueeiqKgIdXV18Hg8WLx4MTZv3oy0tDQ0NzcjNTUVWVlZg1w5OTmxZ52am5tjB6MoWVlZSE1NHfWZqZqamiSu7tCovr9E+PnPf47HHnsMfr8fOTk5uOqqq9Db26vVGgC9mpsAeyfGxRdfjG3btmHfvn2xr02fPh0XX3zxiG3ZXC3srR42Vwt7q4fND81o72OyfNDp7+/Hv//7vydloIO59dZb8fe//x2vvfYaUlNTY18///zzY/971qxZmDNnDmbPno2NGzdi8eLFIrNEOThaX18fxo61nCsuJN9sJjF3SUkJTjnlFNEmAJub5GbvxP0lJSX4wx/+AI/Hg6amJuTn5496aXc2V+tmb/V+Nlfr1rW3tJ/N3e22fMuzzz4bf/3rX3HppZfaGmwkli9fjrVr12L9+vU48sgjR71tQUEBCgsL8emnnwIAcnNzEQ6HEQgEkJ2dHbud3+/H1772tdht3nrrrUGeQCCAcDiM3Nxcy3NGIhHLt3UTknNLN2Fzc9yS6NwkXn9RUZErrm6oa3PucbVuFX4pdG3O3ur9bO5u94hXXWttbR30z49//GN88sknuOGGG7Bz5060tLQMuc3BV0w7FLfccgtefPFFrFu3Dl/60pcOeftAIIDGxsbYxQnmzJmDcePGYdOmTbHb1NfXY/fu3Zg3bx4AYO7cudi9ezfq6+tjt9m0aRPS0tIwZ84cy7O2tbVZvq2bkJxbugmbm+OWROcmbG6OWxKdm7C5OW5JdN6HbO5u94ifozNt2jSkpKQM+lp//4GbHvz1gVi96tpNN92E1atX47nnnsOxxx4b+3p6ejomT56Mzs5O3H///Vi8eDHy8vJQV1eHe+65B/X19XjrrbcwZcoUAMANN9yA1157DY888gimTZuG2267DcFgEG+88QZSU1MRDoexYMECZGVlwePxoLW1FcuWLUNpaSlWrlxpaVZpeJ109bC5WthbPWyuFvZWD5urhb3Vw+aJM+JL12688UbRO37iiScAAEuWLBn09VtuuQXLly9HamoqPvzwQ/zud79DW1sb8vLysGDBAjz99NOxQw4A3HfffUhNTcWll14a+8DQxx57LPZen9TUVKxevRo33XQTzjrrLEyYMAHl5eW4995745q3ra0t6VeaU4Hk3NJN2NwctyQ6N2Fzc9yS6NyEzc1xS6LzPmRzd7tHPOhIXC54IMFgcNQ/nzhx4pDP2hmOtLQ0rFy5ctRnZ2bMmIHVq1fHPeNABl4kQSck55ZuwubmuCXRuQmbm+OWROcmbG6OWxKd9yGbu9s94nt0yGAmT57s9Ai2kJxbugmbm+OWROcmbG6OWxKdm7C5OW5JdN6HbO5uNw86FtH108cl55ZuwubmuCXRuQmbm+OWROcmbG6OWxKd9yGbu9vNg45FDv7QUV2QnFu6CZub45ZE5yZsbo5bEp2bsLk5bkl03ods7m43DzoW6evrc3oEW0jOLd2Ezc1xS6JzEzY3xy2Jzk3Y3By3JDrvQzZ3t5sHHYt0dHQ4PYItJOeWbsLm5rgl0bkJm5vjlkTnJmxujlsSnfchm7vbbemg8/nnn+PBBx/E5s2b7cxkBNnZ2U6PYAvJuaWbsLk5bkl0bsLm5rgl0bkJm5vjlkTnfcjm7nZbOuhMnDgRK1euRF1dna2hTOBQl8N2K5JzSzdhc3PckujchM3NcUuicxM2N8ctic77kM3d7bb80rXjjjsOe/bsiXceYxg3bpzTI9hCcm7pJmxujlsSnZuwuTluSXRuwubmuCXReR+yubvdlg86d9xxB55++mn85S9/iXsoE0hPT3d6BFtIzi3dhM3NcUuicxM2N8ctic5N2NwctyQ670M2d7fb8kHnsccew2GHHYby8nLMmTMHZWVl+Na3vjXonwsvvDDugXWhsbHR6RFsITm3dBM2N8ctic5N2NwctyQ6N2Fzc9yS6LwP2dzd7rFWb/jee+8hJSUFBQUF2L9/P2pqaobcJiUlJa4714m8vDynR7CF5NzDub1eLzweDxobG1FQUIDKykoUFRUlza8Dqpvr4JZE5yZsbo5bEp2bsLk5bkl03ods7m635YPOhx9+GPcwJtHb24sJEyY4PUbcSM59sNvr9aKsrAy1tbWxr+3YsQPV1dW2Djts7k53Mg+zycANTdzql0LX5uyt1q3CL4WuzdlbvZ/N3e3m5+hYpKury+kRbCE598Fuj8cz6JADALW1tfB4PEnx64LK5qrd0cNsVVUVtmzZgqqqKpSVlcHr9YrNdSicbuJmvxS6NmdvtW4Vfil0bc7e6v1s7m53XAed/fv34/nnn8dVV12FCy64ALt27QJw4FJvVVVV2r5O0QpZWVlOj2ALybkPdo/0+Dc1NSXFrwsqm6t2J/swmwycbuJmvxS6NmdvtW4Vfil0bc7e6v1s7m635YNOa2srFi1ahGuuuQZ/+tOf8Prrr+Ozzz4DAEyZMgV33303Hn/88fimdTk+nw99fX3o7e3F3r17AQBtbW3o7OwEcOAX+HA4jFAohJaWFgAHDn3R02ZjYyMikQh6enoQCAQAHOjY3d0NAGhoaIjdV2trKwAgEAigp6cHkUgkdnDo6uqKXTe8paUFoVAI4XA4doDo7OxEW1sbAMDv96O3txd9fX3w+XxobW1Fe3s72tvbh6zJ7/cntKb6+vpBayooKBi247Rp02ytKXrbg9cEIOE1RWeI53Hq7u629Di1trbG/ThZXVPUlay9N3BN9fX1h3ycoo/5wTQ1NYk8TlbW1NzcbOtxiq5ptMdp7969omvyer1J3XsD1xS9/4PXlIzHKRAIJHXvDVxT9NnBRH7ujbSmlpaWpO69ZDxOVtYU/ftH4vupublZdE1NTU1J3XuqHqfobSV+ljc2NoqtqbW1Nem/R0TXFEXicaqvrxf9fpL8Wd7a2ir2MwJA0n+PiK6prq5O7Pvps88+S+reG7imlpaWIWsajZRgMNg/6i3+f6699lpUV1fjd7/7HWbOnIljjjkG1dXV+PrXvw4AWL58Of76179i69atVnTa0d3djUmTJom4a2pqUFJSIuKWnPtg93Dv0SkuLrb9Hh02d5+7oqICVVVVQ75eXl6OVatWjfjvsbd6P5urdbO3ej+bq3Xr2lvaz+budlt+RufVV1/FFVdcgfnz5w97dbWjjz469l+dTETyG1ASybkPdhcVFaG6uhrl5eVYsGABysvLbR9yhvO7Ea/Xi4qKCpSWlqKiogJer1dpc9XuyspKFBcXD/pacXExKisrpcY6JE43cbNfCl2bs7datwq/FLo2Z2/1fjZ3t9vyQaejowMzZswY8c97e3sRDofjunOdGPgyM52QnHs4d1FREVatWoX169dj1apVCV2Ny+3NR3pj/vbt28XuU/XjeTDJPswmA6ebuNkvha7N2VutW4VfCl2bs7d6P5u722358tJHHXUUdu7cie9+97vD/vnmzZsxc+bMuO5cJwoLC50ewRaSc0s3cXvzkd6Yv2rVKsydO1fkPt3weEYPs27BDU3c6pdC1+bsrdatwi+Frs3ZW72fzd3ttvyMzre//W08//zzWLt2Lfr7D7ytJyUlBaFQCPfeey/+/Oc/49JLL41vWo2IvvlKNyTnlm7i9uYjXWVupDfsJwOdH08pdG7C5ua4JdG5CZub45ZE533I5u52Wz7oLFu2DEuXLsXll1+Or371qwAOvDF5+vTpeOihh/C9730Pl1xySXzTakT0Kka6ITm3dBO3Nx/pKnM5OTli96nz4ymFzk3Y3By3JDo3YXNz3JLovA/Z3N1uy1ddi7J161ZUV1fjk08+QSQSQXFxMc477zwsXLgwrjsm/4fkVTXI8CSjebKvMmcy3OPqYXO1sLd62Fwt7K0eNk+cuD4wFABOPvlkrFy5EmvXrkV1dTV+/vOffyEOOdFriOuG5NzSTdzefKQ35k+ePFnsPnV+PKXQuQmbm+OWROcmbG6OWxKd9yGbu9tt+WIEUbq6urB161bU1dUBOPDL3vz585Genh6vSit0XZ/k3NJNVDb3er3weDxobGxEQUEBKisrLT0rM9wb83t6eqTG1PrxlELnJmxujlsSnZuwuTluSXTeh2zubndcB52HH34YK1asQGdnZ+yCBAAwefJk3HLLLbjmmmviunOdGD9+vNMj2EJybukmqpoP9xK0HTt22H4Jmq7NucfVulX4pdC1OXurdavwS6Frc/ZW72dzd7stv3Tt4YcfRmVlJY4//ng88cQT2Lx5MzZv3ownnngCxx9/PO644w48/PDDcQ+sCz6fz+kRbCE5t3STRPzDfZDnSIx0mWiPx2PrvnVtzj2u1q3CL4WuzdlbrVuFXwpdm7O3ej+bu9tt+WIEs2fPxtFHH42XXnoJKSkpg/4sEonE/ov4rl274hqA8M1mycbKRQIGNi8tLcWWLVuGeBYsWID169erGdoCdl9e5wa4x9XD5mphb/WwuVrYWz1snjiWn9EJBAIoLS0dcsgBgDFjxmDx4sXaviHLCl1dXU6PYAvJuaWb2PXH+wzNSJeJzs/Pt3X/El2ih7eqqips2bIFVVVVKCsrG/WZqnjhHlfrVuGXQtfm7K3WrcIvha7N2Vu9n83d7bZ80DnhhBOwe/fuEf989+7d+Ld/+7e47lwn9u/f7/QItpCcW7qJXf9IH+TZ1NQ07NcrKytRXFw86GvFxcWorKy0df8SXZL98rrh4B5X61bhl0LX5uyt1q3CL4WuzdlbvZ/N3e22fDGCBx54ABdccAGKiopw2WWXYdKkSQAOfELpk08+iXXr1qGqqiq+aTUiMzPT6RFsITm3dBO7/nifoYleJtrj8aCpqQn5+fkJvSxMoku8hzc7OLXHE31J3hdxjzuNrs3ZW61bhV8KXZuzt3o/m7vbbfmgc9VVV2Hs2LG44447cM899yAvLw/AgTcF9fX1oaCgAFddddWgfyclJQVbt26NayC30tLSguzsbKfHiBvJuaWb2PVXVlZix44dQ96jM9ozNMNdJnog8fwyLtEl2S+vGw4n9ngyrnj3RdzjTqNrc/ZW61bhl0LX5uyt3s/m7nZbPuhMnToVGRkZQ375mD59uvXpNGbKlClOj2ALybmlm9j1J/sZmnh/GZfoYufwFi9O7PHRXpI32sFzIF/EPe40ujZnb7VuFX4pdG3O3ur9bO5ut+WDzmuvvRb3MCYxdmzcn63qCiTnlm6SiP9Qz9DEQ7y/jEt0iR7e7r33Xvh8voQPb8PhxB5Pxkvyvqh73El0bc7eat0q/FLo2py91fvZ3N1uyxcj+KLj9/udHsEWknNLN3FL83h/GZeau6ioCB6PB+vXr8eqVauSfmlpJ3on4yV53OPq0bU5e6t1q/BLoWtz9lbvZ3N3u3nQGYXo+496e3uRmpoKAGhra0NnZyeAA7/ohsNhhEIhtLS0AACCwWDs0neNjY2IRCLo6emJXXq7tbUV3d3dAICGhobYfbW2tgI4cBnvnp4eRCKR2C/YXV1dCAaDAA68NjEUCiEcDsd+0e7s7ERbWxuAAxugt7cXfX19sf/y397ejvb29iFrim4Wu2saN27ciGvq7u5OeE0TJ04cdk0AEl5TdAYrj1NGRsaw+yMnJ2fYNeXn58f9OA23pk8++QSXX345zjzzTFRUVGDXrl2YPHly3I/TaHtv4OM0bty4pO49K4/TtddeO+TAduSRR+Lqq6+2vKapU6eOuKZEv59SU1OTvvcGrqm/vz/ux8nqmqL3n4zH6eA15eTkJHXvDVxTf39/3I+T1TUddthhCf/cS/bjZGVN0Y91kPhZnpmZKbqmyZMnJ3XvqXqcJkyYkNS9N3BNEydOFFtTfn5+0n+PiK4pisTjlJaWJvr9JPmzPD8/X+xnBICk7r2Ba4q6Jb6fcnNzxX6PyM7OHrKm0bD8gaFfdDo7O2O/ZCYbyQ+Ekpxb0i3tj6e5lQ8gHUgy5h7pPp9//nkcd9xxCblHwqne0Qs92H0/Fff48PDnilo3e6v3s7lat669pf1s7m63ni8sdIBwOOz0CLaQnFu6iVuax3txg2TMPdL7glasWIFnnnkmYf9wONU70fdTcY+rR9fm7K3WrcIvha7N2Vu9n83d7eZBxyIjvXzJ7UjOLd3ETc3j+WU83rmHu3T1SO8L+uyzz+Jyx4ObescD97h6onMn+hlIo7kl0L23bm4Vfil0bc7e6v1s7m4336NjEb7ZTK1bhV+KeOaOvkStqqoKW7ZsQVVVFcrKymLvOzmYeD8oy+v1oqKiAqWlpaioqIDX603K3G6Ce1w9fr9/xL072h6z6pZC5946ulX4pdC1OXur97O5u92WDzo5/x97Zx4fVXX3//edLckkkIQQAmEJAcIm4oagIopblUXFJRS1WluL1rq09lFcGqm1PLVVa221uPX3PPpYLYsKloq4gspOQNllJyF7MtlnMvv9/TGZkJCZZGYyZ+becN+vV16Qmclnvudzv3PnnnvO+Z7MTN5///2gz69cuZLMzMyw3lxNaD322GrHQl8U4cQdbIqaLMvk5uZ2eDw3N5eFCxeGrB3uhejp4LeStGOhL4rU1NQuy673VFsUavZbjdqx0BeFWj3X/I69vua5srVD7ui43W68Xm/Ez6sdnU6dg18i4xbtyengebApas3NzaxcuZL8/HymTZtGfn4+K1eu7NT56YpwL0RPB7+VpB0LfVHodLqo7IEUTFsUavZbjdqx0BeFWj3X/I69vua5srXDerW/xGUgduzYEfa0GjXhL62nNkTGLdqT08HzrvaR8a8Lar9vTjjawS5E161bF3Aqm0i/S0tLQ55CFy5ajscei8USlT2QgmmLQs1+q1E7FvqiUKvnmt+x19c8V7Z2l+WlX3vtNV5//XUAjh49SlZWFsnJyZ1eV19fT11dHXPnzuXVV18NM2QNkeUDNQKjFM/DLV0dDvPnz2f58uVdviZa79UVRUVFzJo1i5KSkpi+7+mO6BwXmbtqRCnnlNMJzfPYovkdezTPe06XIzrp6enk5ua2TZfp379/2+/+nxEjRnDxxRezcOFCXnjhhZgEHQ/ab5alJkTGLdqTaOqfuii/tLQ0atqnEk7c/tLVp05RC3ahGI52QUFBt1Pd2k9lE3U8Fy1a1KGTc+r79hQRcfvzZcaMGVEfgWqPms8r4eZuONqiULPfatSOhb4o1Oq55nfs9TXPla3dZXnpuXPnMnfuXABmzJjBo48+yvTp0yMOTkMjHgS687xp0yY++ugjRdx57uk+Ml3ptt//5/vvvw9YraSnayq6Q9RaDlEEypfCwsLTdqSiK0TlroaGhoaGRjQIeY3Oxx9/fFp3coKV+1U6IuMW7Um09AMtyi8pKYnaiMKpKMnz9ut8gn1+/WsqRMUtai2Hn2jHLaqaWCC080rv0RaJmj3RPO892iJRcx5qnitbO6xiBPX19TzzzDPMnDmTyZMns23bNsC3ieGf//xnDh06FNabq4nKysp4hxARIuMW7Um09GM9oqBUzwNNZcvNzaWgoKDH2t2975AhQ4K+b0+JdtyxzBftvNJ7tEWiZk80z3uPtkjUnIea58rW7nLqWntOnDjBjBkzqK6uZsyYMRw+fBibzQZAv379WLJkCRUVFTz33HPhRawSMjIy4h1CRIiMW7Qn0dIXPaJwKkr1/NSpbAMHDuywk72ouHNycnj55Zd55513Ar5vT4l23LHMF+280nu0RaImT4qKili0aBHl5eUMGjSIxx57jKysrKi+RyxQk+ex0haJWq4nYq0tErV6Eq52yB2dhQsX4nK52LRpE6mpqYwaNarD8zNnzmTNmjVhvbmaUOseQSLjFu1JtPQLCgooLCzsMB1pyJAhURtROBUle97VmgqRcQ8ePFjYWo5oxx0oX6I5AtUe7bzSe7RFohZPAq1v27ZtGx9++KHq1repxfNYaotELdcTsdYWiVo9CVc75Klra9eu5e6772bEiBEB99MZPny40EpW8aahoSHeIUSEyLhFexIt/UDVoV5++eWofPGeWs2tqKhIEZ4Hiita2koj2nG3z5cpU6ZErZpYIDTPe4+2SNTiSaD1bcePHxe2HlIkavE8ltoiUcv1RKy1RaJWT8LVDnlEx+Fw0K9fv6DPNzU1qXZ32FDIzMyMdwgRITLuaGifOs2h/ZSmaMZ+6khGNNaTdVWdSxSheBJp1TAtx08Sq2pimue9R1skavFEbRUWu0ItnsdSWySi49Y874xaPQlXO+SeydixY9m4cWPQ51evXs2ECRPCenM1ofXYo6/tvyBfvnw569evZ/ny5cyZM6dt9EHpngerzrVw4UJh7xmKJ5FWDVO638FQco7HW18UavVc81usdqzXQ4pELZ7HUlskaj7Xap4rWzvkjs7Pf/5z3n//fV588cW2zXpkWebo0aPcfffdbN26lfvuuy+8aFWEXq+PdwgRITLunmp3d0GudM+D3b0MtFdNtAjFk0jvqird72AoOcfjrS8KtXqu+S1WO1Blx5ycHGHrIUWiFs9jqS0SNZ9rNc+VrR3y1LUf/vCHFBcXs2jRIn7/+98DcNNNNyHLMpIksXDhQmbNmhVetCoiJSUl3iFEhMi4e6rd3QW50j0Pdvdy8ODBwt4zFE8ivauqdL+DoeQcj7e+KNTquea3WO3uKjuqCbV4Hkttkaj5XKt5rmztsBbVPPLII2zfvp2nnnqKH//4x9x22208+eSTbNu2jV/96ldhvbEaqKysxO1243Q6OX78OOAbMmtubgZ8F+QejweHw0FNTQ3g22vIarUCvgt5r9eL3W7HYrEAUFdX11aWu6ysrO296urqALBYLNjtdrxeb1tHwGq1Ul9fD0BNTQ0OhwOPx9PWIWhubm4byquursbpdOJ2u6msrKSiooLGxsa2Ubj2bfKPPETaJv8Us0Btstls3bYpWInAgQMH0tzcTHFxccA2AT1ukz+GcI7TqW165JFHOt29HDZsGHfffXdIx+nQoUPcddddh31PnwAAIABJREFU/OAHP2D+/Pns2bOn2zadOHGi2+NUUFDA0KFDO8SVm5vLAw880GWbioqKopp70ThOoXyeSkpKujxOPWnT8ePHhbbp2LFjEeVeKG3yv7+I41ReXt7j816wNvlHeUXkXllZWVRzLxrHKZQ2+b9/RHyeSktLo9qmgQMH8uqrr/LGG2/wxhtvoNPp4n6OiKRN/u+fQMdp3759/PjHP2b27NncfvvtHDp0KKw2FRcXC2tTRUVF1K8j/G3yI+I4FRcXC/08iTyX+8+JIs4RgLDv3GPHjgn7PJWXlwu7jigrK+vUpq6Q6uvr5S5foQH4Ek3UUNyhQ4fIy8sToi0y7p5qB1o0n5ub27ZoXg2e+4sptL97OWTIkG7j7q7twQjVk0BxdXdXVQ1+B0LJOR5Pfc3z2GprfsdePx6eR3ruDkU7GvQ2v9Wgr3mubO2Qp675+eabb/jmm2+oqanh3nvvJS8vD6vVyp49exg7diypqanhSqoCt9utynmYIuPuqXZ30xzU4Hmg6lwOh6PbuLtan9RVta9QPYmkapga/A6EknM83vqiUKvnmt+x1Y6FviiCxR3puTsU7WjQ2/xWg77mubK1Q+7o2O127rjjDj7//PO2dTnXX389eXl5GAwGbr31Vu655x4WLFgQUeBKp6mpiYSEhHiHETYi446GdlcX5L3Z80gLBij9eMYDNXuied57tEWiZk96m+fRKKGt5uMpCjXnoea5srVDXqOzaNEi1q1bx+LFi9m1axeyfHLGW0JCAnPmzOHjjz8OL1oV0b9//3iHEBEi4xbtSW/2PNKCAWo+nqJQsyea571HWyRq9qS3eR6NEtpqPp6iUHMeap4rWzvkjs6KFSu46667mDdvHsnJyZ2ez8vLa1sw2RvxL6RSGyLjFu1Jb/Y8UBnW3NzcbsuwhqJdVFTE/PnzmT17NvPnz28rGtEdvdlvJWrHQl8UavVc8zu22rHQF0WwuCM9d4eiHQ16m99q0Nc8V7Z2yFPXampqGDduXNDn9Xo9drs9rDdXE0ajMd4hRITIuEV70ps9j7QMa3fagRbKFhYWhrRQtjf7rUTtWOiLQq2ea37HVjsW+qIIFnc0Smir+XiKQs15qHmubO2QOzqDBw/m4MGDQZ/fsmVLp7scvYlAo1hqQGTcoj3p7Z5HUjCgO+2eLJTt7X4rTTsW+qJQq+ea37HVjoW+KLqKO5Jzd6jaPaU3+q10fc1zZWuHPHUtPz+fN998k61bt7Y9JkkSAG+99RYrVqzglltuCevN1USwBYhKR2Tcoj3RPA9fuycLZTW/o6sdyhRCzfPeoy0SNXuied57tEWi5jzUPFe2dsgjOv/1X//Ftm3bmDlzJqNHj0aSJJ544gnq6+spKyvjqquu4he/+EXYAauFrKyseIcQESLjFu2J5nn42j1ZKKv5HT3tUKcQap73Hm2RqNkTzfPeoy0SNeeh5rmytUMe0TGZTLz//vu89NJLDB06lBEjRmCz2RgzZgx/+9vfWLJkiSrriIeK0+mMdwgRITJu0Z5onoev3ZOFsprf0dPuagphNPTjjRI9j7e2SNTsieZ579EWiZrzUPNc2dpBOzoLFy5k165dbb+Xl5fjcDi45ZZbWLp0KYWFhezYsYP333+fH/3oR23T2HorVqs13iFEhMi4RXuieR6+tn+hbH5+PtOmTSM/Pz/kHbs1v6OnHeoUQs3z3qMtEjV7onnee7RFouY81DxXtnbQqWsvvfQSZ555JhMnTgTgjDPO4LXXXiM/P79nEaqUjIyMeIcQESLjFu1Jb/e8qKiIRYsWUV5ezqBBg0Kq3BOKdqQLZXu737HUDnUKoeZ579EWiZo90TzvPdoiUXMeap4rWzvoiM6AAQM4evRo2+/tNwg9Hamrq4t3CBEhMm7RnvRmz/1rOJYvX8769etZvnw5c+bM6XbPG792pHvl9DRuJaLEHA91CqHmee/RFomaPdE87z3aIlFzHmqeK1s76IjONddcw3PPPcenn35K3759AfjLX/7Cu+++G1RMkiQ++OCDsAJQCwkJCfEOISJExi3ak97seaRloBMSEnq0V05P41YaRUVFPPXUU1RXV4c8KhYOkXoS6l4bavQc1Hte0fyOrXYs9EWhVs81v2Ovr3mubO2gHZ1nnnmGgQMHsmHDBsrLy5Ekibq6Otxud4+DVCNmszneIUSEyLhFe9KbPY+0DLTZbO7RXjndaasJUR2+9vTEk1CmEKrNcz9qPa9ofsdWOxb6olCr55rfsdfXPFe2dtCpa2azmccff5z//Oc/bN68GVmWefrpp9m6dWuXP72VsrKyeIcQESLjFu1Jb/Y80jLQZWVlPdorpzttNRFqZbOeoOV4YNR6XtH8jq12LPRFoVbPNb9jr695rmztkMtLr1y5kunTp4cbT68hOzs73iFEhMi4RXvSGz33r605duxYp919QykDnZ2d3aO9crrTVhOiOnzt0XI8MGo9r2h+x1Y7FvqiUKvnmt+x19c8V7Z2yB2dSy+9lMzMzLAD6i3YbLZ4hxARIuMW7Ulv87x9AYLCwkKsVivJyclMmjQp5DLQNputR3vlRBK3UhHV4WuPluOBUet5RfM7ttqx0BeFWj3X/I69vua5srVD7uic7jgcjniHEBEi4xbtSW/zPNBUK6vVSm5uLm+88UZI60ocDkeP9sqJJG6lIqrD1x4txwOj1vOK5ndstWOhLwq1eq75HXt9zXNlawctRqDRkfT09HiHEBEi4xbtSW/zPBpTrfzake6VE4q2Wgi1sllPUEOOR7IfU09R63lFbTnuR82eaJ73Hm2RqDkPNc+Vra2N6HRBZWUlbrcbp9NJcXExAA0NDTQ3NwO+C1SPx4PD4aCmpgaA+vr6tl1by8vL8Xq92O12LBYL4Kv/7R92a7+gyl8X3GKxYLfb8Xq9bRfGVquV+vp6AGpqanA4HHg8nrYL5ObmZhoaGgCorq7G6XTidruprKzEYrHQ2NhIY2NjpzZVV1f3qE0lJSVB22Sz2XrcJr/WqW0CetwmfwzhHKdQ22SxWAK2qX///gQiLS0t5Db53ytaude+TSUlJVHNvWgcp+7a1LdvX37/+9+zatUqfve735GTkxOV3PO3qbi4WGibjh8/3qPc27ZtW6f9mK699loOHjzY9v4ijlN1dXVUc699m44fPy4s96qqqqKWe6LOe4Ha5P/+6e447d69mzvvvJPZs2fzox/9iKNHj3bbJv/3hKg2lZeXx/UcEWmbSktLo5p77dtUVlYmrE0WiyXq1xH+NvkRcZxKSkqEfp5EnsstFouwcwQg7Du3qKhI2OeppqZG2HWE/zXt29QVUn19/em9E2iI2O12EhMThWgfOnSIvLw8Idoi4xapLVo/Hp4HKoecm5sb1rQztR5PLcfF6M+fP5/ly5d3ejw/P58FCxZonsdQO945Hun5Rek53hXx9vx001ar36L1Nc+Vra2N6ISIyWSKdwgRITJu0Z70Ns+jsbZGzcdTFGr2pKf6sag8Fwi1et6bczzScutKz/F4odY81PyOvb7mubK1g67RCXSXMBTy8/Mj+julU1lZGbTKk5IRGbdoT3qj5z1dW9MjT2QZnA4kRws4HeB2g8eN5HaBx0NdZQX901J9r5Mk359IEiD5fpcAvQEMRmSjCQxG3/9Nrf83JYIu9vdOTuccj0XluUCo1fPeeE7xE2mnV+k5Hi/Umoea37HX1zxXtnbQqWuRLCSSJIna2tqw/+50R+TQpEZgVO25243UWItUZ0FqqEWyNiI1t/9pAGsTkq0Zyd4CjpaT/8piZ6rKiUnIiWZIMiMnmpGTkiExiQYP9MkegtwnFTm5L3JKqu//fVKRU/uBOaWtc6UROl1NV3I6nerNcRUS73NKV9MYo124RCnE2/PTDc3v2KN53nOCjujs2LEjlnEoHv+eJ2pDZNyiPVGb5/7qVyUlJQwZMiSy6lder6/zUl2OrrocqaYCnaUSqd6CVFcDdTXomhsi7rDIpgTkhCQwJYDBAHoDst4ABgMeJPSmBGRJQkIGGd/oDrLvXxnwuMHtQnI7weUCl9M3IuRyIjkdSPbWTlW9pcP7ZgDs7CIuoxE5NQM5zffjTctATuuPnDEAb/8s5IyByOkZoNN3+tvTOce7qjx36NChKEbaEbV6rrZzip9Q4i4oKKCwsLBTp7e7cutKz/F4odY81PyOvb7mubK1g3Z0Tt2f4nTH5XLFO4SIEBm3aE/U5HmgO+uFhYWB1+DIMlK9BV3FCaSyYqwH91CyZQPp7hYG6sFE150YWdLhTU33dQTS+rWOkPh/UiGlL3JKH2RzH+QkMyQkIScmQUJiwI6Cn/r6+rYKcBHh9YDDjtRiBXsLUosVyW6DFhvVRw+TlZyI1NTgG3Xy/9vc4OvE2W1INRVQE3yajazTIffLRM4YiLf/QLxZg5EHDIbkVBg5BpL7RB57ENSQ4yJKjXeHWs8rajqntCeUuCMtt66GHI8Has1Dze/Y62ueK1tbq7qmALShydgTbc+DTRu56+YbePFX96ErPozuxFF05cXoyot9HYAg1DjdVGKgMTGFURddSp8Ro5HT+yOnt45y9E3zrZVREd367WhpHbWyoGuwtI1gSZYqdJYKpJpKdA1dT4uV+6TiHTAYb9YQvINz8GYPx5udgzxgUJcdvN6Kdl6JLZrfsUfzPLZofscezfOeE9bVUk1NDe+88w7fffcdjY2NeL3eDs9LksQHH3wQ1QCVQk1NTdB9UJSMyLhFe6Imz8vLy8g1mzg/3czZqUlM7JvExNQksl3H4LmHO71eTu6Dd1AOXx8tZs3u/RxodnDM6uS4zYnVc/Jzlfzptyxbtoyp504FWj0R1MmJq98JSchZQ5CzhuAN9hqnA6m22tfxqa5AV1mKrqoUb2kRRkslUlMD+qYG9Ef2dfgz2WjEO3AY3uxheAfn4h06Eu+wkcgZWd2uC9JyPDBqPa9ofsdWOxb6olCr55rfsdfXPFe2dshXTN9//z2zZs2iubmZESNGcODAAfLy8qirq6O6upqcnBxVVp0IlT59oj8tJhaIjFu0J4r23NqE/uh+dEe/R39kHx9m2Em9anynl7UgYRp1Bt5hI/EMG+kbZRg0DPqkgiTxu9mzWX+4OvjbWK3MnTuXjRs3kpOTo+rj2WNMCcgDh+AZOKTDww6HgwSTyTcKVFnqGzUrKzr5U1uF/sQR9CeOAGvb/k42p+Ad2npcho3Cm5OHd/BwXwW5Vk7rHO8Cteah5ndstWOhLwq1eq75HXt9zXNla4fc0XnqqacwGo1s3ryZvn37MmrUKJ599lkuvfRSlixZwm9+8xveeuutsANWCwaDuqYK+QkWt3/hfHl5OYMGDYpo4bxoT5TkuWSpQn9gJ/rvd6I/uBNd+YkOz6cCFrfMlroWdlg97GyByrRBPPD8S6RnZePwgMMj4/TKuC3grmnB5QX7WTPBm+2biibpWn+kDv+3ShK3/e9X3HjjDcheL3qds20gQgfodRIGCfQ6MEhS278GHZh0Egl6iQQ9GFv/b9JBol4iydD60/p/JfkdDgaDASSpdXpff7xjz+r4ghYrurJidKXH0ZUeQ1d8GP2JI74RoAM70R84WSVBNhrxDh2FJ3cM3uFjkHNGwZBcYVMFVe25ph0z1OyJ5nnv0RaJmvNQ81zZ2iG/evPmzdx7773k5uZSV1cHgNxa+WnevHls27aNhQsX8uGHH4YVgFqorq4WvjeFCALFHdbC+TC1o0ksPHd7ZRqcXhqcMvUOLw1OL/VOL3JlGf2O7mJQ8R5ySvbQv6mqw985dEb2pg6nMHUUW1JGsj5lJEcSMjtNhdq4HaAmeACjrvf9dMMeYM/2xvAbGAYmHSQZJJINEilGHclGiRSDRLJRRx+j7/E+Jh2pJh19jRKpCa3/mnT0NelIM0n0S9SRpJeQupgStmHDBu6999624gevvPIKU6dOjTjubvMkKRnvyHF4R447+Zi/IETxEXQnDvs6P0WH0VWcQH90P/qj+wFIBGRTIt7heXhGnYFn5Bl4R41HTsuION6wYlcoIuNWq7ZI1OyJ5nnv0RaJmvNQ81zZ2iF3dJxOZ9vUtISEBAAaGhranp84cSJLly4N+Y3VhhqTGALH3dUO2uFUbxLtSbj6sizT5JKpbvFSbfdQbfdS0+Klxu7B4vBS6/BSa/dicXipbEqkaUsZTS5fZ72v28b0un1cVbebq2p3M8pe2UG7QZ/E+tQxfJM2lq/TxvFtynBcuo4fH39HwWyQMOkkEvW+EZTE1hGVBL2EQSdh1PlGVwyt/9qtzXy3vZCmhnqqqyqRPR6Qva0lnX3/jh03jmtmzGir8gy+f70yeGQZjxfcsozbCx7Z93+XB5xeGZdXxtH6f9+oEtjdMnaPjK3dv04vOJ0yDU4Zgq+U6ZYEPaSbdKQnnPwxOEyMbGygqbyY//fX1/AmDQG3mcaGWq674Sb+veL9iDs7EeVh6wiQJ70/nrOmnHzc1oy+6BC6YwfQHTuA/tgBdNVl6A/uRn9wd9vLvP0H4hl1Bt5RZ+DJm4B32MiICh70pvPK6a4tEjV7onnee7RFouY81DxXtnbIHZ0hQ4ZQWloKgNlsJisri8LCQq6/3nc3ev/+/ZjN5rDeXE00NzeTkpIS7zDCJlDcke6gHYp2NPHre2UZi91LqdVDZYuXyhYP5TYPlTYvFS0eKmweqlo7Nw5PaNqSDOc1Hebq2p38oHYXU5qOYJBPXtxbTckcGTyBkmETqBw+EXt2Ln0SjFxglLjS6BvlSG7t1Ph/DDqpQ9yhkw5XDwV8ox1z587FarW2PZubm8vSZ35KTk6qMM9lWaamsRl9ghmrW8bqlml2yVhdXppc/t+9NDl9I2CNrtZ/nV4aWx+rd/o6kw4PVLR4qWhp31kyQGUz0A9ufabDe3uAa79rYGxVJQPMerKSdGQl6RmQpGOQWc8gs57sZD0Dk/QkGjqPFEXVE3MKnnHn4Bl3zkltPOiP7Ed/eC+6w3t9a7NqKtDVVMDmL3z+JSXjyZuAZ8xEPGPOwps7psNan2D0pvPK6a4tEjV7onnee7RFouY81DxXtnbIHZ1p06axevVqHn/8cQBuvvlmXn31VZqbm/F6vbz77rvceuut4UesEjyeEK+gFUaguIMVjQi3lxwNT2RZpt4pU9zs5kSzhxKrhzKrhzKbh+IGB5WOZsptHpwhDjAkGyT6J+oYkKSjf6KezCQd/RN19EvQMUDvZkzpLrJ2riVlxzoGtst+tyxjzRmNYdI0PBMmIeeOYYROz4gI2tQTX6ZOncrGjRuD7oUhKg8lScKEl9REPf16oCPLMi0emTqHTF3rKFqdw8v+4gp0fTN47tX/wWVMhpR+kJIOKRmQko7XnMq+ejf76t1d6vdL0DHIrCPbrGdIip4hyQb66RyMzjQyJNnXITLquq6kFg4ejwdSU/GcdQGesy7wPej1oCs5ju7IXvSH9qI/uBtddRmGXVsw7Nri88Fo8k11G3s2nvHn4B0xLmDHpzedV053bZGo2RO1ex6N9azBtEWgdr/VqK95rmztkPfRKSoqYvv27cyaNYuEhATsdju//vWv+fe//41Op2PGjBk899xz9O3bN6LAT2diXSc90Bqd3NzcsNfohEqj00tRs4fjTW6ON7kpavJworVjc8LqaZs+1hXpCVLb3f2sJD2DzL67/llmPQOTdGSZ9WQm6kg26k5583oM323C8O0G9HsKkZz2tqeKbU5WVzbyaVUT62qauPqGm2K+8eLpgj/HJ06cSHFxcccnJR2Dx0xgyeovqGo3Qldh843c+X58v7u7SRUJGGTWkdPHwNAUPTkpBnL6nPx3sFmPPoodobb3ra1Cf2A3+gM70R3Yhb7seIfn5YREPKMn4hl/Lp7x5+IdNgp0usBiUULbfyG2aH7HHtGex/q7UuloOR57NM97TsgjOjk5OR0+2ImJiSxevJjFixdH9MYvvPACq1at4vDhw5hMJiZNmsRvf/tbxo8/WaJXlmX++Mc/8tZbb1FfX895553H888/z7hxJxcV19fXs2DBAtasWQPANddcw7PPPtthh/e9e/fyyCOPsGPHDtLT07nzzjtZsGBBlwumT6W6uprMzMyI2hpPAsUd6Q7awbRlWcbi8HK00c2RRg9HGt0ca3S3dmx862O6IsUgMTRFz9DWO/SDk/UMTtaT7GpifHYGg5J1mA1hXBQ2N2Ao/AbD1nXo9+9AarffkydnNG/tP87ft+xmZ2NLhz8Ld+peMETmilq1/bzyyitcf/31uN0nR24Meh2v//kZzuxnBIJP9/LKvvVX5TYPpVbfT4nVw5FaG9UuA6VWD+UtHspsXspsTjZVdtYw6mBYip4RfQzk9jUwoq+B3D4GRvT1dYZM+o7nhFA9kfsNwH3hFbgvvML3QGM9+oO70O//FsO+HejKijDs3oph91bf65P74hl/DnXDx2G+8HLkjAHdm6cg1JqHvek8rgbtWOiLorq6OmrrWQNpq/V4ikLNeah5rmztuNXEW79+PXfddRfnnnsusizzhz/8gTlz5rBlyxbS09MB+Otf/8rf//53/v73v5OXl8ezzz7LDTfcwLZt29rqaP/sZz+jpKSE9957D4AHH3yQe+65p60wQmNjIzfccAMXXXQRX375JYcOHeK+++7DbDbzwAMPhBxvampqlB2IDcHizsnJCftE3eKWOdLo5lCDi4MNbg7UShyzVnGk0U2jM/it9kQ9DO9jIKePgeEpenL6GBjW2rEZlmIgzRS4SpfTacBkCjFFrU0Ytq/HsHUt+n3bkVqHNmW9HveE83GfezGecy5E7jeAz+bPZ2fj1k4S0Vo8JzJX1KrtZ+rUqXz44Yfce++9NDQ0kJqaGnLVNZ0kkWX2jeKd3W6vMKczCZPJBIDLK1Nq9VDU5KGo2U1x679FTR6Km91UtHhbO+MeKHWcog85KXryUg2M7GsgL9XIcHMSY60eBpl1Yd0YoW8ankmX4Jl0CU5Aqreg3/8t+n070O/bjq6mEsO2r8jc9hUsfxVvdg7uCefjOfN8PGPOgoTE0N8rDqg1D5V2Hg91WpSaPVGa56GSmpoatfWsgbRFoWa/1aqvea5s7ZA7OgUFBXzyySds27Yt4POTJ09m1qxZ/Pa3vw1J74MPPujw+2uvvcawYcPYvHkzM2bMQJZlXnnlFX71q1+1FTx45ZVXyMvL47333uMnP/kJBw4c4PPPP2fNmjVMnjwZgL/85S/MmDGjbbhv+fLltLS08Morr5CUlMT48eM5ePAgixcv5v777w/54kUneJqJKCKJu8Hp5fs6Fwca3Oyvc3Gowc3BBt9Us2DdmT5GiRF9fReII/oaGNFHz4i+Bob3MTAgSYcunIvEUGN3OdF/twnjhk/R79qC5PGNEsg6na9zM3k67vMuhpSOH4qCggI2bdpESUlJ22O5ubkUFBSEHWNEcZ+G2u2ZOnUqu3btippe+7iNOonhfXx5BwmdXmtzezne5OFo66jjsSYPR5vcHG305fexJt8PtO8ENdDHKDE61cDoNCNj0wyMTjUwNs3IsJTQpsLJaRm4L7wS94VXAiBVlqLfU4h+1xYM33+HrqwIU1kRfPoestHoW9tz1oW4z74QOVN5GzGrNQ+VdB4Pp8y/mj1RkufhoNPporaeNZC2KNTst1r1Nc+VrR1yR2fNmjVtHY5AXHfddfz73/8OuaNzKv6iBv4pZ0VFRVRWVnL55Ze3vSYpKYmLLrqILVu28JOf/IStW7eSkpLClCkny8NecMEFJCcns2XLFvLy8ti6dSsXXnghSUlJba+54oor+O///m+KiooYPnx4SPFZLBaysrIials86Spuq8vL9/Vu9ta52F/n4vt6NwfqXZTZAk8100uQ28dAXqrvQm+AZOPcof0Y2ddAZmKYd7wjjV2W0R3Zh3HDpxi2fIlkbfI9LOlwjz8X9+TLcE+aBn3SAij6yMnJ4eWXX+add97p0dS9sOKOEmrVFkk4cZsNOsan6xif3nmKnN0tc6zJzaEGd+vIpZv9FhtFNh21Di/ba1xsr3F1+JtEPeSlGhmfbmB8upHx6UbGpfmmX3b1eZCzBuPOGkzphAvIyshAd3gvhj3b0O/eiq7oEIbd2zDs3kbCP//mG+05+0LcZ12Ad9QEUMDmdGrNQyXleDjTotTsiZI8DweLxUJBQQGFhYWd1uj09KaYmo+nKNSch5rnytYO+RuzpKSkywvBYcOGdbhDHi6PPfYYZ555ZtvITGWlb4L9qfPwMjMz24aTq6qqyMjI6HBBIUkS/fv3p6qqqu012dnZnTT8zwXr6Bw6dKjTY42N4jZsDPR+0aK+oZEyu8RBq44jNolDVh2HrTpK7BIynS/GEnQyOUkyI8xeRpi95Jplhid5GZwoc+pafxqbaWiEhk4q0cHvubGxln67NtFv1yYSa08uvrBlDaV24oXUnTEZt3/kpqLa99MFgwcPZsGCBW2/O53OqB4DkbmiVm2ROR6tuA3AOGBcEpAEtN64rXPBMZuu9UfiWIuO4zaJKqeO3bUudte6gJNrvlL0MiOTvYwyexmd4mV0sswos5fEAFvtNDY2gt4MZ10KZ12KwdpI38N76Ht4F32P7kPfOtpjWr0Ed0ISjaPOpGHM2TSOnIA3IamzYDvU4Hlv0g7H76NHjwZ9PNbfPyK1ReuLzHHwzRJ59dVX29YF/PznP4/K94Vaj6dazymi9TXP46vdVcGGkDs6ffr06VwtqR1FRUUkJkY2r/yJJ55g8+bNrFmzBr0+/E33RHCqaY2NjcIqykWzqobTI/N9vYtdtS52WVx8V21nf4M3YGUzgyRjbq4kwVJEltzEz2ZP55LR2eSEOB1HpCcAjfV1pB//HuPaVeh3bkZq3efGm5qO+8KrcE+9Gu+wkaQBwcdvAiOykkm4voRTvlSk52rJ8VOJlSeTAzzf4PRyoN7Fvjo3++pcrT+gEYQDAAAgAElEQVRuah1edjbq2dl48nymk2BkXwMT0o2cmWFkYj8jI0x2RgwIkL1nnwdAi9uN/tBu9N9twrBzE4byE/Tbu5V+e7ciG4x4xp2D+7yL8ZwzFTkto4NEb/BcTdrh+j1ixAi2b98e8PFYfv8IP48ryPNw8Medl5fH9OnThWiLQO1+i0LzvDNq9SRc7bD20fnf//1ffvrTn3YaISkpKeHNN99k2rRpoUfayuOPP84HH3zAqlWrOoyu+IelqqurGTp0aNvj1dXVDBjgq1A0YMAALBYLsiy3jerIskxNTU2H11RXd7y77//d/xq14vDI7Ktz8V2Ni28tTr6rcbG/3oUrwMyzrCQdE/oZmZBuZHw/I/3s1Txyx80cP+K7U1AN/PXDXC5buRJ93/iWzZTqajB8vZoBa1dhqPMdK1lvwHXuJbinzcAz4TzQx3/6TjQIZ56+hvJINemYPCCByQNOrgeSZZmqFi/76lzsqfON9uypdXGw3jcd7lCDmxXHT47+DDbbmZhh5KzWn7P7mxhkbu0gGQxtG5g6b/kFUkUJhh3rMXy7Ad2hPScrub35Ap6R43BPuhT3pEuQB2SfGqqGwhA1LUpDQ0ND4yQhXy0+8cQTfP7551xwwQXcfvvtjB07FoD9+/fzz3/+s+014fDoo4+yYsUKVq1axejRozs8l5OTQ1ZWFmvXruXcc88FwG63s2nTJp5++mnAVwChubmZrVu3tq3T2bp1K1arte33yZMn89RTT2G329tGnNauXcugQYPCupCM9/5Abq/M9/VudtQ42VHt5FuL7+7xqZ0aCRjV18DEDCNn9jv5k2XuOFI2f/6itk6On3DLZkbVE1lGv287xs9Xov9uY1tJaG9mNq7LZuOeNgO5b3r03k8g4fgSbvlSkXkY7xyPFKV5IrWrDnfZ4JOj3I7W0dY9rVPddlpc7La4KLV5KLV5+PjEyT2eBibpOKe/iXP7Gzk308S5/U2kJ+iQBw7BNXMerpnzkBrrfCM9Ozag37MN/ZH96I/sJ2Hpq3iGjSJrxASk5BuQs6PfYVaa50rQDpdwyvyr2RMleR4OavVc8zv2+prnytYOuaMzatQoVq9ezcMPP9xp75wLLriAZ599ljFjxoT8xg8//DBLly7ln//8J2lpaW1rcpKTk0lJSUGSJO69915eeOEF8vLyGDVqFM8//zzJycncfPPNAIwZM4Yrr7yShx56iBdffBGAhx56iKuvvrptqO/mm2/mT3/6E7/4xS94+OGHOXz4MC+++GLY++hUVlbGdLHZiWY326tdbK9xUljtZKfFhe2U3RIlYEyqgbP6Gzk7w8Q5/X2dmpR2C2kqKyvJMneOOxplM6PiidOBYeNnGD99D33pcaC1JPSkS6g6exp9p14hfGPFaBOOL+EeB5F5GOscjxZq8SRBL3FWhomzMkxtj5VXVGBNyuA7i6/js9Pi4juLk4oWLx+fsHfo/Azvo+e8/ibOyzQxeYCJM/ulkXDJTNyXzARHC/rd2zAUfo3h243oiw+TXXwY1q3Ekz0cz/mX4ppyGfLg4VFpi1o8j6V2JIRa5l/pnnQ1/VZpnoeK0j2Ph7ZIRMeted4ZtXoSrnZY838mTJjAmjVrqKqqarsLnZubG9EUsH/84x8AnSq5Pfroozz++OMA/PKXv6SlpYVHHnmkbcPQDz74oG0PHb/OggULuOmmmwCYMWMGzz77bNvzqamprFixgocffpjLLruMtLQ07rvvPu6///6w4s3IyOj+RVHk9i9r+c7SscKT/0Ln3EwT52T45vn36VQdoCPB4o5G2cyeeCLVVmH84kOM61YhNfsWlXnTMnBdfj3uS2chp2VgdrtV18mB8HwJ9ziIzMNY53i0ULMnmf37M8hgYFSqkZtH+B7zyjJHG93sqHGxo8bJtzUudlqcHG/ycLyphfeP+aa9mXRwVoaRSZkmzs80MWnsRQw9bxqSy4l+33ZsX6yi3+Hd6MuOo//wOKYP38IzJBf3lMtxT7kMOWtIxHGr1XMtx6Ov3d30W83z3qMtEtFxa553Rq2ehKst1dfXB9/pUaMNp9PZtilhtAm02Ozp7Q3ssrg4L9PUehfXSEagkk3dECzuQF9Oubm5Ya0NicQT3bEDGD9eiqHwq7ZNPT25Y3BdnY/7/EvBcLLsb6w9jxbhxB3ucRDpyengt5K0w9F3e2X217vZXu0b4S2sdvJ9vbvT67LNOqYMSGBKlolB9kpmTRhKwoHvMGxdh6HwayRbc9trPTmjcV9wOe7J05H7h7cviFo913I8+trz589n+fLlnR7Pz8/njTfe0DzvRdpq9Vu0vua5srWDjuhs2bIFoG2ti//37mi/p01voqGhoVOpa5EsPC86u8oGizuc+eHhandCltHv/xbjf97FsLfQ95BOh2vyZbh+cBPeUWdAgGmEsfY8WoQTd7jHQaQnp4PfStIOR9+gk9rW2905JhmAeoeXb2ucbGvt+GytclJm87LieEtrsYNEzHtrOK9/LhecM5aLr7qXi6p3k1K4DsOO9eiLDqIvOuhb0zP6TFwXXol78vROG+z2JO5IUKu2SJTsSXfTbzXPe4+2SJRyrlWatkjU6km42kFHdNLT05EkiYqKCkwmU9vvwfBXPqutrQ0/6tMckT32uOL1ot+xAdNH76I/uh8AOTEJ1/Rrcf3gJuSM+M1p7bWeKxTNb/F4ZZmDDW62VDrZXOVkQ0kzxfaOUz8NEpzd38glGRLXN+zknEMbSNq1EcnpAHzVDT1nTsZ90ZW4z74IEiLbMuB05HTN8e5GdERyunoeLzS/Y4/mec8JOqKzcuVKgLbhoRUrVoS1eL+30dDQQGpqdEZZYonIuINqu90YNn6GafW76MpPACD3ScV51U24rpgDKaFVzNA87z3aIlGzJ9HU10kSY9OMjE0z8uMxyRw6VEPakBFsqXKyqdLJpkoHOy0uCqtdFFbDC4xDShnH+VffyT22HfygaD0Dj3yL4buNGL7biJyYhHvSJbinXo1n7Nkd1sup1XMtx6Ov3V2ZbM3z3qMtEjWda2OpLRK1ehKudtCOzqWXXtrh92hvmKU2lLKRabiIjLuTttuNYeOnmD78P3Q1vmkL3owsXDN+iOuSmWHfHS4tLeXhhx8OaSNNJRFTz1WiLRI1eyJaPzNJz+ycJGbnJAHQ5PKyrcrJxgonGyodbK92srXJwFYmw5DJZA1o4JfNW5lbsYHhVYcwrv8E4/pP8GZk4b7oKlwXX408cKhqPddyPPra3U2/1TzvPdoiUfO5VvNc2dohFyO44YYbeOihh7jkkksCPr9+/Xr+/Oc/s2LFirAC0OgFQ5Oe1hGcD99GV10GgHfQUJyzf4T7givAEP7mntEoltAVsfS8q9Krpwuqz3EVEornLW6Zwmon31Q4+KbcQWG1s21vrlG2Cm6vXM9Pq9czyHZy02XPyPG4pl6N+4LLIblPEOXTDy3HY4/meWzR/I49muc9J+TavevWrWvb6yYQVVVVfPXVV1EJSomEs7+MkhAZd0VpKYb1n2B+/Mck/uNP6KrL8A4civ2e32D7w5u4L746YCenqKiI+fPnM3v2bObPn09RUVGn13S1kabSae+5v8O2fPly1q9fz/Lly5kzZ07ANoerHW2ipR3K8Y0mavAkXvrdkWSQmDYogSfO6cvHMzMpum0QH16dwcMT+5AxfBi/H3Ezw85/gcvPLuB/B15Kkz4R/ZF9JP7fXzA/eCMJi59Gv6cQvN7u3yxE1Hw8RaFmTzTPe4+2SNSch5rnytYO/1Z7EMrKyjCbzdGSUxxqrKgBguKWZfTbviL3vX+grywBwJs1GOf1P/bd5dUHT6vu9lzwE40NTeNFe8+76rBFslBXZB5GQzvY8f3LX/4i7K6U0j2Jp364mA06Ls1O5NJs3zTTJpeXjRVOvirvw1/KzuTBmh8zp6aQOyq+5oq6vRi3fIlxy5c0p2biuvgaTJfNRM4MvDdUqKj5eIpCzZ5onvcebZGoOQ81z5Wt3WVH5+OPP2bNmjVtv7/99tusX7++0+vq6+v58ssvOffcc8N6czXhdrtVOQ8z2nHr93+Laelr6I99D4B3QDbO6+/AfeGVXXZw/IR64R+NDU3jRXvPo91hE5mH0dAOdnxfffVVYev8lO5JPPV7Sh+jjquHJnL1UF/Hp6rFw9flA3nrxOU8eaycq499xZ0VX5HbUA0fvQ0fvc2hIROxXjyDYZddjikxIez3VPPxFIWaPdE87z3aIlFzHmqeK1u7yyvTvXv3snTpUgAkSWLz5s1s3bq1w2skScJsNjNlyhT++Mc/RhCyOmhqaiIhIfwv7XgTrbh1xYcxLXsdw27f8fem9qP2qptJnDE3rDU4oV74FxQUsGXLFoqLi9sea1/JR8m09zzaHTaReRiKdnfrjYId3+rq6oCPR4N4eBKtdVdqO68MSNJz8wgz0/vayLhkAgcaxrKs5A4sO3Zwzt7PmFO1lbySXbBkF7Xv/521oy6ledoszjt7DNnJoX0xxTvHlYiaPYmm/qmfu9tuu03YSLFaPddyPPb6mufK1g65GEF6ejqvv/46+fn5EQenERglLzaTqssxffA/GDZ9jiTLyIlmnLNuwXX1zZCQFLZeOHsu+L/UIt3QtCti5bmoogrxKHAQSluCHd9rrrmGJUuWCI0vVogulBEtYn1esbtlth230PT155zx3Sec0XDSn41981g96io8k6dzWW4qkweYMOh613YFSj6P9wYCfe6GDBnCRx99pKjPXW9Gy/HYo3nec/SPPfbYU929yG63M3r0aEaNGhX0DnVvp76+nsREMZvn1dbWkpGRIUQ74rhbbJhW/A+Jr/03+qJDoDfguupG7A/8Du/EKWAwRqR91lln8cknn1BfX9/2WG5uLosXLyYtLa3T6+fOncutt97KddddF/D5SImV52lpacyYMQOLxUJGRgZTpkxh8eLFEX8x19fXU1lZyZw5c9iwYQPFxcXs27ePTz75hBkzZvTIo+6O5yOPPMKGDRs6/Y3FYuG6664Dgh/fgoIChg8fHnFsPYk72tqh+NAT/WgR6/OKQSeR089M3jkTSJsxh5IxkymxeeljKWVESyWXl29j0rcfsW5PCb85msDXVjNOr0y2WU+iQepSW2Tc0UKR5/E4a0dTP9DnrrGxMaLPXSio1XMtx2Ovr3mubO2Q5hwlJibywAMP8Kc//alXr8PpCqPRGO8QIiLsuL1eDOvXYHrvDXQNdQC4LrwS5013dVpkHIkn3e250FN9JeCP+9RRl5dffrnHdx6NRmPUCxycGncwQpl2GOz4Op3OiOMKht/fkpIShgwZImRUK5An0Vx3pfYc74oB48fD+PF47Q/QvHktrs9XkX7ie+4r+4z7yj5j/d4xvJp9BfcPmMx5g5K5emgiM4cmMVCgJ73ZbyVqR1M/1gVq1Oq5luOx19c8V7Z2yIsrRo4c2WV56d5OcnJyvEOIiHDi1h3cRcI/X0ZfdBDw7ZfhuO1+vCPH91i7PTk5OSFdkKvZ81Cry0WiLeoLvzu/Q11vFOj4Hjp0qEexnYoof08lkCfRXHel5hwPmUQzTJ+FcfosbMVHMK79N7oNn3JxwwEubjhA9eG3eWvgJbwx6HKeNA9kbJqBmcPczByWxLn9jeik6E1xOy38VpB2NPVFFqiJ9VRgNR9PUaglD2OtLRK1ehKudsj76Pz617/mH//4BwcOHAg7qN5AsItLpRNK3JKlkoTFv8P83w+iLzqIN70/9nt+Q8uTfw/ayQlVuyeo2XNR+wD5v4gD0dMv/O78LigoIDc3t8Nj8SoQEat9lgJ5Ek0f1JzjkeAdNhLHjx+i5a/vY7/zv/AMG0Wmq4mHT3zEga3/xSe7/8TIw1t5cWcjV/6nmvFLK3hoYx2fldhxeEJaTiok7ngjMm61nMcDfe78I7k9IdheZ9u2beuRbleo+XiKQi15GGttkajVk3C1Q+7obN26lYyMDKZOncq1117Lgw8+yIIFCzr8PProo2EHrGQqKytxu904nc62UnYNDQ00NzcDvjvoHo8Hh8NBTU0N4Js7aLVaAd/B8Hq92O12LBYLAHV1ddhsNsC395CfujrfNDGLxYLdbsfr9bYdTKvV2rbmoaamBofDgcfjabuD39zcTENDA+CrbuV0OnG73VRWVpKVlUVjYyONjY2d2lRdXoZx1TskPXo7xi1rkY0maq+4iaY/vIn1vEuoaY05WJv8w4eB2mSz2XrcpqSkpIBtAoK3qbW6V3fHyR9DOMcp1DZlZWV1qBbXnpKSkh61KTk5mYKCAoYOHdpBNzc3lwcffLBHbTIajV0ep+TkZJYuXcrNN9/MlClTyM/P55133mlbFyTiOAXLvWD+VlRURCX3/J8nvV7fqU3p6em8/fbb5OfnM2XKFG666SaWLVvWto9YOG2SZTmqude+Tf73P7VN0ThO/fv379l5L8lM45QrKHvoWWwLF9N8/mXIRhNXWHbx4Z4/U7bjv/hdxX9wNjbwvwds5H9mYdS/yvnZOgtvfVeO1eWNqE39+vXrce5F+ziFci7X6XQRHadQ2pSamiq0TcnJyVHJvZycHF5//XVuvvlmpk6dynXXXcfLL79Mampqj47Tk08+GfCmycsvvxz2cQq1TUlJScJyLysrK+rXEf42+YnmudzfJpPJJPTzFOhcHq3PU1ZWlrBzBBDV3GvfJr+2iPNeZmZmVHOvfZsyMjI6takrwqq61h2SJFFbWxuKnOqw2+3CFlaJrKoRLG79/m9JeOsv6Mp9F4yuyZfh/OE9yP1DHxUQ6YlofdGeP/DAAyFXlwtXOzExUUhFOjX5HU71vp6g5XhghMTd3IDx648xfLESfY3vC9BjMPHd6Gk8O+BK3mdY20t1HhdpFXsYZT3Gn++6jjNHhZb7mt+x1RatHw3PZ8+eHXB/wKlTp/LRRx/1SDsYaj2eas1x0fqa58rWDnmNTvs74acjVqtV6IdQFKfGLTXUYlryCsaNnwHgHTgUxx2/xHPGpB5rRxs1e15QUEBhYWGnEsQ9nWbh9yTUdU6RaKsBUf6eipbjgRESd0oqrpnzqDj/cgaUHsH4xUoMu7Zw3r4vWLrvC6y541mRM537ytKwZp9B7eBz2Mo5TFvn5uJ9J5g3rh+zhyWRlhB8ooLmd2y1Y6HfU4JNBRZV6QrUfTxFoeY81DxXtnbIIzoa4ohJnXSvB8PaVSS89waSzYpsNOG89ke4Zs4Do0nseyuQWHguch+geBHpol0RfvdGf6NJb9h/QaoswfjlvzF+vRrJ5ptuUdri5NVyO2+kTaLmzGtg5CTQ+aYWGySYnp3A9cOTmJ2TRHoXnZ5o0xv8VhvR8Fwt+2IpAS3HY4/mec8Ju6PzzTff8M0331BTU8O9995LXl4eVquVPXv2MHbsWFJTU0XFGlfq6upCmr4XCSITua6ujoymWhL+5zn0x74HwD1xCo7bf4k8ILvH2qI8Ea0v2nNRccdTO9AFQXJyMsuWLWPq1Kldamt+x16/V3nuaMGw8TPK//EiuQYvAHaPlyWldbxc7qT5B3cxeOZP+abCgbf1G83f6bkxN4lZOUmkmnSa3zHWFq0fLc8D3TTp27evKj1Xg9+BUHMeap4rWzvkqWt2u5077riDzz//HFmWkSSJ66+/nry8PAwGA7feeiv33HMPCxYsiChwpZOQkBDvEMLH5aTfp8tI+mQZkseDt18mjtsewHPeNIhCyVbRnqjSc8TGHU/tQJXOrFYrc+fOZePGjXG7+6lWv2OhL4qYe56QhPuy63jinX9T+9Ua7s/NZNbAvtw5LIM7h8H+xrUMz7yQykum8J8TLlYca+GbCgefl/p+TBvruWpIIrMH67kuxUuyMXYjPdFAy3GxBJoK7F9wLQI1H09RqDkPNc+VrR3y2X7RokWsW7eOxYsXs2vXLmT55EBQQkICc+bM4eOPPw7rzdWEv6KSWtAd3ot54XySV/8LyePBecUcbH94E8+kS6LSyQHxnqjNcz8i446ndrCSjlarNeplncNBrX7HQl8U8fK84MknOZqSyQ1bjzH28/28eLiKJo/MOLmFpL89ybCFdzK/6GM+vNTMwXkDeeHCNC4eaMLlhY+K7dy7yUrekgruWlfLR0UtOKNQsjoW9IYcLyoqYv78+cyePZv58+dTVFQk9H17ilo9184psdfXPFe2dsgdnRUrVnDXXXcxb968gJv15OXlcfz48bDeXE20LwWtaOw2TO+8RNKi+9GVFeHsPwjbE3/DecevICm6GziJ9kQ1np+CyLjjqR1s0S6I2508FNTqdyz0RREvz3Nycli5ciX5+fkMPm8KW8ZPpWTha76NjTMHoasuI+Gdl0l+KJ/sFa9xV0Yj/5mRyb4fDuSZyamclQo2t8z7x1q47ctaRi8p51cb6thQ4cArK7fTo/YcD7ZXjZI7O2r1XDunxF5f81zZ2mFVXRs3blzQ5/V6PXa7Paw3VxPZ2T1bzxIL9HsLSfif59HVVCDrdDhn3Yrz+jvAJGYIUbQnavA8ECLjjqd2QUEBq1evbqux355o7E4eKWr1Oxb6ooin54GmGblGj8V15Q3od2zE9Ol76A/sxLRmGcZP3sM96RIGz5jLvWeM594zUjje5GblsRaWH7Wxt87NmwdtvHnQxpBkPTflJpE/0syEfkZh7YuE7jyJtEhIKNo9JTs7m/nz5wfd4Dfa1SOjhVrPK9o5Jfb6mufK1g65ozN48GAOHjwY9PktW7Z02rW4N2Gz2ZQ7POlowbT0NUxfrATAM2wUjp89ijcnzxe3oKJqoj1RtOddIDLueGrn5OSwbNky5s6d26GzI6Ksczio1e9Y6ItCkZ7r9HgmTaNl0jR0xw5g/PQ9DFu+xLhtHcZt6/CMPpOmy65n+AWX8auJffjVxD7sq3Ox/IiN5UdbKLF6+OueZv66p5nx6QZuGWnm5pFmBpn10W9kmHTlSaAiIYWFhSFXDYtFjgeb9hrPkeDuUGSOx1lbJGo+12qeK1s75Klr+fn5vPnmm2zdurXtMal1rcdbb73FihUruOWWW8IIVV34dxpXGrrDezE/+TNMX6xE1htw3HQXLb99FW+Or0qHyLhFe6JUz7tDrZ6Hoj116lQ2btxIfn4+06ZNIz8/P+5lWOPtiZL1RaF0z725Y3Dc8xtsz/8L58xbkM3J6A/uJu21RZgfuwPDFx+Cw874dCO/nZTKrvwsPp7Zn5+OSSY9QWJfnZsnCxs5Y1kFN35Sw7IjNqwubxRaFxldeRKoSIh/tKSn2tHA4XAEnfYaz5Hg7lB6jsdDWyRqPtdqnitbO+Ty0k6nk3nz5vH1118zevRovv/+e8aPH099fT1lZWVcddVVvPvuu+j18b/7pTYiKh/odmFa8SbGj/6FJHvxDMnFcfcTbR0cja7RatPHFs3v2KN53o4WG8ZvVmP85D10Nb5RBDmlL64rbsB55Q3QN63tpU6PzGcldpYcsbHmhB1//ybFIHHt8CTmjTQzbZAJ3SlFXeLl9+zZs1m/fn2nx6dNm8aqVatiHk8gRO1Vo+V4bNH8jj2a5z0n5BEdk8nE+++/z0svvcTQoUMZMWIENpuNMWPG8Le//Y0lS5b06k6OxWKJdwht6IqPkPS7n2P6zzuAjHPmLbQ89VrATo7IuEV7Eg39eFT6UavnSsrxcFCzJ5rnMdJOMuP6wc2cePRvtNz3FJ4R45CaGzF9+BbJv56L6f9eRKosBcCkl5iVk8Tbl2dwcN4gXrgwjcmZJprdMv86bOP6T2o4+71Knvm2keNN7ujHGoCuPOnpaEkscrx9EQmljAR3h+pyPAbaIlHzuVbzXNnaYW8Yerpit9tJTEwUoh1yj93rxbhmGab3/x+S24U3Mxv73Y/hHT0x6J+IjFukdjT0u7qL6HQ6hd0lUavnisjxCFCrJ6L1Nc+70JZldAd3Y1r9LwzfbQJAlnS4J12Ca+Y8vCPGdvrbIw1u/nXExpLDNkqsnrbHLx5o4ra8ZM5wlzJxbOz97uloiZbjgVF9jgtArX6L1tc8V7a2/rHHHnsqlBf+8pe/JDk5mWHDhrWtzTmd0Ol0wtpdW1tLRkZGl6+R6i0kvrQQ09pVSF4vrsuuw/7g08hZQ7r8O5Fxi9SOhv4jjzzChg0bOjxWX1+PxWJh6tSp3XoeKZHGXVRUxCOPPMLrr7/O2rVrOeuss0hLS+vwGrUez1ByPFLU6olofc3zLrQlCbl/Fu4Lr8R9/qXgdKArPYa+5CjGr/6D7sBO5NQM5AHZbfuO9UvUccmgBH4+PpmLskx4ZTjS6OZok4ePiu0sLTdwvMlDZqKebHN029CVJ2lpacyYMQOLxUJGRgZTpkxh8eLFIY+WaDkeGNXnuADU6rdofc1zZWuHPHXNX/d+3LhxPProo2zZsiWiANVKZWVl3N5b/90mzAU/xbB3O3KfVFoeegbHnb+GxO6rToiMW7QnPdWPV6WfSOIOdZ8JNR9PUajZE83z+Gt7h+TimP9Ya+GCeciJZgz7vyXp+UdI+u3dGLZ8Cd6TIzg6SeLS7ERev7QfB+YN4q8X+aa22TwSbx+ycdVH1Vy0soq/723GYvd0er9oxd0ef8ntVatW8cYbb4Q1JUzL8cD0phxXA2rOQ81zZWuHPHXNZrOxZs0aPvjgA7744gscDgeDBw/mxhtv5IYbbuDss8+OKGCNLoYmXU5My17D9On7ALjPOA/H3U8gp4np3fc25s+fz/Llyzs9np+fz4IFCxS1wO/WW29l9erVnR7Pz89X7D4T4aAtqIw9mucRYmvGuPbfGD9Zjq6hDgDvgGycM+fhnnp10H3JPtt5mG+cmfzrsI1qu6+CgVEHs4clcftoM9OzEzoVMNDoGVqOxxbN79ijed5zQh7RMZvN3Hjjjfzzn//k0KFDLF68mPHjx/PKK69w+eWXM2nSJP7whz+IjDWuBNokUSRSWRFJT9+L6dP3kfV6HHPvwf7wc23bw6AAACAASURBVGF3ckTGLdqTnuoXFBR02tspFnu+hBt3UVERX3zxRcDnTh19UvPxFIWaPdE8V6C2OQXXrFuxPb8E+52/xpuZja6qjMQ3X8D88DyMH70LLZ11hptlnj4/lX0/HMjbl/fjB0MS8Miw4ngLN35q4ez3Knl+ZxMVtvBHeeLuiYL1RaFWzzW/Y6+vea5s7ZA7Ou1JSUlh3rx5LF26lIMHD/LMM89QVVXF888/H4mcKnC5XDF7L6mhFvNT96AvPoJ3QDYtBX/HNesW0IV/uETGLdqTnurHq9JPuHEvWrQoaF34Uysnqfl4hkuoFfOU4Emk1f2U5nmoKMFz4dqmBNyXXYftT/+H/RcL8Qwbha6hjoRlr/sqtb3//6CpvtOfGXUS1+Ykseyq/uzOH8hvzunDsBQ9xc0eFu1oZMKyCm7/0sIXpXa8cmi1gBTjiQL1RaFWzzW/Y6+vea5s7YirrjkcDj799FNWrFjBp59+itVqZdiwYezcuTMSudOaQEOTpqWvIdVbcNzxK0hS3467SkdJw8HB9sFITExky5Ytii7BGirh+i1q3w0RKDVWJeV4r0CW0e/ZhmnVO+gP+L7nZFMirumzcc2Yy0FLQ1C/vbLM2jIHbx6wsrrYjqf1W3dYip4fj07mR3lmssy9d3sGUWg5Hls0v2OP5nnPCWuIwO1288knn3DPPfeQl5fHHXfcwebNm7n99tv57LPPel0np7KyErfbjdPppLi4GICGhgaam5sB37Qij8eDw+GgpqYG8FX18g+rlZeX4/V6sdvtbXW/6+rqsNlsAJSVlbW9V12dby64xWLBbrdjv+kujl/3E0gyY7Vaqa/33TmsqanB4XDg8XjapjU1NzfT0NAAQHV1NU6nE7fbTWVlJTU1NTQ2NtLY2NipTdXV1T1q04kTJ4K2yWazdWqT1+ttKxAQSptKS0sDtgnocZv8MXR3nIqKirjtttuYPXs2P/nJT9i1a1e3baqpqQnrOKWnp3fKPYDp06czaNCgDm3y+xut3Gt/nE6cOBHRcQqWez05Tk8++WTA3d5///vfd2qTP9Zo5p6/TcXFxd226emnnw66M313x+n48eNhH6dQ2+T3VMRxqqqqimrutW/T8ePHwz5OobapsrIy8vOeLGPNm0jJPQux/eYlWsafh+S0Y/r0PcwP38LQ//wfjuOHA7apsqKCKwYn8uqURDZdk8ST5/ZlSBIUN3v4/Y5GzlhWwU/W1vLZsfq2Nrdvk3+EUMS5vKKiIuq51/44lZWVCTlHiMi99m0qKSmJau61b1NpaamwNtXU1PT4vBesTX5EHKeSkhIh1xHhnMsjbVNNTU1Uc699mwBh37lFRUXCPk/V1dXCriOqqqo6takrQh7Ruf/++/noo4+or68nIyOD6667jhtvvJGpU6eeFuWmHQ4HCQmBF6H2FJE9dpFxi9QWrR/I86KiIhYtWkR5eTmDBg3izjvv5P777w/7Tn24cYczIqDW4xlujoez23u8PenJzvRK8jwc4u25UrR1RYcwfvQuhq3rkGTZtxfPBZfjmn0b3iG5Xf6tf5Tnf7638vEJO97Wb+KxaQZ+OiaZH44yk2rSCYm7PfE8j596zi0oKAhrFFTL8dhqq9Vv0fqa58rWNoT6wlWrVjFr1ixuuukmpk+fjl5/eg2zGwwhW6UoRMYt2pNYeh6os7F69epOi96OHTvGtddey6pVq4J+IYcbt38tkX8EYODAgUG/8NV8PMMhnN3e4+1JT3amV5Ln4RBvz5Wi7c3Jw/GL3+K88afY332Vfns2Y9z0OcZNn+M+bxrOa3+EN3dMwL/VSRJXDE7kisGJlFo9vHXQylsHrHxf72bBlgZ+t72R/BFJ/Gzc/2fvvMOjqvI//M5MZpJMOiGUCIQgIIgoFlRUEEVRFBCEAKLrYsnPzq6riCXqqllFsay9sLh2hYBGQRTFSmyIiopKWcTQQ9qkzCSZ+vsjO9kAKdPOnXuG8z7PPo8bks98z3u/uZk7955zkhmcJo+TQPPbOueuXbs26o98+pGpD7XKFonM7yeUc31nB/zomn+ltTFjxhx0FzlAyy0y2RBZt2gnWjovLCw84PGj9lb22LZtW5t73PgJpe5A98GQ+XgGQzAr5kXbSTir++nJeTBE27nesn09erNtwiwcD7yKc8wkfGYzcd+txvr3K0h4aC7Gzes7/PlDkkzcenQq66f14MXTujCyhwW728cLmxyc8vZezlq2h+KtDbi8IU2p7ZBoncfbOuf6H/nUAzL2oehskcj8fkI513e26eabb/57QN94EF7ctCY5OVlYtsidb0XWLTJbdP7+zp977rmWeViBYLPZqKysZOLEiQf8m6zO9dTjwez2Hm0n4exMryfnwRBt53rMrqqqokvvHDxHnYh71LkAGLdtwbSrFPPnKzBu/BFfZnd8XXtAO497mwwGBqWbmTkgicm5iRgNsKnGzR92KP6jgVc223G4ffRPjSPZHNKiqQcQrfN4e+fczMxMZs6cGVC26nFts2X1LTpfOdd3drtnyokTJ/LZZ58FXcBnn33W5ps/2fFP3pINkXWLdqKl8/YeP0pKSmr3Z/bf48aPrM711uOB3uXSg5NQd6bXm/NA0YNzvWW3xpeeifOCq7E//AbOCRfhS0wi7rcfSJx3PYn3zsa0fi10srT0YelmHjgxnV+n9+AfRydwWFocux1e7v2hjiOK9pD/WRVry51h1xqt83g4j3xqgax9qM4p2ucr5/rObvdCp3///uTl5XHMMcdQWFjI6tWrqaurO+D76urqWL16Nffccw/HHnss06ZNY+DAgcFXrnM8nuA3edMDIusW7URL5+09frR48WL69OnT5s+09wdZVueqx7XN1iJfFLI619x3SjrOqZdjf+gNmiZfgi8pBdOmn0mcfyOJ91yN6cevO73gSTEbuSg3jq8nd+PtszI5p08CHh8U/d7AGcvLOXP5Xpb+7gj5sbZo9Xi0NnQOFFn7UJ1TtM9XzvWd3eGqa1u3buWpp55iyZIl1NTUYDAYyMjIID09HZ/Ph83WvBSmz+cjIyODvLw8rrzySvr27RvuOA4q1Drp2tPRqmv7Lwig131SZEL1uPYo59oSkO8GO+ZVxVjeX4Shvnm5VE/fgTjP+zOeo09q95G2/Smtc7Nwg50XN9mpcTb/Cc+2Grl8cDKzBlrpkiDHo+btnXMDRfW4tijf2qOch09Ay0s7nU6++OIL1qxZw+bNm6mqqgKan6UdOHAgJ5xwAiNGjMBsNgsvOFqUl5eTlZUlJFtkI4usW2S26PxQNrAM9A+yrM715DsYZHUiOl851zY7KN+NDswfv4P5vUUYa5v3n/DkDMA56c94jj75gAue9uq2u7ws2tLAs7/Ws7HGDUCCCaYdauXqIckMSu/8b7Lq8baRtQ+Vb+3zlXN9Zwe8j87BjtPpxGKxCMkW2cgi6xaZLTo/Vp2Hsy+F8q1ttuh85Vzb7JB8NzVi/nQZ5ndfx1jT/AGip0//5js8x5wMxuanyzur2/ffPXme+bWeD3Y0tXz9jEPiuWZIMqOz49vd7071eNvI2ofKt/b5yrm+s+Vc/DsKGI2RWeFGa0TWLdqJch5cdrj7Uijf2mZrkS8KWZ3rznd8Aq6z8nCdNhHzp8sxv/sapm3/IfHx2/H0PrT5Ds8xp3Rat8Fg4PRDEjj9kAT+U+PimV/tvLrZwaqdTaza2cThGXFcPSSZvH5W4k37XvCoHm8bWftQ+dY+XznXd7acRycKVFZWRruEkBBZd6SzS0tLyc/PZ/z48eTn57Nu3bqI5mtFtJyHuy+F6nFts7XIF4WsznXr2xKPa+wUHPNfo+mi2XjTu2LavoXEx+8g8Y58Gj9dAV5vmz+6/3nTbNvFgyPS+WVad+44NpUeiUZ+rXZzbYmNoUV7eGBdLVWN/5vMq3q8bfTSh/sf3/b2bwslW0/I3IfKub6z1aNrOkBNNmv7boTICf+x6Hz8+PGUlJQc8PWRI0eybNmyKFT0P2LRt95RzrUlor6dTZg/X4F5+asYqysA8PQ5FOekWXiOOaVlDk8g502nx8fSrQ08+Us966tcACSaDFw00Mo1Q5LpmyLvgx2x3uN6Wwgn1n3rEeU8fNQdnQCpra2NdgkhIbLuSGbrfZfsYIiW83D3pVA9rm22FvmikNW5NL4t8bjOmIzjgVdpumg2nrQumLZtIfGx20m8Ix/T9yXg8wV03rSYDFzQ38rqiVm8fVYmZx4ST4PHx4Lf7ByztIyLPizjh4rg9uMJ5i6DNM73Qw99GMrfReVb+3zlXN/Z8n6Uo4gpdu/e3ebX29uUU3EgBQUFrF279oBP//SyL4VCoQgSSzyuM8+n8phRZH7/OeblrzbP4Xm0AE/OAPpWbG/zx9o6bxoMBk7NTuDU7AR+qXLx+Po6lvzewPIdbpbvKOeUHhZmH5HCmb3aX7gAwp8LqAgc9XdRoQgfdUcnQFJTU6NdQkiIrDuS2XrfJTsYouU8JyeH4uJi8vLyGDlyJHl5eUG9+VA9rm22FvmikNW5tL4zu+I68/zmOTwXXoc3rQum0s3cl9rIV6MGcna3lH2+v7Pz5pAuZp4Z1YUf83pw3RHJpJgNlOxxMm1VJSe/vZeiLQ7c7WxAGuxdBmmd66APQ/m7qHxrn6+c6ztbXegESFlZWbRLCAmRdUcyu61dsnv37i3l3YhoOs/JyWHBggUsW7aMBQsWBPUJq+pxbbO1yBeFrM6l9+1ftODB12maeQ2u5DSGZ1hZPuJQSkYO4Iys5KDu4h6SZOLaPo2sn9aDu4/738IF+Z9Xc8zSMv71Wz0N7n0veIK9yyC9c4HZnT0C2Nbfxc6Or/Ktfb5yru/sDh9dmzx5clBhBoOBN998M6ifkYXMzMxolxASIuuOZLb/bkTrTTlvvvlmKR+FkMW5ltkikdmJch472SI5oG5LPK6z8mD0BCqXvoB1ZREndkni/ZP6Y+8zEKOjCg+BnTszMzOJizMye2gKVxyezKItDh79uY4ttR5u/LqGeevquOrwZC4blER6vDHouwwx4zzC2YE8AtjW38XO9kZTvrXPV871nd3hhc6nn35KYmIivXv3xuc7uBdn87aztKfeEVl3pLP9dyP8OJ3BTZDVCzI51ypbJDI7Uc5jJ1sk7dYdn0DyzCvh/Itp+qgYy7tvkLRtE8y7HvegYTinXIp34JEBZ8ebDFw8MIkL+1tZvq2RR36qY12li3u+r+WfP9dx2aAkrropuLmAMec8QtkdPQLY+u/g/n8XA8mWEZnPtcq5vrM7fHStV69eNDQ0YDKZmDlzJkuXLmXNmjUd/i9WqampiXYJISGybtFOlPPYyRaJzE6U89jJFkmndSdYcZ07E/tDr9N0/qX4rMnEbViH9R+zSXhwDsYtvwWVbTIaOK9vIp9MaF6p7dSe8dS5fPzz53rO+SqOEx94h3MvvCyguYAx6zzMbFELDSjf2ucr5/rO7nQfna+//polS5ZQXFxMdXU1xx9/PNOnT2fSpEmkp6eHVayiGbVOuvYo59qifGuPcq4tuvJtr8OycgnmlUUYGh0AuIedhPP8S/DmhFbj2nInD/1Yx3vbGwEwG2H6oVauH5rCoWnRWcBVV86DJD8/n6KiogO+npeXF9QdHC2R2besKOfh0+liBCeeeCIPPvggGzdu5LXXXqNXr14UFBQwcOBAZsyYwdKlS2loaNCiVs0pKyvD7XbjdDrZsWMH0HwlWV9fDzR/8uLxeGhqaqKionlTN5vNht1uB5onbXq9XhobG1t2cq2ursbhaP7Ds2vXrpbXqq6uBpp3fG1sbMTr9bZ84mO327HZbABUVFTQ1NSEx+Np+eSnvr6+5Qq3vLwcp9OJ2+2mrKyMmpoaamtrW9Ydbz2m8vLysMbkr7+tMTkcjrDH5P/v/ccEhD0mfw3BHKdAx1RTUxP0cQp0THv37o1o77Ue065duyLae5E4ToGMyZ8Vyd7zj2nHjh1Cx7Rt27aI9l7rMflfX8Rxqq6ujmjvtR7Ttm3bgj5OgY6psrIyor0n4rzX1pi2b98e3HFKSmHbSeOoe+AVGs6ejtcST9y6L7HekU/cP2/DuGNry5gqKioCGtNxWRaeOBo+PjuN8/sm4PHCK5sdDH+rjIs/3MNv1a42x7R3796onyNCOU7+/xZx3tuzZw/XX3/9AQsN9OnTh4KCgrDGVFNTE/H3Ef4x+RFxnHbt2iX090nkudx/h07EOQIQ9jd3+/btwn6fbDabsPcRVVVVB4ypIzq9o9MWDoeDd999l4ULF7JmzRrmzp3L3Llzg42Rivr6epKTk4Vkt75iLy0tpbCwkN27d9OzZ89OJx52hsi6RWaLzhf5KYmszvXkO5jfA1mdiM5XPa5ttp59G2qrMb/7OuaPijG4nPgMBtwnjsE5aRZ1yekhZW+pcfPIz3W88R8Hbh8YgIl9E5hzVCpHdDFHrPaO0LPzQLL957lAFxoIJlsEsvoWna+c6zs76AudpqYm3nvvPRYvXsyqVauIi4vj4YcfZsaMGUEXq2jG38htrcKSm5urNmITgLodrC3B+Fa/B5FB9bi2yODbUF2BedkrmD9djsHjxmc04j7lbJznXYyva2h7lm2vd/Poz/W8tMmO879zhM/tk8Cco1IY1tUSweoPRAbnsYTyrT3KefgEtI+Oz+fj448/5qqrrmLAgAHk5+fjcrl4/PHH2bx580FxkaPFTsTBbsQWCCLrFu1E1t2fZXWuF9/B/h7I7EQvzoNFVucHu29fRlecF/8VxwOv4Bp1DgDmz1dgvekiLC/9E0N1RScJB9I7OY4HR6SzbmoPrhicRIIJ3t3WyOhl5Uz/sIIPNrQ96V7vyNqHB3uPRyNfOdd3doczCNeuXUtRURHFxcVUVFQwfPhw7rjjDiZPniztuuGhkpWVJfw1RKzCIrJu0U60cC4CWZ3rxXewvwcyO9GL82CR1bny3Yyvaw+aLrsJ57kzMb/1b8zffIzlo2LMn6/ANWYSzvEzISW4xYayk0zcf2I6fzsyhcfX1/P8RjsrdzSxcgeM3V7BzcNSOSZL7B2eSCJrH6oe1z5fOdd3docXOmeeeSaJiYmceeaZTJkyhT59+gDNE5j8kyP3Z9iwYUEVIAtutxuTyST0NYLdiC0QRNYt2okWzkUgq3O9+A7290BmJ3pxHiyyOle+98XXoxd1l95E4oSLsLz1b+LWfo7l/cWYP12G66xpOM/OA2twz9l3t5ooPD6NvwxN5on19SzYUM8HO5r4YEc5Z/VO4JZh4h9piwSy9qHqce3zlXN9Z3e6JmRDQwPvvPMOy5Yt6/D7fD4fBoOBqqqqgF9cJurq6oiPjxf6GgUFwW3EFggi6xbtRAvnIpDVeSjZkV48A4L/PdCbEz3li0JW58p3O9m9cmm87m6MWzdiWbqQuJ/XYHn7Rcyr3sR57gW4zpgM8YlB5WYlmrhreBozs528usvCvzbYWbm9kZXbGzm7dwI36/yCR9Y+VD2ufb5yru/sDhcjeOmll4Iu4OKLLw76Zw522lp1bf9VWES8oTyYURP8wqetRQOSkpIYPHhwy4WJv0dDXXUtkqsRHWyoHteWWPJt3PQT8UsWYtr4IwDetAxcE/6Ea/R4MId2cVLe4OGx9fX86zc7DZ7mtx3n9Eng1qP3XaUtGGLJuQwo39qjnIdPSMtLH4zYbDZhG6R21sjhrEIlsm6R2aLzRZ48ZHUebHZ7G975ad2jyrf2+cq5ttkx59vnw7R+LZalCzFt3QCAN7M7zkl/xn3yWDAFtkno/vl7Gzw89nM9Czf874Jnct9Ebj46hcPSg7vgiTnnOs+W1bfofOVc39kBrbrWGT6fj08//ZSrr746EnG6xGwO7ROnSBDOamwi6xbtJJrOw0FW58Fmt7dogJ9wVwwMFD050Vu+KGR1rnwHkW0w4Bk6nIY7n6Zh9j14euVirCwjYeEDWG+9hLhvPgavN+j8bonNc3jWTe3OFYOTsBjhrT8aGFG8lys+r2JrrTsSwwobWftQ9bj2+cq5vrPDutD58ccfKSgoYMiQIUyePLnDT3dlJykpKWqvHc5qbCLrFu0kms7DQVbnwWa3t2hAa7RYdlNPTvSWLwpZnSvfIWQbDHiOHUnDPf+i8coCvN2yMe7ZTsJTd5N4Zz6mdV+Br/0HQ9rL725tXqXt+yndueQwK0Zg0ZYGjnuzjNlfVLO9ProXPLL2oepx7fOVc31nB32hs23bNh5++GFGjBjBaaedxosvvsjw4cN5+umn2bRpU7Bx0tDZp9ciCWc1NpF1i3YSTefhIKvzYLMLCgrIzc3t8HvCWTEwUPTkpDNKS0vJz89n/Pjx5Ofn8+2330Y0Xytkcq5Vtkh04cRowj3iDBz3vUTjrBvwZnTFtG0LiY/cQmLhtZh++yGk/F7JcTxyUgZrp3RnZn8rPuClTQ6OXVrGLd/YKG/wBDmiyKAL5zrLFonM7yeUc31nBzRHx2azUVxczKJFi1izZg0Wi4Xjjz+e1atX88ILLzBx4sSQC5YFr9eL0RiRJ/0OQOQcHZF1i8wWnS/yuVdZnYeS7V80YOvWrfz222/Y7faWf9Nqjo7enLRHOL/HoaCca5t90Pl2NmH++B0sy1/BUFcDgPuI4TinXoY3d1DI+ZtrXMz7oY6lWxsASI4zcNWQZK49Ipk0y745B53zKGfL6lt0vnKu7+wOv/Ptt9/mwgsv5LDDDmPOnDkkJyfz5JNPsmnTJh555BF8HdyujjWcTmfUXjsnJ4fi4mLy8vIYOXIkeXl5Ab85Elm3aCeRyN//E/TS0tIIVNYxsjoPJTsnJ4cFCxawatUqvvzyy5B6NFz05qQ9wplrpzdkca5ltkh06cQSj+vsPOzzX6fp/EvxJSYRt/5brH+/koTH78Cw84+Q8gekmVk4ugurz+vGWb3iqXf7mP9jHcOW7OGxn+twuDufFxQJdOk8ytkikeH9RDSyRSKrk2CzO1w2ZdasWeTk5DBv3jzOO+88unTp0vJvFRUVoVUoKXa7nYSEhKi9vv8NZbCIrFu0k3Dz2/oEfe3atRQXF0eivHaR1Xm42aH2aLjo2Ulrwplrpzdkca5ltkh07STRiuu8i3GNOQ/Lu29g/nApcWs/x/RdCe6Tz6Tm1PNIGHh40LFDu5hZdGZXvi5r4u7vavmyzMkda2t56pd65g5L5aKB1tBrDgBdO49Stkj0/n4iWtkikdVJsNkd3tHJzs6mtLSU559/npdffpnt27eHXaCsZGZmRruEkBBZt2gn4eZH6xN0WZ2rHhebHc5cO70hi3Mts0UihZPkNJzTr8Ax/zWcYyaB0YC5ZCXZ82ZjeflRDLbKkGJP7B7Pu+O6snRsJkdlmtnT4OX6r2yc+FYZqypMwp4skcK5xtki0fv7iWhli0RWJ8Fmd3ihs379et5++22OOuooHnroIY466ijGjh3Lc889R1lZWViFykZ1dXW0SwgJkXWLdhJufrQ+QZfVuepxsdltLd7Qp08fCgoKIvYaWiGLcy2zRSKTE19GV5wX/xXHvJdxnTQWvB4sq97COudCLEULwF4XdKbBYGDMIQl8MiGLf4/OoF+KiS21Hm7ZEM+Y5eV8tqspomMAuZxrlS0Svb+fiFa2SGR1Emx2hxc6BoOBUaNG8cQTT7B582YWLlxIZmYmBQUFnHPOORgMBr788kt27doVVtEyEB8fH+0SQkJk3aKdhJsfrU/Qw6m7szlFMh9PUcjipK25dosXL9ZkHlOkkcW5ltkikdGJr1s2TVfcSlXBU7iPOQWDsxHL8ldJuvECzMtehaaGoDONBgOTc618c353Hh6RTqbZx/cVLs5bWcGUDyr4sbLtZ/dDmaspo3PR2SLR+/uJaGWLRFYnwWYHtOra/lRXV7N06VKKiopYs2YNBoOBoUOHMm7cOG6++eZg4w56RK6qcTDT0SpXTqdTd861XpVLS1SPa49yri3Kd8cYt/yKZcm/iPv1ewC8aRm4JvwJ1+jxYLaElPnThs180NSDx36uo9bV/FZmWr9ECo5NpU9y8xTkWD6vao3qce1RzsMnpLXfMjIyuPzyy1m5ciU//PADc+fOxW6388ADD0S6Pt0g610rkXWLdhJufjir1YVDqHUHMqdI5uMpCpmdKOexky0SmZ34872HHk7j3IdpuOkhPP0GY6ypJv6Vx7DefDFxJe+DN/j9chJNcONRKfwwtTvXDEnGYoTFvzdw3NIybv+2BluTN+S5mrI6Vz2ufb5yru/sDi90fv/9904D+vbty9y5c1m7di2rVq0K6sX1TllZGW63G6fTidlsBqCmpob6+nqgea6Hx+OhqampZRU6m83WspfI7t278Xq9NDY2UlnZPBGzuroah8MB7Huw/M8cVlZW0tjYiNfrbZljYrfbsdlsQPNqd01NTXg8npa5JvX19dTUNO9jUF5ejtPpxO12U1ZWRnZ2NrW1tdTW1h4wpvLy8rDG5L992NaYHA5H2GPy7367/5iAgMeUk5PDPffcQ3FxMU888cQ+O+oGe5wCHVN2dnbQxwlgx44dtMW2bdtaxpSamhr0cQp0TPHx8RHtvWCOUzhjSk9PD+k4BTIms9ksdEwGgyGivdd6TP7XF3GcunfvHtHeaz0mg8EQ9HEKdExdu3aNaO+JOO+1NSaTyRTScQpkTF26dBE6ptTU1H3G1DBgKHW3Psaei2/Ak90XY8UeEhbMI/G2y6j/aBlulyvoMSV4GvnH8WmsOMXA1NwEnF54fH09w5bs4RvrYDA1//1ujX9xpfbGZLVaI9p7rceUlJQkrPeys7Mj/j7CPyY/Is7liYmJQn+fRJ7Ls7OzhZ0jAGF/c41Go7DzXo8ePYS9j+jWrdsBY+qIDh9dy8jI4LjjjmPatGmcf/750q4sEQkcDkfLiS/SiLw1KbJukdmi8/XoPD8/n6KiogO+npeX17Jss6zHU4++o50tOl851zZb+Q4h3+sh1vSPjgAAIABJREFU7stVWN76N8aK5jc9nn6DcU69HM+QYzvNbs/5ugont39bw+o9/52zU7kDVjwGP6yA/67S1vq8GnTdYSJrtqw9LjpfOdd3dod3dPyT9m666SYGDRrE9OnTWbp0KQ0NwU8ilB3/J6SyIbJu0U4ONuezZs0iLm7fra3i4uKYNWtW2NmBcLD5jnZ2Z/nR2Ow2UGR1rnpc2+yO8ktLS8m/4krOnvc4f65JYve5F+FNy8D0+28kPnADCff/DeOW30J6zWFdLbxzdlcWn5HJoUk+yOwFf3oA/vI69DuG3NzcTlc7lNW56nHt85VzfWd3uhiB1+vl448/ZvHixbz33nvU19eTnJzMueeey/Tp0xk9enTLowaK0FCTzbRHj84DuaMjK3r0HS6lpaUUFhaye/duevbsSUFBQcTmf0ViAnUsOtczynfgtNffby9exKEbvsWy4jUMjubHZ9zHnIJzymV4e+UekBOIc4/Xx2PfbOf+nxw0WlIAOD3Ly/yRPTk0rcM90xX7oXpce5Tz8Ol0MQKj0cgZZ5zBc889x6ZNm1iwYAEnnXQSS5cuZcqUKQwePJhbb72VdevWaVFv1PA/nygbIusW7eRgcx7Ivj8yH09RRMOJ/41aUVERJSUlFBUVMWnSpKDvurSXH63NbgNF1j5UPa5tdnv57fX3PQ/MxzXhQuwPvoHz3Jn4LPHEfV9CYsFlxD93H4byts+RHWEyGrh+RB+2XDqQucNSsMYZ+LjcyInFZdzyjY3qJm/AdUcKWbNFIvP7CeVc39lBrbqWmJjI1KlTWbRoERs3buSBBx6gb9++PP3005x++umccMIJQb24TLSexC4TIusWmV1aWsqcOXN0+dhOZ4TqJZB9f2Q9niKJhpNIXYi0lx+tzW4DRdY+VD2ubXZ7+Z32d1IKzmn/h2P+azjHTAKjAfMXK7HO/ROWlx/FUFMVfB1mI7ccncra87tz4QArbi88/audo5fs4clf6nF69n24RVbnqse1z1fO9Z0d0vLSAF26dOHyyy/nvvvuY9y4cfh8PjZv3hxqnO6xWEJb5z/aiKxbVLb/0/I333wzrE/Lo0WoXgoKCsjN3ffxjP2fJZfxeIomGk4idSHSXn60NrsNFFn7UPW4ttnt5Qfa3770TJwX/xXHvJdxnXQmeD1YVr2F9caZWJb8C1OjI+h6spNMPHlKBp9NzGJUz3hsTh+3ralhRHEZ721rwPffxQpkda56XPt85Vzf2SFd6Pz+++/MmzeP4cOHM2bMGFauXMnIkSN57LHHQomTAv8yd7Ihsm5R2Xp/bKczQvUSyL4/Mh5P0UTDSaQuRNrLD+SiN5rI2oeqx7XNbi8/2P72dcum6YrbaLhnIe6jT8bgbMSy7BUOf+IWzO++Bk2NQdd1ZKaFt8/K5I0zujAgLY4ttR4u+KiKyR9U8kuVS1rnqse1z1fO9Z3d6WIErYOXLl3KkiVLWLduHT6fj8MPP5zp06czdepUsrOzQypYoSab7c/48eMpKSk54OsjR45k2bJlEXkN5VxbYs23Frut+xc72LNnDz169Ah6sYNYc653lO/gCKe/jf/5BUvRAuI2NM8N9qZ1wXnexbhPPRfiDtwzpzNcXh//+s3OvHW11Dh9GA0wa2AStx6TQtcEU9B5sYrqce1RzsOnwyVHamtreeedd1iyZAklJSV4PB4OOeQQrrvuOqZNm8aQIUO0qjPq2O12KZ/DFFm3qGy9P7bTGTI6F50tkmg48d99C+dCpKN8/2vodbU9WftQ9bi22R3lh9Pf3v5DaLz5EfZ88A65X76L6Y9NJLz0T7zvLcY5eRbuEWPAGPgFitlo4KohyUw/NJH71tXx/AY7z2+0s2SrgzlHpXDF4GQspsitLivz8RRFtPpQ79kikdVJsNkdXugMHDgQp9NJcnIyM2bMYNq0aYwcOfKgXE7a5XJFu4SQEFm3qOyCggLWrl17wKflenlspzNkdC46uyPCXaY5Wk4icSGiziuxky0SmZ0IyzcYqOt3OA1jJ2Ja+znxSxdi3L2NhOfuxbPidZxTLsNz9MkQxPuVLgkm5p+YzmWDkrjpi0o+3+vh9m9reXGjg/tOSOPMXgkRKV3m4xkIoZzTpe1DwdkikdVJsNkdPrp2wQUXMH36dMaNG0d8fHzYxSnaRt2aPJBwH9vpDOVcW9rzrcUjYAcrqse1RfnWnn2ce9zEffEhluIXMFY2P8PvOfRwnHn5eAYfHVL+B9sbuXVNDf+pdQNwVq947j0+/aDdfyeQHlfn9Miizivh0+FiBK+//jqTJk1SFzlARUVFtEsICZF1i8zOycnhvvvuY9myZSxYsECqE6SszqPR45FYeEJmJ+q8EjvZIpHZiWbOTXG4R43Dcf/LNF14Hd7UDExbfiVx3vUkPHADxt83BBVXUVHB2N4JfDmpG/cMTyXFbGDljiZOLC7jjm9rqHW2vf9OoNmiiHaPh3pOl7kPo+08VGR1Emx2yMtLH2ykpKREu4SQEFm3aCfKeexkt0cklmmW2Ynq8djJFonMTjR3brbgGjsFx/xXaZpyGT5rEnG/fIf1ritJeOx2DDv/CCjGX7fFZOC6I1L4bkp3LhpgxeWFx9bXM/zNMl7dbMfrC2g9pzazRRDtHg/1nC5zH0bbeajI6iTYbHWhEyBxcXLeqhZZt2gnynnsZLdHJBaekNmJ6vHYyRaJzE6i5jzBimvin7DPfx3nuRfgs8QT991qrLddQvxz92Eob/sNuZ/96+6WaOKJUzL4eHwWw7PMlDV4uabExlnvlrOuwhlUaTIfz84I9Zwucx9G23moyOok2Gx1oRMg5eXl0S4hJETWLdqJch472e0Rif1iZHaiejx2skUis5OoO09OxTntChzzX8M5ZhIYjZi/WIl17p+wvPRPDLbKNn+svbqPybKw8twsnhmZQfdEI9+WuzhtWTnXf1lNVaMnoJJkPp6dEeo5XeY+jLbzUJHVSbDZUb3Q+eKLL5gxYwaDBw8mPT2dV199dZ9/v+qqq0hPT9/nf2ecccY+39PU1MScOXPo168f2dnZzJgxg507d+7zPdu3b2f69OlkZ2fTr18/brrpJpzO4D6BkWVp4/0RWbdoJ8p57GRD8yTV/Px8xo8fT35+PqWlpQFtktoZMjtRPR472SKR2YlenPvSM3Fe/Fcc817GdfJZ4PVg+agY65yZWBY/C/W1+3x/R3UbDQZm9Lfy7fnduXZIMiYD/Hujg2PfLOP5DXY83o4fZ5P5eHZGqOd0mfsw2s5DRVYnwWZH9X6b3W7n8MMP54ILLuDKK69s83tGjx7Ns88+2/L/LRbLPv9+yy23sGLFChYuXEhGRga33XYb06dP57PPPsNkMuHxeJg+fToZGRmsWLGC6upqrrrqKnw+H/Pnzw+41vr6epKTk0MbaBQRWbdoJ8p5+NnBLPMpsu6dO3dy/fXX7zNJde3atS1/AMNZpllPvvWWLwpZnSvf2mZrkR8svm7ZNP3fLbjOmYHlrX8Tt/ZzLO++jvnjd3COm45r7FRItAZUd6rFSOHxaVw00Mrcr2v4bHcTf/vKxgsb7cw/MY0Ture9kJPMxzMQQjmny9yHenAeCrI6CTY7qhc6Y8eOZezYsQBcffXVbX5PfHw83bt3b/PfampqePnll3nyySc57bTTAHj22WcZOnQon376KWPGjOHjjz/mt99+4+eff6ZXr14A3HXXXcyePZvbb7+d1NTUgGr1eAK7Ja03RNYt2olyHl52W8t8tr64CCc7WJ555pl2V+IJdy8avfjWY74oZHWufGubrUV+qHh75dJ43d0Yf9+AZelC4tZ/S/ybz2P5cCnO8RfhOW40BPhmalC6meKzMnmntJHb1tTwU5WLs1ZUcOEAK3cdl0rXhH03L5X5eIpC5j5UzvWdrfs5Ol999RX9+/fn2GOPZfbs2fs8m7du3TpcLhenn356y9d69erFYYcdxjfffAPAmjVrOOyww1oucgDGjBlDU1MT69atC7iOtLS0CIxGe0TWLdqJch5edrDLfIqsu71naoNZXa099OJbj/mikNW58q1tthb54eLtN4jGOfNpuPkRPP2PwFBXQ/zrT9LzH1cT9+lycLsDyjEYDJzXN5FvJnfjxiNTsBjh1c0Ojlt64ONsMh9PUcjch8q5vrN1vVTEGWecwYQJE8jJyWHbtm0UFhYyceJEPv30U+Lj49m7dy8mk4nMzMx9fi4rK4u9e/cCsHfvXrKysvb598zMTEwmU8v3tMXmzZsjP6AO0Pr1FGKc79y5k2eeeYby8nKysrK48sorOeSQQyL+OoHw+++/t/t1rftt/99BP0lJSar3BaLcaovyrT0Rcx6XDNNnk/qfn+n56VtYy3aQ8O8HaSp+kd2jJlI95HgwBvbZ8PRUOPFoA/O3WPjGZuJvX9lY8HMlcw91MSQl9P139IDqce1Rzjuno01VdX2hM2XKlJb/HjJkCMOGDWPo0KGsXLmSiRMnCn3t/aU5nc4D5gdFCpE734qsW2S26HwRzktLSw+Yh7Jx48aI7ggdjJN+/frx3Xfftfn1tsYu0veVV17Jxo0bD9gt+/777w/bjerxtomV80ow88yCzY4kseJbpnwhzgcOxHv2ZOq/+gjrOy8Rv2c7fd9eSO+1H+E8/zI8x54CBkOnMQOAMUN9vFPayC3f2PitHi750cSsw6zcPDSR7ikJka37v0jn+7/I3IfKub6zdf/oWmt69uxJdnZ2yyfV3bp1w+PxUFm57/KQ5eXldOvWreV79n9sprKyEo/H0/I9gWAM8JMcvSGybtFOZHMe6o7QwRCMk2CX+RTp+5BDDgl7dbX2UD2uPVo5988zKyoqoqSkhKKiIiZNmkRpaWnY2TKhelxjjEbcJ5yG495/03jZTXgzu2Pa+QeJj99O4l1XYvp5DQSwUaj/cbY153fnL0f8b3W2k5ZV8dpmO74QNhvtvHQJfSN3Hyrn+s6W6uhUVlaye/fulsUJhg0bhtls5pNPPmn5np07d7Jx40ZOOOEEAI4//ng2bty4z5LTn3zyCfHx8QwbNiyo15YRkXWLdiKb81B3hA6GYJwEu8ynaN/+lXiWLVvGggULInaXS/W49mjlPNIfHijf2mZrkS+KyspKMMXhHnUOjvtfpumi2XjTMjBt3UjigzeReO9fMG78KaCsZLORu4anUTKpG6f0sFDZ5OPqEhvj369gg80V+bolROY+VM71nR3VR9fq6+tb7s54vV527NjBTz/9REZGBhkZGcybN4+JEyfSvXt3tm3bxt13301WVhbjx48Hmick/elPf+LOO+8kKyurZXnpIUOGMHr0aABOP/10Bg8ezJVXXklhYSHV1dXccccdXHzxxQGvuAa0u/Kb3hFZt2gnsjkPdUfoYAjWSTDLfMrm209ndYfz6JPq8bbR6rwS6Q8PlG9ts7XIF8U+dZstuM48H9eocZhXvYXl3dcxbfoJ672zcQ8djvP8y/D2G9Rp5qB0M8vO7sqiLQ0UfFvDF3ucnFK8l9lDk7nxqBSsceF/9hwTviXLV871nR3VOzo//PADo0aNYtSoUTQ0NHDfffcxatQo7r33XkwmE7/++iszZ87kuOOO46qrrqJ///588MEHpKSktGTcd999nHvuuVxyySWcffbZJCUl8cYbb2AyNS/naDKZWLRoEVarlbPPPptLLrmECRMmBP2JYG1tbeffpENE1i3aiWzOQ90ROhhkPp6i6KjucB99Uj3eNqLqLi0tZdasWS2byrY+17cm1A8PlG9ts7XIF0Wbdccn4jp3JvYHX8d53p/xJViJ+/lbrHddScKjt2Hc3vYCMK0xGAyc083Nt+d3Z9ZAK24fPPxTPSe+tZcPtjeKqVsCZO5D5Vzf2VG9ozNy5EhsNlu7//7mm292mhEfH8/8+fM73Pyzd+/eLFq0KKQaFYpA8T8qduedd1JZWUmPHj3CmjitCJ+OHn0Kd/8eRWRpa9+nXr160atXL3bs2NHytUh/eKBQBI01Gef5l+A8czKWFYswr3qTuO+/wPTDl7iPPw3n5Fn4evbpMCIj3sg/T85g5gAr139p45dqN9NWVTIxJ4F5J6STnWTq8OcVCkVgGGw2W+RnwymCQuSqGoq2Uc61JVq+x48fT0lJyQFfHzlyJMuWLdO8Hi2Rrcfz8/MpKio64OvnnHMOSUlJ7NmzR9cfHsjmOxbQi3ODrRLz8lcxf7IMg9uFz2DEffJYnJP+jC+r7UeaW+P2+njm13ru+6EOu9tHitnAHcemculhSZiMna/wphV68X0woZyHj1SLEUSTsrKyaJcQEiLrFu1EOY+dbJF0VHe486ZUj7eNiLrbm49TV1cXsUUslG9ts7XIF0UwdfvSM3FeNBvHA6/gOnU8GMBc8j7WuRcR/8JDGKr23bNv/+w4o4Frj0jhm8ndGNc7gTqXjzlf13DWinLWVwW3WMHB4Ftv+cq5vrPVhU6A7L8pqSyIrFu0E+U8drJF0lHd4c6bUj3eNiLq1mIxj1j1XVpaSn5+fsvcpmCW31Y93jah1O3L7E7TpTfimPcSrpPGgteH+ZNlWG+6EMsrj2OwVXaY3Ss5jtfGdOHl07vQ02pkbbmL0e/s5e9ra3C4A9to9GDyrZd85Vzf2epCJ0C8Xjl3MxZZt2gnMjhv6w2GrM5l8N0WHdUd7BLbwWRHglh0HipaLOYRi77DXXBD9XjbhFO3r3svmq64Fce9/8Z1/GkYXC4sHy7FOmcmljeexldT1e7PGgwGJuQk8s3k7uQPTsLjg3/+XM+It/by0c7OFys4GH1HO18513e2utAJkJqammiXEBIi6xbtRO/O23uDsX79emGvKfPxFEVndYezf8/B3uPtIaJu/0XphAkTIr6prJ9Y9B3uXkOqx9smEnX7snNouuZOHPcsxH3MKRicTVjeW0TaLRdjWfIvqG9/9ahUi5H5J6azanwWR3QxU1rvYcoHlfzf51VUNnqE1h0NZO5D5Vzf2WoxAh2gJptpTySctzd5Oi8vT63otR+qx7VHOdcWteCG9sjW48atG7C8+W/ifvoGAF9iEq6zpuIcOxWS2l5KHcDl9fHUL/Xc90MtjR7oEm/kvhPSmNYvEYNBu8UKZPMdCyjn4aPu6ASIumLXNluL/HBpb/J066VwI43Mx1MUMjtRzmMnWyQd1R3u3CbV420jom5v7iAab7ifvdc/gPuI4Rga7FiKXyTpxgswv/0SNNjb/Dmz0cBfhqbw5aTujOoZT1WTlys+r2bqh5X8UecWXrcWyNyHyrm+s9WFToD4NyCVDZF1i3aid+ftvcEQuSOwzMdTFDI7Uc5jJ1skHdUd7twm1eNtI7Jub//DaZwzH8etj+EefDQGRz3xbz5P0g0XYF7+KjQ62vy5fqlxvH1WJk+ckk66xcBHO5s4qXgvT6yvw+31Ca9bJDL3oXKu72zTzTff/HcxpcQWFotFWHZVVZWwFSpE1i0yW3R+JJwfddRRrFy5cp9Nb3Nzc3n22WdJT08Pt8Q2kfV4qh7XPl851zY7Wr7T09MZN24clZWVZGZmcsIJJ/DUU08FPLdJ9XjbaNGHvq7d2dJ7MM+u/paMJjs9PI3E/fo95s+Wgw+8Of0hzrzPzxoMBo7MtDBzgJWddg8/Vbn4eFcTq3Y2MrybhUPSEoXVLatv0fmqx/Wdre7oBMiePXuiXUJIiKxbtBO9O29vRa/4+Hhhrynz8RSFzE6U89jJFklndYez4Ibq8bbRog/9C9rctfRdjlnxPWd9+R++s7sx1NUQv/hZrDdcgHnFG9DUcEBGt0QTz4/uwhtndOEQq4nvK1yc+s5eblu9C6dHvqnXMveh6nF9Z6vFCALE4/EIuxUncrKZyLpFZovOV861zVa+tc9XzrXNVr61z5fdeXsL2tw95Rzm5qRj2vIrAN7UDFznzMB1+nkQn3DA99c6vdz1XS0LNzTP8Tk8PY7HT8ng2KzIfqouq2/R+arH9Z2t7ugEiNvt7vybdIjIukU7Uc5jJ1skMjtRzmMnWyQyO1HO289ub0GbD/fW0XD7kzTccD+efoMx1lYT/8bTWG+8APN7iw64w5NqMfLQiHSWj+tKbrKRX21uzny3nII1gW80Gm1k7kPV4/rOVhc6AVJXVxftEkJCZN2inSjnsZMtEpmdKOexky0SmZ0o5+1nd7hinsGA58gTaLjjKRr+Ng9P7mH/u+Bp55G2U3rE887IOGYfkQzAE7/Uc1LxXlbvbhI2lkghcx+qHtd3tnp0TQeoddK1RznXFuVbe5RzbVG+tUd25/45Oq03fM3NzW17o1yfD9NP32ApfhHT778B4E1Jb36kbcx5EL/vIgQ/VDi5pqSaX6ubP/2+fFASfz8ulWRz6J9vy+5bRpTz8FF3dDqgrKwMt9uN0+ls2RulpqaG+vp6oHlClMfjoampiYqKCgBsNht2e/Nzsrt378br9dLY2EhlZSUA1dXVOBzNS0fu2rWr5bWqq6sBqKyspLGxEa/X23Jb2263t6zsVVFRQVNTEx6Pp2VCVn19fcu64uXl5TidTtxuN2VlZdhsNmpra6mtrT1gTOXl5WGNaefOne2OyeFwhD0m//fuPyYg7DH5awjmOAU6JpvNFvRxCnRM/u+NVO+1HtPOnTsj2nuROE6BjGnv3r0R7z3/mHbs2CF0TKWlpRHtvdZj8r++iONUVVUV0d5rPabS0tKgj1OgY6qsrIxo74k477U1pu3bt4d0nAIZU3l5udAxlZWVRf0cEcqY/P8t4ry3e/du6uvrycnJ4bnnnmPq1KmcfPLJTJw4keLiYtLS0g4cU1MTe3sNoOGOpyj/vwJcfQ/DWGcjftEzJN0wA956EdvuXdhsNiorKxmc7OXjc7tybX8DcQb41wY7J7y5h892NYY8Jj8ijtOuXbuE/j6JPJfbbDZh5whA2N/cbdu2Cft9qq6uFvY+orKy8oAxdYS6oxMgdrudpKQkIdkir9hF1i0yW3S+cq5ttvKtfb5yrm228q19/kHt3OfD9PMaLMUvYNrSfIfHl5SK/fTz4JzpYE1u+dafq1xcs7qan6pcAMwaaOXu4WmkWoL7rFtW36LzVY/rO1vd0QkQkb+AIhFZt2gnynnsZItEZifKeexki0RmJ8q5oGz/HJ7bn6Lhxgfw9D8Cg72W5GUvk3TDDMxvvQD25rkMQ7uY+WhCFgXHpGI2wgubHJxUvJePdjaGX0eEkLkPVY/rO1td6ARIe6uj6B2RdYt2opzHTrZIZHainMdOtkhkdqKch55dWlpKfn4+48ePJz8/v+Wxzn0wGPAMPZ6GgsdpmPswjtzBGBz1xBe/QNINM7As+RfU12A2GrjxqBQ+m9iNo7ua2WH3MOWDSq4rqabWGf2V2WTuQ9Xj+s5Wj64FiNfrxWgUc10o8takyLpFZovOV861zVa+tc9XzrXNVr61z49l50EtVLBfdtymn7C8/RJxv34PgC8+AdeYSbjOysOXnonb6+OJ9fXc+0MtTi/0SjLxxCnpjM4+cI+e1sjqW3S+6nF9Z6s7OgHidDqjXUJIiKxbtBPlvOPsgD7tCzFbJlSPa4+szpVvbbO1yBdFtJ0XFhbuc5EDsHXrVgoLCzvN9g4aRuPch3Hc9jjuocMxNDViWfEG1hsvwPLK45ht5fz1yH3v7kxaWckNX9mod0Xn7o7Mfah6XN/Z6kInQPyrUMiGyLpFO1HO28/2f9pXVFRESUkJRUVFTJo0KayLHeVb22wt8kUhq3PlW9tsLfJFEW3n7T2e41+pKpBs78ChNN44H8edz+A+5mQMLieWD5divXEm8f9+iMNd5Xx4bha3/3fuzsINdk4u3kvJHu333ZG5D1WP6ztbXegESGZmZrRLCAmRdYt2opy3nx3qp32BZMuG6nHtkdW58q1tthb5ooi28w43Ew0y29tvEI1/+QeOexbiOuE08Howf7oM69yLSFpwHzdmVfHJhG4M7WKmtN7D+PcqmPu1DYdbu7s7Mveh6nF9Z6sLnQDxrxEuGyLrFu1EOW8/O9RP+wLJlg3V49ojq3PlW9tsLfIjSevHgf/85z+H/ThwewTipKCggNzc3H2+lpubS0FBQcjZ3j6H0nT1nTjufQHXyWcBYP7yA6y3zuK4V+/hs6FV3DwshTgDPPubnVFvl/PtXm0ey5K5D2Xq8dbI6iTY7DhBdcQc8fHx0S4hJETWLdqJct5+dqif9gWSLRuqx7VHVufKt7bZWuRHirYm///000+dTv4PhUCc5OTkUFxcTGFhIXv27KFHjx4UFBR0Wksg2b7sHJr+7xack2dhWfEGcatXELf2c1LXfs7fhw5n+qjpXLizN7/a3Jy1opzrhyYzd1hqwOMLBZn7UJYe3x9ZnQSbrVZd0wEiV9VQtI3szkNdkSdayO5bRpRzMZSWllJYWMju3bvp2bNny5tP5Vt7Iuk8Pz+foqKiA76el5fHggULIvIaesVgq8S8sgjzx29jaGwAwNX/CF4cNJmr6g7DZzBwRBczt+bUcs6w/lGu9uBCnVfCRz26FiC7du2KdgkhIbJu0U6U8/az/Z/25eXlMXLkSPLy8sK+yFG+tc3WIl8UsjoPN1vEIiCBoGcn0c6PFCIeB24PvR1PX3omzulXYn9oEU2TZuFLSsH8n/VcvvweqjbeznU1X/FbRSMXr0vgkZ/q8Hgj//l467ojvaLo/vmRRpYe3x9ZnQSbre7o6AB1xa49yrm2KN/ao5xHno4+9b/pppuUb41Rd3QE0eDA/NlyzO8txmirAKAipRt/73EOL/Q4lSN7JPPsqAxyUyM/+0G2pxVEo87j4aPu6ASIw+GIdgkhIbJu0U6U89jJFonMTpRzubK1/NS/NXp2Eu38SBHq5P9Q0P3xTLTiOnsajgdfo/HSOXh79KZr3V6e2PwCW7/5C6evLWL8kt95caMdny8yn5X76xaxomjrfBHI0uP7I6uTYLPVhU6ANDVpv658JBBZt2gjn6nxAAAgAElEQVQnynnsZItEZifKuVzZIhYBCQQ9O4l2fqTY/3Hg8847T9hdBGmOp9mC+9Rzcdz3Ag3X/h1HzxyynLUUbl3M+pLZOF96gmvf2cTeBk/YL+WvW9SHCdI41xBZnQSbrVZdC5CMjIxolxASIusW7UQ5j51skcjsRDmXK7ugoIC1a9ce8FhNQUGB0J3A9ewk2vmRJCcnR5PH1KQ7nkYTnuGj2ZyWzSBnLeYVr5Pyy3dcv+M9XDs/4K2vTyJ18kxOOX5wyC/hr1vUhwnSOdeAcOpub1GWSGR3RrDZ6o5OgFRWVka7hJAQWbdoJ8p57GSLRGYnyrlc2SIWAQkEPTuJdr4oZHUu1LfBgOeI42i86SEcdz1H7bGnYcTHtF2rOfvJq/hPwQ00rf8BQniczV+3qEcIpXUukFDrDmRRFj35Vnd0AiQpKSnaJYSEyLpFO1HOYydbJDI7Uc7ly9bqU//W6N1JNPNFIatzrXx7+w7EOPtOHGU72fz6awz68UOGbf8O5n9HTe+BxE+Ygfu4UWAK7G2mv+5Q9w8KNF8EB1uPdzSPyn9u1JNvdaETIBaLJdolhITIukU7Uc5jJ1skMjtRzmMnWyQyO1HOYye7LQzdD2HgX+ewaccs1ry8iPP/8z5dt2+Cp+7Gm9kd19l5uEaeA4nWDnNa1y3iw4RYch4pQq07kHlUevKtHl0LkLKysmiXEBIi6xbtRDmPnWyRyOxEOY+dbJHI7EQ5j53sjujfK4upN13DQ5c/zzUDLmFTYg+MlWXEv/oESX+bhmXxsxiqK9r9eZn78GDr8UDmUenJt7rQ6YCysjLcbjdOp5O4uOabXzU1NdTX1wPNV68ej4empiYqKpp/gW02G3a7HWi+6vV6vTQ2NrY8U1hdXd2yNF7rTY+qq6uB5mcPGxsb8Xq9LVfNdrsdm80GQEVFBU1NTXg8npar5/r6empqagAoLy/H6XTidrspKyujZ8+e1NbWUltbe8CYysvLwxqT/6q6rTE5HI6wx2S1WtscExD2mPw1BHOcWo9p3bp1XHrppYwfP56LLrqI0tLSljH17Nkz6OMU6JhSUlIi2nutx2SxWCLae5E4ToGMKS0tLeK95x9TXFyc0DEBQR+nQMfkf30Rx6lbt24R7b3WY/IjovcyMzMj2nsiznttjcloNIZ0nAIZU0ZGhtAxpaSkRP0cEcqYEhMTI9p7rcdktVqFjalnz54Rfx/hH5Of9o6Ts8HObSO6cdLksZw5+iEmH3E9X6YdhsFRj+Xd17HeMIP4Z/9B1dovDxhTQkKC0N8nkefynj17CjtHAML+5hoMhpB674YbbjhgHlWfPn0oKChoGVP37t2FvY/Iyso6YEwdoTYMDRC73S7smUORG0KJrFtktuj8cJx3tqGZrM716rszZHUiOl851zZb+dY+XznXNjsY37YmL3/7ysabWxs4vvY/PFj5PiO2fYPB1/xhhmfQUTjPysMzbAQYTVL3oV6cB0s4dftXXWtvHpWefKs5OgHicrmiXUJIiKxbtBO9Ou9sIp6szvXquzNkdqKcx062SGR2opzHTnYwpMcbWXhqBmN7JTDn6wGMSu3P8NwLeNX1KbnfvY9pw48kbvgRb7dsXGOn4j5yBAi80DkYnAdLOHV3No9KT77Vo2sBkp6eHu0SQkJk3aKd6NV5ZxPxZHWuV9+dIbMT5Tx2skUisxPlPHayg8VgMDCjv5XV53XjxG4WviWTw8xTKPjzQuwzrsHbtQfGvbuIf+Uxsv9+OZbXn8JQ3vbf13A5WJwHg6xOgs1WFzoB0npuh0yIrFu0E70672winqzO9eq7M2R2opzHTrZIZHainMdOdqj0TYlj+biu3DwsBYMB7t/oZbT7VH6+7UUarr0Lz4AjMDjsWN5fjHXOTBIevQ3Tb6Htx9MeB5vzQJDVSbDZ6kInQPyTwGVDZN2inejVeWcbmsnqXK++O0NmJ8p57GSLRGYnynnsZIdDnNHAzUensmJcV3onm/ihwsWodyt5Mf04HLc9ju3Wx3GdNBaMJuK+/4LEedeTWHAZcZ8uB2dT2K9/MDrvDFmdBJutLnQCxL/qmmyIrFu0E70672x3dFmd69V3Z8jsRDmPnWyRyOxEOY+d7EhwYvd4Vk/sxpTcROxuH9eW2Lj002pqeg+i6YpbcTy8iKZJs/CmZWDa8TsJ/36QpL/mYVn0TFiPtR3MzttDVifBZqsLnQDxL2MnGyLrFu1Ez879E/GWLVvGggUL9lltRFbnevbdETI7Uc5jJ1skMjtRzmMnO1Kkxxv516kZPD0yg+Q4A2/90cDIt/fydVkTvvRMXJNn4XhoEY3/dyue3MMw2GuxrHij+bG2R27F9PO30Gop+kA42J23haxOgs1Wy0vrAJHLByraRjnXFuVbe5RzbVG+tUc51xYRvn+vdXP5Z1V8X+HCZICbh6XwtyNTMBkNLd9j3PIb5lVvEbfmEwzu5hW3vD164xozCdcpZ4E1OaI16QnV4+Gj7ugEiH+DJdkQWbdoJ8p57GSLRGYnynnsZItEZifKeexki6Bfahzvn5PFVYdZ8PjgHz/Ucd7KCnbZPS3f4z10cPNjbY8spmnq5Xi7ZGHcs534Vx8n6S9TiX9+PsY/NnX4Osr5gcjqJNhsdaETIB6Pp/Nv0iEi6xbtRDmPnWyRyOxEOY+dbJHI7EQ5j51sUVhMBm4eYuHNsZlkJRgp2ePklLf38v72hn2+z5eagWvCRTgefJ2G6+7BffgxGJyNmD97F+ud/0fiXVcRt/q9NhcvUM4PRFYnwWarR9d0gLo1qT3KubYo39qjnGuL8q09yrm2aOF7b4OHKz+v5uNdzRcrVwxO4u7hacSbDG1+v2H3Nswfv4O55H0MjuZP+n1JKbhOORvXaRPw9ewjtF7RqB4PH3VHJ0DUZDNts7XIF4WszpVvbbO1yBeFrM6Vb22ztcgXhSzOS0tLyc/PZ/z48eTn5/P9999HLFtL/E66JZpYMjaTu49LJc4Az/5m54zl5Wypcbf5c76efXBeeC32fy6h8bK5eHIHYbDXYVlZRNLNF5N471+I+/JDKnbtFF67bMjS4+Fmy7kmXhRIS0uLdgkhIbJu0U6U89jJFonMTpTz2MkWicxOlHNx2aWlpUyaNImtW7e2fO3bb7/l7bff3mclUBlo7cRoMDB7aAon94jn0k+r+LnKxanv7OWRk9LJO9TadkB8Au5R43CPGodx60bMn7xD3NcfYdr4I6aNP9InKQX3yWfhGj0e3yF9hdUuEzL0eCSy1R2dADEa5VQlsm7RTpTz2MkWicxOlPPYyRaJzE6Uc3HZhYWF+1zkAPzxxx8UFhZGJF9L2nJybJaFz8/rxuS+idS7feR/Xs11JdU43B0vLe3NPYymS+dgf/RNGmfdgKfvQIz2OiwfLCHp1lkkFl5L3OfvQaNDWO0yIEOPRyJbzqMTBSorK6NdQkiIrFu0E+U8drJFIrMT5Tx2skUisxPlXFz27t1tb6C5Z8+eiORrSXtO0ixGnh+dwSMj0kkwwcubHZy+rJzfql2dhyZacZ82gYa7nmP77Pua5+wkJGLavJ6EhfeT9JcpzSu2/ecX8IU+XV31uL6z1YVOgHTv3j3aJYSEyLpFO1HOYydbJDI7Uc5jJ1skMjtRzsVl9+zZs82v9+jRI+TM/ef8lJaWhpwVDB05MRgMXDIoiY/Gd2NgWhwbbG5OX1bOy5vs+AK8QMk4dgRNs27A/uhSGi+dg6f/ERgaG5pXbLvnGhJvvQTze4sw1FZHtHY9I0OPRyJbXegESG1tbbRLCAmRdYt2opzHTrZIZHainMdOtkhkdqKci8suKCggNzd3n6/l5ORQUFAQUp5/zk9RURElJSUUFRUxadIkTS52AnEypIuZTyZkMbO/lQaPj+u+sHHF59XUuzp+lG2f/AQr7lPPpeH2J7Df9yLOcdPxpmZg2vUH8W88jfWvU0l49DZMa1eDO4C7RgHWrkdk6PFIZKsLHYVCoVAoFArJyMnJobi4mLy8PEaOHEleXh6vvvpqyAsRtDXnZ+vWrbqa85NkNvLUyAyeGZlBUpyBxb83cNqycn6pCuyipDW+7BycM67C8UgRDbPvwT1sBPh8xH3/BYmP307SX6ZgeeUxjFs3hvVomyK6qFXXAiQ1NTXaJYSEyLpFO1HOYydbJDI7Uc5jJ1skMjtRzsVm5+TksGDBgohkRXPOT7BOZvS3ckxXM7M+qeJXm5sxy/fywInp/GmAFYPhwD13OsyPi8Nz7Eg8x47EYKsk7qtVxJW8j2nHViwfvonlwzfxHNIX9yln4z5xDL4uWWHVrhdk6fFws9UdnQApKyuLdgkhIbJu0U6U89jJFonMTpTz2MkWicxOlHN5skXM+QmUUOoemG5m1YQsLhpgpdEDs7+wceXqth9lCzTfl56Ja9x0Ggqfx3HXczjPnIIvJQ3Tzj+IX/QM1r9NI+H+vzWv2vbfDUpVj+s7W13odEBZWRlutxun09nytZqaGurrm5t7z549eDwempqaqKioAMBms2G324HmT0e8Xi+NjY0tq0RUV1fjcDQvabhr166W3Orq5glwlZWVNDY24vV6Wz5dsdvt2Gw2ACoqKmhqasLj8bR8ylJfX09NTQ3QvJGS0+nE7XZTVlZGZmYmtbW1Lc80th6Tf9OlUMfkX+KvrTE5HI6wx2SxWNocExD2mPw1BHOcAh1TZmZm0Mcp0DElJCREtPdaj8loNEa09yJxnAIZk9VqjXjv+ccECB2T2+2OaO+1HpP/9UUcp/T09Ij2Xusxud3uoI9ToGNKTU2NaO+JOO+1NSb/hGsRv0/JyclCx5SQkBD1c0QoYzKbzRHtvdZjslgswsaUmZkZcu/Nnj37gDk/vXv3pqCgYJ95ESKOk8lkCuk4OetreeKUDOYPiyPRBIu2NDDqrd38Wu0K71xuMFCd0Z2qSZdg/+cSdl98I65jR4Ipjrhfv29etW32+cQ9WkD37RvZvX27kHMEIOxvrtfrFfb7lJGRIex9RFpa2gFj6giDzWZTDx4GgNPpbHnjHWk2b97MgAEDhGSLrFtktuh85VzbbOVb+3zlXNts5Vv7fD06Ly0tpbCwkN27d9OzZ08KCgoOmDOj5+Ppr3/Pnj306NFjn/r16Ls1G2wuZn1SxQabm0STgQdHpHHhgKSI5QNgryPu28+aH2/bsK7ly76kVNzHjcJ94ul4Bh0FRlP4r4X+ncuQre7oBEhnV4x6RWTdop0o57GTLRKZnSjnsZMtEpmdHEzOA121TM/H0z/nZ9myZSxYsCDkhQ2CJRJOBqWb+Wh8Fhf8d1W2a0psXFdSTYPbFznnSSm4R4+n8ZZ/Yn94MU3TrsDZsw8Gey3mz5aTeP/fsP51avMiBpvXg7fzFeGihZ77MJLZ6o6ODhB5xa5oG+VcW5Rv7VHOtUX51h69Oc/Pz6eoqOiAr+fl5UVswYBoojffHfHyJjtzvrbR6IE0+x76r36Cfqlxbd5hiwTGHb8T980nxH39Eca9/5uW4M3sjvv40biHj8bbbxC0sVBCR8jkXK+oOzoBcjB9KqWHbC3yRSGrc+Vb22wt8kUhq3PlW9tsLfJFEUrdga5aJvPxFEWk6/7TwCReOsZNnG0XNUk9+O7UuRRtqBayL1BNTQ3eXv1wTrkMxwOv4vj7MzjPnoa3SxbGyjIs7y3CevdVWG+YgeW1J3Vzp0fWPgw2W13oBIjJFJnnLbVGZN2inSjnsZMtEpmdKOexky0SmZ3EmvPS0lLy8/MZP348+fn5+7xpDnTVMpmPpyhE1F30aCHu+yfDjx9AYgpc+ihbh07l7n/cG9HX2ad2gwFv7iCcF1yN46FFOG59DOeZU/Cmd22+6FlZhLXwWqx/m4bllccxbvgRvJ6I1hNS3TGcrfbRCZDk5ORolxASIusW7UQ5j51skcjsRDmPnWyRyOwklpz75+C03lRz7dq1FBcXk5OTQ0FBAWvXrt3n33NzcykoKOg0W2TdMiCi7t27d0NjPbxwPYy6CCbeCKfN4sPKLey0ezgkKTJvxtut3WjEe9iROA87EufMazBu+bV5IYNvP8NYtRfLh0uxfLgUX0oa7qNPxn3MKXiGHAuW+IjUFXLdMZat7ugEiBYbZolAZN2inSjnsZMtEpmdKOexky0SmZ3EkvPCwsJ9LmIAtm7dSmFhIdA8kb+4uJi8vDxGjhxJXl5ey0VQZ9ki65YBEXXvc4ft81fg8T9D9W5qMw/l1Hf28tmuxoi8TkC1G414BxyBc+Y1OB5ehOOOp3GOm463WzaGuhrMn68g8Z+3knTNeSQ8fgdxX3wA9bWd54quOway1WIEAeLxeITdihM52Uxk3SKzRecr59pmK9/a5yvn2mbHgu9AlkYOJz/SaO18/PjxlJSUHPC9I0eOZNmyZWFlR4pY8h0ubd2B6zP4KLLnvsLX1UaMBig4JpW/Dk3GGOQiAa0Jq3afD+POrZi+KyHu+xJMf2z63z8ZjNh7HYp5xOm4h43Al50T9GIGHSFrHwabrR5dCxC32y3ls68i6xbtRDmPnWyRyOxEOY+dbJFo4aSzx7LCzZeNtuoOdA5OKNmRIpZ8h4v/DlthYSG7du0iOzubgoICevXuxbx1dcz/sY67v6vl271Onh6ZQXp8aA85hVW7wYC3Vz+8vfrhOu9iDJVlxH3/BabvSzBt/JHk7Zth+2biFz+LN6sn7mEj8Bw1onmvHnN4+9TI2ofBZqsLnQCpq6sjPl6b5yYjici6RTtRzmMnWyQyO1HOYydbJFo46eixrHCWRo4l54HOwQklO1LEku9I4N8XqKKigq5du7Z8/bZjUjkuy8IVn1fx3vZGRi/by0undeHIzOAvHiJZuy+zO64zz8d15vngqKd81XJ6lW0l7sevMZbvxvLhm/Dhm/gsCXgGD8Mz9HjcQ4/H1/2QoO/2yNqHwWarR9d0gFonXXuUc21RvrVHOdcW2X1H6rEsLYmGc//jfXv27KFHjx7C9mXRI7L3eFv8Uefm4o+r+KnKRYIJHhqRzoUDkqJdVgstzr0ejL9vIG7dV5h+/ArTti37fJ83Kxv3kcf/f3vnHhdVnf//18BwVxjAEdAUSFHES6lbmiWslpKiqaFpl9XMS+utdctK90vaGuVlXUtbcxP7Zq2XTFMTK11NM3Ut+7a6eE9TERRwZmTA4TIwl98f/GYW5OKZYT7nzOfj+/l47OOxDYfXvD7P+Yh+OOd8DqzdHoC1S08gKFihxt4HbUYgEaPRqHQFt2DZm7UTci5ONkt4dkLOxclmiRxOPHVZVmP5StLUltCN0VhvxxmC7OxsZGVlubXIoTleH6V+1sa1VOOfaVr8LiEYlVZgxmEjZh8phtkq/RyALM59fGHr2BVVoyej4q2PUPbeVlROfh3VfQbCHhIKH911+H+7A0Er/gchM4Yj6K2Z8N/2v/A5dwKorpK9tzdl06VrEvHz81O6gluw7M3aCTkXJ5slPDsh5+Jks0QOJ566LKuxfKVw996j5vS+06YONMfro+TP2kC1Cu8/Eo4HWvvj1R+MWPdLOU7erManAyMlbUGthHN7eCtY+g+Bpf8QmG1W+Fw+D9+cY1Cf+gk+l87C9+Ip+F48Bf8vP625zK1zd1iTesOaeD9ssR0BXzW389DVbLp0zQsQ8XSwt0PO5YV8yw85lxcRfPN2WZYU51OmTMGWLVvqvT5mzJhm3XvUGA0trOLj45u9qYM34O4cZ7GbHyuO66vwu/03kV9mRatAH3z82wj0j1Hunie3nFeUwffcf+B75mf4nv4Zvteu1PmyPTAY1oRusCbeB2vn+2CL7wyo+VwgS4EuXZNIQUGB0hXcgmVv1k7IuTjZLOHZCTkXJ5slcjnxxGVZTeUrQWPvf6dncbjb+07P2mlOthSU9n07joXfli1bcPjwYWzZsgUjR46sd/mgt/ys7dnKHwef0OK3bQKgr7Rh5B493j91C3Z74+cE5HQu6TLMoBBYe/ZD1bOzUPHOOpSt+AKVL/4PqpOH1jy3p7Ic6pPHELAlC8GZMxEybTgCl7wM/20fw/fkMaDc1Oye3jTH6dI1iURFRSldwS1Y9mbthJyLk80Snp2Qc3GyWcKzE6Wdu3vvkbu9pSyseP48XUXqbn7eNA8jA33xxaBIZP67FO+eNOGNn0rxb1013n9EgxZ+9c8PyOXc3csw7ZpIWPoNgqXfIACA6qYOvudz4HPuBNS/5MDnei7UZ/4NnPl3zfEqFWxt42Dr2A3WhK6wduwKe9Q9Lu3q5k1znBY6EqmqqkJgYKDSNVyGZW/WTsi5ONks4dkJORcnmyUN9fbU5UCiz3F37z1yt7eUhdXdNMelnlHztnno66PCgt+EoWcrf0w/VIztVypwzliN9QMj0SGs7j+d5XLuqS3g7RFaWB56FJU9H0ZgYCBUpcXwOZ8D34un4XvxNHyu/ALf/Mvwzb8Mv+9qdly0B7eANb4zbPGJsMYnwnZvZ9jDtY0ufrxpjtNCRyJlZWVe9cNDKix7s3ZCzsXJZgnPTsi5ONksub23Jx/uKfocr/3QSFfuPXK3t5SF1d00x6WeUfPWefhEXBASNWo8t/8mzhotGLDrBrKSI5Da7r9Zcjl39zLMxnD0toeGw/pACqwPpNR8ocoMn9wL8L1wqmbhc/E0fEpuQn36Z+D0z87vt4VFwPz8y7D2eqTRbBa4mk0LHYlERkYqXcEtWPZm7YSci5PNEp6dkHNxsllye29PPtzzbpjjjnuPXMHd3lIWVnfTHJd6Rs2b52EnjR++Ha7FtO+LsetqJcbtM+BPPVvilftawkelks25p7eAb7S3fwBsCd1gS+iGagCw26Eq1sHn0nn4Xj4Hn8vn4Hv5PHxKbsLeItS1bA/gajZtRtAERUVFsFgsqKqqQl5eHgCgpKQEJlPNjVqFhYWwWq0wm83Q6/UAavb3LisrA1Cz+rbZbKisrITBYAAAFBcXo7y8HABw/fp153sVFxcDAAwGAyorK2Gz2Zyr97KyMue+4Xq9HmazGVar1bmKN5lMKCkpAQDodDpUVVXBYrGgqKgIxcXFKC0tRWlpab0x6XS6Zo3p2rVrjY6pvLy82WNyHHv7mAA0e0yODq58TlLHVFxc7PLnJHVMjixPzb3aY7p27ZpH554nPicpY7px44bH555jTHl5eUzHlJub69G5V3tMjvdn8TkZDAaPzr3aY3LcXMti7un1eo/OPRY/9xoak+PvH8eYGvvNbn5+vstjunHjBtMxFRYWKv4zQuqYfvrpJ0yZMgVDhgzBs88+i9zcXLfmXnh4OP76178iOzsbmZmZaNu2bZ0xFRQUMBtTcXGxx/8d4ficHLjyOYWEhGDHjh0YMWIE+vXrhzFjxmDNmjVo165dnTFdu3aN6Z+n5v4sLzPcwMcpYZjbo+ZBnG8fv4Vxe4pQaDShuLiY2c8IAM4xNXQmMi4uDnPnznVrTFevXpU298xm6O2+sP6mP4oeG42bM99C2aqduPzKX2GLT2xwTDdv3mT27wi9Xl9vTE1B20tLpLy8HMHBbJ40y3JbUpa9WWazzifn8maTb/nzybm82XL69uSWyTTHa5BzW2ia4/XhaR7+M68Sk7+/idIqOzqFqbG2XzB6RLf0SPbt3O7ck1vA8zoPXc2mMzoSYfkHkCUse7N2Qs7FyWYJz07IuTjZLLm9d0ZGBuLj4+u85u7DPWmO1yBlW2hPQXO8PjzNw8HtAvHd8NboolHjlxILhu27ha+vVngsvyk8uQU8r/PQ1Wxa6Eik9mVmPMGyN2sn5FycbJbw7ISci5PNktt7O+4DGTNmDPr3748xY8a4feaB5ngNnr7RuylojteHt3l4b6gae4dpMSIuEKXVdjzz7U0sOVEKWxPP2/E2eJ2HrmbTZgQSadOmjdIV3IJlb9ZOyLk42Szh2Qk5FyebJQ31ducGe6nZnoQX556+0bspaI7Xh8d52MLPB+t+G4H3Tpqw8OdSLDp+C6duVuOD/uFo2cDzdrwNXuehq9ne/0l4CY4byniDZW/WTsi5ONks4dkJORcnmyU8O+HFuScvB7wTPH+erOB1HqpUKrzY0RebH4tEqL8K2bmVGLxLh8ulFibv50l4nYeuZtNCRyKOXYx4g2Vv1k7IuTjZLOHZCTkXJ5slPDvhxfntlwOOGDGCyUYEAN+fJyt4nodmsxmD2wVi/zAtOoWpa563k30D312vZPaenoDXeehqNu265gWw3MmEaBhyLi/kW37IubyQb/kh5/JCvu9MaZUNU78vxu68SviogIW/CcWMri2gUqncyiPnzYfO6EjEsS86b7DszdoJORcnmyU8OyHn4mSzhGcn5FycbJbwPA9rZ4f6+2DjoxGYc19L2OxAxk+l+P2hYlRavO+cAq/z0NVsWuhIJCQkROkKbsGyN2sn5FycbJbw7ISci5PNEp6dkHNxslnC8zy8PdtHpUJGr1B8MiACIWoVNv9agbRvdCgotzLr4A68zkNXs2mhIxF/f3+lK7gFy96snZBzcbJZwrMTci5ONkt4dkLOxclmCc/zsLHsEXFB2JOmRbsWvvhZX40BO2/gZ10Vsx6uwus8dDWbFjoSKSoqUrqCW7DszdoJORcnmyU8OyHn4mSzhGcn5FycbJbwPA+byu4W4YcDw7XoF+WPwgobhn6jw+ZfvWNnPF7noavZtNCRSGN77Hs7LHuzdkLOxclmCc9OyLk42Szh2Qk5FyebJZ7unZubiylTpmDYsGGYMmUKqqrYnUm5U/dWgb7YkdoKEzsHw2wFXvy+GPN/KoHVpux9O7zOQ1ezaaEjkbKyMqUruAXL3qydkHNxslnCsxNyLk42S3h2Qs7FyWaJJ3vn5uZi5MiR2LJlCw4fPowtW7bgiSeeQG5ursfeozZSuvv7qvBuv3D89aEw+KqAladMePpbA0qqbEw6SYHXeehqNi10JFJdXa10Bbdg2Zu1E3IuTjZLeHZCzq/ADJIAACAASURBVMXJZgnPTsi5ONks8WTvzMxMXL58uc5rubm5yMzM9Nh71MaV7pMSW2B7aiuEB6jwz3wzBu3S4ZJCDxfldR66mk0LHYloNBqlK7gFy96snZBzcbJZwrMTci5ONkt4dkLOxclmiSd7FxQUNPh6YWGhx96jNq52T44JwIHhrZGkUeOXEgsGZt/A9wXyP+iV13noaraiC50jR45g3Lhx6NKlCzQaDTZs2FDn63a7HYsWLUJiYiKio6ORlpaGs2fP1jnGaDRi6tSpaN++Pdq3b4+pU6fCaDTWOeb06dMYOnQooqOj0aVLFyxZsgR2u2vXRur1evcGqTAse7N2Qs7FyWYJz07IuTjZLOHZCTkXJ5slnuzd2D0c0dHRHnuP2rjTPa6lGrvTtEhtFwhjlR1P7tHj43PyXnbI6zx0NVvRhU5ZWRmSkpKwePFiBAUF1fv6ihUrsGrVKixZsgT79++HVqvFqFGjcOvWLecxkydPRk5ODrZu3YqtW7ciJycHL774ovPrpaWlGDVqFFq3bo39+/dj8eLFeP/99/G3v/3Npa4tW7Z0f6AKwrI3ayfkXJxslvDshJyLk80Snp2Qc3GyWeLJ3hkZGYiPj6/zWlxcHDIyMjz2HrVxt3uovw82DozAS91awGIH/njUiNd+MMIi0yYFvM5DV7PVjHpIYvDgwRg8eDAAYPr06XW+ZrfbsXr1asyePRsjRowAAKxevRoJCQnYunUrJk6ciPPnz2Pfvn3YvXs3HnzwQQDAu+++iyFDhuDChQtISEjAli1bUFFRgdWrVyMoKAhJSUn45Zdf8MEHH2DmzJlQqVSSuqrViqpyG5a9WTsh5+Jks4RnJ+RcnGyW8OyEnIuTzRJP9o6NjcWOHTuQmZmJwsJCREdHY968eYiNjfXYe9SmOd19fVRY+EAYOmvUmP0vI9acLcPFEgv+97cR0ASwPRfB6zx0Ndtr79HJzc1FUVERBg4c6HwtKCgI/fr1w48//ggAOHbsGFq0aIE+ffo4j+nbty9CQkLqHPPQQw/VOWP06KOPoqCgwKUdOHQ6XXOHpAgse7N2Qs7FyWYJz07IuTjZLOHZCTkXJ5slnu4dGxuLrKwsZGdnIysrC8HBwR7Nr40nuj+bEILsx1uhVaAP9l83Y9BXOvxawnaTAl7noavZXrv0dzwQSKvV1nldq9U6bzS7ceMGIiMj65yVUalUaNWqFW7cuOE8pk2bNvUyHF+Li4tr8P0vXLhQ77Xal8x5mobez1Ow7M0ym3U+OZc3m3zLn0/O5c0m3/Lnk3N5s3n1zTrfE9mRAD7qpsIrZwJwocSCATsLsSTRB+DUuZzZCQkJjR7rtQsdpbldmslkQosWLZi8l+MyOxaw7M0ym3U+OZc3m3zLn0/O5c0m3/Lnk3N5s3n1zTrfk9kJAA4k2jDlYDF251Vi5ukAvNsvHOM7hXgkvza8OGluttdeuhYVFQWg/ikqnU6H1q1bAwBat24Ng8FQZwc1u90OvV5f55iGMhxfk4rVanV9EF4Ay96snZBzcbJZwrMTci5ONkt4dkLOxclmCc/z0NPZLf18sGFgBGZ2bQGrXYWXjhjxxk8lsHp4kwKenDQn22sXOrGxsYiKisKBAwecr1VWVuLo0aPOe3IefPBBmEwmHDt2zHnMsWPHUFZWVueYo0ePorKy0nnMgQMHEBMT49KNaWFhYc0dkiKw7M3aCTkXJ5slPDsh5+Jks4RnJ+RcnGyW8DwPWWT7+qiQ+WAY/qejGWoV8P4pE57bfxOmapvH3oM3J+5mK7rQMZlMyMnJQU5ODmw2G/Lz85GTk4O8vDyoVCpMmzYNK1aswM6dO3HmzBlMnz4dISEhGD16NACgc+fOeOyxx/DHP/4Rx44dw7Fjx/DHP/4RqampztOro0ePRlBQEKZPn44zZ85g586deO+99zB9+nTJO64BdIOf3Nly5LOCV+fkW95sOfJZwatz8i1vthz5rODVOfmWP59l9shoK7altoLGX4Vv8irx+Nd65Js8s0kBr05czVZ0oXP8+HEkJycjOTkZFRUVWLRoEZKTk/HOO+8AAP7whz9g2rRpePXVVzFgwAAUFhZi27ZtdfbQXrt2Lbp164b09HSkp6ejW7du+PDDD51fDwsLw/bt21FQUIABAwbg1VdfxYwZMzBz5kyXutJvSeTNliOfFbw6J9/yZsuRzwpenZNvebPlyGcFr87Jt/z5rLsnxwRg3zAtOoT64tTNajy6S4d/66qancurE1ezFd2MoH///jAajY1+XaVSYd68eZg3b16jx2g0GqxZs6bJ9+natSu++eYbt3sCgI+P117l1yQse7N2Qs7FyWYJz07IuTjZniQ3NxeZmZkoKChATEwM5s6diw4dOjB5L5rjDcPrPCTf8ufL4bxjmB/2DWuN8fsNOFRYhbRv9PgwORxPxAXd+ZsbgVcnrmbz+SdCAQwGg9IV3IJlb9ZOyLk42Szh2Qk5FyfbU+Tm5mLkyJHYsmULDh8+jC1btmDkyJEuPffNFWiONwyv85B8y58vl/PwAB98MbgVfpcQjAqrHeMP3MSKk7fqbMjlCrw6cTWbFjoScewCxxsse7N2Qs7FyWYJz07IuTjZniIzMxOXL1+u81peXh4yMzOZvB/N8YbhdR6Sb/nz5XTu76vCyoc1+PNvQgEAC/6vFH/4lxHVbuzIxqsTV7NpoSOR0tJSpSu4BcverJ2Qc3GyWcKzE3IuTrancDwQ+3YKCwuZvB/N8YbhdR6Sb/nz5XauUqnwh+4t8cmACAT6Ap/+Uo7R/zTAaHZtRzZenbiaTQsdgiAIgvASYmJiGnw9Ojpa5iYEQXgzI+KC8NUQLVoH+eBggRmpX+lw5ZZndmQTCVroSCQ0NFTpCm7BsjdrJ+RcnGyW8OyEnIuT7SkyMjIQHx9f57X4+HhkZGQweT+a4w3D6zwk3/LnK+m8t9Yf+4Zp0UWjxvkSCx7bpcOxG2ZJ38urE1ezaaEjkaKiIqUruAXL3qydkHNxslnCsxNyLk62p4iNjcWOHTswZswY9O/fH2PGjEFWVpZLD7h2BZrjDcPrPCTf8ucr7bx9CzV2p2kxsE0A9JU2DN+tx5dXKu74fbw6cTVb0e2leSIyMlLpCm7BsjdrJ+RcnGyW8OyEnIuT7UliY2ORlZXl/G+Lhd3lKDTHG4bXeUi+5c/3Budh/j74fFAkXv3BiI/Pl2PCgZtY+JtQzOrWAiqVqsHv4dWJq9l0RkciNptrN3l5Cyx7s3ZCzsXJZgnPTsi5ONks4dkJOfd8dm5uLqZMmYJhw4ZhypQpdbYeJ9/y53uLc7WPCssf+u+ObPP/rxSvHC2BpZEd2Xh14mo2LXQkUlJSonQFt2DZm7UTci5ONkt4dkLOxclmCc9OyLlns+/0nCXyLX++Nzl37Mj28W/DEeAL/O/5MjzzrQG3qusvDnh14mo2LXQkotVqla7gFix7s3ZCzsXJZgnPTsi5ONks4dkJOfdsdkPPWbp8+bLzOUvkW/58b3Q+Kj4YO1NbISLAB//MN2Po13pcL7PWOYZXJ65m00JHIt60YncFb1pVe1s+K3h1Tr7lzZYjnxW8Oiff8mbLkc8Kb3V+p+cskW/5873VeZ+oAOwbpkWHUF+cvFmNx3bdwKmb1c6v8+qEzugwwtfXV+kKbsGyN2sn5FycbJbw7ISci5PNEp6dkHPPZt/pOUvkW/58b3Z+b6gae9O0eCjKH9fLbRjytQ4HrlUC4NeJq9m00JFIixYtlK7gFix7s3ZCzsXJZgnPTsi5ONks4dkJOfds9p2es0S+5c/3ducRgb7YPrgVnowPwq1qO8bsNWDDhTJunbiaTQsdiThOC/MGy96snZBzcbJZwrMTci5ONkt4dkLOPZvd0HOWduzY4XzOEvmWP58H54FqFdamhOMP3VrAYgdmHDbijUPXYbc3vCNbc/Em37TQaYKioiJYLBZUVVU59yEvKSmByWQCUCPbarXCbDZDr9cDAIxGI8rKygDUXEtrs9lQWVkJg8EAACguLkZ5eTkA4Pr16873Ki4uBgAYDAZUVlbCZrM5r8UtKyuD0WgEAOj1epjNZlitVueHbTKZnNcs6nQ6VFVVwWKxoKioCFqtFqWlpSgtLa03Jp1O16wxqdXqRsdUXl7e7DEFBAQ0OCYAzR6To4Mrn5PUMWm1Wpc/J6ljCg4O9ujcqz0mtVrt0bnnic9Jypgcv93x5NxzjEmlUjEdk81m8+jcqz0mx/uz+JwiIiI8Ovdqj8mxdSiLuafRaDw691j83GtoTA5Y/Hlq2bIl0zEFBwcr/jPCnTH5+/u7/DlJHVNAQECzxhQaGooVK1YgOzsbf/7znxEbG+sck1ar9fi/IxxjcsDic/Lz82P654nlz3KtVsvsZwQAj809H5UKL3cCMnsGwkcFvH/RjpmHi2GqqPT4n6fIyEhm/44IDw+v9zk1hcpoNLJZzgmG2Wx2/sPb01y4cAEJCQlMsln2ZpnNOp+cy5tNvuXPJ+fyZpNv+fPJubzZvPpmnc+j86+vVmDSdzdRYQUebRuAdQMi0NLPc+c+vMk3ndGRyK1bt5Su4BYse7N2Qs7FyWYJz07IuTjZLOHZCTkXJ5slPM9DHp0PbR+Efzzkh1aBPvj2Ws320wXl1jt/o0S8yTctdCTSqlUrpSu4BcverJ2Qc3GyWcKzE3IuTjZLeHZCzsXJZgnP85BX548ltMbetP9uPz1olw7njdV3/kYJeJNvWuhIxHF9IW+w7M3aCTkXJ5slPDsh5+Jks4RnJ+RcnGyW8DwPeXYeH6rGP9O0eFDrj/wyK1K/0uFokdkj2axwNZsWOhLx8/NTuoJbsOzN2gk5FyebJTw7IefiZLOEZyfkXJxslvA8D3l3Hhnoix2PR2Jo+0AYq+wYuUePL69UeCSbBa5m00JHIiEhIUpXcAuWvVk7IefiZLOEZyfkXJxslvDshJyLk80SnuehCM6D1T74x4AITEoMgdkKPH/gJj48Y/JItqdxNZsWOhJxbJPHGyx7s3ZCzsXJZgnPTsi5ONks4dkJORcnmyU8z0NRnPv6qLCsbxje6BUKO4DXfyzB/J9KYHPjWTve5JsWOhKJiopSuoJbsOzN2gk5FyebJTw7IefiZLOEZyfkXJxslvA8D0VyrlKp8Mp9LfHBIxqoVcDKUyZM/b4YVVbXFjve5JsWOhKpqqpSuoJbsOzN2gk5FyebJTw7IefiZLOEZyfkXJxslvA8D0V0/kxCCD4fFIkWahW2XqrAmL0GlFbZPJLdXFzNpoWORBxPiuUNlr1ZOyHn4mSzhGcn5FycbJbw7ISci5PNEp7noajOB7YNxK4hrdA6yAcHC8wY9o0eRRKfteNNvmmhI5HIyEilK7gFy96snZBzcbJZwrMTci5ONkt4dkLOxclmCc/zUGTn97fyxz/TtLi3pS9yblZj8Fc6/Fpi8Ui2u7iaTQsdiRQXFytdwS1Y9mbthJyLk80Snp2Qc3GyWcKzE3IuTjZLeJ6HojuPa6nGnjQterbyQ67JitSvdTiub/ryMW/yTQsdiQQEBChdwS1Y9mbthJyLk80Snp2Qc3GyWcKzE3IuTjZLeJ6Hd4NzbZAvsh9vhUfbBkBfacOwb/T49lqlR7JdxdVsWuhIJDg4WOkKbsGyN2sn5FycbJbw7ISci5PNEp6dkHNxslnC8zy8W5y38PPBpkcj8VSHIJRZ7Bi714DNv5Z7JNsVXM2mhY5Erl+/rnQFt2DZm7UTci5ONkt4dkLOxclmCc9OyLk42SzheR7eTc79fVX4e/9wvNStBSx24MzNao9lS8XVbJXRaHT9SUCER7lw4QISEhKUrnFXQc7lhXzLDzmXF/ItP+RcXsi3/Hiz8735lXi0bQB8VCqlqzQJndGRSHl5w6fnvB2WvVk7IefiZLOEZyfkXJxslvDshJyLk80Snufh3ep80D2BjS5yvMk3LXQkYjabla7gFix7s3ZCzsXJZgnPTsi5ONks4dkJORcnmyU8z0Ny7t3ZtNCRSHh4uNIV3IJlb9ZOyLk42Szh2Qk5FyebJTw7IefiZLOE53lIzr07mxY6TVBUVASLxYKqqipcvXoVAFBSUgKTyQQAKCwshNVqhdlshl6vBwAYjUbnU1sLCgpgs9lQWVkJg8EAoGb/b8dpt9o3VDn2BTcYDKisrITNZkNBQQGAmqfAGo1GAIBer4fZbIbVakVhYSEAwGQyoaSkBACg0+lQVVUFi8WCoqIiGAwGlJaWorS0tN6YdDpds8aUn5/f6JjKy8ubPSZH1u1jAtDsMTk6uPI5SR2TwWBw+XOSOibHe3lq7tUeU35+vkfnnic+JyljcnTx5NxzjOnq1atMx3TlyhWPzr3aY3K8P4vPSafTeXTu1R7TlStXXP6cpI7pxo0bHp17LH7uNTQmx98/LP48Of6eYDWmgoICxX9GuDOma9eueXTu1R7T9evXmY3JYDB4/N8RjjE5YPE55efnM/3zxPJnucFgYPYzAgCzv3Nzc3OZ/XnS6/XM/h3hOKb2mJqCNiOQSGVlJQIDA5lks7zZjGVvltms88m5vNnkW/58ci5vNvmWP5+cy5vNq2/W+eTcu7PpjI5E/P39la7gFix7s3ZCzsXJZgnPTsi5ONks4dkJORcnmyU8z0Ny7t3ZtNCRiOMUGm+w7M3aCTkXJ5slPDsh5+Jks4RnJ+RcnGyW8DwPybl3Z9Ola16AN++TLirkXF7It/yQc3kh3/JDzuWFfMsPOW8+dEZHIo6bs3iDZW/WTsi5ONks4dkJORcnmyU8OyHn4mSzhOd5SM69O5sWOhKprq5WuoJbsOzN2gk5FyebJTw7IefiZLOEZyfkXJxslvA8D8m5d2fTQkciGo1G6QpuwbI3ayfkXJxslvDshJyLk80Snp2Qc3GyWcLzPCTn3p1NCx2J1H7+Ck+w7M3aCTkXJ5slPDsh5+Jks4RnJ+RcnGyW8DwPybl3Z9NCRyItW7ZUuoJbsOzN2gk5FyebJTw7IefiZLOEZyfkXJxslvA8D8m5d2fTQkciarVa6QpuwbI3ayfkXJxslvDshJyLk80Snp2Qc3GyWcLzPCTn3p1NCx2J6HQ6pSu4BcverJ2Qc3GyWcKzE3IuTjZLeHZCzsXJZgnP85Cce3c2LXQkEh0drXQFt2DZm7UTci5ONkt4dkLOxclmCc9OyLk42SzheR6Sc+/OpoWOREwmk9IV3IJlb9ZOyLk42Szh2Qk5FyebJTw7IefiZLOE53lIzr07mxY6ErFarUpXcAuWvVk7IefiZLOEZyfkXJxslvDshJyLk80SnuchOffubFroSCQsLEzpCm7BsjdrJ+RcnGyW8OyEnIuTzRKenZBzcbJZwvM8JOfenU0LHYnQzWbyZsuRzwpenZNvebPlyGcFr87Jt7zZcuSzglfn5Fv+fHLu3dm00JEIrdjlzZYjnxW8Oiff8mbLkc8KXp2Tb3mz5chnBa/Oybf8+eTcu7NpoSMRHx8+VbHszdoJORcnmyU8OyHn4mSzhGcn5FycbJbwPA/JuXdn8/npKIDBYFC6gluw7M3aCTkXJ5slPDsh5+Jks4RnJ+RcnGyW8DwPybl3Z9NCRyJRUVFKV3ALlr1ZOyHn4mSzhGcn5FycbJbw7ISci5PNEp7nITn37myV0Wi0M+pCEARBEARBEAShCHRGhyAIgiAIgiAI4aCFDkEQBEEQBEEQwkELHYIgCIIgCIIghIMWOgRBEARBEARBCActdAiCIAiCIAiCEA5a6CjE8uXLMWDAALRr1w4dOnTA2LFjcebMGaVr3TUsX74cGo0Gr776qtJVhKawsBC///3v0aFDB0RFRaFPnz44fPiw0rWExGq1IjMzEz169EBUVBR69OiBzMxMWCwWpasJw5EjRzBu3Dh06dIFGo0GGzZsqPN1u92ORYsWITExEdHR0UhLS8PZs2cVass/Tfmurq7GggUL0K9fP7Rp0wadO3fG5MmTkZeXp2Bj/rnTHK/N7NmzodFo8P7778vYUCyk+L548SKee+45tG/fHjExMUhOTsb58+cVaMsntNBRiMOHD2PSpEnYs2cPdu7cCbVajZEjR6K4uFjpasLz008/Yd26dejatavSVYTGaDQiNTUVdrsdn3/+OX788UcsXboUWq1W6WpC8t5772Ht2rVYsmQJjh07hsWLFyMrKwvLly9XupowlJWVISkpCYsXL0ZQUFC9r69YsQKrVq3CkiVLsH//fmi1WowaNQq3bt1SoC3/NOW7vLwc//nPfzBnzhwcPHgQGzduxLVr1zB69Gha3DeDO81xB19++SV+/vlnxMTEyNhOPO7k+8qVK0hNTUVsbCx27tyJo0ePIiMjAyEhIQq05RN6jo6XYDKZ0L59e2zYsAFDhgxRuo6wlJSUICUlBStXrsSSJUuQlJSEv/zlL0rXEpKFCxfiyJEj2LNnj9JV7grGjh2L8PBw/P3vf3e+9vvf/x7FxcXYvHmzgs3EpG3btli6dCmeffZZADVncxITEzFlyhTMmTMHAFBRUYGEhAS89dZbmDhxopJ1ued23w1x7tw59O3bF0eOHKFfZHmAxpxfvXoVqamp2LFjB0aPHo2pU6di1qxZCrUUh4Z8T548GSqVCllZWQo24xs6o+MlmEwm2Gw2aDQapasIzezZszFixAgkJycrXUV4vvrqK/Tu3RsTJ05Ex44d8cgjj2DNmjWw2+l3Kyzo27cvDh8+jF9++QVAzT/6Dh06hEGDBinc7O4gNzcXRUVFGDhwoPO1oKAg9OvXDz/++KOCze4eHGfO6O9RdlgsFkyePBlz5sxB586dla4jNDabDbt370bnzp2Rnp6ODh06YMCAAdi2bZvS1bhCrXQBooa5c+eie/fuePDBB5WuIiyffPIJLl26hDVr1ihd5a7gypUr+OijjzB9+nTMnj0bJ0+exOuvvw4AmDp1qsLtxGP27NkwmUzo06cPfH19YbFYMGfOHEyePFnpancFRUVFAFDv0kytVouCggIlKt1VVFVVISMjA48//jjatm2rdB1hWbRoESIiIjBp0iSlqwiPTqeDyWTC8uXL8ac//QkLFizA999/jylTpiAkJASpqalKV+QCWuh4AX/605/www8/YPfu3fD19VW6jpBcuHABCxcuxO7du+Hn56d0nbsCm82Gnj17YsGCBQCA++67D5cuXcLatWtpocOAbdu24bPPPsPatWuRmJiIkydPYu7cuWjfvj3Gjx+vdD2CYIbFYsHUqVNRUlKCTZs2KV1HWA4dOoSNGzfi0KFDSle5K7DZbACAoUOHYubMmQCAHj164MSJE8jKyqKFjkTo0jWFmTdvHr744gvs3LkTcXFxStcRlmPHjsFgMKBv376IjIxEZGQkjhw5grVr1yIyMhJms1npisIRFRVV79KGTp06IT8/X6FGYjN//nzMnDkT6enp6Nq1K8aNG4cZM2bg3XffVbraXUFUVBSAmt/C1kan06F169ZKVLorsFgsmDRpEk6fPo0vv/wSERERSlcSlsOHD6OwsBCdO3d2/j2al5eHBQsWICkpSel6whEZGQm1Wk1/jzYTOqOjIK+//jq2b9+O7OxsdOrUSek6QpOWloaePXvWeW3GjBno0KEDXn75Zfj7+yvUTFz69u2Lixcv1nnt4sWLaNeunUKNxKa8vLzeGWFfX1/nbwUJtsTGxiIqKgoHDhxAr169AACVlZU4evQoFi5cqHA7MamursYLL7yAs2fPYteuXc7FJsGGyZMnY8SIEXVeS09PR3p6OiZMmKBQK3Hx9/dHr169cOHChTqv09+jrkELHYWYM2cONm/ejPXr10Oj0Tiv7w4JCUGLFi0UbiceGo2m3g2qwcHBCA8Pp99EMWL69OkYPHgwli1bhieffBI5OTlYs2YN3njjDaWrCcnjjz+O9957D7GxsUhMTEROTg5WrVqFcePGKV1NGEwmEy5dugSg5rKS/Px85OTkIDw8HO3atcO0adOwfPlyJCQkoGPHjli2bBlCQkIwevRohZvzSVO+Y2JiMGHCBBw/fhybNm2CSqVy/j0aGhra5NbIROPcaY7ffg+aWq1GVFQUEhISlKjLPXfy/dJLL2HixIno168fkpOTcejQIWzbtq3J5xsRdaHtpRWisV1hXn/9dcybN0/mNncnaWlptL00Y/bs2YOFCxfi4sWLuOeeezBlyhS8+OKLUKlUSlcTjlu3buHtt9/Grl27oNfrERUVhfT0dLz22msIDAxUup4QHDp0CMOHD6/3+tNPP43Vq1fDbrdj8eLFWLduHYxGI3r37o1ly5bRL1PcpCnfc+fOxX333dfg961atarJbaiJxrnTHL+d7t270/bSzUCK7w0bNmD58uW4du0a7r33Xrz88sv0yxMXoIUOQRAEQRAEQRDCQZsREARBEARBEAQhHLTQIQiCIAiCIAhCOGihQxAEQRAEQRCEcNBChyAIgiAIgiAI4aCFDkEQBEEQBEEQwkELHYIgCIIgCIIghIMWOgRBEISwpKWlIS0trd7r169fR3R0NA4ePKhAq5peDzzwwB2PO3PmDCIjI3HmzBkZWhEEQYgFLXQIgiCIO3Lu3Dm88MIL6NGjB6KiopCYmIihQ4di0aJFSldziyVLlqBr165ISUlRukqTJCUlYdCgQXjnnXeUrkIQBMEdtNAhCIIgmuTYsWNISUnBzz//jGeeeQZ/+ctfMHHiRISFheG9995Tup7L6PV6bNy4ERMnTlS6iiReeOEF7Nq1C5cuXVK6CkEQBFeolS5AEARBeDfLli1DcHAwDhw4gIiIiDpfu3HjhkKt3Gfz5s0AgGHDhincRBoDBgyARqPBxo0bkZGRoXQdgiAIbqAzOgRBEESTXL58GYmJifUWOQDQunVr5//v3r070tPTcfDgQaSkpCAqKgq9e/fGpk2b6n2f2WzG4sWL0atXL7Ru3RpdunTBvHnzUF5eXu/YLVu2YMCA+eRzQgAACJlJREFUAYiOjkZsbCwmTJiAK1eu1Dtu3bp1uP/++xEdHY2BAwfiX//6V4Pj+eqrr9CzZ09oNJo6r0+bNg1RUVHIy8vD2LFj0bZtWyQmJuLvf/87AODs2bN44okn0KZNG3Tr1g2fffZZne/fsGEDNBoNvv/+e7z66qu49957cc899+D5559vdEF47tw5DB8+HDExMejSpQtWrFhR7xg/Pz888sgj2LVrV4MZBEEQRMPQQocgCIJokvbt2yMnJwcnT56847FXrlzB+PHjkZKSgjfffBNhYWGYNm0atm3b5jzGbrfjueeew8qVKzF48GAsXboUI0eOxEcffYRnn30Wdrvdeey7776LqVOnIjY2FpmZmZg1axZ++OEHPP7449Dr9c7jPv30U8yePRtRUVF488038dBDD+GZZ57BtWvX6vSrrq7G8ePHcf/99zfY32az4amnnkJMTAwWLlyIuLg4zJ07F+vXr0d6ejruu+8+vPnmm2jZsiWmT5/e4OVkc+fOxYkTJ/Daa69hwoQJ+OqrrzBq1ChUVVXVOa60tBSjR49G165dkZmZiYSEBCxYsAB79+6tl3n//ffj/PnzMBqNd/wMCIIgiBro0jWCIAiiSV566SUcOHAAKSkp6NmzJx566CH0798fKSkpCAwMrHPsr7/+irVr12L06NEAgOeffx7JycmYP38+Ro4cCR8fH2zduhX79u1DdnY2HnnkEef39uzZE1OnTsWBAwcwcOBA5OXl4e2338bcuXPx+uuvO49LT09H37598cEHH2D+/Pmorq7GW2+9he7duyM7Oxv+/v4AgMTERMyaNQtt27Z1fm9+fj4qKioQFxfX4Firq6sxatQovPbaa8736tKlC2bNmoUPP/wQTz31FICay8keeOCBRi8n27VrFwICAur0+OyzzzB+/HjnMUVFRVi9ejWefvppAMDvfvc7dO/eHf/4xz8waNCgOnlxcXGw2+04f/48+vTp08SnRRAEQTigMzoEQRBEk6SkpOCbb75Bamoqzp49i7/97W8YO3YsOnXqhPXr19c5VqvV4sknn3T+d1BQEMaPH4/8/HycOnUKALB9+3Z07NgRXbp0gcFgcP7v4YcfhkqlwqFDhwAA2dnZsFgsePLJJ+scFxoaiqSkJOdxx48fh06nw4QJE5yLHAB4+umnERYWVqffzZs3AaDeZWu1qb0Y0Wg06NixIwIDA52LNwBISEhAWFhYg5fQTZw40bnIqd1j9+7ddY4LCgrC2LFjnf/t7++PXr16NZjp6GswGBrtTRAEQdSFzugQBEEQd6RPnz7YtGkTqqurce7cOezZswcrV67EzJkz0a5dO+c2zfHx8fDxqfs7tA4dOgAArl69ih49euDXX3/FhQsXnK/fjk6nA1BzdghAo8+bcZyVycvLq/M+DtRqNWJjYxv83tqXx9XGz88P0dHRdV4LDQ1FTExMvXGFhoY2eClZYz2uXr1a5/WGMjUaDU6fPt1oX5VK1WBvgiAIoj600CEIgiAk4+fnh+7du6N79+544IEHMGLECHz++ecuPY/GZrMhMTERixcvbvDrjoWGzWYDAGzduhVqdf2/rm6/bE4KkZGRANDovS63Lzwc+Pr6Nvh6YwsmKbiS6ejr6E8QBEHcGVroEARBEG7Ru3dvAEBhYaHztcuXL8Nms9VZMDjOzLRv3x5AzVmfEydOICUlpckzFPHx8QCAe+65B4mJiY0e165dO+f7DBgwwPm6xWJBbm4uunXr5nztnnvuQXBwMHJzcyWP01V+/fVXDBw4sF6Phx9+2O3M3NxcqFQqdOrUyRMVCYIg7groHh2CIAiiSQ4ePOg8u1Ibx+5gCQkJztd0Ol2dHdYqKirw6aefom3bts4Fx6hRo3Djxg189NFH9TLNZjNu3boFAHjiiSfg6+uLpUuXNniWw3G/Ss+ePdGqVSt88skndXY227RpE0pKSup8j1qtRu/evXHixAnJ43eVjz/+GGazuV6P1NRUtzNPnDiBTp06NXlvEUEQBFEXOqNDEARBNMncuXNhMpkwbNgwdO7cGTabDf/5z3+wefNmREREYNq0ac5jO3TogFdeeQU5OTlo06YNPv/8c1y4cAFZWVnOszxjx47Fl19+iTlz5uDIkSPo27cv7HY7Ll68iO3bt2PdunXo378/4uLi8Oabb+KNN95AXl4e0tLSEBYWhtzcXHz99dcYNWoU5s2bBz8/P2RkZGD27NkYPnw4nnzySVy9ehUbNmxocHe1oUOHYv78+TAajcwWDsOHD0d6ejquXr2KNWvWICkpybm7mqtUV1fjyJEjmDhxoodbEgRBiA0tdAiCIIgmeeutt7Bz507s378f69evh9lsRnR0NMaMGYNXXnmlzg3/cXFxWL58OebPn49z586hbdu2WLVqFcaMGeM8xsfHB+vXr8fq1auxadMmfP311wgMDERcXBwmTZpU51KzWbNm4d5778WqVauwbNky2Gw2tGnTBsnJyRg5cqTzuOeffx5WqxUrV67E/PnzkZSUhI0bN+Ltt9+uN56nnnoKCxYswK5du/Dcc8953NfixYuxc+dOLFmyBGazGUOGDMHSpUvr7AjnCt999x2Ki4vxzDPPeLgpQRCE2KiMRqP7d1ISBEEQxP+ne/fu6NSpE7744gulq9yR2bNn49SpU9i3b5/HMjds2IAZM2Zg7969je4U5w7jxo2Dj48PNm7c6LFMgiCIuwG6R4cgCIK463jttddw6tQpHDx4UOkqTXLmzBns3bu3wYeSEgRBEE1Dl64RBEEQdx1t2rSps1uct5KUlEQPCSUIgnATOqNDEARBEARBEIRw0D06BEEQBEEQBEEIB53RIQiCIAiCIAhCOGihQxAEQRAEQRCEcNBChyAIgiAIgiAI4aCFDkEQBEEQBEEQwkELHYIgCIIgCIIghIMWOgRBEARBEARBCMf/A10euFrkH4J7AAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -309,7 +317,7 @@ } ], "source": [ - "show(mph2, vam2, xlabel='Speed(mph)', ylabel='VAM (vertical feet per hour)')" + "show(miles2 / hours2, feet2 / hours2, xlabel='Speed(mph)', ylabel='VAM (vertical feet per hour)')" ] }, { @@ -322,17 +330,17 @@ "\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**, but let's draw a plot to confirm:" + "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": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -343,7 +351,7 @@ ], "source": [ "points = range(2, 8)\n", - "show(pct2, mph2, xlabel='Grade (percent)') \n", + "show(pct2, miles2 / hours2, xlabel='Grade (percent)') \n", "plt.plot(points, points, 'gD:', lw=2);" ] }, @@ -373,16 +381,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "56" + "57" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -390,70 +398,19 @@ "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", - " return max(e for e in range(300) if days_at_least(e, distances) >= e)\n", + " distances = sorted(distances, reverse=True)\n", + " return max(e for e, d in enumerate(distances, 1) if d >= e)\n", "\n", - "def days_at_least(e, distances) -> int: return sum(d >= e for d in distances)\n", - "\n", - "Eddington(mls)" + "Eddington(miles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "My **Eddington Number is 56**: I've done at least 56 miles on at least 56 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 **77**, and his available roads, bicycles, and navigation aids were not nearly as nice as mine, so good for him.\n", + "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, 56 to 60 they need at least 4 more rides. But if some of their past rides were, say, 58 or 59 miles, then those counted for an Eddington number of 55 but they wouldn't count for 60; thus more than 4 rides would 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": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dist Days Gap\n", - "---- ---- ---\n", - " 56 57 -1\n", - " 57 54 3\n", - " 58 51 7\n", - " 59 46 13\n", - " 60 45 15\n", - " 61 39 22\n", - " 62 37 25\n", - " 63 35 28\n", - " 64 33 31\n", - " 65 30 35\n", - " 66 28 38\n", - " 67 24 43\n", - " 68 22 46\n", - " 69 17 52\n", - " 70 16 54\n" - ] - } - ], - "source": [ - "def Egaps(distances, rows):\n", - " \"\"\"Print the number of days doing various distances, and the Eddington gap.\"\"\"\n", - " print('Dist Days Gap')\n", - " print('---- ---- ---')\n", - " for dist in rows:\n", - " days = days_at_least(dist, distances)\n", - " print(f'{dist:4} {days:4} {dist - days:3}')\n", - " \n", - "Egaps(mls, range(56, 71))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "I'd like to get my Eddington number to meet or beat my age. If I really concentrate on long rides and do one 70+ mile ride every 2.5 weeks in 2020 and 2021, I can just barely get to Eddington number 65 by age 65; after that I'll have to do no more than six 70+ mile rides each year up until age 70. That sounds tough, but doable.\n", - "\n", - "An easier way to get a bigger Eddington number is to use kilometers rather than miles:" + "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:" ] }, { @@ -462,25 +419,75 @@ "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "80" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" + "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": [ - "kms = [m * 5280 * 12 * 2.54 / 100 / 1000 for m in mls]\n", - "Eddington(kms)" + "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", @@ -488,40 +495,91 @@ "text": [ "Dist Days Gap\n", "---- ---- ---\n", - " 80 81 -1\n", - " 81 78 3\n", - " 82 70 12\n", - " 83 69 14\n", - " 84 64 20\n", - " 85 63 22\n", - " 86 62 24\n", - " 87 60 27\n", - " 88 59 29\n", - " 89 58 31\n", - " 90 57 33\n", - " 91 55 36\n", - " 92 54 38\n", - " 93 51 42\n", - " 94 49 45\n", - " 95 46 49\n", - " 96 45 51\n", - " 97 42 55\n", - " 98 39 59\n", - " 99 37 62\n", - " 100 37 63\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(80, 101))" + "Egaps(kms, range(81, 101))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "My **metric Eddington Number is 80**, and I should be able to get to 90 in two years, and 100 in four years, assuming one 100+ km ride every three weeks." + "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": { @@ -540,9 +598,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.7.6" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/ipynb/bikerides25.tsv b/ipynb/bikerides25.tsv index 89f79ac..f90d85e 100644 --- a/ipynb/bikerides25.tsv +++ b/ipynb/bikerides25.tsv @@ -1,8 +1,14 @@ #Ride Date Title mi ft -# 2020 Eddington rides only +# 2020 Eddington rides only; most recent first +Ride Sun, 6/28/2020 Saratoga 5:31:44 71.01 mi 1,063 ft +Ride Sun, 6/21/2020 Sawyer Camp Trail 6:35:20 79.78 mi 1,738 ft +Ride Sun, 6/13/2020 Canada Rd 5:39:40 70.73 mi 1,841 ft +Ride Fri, 2/28/2020 Sawyer Camp Trail 6:24:49 84.43 mi 3,448 ft +Ride Wed, 2/12/2020 Bay Trail 5:25:09 66.02 mi 572 ft +Ride Fri, 2/7/2020 Bay Trail / Cargill 6:07:23 74.04 mi 1,814 ft Ride Sun, 1/26/2020 Los Gatos / Bay 5:18:15 67.98 mi 1,286 ft Ride Fri, 1/31/2020 Bay Trail / Guadalupe / Geocaching 5:21:39 69.39 mi 1,125 ft -# 2019 Eddington rides only +# 2019 Mostly Eddington; some 25+ mile rides Ride Sun, 6/2/2019 The Sequoia 6:40:43 77.51 mi 6,467 ft Ride Sat, 6/8/2019 Morning Ride 2:53:08 34.42 mi 1,824 ft Ride Sat, 6/15/2019 Morning Ride 2:29:38 29.98 mi 1,785 ft @@ -147,12 +153,10 @@ Ride Mon, 11/6/2017 Morning Ride 2:48:12 40.13 mi 509 ft Ride Sat, 12/17/2016 Morning Ride 3:11:31 40.10 mi 2,133 ft Ride Fri, 1/12/2018 Morning Ride 2:58:30 40.09 mi 427 ft Ride Sun, 12/18/2016 Morning Ride 3:04:01 40.03 mi 1,886 ft -Ride Sat, 6/11/2016 Ring of Fire (Partial; Garmin troubles) 3:00:00 40.00 mi 0 ft Ride Sun, 1/25/2015 Canada Rd 2:45:51 39.99 mi 1,772 ft Ride Sat, 6/21/2014 Sierra to the Sea Day 7 3:36:53 39.77 mi 3,325 ft Ride Sat, 9/23/2017 Canada / Crestview 3:25:13 39.77 mi 2,444 ft Ride Fri, 12/27/2013 OLH to Page Mill 3:24:14 39.73 mi 3,365 ft -Ride Sat, 4/30/2016 Ridge to Bridge MTB 5:40:57 39.67 mi 5,377 ft Ride Fri, 10/30/2015 OLH - West Alpine 3:28:46 39.51 mi 4,505 ft Ride Sat, 9/5/2015 Ring of Fire 3:31:55 39.18 mi 3,553 ft Ride Wed, 8/28/2013 Train Track Crash 2:50:55 39.16 mi 928 ft @@ -204,7 +208,6 @@ Ride Sun, 9/30/2018 Canada 2:48:41 36.12 mi 1,480 ft Ride Fri, 3/30/2018 Morning Ride 2:38:07 36.11 mi 285 ft Ride Sun, 11/5/2017 Lunch Ride 3:24:01 35.91 mi 2,231 ft Ride Sun, 2/8/2015 Commute 2:28:46 35.85 mi 1,142 ft -Ride Tue, 6/26/2018 Return from Chabot Lake with Juliet MTB 3:21:30 35.81 mi 817 ft Ride Sat, 3/30/2019 Morning Ride 3:23:55 35.78 mi 2,861 ft Ride Sun, 11/22/2015 Pigeon Point 3:14:41 35.73 mi 3,230 ft Ride Mon, 9/19/2016 Sunnyvale 2:37:04 35.68 mi 745 ft @@ -259,7 +262,7 @@ Ride Mon, 5/18/2015 05/18/2015 Palo Alto, CA 2:24:45 32.22 mi 807 ft Ride Sun, 4/8/2018 Lunch Ride 2:21:54 32.18 mi 1,296 ft Ride Sun, 5/3/2015 Canada Rd 2:12:24 32.02 mi 1,384 ft Ride Wed, 6/17/2015 06/17/2015 Mountain View, California 2:13:42 32.01 mi 650 ft -Ride Sat, 11/7/2015 Crystal Springs Part 1 2:15:00 32.00 mi 0 ft +Ride Sat, 11/7/2015 Crystal Springs Part 1 2:15:00 32.00 mi 1000 ft Ride Sun, 8/23/2015 Afternoon Ride 2:24:29 31.90 mi 2,444 ft Ride Sun, 4/12/2015 Palo Alto Cycling 2:01:49 31.76 mi 1,210 ft Ride Sun, 11/13/2016 Afternoon Ride 2:23:46 31.71 mi 1,273 ft @@ -293,7 +296,6 @@ Ride Thu, 12/28/2017 Morning Ride 2:17:38 30.54 mi 430 ft Ride Mon, 1/30/2017 Morning Ride 2:19:47 30.49 mi 696 ft Ride Sun, 8/27/2017 Lunch Ride 2:16:36 30.47 mi 774 ft Ride Fri, 10/12/2018 Lunch Ride 2:16:25 30.44 mi 348 ft -Ride Mon, 6/25/2018 Chabot Lake Overnight Bike packing with Juliet MTB 3:02:49 30.41 mi 1,250 ft Ride Sat, 2/28/2015 Palo Alto Cycling 2:40:24 30.37 mi 2,535 ft Ride Sat, 6/24/2017 Afternoon Ride 2:06:05 30.31 mi 338 ft Ride Tue, 6/2/2015 06/02/2015 Mountain View, California 2:09:58 30.30 mi 784 ft @@ -311,7 +313,6 @@ Ride Sun, 7/8/2018 Lunch Ride 2:12:19 30.04 mi 768 ft Ride Tue, 11/22/2016 Morning Ride 2:18:57 30.04 mi 518 ft Ride Wed, 3/4/2015 Commute 2:15:56 30.02 mi 1,125 ft Ride Sun, 3/25/2018 Dumbarton / Coyote Hills / Middle of the Bay 2:31:51 30.01 mi 709 ft -Ride Tue, 5/31/2016 Google Bike around campus 2:30:00 30.00 mi 0 ft Ride Tue, 2/14/2017 Morning Ride 2:22:16 29.92 mi 463 ft Ride Sun, 5/31/2015 05/31/2015 Palo Alto, California 2:35:24 29.85 mi 2,568 ft Ride Tue, 11/1/2016 Morning Ride 2:15:55 29.78 mi 515 ft @@ -364,7 +365,7 @@ Ride Sun, 8/13/2017 Woodside Loop (Battery ran down) 2:00:00 27.00 mi 1,000 ft Ride Sat, 1/31/2015 Alpine Rd 2:29:26 26.98 mi 2,362 ft Ride Sun, 2/28/2016 Woodside Loop 1:43:34 26.93 mi 843 ft Ride Sun, 4/1/2018 Lunch Ride 2:30:35 26.92 mi 1,831 ft -Workout Wed, 5/3/2017 Palo Alto Road Cycling 2:06:05 26.86 mi 1,411 ft +Ride Wed, 5/3/2017 Palo Alto Road Cycling 2:06:05 26.86 mi 1,411 ft Ride Fri, 9/9/2016 Morning Ride 1:56:44 26.85 mi 1,086 ft Ride Sun, 9/23/2018 Morning Ride 1:57:48 26.83 mi 512 ft Ride Sat, 10/4/2014 Woodside Loop 1:52:09 26.71 mi 1,213 ft @@ -449,8 +450,11 @@ Ride Thu, 10/13/2016 Morning Ride 1:47:30 25.02 mi 253 ft Ride Sun, 1/19/2014 01/19/2014 Palo Alto, CA 1:36:55 25.01 mi 1,201 ft Ride Mon, 9/5/2016 Afternoon Ride 1:42:56 25.00 mi 902 ft Ride Sat, 11/8/2014 Atherton - Woodside 1:40:51 25.00 mi 972 ft -Ride Sun, 12/10/2017 Exercise Bike 1:30:00 25.00 mi 0 ft -Ride Sun, 6/2/2019 The Sequoia 6:40:43 77.51 mi 6,467 ft -Ride Sat, 6/8/2019 Morning Ride 2:53:08 34.42 mi 1,824 ft -Ride Sat, 6/15/2019 Morning Ride 2:29:38 29.98 mi 1,785 ft -Ride Fri, 7/5/2019 Morning Ride 4:30:55 64.05 mi 1,965 ft \ No newline at end of file +# 2013: Rides in the 20 to 25 mile range +Ride Sat, 6/1/2013 Woodside Loop 1:41:20 24.45 mi 1,125 ft +Ride Sun, 6/16/2013 Woodside Loop 1:38:19 24.52 mi 1,137 ft +Ride Sun, 6/23/2013 Climb 2:16:29 24.30 mi 2,001 ft +Ride Sat, 7/13/2013 Doug's Event 1:51:55 21.35 mi 1,677 ft +Ride Sun, 8/4/2013 Kris's first trike ride 1:51:21 20.96 mi 988 ft +Ride Sun, 11/24/2013 Alpine Rd 1:42:36 21.02 mi 1,289 ft +Ride Fri, 11/29/2013 Woodside Loop 1:33:36 22.75 mi 1,011 ft \ No newline at end of file diff --git a/ipynb/risk.ipynb b/ipynb/risk.ipynb new file mode 100644 index 0000000..53c321b --- /dev/null +++ b/ipynb/risk.ipynb @@ -0,0 +1,595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
Peter Norvig
2012, 2020
\n", + "\n", + "# The Unfinished Game ... of Risk\n", + "\n", + "![](components_.jpg)\n", + "\n", + "[Keith Devlin](https://web.stanford.edu/~kdevlin/)'s [book](https://www.amazon.com/Unfinished-Game-Pascal-Fermat-Seventeenth-Century/dp/0465018963) [*The Unfinished Game*](https://wordplay.blogs.nytimes.com/2015/12/14/devlin-unfinished-game/) describes how Fermat and Pascal discovered the rules of probability that guide gambling in games. The question they confront is: what if a gambling game is interrupted, but one player is in the lead by a certain score. How much of the pot should the leader get?\n", + "\n", + "My friends and I faced a similar question when a game of [Risk](https://www.ultraboardgames.com/risk/game-rules.php) ran on too long (as they often do) and we were unable to finish. Player **A** had just cashed in cards and added troops to a single large force in Brazil that was poised to make a sweeping attack on player **B**, whose territories were situated in Africa and Asia in such a way that **A** could attack North Africa first and then go from one territory to the next without ever having to branch off. We wrote down the number of **A**'s armies in Brazil, **72**, and the number of armies in **B**'s successive territories: **22, 8, 2, 2, 2, 7, 1, 1, 3, 1, 2, 3, 5, 1.** What is the probability that **A** can capture all these territories?\n", + "\n", + "______\n", + "\n", + "# Monte Carlo Simulation\n", + "\n", + "We can answer the question with a [**Monte Carlo simulation**](https://en.wikipedia.org/wiki/Monte_Carlo_method) that follows the rules of Risk and uses random numbers to roll the dice. First some preliminaries:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import List, Tuple\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import random\n", + "\n", + "attackers = 72\n", + "territories = (22, 8, 2, 2, 2, 7, 1, 1, 3, 1, 2, 3, 5, 1)\n", + "\n", + "die = (1, 2, 3, 4, 5, 6)\n", + "Die = int # a type alias" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "How many territories and how many total defenders?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14, 60)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(territories), sum(territories)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It looks fairly even: the attackers have 12 more armies, 72 to 60, but they will have to leave an army in each of the 14 territories along the way. \n", + "\n", + "In Risk a **battle** consists of a one-time roll of some dice and the resulting loss of armies. The attacker will roll three dice if possible (but can roll a maximum of the number of armies in the attacking territory minus one) and the defender will roll two dice if possible (or only one if they have only one army remaining). We compare the highest die on each side, with the defender losing an army if the attacker's die is higher, and the attacker losing an army if tied or lower. Then if both sides rolled at least two dice, we do the same comparison with the second highest die on each side. The function `deaths` returns a tuple of (number of attacking armies that die, number of defending armies that die). " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def deaths(attack_dice: List[Die], defend_dice: List[Die]) -> Tuple[int, int]:\n", + " \"\"\"The number of (attackers, defenders) who die due to this roll.\"\"\"\n", + " dead = [0, 0]\n", + " for a, d in zip(sorted(attack_dice, reverse=True), \n", + " sorted(defend_dice, reverse=True)):\n", + " dead[a > d] += 1\n", + " return tuple(dead)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def test1() -> bool:\n", + " # Four examples from www.ultraboardgames.com/risk/game-rules.php\n", + " assert deaths([6, 1, 1], [3]) == (0, 1) # 6 beats 3, so defender loses 1\n", + " assert deaths([6, 2, 1], [3, 2]) == (1, 1) # 6 beats 3, but 2 ties 2, so 1 loss each\n", + " assert deaths([3, 3], [4, 3]) == (2, 0) # 3 loses to 4, and attacker 3 loses to 3\n", + " assert deaths([6], [5, 4]) == (0, 1) # 6 beats 5, so defender loses 1\n", + " return True\n", + " \n", + "test1()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An **invasion** consists of a series of battles until either the defenders are all defeated (in which case the attacker can move armies into the captured territory, but must leave one army behind), or the attackers have fewer than two armies left, and can no longer attack. \n", + "\n", + "A **campaign** consists of a sequence of invasions, designed to capture all the defender's territories.\n", + "In the function `campaign`, the variable `attackers` tracks the number of attackers invading the current territory. (The total number of armies for the attacking side will in general be more than `attackers`, because there will be one army left behind in each captured territory.) If `verbose` is true, we'll `say` what is happening along the way. In the end, return the number of `attackers` in the final territory minus the total number of defenders still alive. This will be positive if all the defenders have been defeated, and nonpositive if not." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def campaign(attackers: int, territories: List[int], verbose=True) -> int:\n", + " \"\"\"Given a number of armies for attacker and a list of territory army sizes for defender,\n", + " randomly play to the end, and return remaining attackers minus remaining defenders.\"\"\"\n", + " for t, defenders in enumerate(territories, 1):\n", + " if verbose: say(attackers, 'attack', defenders, t)\n", + " while attackers > 1 and defenders > 0:\n", + " A, D = deaths(roll(min(3, attackers - 1)), \n", + " roll(min(2, defenders)))\n", + " attackers -= A\n", + " defenders -= D\n", + " if attackers == 1:\n", + " if verbose: say(attackers, \"can't beat\", defenders, t)\n", + " break\n", + " if verbose: say(attackers, 'defeat', defenders, t)\n", + " attackers -= 1 # Capture a new territory, leave one behind\n", + " return attackers - (defenders + sum(territories[t:]))\n", + "\n", + "def say(attackers, action, defenders, t):\n", + " \"\"\"Say what is happening.\"\"\"\n", + " print(f'{attackers:3} armies {action} {defenders:2} defenders in territory {t}')\n", + " \n", + "def roll(n) -> List[Die]: \n", + " \"\"\"A random roll of `n` dice, sorted largest first.\"\"\"\n", + " return sorted((random.choice(die) for _ in range(n)), reverse=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The Answer\n", + "\n", + "Let's answer the question of who wins the unfinished game:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 72 armies attack 22 defenders in territory 1\n", + " 57 armies defeat 0 defenders in territory 1\n", + " 56 armies attack 8 defenders in territory 2\n", + " 53 armies defeat 0 defenders in territory 2\n", + " 52 armies attack 2 defenders in territory 3\n", + " 52 armies defeat 0 defenders in territory 3\n", + " 51 armies attack 2 defenders in territory 4\n", + " 47 armies defeat 0 defenders in territory 4\n", + " 46 armies attack 2 defenders in territory 5\n", + " 46 armies defeat 0 defenders in territory 5\n", + " 45 armies attack 7 defenders in territory 6\n", + " 42 armies defeat 0 defenders in territory 6\n", + " 41 armies attack 1 defenders in territory 7\n", + " 41 armies defeat 0 defenders in territory 7\n", + " 40 armies attack 1 defenders in territory 8\n", + " 40 armies defeat 0 defenders in territory 8\n", + " 39 armies attack 3 defenders in territory 9\n", + " 34 armies defeat 0 defenders in territory 9\n", + " 33 armies attack 1 defenders in territory 10\n", + " 33 armies defeat 0 defenders in territory 10\n", + " 32 armies attack 2 defenders in territory 11\n", + " 32 armies defeat 0 defenders in territory 11\n", + " 31 armies attack 3 defenders in territory 12\n", + " 27 armies defeat 0 defenders in territory 12\n", + " 26 armies attack 5 defenders in territory 13\n", + " 26 armies defeat 0 defenders in territory 13\n", + " 25 armies attack 1 defenders in territory 14\n", + " 23 armies defeat 0 defenders in territory 14\n" + ] + }, + { + "data": { + "text/plain": [ + "22" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "campaign(attackers, territories)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The attackers won a resounding victory, capturing all the territories and moving 22 remaining armies into the final territory.\n", + "\n", + "But that was just one simulation; other simulations could have different results. Let's summarize, say, 100,000 simulations:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 33.8 s, sys: 80.5 ms, total: 33.9 s\n", + "Wall time: 34 s\n" + ] + } + ], + "source": [ + "%time scores = [campaign(attackers, territories, False) for _ in range(100000)]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def summary(scores):\n", + " \"\"\"Summarize the scores from simulations.\"\"\"\n", + " P = np.average([s > 0 for s in scores]) \n", + " N, avg = len(scores), np.average(scores)\n", + " title = f'Attacker wins {P:.0%}. Average armies left: {avg:.1f}'\n", + " plt.ylabel(f'Frequency (out of {N:,d} runs)'); \n", + " plt.xlabel('Armies left (positive for attacker)')\n", + " plt.hist(scores, bins=max(scores) - min(scores) + 1)\n", + " plt.plot([0, 0], [0, N/25], 'r:'); plt.title(title)\n", + " \n", + "summary(scores)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the attackers win 81% of the time, and the scores look roughly like a bell-shaped curve, but with a non-normal pattern on the left side. What's causing the non-normal pattern? Note that the number of defenders in the final four territories are `(2, 3, 5, 1)`, and the width of the four spikes on the left are `(1, 2, 4, 1)`, one less than the number of defenders (except for the last spike). I think there are spikes rather than a smooth curve because it is doubly-difficult to capture a territory: you need to have two armies left, not just one, so that you can leave one behind. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exact Probabilities\n", + "\n", + "By repeatedly running a simulation, we can get approximate probabilities. But what if we wanted **exact probabilities** (at least exact under the assumption that the dice are exactly fair and that floating point roundoff is not an issue)? I'll start by defining the function `outcomes`, so that, for example, `outcomes(3, 2)` returns a Counter of all possible outcomes of rolling 3 attacker dice versus 2 defender dice; each outcome is a pair of `(attacker_deaths, defender_deaths)` and has a count of how often it occurred." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from functools import lru_cache\n", + "from collections import Counter\n", + "import itertools\n", + "\n", + "@lru_cache()\n", + "def outcomes(num_A: int, num_D: int) -> List[Tuple[int, int]]:\n", + " \"\"\"All (equiprobable) outcomes of (attacker_deaths, defender_deaths)\n", + " from rolling num_A dice versus num_D dice.\"\"\"\n", + " return Counter(deaths(dice[:num_A], dice[num_A:])\n", + " for dice in itertools.product(die, repeat=num_A + num_D))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({(2, 0): 2275, (1, 1): 2611, (0, 2): 2890})" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "outcomes(3, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The result for `outcomes(3, 2)` says that the attackers lose two armies in 2,275 out of the $6^5 = 7,776$ different outcomes; the defenders lose two in 2,890 outcomes; and they each lose one in the remaining 2,611 outcomes. I found a [web page](http://datagenetics.com/blog/november22011/) that lists the results for all six possible battles (attackers roll 1, 2, or 3 dice; defenders roll 1 or 2); let's verify that our `outcomes` agree with theirs:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def test2() -> bool:\n", + " # See http://datagenetics.com/blog/november22011/\n", + " assert outcomes(1, 1) == {(1, 0): 21, (0, 1): 15}\n", + " assert outcomes(2, 1) == {(1, 0): 91, (0, 1): 125}\n", + " assert outcomes(3, 1) == {(1, 0): 441, (0, 1): 855}\n", + " assert outcomes(1, 2) == {(1, 0): 161, (0, 1): 55}\n", + " assert outcomes(2, 2) == {(2, 0): 581, (1, 1): 420, (0, 2): 295}\n", + " assert outcomes(3, 2) == {(2, 0): 2275, (1, 1): 2611, (0, 2): 2890}\n", + " return True\n", + " \n", + "test2()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we know exact outcomes for a single roll of the dice; what about an invasion where $A$ attackers keep attacking until they defeat $D$ defenders (or all but one attacker dies trying)? The function `winP(A, D)` gives the probability of the attackers winning. It works recursively. The two base cases are that the probability is zero if the attackers don't have at least two armies and the probability is one if the defenders have no armies. \n", + "\n", + "In the recursive case we observe the possible outcomes for the first battle, and then compute the win probability for the invasion as the average, over every possible outcome of the dice rolls, of the win probability for the number of remaining attackers and defenders after the battle, weighted by the number of times that the outcome occurs. (We use `np.average` because it accepts an optional `weights` argument.)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "@lru_cache(None)\n", + "def winP(attackers: int, defenders: int) -> float:\n", + " \"\"\"The probability that `attackers` can invade and defeat all the `defenders`.\"\"\"\n", + " if attackers <= 1:\n", + " return 0\n", + " elif defenders == 0:\n", + " return 1\n", + " else:\n", + " battle = outcomes(min(3, attackers - 1), min(2, defenders))\n", + " return np.average([winP(attackers - A, defenders - D) for (A, D) in battle],\n", + " weights=list(battle.values()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's try a simple example: `winP(2, 1)` should be `15/36`, the same as the probability of the attacker prevailing in `outcomes(2, 1)`:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "winP(2, 1) == 15/36" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's the probability that 12 attackers successfully invade 10 defenders?" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6538260547697077" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "winP(12, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's make a chart, with the number of defenders varying from 1 to 60, and the number of attackers separated into eight cases (depicted as eight lines), where in each case there are Δ more attackers than defenders, for Δ = -5, -2, 0, 1, 2, 5, and 10:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def chart(Ds=range(1, 61), deltas=(-5, -2, -1, 0, 1, 2, 5, 10)):\n", + " plt.figure(figsize=(9, 6)); plt.grid()\n", + " plt.title('Each line: attackers with Δ more armies than defenders')\n", + " plt.xlabel('Number of Defenders'); plt.ylabel('Win Probability for Attackers')\n", + " for delta in reversed(deltas):\n", + " Ps = [winP(max(0, D + delta), D) for D in Ds]\n", + " plt.plot(Ds, Ps, '.-', label=f'Δ={delta}')\n", + " plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "chart()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the purple line (fourth from bottom), where the number of attackers exactly equals the number of defenders, gives a low win probability for a small attacking force, but reaches 50% for 12-on-12, and 73% for 60-on-60. The red line, where the attackers have one more army than the defenders, dips from one to two defenders but is over 50% for a 6-on-5 attack. Similarly, the green line, where the attackers have a surplus of two armies, dips sharply from 75% to 66% as the number of defenders goes from 1 to 2, dips slightly more for 3 and 4 defenders, and then starts to rise. So overall, an attacker does not need a big advantage in armies as long as there are many armies on both sides. Even when the attacker is at a disadvantage in numbers (as in the bottom grey line where the attacker has five fewer armies), the attacker can still have an advantage in win probability; `winP(55, 60)` is about 57%." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simulation versus Exact Computation\n", + "\n", + "Let's see how the exact computation compares with the simulation:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.7194339370737594, 0.7209)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "A, D = 32, 30\n", + "\n", + "exact = winP(A, D)\n", + "simul = np.average([campaign(A, [D], False) > 0 for _ in range(10000)])\n", + "\n", + "exact, simul" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that they give similar results, differing by one or two parts per thousand. So when would you prefer a simulation, and when an exact computation?\n", + "\n", + "**Advantages of a simulation:**\n", + "- Usually simpler to code; can use an `if` statement to distinguish two branches; don't have to follow every branch.\n", + "- Can be more efficient to compute; don't have to spend a lot of computation time on extremely rare events.\n", + "- Can handle event sequences of potentially unbounded length.\n", + "\n", + "**Advantages of an exact calculation:**\n", + "- Don't need to rerun multiple times; don't need statistical inference to analyze the range of outcomes.\n", + "- If a very rare event can be extremely bad (or good), it is important to know exactly how likely the rare event is. \n", + "\n", + "I chose to use a **simulation** for `campaign` because:\n", + "- I thought it would be easier to code.\n", + "- I would be happy with only four bits of accuracy: enough to determine the win percentage within 6%. (I ended up running enough simulations to get within 1%.) \n", + "- I didn't care about the 1-in-a-billion chance of, say, the attackers losing 17 battles in a row; I just want to know the overall odds of the attackers losing the campaign. (Note that if I was doing a simulation of a nuclear reactor, I would certainly be very concerned with a 1-in-a-billion chance of a meltdown, and would need to code ways of exploring that possibility more carefully.)\n", + "- A simulation is more flexible. Consider a small change to the rules of Risk: if the dice show five 1s in a battle, both sides add one army. We can easily implement that in a simulation in two or three lines of code, and the effect on run time will be negligible, because it only happens one in 7,776 times. But in an exact calculation this new rule would change everything: it would become an infinite game, and we would have to make a wholesale rearrangement of the code to deal with that. \n", + "\n", + "I chose to use **exact calculation** for `winP` because:\n", + "- I knew the computational demands would be very small either way.\n", + "- I saw there was something going on with odd/even number of armies, and I wanted to distinguish slight variations that are real from slight variations that are random, so getting exact numbers was useful.\n", + "\n", + "\n", + "(*Note:* I call it an \"exact\" calculation, but it is actually limited to the precision of 64-bit floating point numbers. If you truly need an exact answer for a discrete combinatorics problem, do division with the `fraction.Fraction` class, not with `float`. And of course it is an exact computation in the model; if the model does not reflect the world, the results will be wrong.)" + ] + } + ], + "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 +}