{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
Peter Norvig, Oct 2017
Data updated monthly
\n", "\n", "# Bicycling Statistics\n", "\n", "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay far enough away from others to be safe, and (4) generate some data to analyze. This notebook does the analysis and the companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%run BikeCode.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Rides and Segments\n", "\n", "I start by sampling some of my **rides** (over 20 miles) and **segments** (a mile or so) [from Strava](https://www.strava.com/athletes/575579).
Later we'll see the unique **places** I've been, [from wandrer.earth](https://wandrer.earth/athletes/3534)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datetitlehoursmilesfeet
0Sun, 2/7/2021Saratoga / Campbell5.892578.382270.0
1Fri, 1/8/2021Coyote Hills Geocaching4.968969.08797.0
2Sun, 10/11/2020Los Altos Hills Paths5.824765.031870.0
3Mon, 10/5/2020Half way around the bay on bay trail6.443180.05541.0
4Tue, 9/29/2020Saratoga Geocaching4.972264.30961.0
..................
474Sat, 3/19/2016Morning Ride1.466724.001125.0
475Sat, 7/13/2013Doug's Event1.865321.351677.0
476Sun, 8/4/2013Kris's first trike ride1.855820.96988.0
477Sun, 11/24/2013Alpine Rd1.710021.021289.0
478Fri, 11/29/2013Woodside Loop1.560022.751011.0
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479 rows × 5 columns

\n", "
" ], "text/plain": [ " date title hours miles \\\n", "0 Sun, 2/7/2021 Saratoga / Campbell 5.8925 78.38 \n", "1 Fri, 1/8/2021 Coyote Hills Geocaching 4.9689 69.08 \n", "2 Sun, 10/11/2020 Los Altos Hills Paths 5.8247 65.03 \n", "3 Mon, 10/5/2020 Half way around the bay on bay trail 6.4431 80.05 \n", "4 Tue, 9/29/2020 Saratoga Geocaching 4.9722 64.30 \n", ".. ... ... ... ... \n", "474 Sat, 3/19/2016 Morning Ride 1.4667 24.00 \n", "475 Sat, 7/13/2013 Doug's Event 1.8653 21.35 \n", "476 Sun, 8/4/2013 Kris's first trike ride 1.8558 20.96 \n", "477 Sun, 11/24/2013 Alpine Rd 1.7100 21.02 \n", "478 Fri, 11/29/2013 Woodside Loop 1.5600 22.75 \n", "\n", " feet \n", "0 2270.0 \n", "1 797.0 \n", "2 1870.0 \n", "3 541.0 \n", "4 961.0 \n", ".. ... \n", "474 1125.0 \n", "475 1677.0 \n", "476 988.0 \n", "477 1289.0 \n", "478 1011.0 \n", "\n", "[479 rows x 5 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rides" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
titlemilesfeethours
0Alma Mountain Charlie3.12875.00.5303
1Alpine Westridge0.7699.00.0572
2Alpine Westridge0.7699.00.0581
3Alpine Westridge0.7699.00.0619
4Alpine last kicker0.39114.00.0531
...............
129Westridge Hill 20.51166.00.0861
130Westridge Hill 20.51166.00.0889
131Woodside Climb1.71295.00.1347
132Woodside Climb1.71295.00.1500
133Woodside Climb1.71295.00.1597
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134 rows × 4 columns

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" ], "text/plain": [ " title miles feet hours\n", "0 Alma Mountain Charlie 3.12 875.0 0.5303\n", "1 Alpine Westridge 0.76 99.0 0.0572\n", "2 Alpine Westridge 0.76 99.0 0.0581\n", "3 Alpine Westridge 0.76 99.0 0.0619\n", "4 Alpine last kicker 0.39 114.0 0.0531\n", ".. ... ... ... ...\n", "129 Westridge Hill 2 0.51 166.0 0.0861\n", "130 Westridge Hill 2 0.51 166.0 0.0889\n", "131 Woodside Climb 1.71 295.0 0.1347\n", "132 Woodside Climb 1.71 295.0 0.1500\n", "133 Woodside Climb 1.71 295.0 0.1597\n", "\n", "[134 rows x 4 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "segments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get a feel for the data with these stats:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
hoursmilesfeet
count479.000000479.000000479.000000
mean3.09099039.9319001632.755741
std1.29415215.7729761345.854656
min1.46670020.96000068.000000
25%2.12985027.980000657.500000
50%2.66690034.2800001286.000000
75%3.61635045.1800002088.500000
max8.137500101.0000007644.000000
\n", "
" ], "text/plain": [ " hours miles feet\n", "count 479.000000 479.000000 479.000000\n", "mean 3.090990 39.931900 1632.755741\n", "std 1.294152 15.772976 1345.854656\n", "min 1.466700 20.960000 68.000000\n", "25% 2.129850 27.980000 657.500000\n", "50% 2.666900 34.280000 1286.000000\n", "75% 3.616350 45.180000 2088.500000\n", "max 8.137500 101.000000 7644.000000" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rides.describe()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
milesfeethours
count134.000000134.000000134.000000
mean0.927761264.0373130.141800
std0.631672223.4224360.113192
min0.17000035.0000000.026700
25%0.470000122.0000000.066450
50%0.760000193.0000000.109000
75%1.215000322.0000000.169200
max3.1200001255.0000000.612200
\n", "
" ], "text/plain": [ " miles feet hours\n", "count 134.000000 134.000000 134.000000\n", "mean 0.927761 264.037313 0.141800\n", "std 0.631672 223.422436 0.113192\n", "min 0.170000 35.000000 0.026700\n", "25% 0.470000 122.000000 0.066450\n", "50% 0.760000 193.000000 0.109000\n", "75% 1.215000 322.000000 0.169200\n", "max 3.120000 1255.000000 0.612200" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "segments.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Eddington Number\n", "\n", "The physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington), a contemporary of Einstein, was a pre-Strava bicyclist who favored this metric:\n", "\n", "> *Your [**Eddington Number**](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the largest integer **e** such that you have cycled at least** e** miles on at least** e** days.*\n", "\n", "I'll look at the **miles** column across all my **rides** to compute my Eddington number:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "62" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_number(miles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**My Eddington Number is 62**: I've ridden at least 62 miles on at least 62 days (but not 63 miles on 63 days). My number is above [the mean for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: he had a number of **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. \n", "\n", "I'm 64 years old; how many rides do I need to match my age? I call the number of needed rides the **Eddington gap**:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_gap(miles, 64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I need 6 more 64-mile-plus rides. Here are the gaps to other numbers:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{63: 2, 64: 5, 65: 9, 66: 13, 67: 21, 68: 25, 69: 36, 70: 40}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{m: Ed_gap(miles, m) for m in range(63, 71)}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Eddington was English, so he used miles, but we could convert to kilometers to get a **metric Eddington number**:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "86" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_number(kms(miles))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{86: -2, 88: 3, 90: 7, 92: 12, 94: 19, 96: 25, 98: 33, 100: 37}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{k: Ed_gap(kms(miles), k) for k in range(86, 101, 2)}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My **metric Eddington Number is 86**, and my gap to 100 is 37 rides.\n", "\n", "Here are some properties of Eddington numbers:\n", "- Your Eddington number is monotonic: it can never decrease over time. \n", "- To improve from an Eddington number of *n* to *n* + 1 can take as few as 1 ride, or as many as *n* + 1 rides.\n", " + *Suppose I have done 49 rides, each of exactly 50 miles. My Eddington number is 49.*\n", " + *With one 50 mile ride, my Eddington number becomes 50.*\n", " + *I would then need 51 new 51+ mile rides to reach 51.*\n", "- Your metric Eddington number will always be greater than or equal to your imperial Eddington number.\n", "- Your metric Eddington number will never be more than 1.609344 times your imperial Eddington number.\n", "- Of two riders, it is possible that one has a higher metric number and the other a higher imperial number.\n", "\n", "Here is my Eddington number progress over the years, in miles and kms:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearE_miE_km
020143445
120154160
220164665
320175172
420185376
520195579
620206186
720216286
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" ], "text/plain": [ " year E_mi E_km\n", "0 2014 34 45\n", "1 2015 41 60\n", "2 2016 46 65\n", "3 2017 51 72\n", "4 2018 53 76\n", "5 2019 55 79\n", "6 2020 61 86\n", "7 2021 62 86" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_progress(range(2014, 2022))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note:* the definition of Eddington Number seems precise, but there is an ambiguity: what does ***day*** mean? The New Oxford dictionary mentions:\n", "\n", "- (a) a period of 24 hours; \n", "- (b) a unit of time, reckoned from one midnight to the next;\n", "- (c) the part of a day when it is light. \n", "\n", "I originally assumed (b), but I wanted to make an exception for [bikepacking](https://bikepacking.com/) trips where I rode to a camping site in the afternoon, pitched a tent for the night, and rode back home the next morning; what bikepackers call a [sub-24-hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/). And then COVID struck, the camping sites closed, and in response 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 (World War I, the 1918 pandemic, and World War II), but I hope he would approve of this accomodation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hill-Index: Speed versus Grade\n", "\n", "The Eddington number is similar to the [**h-index**](https://en.wikipedia.org/wiki/H-index) metric for scientific publications. I invented another metric:\n", "\n", "> *Your **hill-index** is the maximum integer **h** where you can regularly climb an **h** percent grade at **h** miles per hour.*\n", "\n", "I'll plot grade versus speed for segments (not rides) with two best-fit curves: a blue quadratic and an orange cubic. I'll also superimpose a red dotted line where grade = speed." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show(pct2, miles2 / hours2) \n", "plt.plot((2, 6, 7), (2, 6, 7), 'ro:');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both best-fit curves are above the red circle at 6% and below the red circle for 7%, so **my hill-index is 6**. We also see that 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", "The plot above tells me how fast I should expect to climb a particular hill, but what about average time on longer rides? Here's a plot of all my rides; this time grade is listed in feet climbed per mile rather than in percent." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show(X=feet/miles, Y=miles/hours, xlabel='Ride Grade (feet/mile)')" ] }, { "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 (and maybe the wind) 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.\n", "\n", "I can use this to predict the time of a ride. For example, if I'm in La Honda and want to get to Pescadero, which is faster: 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)? We can estimate:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Coast: 70 min, Creek: 62 min.'" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f'Coast: {estimate(15.7, 344):.0f} min, Creek: {estimate(13.5, 735):.0f} min.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This predicts the shorter creek route would be about 8 minutes faster. Good to know, but other factors (like the scenery) are probably more important in making the choice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# VAM\n", "\n", "Climbing speed measured by vertical elevation ascended 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 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 the steepest of rides power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grade:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show(pct2, feet2 / hours2, ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions do over 6000. \n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Wandering\n", "\n", "The website [**wandrer.earth**](https://wandrer.earth) tracks the number of miles of distinct roads you have travelled on. It provides a fun way to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the roads in each place, and then 90%. \n", "\n", "Note that the [underlying map](https://www.openstreetmap.org/) is periodically updated. Sometimes a big city (like \"San Francisco\") is split into neighborhoods (like \"Sunset\", \"Mission\", and \"Presidio\"); sometimes unincorporated areas (like \"Ladera\" and \"Sequoia Tract\") are introduced; sometimes boundaries change (e.g. \"Emerald Lake Hills\" doubled in size and road miles in the November 2020 update). These changes can cause my percentages to go either up or down." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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L68OiFLERoXxy17nyeDchhGHxM7DnB6j/mSCjf0K0OikARVBorXn4q3S8fs37t5+DxSLFnxAi4Lz7oOcQKN4Km6bL6J8QbUAKQBEUSinGnt4Tr88vxZ8QArbOgpLtcMXz0H2w8aeuGMp2y+ifEG1ACkBxXGmtKbO66B0Xye0XnBLs5gghThSFaVCYDl4XhEYYy+L6wt0LgtsuIToouQlEHFfvr9zLVf9dSX6VPAlQiE7PWgqV+4x/X/EC3JnSUPwJIdrUCV0AKqWuU0q9X1VVhcfjweVy4XK58Hg8OBwOfD4fNpsNrTV1dXUATf7WWmOz2fD5fDgcjkNuw263o7XGarUetA0Aq9WK3+/Hbrfj9XpxOp243W7cbjdOpxOv14vdbsfv9x92G1pr7HZ7i+3pyDldNDCOW88/mS4h3g6TU0c8TpKT5NTmOTkd6E9vxD/rbnxeLzanG20JbdOchBAN2uxZwK1JngXc/mWW1DGkT1ywmyGEOJHkrIbIeOMJH8eBPAtYiAYn9Aig6Bg25lQy8X8r+TYtP9hNEUIEk9cF3/0F0j414oEXNVv83ZxyMy+ue5Eye9lxbqAQnYfcBCLa3KiTu/H4xGFMPKtvsJsihAgmSyjUFUJdyWFXy6jKYG/NXpL3JHPDaTfwwIgH6BXd6zg1UojOQU4BizazvaCGAd2jiY8KC3ZThBDBlLPaGOmLjAe/Dywhza7m8XsotZcycc5Ec1moCiXEEtIqhaCcAhaigZwCFm3C7vZy58epPPXttmA3RQgRRJ7qPDyf/RqWv0yVs4qk7BQKrYUAZFRmcNfCu9hRsQOA9UXrmxR/AF7txeVzMStjFo+tfOy4t1+IjkoKQNEmosNDef13o3jqmjOC3RQhRBvx+DysLVxLXl0eAJXOSp5c9STri9aD38/emr2ck3wNSy7/G0x4inJHOf9c80+2lm8FIDzwrF+v35gVYGi3obxw4QtN9hFmCSMiJIJbht7ClEumHMfshOjYpAAUraqg2sGa7HIALjq9J/27RgW5RUKIn2NfzT6KrEUA+LWf19NeZ2X+SgCcXieXfXMZM3bMAMDlc/GnH/7E0tylAIRaQtlcupny8l3w3jj6VOTxwNkPMHjoDRARy8AuA1mYuJDLBlwGwKD4QUyfOJ2ze50NQK/oXtx0+k1AQ+H369N/zcLEhTxzwTP0jOp5XD8LITqyDl8Adsa7yYKZ84vf7+Shr9Kxu73Hdb9ynDsHyfnnc3gdVDurzTh5TzIr8laY8f0/3M/b6W+b8a3zbmXGTqPAsygLszJnsbXMGLGLDI3kkgGXMCh+EAAxYTF8ctUnXHvqtQB0Ce/CwsSFXHPaDRAWRYwlhP8b+X8M7T4UgLCQMPrH9ics5PDXBQ/tNlQKPyHaWIe/CWT4jOGEWcKwKEunuZssmDlX293kVToYnhB/XPZXT46z5NxRNZdz98juhARupNhUsgmn18nY/mMBmLpxKiEqhEfOeQSAX6f8moTYBKZdOg2AG7+7kUHxg/jvhP8C8OyaZxnSbQi3nXEbAMv2L6N/XH+GdBsCGI9vVOoIntft98GWr+Hs3xk3eWgNR/K+40huAhGiQYcfAQTjzjKXz8XsjNlcPvty87fpp1c/zXNrnjPXe3zl47y07iUznrR8Ei+nvmzGf/3xr7y28TUz/vOSPzMtbZoZ37f4via/Sd+98G4+2PqBGd8+/3Y+2f6JGf9u7u/4bOdnZnxzys18tfsrwLgmJjElkVmZswDj1EtiSiLf7fkOAKvbSmJKInP3zgWgyllFYkoii3IWNcl5TuYcrv72ap5c+SQ3fHeD+Zv//tr9JKYksqZgDQB7q/eSmJJIalEqYFycnZiSyObSzQDsqNhBYkoi28qMmzq2lG0hMSWRXRW7sLu9PLfoexJTEilz5TI8IZ51RetITElkX43xmKfVBatJTEkkv86YC3B53nISUxIpthUDsCR3CYkpiZQ7jNPHC/YtIDElkRpXDQDfZxvbt3lsACRlJZGYkojb5z7oOCdlJXHl7Cu5+OuLzVGTGTtmcOu8W811P9r2EXcsuMOM393yLvcuuteM30p/i/t/uN+MX097nb8s/YsZT9kwhUeWPWLG/0n9D39b8TczfnHti/x91d/N+Nk1z/LM6mfMuDX6XuOcZ2XM4orZV5h9O5h9r8xeRmJKonlasMhaRGJKYqv1vfqcv838lqu/vZqHfnyIG767gayqLIDj3ve+yfiGxJRE/NoPwJe7vuSW728xP9tj7XuNc07KSuLy2Zcz4ZsJZt/+YNsHvLH5DXPdOncdVo/VjO8bfh83D7m5oT1Xz+DVS1414+cvfN4s/gAmnDzBLP6AIyv+ADIXQfL/QcaC+jce2fuEEEHRqeYB9OMHDbMyZpFdnc2o3qMItTR8BH2i+xAbFtsk7hHVw4z7RvdtEp8UcxLdI7ubcb/YfnSL7NYk7hrZtWkc0RD3j+3fJE6ISyA+3Bg5UygSYhPoEt7FiJURx4UbT9OwKIsRhzWNY8JimuTs0z58Ph/z9s2jS0QXosOiAeP6moTYBKLCjGv0wkKMODI0EjAuzk6ITSAixHguZ4QlgoTYBPOi7ciQSDOet7WIz9cVMnZ0H/P1qNAoEmITCLOENYnrP+/o0OimcZgRhyhjVCMmLIaE2AQsyvgdJTYsloTYBBTGl0pseNO4MY/fA0C1q5rHVj7G9InTiY+Ip39sf3OdrhFd6Rfbz4y7R3bnpJiTmrzeOO4W0Y2+0Q3zGPaI6mHuB6BnVE+zrQA9o3sS4204Fr2iepkFAkDv6N7H3Pca02h82mf27f6x/YPW90IsIUYcbsShllASYhNare/V82ovXp+X5XnL6RLRJWh9r0t4FxJiE8x2dYno0qSvHWvfa6y+z1W5qsy+/cz5z5i5Ajx34XNN3nP1oKubxPERrTw673UZz+8dejXcORcGXdy62xdCtIlOcQq4Xv1plBtPu5EHzn6gw15XEoycdxfXMqxvlzbZ9pGQ4yw5S85BsHseLPg73LMA4hNaXj/I5BSwEA06xQjgCfdD8zho65z9fs1rP2Ty23MHMKB7dFCLv3pynCXnjuqEzbnH6dDnTAiM1goh2o8TugBUSl0HXDd48GA8Hg9+v3EKzWKx4PV6CQ8Px+l0Eh0djdVqJS4ujrq6OvPv2NhYTo8/nVF9RnHX0LvoG9cXv9+Py+Vqsg2Xy0VUVBQ2m43Y2Ngm24iLi8NqtRIdHY3T6SQ8PByv14vFYpwe8vv9hIaG4na7iYyMxG63H3IbMTExOBwOIiIicLvdhIaGHlVOdrudyMjIQ25jaLehnNX9LP7yy78Q5Y8iNqr1c6r2hPDZuhziIkO5/dyT2jynlo7T0G5DObPbmfzll38hVsUSHmbs80Q+Tsfa94Z0HcLIXiO5a9hd9O/aH7vdDtCuc2rpOJ0efzq/7PtLbj/tdk7ucTIOhwOfz9euc2rpOA3pOoQRPUfwp+F/omtYV8LDw7HZbMHLyVqMylyIGn0P7pgEIn/3pZFTO+h7QogGHf4UsGg7JbVOesdFHPlF4kKI9u+HZyH1A/jrRujSr+X1TyByCliIBp3iLmDRej75aR9fp+4HoE+XSCn+hOgMtAZnrfHvCU/Dn5a3u+JPCNGUFIDiiPn9mlVZ5SzPKKM9jBwLIVrJgidg+q/A44DQcOg1pOX3CCFOaCf0NYDixGKxKN79wzlojnBiWCFEx3DaZRDVTW72EKIDkRFA0aJVWWXcO30DdreX8FALEaEhwW6SEKKt7VkK2781/j3kKpjwJFjkK0OIjkJGAEWLSmtdlNQ58Xg1hLe8vhCindMaVv/XOOX7ixul8BOiA5K7gMUh+fyaEItxqtfr8xMaIl8CQnRozlpQFoiIBVsFhEVCeEzL72sn5C5gIRrIN7po1r5yG1f8dwVp+6sApPgToqPzuuCjK2Fu4BnXMT06VPEnhGhKTgGLZoWFKLpFh9MlMqzllYUQ7V9oBJx7L/Q+I9gtEUIcB3IKWDRhd3uJCgtBKYXWcrevEB2a3wfLXoJh10D/c4LdmjYnp4CFaCDn9YTJ6vLym3fXMnVxJoAUf0J0dM4a2DoLMhYGuyVCiONMTgELU3RYCOcO7M7ogd2C3RQhRFsq3wPdB0N0d7h/hfG3EKJTkRFAgdvrp9ruxmJRPHf9mYwf2jvYTRJCtJWyDHjnQlj/rhFL8SdEp3RCF4BKqeuUUu9XVVXh8XhwuVy4XC48Hg8OhwOfz4fNZkNrTV1dHUCTv7XW2Gw2fD4fDofjkNuw2+1orbFarQdtA8BqteL3+7Hb7Xi9XpxOJ263G7fbjdPpxOv1Yrfb8fv9h92G1hq73d5ie453To/P3sJv3llDnc3RYXLqiMdJcpKcWiWnmAH4xz+J/fRrO05OR3ichBAN5CYQwdrsCjKKa7lr7KBgN0UI0RZqi2DBY/CrqRDXJ9itCRq5CUSIBif0CKBoO1pr9pQavxWPObWHFH9CdGSOSti/Hkp3BrslQogThBSAndTMDXlM/N8qtuZXB7spQoi2oDXkB86c9DkTHt4Cp04IbpuEECcMuQu4k7pmxElUOzyc1S8+2E0RQrSFzZ9Byl/h3h9gwHkQHh3sFgkhTiBSAHYyG3IqGTWgK3GRYTxwyanBbo4Qoq0Mv8WY6Lm/XPImhDiYnALuRPaWWfnd++t4Z3l2sJsihGgLe5bA54nGc33DImH03WCRH/NCiIPJCGAnMrhXLP/97UguGybz/AnRIXkcUFcC9kroclKwWyOEOIHJr4YdWGmtk1veW8uy3aXsLTPmxbr+7H7EREjdL0SH4ayB3DXGv8+4Dv60XIo/IUSLpBLowKYtzWJDTiW7imoZ0ieO2Q+Mkef7CtHRzPsbZC2GR7ZBZBcIkR/rQoiWyU+KDqq01smsTfloDS6vn39cc4YUf0J0JH6/cX3fFc8b1/pFdgl2i4QQ7UibFYBKqY+Ba4FSrfVZgWXdgZnAQCAHuEVrXdVWbeis/H7N7z9Yh8fnB4xJn2enFTDy5G5BbploVe9eBMXbDl7edzg8sPr4t+d4kJwbRHaDJ/ZBl37GHyGE+Bna8hrA6cDEA5b9HViqtT4dWBqIRSvx+Y3H+pVbXeSU2wiEeHya2RvzKK1zBrF1otUlnAch4U2XhYQbyzsqydmgQiCuL2h/cNokhGj32qwA1FqvBCoPWHwDMCPw7xnAjW21/85m3d4Kxr2yjLxKO9OWZmGxND3d69OaaUv3BKl1ok1c8jioA/4L+70w9Grj3+V74Js7oGiLEZfuNuKSHUZcvM2IyzKNuHCzEVcEpgnK32jEVblGvH+dEdcWGnHOaiO2lhpx9jIjtgf+22ctMWJnjRFnLDRit82Id31vxF63Ee9IMmJ/oKjZNhtm3d2Q25avjX0dmLOywCVPwMZPjImP66V+AHP/X0O87h2Y/1hDvOYNWPhkQ7z6v7D4mYZ45auw5PmGePl/4MeXGuKlL8KKVxriH56FVVMb4kVPw0+vN8QLnoC1bzXE8x6F9e81xN8/DBs+aoiT/wKbZjR/nEPC4I5ksIQghBBH43hfA9hHa10EoLUuUkodcj4SpdSfgD8B9O/fn5ycnOPTwnbG5fUTEWohxO6hb4yF7Jz9rNtTgsenm6zn8WnWZRWTkxMbpJaK1mZxVJCABaVCUNqHVqH4w6IoK6/EGZZDWGU2vQq3UbE/G5crnvDybHoWbqN8fzZuRwwRpdn0qI9t4UQUG3HZ/r146kKILNxD98JtlOXuxVOjicrPolvhNkpz9+KNcxO134hLcvfii7ETnZdF18JtFOfuwx9VS0xeJvGF2yjOzcEfEW/GRbk56LAYYvOy6FK4jcLcHAgJJy4vi7j6WFmIy8sgrnA7hYH/+13yMogpy8Z16nXEZX2H8nvQQN2p11NZ4SA+P4Ooou0UB9bvmp9BRNl2SgJxt/zdhFVlUdo4rssz4+75uwhxlFMWiHvk70J5bJSb8Q6U9ptxz4Kd6JAIKgJxr4Kd+CLiqWwcx1SYce+CHXisdqoCcZ+CHbicfqr71MfbcXkjqO5lxH0LtuMgnpoel9D91OuIy5iFArQlzMyZipxW6UtCiM5Haa1bXutoN67UQGBuo2sAq7XWXRu9XqW1bvHCtLxGgwUAACAASURBVNGjR+uNGze2WTvbI601f/48jRCL4q3bfhns5ojjxVYBpTtg0Dgj/u4vsO0b8LkhNBIe3gpxfYLbxrZWVwyvnw1ep+Qsfhal1CattTwaRQiO/zyAJUqpkwACf5ce5/23ezUODwBKKUYP7Maok7vSlkW8OMHMmwTf3Gk86QHgxrdg1O3GKcKRt3WOoiCur5Gr5CyEEEfteBeAKcCdgX/fCSQf5/23a+v3VjDm30vZmGNcY/XHiwfzx4sHy/QuHVnlPvj2frCWGfGEp+DuBRAa0bDOJY/DyRcY18F1FpKzEEIckzYrAJVSXwFrgaFKqXyl1L3Af4ArlFJZwBWBWByGz6/Nu3eHJ8Rz/dn96B0XGeRWiTaltfFILzBu6siY33AjR6+h0HtY0/Xj+hpFYWcaFZKchRDimLTpNYCtpTNfA3jP9A1UWF0k/d/Yg+7sFR2Q3w/Tr4FeQ+C6wB2kbjuERwe3XUJ0AHINoBAN5EkgJ6C9ZVYG9ojBYlHcMnoAbp8fOcvbgXmckLsaTrvceLLDqROaTuwrxZ8QQohWdryvARQtSNtfxeWvrSBlizHX2sSz+nL92f3kOr+ObM0b8PnNULnXiC95HEb9IbhtEkII0aFJAXgCcLh97CqqBWBkQlf+dtVQxg3pFeRWtW+e0lKKnnuevTfeFOymHMxRbUw4nLfBiM+5y5jUt9ugY9rsCZ1zG5GcO4fOmLMQbU1OAZ8A/vrVZnYU1rDisQmEh1r4v/GnBbtJ7ZantJTyt9+hJikJ7feDxxPsJjXwuoy7d0PCjKdaxJ0EA86F2F4Qe8lRb/aEzrmNSM6SsxDi2MgIYJCs21uBw+0D4K+Xnsb/fjuS8FA5HEerfoQg+4orqZ4zB+1ymV8Wfreb2vnzce3bZ8ROJ7Xz5+PONR5x5rfbjTg/HwCf1Ubt/Pl4CgqMuK7OiIuKjLimxohLSgDwVlUZcakxraW3ooLa+fPxlpcbcVkZtS/dhveda4y2VtmoHfIK3mG3GnFxMbXz5+OrNUaBPYWFRmy1AuDOz6d2/nz8NuMRau79+4327t9v5Hz5FVTPmtUk59r589GBf7uys43YZ/Q3Z2amEQduAHNmZFC7YIH5WTp37aJ24SIzduzYQe0PPzTE27ZTt3RpQ7xlC3U/LjNj++bN1C1f3hCnpWFdubIh3rgR66rVZmxLTcW2Zk1DvG49tnXrGuK1a7GtTzWP8/4H/kz2ZZcfdJzrWVeswJ622Yzrli3DsWVLQ/zjjzi2bWuIlyzBsX2HGdcuWoxz586GeOFCnLt3N8Tz5+PMNB6fp/1+o2/tMR6zqL1eI95rnM5vjb5X9fXXFDz+RLN9+4j63vz5eCuNqaM8JaVGXFVlxEfZ9/wO4y51d06OEbuMeSlde/e1St8z/z9ffjnVs2c3e5yFEMdGKo4gyCiu43fvr+OL9caXwNkDunL+4B5BblX7VjDpUapnzmz2i0Lb7RRMehRboOjw19UZ8dq1APiqqiiY9Cj2QJHhKy8z4rQ0ALzFxRRMetQsItz5+RRMehTnDqNo8OTmUjDpUVwZGYDxpVcw6VFcK2eD348zM5OCz9JwR50FPi/OXTspeOJpPIEvfcfWrRRMetQsMO2bN1Mw6VG8gS91+4aNRhz40ratW0fBpEcpeOwxI2e3GwJfsI0/j/ov5bqlP1Iw6VG012vEi3+gYNKj5rq18xdQ8NjjZlzz/VwKn2x4Rm5N0ncUPfMPM66ePZuiZ58z46qvZ1I8+cWG+IsvKfn3v824csanlLzS8Mzcio8+pvS/rzXE739A6esNz8wtf/ttyt9seGZu2bQ3qHjvXTMv2/LlRoFxiIKg5D8vU/X5Zw3x5Jeo+vIrMy5+7nmqv/nGjIv+8U9qvp3TED/1FDXJKWZc+PgT1M6bZ8YFkx6lrr5A9vmMeMkSALTbTcGkR7EuMwri1uh7xc89T+333zfbtw/Z9/YYz3N2ZmZSMOlR3IHHzzl37TT62jH2vfqC0frTT0ZfCxSI1hUrWqXvmf+f3R4IvFcI0bpkGpjjpMLqYmtBDROGGo8/nr+tiEuH9SYyTB7m3hq8ZWUUvTgZ24oVB50qGrZjO+6cHEJ79CCka1e014s7N5fQnj0JiY9Hezy49+8ntFcvQrp0QbvduPPyCO3dm5C4OPxuN568PEL79CEkNha/04mnoIDQPn0JiY0x47C+fbHExOC32/H8NJOwFf8Pyx++xD/gEjzFxYT164clKgqf1Ya3pJiw/v2xREbis1rxlpQQlpCAJSICX10d3tJSwgYMwBIejq+2Fm9ZGeEDBqDCw/HV1OAtL8cSHU35+x9Q8+23xghLoy/KwfPmEj5wICokBG9VFb7KSsIHDUJZLHgrK/FVVRE+2JhE3FtRga+6mohTTzU+y/JyfLW1RAwebH62vjorEYONaxQ9paX4bTYiBgXiklK0w074wIGBuATtdBJ+yilGXFyMdrsJP/lkIy4qQvt8hCckGHFhIdrvb4gDo19h/fsD4M4vQFkUYf364S0ro+TVV6lbtAjt102O8xm7dxnr79+PioggrI8xX547NxcVGUVYH+P/njsnBxUdTVhvI3bt20dIbCyhvYzrbl179xHSJY7Qnj0D8V5C4uMJ7WH8kubKziakWzdCu3dHa417715CuncntFs3tN+Pe9++htjnO+a+59iylZrkZKMIPKBvD03ffHDfKyoi7KSTsERH47fZ2qTvhZ98MiosDF91Nd6KCsJPOQUVGtrQ146x74XExVH29jtG3z4g5/rjfDRkGhghGkgBeJz8v5npLN1VwrqnLiM6XC69bG1+p5M9l19B5C/OIKx/QpMvjmP5wjhiPi+kvm9M0ntWohHvSoYzrjeu+WtD3rKyg74sj0vOQSQ5S85Ho7kCcNOmTQkWi2Wx3+8fBsh0C6Ij0RaLZbff77/ynHPOyT/wxRO6AFRKXQdcN3jw4Pt2796N3+8HwGKx4PV6CQ8Px+l0Eh0djdVqJS4ujrq6OvPv2NhY7HY7kZGRuN1uQkNDm92Gy+UiKioKm81GbGxsk23ExcVhtVqJjo7G6XQSHh6O1+vFYjHOnvv9fkJDQ3G73URGRmK324mNjaWmtpZl2XUM7xPBqf16kplfjiUsgn5xIURERBy2PSdqTs1tIyYmBofDcULkVLF2LdE9e6L798dSW0v52+/g2rKFAbO+abucIsKwOlzExcbie3ccIScNp+6yl4NynOr278c+41NsmzZxWkryCXucWrPvWfPyqPv4Y+yb0zll9qwOkVNLx8lSU0vpW2/i2badXp992iFyauk4RTocFL/xBp5t2znpqy+POqfmCsDNmzfv7Nu37+l9+vQJrc9PiI7A7/dTVFTkz8vLK/jXv/51akpKSpNrSE7oArBeexwBzK+yM2HKcv4y4TQeuXxIsJvTofntdizRQZgseePHsOq/8GAqhEWBsxYiuxz/dgghjsghRgD9o0aNUlL8iY7I7/eTlpbGCy+88OeUlJR3G78mPb4V7S2z8tnaHAASukXz7Z/H8tClpwe1TR2dp7SUPVdeRfV33x2fHRZtAbtxRyU9h8LgS4xHtYEUf0K0T1L8iQ7LYrHUP0ji/Ouvvz6yyWvBaVLH9PWGPF5ZlEG13Q3A8IR4eX5vG7OEhxM7dixRI85u+51V5cB742DDR0Y8cCzc8CbEyB3cQgghTmh+oMkF6VIAHgOX18d7K7LZUVgDwIOXnsaPj46na3R4kFvWeYR07Uq/l/9j3qHa6nZ9D2vfNv7dbSDc/DGcd1/b7EsI0S6U1jq55b21lNY5W2V799xzD7179+ass85qsvyxxx5j2LBhjBgxgptuuonq6upDbsPn8zFq1CiuvfZac9ltt93GiBEjeOqpp8xlL774IsnJyYfcTmpqKuPGjWPo0KEMGzaMP/7xj9jt9mPI7vCee+45pkyZ8rPeExsbC0BOTs5Bn1m9oqIi87OoqKhgwoQJxMbG8uCDDzZZb/z48QwdOpSRI0cycuRISgNTINVv48orrwRg4sSJdO3atcnnC/Dmm29y2mmnoZSiPDD/JkBVVRU33XQTI0aM4LzzzmP79u0/K8fGNm7cyEMPPQTA3LlzefbZZ496W41JAXgMnB4/767IZtH2YgC6RIbRKy4iyK3qHDzFxRRMmoSnpLTllX8uX6N5xzIWwJYvwR+YZ++sRIjq2vr7FEK0G9OWZrEhp5JpS/e0yvbuuusuFi5ceNDyK664gu3bt7N161aGDBnCvxvNr3mg119/nTPOOMOMt27dav69atUqampqKCoqIjU1lRtuuKHZbZSUlPCb3/yGl19+mYyMDHbt2sXEiROpq6s7xgyPv9dee4377jN+WY+MjOTFF188ZKH5xRdfkJ6eTnp6Or0D00MBLFy4kKuuugowivHPPvvsoPeOHTuWJUuWcEpg2qt6//rXvxg5ciRbt27l008/5eGHHz7qXEaPHs20adMAuOaaa0hJSWmVolwKwJ9pU24Vz6XsQGtNfFQYix4Zx6Qrhwa7WZ2Oc+cubGvXoV2t8xu4ae8K+N9ZUGk8uYGJ/4Y/rQCLzNcoRGfw2/fWMmtjHgAen5/fvreWpM2BibPdPm566ydmbsxDa5i1MY+b3vqJhduNibQrbW5++95aluw0nhJ0pCOE48aNo3v37gctv/LKKwkNNaYNu+CCC8jPP2gmDwDy8/OZN28ef/zjH81lYWFhOBwO/H4/brebkJAQ/vnPf/LCCy8csh1vvfUWd955J2PGjAFAKcXNN99Mnz59SE1N5cILL2TUqFFceOGFZAQmH58+fTo33ngj1113HYMGDeLNN9/ktddeY9SoUVxwwQVUBp5CM378eB555BEuvPBCzjrrLFJTU839btmyhUsvvZTTTz+dDz74wFz+6quvcu655zJixIifPeo1Z84cJk6cCEBMTAwXXXQRkZGRLbyrqYULF3L11VcDcNlllxEXF3fQOqNGjWJgYA7Uxnbu3Mlll10GwLBhw8jJyaEk8PSoxmJjY3niiSc455xzuPzyy0lNTWX8+PEMHjyYlBRjQvrly5ebI49KKcaPH8/cuXN/Vi7NkQLwZ9pRWMOC7UWU1Boz3ffu8vM6lGgdcZdO4LQfl5qTCx+TmgLj+j6AnkPgpLPBZ1zHSWS8FH9CCFNBtQN/YPIMv9YUVDuOy34//vhjsxg50COPPMIrr7xC45tZzjjjDE4++WR++ctfcsstt7Bnzx601owaNeqQ+9i+fTvnnHNOs68NGzaMlStXsnnzZl544YUmp5W3b9/Ol19+SWpqKk8//TTR0dFs3ryZMWPG8Omnn5rr2Ww21qxZw9tvv80999xjLt+6dSvz5s1j7dq1vPDCCxQWFrJ48WKysrJITU0lPT2dTZs2sbLRIyUPZ9++fXTr1o2IiCM7I3f33XczcuRIXnzxRfMxhT6fj4yMDH7xi18c0TYOdPbZZ/Ptt98Cxmn13NzcZgt4m83G+PHj2bRpE3FxcTzzzDP88MMPJCUl8c9//rPZbY8ePZpVq1YdVbsakxmJW2B3e5myKJMLT+3B5b/ow+/PO5mbz0mQyZyDxFNQgCsnh9ixY7FERR37Br1u48aOQRfDb6ZDl5Pg1pnHvl0hRLs08/4x5r/DQixN4jqnhxqHB1+gAvT4NLUOD788pRsA3WPCm6zfO651BgheeuklQkNDue222w56be7cufTu3ZtzzjmH5Y2ewQ3wv//9z/z3ddddx3vvvcdLL73Eli1buOKKK8xTpEeipqaGO++8k6ysLJRSeBo9nWXChAnExcURFxdHfHw81113HQDDhw83T0UD/P73vweMEc/a2lrzmsYbbriBqKgooqKimDBhAqmpqaxevZrFixebBavVaiUrK4tx48a12NaioiJ6BZ7s05IvvviC/v37U1dXR2JiIp999hl33HEH69ev5/zzzz+yD6cZf//733n44YcZOXIkw4cPZ9SoUeZobmPh4eHmSOXw4cOJiIggLCyM4cOHkxN4hOOBevfuTWFh4VG3rV6nqGIy1xezNjkba6WL2O4RjLnhVIac3/eI3hseYuGnPeV0jQ7j8l/0ISzEQljIiT9weiw5n8jK332P2vnzOW3pEkK6Nr0W74hzzt8EmQvg0mcgNNy4k7f30f2WF2wd9TgfjuQsOQfLtKVZ+A+YO9enNdOW7mHyjc3fjHCsZsyYwdy5c1m6dGn9dB5N/PTTT6SkpDB//nycTie1tbX84Q9/4PPPPzfXSU5OZvTo0dhsNrZv384333zDuHHjuO2224huNIfqmWeeyaZNm5q9RvAf//gHEyZMICkpiZycHMaPH2++1nikzWKxmHH9JN31Dmx/fdzccq01Tz75JPfff/+RfExNREVF4XQe2en3/oFHTsbFxXHrrbeSmprKHXfcwYIFC8zC7Gh06dKFTz75BACtNYMGDWLQoINvVgwLCzPzP9xn15jT6SSqFQZATvxK5hhlri9m2Re7sVYap2ytlS6WfbGbzPXFh3zPyswy7vg4FbfXT2iIhZS/juWhy9rPfH5Hk3N70efppxjw4QfNFn+Hzdnvh/of3PvXGlO5WAM3kAy9Gro1vYC3PejIx/lQJGfJOZjS9lfj8TUtAD0+TVpuVZvsb+HChbz88sukpKQ0KdQa+/e//01+fj45OTl8/fXXXHrppU2KP4/Hw+uvv85jjz2G3W43i436awMbe/DBB5kxYwbr1683l33++ecUFxdTU1NjFkvTp08/qnxmzjTOrqxevZr4+Hji4+MBo0B1Op1UVFSwfPlyzj33XK666io+/vhjrFYrAAUFBU3u0D2cIUOGHHL0rDGv12veuevxeJg7d655V/HSpUvNa/iORnV1tfn5fvjhh4wbN44uXVpnrtjMzMxD3v38c3T4AnDt52vwuv1NlnndftZ+voakqWlkBH6geNw+kqamkbWxBJ9fU1nl4Nupm8jeXEpEaAgOq5ukqWns22p0FluNi6SpaeTuqACgrtJJ0tQ08nYZF7zWlDlImppGQabxg6Gq2EbS1DSKso0pYyoKrCRNTaMkpxaAsrw6kqamUZZn3G1VklNL0tQ0KgqMzl+UXUPS1DSqim0AFGRWkTQ1jZoy4/qTvF2VJE1No67Secicf5y+BYfV6JDZm0tJmpqGy2H8hpG1sYSkqWl43Mbdrhnri0mamobPZ2xn15oikqammdvbsaqA5P9tNuNty/P5/o10M96yNI95bzcM/W9evJ8F720z400Lc1j0YcNt8Rvm7eOHj3eY8fqUvSydsdOMf/pqO8s+3YklMpLoUaP4aXYWK77KMF9fPiPtkMeZyn0se/oV1n68xHjh3HtZ2juZ9T9azXV/+HgHG+btM+NFH25n08IcM17w3jY2L95vxvPe3sqWpXlm/P0b6Wxb3nB9R/L/NrNjVYEZJ01NY9ca40Jxn89/yL4H4HJ4SZqaRvZm44fdofre6tlZzea85ts9Qet7ALk7Kkiamoatxvjy3re1nKSpaa3S99YmZzfftz/fbcat3ffWJmWzrNH2D+x7q77JZNU3mWa84qsMfpqdZcbLPt/N2qRsM146YyfrU/aacUt9b9nnu5vv28nGNoPR99r6595P3+45bM7BMv/hi8n5zzUH/Zn/8MXHtN3f//73jBkzhoyMDBISEvjoI2Ou0QcffJC6ujquuOIKRo4cyQMPPABAYWEhv/rVr45o2/U3dkRHRzNixAi01gwfPpyxY8fS9YBfpPv06cPXX3/N3/72N4YOHcoZZ5zBqlWr6NKlC48//jhPPvkkY8eOxefzHVWe3bp148ILL+SBBx4wcwQ477zzuOaaa7jgggv4xz/+Qb9+/bjyyiu59dZbGTNmDMOHD+fmm28+4ruRY2JiOPXUU9mzp+Eu7YEDBzJp0iSmT59OQkICO3fuxOVycdVVVzFixAhGjhxJ//79ue+++ygrKyMyMrJJwXbxxRfzm9/8hqVLl5KQkMCiRYsAmDZtGgkJCeTn5zNixAjzRpxdu3Zx5plnMmzYMBYsWMDrr79+VJ9Zc5YtW8Y111xzzNvp8KeArZ74Qy6vP7ROj4+/zUznzBoXZwHjh/bi/AHdWPTutmbfe6I7VM4+3T4Pt9aauh+W4LFEom8/o9nTIB5/8xf7Wj3xEJ8AEbENN3OERYGlfX4WjTnqPM0ut9W4ie8dhEfjHQf1I0IH8nn8zS7vCLyHyO1Qn0VHYK9xN7u8o+b81VdfNbu8cQHTWL9+/Zg/f/5By8ePH9/k1CwYN4jUU0odcl/1xowZ0+wNBmPGjCEzs+EXnRdffBEwprC56667zOWNR94OfC0xMfGgqWyee+65Q7bl4Ycfbnb6lPpRwYEDBx5yfr0HH3yQ6dOnM3ny5IPa1dimTZsOWrZo0SJz/r96h7rp4qGHHjLn6GtszJgxZGVlNfOOpupzgYM/i/rXGh/XkpISHA4Hw4cPb3HbLenwzwKe8feVWKsPPo8e2zWMP9zrISQkBAZfwv2fbeTG2N1cPWogDLzIWCnrBwiPgVMuNOKMhcYccCdfYMS750NMTxhwnhHvmgtxfSEh8KjJnSlG8dH/l0a84ztjMuF+I414+xzocTqcNMKIt82GXsOg71nGKcsd3xrXpvX5hTE33c7voO9w6DXUuHlhV4pxx2rP08HjgN3zoN8oZrxa0HzOMR7ufGaYcbrTWWPkN+B86DrAeLxZ9o9w8hiI7w+2Cti7DE4Za9wYYS2DfStg0DiI7Q11JZCzCgaPNz6D2kLIXQOnXgrR3aEmH/avg9Mug6huUL0f8lLh9CuNR6ZV5UD+Rhgy0SjOKvdCQRoM/RWER0P5HihKh2HXQlgktXNmoMuyif9j4Lq90t1Qsh3OvAksIcx4/EestQcf/9iuodz5n5YvGm6PZjz1U7NfiLHdI7jzX2OD0KK2Jzk3kJx/vkM8C1gf6s5X0XrGjx/PlClTGD16dMsrt5IPP/ywydQ4HcGGDRsICwtj5MiRR/yeTZs28fzzz38MPJKSkmIOo57Qp4CVUtcppd6vqqrC4/HgcrlwuVx4PB4cDgc+nw+bzWaMEAWGhhv/rbVm1K9OITSkaTEUavESPboHO756EvfyV7Hb7bxz2y+5svh9+Ol1cxu+xf+AtW9htVrx+/34Fz2Ff927OJ1O3G43euHf8a17H6/Xi91uR89/DM/6DxvaMfcR3KnTAaOS1yl/xbPpc3w+Hw6HA530Z7xbvjFz0nP+iH9HUiAnH8y5F3bPM7blc8Gce9EZC7HZbPicdTDnXnwZi4zPpbYM5tyLO+MHzr/hNEItB+c8JuQNHJnLALAX74E59+Lauwav14urNBvm3IsnbyNOpxNvWSbMuRd/8Tbjt5ByI6Z0l9Ge0p1Ge8ozsdvt+Aq3wJx78ZZlGfnkpsKce3GWZuPz+XDuWQVz7sVWbJzCcWQsgzn3Yi3NQWuNK2MJzLkXR1URHo8HT+ZiIx9rJQ6Hg9i+tcQXv4722I32ZMw32uPzUFdXx5hfZBOK84CcPZx73WDcbreRU+A4+f1+8zerA/uN1WpFa23kFDhOR9v3bDZbi9uw2+1orQ/bHr/fj91ux+v1mn3P7XZzzq9OJjSs6X/h0HALI6/q125zauk4jbyqH6HhB+QcZuGcqwe025xaOk6jrzmZkAOOc0iYhQtuGNxuc2rpOI254dRmcz7/ukHHlJMInuXLlx/X4g/ocMUfwLnnnvuzir/D6fAjgACZK3azduYWrP4exFoqGPPbkeih/Xg3ZQWPXTWUfqcEbvCo3g8qxBgBA6jKhZAw6NIvEOdASIQxIgbGZMFhUcaoHxijWGExENfHiCuyISLOGDEz4y4QG7g9vXyPMaIY0zMQZ0FUd+PZslpDxR6I7mGMqPn9UJndKPYZ+4vpaYyw+bxQtQ9iekFUVzKX7WDt7O1YfT2IDalgzM1nMWR4uNGWyHjwuox84/oabfQ4oSavUewwRvG69DNGQd12qC1oFNuMUb8u/Y0RO5cV6oqMEc+wKHDVQV0xxA+AsEhw1oK1BLqeDKERxgiktRS6nmKM6DmqwVZmjJCGhIGjCl1bQt4/XiP++huIv3QM2Cug+2DjVK69MhCfChYL2CrIXLGTtfMKG3K+ZSRDLunYk3SfiHdKtjXJWXI+WjICKDqjQ40AdooCsLTWyZIpf+B3aglf+C/nqsc/b7X5mU5ocyfBpk/gnLvh2teC3ZqfzVtVRcFfH6LrLb8h/vrrj+xN7TxnIUQDT4mNii930+PWYYT1iTnm7UkBKDqjQxWA7f9K+CMwbWkWP/pu4tSQPN703URGG87ZdEK55HEo2wWXPBHslhyV0G7dOPnTGdDMTR8HeudPf8BeU/+g9LGwMxM+u5bo+K78+f3PD/ve9qppzg0k546ls+bsqrVxdf97iQqNY+8ry1hQ8BERXWI6bM5CHG8n9DWAraG01smsTfkU+rryW/c/KfF3ZfbGvCN+RmO7FtcX7l7QcEq6ndBeL+XvvofPakVZLM3e9Xug5r4gD7e8I5CcW17eEXTWnM/reTURIdFYlIWIkGjO63l1h85ZiOOtwxeAh5u5XZyY7JvSKJs2DdtPaw65jtftprIwH4/ryAr5/F3bSZ4ymboKYz6z/du3kjxlMrZqY76ynC1pJE+ZjKPOuJV47+YNJE+ZjMtuB2DPxvUkT5ls7i9z/U8kT5mMz2tMxbJ7zUqSp0w2nyO5a9UyUl77l7n/7cuXMPf1V8x469JFzH9zqhlv+WE+C99ueGxT2oLvWfz+G2a8ad53LPnwbTNOTZ592HzXzv6KlV98YsY/zfyM1V9/ZsarvpzOmllfmPHyzz5i3ZyvzXjZ9Peb7GPpx++w8ftvzfiH998kbX6yGS9693XSF80z4wVvTmXrkoVmPG/aq2xbttiMv//vf9i58kczTp4ymV0/rQDA7/ORPGUyGWtXA+Bxu0ieMpmsDWsPm/O+dGM6B3tNOQO1GgAAIABJREFUNclTJpO7zZiX0lpZQfKUyeTtNKZ1qi0rJXnKZAoydgFQXVxE8pTJFO0x5varLMwnecpkSvYaPyPK9+eQPGUyZftzACjN2UvylMlU5BvzQBZnZ5E8ZTJVxcajmQozd5E8ZTI1pcbcesfa91oSjL734/T3zHh90jcs//RDM26Nvjcw9iz6RZ9KqCUMgFBLGP2iT2VgbJDP3Lx7ETwXf/Cfdy86ps3ec8899O7d+6DJfWfNmsWZZ56JxWLhUJdBZWRkMHLkSPNPly5dzEfAPfHEE4wYMYI77rjDXP+zzz475Jx0OTk5REVFNdnegZNFB0NOTg5ffvnlIV8vKiri2muvBcDtdnP33XczfPhwzj777CaPx9u0aRPDhw/ntNNO46GHHqLxJXBr167lvvvu44svvmiSv8ViIT09nbq6uibLe/bsaU6xs3Llyv/P3pnHVVG1D/w7lx0EQQVEcV+RVdRccrdSM3PByuXNLUttt73sV2Z7Wamp+dZbWmJqmlvmkqZmmgugiLiBJqaiyA6Xu997fn8MjNxYBVec7+dzP3DmnnPmeWbmzjxzznOeh8jISBwdHVm1qvx7c0WsX7+ejz76CIB58+Yp2USuBxUagJIkuUiSNFqSpDckSXqr6HPdJLrG3OjI7SpVx2w0YDGZ8Oh8FwErlvO3ZCHnkhzANuOfFH6c/iKpSXJA3gsnj7Fo2hQuna44zpLct5HctEvYrPLqaJNBL5dtVvtyYYBTo05HbtolhE2OwWYs0MrlwhuGUVdQWMbu+yL0Wq1iAAAY8vPIK1bW5+eRl36lrMvLJS/jcrHvc8nPSL/yfW4O+Zn25fIoyMlCm5WplLXZ2Wizi5ezKMi+8hvQZmVSUKzP/KwMxUAByM/MsPs+LzMdXd6VuDt5Geno8nLtykUGDUBuehqGYvGuci+noS+2MjM37RLGwu+FEHJZV1i/sGyqwCAy6eXA1DarVa5vsC+bC1NDWa0WuVxozFstctlilMOOWM1muVz44LMoZfl7i0m+lixm+Xuz0UBu2iWshblRi641a2Eap+peexVxM669/MLsCQAFOdnkF7vWrsW1175OPxw1znZ6OmqcCa/Tu5wjcQMIvAsc7OXCwVneXg3Gjx/P5s2bS2wPCQlh9erV5ea/bdOmDfHx8cTHxxMXF4e7uzvDhg0jNzeXv/76i4SEBKxWK0eOHEGv17N48WKefPLJMvtr0aKF0l98fDzOzvb6lpWe7HpSkQH4+eefK3mNv/nmGwCOHDnC1q1befHFF7EV/pamTp3K119/TXJyMsnJyXbHfPPmzQwYMIAxY8Youi9ZsoSmTZsSERGBp6en3XFp0qQJw4cPB6Bx48YsXryY0aNHV1vXBx98kNdeew2QXwzmzp1b7T7LosJFIJIkbQZygThACf8thPiszEbXmOouAlG5eQghkCQJq8VMyuFD+AQ0pE6Dhujz89j2zXxC+t5Hs4gOZF9K5bvnnuCeqNGEPzyarNTzLJo2hfuffpGgHn3ISbvEtv/Np9tDo2nQOghdXi5nDx+kcWgEHt4+fPbIA2XK8OKKDTdQ4xuHqrM9qs63LzaDhbzt/+Daug6uLb1ZP+ktIur2RSM5KHUsNhNxmVuJ+vajKu+nUotAFg2CiNHQfgxYzfDDUIgcC+GPyJEfvowEUcw4lzTwwBzoMFaOn/rTWOj2tJxiMj+t0i44KSkpPPDAA6UGNq5sDL3ffvuNd955hz179pCfn88999zDvn37iIqK4oMPPuCnn34iPDy81Fy/5ckwY8YMUlNTSUlJoV69eixZsoTXXnuNnTt3YjQaeeqpp5g8eTI7d+7k7bffxt/fn/j4eIYPH05oaChz5sxBr9ezdu1aWrRowdmzZ5k4cSLp6en4+vqyaNEiGjduzPjx4/Hy8iI2NpZLly7xySefMGLECLp06cLx48dp1qwZ48aNY9q0aXbyNW/enOPHj+Pi4sJTTz1F165d+c9//gNAv379+PDDD2nUqBF9+vThxAl5EGHZsmXs3LmT//5XHs3u3r07v/76q5KeDuCNN95AkiTef/99u/0lJyfTt29f/vnnHzsXpfHjx/PAAw8wYsSIUo/tgAED6N69O/v27SM8PJwJEybw9ttvc/nyZZYuXcpdd93F4sWLiY2NZd68eQAMGzaM119/nbvuqvpLRnXiAAYKIR4RQnwihPis6FNlSVRqDOn/pCgjdEIIdi75luQD8rSt1WJh/qTRHFi7EpBHYdZ+MpPk/XsAcHRyJuPcWQxa+Vqs5VOHyJbtMHzyGcYzZ/D2D2Dywh9o001+8/X2r8+I6e/SoHUQAO5etQnq0QcPb58bqrOKisq1wao1YUqVR3klRw26Q+mYC9MPJucf5HxBEhabPKpqsZlJ1Z0mRVt61ocbRi1/8PC7klXIwVkuu3mX3+4GsXz5ckaNGgWAp6cnUVFRtG/fnmbNmlG7dm1iYmLKNP6KOH36tDLN+dRTTynb4+LiWLduHT/++CPffvut0l9MTAzffPMNZ87I6QwPHz7MnDlzOHLkCEuWLCEpKYkDBw4wadIkvvxSdi14+umnGTt2LAkJCYwZM8Yuk8bFixfZvXs3GzZsUEbCPvroI3r06EF8fHwJ4+/MmTP4+Pjg4iJngwoPD2fdunVYLBbOnDlDXFwc586d48KFCwQGBirtAgMDuXBBTpmYkZGBk5OTnfEHcu7iouNZnGXLlvHII49Uyj+9OKdOneK5554jISGBEydO8OOPP7J7925mzZrFBx98UGqbjh07lpmFpLpUZhXwX5IkhQohbs+8aHcgVV01aCjQYjWbFaPqyPbfcPHwoHVnOfL+yvfexL95S3qOHi+XZ75B6y53c8+kp5AkiaS9u3FycaHVXd1wcHQkuGcf/Jo2B8DJxZUx739ObX85jpeTqysTvlio7NvJxZUeL71OXnAELs2aAbJRWFnca3uXqXNNRdXZfntNpSbpXDQjAJCx+CgI8H+mPZKjhoBXOiEVBn92r+3NgYxNDGz4GA6SF0arjgMZm26MzhOu+LLi4GRfdnaHyX/AnHA5Fqukgcm7rozyedS1r38DF+CZTCbWr19vl2rtlVde4ZVXXgHkoMgzZ87kf//7H7/99hthYWG8+eabJfopmgL+Nw8++CBubm6APNKYkJCg+Lvl5uaSnJyMs7MznTp1IiAgQOmrKKVaaGgoO3bIiQj27t3L6tWyT/Gjjz6qyAgwdOhQNBoN7dq1Iy3tiqtCWVy8eBFfX1+lPHHiRI4fP07Hjh1p0qQJ3bp1w9HRkdJmO4uuxd9++61E6rf9+/fj7u5ewi8TZEN7yZIlJbZXRLNmzZQUbsHBwfTr1w9JkggNDS0zVZ2fn58yanmtqYwB2B0YL0nSGcAISIAQQoRdF4lUqk15qwZPxe6nZcfOAOz84X8Im40+458AYOW70/Hw9mH4azMAOLT5F7x8/RUDsE6DQDzr1lP6u/+Zl+zKTyywd1btPfZxu3L9lq1LlUtYLODggKOPD3Wq6ENxJ4aGUHW+M6gpOhfEXCJ/9wX8n22P5KDBe1BzNG5XHkFSscwfRToXxQFsProDz/uXPRV+Q/GsDxFj5HijEWNumSgLmzZtIjIyEn//kvIcOnQIgNatW/Pcc8+xa9cuRo4cSXJyMq1atapU/x4eV+IwCiH48ssv6d+/v12dnTt3KiNxABqNRilrNJoy/QeLj6QVb1+ZOMVubm4YDFcWAzo6OvLFF18o5W7dutGqVSt8fHw4f/68sv38+fM0aCAnedi0aRMvvPCCXb/FR1OLc/jwYSwWC1WJHVmVY2MwGBTD+1pTGQNw4HXZs8pN4a+fohUD0Gaz2jmadxn+CE7OVy7QkTM/wcnlSsDsfhOn2PXVNDzymsiUPn8+hqNHCZw3D82/HI5VVFRuT6wFZnSxabh38MOhljMaL2ec/N2x6S041HLGpVntCvtw8veg/rRbMEjzLRhjddmyZaUaLAD/93//x9dff43ZbMZauNhIo9Ggq+RK83/Tv39/vvrqK/r27YuTkxNJSUk0bNiw0u27devG8uXLefTRR1m6dCndu5e/itrT07PMdH6tW7e2Gz0rSgfo4eHB1q1bcXR0pF27dko/+/bto3Pnzvzwww8888wzCCFISEiwS69ms9lYuXIlu3btKrG/8o7z9SApKYm7774+Ob8r9AEUQpwFGgF9C//XVaadys2hKFRFWYyY/q7yf9/xk+k3capSbnVXN5pGXLnZOru6XbWPQ1Vw8vPDqWFD1fhTUbnNEWYrNp3st2fLN5G76QzGU/KMhFubOtQdHYRDrRrwO7/GMVZHjRpF165dOXnyJIGBgXz77bcArFmzhsDAQPbu3cugQYOUEbfU1FTuv/9+pb1Op2Pr1q3KqtTirF27lk6dOtGgQQO8vb3p2rUroaGhSJJEeHh4leSdNGkS7dq1IzIykpCQECZPnnxVq4Pnzp3LokWLCAsLKzcsTRFhYWE4OjoSHh5uN7oH8shkixYtOHVKDtt0+fJlIiMjCQoK4uOPP7abqv3qq6+YNGkSLVu2pEWLFgwcOJC4uDjat29v96zbtWsXgYGBNG/evIQsP/30UwkDMCYmhsDAQFauXMnkyZMJDg6u9LGoiD179nDPPfdcs/6KU5lVwG8DHYE2QojWkiQ1AFYKIa6PSVoK6irgynH+xFFWvF3+G2lNWTWooqJyayEsNi5+eAD3CF+8B7cAwJJlwLHOrZN2U00FVzNZs2YNcXFxvPfee1fd9r333qNly5aMHDnyOkhWPQ4dOsTnn39eJX/D4lRnFfAw4EGgAEAIkQp4VksalWtG5oVzSsDbhq2DFH++24HMb79Du3vPzRZDRUWlimj3ppKz/jQgr+T16tsIt9ArfsG3kvGnUnMZNmwYTZs2rVLbN99885Y0/kBenfzuu+9WXLGKVMYANAl5mFAASJJU/YzclUSSpMGSJH2dnZ2N2WzGaDRiNBoxm83o9XqsVisFBQUIIRT/gOJ/hRAUFBRgtVrR6/Vl9lHkM6AtDET77760Wi02mw2dTofFYsFgMGAymTCZTBgMBiwWCzqdDpvNVm4fQgh0Ol2F8lyNTr8tnMvv3y2U5bBaCep9b5kr5dxre98yOuVlZpK7di1Zv/xyR5wnVSdVp5qgkyFfT96hi+j1enlbuhbzZR35eXIbEeaFS9Pat6xOKjWXSZMm3WwRrjn33ntvlQ3bylCZKeCXgFbAvcCHwETgRyHEl+U2vIaoU8BXyMtIJ/aX1XQfNRZnVzcyz5/DzcsLd6+KHapvNWxGI1gsaDxu2DuFiorKVSJs8jNC0kho96WSs/Y0fs+2x7lBLYRNIGmuv5/wtUKdAla5E6nyFLAQYhawCvgZaAO8dSONPxV7tFkZJPy+mYtJct7SuoGNbjvjT7t7D8JsRuPiohp/Kiq3MJZMPZc+jkF/VE7l5h7uh+/UcJwC5N/t7WT8qaio2FOZMDAIIbYCW6+zLCqlIGw2dv7wP1w9PekaNYoGrYN4YsHi287oK8L49xnOPf44vs89R70pk2+2OCoqKsUQQlBw4BIaV0fcw31x8HHFuZkXDh5OAGjcHHFp4nWTpVRRUbkWlGkASpKUT6HfX2kIIdS7wHXEYjLh6OyMpNGgy8uFYkvUb1fjD8CleTMCF8zHoxp5DVVUVK4dwiqwZOhw8vdAkiR0cWk4eDnjHu6LpJGoO7LtzRZRRUXlOlDmFLAQwrPQyJsNvAY0BAKBV4GrX2utUmmS9//Ff58cT35mBiBn3Ogz7vEKWt36WAsdsz379FGnflVUbhFy1p/i8sIEhEUOCl9vfDB1xgTdZKluTUasH8G7+94lXZd+TfudOHEifn5+JdKOrVy5kuDgYDQaDWX5wRsMBu666y7Cw8MJDg7m7bffVr4bM2YMYWFhvPHGG8q2d999l3Xr1pXal06nY8yYMYSGhhISEkL37t2VBTXVYfHixUiSxO+//65sW7NmDZIkKenkymubmppabRmKmD17Nj/88IPdtlmzZiFJEhkZ8jP3008/VfIhh4SE4ODgQFZWllJ/8uTJ7Nmzp8z2J06coGvXrri4uDBr1iyl3rlz5+jTpw9BQUEEBwdXGP+wIu6//35ycnIwmUz07NnzqmIxQuVWAfcXQiwQQuQLIfKEEF8BUVWSVqVMDAVaCnKyAfBr1oKmYe2VNDg3Ihjz9aZg335O9e2HvpQckyoqKjcO49k80r48hDXPCIDHXQHUGdFKmWXQuDvViHvO9eBk9knWJK9h4OqB19QQHD9+PJs3by6xPSQkhNWrV9OzZ88y27q4uLB9+3YOHz5MfHw8mzdvZt++fSQkJACQkJDAn3/+SW5uLhcvXuTAgQMMGTKk1L7mzJmDv78/R44cITExkW+//RYnJ6dromNoaCjLli1TysuXL69UIOpraQBaLBa+++47RhdLOXru3Dm2bt1K48aNlW0vv/wy8fHxxMfH8+GHH9KrVy/q1LmSm37//v106dKlzPZ16tRh7ty5vPTSS3b7d3R05LPPPuP48ePs27eP+fPnc+zYsSrrs3HjRry9vXF2dqZfv36sWLHiqtpXxgC0SpI0RpIkB0mSNJIkjQGsVZJWpVSsFjPfv/gku6K/A6C2nz+Dnn0Zr3q+FbS8fXBq2ADPvn1xadPmZouionJHIaw29IkZmNMKANAU+vNZ80wAODeshVtwPSQH1egDmLB5AmtPrQXAbDMzYfMEfjn9i/K92WbGaDWyJnkNA1YPoO9Pffk56WcAsg3ZTNg8gZ3ndgKQoc+o1D579uxpZ2AUERQURJsK7pmSJFGrVi1ZNrMZs9mMJEk4OTmh1+ux2WyYTCYcHBx46623mDlzZpl9Xbx40S6lW5s2bZR8tUOHDqVDhw4EBwfz9ddfK3Vq1arF9OnTCQ8Pp0uXLqSlpZXad48ePThw4ABmsxmtVsupU6fs0q/NnDmTTp06ERISwhNPPIEQglWrVhEbG8uYMWOIiIhAr9cTFxdHr1696NChA/379+fixYsAxMfH06VLF8LCwhg2bBjZ2dklZNi+fTuRkZE4Ol7xfps2bRqffPJJmS89/079dvz4cVq3bo2Dg0OZ7f38/OjUqVMJ4zkgIIDISDmFqqenJ0FBQVy4cKHEPsePH8/UqVPp06cPzZs3548//mDixIkEBQUxfvx4pV7Tpk2VUcehQ4eydOnSUnUoi8oYgKOBh4G0ws9DhdtUqoHZYCBpvzyE7ODoRPdR4+jwwLCbLNX1w7lRIxp89CGa65TUWkVF5QpCCGwGeTpImG1krThJQaz8YHaq54b/M+1xDlTj+VcHs82MyWoiXZ/OkmPVy9RQXaxWKxEREfj5+XHvvffSuXNngoKCaNy4MZGRkTz88MOcOnUKIQTt27cvs5+JEyfy8ccf07VrV958802Sk5OV77777jvi4uKIjY1l7ty5ZGbKK8MLCgro0qULhw8fpmfPnnzzzTel9i1JEvfccw9btmxh3bp1PPjgg3bfP/3008TExJCYmIher2fDhg2MGDGCjh07snTpUuLj43F0dOSZZ55h1apVxMXFMXHiRKZPnw7A2LFj+fjjj0lISCA0NJR33nmnhAx79uyheMif9evX07BhwzJHInU6HZs3byYq6sqk56ZNmxgwYECl2pdHSkoKhw4donPnzqV+n52dzfbt2/niiy8YPHgw06ZN4+jRoxw5coT4UmbSQkJCiImJuSoZKlwFLIRIAUofL1apMgc3rWf38h+YOPu/+AQ0JLhXv5st0nVBu2cP+Zs34//aa6rfn4rKDSJj0VEQAt/HQtG4OuL7ZAROfu43W6zbgkUDFin/O2mc7MrFcdI4oZE0DG05lCnhUwDwcfWxq1/PrV6pba81Dg4OxMfHk5OTw7Bhw0hMTCQkJITZs2crdQYPHsx///tf3n//fQ4fPsy9997L44/b+5ZHRETw999/89tvv7Ft2zY6derE3r17CQoKYu7cuaxZswaQpz2Tk5OpW7cuzs7OPPDAAwB06NCBrVvLDhgycuRI5s6dS25uLp999hkffPCB8t2OHTv45JNP0Ol0ZGVlERwczODBg+3anzx5ksTERO69915ANnwDAgLIzc0lJyeHXr16ATBu3DgeeuihEvu/ePEiQUGyf6tOp+P999/nt99+K1PeX375hbvvvttudHbLli0sWrSoUu3LQqvVEhUVxezZs/HyKn097eDBg5EkidDQUPz9/QkNDQUgODiYlJQUu9FTkK8BZ2dn8vPz8fSs3MtdeauAv6T8VcDPVmoPKoA8zZuwbTP+zVvSoHUQEf0HEdguFJ+AhhU3vo0xnjiJPv4wFA6Xq1x7zGkFZP54grqj2+Lkf2cY2arO9jobTmWjO5SOz4hWSJKEe1g9u7u3c8CdcYxuBP82/G6UkVcZvL296d27N5s3b7ZbULJu3To6duxIQUEBiYmJ/PTTT/Ts2ZMxY8bg7m7/YlCrVi2GDx/O8OHD0Wg0bNy4kbS0NLZt28bevXtxd3end+/eGAwGAJycrviMOjg4lLsQ4a677iIxMRE3Nzdat26tbDcYDDz55JPExsbSqFEjZsyYofRfHCEEwcHB7N271257bm5upY6Pm5ub0u/p06c5c+aMMnp3/vx5IiMjOXDgAPXr1wdkP8Xi0786nY6cnBwaNGjAkSNHKmxfGmazmaioKMaMGcPw4cPLrFc09a7RaJT/i8plHWOj0Yira+XTL5Y3BRwLxAGuQCSQXPiJoJo+gJIkTZMk6agkSYmSJC2TJKnGJ4y0Wa3sW72CpH3ytK+LuwcN29T8lXZ1H5tI059XobmKi1Kl8thMVjIWHcVyWUfGoqPYTDXfPVfV+ShWowXjmVxFd2uOEePpHGyFfn0eHevj0ansh5BK1Wjj04bhrYazOWozb3Z585Yw/tLT08nJyQFAr9ezbds22ra9ErrHbDYzZ84cXn75ZXQ6nWKsFfkGFmfPnj2K75zJZOLYsWM0adKE3NxcfHx8cHd358SJE+zbt6/K8n744Yd2I3+AYpTVq1cPrVZrtzLY09NTSeXXpk0b0tPTFQPQbDZz9OhRateujY+PD3/++ScAS5YsUUYDixMUFMSpU6cAeVHK5cuXSUlJISUlhcDAQA4ePKgYb7m5ufzxxx92C2Z27NhBnz59KtW+NIQQPPbYYwQFBfHCCy9c3YGrgMzMTHx9fa9q0U6ZI4BCiO8BJEkaD/QRQpgLywuBqx/zLESSpIbAs0A7IYRekqSfgJHA4qr2eauSvP8vTuz5gwemvYaTiyuPfjQHD5+Sjr41kYIDB3Dw8sK1bVs0zs43W5waS/aqJKxaEwiwak1k/5REndFtkTSSnMLLKsBBujFlqwCbAEcJSboWZRvYQHKS31OLyiV0XpVE3dFBZdZXyoVhTiTHW7RstoEGJIeS5X/rnPXDMYync6nzSBvc2/vJn0h/NTPHdWbVg+WHLKkqo0aNYufOnWRkZBAYGMg777zDY489xpo1a3jmmWdIT09n0KBBREREsGXLFlJTU5k0aRIbN27k4sWLjBs3DqvVis1m4+GHH1amZAHmz5/PuHHjcHd3JywsDCEEoaGh3H///Xh72+eNP336NFOnTpV9SG02Bg0aRFRUFCaTiYULFxIWFkabNm2UFbBVYeDAgSW2eXt78/jjjxMaGkrTpk3p1KmT8t348eOZMmUKbm5u7N27l1WrVvHss8+Sm5uLxWLh+eefJzg4mO+//54pU6ag0+lo3rw5ixaVnLofOHAgjz76aKXkXLNmDffddx8exVyXNm3axIgRIypse+nSJTp27EheXh4ajYbZs2dz7NgxEhISWLJkCaGhocoU7gcffMD9999fKZnKY8eOHVfdT2VyAZ8EugohsgrLPsA+IUSVlnMWGoD7gHAgD1gLzBVClGlU3k65gG02KxISkkZD4o6txP+2keGvz7itgzdfLUIIUqLkH0nTn1epISWuE9qYi+SsOw0W+9+wR9cAfIa0xPhPHukLDlNvQjCubepg/DuX9K8TqDcpFNeW3hiSs8n4NhHfKWG4NK2N/kQWmYuP4vdUBM6NPNEnZpAZfVzJ+6o7fJmsZSfxf6EDTn7uFMSlkb0yifovd8SxrhvaAxfJWX2KgNfvwqG2C9q9qeSsO03Am51xqOVM/p8XyP31bxrM6IrG1ZG8nefI25xCw3fvRnLSkLftLHnb/qHhB92RNBK5W1LI/+M8gR90ByBn499od19ActDIxlEhkpOG2g+2wHw+H/3RTBq8KT+cslYmYTyVQ8DrctDxzOUnMJ/Lp/7L8sMlc+lxzGk66r8gO4VnfH8Ua44R/+fkVXrp3yUi9Bb8npJv1OlfJyBsAr8p8pTP5a8OIzlp8J0k++akzTuEg4cT9SbIU29psw/iUMeVemPbAXDps1icAjyoO1oe+b/4SQwuTbyo84h8K039YD9ubergE9VKLr+7F7dQX5wa1iJ3/ekSOru198P7geZonFX3isqi5gJWGTZsGJ988gmtWrW66raRkZHs37//moXGuZYMHz6cDz/8sNRV42XlAq6MATgBmAHsKNzUC5hRNEJYFSRJeg54H9ADvwkhxpRS5wngCYCGDRt22L17d1V3d8PQ5WSz+3/zaNtvAI3bd0LYbCBJd6QBJPLyEHl5aAIDb7YoNRaHxReQDLYS24WLBuuEhqC1ICXrEC3cwcsR8i1Ip3SIlu7g6Qh5FqTTOkQrd6jlCLlmpL/1iNYe4OEAOWakM3pEGw9wd4AsM9JZPSLIA1wdINOE9I8B0a4WuGggw4R0zoAIrgXOGkg3IZ03IEJqgZMGLhuRLhgRoZ7gKMElI9JFIyLcEzQSXDQiXTIiIjzlmHSpBqQ0E6K97CQtXTCg2ZyBZC55zxJuGmx96kCuRe4fkM7qId+CCCksp+hBZ5XlBaQzOjDYEEGF5b91YLIh2haWT+nAKmT9ASm5AATy8QGkpAJ3snGiAAAgAElEQVTQSPLxBKQTBeAkyccbkE5owVmDaF5YPqYFNwdEM3klvHRUC7UcEE0Ky4n54OWIaFxYTsgHHyc02zOR9KWcZzcN1nE124f4WtOsWTPVALzDOXnyJGlpaeXGVrzdMJlMLF++nLFjx5b6fZUNQABJkuoDRWuV9wshLlVV0MIRxJ+BR4AcYCWwSggRXVabW3kEUAhBfkY6Xr5+CJuNDXM/JbT3PTSNuDNvKOYLF3Bs0OCONHpvBLpDlzFd0OL9QHO0MZfIWXfKbgRQctJQe0gLanWsmf5f2phLpY6GqTqrVAZ1BFDlTqQsA7DMRSCSJLUt/BsJNADOFX4aFG6rKvcAZ4QQ6YV+hauBbtXo76by23+/ZPnbr2Ixm5E0GgY//+oda/xZc3I48/AjXP7o45stSo3CZryy4st8WYfpbB7CYqNWp/q4tasrj6YBOEq4BtWp0UZBrU71cQ2qo+pcw3VWUVG5/pS3CrhoicpnpXxmldWoEvwDdJEkyV2Sh4n6Acer0d8NRQhByuGDmAx6AIJ79+PuR/6DxqEyMbVrNhovL+pNnUrtYUNvtig1BuOZXC6+fwDjP3kAePVrjO+T4crCAZ8RrXGoJS+ycajljM+I1mX2VVNQdb4zdFZRUbm+lGm1CCGeKPzbp5RP36ruUAixH1gFHASOFMrwdbmNbiHSz57h5w/eInG7vGYlsG0wwb36odHc2Y7YQggkjYY6/xmDa7EQBCpXj/myDtMFOQG7U4NauIXVQ+MmL9iXHDV20+saZwfqTQjG0d+dehOC74gFAarOd4bOKioq15erHraSJOleSZLKDvVdCYQQbwsh2gohQoQQjwohjNXp73pz/sRRjv7xOwB+TZsz9JX/I/y+6i/brilYMjNJiRqB7uDBmy3KbY+wCTIWHyV30xkANC4O1BnRGiffsrM4OPl7UH9ahzsmIDKoOquoqKhUl/J8APtKkpQkSZJWkqRoSZLaSZIUC3wEfHXjRLz5HNq8gX2rl2OzyUFXW3TojIPjrbcM/GZhzc5GCIFDJdPPqNhjPJNL1oqTCJtA0kjUGdmGOiOrFGVJRUXlBmK+fJmLM97h76HVy+M+Z84cQkJCCA4Otkvf9m927txJREQEwcHBSqDj9PR0unfvTkhICGvXrlXqDhkyhNTU1FL7OXnyJL179yYiIoKgoCCeeOKJKss+e/ZsdDrdVbebNWsWbdu2JSQkhPDwcH744QcAevfuzfVa9Ll27VpmzpwJwMKFC5V4fN27d+fYsWMAHDhwgIiICCIiIggPD1fS3xUxefJk9uzZw//93/8RFhZGREQE9913X4ljHRMTg4ODg11Q61deeYXg4GCCgoJ49tlnqcwi3NJITU1V4hEeOXKE8ePHV6kfhBClfoBDQG/ABRiKHLPvubLqX89Phw4dxI0kK/W8WPvpuyIvI10IIYQ2O0uYDPobKsPths1mu9ki3FbYzFZhs1iFEEIUHEoTqR/uF+ZM9RpTUbmeALHiX8+X2NjYq+7HlJYmUt+eIY6HhYtjIaHiWJu2VZbpyJEjIjg4WBQUFAiz2Sz69esnkpKSStTLzs4WQUFB4uzZs0IIIdLS0oQQQsyZM0d8/fXXIi8vT3Tr1k0IIcT69evFjBkzytznfffdJ9auXauUExISqix/kyZNRHp6+lW1+eqrr8R9990ncnNzhRBC5OTkiMWLFwshhOjVq5eIiYmpdF8Wi6XSdbt27arIWrRvIYRYt26d6N+/vxBCKOdBCCFSU1OFr6+vUhZCiPDwcGGxWOzaz5kzR0yePNlOpj59+oiBAweKlStXCiGE2LNnj+jWrZuwWCzCYrGILl26iB07dlRa9vLo16+fcl2URmxsrBg8ePC3gwcP9hTFrv3ypoCFEGKnEMIohFgLpAsh5lTNzLw9KBrh0zg4kpp0gsxzZwHw8PbByUVNZfZvzJcvk7HwvwizWQ37chVYc41c+jSGgrg0ANzCfOVgynXUa0xF5WZz9tGx5KyWR32E2czZR8eSu349AKZ//iGpR09O9e1Hzs8/I4xGMJuVtpbsbM4+Opb87XLYXEt6eoX7O378OF26dMHd3R1HR0d69epVYtQJ4Mcff2T48OE0btwYAD8/P0DOxavX6zEajUqe2NmzZ/Pyyy+Xuc+LFy8SWCxGa2ioHMw8JSWFHj16EBkZSWRkJH/99Rcgjzz27t2bESNG0LZtW8aMGYMQgrlz55KamkqfPn2UFGlTp06lY8eOBAcH8/bbb5e6/w8++IAFCxbg5SXH+Kxduzbjxo0rUa+svpo2bcrMmTPp3r07K1eu5JtvvqFTp06Eh4cTFRVV6ohkUlISLi4u1Ksnp+8r2jdAQUGB8gwrOg8gp6gr/mw7fvw4rVu3xsHBocz2AF9++SVRUVHKOQKQJAmDwYDJZMJoNGI2m/H39y8hZ9OmTXnjjTfo2rUrHTt25ODBg/Tv358WLVqwcOFC5TwVz/U8ePBgli9fXuqxLo/yDEBvSZKGF31k+e3KNQYhBJsXfMFvC+cCUNvPnycWLL5jw7lUlvzNW8j46ivMFy7cbFFueaxaE8a/5YTlGi9nXNvWwaleYcBfjaSk/1JRUbl1SX3tdazp6WCx2Bl+1SEkJIRdu3aRmZmJTqdj48aNnDt3rkS9pKQksrOz6d27Nx06dFCmTEePHs2WLVsYMGAAM2bMYMGCBYwdOxZ397L9hqdNm0bfvn0ZOHAgX3zxhZJL2M/Pj61bt3Lw4EFWrFjBs88+q7Q5dOiQktLs77//Zs+ePTz77LM0aNCAHTt2sGOHbPS+//77xMbGkpCQwB9//EFCQoLdvvPz88nPz6dFixYVHpvy+nJ1dWX37t2MHDmS4cOHExMTw+HDhwkKCuLbb78t0deePXuIjLSPYDd//nxatGjBK6+8wty5c5Xt+/fvJzg4mNDQUBYuXKgYhJs2bWLAgAFKvenTp9OoUSOWLl2qTC1fuHCBNWvWMGXKFLt9de3alT59+hAQEEBAQAD9+/cnKCioVL0bNWrE3r176dGjB+PHj2fVqlXs27ePt956q9T6HTt2VPIgXw3lPXX+AAYX+xQvP1BOu9sGbXYWIFvmXr5+eNbzU+bkHRzLTJOsUkidsY/S/NcNODdterNFueXJ/jmZzGUnEFaBJEn4DGuFS3PvihuqqKjcUJos+QHv4bJPn+TkRJMlP1D7wQcBCJwzG+9Ro5BcXKCUdGCOPj40WfIDnn3l0TBHX98K9xcUFMSrr77Kvffey4ABAwgPD1cMjuJYLBbi4uL49ddf2bJlC++++y5JSUnUrl2bX3/9ldjYWCIjI9mwYQNRUVE8/vjjjBgxgr1795boa8KECRw/fpyHHnqInTt30qVLF2VUqign70MPPaT4xQHcddddBAYGotFoiIiIICUlpVR9fvrpJyIjI2nfvj1Hjx616wMKI0ZUcsaovL4eeeQR5f/ExER69OhBaGgoS5cu5ejRoyX6unjxIr7/Oh9PPfUUp0+f5uOPP+a9995Ttnfu3JmjR48SExPDhx9+iMFgAFAM7SLef/99zp07x5gxY5g3bx4Azz//PB9//DEODvYr9U+dOsXx48c5f/48Fy5cYPv27ezatatUvR8svN5CQ0Pp3Lkznp6e+Pr64urqqhjrxfHz8yvT37M8yrRyhBATrrq3W5CvnvgPutySB8zF3QOz0cDo9z7Dv3lLuj1UIhudShmY0y6DzYpTQADOaqq3UjFn6Mn//R+8BzdH4+5E7QFNQSMhOahT5SoqtyuOvr4EvP0Wvk9OJX3BV+SuXi2n/KzmaOBjjz3GY489BsAbb7xhNz1bRGBgIPXq1cPDwwMPDw969uzJ4cOHad36SkzImTNnMn36dJYtW0aHDh0YPXo0Q4YMUUbnitOgQQMmTpzIxIkTCQkJITExkV9++QV/f38OHz6MzWbD1fWKW4qLi4vyv4ODAxaLpUSfZ86cYdasWcTExODj48P48eMV46kILy8vPDw8+Pvvv2nevHmZx6Sivjw8rqyGHz9+PGvXriU8PJzFixezc+fOEv25ubmRm5tb6r5GjhzJ1KlTS2wPCgrCw8ODxMRE2rVrR05ODg0aNChRb/To0QwaNIh33nmH2NhYRo4cCUBGRgYbN27E0dGR5ORkunTpQq1acqrJgQMHsm/fvlJT0hUda41GY3fci6b4/43BYMDNza1U3cqjxs87lWb8ARh1BXQYNBTPuvVusES3P2nvvUfKw49gM97S0XtuOEIIJV2XMNvQH8vElFoYz8/fo9xQLioqKrcPRYZgy21b8R4xApdqxj69fPkyAP/88w+rV69m1KhRJeoMGTKEP//8E4vFgk6nY//+/XZTiMnJyaSmptKrVy90Oh0ajUbxO/s3mzdvxlxotF66dInMzEwaNmxIbm4uAQEBaDQalixZgtVqrVB2T09P8vPl7GJ5eXl4eHhQu3Zt0tLS2LRpU6ltXn/9dZ566iny8vKUdl9/bR8OuLJ9gTytHBAQgNlsZunSpaXWCQoK4tSpU0o5OTlZ+f/XX3+lVatWgGx4FhlZZ8+e5eTJkzRt2pQdO3Yofo7/br9+/XraFl4DZ86cISUlhZSUFEaMGMGCBQsYOnQojRs35o8//sBisWA2m/njjz/KnAK+WpKSkux8AivLHT3P2XNMjRjkvOH4vfIyxpMn0RR7M7nTEVZB+n8P4xzoifeDLXAO8CBgemc1YK+KSg2myBCsLlFRUWRmZuLk5MT8+fPx8fEBUJz+p0yZQlBQEAMGDCAsLAyNRsOkSZPsHvrTp0/n/fffB2DUqFEMHTqUOXPmKL5pxfntt9947rnnlBG+Tz/9lPr16/Pkk08SFRXFypUr6dOnj90oW1k88cQTDBw4kICAAHbs2EH79u0JDg6mefPm3H333aW2mTp1Klqtlk6dOuHk5ISTkxMvvviiXZ3w8PBK9QXw7rvv0rlzZ5o0aUJoaKhikBanZ8+evPjii8oU9Lx589i2bRtOTk74+Pjw/fffA7B7924++ugjnJyc0Gg0LFiwgHr16rFp0yYl9ArAa6+9xsmTJ9FoNDRp0kQ5V2UxYsQItm/fTmhoKJIkMWDAAAYPHlxum8qyY8cOBg0adNXtpCKft1sRSZIGA4ObN2/++IkTJ7DZ5NGVomFQZ2dnDAYD7u7uaLVa5U2k6G+tWrX4fGTZB/jJxStxdnbGaDTi5uZGQUEBtWrVsuvD09MTrVaLu7s7BoMBZ2dnLBYLGo08eGqz2XB0dMRkMuHq6opOpyuzDw8PD/R6PS4uLphMJhwdHaukk06nw9XVtdw+rodOeVlZeNWpU6N0qs550ufrcLhsxhLghKenJ+kbknBvUBtbK/fbVqeaeJ5UnVSdiv5KkhQnhOhY/DkQFxcnOnRQF/zdCTz33HMMHjyYe+6556rbRkZGsn//fpxK8f28mRiNRnr16sXu3btL9R0FiIuL45133vkOeH79+vWKdVwpA1CSpBCgHaA4BAghfqi25JWkY8eOoqqBIT97pOz1Ki+u2FBVke44hBCce+wxXFq1wv/112+2OLcEuVtSyN95jvqv3YVjbXU0VEXlVkc1AO9s0tLS2L9/v7LIoiaQnJzMhQsX6N27d5l1yjIAK5wCliTpbeSA0O2AjcBAYDdwwwxAlVsAiwXX4BCcGt25iz5sOjN528/h3t4P54a1qNW1AS4tvXHwcr7ZoqmoqKioVIC/v3+NMv4AWrVqpfgvXi2V8QEcAYQDh4QQEyRJ8gf+V6W93QTca3uXuhDEvbYaguNqkJyc8HvxhZstxk1BWGxIjhrQSOgOpuFY1xXnhrVw8HJWjT8VFRUVlduSyhiAeiGETZIkiyRJXsBloOy127cYU7+Ovtki3NYIm41LM2fiM3IkrtVc6XY7kr06GUuWAd9JoWhcHan/6l1oXNSFHSoqKioqtzeVCQMTK0mSN/ANEAccBA5cV6lUbhnM58+Tv+13DEePVVy5BiBsAkNythIQ3KlhLVyaeiFsclk1/lRUVFRUagIVjgAKIZ4s/HehJEmbAS8hREJ5bVRqDs6NG9Ni00Y0hcErazr6xAyyfjxBvYkhuLb2oVbngJstkoqKioqKyjWnwhFASeY/kiS9JYRIAXIkSbrr+oumcjMRVit5W7cihMBBDp9ws0W6Lgirjfw/z6NPzADArV1d6oxqi0uL2jdZMhUVlVuRpP2X+P6NPcyfsp3v39hD0v5L1e5zzpw5hISEEBwczOzZs0utc+LECbp27YqLiwuzZs1Stqenp9O9e3dCQkJYu3atsn3IkCFlpgebMWMGDRs2JCIigoiICF577bWrlnnt2rUl0rxVhQMHDtCzZ0/atGlD27ZtmTRpEjqdjvXr1/PRRx9Va1/PP/+8km5t3rx5tGzZEkmSyMjIKFE3JiYGBwcHVq1aZbd9wIABXLhwocz2O3fupHbt2sqxLB53cfPmzbRp04aWLVsqulSVbt26AfL5Lp6OrjpUZgp4AdAVKApNng/MvyZ7V7llydu0mQvPPEvBnr9utijXBWGVY4ihkdDFpWFIzgZActTgHu6L5FDjk+SoqKhcJUn7L7Fj6Qm0WXIWJG2WkR1LT1TLCExMTOSbb77hwIEDHD58mA0bNthlmSiiTp06zJ07l5deeslu+7Jlyxg3bhx79+7l008/BeCXX34hMjKy1LRlRUybNo34+Hji4+OrZJxUxSj7dxqztLQ0HnroIT7++GNOnjzJ8ePHGTBgAPn5+Tz44IOKYVqVfWVlZdmlWrv77rvZtm0bTZo0KVHXarXy6quv0r9/f7vter2erKwsGjZsWG77Hj16KMfyrbfeUvp86qmn2LRpE8eOHWPZsmXVMpj/+kt+Fvv6+hIQEMCePXuq3FcRlXnKdRZCPAUYAIQQ2YC69LGG43X/QAIXLMDj7m43W5RrjnbPBS59Hiev7pUkfKeE4zOsasvoVVRUahZrPjvI8b8uAmC12ljz2UFOFhp4e9eexmKy2dW3mGz8uVI22PRaE2s+O8iZBHmEqCC34nSZx48fp0uXLri7u+Po6EivXr1Ys2ZNiXp+fn5K5oziODk5odfrMRqNSlDs2bNn8/LLL1+17r///jvt27cnNDSUiRMnYixM9/naa6/Rrl07wsLCeOmll/jrr79Yv349L7/8MhEREZw+fZrTp08zYMAAOnToQI8ePThx4gQg5+l94YUX6NOnD6+++qrd/ubPn8+4cePo2rUrAJIkMWLECPz9/Vm8eDFPP/10qfuKjIxU+khOTqa0OI6rVq2yGylr3749TZs2LVXvL7/8kqioKPz8/Oy279y5U4mvV1770jhw4AAtW7akefPmODs7M3LkSNatW1eiXu/evZk2bRo9e/YkKCiImJgYhg8fTqtWrXjzzTeVerWKuWENHTq0zJR3V0NlDECzJEkOgACQJMkXsJXf5NbDnFbApS/iMKcV3GxRbhhV0VlYLFjz85E0Gjz79rntpn7L0tl0Ph+bQX77dPRzx7WFN8Ik57nUuN7RGRFVVFQqiTa7dIPOoDVXuc+QkBB27dpFZmYmOp2OjRs3cu7cuUq3Hz16NFu2bGHAgAHMmDGDBQsWMHbsWNzdy889/sUXXyjTllu2bMFgMDB+/HhWrFjBkSNHsFgsfPXVV2RlZbFmzRqOHj1KQkICb775Jt26dePBBx/k008/JT4+nhYtWvDEE0/w5ZdfEhcXx6xZs3jyySeVfSUlJbFt2zY+++wzOxkSExNLNd6KU9q+ateuTXx8PACLFi1i/PjxJdrt2bOnwr4BLly4wJo1a5gyZUqJ7zZt2lSp6da9e/cSHh7OwIEDOXr0qNJvo0aNlDqBgYFcuHCh1PbOzs7s2rWLKVOmMGTIEObPn09iYiKLFy8mMzOzRP2OHTvy559/VihXRVTGAJwLrAH8JEl6HzkI9AfV3vMNxGaykrHoKJbLOjIWHcVmqjjB9e1OVXXO/G4Rfw9+EEspPhK3OmXpbE7XcXlePAUH5Ld411Y++Axvhcb91krpUxVMJhPbtm3jo48+4vfff8dkMt1ska47qs6qzteTYS9GEtRNXvzl4KBh2IuRtOlcH4BadUrP+FO03a2WM8NejKRZWD0APCqRISgoKIhXX32Ve++9lwEDBhAeHl5mSq/SqF27Nr/++iuxsbFERkayYcMGoqKiePzxxxkxYgR79+4ttV3xKeD+/ftz8uRJmjVrRuvWrQEYN24cu3btwsvLC1dXVyZNmsTq1atLNSy1Wi1//fUXDz30EBEREUyePJmLFy8q3z/00EM4OFy7CAqTJk1i0aJFWK1WVqxYwejRo0vUuXjxIr6+vhX29fzzz/Pxxx+XKt+ePXvo3r17ue0jIyM5e/Yshw8f5plnnmHo0KEAlJZlrawBlaLg1KGhoQQHBxMQEICLiwvNmzcv9WXAz8+vTP/Oq6Eyq4CXSpIUB/QDJGCoEOJ4tfd8A8lelYRVawIBVq2J7FVJ1B0ddLPFuq5UVWePLp2x5eXiULfuDZDy2mKnc56J9IWH8X82Eidfd+qMbINr2zo3W8RrSkpKCitWrMBsNmOxWNi7dy+xsbE88sgjVzVVcTuh6qzqfDN17jqkBTuWnrCbBnZ01tB1SItq9fvYY4/x2GOPAfDGG28QGFi1jEszZ85k+vTpLFu2jA4dOjB69GiGDBnCjh07KmxbVlpYR0dHDhw4wO+//87y5cuZN28e27dvt6tjs9nw9vZWRuX+jYeHR6nbg4ODiYuLY8iQIRXKV5yoqCjeeecd+vbtS4cOHahbyvPKzc0Ng8FQYV+xsbGMHDkSgIyMDDZu3IijoyNhYWE0atQIZ+fyPd68vLyU/++//36efPJJMjIyCAwMtDPezp8/X6ZPpouL/KKg0WiU/4vK//abBDAYDLi5uVWoW0WUOwIoSZJGkqREIcQJIcR8IcS8283408ZcwnA8CyyFF7dFYDiehTbmEjm//k3u5hSlbs760+RuPauUs9eeIu/3f66UVyeTt/PKCc1amUT+rvNXyitOkr/7yhBv5o/H0e69YqVnRh9Du//KW1HG90cpiL3iPJyxKJGCg2mAHI8uY1EiuvjLctlsk8tH0gGwGS1kLEpEf1QeHrbpzHL5RFapOuuPZ3Hpi1gMp+SsKJZsAxmLEjGeyZXLmXoyFiWiqd0Uv5dewpIul03n5bSB5ksFcjlVC4DpgpaMRYnKVKvpXL5cTtcBYDybR8aiRCyZern8d45czpGnUAynsslYlIg1T36rN5zMkssF8lSK/lgmGYsSlWlbfWKGXC4c1dMlpJOxKBFhkW/EWauT0B/JuKKzTWC+WIA2Rj7e7hF+NW6q9+DBg+j1euUGYbFY0Ov1irPw+fPniY6OVqYQzp49S3R0NNnZ8oKXM2fOEB0dTW6ufA2cPn2a6OhotFr5HCcnJxMdHY1OJ5/TEydOEB0drdxUjx07RnR0tDIyk5iYSHR0NFarfI4SEhKIjr4SiP3QoUP8+OOPSjkuLo4VK1Yo5ZiYGFauXKmU9+3bx88//6yU//rrL9auXVuqzgcPHmTXrl1s2HAlv/eOHTvYuHGjUv7999/ZsmWLUt66dStbt25Vylu2bOH3339Xyhs3brR7cG7YsEFZUQiwfv16du/erZTXrFmjHHuAn3/+mX379inllStXEhMTo5RXrFhBXFycUv7xxx85dOiQUo6OjiYhIaHM87xq1SrFqdxgMBAdHa34Xel0OqKjo5XFBFqtlujoaE6fPg1Abm4u0dHRnDlzBoDs7Gyio6M5e1a+/2VmZhIdHc358/L97fLly0RHRyujDpcuXSI6OppLl+T7V2pqKtHR0Vy+LN+vqnvt7dy5s8zzfDNp3bk+fca0VUb8atVxoc+YtrQuHCGsKkXH7Z9//mH16tWMGjWqghYlSU5OJjU1lV69eqHT6dBoNEiSVCkjCKBt27akpKRw6tQpAJYsWUKvXr3QarXk5uZy//33M3v2bMXI8/T0JD9ffj54eXnRrFkz5fcrhODw4cMV7vPpp5/m+++/Z//+/cq24tdVEcX3BeDq6kr//v2ZOnUqEyZMKLXvoKAgRZfyOHPmDCkpKaSkpDBixAgWLFjA0KFDKz39e+nSJcV4PnDgADabjbp169KpUyeSk5M5c+YMJpOJ5cuXX7M0dElJSYSEhFS7n3INQCGEDTgsSVLjau+pCkiSNFiSpK+zs7Mxm80YjUaMRiNmsxm9Xo/VaqWgoAAhhHJxFP8rhCB30xmE2d5lUZht5G4+g1lrxKo3o9PpEEJgzDcgDBalD1O+AZvRglarxWazYco3YNWbMRgMmEwmLAUmTAVGLBYLOp0Oq86MMV+v7N+mt2DIlx+eWq0Wq86CqcCA1WqV5S8wY9aZFJ0sWhNWo0XWySYw5xkRZluhPIVlk42CggKsFivmfCMWg0k5LhatCWOBgbzNKSV0xmzDkm5Aly8bbAXaAqwFZgwF8k02PXophr/PY9IbMBgMWExmzPlGbBYrWq0WYZX3j7XwWNtE4fc2WXeTRZbHJJ8nk16Wx6Av1Fcr61tQeGx1efL+tYXnSV+gx6o1Y9DpMZvNmA0mLFoTZlPhuS7sX9iELI/ZJstTeKz1hzMKvVSLn2jI3ZyCyWSSdSo8TzabTXnQ/Pu60Wq1CCFknQrPU1WvvYKCggr7KLr2ypPHZpOPscViUa49k8mkGFr/xmw2K33odDo7nXQ6nSKPXq+noKBA+d9kMin7y8/Px2KxKG3z8/Mxm83ydVyok9FopKCgQNGpoKBA2UeRTjqdzk6XInlsNvk6LigoUHTS6/VotVrlPBmNRrvjYjKZSn0bhisGwr/lKdpWpIPBYLA7xgaDQTlPWq1W0ctoNCpti87Tv9sWyVukW1H9ovNUdKyLrj2tVluqTsWPj9lsVq69omNT1nkukrn4sS1+7RWdC7PZrOhZpFdR2yK5in4TVqtVvncVlovkKTqeRqNR+T0V9U8LTtkAACAASURBVF9Ut+jcXotrr6zRKJvNVq3f07Wgdef6jPvgbp5a2JdxH9xdbeMP5BGtdu3aMXjwYObPn4+Pjw8ACxcuZOHChYBsaAQGBvL555/z3nvvERgYSF5entLH9OnTee+99wAYNWoUixcvpkuXLiVWDZeFq6srixYt4qGHHiI0NBSNRsOUKVPIz8/ngQceICwsjF69evHFF18AMHLkSD799FPat2/P6dOnWbp0Kd9++y3h4eEEBweXuuDh3/j7+7N8+XJeeukl2rRpQ1BQEH/++afdqFpp+wIYM2YMkiRx3333ldr3oEGD2Llzp1KeO3cugYGBnD9/nrCwMCZNmlSubJs3b7YzAMtqv2rVKkJCQggPD+fZZ59l+fLlSJKEo6Mj8+bNo3///gQFBfHwww8THBxc4TGpDDt27GDQoEHV7kcq64emVJCk7UAn5Owfime9EOKGZVTu2LGjiI2NrVJbbcwlcteftjOIJCcNtYe0oFbH6v9wb0WuVmchBBenv4kwGmn42awS398O3Inn+eeff+bIkSMltoeFhTF8+PCbINH1Z/Xq1SQklIxDr+pcs7heOkuSFCeE6Fh8W1xcnKjMYgGVW4tZs2aRm5vLu+++W2ad7t27s2HDBry9va+qb6PRyN13301V7Y7rTc+ePVm3bp3yolARcXFxvPPOO98Bz69fv155G6rMnNg7VZTxlqBWp/oYk7PRH8uUpwcdJVyD6tRYowCuXmdJkmjwwfsIc9VXst1s7rTzbLPZ6NChA8nJyVgsFiwWC46Ojjg5OdmFSKhpREZGkpycrPiGqTrXTO5EnVUqz7Bhwzh9+nQJX8R/89lnn/HPP/9ctQHo4uJyyxp/6enpvPDCC5U2/sqjwhHAEg0k6W5gdGFswBtCdUYAQV4dmvZ5HNYcIw7eLvi/0AGNc83O6VpZnXPXr8e9UyecAm7/lGd3ynneuXMnWVlZDB06FIvFwp9//klMTAydOnWiR48eFTot3+6YTCZVZ1XnKqGOAKrciVRnBBBJkiKA0cDDwBng5/Jb3FponB2oNyGYzB9PUHd02xppFPybyuhszcvj0rvv4XX//QS8M+PGC3mNuVPOs0ajQaPRIITA2dmZfv360a9fv5st1g1D1fnO4E7UWUXlRlKmAShJUmtgJHIKuExgBfKIYZ8bJNs1xcnfg/rT7qy3vIp0dvDyotnqn3GoXXPy3tbU81zknO/t7U2PHj2AsmNKqaj8P3tnHhZV+T3wz2UVFxQXXHBB3FC2EXBXwDSxTBOzNJdcUtM2s9RMM9efGZWWaWablrmVfU0rtXILRQ1BEXABE1HZFGQRZgZmmHl/f4zcQIZFBdf7eZ554Nz7vueec+fCnHmXcxQUFBTKo6xdwGcx5f4bKIToKYT4DHj4Myg/IuhupHuwadYMy5t2XCncf/z22298++235OfnI0mSEvwpKCgoKNwRZQWAzwCpwH5Jkr6SJKkwEbTCA442OobzTzxJdgW26SvcH3Tp0gV/f/9iSUIVFBQUFBRul1IDQCHENiHEMMAVOABMAxpKkrRakiTziXcUHghs27ahweuvUVNZW3Nfk5ubK6fCaNSoUYXqWiooKFQdqyeN4uNhT5V4rZ406o70Ll++HDc3N9zd3Xn++efNJm++dOkSvXv3pmPHjnh6espJzkNDQ/H09KRTp05y4uOsrCwCAwNLzacYEBBQqbtcc3NzmTJlCq1ataJjx474+Pjw1VdfldknKyuLzz//vNJsGDp0KPHx8YApJ2KzZs2oWbNmsTZffPEFHh4eqFQqevbsKSdSL8THxwedTldq/0K2bt2KJEnyPdTr9YwZMwYPDw/at2/P+++/f9t+hIeH8/rrrwOmmZ958+bdtq7yKLcWsBBCLYTYIIR4CmgKRAKzqswihSpFGI1Y2NpSf/JkLEt5uBXuD0JDQ/n1118rNYmtgoLC7aPJzrql4xUhKSmJFStWEB4eTkxMDAaDgc2bN5dot3jxYp577jlOnDjB5s2befnllwFTqpOff/6ZJUuWsHr1agAWLVrE7Nmz79pSkQkTJuDg4MC5c+c4ceIEu3fvJiMjo8w+lRkAnjp1CoPBgIuLCwADBw4kLCysRLsRI0YQHR1NZGQkM2fO5M0335TPJSQk4OTkhI2NTan9wZRUfMWKFXTp0kU+9tNPP5Gfn090dDQRERGsWbOGhISE2/LF19eXFStWAKZk1jt27JCrMVU25QaARRFCZAgh1gghHqsSaxSqFE14OAlDn0WXmFh+Y4V7Tp8+fRg/fjy1atW616YoKDwybFkwi5gDewAwFBSwZcEsTh8sv5YugOZ6NlsWzOJ8hKm0mTors0L9CivZFFbBMVczVpIkufJHdna23Mba2hqtVotGo8Ha2prz58+TlJSEv79/ha5dSF5eHuPGjcPDw4OOHTvKZRBPnTpF586dUalUeHp6yuUFCzl//jxhYWEsXrwYCwtTSNGgQQPefvttwDQ62KdPH7y9vfHw8JArhMyaNYvz58+jUqmYMWMGQghmzJiBu7s7Hh4ecpnIlJQU/Pz8UKlUuLu7c/DgwRK2b9iwoVg94a5du9LYTGqzohVG1Gp1sQC5aOm30voDzJ07l5kzZ1KtWjX5mCRJchUgrVaLjY1NiWomADVr1uTtt9/Gx8eHvn37EhYWRkBAAC4uLuzYsQMwpfl66qmnZL0BAQHFSlxWJg9XcVSFMjHm5yPZ2mJVCQkkFaqG5ORkQkJCGDJkCDY2NqX+E1JQUHg4cHJyYvr06TRv3hw7Ozv69etntrzZ/Pnz6devH5999hlqtZo9e0xB6jvvvMOkSZOws7Nj/fr1TJ8+vczqGKWxatUqAKKjozl79iz9+vUjLi6OL774gqlTpzJy5EizJShPnTqFl5eXHPzdTLVq1di2bRv29vakp6fTtWtXBg0axNKlS4mJiZFrC//8889ERkZy8uRJ0tPT6dSpE35+fmzcuJHAwEDmzJkjl/u7mdDQ0ArXT161ahXLli1Dp9MVSyS9e/duucxdaZw4cYLLly/z1FNP8dFH/1XNGjp0KNu3b6dx48ZoNBqWL19O3bp1S/RXq9UEBATwwQcfEBQUxLvvvstff/3F6dOnGTNmjNlawb6+vhw8eJDnnnuuQv7dCqWOAEqSpKw2f8io2aMHLTZuwKJGjXttikIpZGZmcuXKlSob8ldQUCibYfOW4h7QFwBLKyuGzVtKh14Vy35W3b42w+YtpZWPaXqwRp3yv2xnZmayfft2Lly4QHJyMmq1mh9++KFEu02bNjF27FgSExPZuXMno0ePxmg0olKpOHr0KPv37yc+Pp4mTZoghGDYsGGMGjWKK1euVMj2Q4cOMXr0aABcXV1p0aIFcXFxdOvWjSVLlvDBBx9w8eJF7OzsytTzf//3f6hUKnmEUgjB7Nmz8fT0pG/fviQlJZm16dChQzz//PNYWlrSsGFD/P395STga9euZf78+URHR5udEUlJSaFBgwYV8vOVV17h/PnzfPDBB3LtZJ1OR2JiojyFbA6j0ci0adP4+OOPS5wLCwvD0tKS5ORkLly4wMcffyyvRyyKjY2NPMro4eGBv78/1tbWeHh4lDpl7OjoSHJycoV8u1XKmgI+AiBJ0voqubLCXUMdFkbmTz8hhFDSh9ynaLVaANzc3HjllVduuXSRgoLCg8mePXto2bIlDRo0wNramiFDhnD48OES7b755ht5FKhbt27k5eWRnp4unxdCsHjxYubOncuCBQtYsGABo0aNkteTlUdpG0ZGjBjBjh07sLOzIzAwsET5tQ4dOnDy5EmMRlMd9jlz5hAZGSlPV2/YsIG0tDQiIiKIjIykYcOGZje5lHZ9Pz8/QkJCcHJyYvTo0Xz//fcl2tjZ2ZnVWRbDhw/nl19+AeDgwYP07NmzzPY5OTnExMQQEBCAs7MzR48eZdCgQYSHh7Nx40b69++PtbU1jo6OpdYRtra2lj+DLSws5KwOFhYWFBQUmL1uXl5euUH37VJWAGgjSdIYoLskSUNuflWJNTchSdJASZK+zMzMRK/Xk5+fT35+Pnq9Hq1Wi8FgQK1WI4SQF8oX/SmEQK1WYzAY0Gq16PV61ImJJM59j/NPD5Z1aDQahBDk5uaW0AGmNQxGoxGNRkNBQQF5eXnodDp0Oh15eXnyug2j0VimDiEEGo2mmD2V4ZM5HUV9yty0mStLP+DC4KCHxqeH6X06c+YMn3zyCSkpKeTk5GBlZfXA+/Qwvk+KTw++T3dK9drmv5iVdrwiNG/enKNHj8q27927l/bt25ttt3fvXgDOnDlDXl5esVGv7777jgEDBuDg4IBGo5ErBlV0NsHPz48NGzYAEBcXx6VLl2jXrh3x8fG4uLjw+uuvM2jQIDkzQSGtW7fG19eXd999V54ezsvLkwO67OxsHB0dsba2Zv/+/Vy8kYO2Vq1axd4XPz8/tmzZgsFgIC0tjZCQEDp37szFixdxdHRk4sSJvPjiixw/fryE7e3bt5d3QJdF0fWLv//+O23atAFM079PPPFEmX1r165Neno6CQkJJCQk0LVrV3bs2IGvry/Nmzdn37598nN69OhRXF1dy7WnIsTFxeHu7l4pukoghDD7AnoCqzFVAVl70+vb0vpVxcvHx0fcKborV0TyvPnijKeXOO3uIU63c71jnfc7xX12fyR8fhC5fv262LZtm8jLy7vXpigoPNQA4eKmz5fw8PB7a5QQ4r333hPt2rUTbm5uYtSoUfL/grlz54rt27cLIYQ4deqU6N69u/D09BReXl7ijz/+kPur1WoREBAgdDqdEEKIkJAQ4e7uLry9vUVsbGyJ6/n7+wtHR0fh5OQknJycxNChQ4VWqxVjxowR7u7uQqVSiX379gkhhFiyZIno0KGD8PLyEoGBgeLatWsl9GVnZ4tJkyYJZ2dn4e3tLXr06CE+++wzIYQQaWlpomvXrsLHx0e8+OKLwtXVVVy4cEEIIcTzzz8v3NzcxPTp04XRaBTTp08Xbm5uwt3dXWzevFkIIcS6deuEm5ubUKlUomfPniI+Pr7E9b///nsxZ84cWZ4xY4ZwcnISkiQJJycnMW/ePCGEEK+//rrsS0BAgIiJiRFCCOHr6ys0Gk25/W++h8eOHRNCCJGTkyOGDh0qOnToINq3by+Cg4NLtBdCiBo1asi/z5s3T3z44Yclzu3fv18MGDBAPj5gwAARFRVlVl9FCQ8PFwMHDvxm4MCBtUSRZ18SpQy7FiJJ0otCiG+qJvysGL6+vuJ2cxbpr14l/fPVZG/bhtDr4cYwNUDdsWORrK1wfOstAFIX/x8WtWriOHUqACnz52PVoAENXnkFgOR338WmWXPqvzTJJM96B9s2ran34osAJM2YSTW3DtQbOxaAxGnTqO7jS91RI03ya69Ro0dPHIYPA+Dy5CnUerwvdZ55BoBLEydhP+BJ6gwejDAYuPzSZGo//TS1Bz6FMT+fxFdepc7QZ7Dv3x9DrpqkN97AYfgwavXtiyEri6TpM3AYNZJqHTpwdflyrm/fAZaWoNfLPrc/e+a27qNC5SKEIC4ujrZt2yrT8goKdwlJkiKEEL5Fj0VERAglx+aDjVarpXfv3oSGhmJpeWs14BMTE5k4cSK7du2qIutunytXrjBixAh55Pd2iYiIYMGCBd8Cb+zYsUMedq1IGpj1kiS9LknS1huv1yRJsr4ja+4iSW++RdaWLYj8/GLBH4BRrcao0RaTRTFZg9AWP2/UaorIuRi1/607MObkIPLyi8i5iPz/zhtulnNzMBZZt2C8fh2RrzMJQmDIuY7QlSJTXBZFzie9+RbXf9lu8rdI8Kdw/xAbG8umTZs4c0YJyBUUFBTuBDs7OxYsWEBSUtIt923atOl9GfyBKfm3uU0nlUVFRgC/BqyB724cGg0YhBATqsyqm7iTEcCCtDTSPl9N9v/+h7gpIHpYR8MeRZ8fNIQQnD59mg4dOigjgAoKdwllBFDhUeRORgA7CSHGCCH23XiNAzpVmaWVjFWDBjSe9x6t9/xFnaFDkWxtwfqBGcC8LR5Fnx8E9Ho9v/32Gzk5OUiShJubmxL8KSgoKCjcEyoSABokSWpVKEiS5AIYymh/X3JzUGRbSTt07mceRZ/vZ65du0ZUVJS8C05BQUFBQeFeUZFKIDOA/ZIkxQMS0AIYV6VWVSGFQdGjxKPo8/2EwWDA0tKSRo0aMXXqVGooibgVFBQUFO4x5Y4ACiH2Am2A12+82gkhKlYYUUHhEef69eusXr2aU6dOASjBn4LCQ4D+iprU5RHor6jvtSkKCrdNRaaAEULkCyGihBAnhRD55fdQUFAAUx3MunXrmi1fpKCg8OBh1BlIX3uKgqsa0teewqi78xVRy5cvx83NDXd3d55//nmzVS0uXbpE79696dixI56enuzcuRMw1cH19PSkU6dOcjLkrKwsAgMDS62u4ezsXKyKyIEDB3jqqafKtbN79+63455ZPvroI1xdXXF3d8fLy0uu8DFhwgROnz4NwJIlS25Zr1arxd/fX05K3b9/f+rUqVPCv7179+Lt7Y1KpaJnz57FEkmnpKTQr18/IiMj6datG25ubnh6erJlyxa5zYULF+jSpQtt2rRh2LBh6G5k5Jg2bRoqlQqVSkXbtm3vqKrTjh07WLp0KQArV65k7dq1t63LLOIOkzTfjVdlJIJWULibXLlyRej1+ntthoKCQhGohETQ6RtOi8tzDorLb4eIy3MOivQNp+/IpsTEROHs7CwnIn722WfF2rVrS7SbOHGi+Pzzz4UQpqTQLVq0EEIIERQUJOLi4sSff/4p3nzzTSGEEG+++aY4cOBAqdds0aKFSEtLk+Wbkw9XNatXrxb9+vUT2dnZQgghsrKyxLp160q0K5o4uaKsXLlSfPLJJ7K8Z88esWPHjhL+tWnTRpw+bXrvVq1aJcaMGSOf+/bbb8VHH30kYmNjRVxcnBBCiKSkJNGoUSORmZkphDC9T5s2bRJCCPHSSy/J701RVqxYIcaNG3fLPphDrVYLlUp1W31LSwRdoRHAykaSpDo3cgqelSTpjCRJ3e6FHQoKVUFubi5ff/01f/311702RUFB4Ra5uiYKdfgVAITBaJJPXAUg50gy2uh0KLgxslYg0Eank/mLqcSYQa3n6pootKevmeQcXckLmKGgoACtViuX12vSpEmJNpIkyfV1s7Oz5TbW1tZotVo0Gg3W1tacP3+epKQk/P39b8v/+fPnM378eAICAnBxcSlWS7hmzZqAaeBoxowZuLu74+HhIY+MHThwgICAAIYOHYqrqysjR440Owq5ZMkSPv/8c+zt7QFTmbUxY8YAEBAQQHh4OLNmzUKr1aJSqRg5ciRz587l008/lXXMmTPHbJ3jDRs28PTTT8tynz59zM7AlHY/4b/ScG3btpXLxTVp0gRHR0fS0tIQQrBv3z6GDh0KwJgxY+S6wkXZtGkTzz//fInjCQkJuLq6MmHCBNzd3Rk5ciR79uyhR48etGnThrCwMADWrVvHq6++CkD16tVxdnaWz1UG5W4CkSRprxCiT3nHbpFPgd1CiKGSJNkA1e9Al4LCfUXNmjV54oknaNWqVfmNFRQUHhhy9lyCm+MZAZrINBwGt7ktnU5OTkyfPp3mzZtjZ2dHv3796NevX4l28+fPp1+/fnz22Weo1Wr27NkDwDvvvMOkSZOws7Nj/fr1TJ8+nUWLFt2WLYWcPXuW/fv3k5OTQ7t27ZgyZQrWRVKJ/e9//yMyMpKTJ0+Snp5Op06d8PPzA+DEiROcOnWKJk2a0KNHD0JDQ+nZs6fcNycnh5ycnHL/Py5dupSVK1cSGRkJmIKmIUOGMHXqVIxGI5s3by4RDOl0OuLj43F2di7Xx6+//ponn3wSOzs77O3tOXr0KGDatBcbG0uHDh2KtQ8LC0On09GqVSuuXbtGnTp1sLIyhVBNmzYtkYT64sWLXLhwgccee8zs9f/9919++uknvvzySzp16sTGjRs5dOgQO3bsYMmSJWYDSl9fXw4ePEjnzp3L9a8ilDoCKElSNUmS6gL1JUlykCSp7o2XM1Dy60kFkSTJHvADvgEQQuiEEFm3q09B4X7h5MmTpKamAtCxY0f5262CgsKDg+NLntTwbQiAZGlhkjs6AmDf3xnJuvjHpmRtQe2nXACwrGGN40ue2HWoZ5Jr2ZR7vczMTLZv386FCxdITk5GrVbzww8/lGi3adMmxo4dS2JiIjt37mT06NEYjUZUKhVHjx5l//79xMfH06RJE4QQDBs2jFGjRnHlypUSuszlHy16bMCAAdja2lK/fn0cHR1L6Dh06BDPP/88lpaWNGzYEH9/f44dOwZA586dadq0KRYWFqhUKhISEor1FULcVv5TZ2dn6tWrx4kTJ/jzzz/p2LEj9erVK9YmPT29wmvuli9fzs6dO0lMTGTcuHG8+eabAPzzzz906dKlWNuUlBRGjx7N2rVrsbCwMDuqebNPmzdvZujQoaWWpmvZsiUeHh5YWFjg5uZGnz59kCQJDw+PEvesEEdHR5KTkyvkX0UoawTwJeANTMFeBKYUMADXgVV3cE0XIA1YK0mS1w3dU4UQxbZTSZI0CZgEpm9Ipd0QBYX7Ab1ezx9//EGjRo3kb8IKCgoPFzU7NSL/XKZpirdAgJVEtfZ1qenb6LZ17tmzh5YtW9KgQQMAhgwZwuHDhxk1alSxdt988w27d+8GoFu3buTl5ZGeno6joyk4FUKwePFitmzZwquvvsqCBQtISEhgxYoV/N///V8xXfXq1SMzM5P69esDkJGRIf8OYGtrK/9uaWlJQUFBsf7mAqCK9rW3t6dGjRrEx8fj4uJS9s25iQkTJrBu3TpSU1MZP358ifN2dnZmN9DcTFpaGidPnpQDvWHDhtG/f38Adu3aJf8OpkwOAwYMYPHixXTt2hWA+vXrk5WVRUFBAVZWViQmJpaYtt+8eTOrVpUeKhW9TxYWFrJsYWFR4p4VkpeXh52dXbn+VZRSA0AhxKfAp5IkvSaE+KzSrmi6pjfwmhDiH0mSPgVmAXNvuv6XwJdgKgVXkSFdBYW7TeE/QkmSmDhxIrVq1ZKnBRQUFB4+HIa2RbcsAkNWPpY1bXAY2vaO9DVv3pyjR4+i0Wiws7Nj7969+Pr6mm23d+9exo4dy5kzZ8jLy5ODRoDvvvuOAQMG4ODggEajwcLCAgsLCzQaTQldAQEBrF+/noULF2IwGPjhhx8YPHhwhW328/NjzZo1jBkzhoyMDEJCQvjwww85e/Zshfq/8847vPLKK2zZsgV7e3uuX7/O5s2bmTRpUrF21tbW6PV6efo5KCiI9957D71ez8aNG0vodXBwwGAwkJeXR7Vq1Uq9voODA9nZ2cTFxdG2bVv++usv2rdvD5h2B8+YMQMwTSkHBQXxwgsv8Oyzz8r9JUmid+/ebN26leHDh/Pdd98VW3cYGxtLZmYm3bpV7vaGuLg4evToUWn6yv2kEkJ8JklSd8C5aHshxPe3ec1EIFEI8c8NeSumAFBB4YHCaDSya9cu7O3t6dWrFw4ODvfaJAUFhSrGwsaS+uPcuLbxLPVGuGJhY36Kr6J06dKFoUOH4u3tjZWVFR07dpQDoffeew9fX18GDRrExx9/zMSJE1m+fDmSJLFu3Tp52lGj0fDdd9/x559/AvDmm2/yzDPPYGNjw6ZNm0pcc+7cuUyZMgUvLy+EEPTv37/EiGNZBAUFceTIEby8vJAkieDgYBo1alThAHDKlCnk5ubSqVMnrK2tsba25q233irRbtKkSXh6euLt7c2GDRuwsbGhd+/e1KlTp9Sp1X79+nHo0CH69u0LQK9evTh79iy5ubk0bdqUb775hsDAQL766iueeeYZLCwscHBw4NtvvyUtLY1q1arJy3d+/PFHQkJCuHbtGuvWrQNMGzNUKhUffPABw4cP591336Vjx468+OKLsg2bNm1i+PDhlV7qMzQ0lHnz5lWaPqmsoVwASZLWA62ASP4rASeEEK/f9kUl6SAwQQgRK0nSfKCGEGJGae19fX1FeHj47V5OQaFKMBqNbNu2DXt7ex5//PF7bY6CgkI5SJIUIYQoNrwWEREhfHx87pVJCreA0WjE29ubn376Sd6dezMnTpxg2bJlrF+//pb1//DDDyQmJjJr1v03JnUnfkVERLBgwYJvgTd27NiRU3i8InNVvkAHUV6keGu8Bmy4sQM4nge4tJzCo4dOp6OgoIDq1asTFBSEhcU9yaakoKCg8Mhw+vRpnnrqKYKCgkoN/sC0Aa93795yCc5b4VZGQe826enpd7y7+2YqEgDGAI2AlMq6qBAiElNgqaDwQCGEYPPmzeh0OsaPH68EfwoKCgp3gQ4dOhAfH1+htuY2iDzoVMUsU0UCwPrAaUmSwgC5DJwQYlClW6OgcJ8jSRKdO3emoKBACf4UFBQUFB5YKhIAzq9qIxQU7ncyMzPJzMzExcUFV1fXe22OgoKCgoLCHVHuEIYQ4m8gAbC+8fsx4HgV26WgcF+xa9cutm3bhl6vv9emKCgoKCgo3DEVKQU3EVNC5rqYdgM7AV8Ad1IKTkHhgeLpp58mNze3WDkkBQUFBQWFB5WKLGJ6BeiBqQIIQohzgGNVGqWgcD8QHx/P77//jtFopEaNGjRs2PBem6SgoHCP0el07Nmzh6VLl7J37150Ot0d6YuNjUWlUskve3t7PvnkkxLthBC8/vrrtG7dGk9PT44fPy739/HxwcvLiyNHjgBQUFBA3759zSaBBhg7diwtW7ZEpVLh6urKggULbtnusWPHsnXr1iprXxZvvPEGISEhAKxcuZLWrVsjSRLp6elym+zsbAYOHIiXlxdubm6sXbu2mI7+/fuTlJTEyJEjadeuHe7u7owfP77YLM+BAwdQqVS4ubnh7+8vH9+9ezft2rWjdevWLF269I586d69O2CqTlK0AsndIgzdWQAAIABJREFUoCIBYL4QQn7CJUmyomQ5bAWFh47Lly9z8eJF8vPzy2+soKDw0JOQkMDy5cs5evQoeXl5HDlyhOXLl99RqdJ27doRGRlJZGQkERERcnqpm9m1axfnzp3j3LlzfPnll0yZMgWANWvWsHTpUrZu3cpHH30EwOrVqxk9ejTVq1cv9boffvihfN3vvvuOCxcuVNjm0kqV3Q0yMjI4evSoXHKzR48e7NmzhxYtWhRrt2rVKjp06MDJkyc5cOAAb731lhysa7VaMjIycHJyYuTIkZw9e5bo6Gi0Wi1ff/01AFlZWbz88svs2LGDU6dO8dNPPwFgMBh45ZVX2LVrF6dPn2bTpk2cPn36tv05fPgwAA0aNKBx48aEhobetq5bpSIB4N+SJM0G7CRJehz4Cfi1as1SULh3FAZ8fn5+TJgwoVJrLyooKNzfrF27lhMnTgCmD/u1a9dy8uRJAMLDw9FqtXIAVFBQgFarZd++fQCo1WrWrl1LbGwsADk5OWauUDp79+6lVatWJYIZgO3bt/PCCy8gSRJdu3YlKyuLlJQUrK2t0Wq1aDQarK2tycrK4tdff+WFF16o0DULa+fWqFEDMCUN9vf3x8fHh8DAQFJSTBngAgICmD17Nv7+/nz66afFdMydO5exY8diNBpL7V8Uc23Onz+Pt7e33ObcuXOYS9C9devWYiNlHTt2xFypWEmSyMnJQQhBbm4udevWlct0HjhwgICAAACefPJJJEmSMzwkJiYCsHHjRoYMGULz5s0B5JrLYWFhtG7dGhcXF2xsbBg+fDjbt28vcf2AgACmTZuGn58f7du359ixYwwZMoQ2bdrw7rvvyu1q1qwp/z548GA2bNhQQldVUZEAcBaQBkQDLwE7gXfL7KGg8IBy7NgxPv/8c3JycpAkCRsbm3ttkoKCwiPC5s2bef75582eS0pKolmzZrLctGlTkpKSeOWVV1i2bBmTJ09m9uzZLFy4kDlz5pRbhmzGjBmoVCqaNm3K8OHDcXR0RK/X89prr7F161YiIiIYP348c+bMkftkZWXx999/FyvbNnPmTK5evcratWsxGAxl9gdKvUarVq2oXbs2kZGRgCkQHzt2bAm7Q0NDzQaGN/Pqq69y5swZmjRpgoeHB59++qmcumvXrl0lplv1ej3r16+Xj8fFxZGZmUlAQAA+Pj58/72p+m1p74M5bGxsCAkJYfLkyTz99NOsWrWKmJgY1q1bx7Vr10q09/X15eDBg+X6VllUJA2MHfCtEOIrAEmSLG8cM7+4QEHhAcbJyQkXFxdl1E9B4RFl3Lj/ClNZWloWk0vL/VmnTh3ANIpWtH2tWrUqfF2dTseOHTt4//33zZ43V4xLkiSaN2/OgQMHAPj3339JTk7G1dWV0aNHo9PpWLRoEW3bti3R98MPP2To0KHk5ubSp08fDh8+jL29PTExMXLSYYPBQOPGjeU+w4YNK6Zj0aJFdOnShS+//BIwrUcsq395bSZMmMDatWtZtmwZW7ZsISwsrITdKSkpNGjQwOw9Ksoff/yBSqVi3759nD9/nscff5xevXphb29PaGioPF1eyMsvv4yfnx+9evUCTKO7ERER7N27F61WS7du3ejatWup74M5Bg0ypUv28PDAzc1N9tPFxYXLly9Tr169Yu0dHR1JTk4u17fKoiIjgHsxBXyF2AF7qsac4kiSNFCSpC8zMzPR6/Xk5+eTn5+PXq9Hq9ViMBhQq9UIIeSh9qI/hRCo1WoMBgNarbZUHRqNRh4mvlkHQG5uLkajEY1GQ0FBAXl5eeh0OnQ6HXl5eRQUFKDRaDAajWXqEEKg0WjKtUfx6e76ZDQaOXXqFAD29vYMGjQInU73QPv0ML5Pik+KT3fq053i7e2NnZ2dPJVoZWWFnZ1dsanL22XXrl14e3uXutmsadOmXL58WZYTExNp0qRJsTZz5sxh0aJFrFixgpEjR7JgwYJyN3jUrFmTgIAADh06hBACNzc3eW1gdHQ0f/75p9y2cJq4kE6dOhEREUFGRgZAuf3La/PMM8+wa9cufvvtN3x8fEoESAB2dnbytHVZrF27liFDhiBJEq1bt6Zly5acPXuW+Ph4mjVrVmx2Z8GCBaSlpbFs2TL5WNOmTenfvz81atSgfv36+Pn5cfLkyQq9D4XY2toCpi8Ohb8XyubWUebl5d3dwQchRJkvILIix6ry5ePjIxQUqorDhw+LefPmieTk5HttioKCQhUChIubPl/Cw8NvSUd+fr7Ys2ePeP/998WePXtEfn5+pdg2bNgw8e2335Z6/rfffhP9+/cXRqNRHDlyRHTq1KnY+QMHDohp06YJIYR44403xB9//CHi4uLE4MGDS+gaM2aM+Omnn4QQQuj1euHv7y+2bt0q8vPzRatWrcThw4eFEELodDoRExMjhBDC399fHDt2rISOH3/8UXTt2lVcv369zP6F7ctqI4QQr776qmjcuLHYuXOn2fvw9ttvi6+++qrE8RYtWoi0tDRZnjx5spg3b54QQojU1FTRpEkTkZaWJlauXClWr14tt/vqq69Et27dhEajKabv9OnT4rHHHhN6vV6o1Wrh5uYmoqOjhV6vFy1bthTx8fEiPz9feHp6FrO/kKL3a//+/WLAgAFmz9WoUUM+Hh4eLgIDA836fSeEh4eLgQMHfjNw4MBaosizX5ERQLUkSfLXG0mSfABtlUSjCgq3ycWLa8jIPFLsWEbmES5eXFNuX19fX4YMGVJiquJ+5058flBRfDah+HzvsLGxoU+fPsyaNYs+ffpUyjphjUbDX3/9xZAhQ4od/+KLL/jiiy8A02YFFxcXWrduzcSJE/n888/ldkIIFi9ezNy5cwGYNGkSs2bN4plnnmH69Olmr1m4BtDT0xMPDw+GDBmCjY0NW7du5e2338bLywuVSiXvUi2NZ599lokTJzJo0CAMBkO5/cu7xsiRI5EkiX79+pm93oABA+Qpb4AVK1bQtGlTEhMT8fT0ZMKECYBpY8rhw4fx8PCgT58+fPDBB9SvX5/du3cXW/83efJkrly5Qrdu3VCpVCxcuBCA9u3b079/fzw9PencuTMTJkzA3d0dKysrVq5cSWBgIO3bt+e5557Dzc2tzHtUUfbv38+AAQMqRVeFEOWMvgG+wHng4I3Xv4BPef0q86WMACqUx7WMw+LvEF9xLeOwWflmNBqN2L17t9DpdHfTzErlVn1+GFB8Vny+E6iEEUCFquXDDz8U7777bpltevToITIzM29Zd15enrif44levXqJjIyMStd7WyOAkiRZADaAKzAFeBloL4SIqMKYVEHhlqnr0A139xVER7/KmTOziIl5nfau75OW9hfZ2aaEqTrdNWLjFnL9ehSXLl3ixIkDnIyaTU6Oaf1fXl4KsXELyc01pXDQahNNsvocABrNRWLjFqLRmPJlqdXxxMYtRKu9BECu+twN2bQjLCf3LLFxC8nLTwXgek4MsXELyc9PM8nXo4iNW4hOZ1o/k519nNi4hej11wHIzDpGbNxCCgpM65kyMo8QG7cQg+HG+hdhpHZtX2JiXuN8/HKioiZTu7YvDnW6AJCevp+4c4vle5SW9hfnzi2R5atXd/Pvv8GyfOXK75w//7Esp6buID7+v4S0KSnbuHDhM1lOTt5KQsJ/oxBJSZuLjdAkJm3k0qVvZPly4vdcuvxfMtZLl9dyOXG9LF+89DWJSRtlOeHiGpKSt/wnJ3xOXl4S7u4riIl5nYjjI4iKegl39xXUdejG+fjlpKbukNufP/8RV67ulOV///2Aq2l/yPK5c0tIS/tvOXNc3CLS0/ebbq0wEBu3kGvXTMlmjUYdsXELycgw5egyGLTExi0kM/MfAAoKcoiNW0hWVjgAen02sXELzT57APn5acTGLazQs1fXoRttWs/h5MkXORs7j5iY12nd6h3S0v66Z89eRkYosXELMRpNedWuXQshNm4hQhiBO3/2dPlp1KvrT0zM65yPX05MzOvy+6zw8BIUFMT333/P1KlTy2z38ccfc+nSpVvWb2trS3h4+O2aV6WkpaXx5ptv4uDgcNeuWWYAKEx/zR8LIfRCiBghRLQQQimGqnBfUtehG1ZWtUhO+QknpxHUquVGauo2NJqLABgMalJTt6HVXqZdu3aMGzcctXoP2jxT3id9QTapqdvIyzPtwtLrM0hN3UZ+/pUb8rUb8lUAdLqrpKZuQ6czZZ/Pz0slNXUben3GDTmZ1NRtFOizAcjTJpnkAtOCdK32Eqmp2zAY1ABoNAkm2WjaYK/VXCA1dRtGoykvoUZ9ntTUbRT+Ceaq48jKOkqTxsNISFiJvb0nWVlHKczTnpNzitTUX+T7k5NzitQr/6XwvH49iitXfysinywWMGVfP87VtN2ynJV9jLS0v/6Ts8JIS98ry5lZR+UACiAz4zDp1w7IckZGKBk3AiqAjGshZGQckuVr1w6QWWTaLz19L1k3AiyAtPQ9ZGUdo65DN5ycRpCV9Q92ds5yUJCW9gfZ10/I7a9c3cn17Mj/5Cu/cf16tCynXtkhB2AAKam/kJNrSugqhCA1dRu56tgbsuGGHAeA0agnNXUbas35G3L+jWctHgCDQVPqswdQUHDdJFfw2atevTlCCJKSfsDJaQR2dk3u+bNnkk0BX27uWVJTt1GZz15ObgxOTiNISFiJk9MIJfh7BNi2bRtRUVHUr1+/zHZdunTB09PzLll1d2jQoAGDBw++q9eUhJktzcUaSNICIAr4nyivcRXh6+sr7teoXeH+ISPjMFHRU3Bw6Ep29vESIwZpaWls2bKFIUOGlLpr60EjI/MIMTGv4+Q0gqSkjY/EKInis+Lz7SJJUoQQwrfosYiICFGRvHIKCg8qERERLFiw4FvgjR07dshb4iuSB/BNoAZgkCRJC0iAEELYV42pCgq3TkbmEWJOTcXT8wvqOnSTPzyKfmjY2tpSrVo1LC0t77G1lcPNPjo4dH3op8oUnxWfH1afFRTuNuXuAhZC1BJCWAghrIUQ9jdkJfhTuK9ISdlKo0ZBONTpDPy3JjDnehRpaWkIIbC3t+fFF18sNc/Wg0bO9ahiH4hFfX5YUXxWfFZQUKgcyh0BlEwprkcCLYUQiyRJagY0FkKUTNGtoHCPMBr1ZGX9g2mA2kRdh27o8lvyxRdfEBgYSOfOncstj/Qg0aLFSyWO1XXo9lCPkCg+m1B8VlBQuFMqkgfwc6AbMOKGnAusqjKLFBRuA3e3T1F5rcW0cf0/GjZsSO/evfHw8LhHlikoKDwsVFV+QmdnZzw8PFCpVPj6+ppts337djw9PeU2hw6ZNlDFxsbi4+ODl5cXR46YbCsoKKBv375oNOYrth49epQuXbqgUqlo37498+fPvyP7CwkICKjSXba//PKLnKcvJCQEb29vrKys2Lp1q9zm4sWL+Pj4oFKpcHNzk/MoFtrXrl07VCoVKpWKq1evyudSUlLo168fkZGRdOvWDTc3Nzw9Pdmy5b9MBEWZP38+Tk5Osq6dO3cWO3/p0iVq1qwpl5zLy8ujc+fOeHl54ebmxrx58+7oXnTv3h0wrW2/ua5xRanIGsAuQghvSZJOAAghMiVJuvPMl3cRnU5HSEgI4eHhdOrUiV69elVK8s77mUfFZ9OuRgkrq5pATfbs2UN4eDhNmzZlwIABODg40LNnz3ttpoKCwkNALXvPYmsRi65VvFP2799f5u7XPn36MGjQICRJIioqiueee46zZ8+yZs0ali5dirOzM7NmzeLnn39m9erVjB49murVq5vVNWbMGH788Ue8vLwwGAzExsbesf13g+DgYHbsMKV6at68OevWrStR07dx48YcPnwYW1tbcnNzcXd3Z9CgQfLGvw0bNpgNsnfv3k1gYCDVq1fn+++/p02bNiQnJ+Pj40NgYKBc77ko06ZNKzXR9rRp03jiiSdk2dbWln379lGzZk30ej09e/bkiSeeoGvXrrd1LwqTZzdo0IDGjRsTGhpKjx49bklHRUYA9ZIkWXJjf78kSQ0A4y3aes9ISEhg+fLlHD16lLy8PI4cOcLy5ctJSEggLy+vWE1BrVZbQs7Pz79tWaPRlJB1Ol2FZHGjfubNsl5vSsNQWKPTnFyaz7GxsXL9wcK6mbcqGwwGALkO6K3KRqPRrKzX629Ljr+wgiNHHycuLoply5bJPv/777+sWrWKhIQEFBQUFCpKxPERJKeYRpSMRj0Rx0eQciOlTW17FTY2jkRFvXQjP+Fr2Ng4UnAjf6JOl0HE8RFyeqTCvIuVQc2aNeUlLGq1Wv7d2toarVaLRqPB2tqarKwsfv31V1544YVSdV29elWufGRpaUmHDh0ACAsLo3v37nTs2JHu3bvLgeG6desYMmQI/fv3p02bNsycObNcezdt2oSHhwfu7u68/fbbgOlzZOzYsbi7u+Ph4cHy5csBOH/+PP3798fHx4devXpx9uzZEvri4uKwtbWVg2RnZ2c8PT2xsCgextjY2Mh1d/Pz8+XPjPLYvXs3TzzxBG3btqVNmzYANGnSBEdHR9LSbu19/OWXX3BxcSlWIUSSJGrWrAmYPr/0er3ZJUkBAQFMmzYNPz8/2rdvz7FjxxgyZAht2rTh3XffldsV6gIYPHgwGzZsuCUboWIB4ApgG+AoSdL/AYeAJWV3uX84fvw4Wq1WDmQKCgrQarUcP36cDRs2FBveXb9+PT///LMsr1u3jm3btsny119/LX/7AFizZg2///67LH/++efs3v1f3rSVK1eyZ89/iWY//fRT9u3bJ8sff/wxf//9tywHBwfLw/pGo5Hg4GB5SF+v1xMcHExYmGnpZX5+PsHBwUREmHJyq9VqgoODiYyMLNXnTZs2ceqUKe/ZtWvXCA4Olv/Ar169SnBwMP/++y8AycnJBAcHc+GCKenx5cuXCQ4O5uJFU16zixcvEhwcTGKiKY9ZfHw8wcHBpKaaEs+eO3eO4OBg+Q/nzJkzBAcHc+3aNQBiYmIIDg4mKysLgKioKIKDg+Wi7SdOnCA4OBit1lR1MDw8nODgYDkgPnr0KMHBwdSrG0jz5i+yZ88huUB9IQUFBRw/fhwFBQWFysLaujZ16/YkIWEljRs/i7V17TvWWVj6zMfHhy+//LLUdtu2bcPV1ZUBAwbw7bffAvDKK6+wbNkyJk+ezOzZs1m4cCFz5swpc73ztGnTaNeuHUFBQaxZs0Ye+HB1dSUkJIQTJ06wcOFCZs+eLfeJjIxky5YtREdHs2XLFi5fvlyq/uTkZN5++2327dtHZGQkx44d45dffiEyMpKkpCRiYmKIjo5m3LhxgKl03WeffUZERAQfffQRL7/8cgmdoaGheHt7lzhujsuXL+Pp6UmzZs14++23i6X9GjduHCqVikWLFhVWO5NHQQsD4ULCwsLQ6XS0atXK7HVWrlyJp6cn48ePJzMzEzB9Fn/wwQdmp3gNBgMqlQpHR0cef/xxunTpYlavjY0NISEhTJ48maeffppVq1YRExPDunXr5M/Qovj6+nLw4MEK3ZuiVGQX8AZgJvA+kAIMFkL8dMtXug0kSRooSdKXmZmZ6PV68vPzyc/PR6/Xo9VqMRgMqNVqhBBy4FD0pxCiWEBQFKPRiLe3N76+vmg0GoQQeHt74+PjI+vw8fHB29ub3NxcjEYjXbt2xdPTk7y8PHQ6HT179qR9+/byaFZAQACtW7eWr9+nTx9atmwJQG5uLn379qVly5YYDAa0Wi19+/bFxcVF9qlv3760atVK/nbXu3dvWrduTU5ODpaWlvTu3ZuWLVuiVquxsLCgb9++ODk5yaOM/fr1o2HDhqV+42nSpAm1a9cuvLf079+f2rVrU1BQgK2tLY8//jgODg7k5eVRq1Yt+vTpQ7169cjNzaVu3br07t2bevXqkZOTQ/369XnsscdwcHBAo9FQr149+vbtS/Xq1cnPz8fBwYF+/fphbW2NwWCgTp069O/fX/6Dq1OnDk888QRGoxEhBPXr1ycwMBAwBbuNGzfm8ccfR5IktFotzZo1o0+fPlhaWpKbm4uLiwu9e/emTp2O1HUYhr29+Y3pRqMRnU4nB4eFo4i5ubklnpfC96lwtLXwfbrdZ0+tVpero/DZK8uewtHdgoIC+dlTfFJ8Uny6dZ8qgo/3Rpo0HgqAhYU1Pt4badzIlKDX0tKOli1fIyvrGM7Or5KSspWWLV/D0dH0v8vGpi4+3htpUL8PALa2DSp0zdDQUI4fP86uXbtYtWoVISEhZtsFBQVx9uxZfvnlF7nub/PmzTlw4ABHjhyhevXqJCcn4+rqyujRoxk2bBhxcXEl9Lz33nuEh4fTr18/Nm7cKK8hy87O5tlnn8Xd3Z1p06bJAwZgmoKuXbs21apVo0OHDvJggDmOHTtGQEAADRo0wMrKipEjRxISEoKLiwvx8fG89tpr7N69G3t7e3Jzczl8+DDPPvssKpWKl156iZSUlBI6U1JSaNCgYvezWbNmREVF8e+///Ldd99x5YopofqGDRuIjo7m4MGDHDx4kPXrTZWI/vnnnxLBWEpKCqNHj2bt2rUlRhkBpkyZwvnz54mMjKRx48a89dZbAMybN49p06YVG6ErxNLSksjISBITEwkLCyMmJsas/YMGDQLAw8MDNzc3GjdujK2tLS4uLmYDb0dHR5KTkyt0b4pS6hpASZKqAZOB1kA0sEYIYT6aqiKEEL8Cv/r6+k60trYudq5QrlGjBgC1atUy+9PKyryLFhYWdOzYsdixm9cFdO7cuZjcqVOnUttbWVlRNJlorVq1isk1a9Ys1t/Ozo5u3YrvaLt5rZq/v3+ZctH2tra28qLQ0hbh1q9fH2dnZ8C0bqDoH1PdunWLrR+oVq0avXr1KvP6fn5+8u/Vq1cvZk+jRo1o1KiRLDdr1oxmzZrJsrOzs2wLQIsWLWjRokWp7Zs2bUrTpk0B03tvNF6gadNwhPClVq1apa51sbCwKLb2sfB5KPzjvPl5KTxeqM/Ozq6Ezoo+e4Xny9JReJ2K2mPueVZ8UnxSfKqYT3dKVeUnLByhcnR0JCgoiLCwsGL/X2/Gz8+P8+fPk56eXmzd4Jw5c1i8eDErVqxg5MiRODs7s2DBArPTg61atWLKlClMnDiRBg0acO3aNebOnUvv3r3Ztm0bCQkJBAQEyO0Lp1XBFMiUNrgCyF/0b8bBwYGTJ0/yxx9/sGrVKn788Uc++eQT6tSpQ2RkpNk+hdjZ2ZGdnV1mm5tp0qQJbm5uHDx4kKFDh+Lk5ASYnocRI0YQFhbGCy+8wK5du4ptpLh+/ToDBgxg8eLFpa7RK5pObOLEiTz11FOAKZjcunUrM2fOJCsrCwsLC6pVq8arr74qt69Tpw4BAQHs3r0bd3f3EroL77WFhUWx+25hYWH2vufl5Zn9uyiPskYAvwN8MQV/TwAfldH2vsXb2xs7Ozv5H5WVlRV2dnYVHkp+EHkUfM7MPExS8mYKl6M+Cj4rKCjcW6oiP6FarZZHKNVqNX/++afZoODff/+VA6vjx4+j0+moV6+efP7vv//GycmJNm3aoNFosLCwwNLS0uxO4N9//13Wde7cOSwtLalTpw7Z2dlykLRu3brb9qlLly78/fffpKenYzAY2LRpE/7+/qSnp2M0GnnmmWdYtGgRx48fx97enpYtW/LTT6aJRSEEJ0+eLKGzffv28hKlskhMTJSXDmVmZhIaGkq7du0oKCggPd1UOlGv1/Pbb7/J93nv3r306WMatdXpdAQFBfHCCy/w7LPPFtP9zjvvyMvCio5Sbtu2TdZ18OBBEhISSEhI4I033mD27Nm8+uqrpKWlyUuetFote/bswdXVteI3tQzi4uLMPjPlUdYu4A5CCA8ASZK+AR7IvH/Ozs5MmzaNgwcPcuzYsYd6R2whj4LPLVq8RJMmw7GyMn2zfxR8VlBQuLdURX7CK1euEBQUBJjWLY8YMUIejSpMYTJ58mR+/vlnvv/+e6ytrbGzs2PLli3yOj8hBIsXL+bHH38ETGvqRo4cSUFBAatXry5xzfXr1zNt2jSqV6+OlZUVGzZswNLSkpkzZzJmzBiWLVvGY489dsu+FC4naty4Me+//z69e/dGCMGTTz7J008/zcmTJxk3bpy8TOn9998HTFOzU6ZMYfHixej1eoYPH46Xl1cx3X5+frz11lsIIZAkiWPHjhEUFERmZia//vor8+bN49SpU5w5c4a33noLSZIQQjB9+nQ8PDxQq9UEBgai1+sxGAz07duXiRMnkpaWRrVq1eRlRD/++CMhISFcu3ZNDoLXrVuHSqUiOjpanp6dOXMmkZGRSJKEs7Mza9aUnQooJSWFMWPGYDAYMBqNPPfcc/Ko4Z2yf/9+BgwYcMv9Sq0FLEnScSGEd2ny3USpBaxQiBAG8vOvUq1a43ttioKCwgOGUgu46sjPz6d169bExMTIa80rm6lTpzJw4ED69u1baTp/+OEHEhMTmTVrVrltAwMD+eOPPyrt2pWFn58f27dvx8HBwez50moBlzUF7CVJ0vUbrxzAs/B3SZKuV675CgoVIyVlG0eOPkZu7oORt0pBQUHhYSc8PByVSsXLL79cZcEfwOzZs0tNbn27jBo1qkLBH3BfBn9paWm8+eabpQZ/ZVHqFLAQwvKOrFJQqALq1u1OixZTqFGj7b02RUFBQUEB04bIM2fOVPl1GjZsKE/BKpho0KABgwcPvq2+FakEoqBw31CtWhNcWr5+r81QUFBQUFB4oKlIImgFhXuOTpfB6TNvk5d367mOFBQUFBQUFIqjBIAKDwTXr5/k6tXdGAyVu/5DQUFBQUHhUUQJABUeCOrX703PHoeoUaP1vTZFQUHhEedQZg6+h09xKLPiFUYUFO43lABQ4b5Ho0kAkHP+KSgoKNwrDmXmMDoqnsR8PaOj4istCDQYDHTs2LHc3HBbt25FkiS54lNoaCienp506tRJTpRxYwWqAAAgAElEQVSclZVFYGBgqRU5AgICaN68ebHzgwcPliuoJCcnM3SoqRzegQMHyrWpaPvIyEh27txZAY/LRwjBY489xvXrpsQjn376Ke7u7ri5ufHJJ5+Y7ZOZmUlQUBCenp507ty5RLm1l156idDQUGbMmIGrqyuenp4EBQXJSZr/+usvfHx88PDwwMfHh3379pW4xqBBg24r8XJRnnzySbKystDpdPj5+ZVZWaWqUAJAhfua7OsnOXK0L1eu/HavTVFQUHjEKQz+tEZT4KQ1ikoLAj/99FPat29fZpucnBxWrFhRrG7txx9/zM8//8ySJUvkpM+LFi1i9uzZcqJoc9SpU4fQ0FDAFDAWrWzRpEkTtm7dWmHbi7avzABw586deHl5YW9vT0xMDF999RVhYWGcPHmS3377jXPnzpXos2TJElQqFVFRUXz//fdMnTq12Pl//vmHrl278vjjjxMTE0NUVBRt27aVk1LXr1+fX3/9lejoaL777jtGjx5drP///vc/s3V+b8e3OnXqYGNjQ58+fdiyZcsd67xVlABQ4b6mRvVWuLhMo169gHttisJ9xKM4Baf4fHcIOnGOzSnXANAbBUEnzrE1NYNDmTmMKhL8FaI1CkacNAWB13QFBJ04x5/pppq1V/P1FbpmYmIiv//+OxMmTCiz3dy5c5k5cybVqlWTj1lbW6PVatFoNFhbW3P+/HmSkpJK1G6/meHDh7N582bAFNQMGTJEPpeQkGB2hGv+/PmMHj2axx57jDZt2vDVV18Va6/T6XjvvffYsmULKpWKLVu2EBYWRvfu3enYsSPdu3cnNtaUw/XUqVN07twZlUqFp6en2WBuw4YNPP300wCcOXOGrl27ytVL/P395bJsRTl9+rRc1s3V1ZWEhASuXLki62jbti2Wlpb069dPLh3atWtXEhMTAejYsaNcm9nNzY28vDzy8/MByM3NZdmyZbz77rul3texY8cyZcoUevfujYuLC3///Tfjx4+nffv2jB07Vm7n7Owsl6YbPHiw2XrNVc19HQBKkjRQkqQvMzMz0ev15Ofnk5+fj16vR6vVYjAYUKvVCCHkWopFfwohUKvVGAwGtFptqTo0Gg1CCHJzc0voANObbjQa0Wg0FBQUkJeXh06nQ6fTkZeXR0FBARqNBqPRWKYOIQQajaZcexSf/tMhhC2NGo5HkuweGp8exvfpbvpU+EGcmK9nVFQ8IdeyH3ifynuf9l/NKDbtuCcl7YH3qbz36a+kqyV8vlOf7oQ3zlwiz2h+SlUnBG+cuXT7ut94g+DgYCwsSv9IPnHiBJcvXy4xHfvOO+8wadIkPvnkE1599VXmzJnDokWLyr1mnz59CAkJwWAwsHnzZoYNG1YhW6Oiovj99985cuQICxcuJDn5v8wMNjY2LFy4kGHDhhEZGcmwYcNwdXUlJCSEEydOsHDhQmbPng2YytxNnTqVyMhIwsPDadq0aYlrhYaGUlilxd3dXS7RptFo2LlzJ5cvXy7Rx8vLi//9738AhIWFcfHiRTm427Vrl1xmryjffvstTzzxRInjP//8Mx07dsTW1hYwBeBvvfUW1atXL/MeZWZmsm/fPpYvX87AgQOZNm0ap06dIjo6msjIyBLt3d3dOXbsWJk6q4L7Og+gEOJX4FdfX9+J1tbWxc4VyjVq1ACgVq1aZn8Wnrezsyuhv1BH4ZtZOKx7s47C44XtCr81FKXwWEV1lGWP4hMYjQWcOTuLZk1fwN7e86HwyZwOxadb8+lkAYyOipc/iPOMgjExCaz3dMGrlg0FFhIO1qa+WsmCPKPA4YbNwq46WfoC6tzQZaxmR3aBgTo3zuusrNEBtW/8s8/SFyBZWWNnaUn16qa+FtXsZHsy9QVY2v3na6a+ACsbW6ysLLGysiJDX4C1JFHrRj3q6wKMRiH7pLO1I7fAIPuWZ1MNyWCkxo37ora0xs5C4kRuHuPPXP7/9u49Pqr6zv/46zuTyY0kEK5CUCKKeAHkppVKfYhd266peGutV7TtWtutVet2tXarP6lV6/be2q51tRa1te7WtmK3VdutlwVBJYgYBMIthEu4JsAkc5/5/v6YyeQC4ZqZk5zzfj4eeZDPnJOTz4cZmM98v+d8T5dpx5vqt/Izf4Dzh6TvXzqgrIxdsQSlpQMwxlBSWkpzPMmAwiICfh9Ja2mJJxng81FSEiBpLaGCQnyZfBIpS7SohEAyRXl5OYmUJVJYTCDzPMVTllYflBf4KPL5iKcsexJJKoqL8fl8FJaWsiuWoCLzd1k0YAC7YgkGZvLxFxfTkkgxsKiYgM8QTaUIJlIM8vspCQSIJFOEA0UU2fTf7d937+OmtU3Z57m95qeLi5lZuf+5wIf72jscf5gyruO4PpONjysKdJn+7azEZ/jRaScwpLCgy88PLwrst293f/rTnxg+fDjTpk3jtddeO+A+qVSKr371q9l703Y2efJkFi9eDMAbb7zBqFGjsNbymc98hkAgwPe//31GjBix38/5/X5mzpzJc889Rzgcprq6+pC5AlxyySWUlJRQUlLCrFmzePvtt5k8eXKP++/du5cbbriBNWvWYIwhHk+Pis6YMYMHHniAzZs3c/nllzNu3Lj9fra5uTn73J122mncddddXHjhhZSVlXHmmWce8P+Or3/969x2221MnjyZiRMnMmXKlOx+L7/8Mk8++WSX/R944AEKCgq49tpruzy+YsUK7rrrLl555RUgPbW9du1afvjDH9LQ0HDQv6OLL74YYwwTJ05kxIgRTJw4EUiPKDY0NOz39+X3+yksLCQYDB7Ra/VY9ekRQPGucLiR5uYFRKJNh95ZPKH7+Vft2s/DuvH99XyytmMa6aurGrns3bXZ+J8/2MiV763Lxl9YsZHrlq/PxjfWbeDGug3Z+Nrl67l5xcZsfOWydXz5g4740nfX8tVVHaM+NbVruHN1x4jEx5as5t/WbM7G57+9irnrOkZLZr61kgfXd7y+z178Ad9t2JaNp7y5gq+t2tRjzZ9b0cA3M8cPJVNMWFjHvC3pKaWWeJIJC+v4TWYqc2cswYSFdfxuezMAWyIxJiys4487WgBoiESZsLCOv2SmLteEIkxYWMdfd6VPvl/RGmbCwjpeb06PpC0LhpiwsI4396RH2t7Z28aEhXW8s7cNgIUtrUxYWMd7wfSyTa83B5mwsI4P2sIAvLJrHxMW1rEmFAHgz7v2MmFhHRsjURa0BLnh/Q37jbb15vl2R2NmZTlPTxpLia/reXUlPsPTk8YesDE9HAsXLmT+/PlUV1dz1VVX8fe//53rrruuyz7BYJC6ujrOP/98qqurWbx4MbNnz85eCALpCya+/e1vc8899zB37lzmzp3Lddddx09+8pMef/dVV13FV77yFa688srDzrf7eYUHO88Q0qNms2bNoq6ujhdffJFIJP2cX3PNNcyfP5+SkhI+/vGPH/Bii4KCAlKpVDb+/Oc/z9KlS3njjTcYPHjwAZvGiooKnnzySZYtW8ZTTz3Fzp07OfHEEwmFQuzZsyc7vQswb948/vSnP/HrX/+6Sx2bN2/msssu46mnnuKkk04CYNGiRdTW1lJdXc3MmTOpr6/n/PPPP2DN7SOGPp8v+3173NPFHtFotMvUfj6oAZQ+acCAsXx4xqsMG/oxp1ORPuL2lY0HHH2BdHOwui3KHdUdIx3XjBzCbWM64jmjhvDlE4Zn48+NHsoXj++Ibxo9jJtGD8vGXzx+OJ8dPTQbf3nMcOaMGtKRz5gRXDuyI76jegSfGTk4G9954kg+PaIjvnvsSC4dPigbf/OkUVzcKZ578iguGtpxH9X7x1WxYE9rjzUD/G13ukEr9BkeHFfFzMrM6Krfx4PjqpgxKDMSVpCOzxqYHqGrDBTw4Lgqplak46GZeFJ5eoRzRFGAB8dVMSETVxWn41MHpN+gTigu5MFxVZxcmo7Hlhbx4Lgqxpam3+zGDSjmwXFVnFCcHv0cn4lHZUbEJpSV8OC4KkZk4jPL0/HQQAG3r2wk3sPVq+HUsU21HqvuTeCxNn8ADz30EJs3b6ahoYHf/va3XHDBBTzzzDNd9hk4cCC7du2ioaGBhoYGzjnnHObPn8/06dOz+8ybN4+amhoqKysJhUL4fD58Pt9B7537kY98hLvvvpurr776sPN94YUXiEQi7N69m9dee42zzjqry/by8vIuU+579+6lqqoKoMsI5vr16xk7diy33nors2fPZvny5fv9rvHjx7N+fceHtB07dgDQ2NjI73//+wPm3X5lLcDjjz/OeeedR0VFBa+++iqzZs3K7vfSSy/x8MMPM3/+/C5Tunv27KGmpoaHHnqIc889N/v4l770JbZu3UpDQwMLFizglFNO6XHE9kjt3r2bYcOG0X2mM9f69BSweFNb21pKS0/C799/mlG860enncBV760jcYDeoMRnePSMMV3eiD+amR5t97GhXW9S//Fu8UXDBnWJOzdnAJcM73qz9ctGdI0/ddzgLvGV3eKrOzWLANeO6hpfP2pol/jGqqGcXFp00GnHn58+BoBCn4/PdWpeS/xd4wF+f5e4vKBrPChQ0CUe3C0eVhjoEo8o6hqPLCrsEo8u7hqPKSnqEp9YWsSJpR3xSaXFnJRpJn902gmHnGp1UnsTePvKRn502gnH1Pwdyr333sv06dMPef/bUCjEvHnzstOVd9xxB1dccQWFhYU8++yzPf6cMYavfe1rR5TT2WefTU1NDY2Njdxzzz2MGjWqy5TorFmz+M53vsPkyZO5++67ufPOO7nhhhv4wQ9+wAUXXJDd77nnnuOZZ54hEAhw3HHHce+99+73u2pqanjttdc4+eT0+q9XXHEFu3fvJhAI8LOf/YzKyvS/wUcffRSAL37xi6xcuZI5c+bg9/s5/fTTeeKJJ4D0+X/tS9UA3HLLLUSjUS688EIgfSHIo48+yiOPPMLatWu5//77s+dSvvLKKwwf3vFhsbe9+uqrXHTRRTk7fk9MT+sE9SXTp0+3nYe6xb1isV28uegCRlddx8kn3+l0OtLH/Fv9Zn61ZRfJTo/1xihMX3agqW/VfHSMMbXW2umdH6utrbXtFxrIwd13332UlZUdcdN4tJqampgzZw5//etfj/lYU6dO5a233sr7KNvhuPzyy3nooYcYP358To5fW1vL3LlzfwncPn/+/OzwrKaApU8JBCo55ZR7GTXq006nIn3Innj6vJkHThnNc2ee1KtTcH1dLqYd+zov1iz7GzlyJDfddFN2IehjsXTp0j7Z/MViMS699NKcNX8HowZQ+hRj/Iwa+SlKS090OhXpI369dTfnvrWKDaH0WlwzB6ebg9FFAc80Be0NkWoWJ9133315G/1rd+WVV1JRUXHoHfupwsJC5syZ48jv1jmA0mesrv8WgwZNZ8Tw/J8LIX3XjEFl1AwbyOjMBQWQbg6WfPgMB7PKP9WcMzaVSpmDrcEn0l+lUqkebwmoV7z0CclkiL17lhBqW3foncUTVramlwwZW1rEv48/noDv4MtNiBwNn8+3qqmpKdV5uRERN0ilUjQ1NaUikcguYL//QDUCKH2C31/KWWf9EWvzf0Ns6XsWtgT51LJ1/MfpY7i029W2Ir0plUp9bOPGjW83NTWNPNSadiL9ibWWSCTSPG/evP8G/ECXNYEcawCNMX5gCbDFWvvJQ+0v7tXWtp7i4lH4/cUYU3joHxDX+9DAMr550qj9lmoR6W3Tpk3bPHv27AnAvwLDDrW/SD8UAH46f/78zgsoOLcMjDHmDmA6UHGoBlDLwLiXtUkWv/VxiotHM2Xyr5xORxz2WvM+plYMoKLA73Qq4kIHWgam3ezZs0uA49DMmLiLBXbPnz+/pfsGR17oxpjRQA3wAHCHEzlI32CMn1PHf5sDnJ4gHrMzFuez72/gqpFDeOiU/W8ML5JL8+fPDwMbDrmjiEs49UnnR8CdQI/X9RtjvgB8AaCqquqQN1+W/uw4APbubXA2DXHc94aXcmpBXP/eRURyLO8NoDHmk8AOa22tMeb8nvaz1j4GPAbpKeDq6ur8JCh5s3HjY1ibZMyYLx7yhuLiXv+7ex+FxvCRweVUO52MiIhHODECeC4w2xhzEVAMVBhjnrHWXudALuKgYOtKrE2o+fOwlLV8d8M2Cn2GmZVlei2IiOSJo/cCzowAfk0XgXhXKhXD59OVv162O5bAGBgc0Ln3klsHuwhExGu0ELTkXSSylWhsF4CaP49atKeVe9ZsJmUtQwoL1PyJiOSZow2gtfY1rQHoPfX13+Kdt2eTSsWdTkUcsrClldeag+xLJA+9s4iI9Dp97Ja8O/nku2hrW4PPF3A6Fckzay3GGP6legQ3Hz+Mcq33JyLiCE0BS96Vlp7IsGEfczoNybP3giE+vqSeTZEYxhg1fyIiDlIDKHmzfcdfWLnybhKJNqdTEQckrcWiJb9FRPoCTQFL3kTCjQRbV+D3FzudiuRRayJJWYGfqRUDeHn6Kfi01IuIiOM0Aih5M2bMzUyf9nuM0dSfV2wIRfnwWyv5w/b0bSjV/ImI9A1qACXnEokgwdZVAPh8GnT2khFFAc6rLGdSeYnTqYiISCdqACXnGht/yTvvzCYS2ep0KpInmyMxIskUpX4fj5w+hpNKNe0vItKXaDhGcu7442+gtPREiotHOZ2K5EFbMsklS9dwzqAyfnb6GKfTERGRA+jTI4DGmIuNMY+1tLQQj8eJRqNEo1Hi8TjhcJhkMklbWxvWWoLBIECXP621tLW1kUwmCYfDPR4jFAphraW1tXW/YwC0traSSqUIhUIkEgkikQixWIxYLEYkEiGRSBAKhUilUgc9hrWWUCh0yHzcVpPPV055+UddVZMbn6feqslEo9x54nHcOLTMNTW58XnyYk0i0sHRewEfLt0LuH9qbV3NmrUPcer4+ykpOd7pdCTHtkZitCSSnFGm8/2kb9K9gEU69OkRQOnfwuFNhMONFBSUO52K5MFtqxq58f0NxFIpp1MREZFD0DmAkjPDhv0DQ4fO0rIvHvH98cezK5ag0KfPlSIifZ3+p5ZeZ22K5pZFmfu+qvlzs12xBL/asguAE0qKmDpwgMMZiYjI4VADKL1u585XePfd69jd/LrTqUiO/WrLLuau3cLGcNTpVERE5AhoClh63dChH+X007/PkMHnOZ2K5Ngd1SOoGTaQMSVFTqciIiJHQCOA0ut8vgAjj7sUY/TycqN9iSRfXdVIczyBzxhO01W/IiL9jt6hpdfE43tZUnsle/ZoyR43W9Ea5sUde1gRDDudioiIHCVNAUuviUa3kUjsw+/XhQBulL6oxzBjUBnvzDidyoD++xAR6a80Aii9pqxsPB86+8+Ul5/mdCrSy0LJFNcsX8/fdu8DUPMnItLPqQGUXrG7eQGpVFzn/blUNJWiJZ4kmEg6nYqIiPQCvVvLMQuFNrBs2Y00Nj7udCrSy6KpFClrqQwU8D/TxnHZiEqnUxIRkV6geRw5ZiUl1Zw56T8ZOHCa06lIL0pay+frGhgSKOBHpx6P3xinUxIRkV7Sp0cAjTEXG2Mea2lpIR6PE41GiUajxONxwuEwyWSStrY2rLUEg0GALn9aa2lrayOZTBIOh3s8RigUwlpLa2vrfscAaG1tJZVKEQqFSCQSRCIRYrEYsViMSCRCIpEgFAqRSqUOegxrLaFQ6JD59KeaUqkU4XCYysrzSCQCrqjJjc/T0dTkN4YzivxMqyjNHqO/1+TG50k1HX5NItLBWGudzuGQpk+fbpcs0dIifY21Sd5ddiMjj7uckSMvczod6SXxlGV3PMFxRQGnUxHpVcaYWmvtdKfzEOkL+vQIoPRticQ+DAbj05kEbvJvazZTU1uvCz5ERFxM79xy1AKBSqZMeYr+MIosh++GqqGcMqCY8gK/06mIiEiOaARQjkpzyyLi8T0AGF0c0O+lrOXNlvR5U2eUlfBPo4c5nJGIiOSSGkA5YslkhPffv4VVq+91OhXpJb/asovLl63l3X0hp1MREZE80BSwHDG/v5ipU3+N31fkdCrSS64dNYSKAj+Ty0ucTkVERPJAI4ByRNrP9ysvO5XS0hMdzkaOhbWWp7bsIpRMUeTz8anjBms6X0TEI9QAyhFZufIu1q77ntNpSC9YFgxzV/1m/mtbs9OpiIhInmkKWA6btSmML4DP6GXjBlMqSvmfaeOYUl7qdCoiIpJneieXw2aMj9NOfUDLvvRzP924nXMry5haMYCpFQOcTkdERBygKWA5LPv2LScU2gBo2Zf+bF8iyTNbd/P8thanUxEREQdpBFAOy+r6b5FIBDnnQy+pAezHKgr8/M+0U6gMaJFnEREvUwMoh2XSpEeJRraq+eunfrFpB7tjCe4eO5KhhfpnLyLidX16CtgYc7Ex5rGWlhbi8TjRaJRoNEo8HiccDpNMJmlra8NaSzAYBOjyp7WWtrY2kskk4XC4x2OEQiGstbS2tu53DIDW1lZSqRShUIhEIkEkEiEWixGLxYhEIiQSCUKhEKlU6qDHsNYSCoUOmU9fqimZTNLa2kpR4VCMOdEVNbnxeTpYTcFgkHWhKPXBEHGX1OTG50k15b4mEelg+sMJ/dOnT7dLlixxOg1Pamj4OXv3vcfECT/Bp4Wf+51YKkWhz4e1loSFgE8juOJdxphaa+10p/MQ6Qv69AigOM/nL6GgoEzNXz/0bNNuPrGknt2xBMYYNX8iIpKlk4HkoE44/rNOpyBH6fjiQk4sLWKAX5/zRESkKzWAckDhcCPhyBYGV85wOhU5QjuicYYXBZhZWc7MynKn0xERkT7IM0MDC1qCTH9zBQtavHMy8LHUvLHxP1m+/AvE43tykFnueP15/vvufXxo8Qeeql9ERI6cJxrABS1Brl++ns3RONcvX++JN8djrXncyd9k8plPEggMylGGvU/P83oS1nLNyCG6vZuIiByU6xvA9jfIcCp9tXM4ZV3fHBxLzdZarE3h9xcxaFD/uVhOz3O65ptXNPCPwwYyoEALPYuISM9c3QB2f4Ns194cXL98Pd+o35x9/PaVjfy/tVuy8S0fbOT+dVuz8c0rGnh4fVM2/nzdBr6/YVs2nrN8PT9u2J6Nr35vHT9v3JGNP71sLY9t6ogvXbqGJ7fsysafrK3n6a3pOJGy1NTW82zT7nTOyRQ1tfU8v60ZgGAiSU1tPX/cnr6lV3M8QU1tPd/f0NRjzVcuW8dPN6bz2xiOUlNbz/81pxuktaEINbX1vLTxdd5+5xLea26kprae2r1tALwfDFFTW8+yfSEA3t2Xjle0hgF4e08rNbX1rG6LAPBmSzpeH4oC8HpzkJraehrD6fhvu/dRU1tPUzQGwMu79lJTW8/OWByAF3fsoaa2nj3xBAB/3N5CTW09bYkkAP+1rZma2nqiqRQLWoJc/V7Pz/OCliCPb97J5e+uzW77xaYdfGbZumz8043bufa99dn4Rw3buPH9jvi7G5r4fN2GbPzQ+ia+tKIhG39r7Va+snJjNr5nzWbuWNWYje+u38ydqzdl439dvemYXnuXLF3DVe+tO2jNIiIiPXF1A3j7ysb93iDbhVOWRXtaKe10hWSp30epr2tc0i0u7hYXdVpao6zAT7G/U+z3d93u91PU6efLCvwUdbqzRnlBx3ZjoLzT/oZ0HOgWF2aO3x7/csuuHmtOAb/YtLPL/gWZn/dj0rHxUVg4hOLAYMr9fnyZ/ApM+/b0sfyZ/Nqrad/eXn5BZvv+cfqBwsz+Proe32TiQl97nBbIxO0PFJqO7bevbCTew3qW4ZTl9pWNFPt8lHV6rot8PsoKOuISf9e4yOdjgL9jFC39851j02V7id90e+34u7y2Snw+Sjq/1ny+Y3rtvR8MkehhCc/2mkVERHri6oWgexoBBCjxGZ6eNNZ1V0mq5q5Us4i000LQIh3yPgJojDneGPOqMWalMWaFMea2XP2umZXlPD1pLCXdFsB18xvk0dacSLTR1PQHrE3mI81epee5g5trFhGR3uPEFHAC+Bdr7WnAOcCXjTGn5+qXdX+j9MIb5NHUvG37C3yw8msEgyvylWav0vPsjZpFRKR35L0BtNY2WWuXZr4PAiuBqlz+zvY3ytFFAc+8QR5pzVWjrmba1OeoqJiUpwx7n55nb9QsIiLHztFzAI0x1cAbwARr7b6e9jvacwDl8KRSCXw+3RRGRNxN5wCKdHDsXd8YUwY8D9x+oObPGPMF4AsAVVVVNDQ05DdBj4jFNtHUdCfDR3yDkuKJTqcjIiIieeBIA2iMCZBu/n5trf39gfax1j4GPAbpEcDq6ur8Jeghra1R2kLjOWnsDAoLhzqdjoiIiORB3htAY4wBngBWWmt/kO/fL12VlY1nyuRfOZ2GiIiI5JETVwGfC1wPXGCMWZb5usiBPDzNWsvmLb8hkWh1OhURERHJs7yPAFprF5C9n4M4Zd++91i9+h58ppBRoz7ldDoiIiKSR7r006MGDpzMWdP/SFnZaU6nIiIiInnm6nsBy4GlUjEAKiomavkXERERD1ID6DGJRJBFi/+BrU2/czoVERERcYgaQI9JpaIMHDiNsgGnOJ2KiIiIOETzfx5TWDiUCWf80Ok0RERExEEaAfSQrU2/IxLZ6nQaIiIi4jA1gB4Rj++hvn4ujZt+6XQqIiIi4jBNAXtEIDCIcz70Mn5/qdOpiIiIiMPUAHpAMhnF7y+iuHiU06mIiIhIH9Cnp4CNMRcbYx5raWkhHo8TjUaJRqPE43HC4TDJZJK2tjastQSDQYAuf1praWtrI5lMEg6HezxGKBTCWktra+t+xwBobW0llUoRCoVIJBJEIhFisRixWIxIJEIikSAUCpFKpQ56DGstoVDokPn0Zk3BYJCl717DihX3uaYmNz5Pqkk1qabc1yQiHYy11ukcDmn69Ol2yZIlTqfRb2zc+AvKKyYxuHIGqVSMDRt+CqK8xJwAAA1jSURBVFgKCsoZM+Zmp9MTEXGEMabWWjvd6TxE+oI+PQLYGzZu/AXNLYu6PNbcsoiNG3/hUEa5V14xibq6W2luWYTPV0jl4A+zZetzlFdMcjo1ERER6QNc3wB2boYg3fzV1d2al2YoFmsmkeiYeggGP+iyDMvOnX+jtW0NANYm2bT5afbuew9IL9i8dt13aWl5C4BEoo0VK+5g9+7XAYjHW6hdeg07d/4VgEh0G28umsX2HX9mcOUMxp38Dd5993o++OBO6upuZcKEnzC4ckbOaxYREZG+z/UN4ODKGUyY8BPq6m7lgw/u5P33v5Rthrbv+As7d76S3XfTpnls3dpxi7S1ax+mcdOT2bhuxVdZv+Gn2XhJ7WdYs/ahbLxg4UxWrb43Gy9afAHr1v+w0/6fZtPmedn4/bp/Zvu2FzKRob7+vmyDB9DY+AT7gsuz8d697xKN7sxEfsBmvsDvK2ZgxRQKA4MBGDp0FgMrptC07Xmqqq5R8yciIiJZnrgKeHDlDKqqrqGh4RGKikZlm6FNm57E5yti2LCPAbB9+4sUFg5l1KhPAdDaVk9xMpQ9jjE+DCYbV1RMpLTkxGw8uupaBgw4KRuPO/kblJaOzcYTJzxCccnobHzW9D9QWDgse+yPzHwLv78MAJ+viAtmrcruW1AwgA9/+NVsHAhUMG3qs53iQZxxxg+ycbB1JaFwA9XVt7Bly2+orDxHTaCIiIgAHrkIpH3ad/jwi9i+/UUmTvwZgytnEI/vxRg/BQVlvZit89rrbR/p7B6LiHiRLgIR6eD6KeDOzc+p4+cyceLPsucEBgIDXdf8AQT3Le/S7LVPgwf3LT/ET4qIiIgXuH4EsPOSKO2aWxYR3LdcS6KIiHiIRgBFOrj+HMADNXmDK2doKlREREQ8y/VTwCIiIiLSlRpAEREREY9RAygiIiLiMWoARURERDymTzeAxpiLjTGPtbS0EI/HiUajRKNR4vE44XCYZDJJW1sb1lqCwfQt1zr/aa2lra2NZDJJOBzu8RihUAhrLa2trfsdA6C1tZVUKkUoFCKRSBCJRIjFYsRiMSKRCIlEglAoRCqVOugxrLWEQqFD5qOaVJNqUk2qqfdrEpEOrl8GRkREBLQMjEhnfXoEUERERER6nxpAEREREY9RAygiIiLiMWoARURERDxGDaCIiIiIx/SLq4CNMTuBjQfYNBDYewSHGgrsOoL9j/T4R/Mzud5fNefmd/S1/VVzbn5HX9tfNR/b7xhjrR12hMcScSdrbb/9Ah47wv2X5PL4R5lTrvdXzX0jJ9WsmlVzH61ZX/ry4ld/nwJ+sQ8e/0h/Jtf7Hykv1nw0v6Ov7X80+loNqjk3+loNfbFmEc/pF1PAvcUYs8R6bBFQ1ewNqtkbVLOI9Jb+PgJ4pB5zOgEHqGZvUM3eoJpFpFd4agRQRERERLw3AigiIiLieWoARURERDxGDaCIiIiIx6gBFBEREfGYAqcTyBVjzA+A5621C53OJV+MMYOBW4CtwBPAN4AZwErgQWtti4Pp5YwxZhZwBXA8kADWAI9ba9c6mliOGGMKgM8DlwGjAEv6OX8BeMJaG3cwPRER6QfcPAJ4PfBjY8xGY8y/G2OmOJ1QHjwDDACmAa8CxwEPA2HgV86llTvGmO8Ac4DFQBxYD6wD/tsY82knc8uhp4HJwH3ARUANMBc4k/RrwFOMMa5cJsQY4zfG3GyMud8Yc263bd90Ki+nuPV5FnGKa5eBMca8a62dYowZB1yV+fIDzwLPWmvrHU0wB4wxy6y1k40xBthsra3qvs3B9HLCGPO+tXZi5vsC4HVr7bnGmErg/6y1E5zNsPcZY1Zba8f3sK3eWntKvnPKtczo9gE3Ae9Za0fnM598MMY8DpQCb5P+QPu6tfaOzLal1tqpTuaXC158nkWc4topYNLTYlhr1wD3A/cbYyYBVwN/Bk52MLdc8WUan3KgzBhTba1tMMYMAQodzi1XUsaYwdbaZtLToX4Aa21LphF2o5bM6Obz1toUgDHGB3wacOU0P7AT2Ei6EWhnM/FwRzLKvbOttZMAjDGPAD83xvye9P9hbn1te/F5FnGEmxvA/f6DtNYuB5YDd+c/nbx4CFiV+f5zwOOZHug00lOEbvQg8K4xZjVwKvAlAGPMMOA9JxPLoatIT+3/3BjT3vANIj3tf5VjWeXWeuCj1trG7huMMZscyCcfsh/arLUJ4AvGmHuBvwNljmWVW158nkUc4eYp4DJrbavTeeSbMcZP+nlNZKZEJwNbrLVNDqeWM5lpo7HAWmvtHqfzyafM6K6x1u5yOpdcMsZ8GVhgrd2vqTfGfMVa+1MH0sopY8wzwDPW2pe6Pf5PwH9YawPOZJY7XnyeRZzi2gYQwBgzEPgEUEXHlZIvu7lJUM3eqLknxpgLrbV/dToPERHp21x7FbAxZg6wFDif9InUA4BZQG1mm+uoZm/UfAhPOJ1AvhljLnQ6h3xzc83GmFONMXcZY35ijPlx5vvTnM5LxG1cOwKYOSfsQ91HgTIXSbzl0islVXPH426ueX5Pm4ALrLUD8pmP04wxjdbaE5zOI5/cWrMx5i7SF7n8FticeXg06XNbf2ut/Y5TuYm4jdsvAjlQd5vCvVfQqeYObq75I8B1QPdzXA1wdv7Tyb1DNL1D8plLvnixZtILnJ/RfTHzzML+KwA1gCK9xM0N4APAUmPMK0D71WMnABeSXhbGjVRzmttrXgyErLWvd9+QGRF1I881vXiz5hTp5Zw2dnt8ZGabiPQS104BQ3Ya8OOkLw4wpKcUXnbrLdFANeORmr3GGPMX4N+tta8eYNsb1trzHEgrpzxa8yeAR0jfzrHzB7qTgVu6XxEtIkfP1Q1gd8aYT1pr/+R0Hvmkmr3BizWLO2UWNT+brh/o3rHWJh1NTMRlXHsVcA++5XQCDlDN3uC5mo0xn3Q6h3zzQs3W2pS1drG19nlr7e+ASWr+RHqf1xpAt14UcDCq2Ru8WLPnml68WfMXnU5AxI281gDe7HQCDlDN3uDFmr3Y9KpmEekVbr4KGGPMqcAldLpDhDEmaK1d6WxmuaOaVbOzmeWVF5teL9Z8sdMJiLiRa0cAMwuK/pb0p8e3gXcy3z9rjPm6k7nlimpWzW6tGfa/QwQwy+13iPBizd1ZazcDGGM+63QuIm7i2quAjTH1HHhB0UJghbV2nDOZ5Y5q7vK4anYRL94hwos1H4xb734i4hQ3TwF7cUFR1dxBNbuLF+8Q4bmajTHLe9oEjMhnLiJu5+YG8Hbgf40xB1xQ1LGscks1p6lm9/Fi0+vFmkeQXtS9+yLuBngz/+mIuJdrp4DBmwuKqmbV7GhiOeLFO0R4tOYngCettQsOsO031tprHEhLxJVc3QCKiHt4rekFb9YsIvnh5quAJxljFhtjNhljHsvcL7Z929tO5pYrqlk1u7Vm2P8OEZnvXd0IebFmEckP1zaAwM+B+4CJQD2wwBhzUmZbwKmkckw1q2ZX1uzFplc1e6NmEae4uQEss9a+ZK3dY639HumT418yxpxDeuFcN1LNqtmtNXuu6UU1e6VmEUe4+SpgY4wZaK3dC2CtfdUYcwXwPDDY2dRyRjWrZrfWXNbpoofvGWNqSTe91+Peplc1e6NmEUe4eQTwYaDLivnW2uXAR4HfO5JR7qlmVLMjGeWeMcYMbA+sta8CVwBPA2Mcyyq3VLM3ahZxhK4CFpE+zxhzDbDeWru42+MnAPdYa29yJrPcUc1dHndtzSJOcW0DmPkUeTdwKTAs8/AO4AXgO9baPU7lliuqWTXj0ppFRKR3uXkK+L9IryZ/vrV2iLV2CDAr89h/O5pZ7qhm1ezKmo0xA40x3zHGrDLG7M58rcw8Nsjp/HJBNXujZhGnuHkEcLW1dvyRbuvPVPPhb+vPPFrzy8DfgXnW2m2Zx44DbgD+wVp7oZP55YJq9kbNIk5x8wjgRmPMncaY7A3EjTEjjDF30XFbJbdRzahmB/PKpWpr7cPtTQGAtXabtfZh0rdHcyPVjCdqFnGEmxvAzwBDgNeNMS3GmGbgNdLLZFzpZGI5pJpVs1tr9mLTq5rxRM0ijnDtFDCAMeZUYDSw2Frb2unxT7jxRuqgmlWzO2s26TtCfB24BBhBek247cB84GFrbbOD6eWEavZGzSJOcW0DaIy5FfgysBKYDNxmrX0hs22ptXaqk/nlgmpWzW6tGbzX9IJq9krNIk5w8xTwTcA0a+2lwPnAPcaY2zLbjGNZ5ZZqVs2urDnT9L5A+rZ3dcaYSzptftCZrHJLNXujZhGnuPlWcP72T4/W2gZjzPnA74wxY3DpmySqWTW7t+b2prfVGFNNut5qa+2PUc1u4sWaRRzh5hHAbcaYye1B5g3zk8BQ0jcadyPVrJrdWnOXppf0yOc/GmN+gHsbA9XsjZpFHOHmBnAOsK3zA9bahLV2DnCeMynlnGpGNTuTUs55selVzd6oWcQRrr0IRETcwxgzGkh0Xh+u07ZzrbULHUgrp1TzfttcWbOIU9QAioiIiHiMm6eARUREROQA1ACKiIiIeIwaQBERERGPUQMoIiIi4jH/H6rqQ8HCdzRIAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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p9jGAF4KOAVSq9NuUeIz3luykagU/5m5MshZMHtimPm8PicLucFHOV/fJLSt0DKBSpZtuBaeUOicHU+38c9ZmNiYcA8Bg2HYgjR/yBH8A8zft51CanQA/XYpFKaVKCw0AlVJFku108e6SHSzbdhCAAD8fFmzez1+H0wEIq1+Zbs1rcXKfgu6Vq5RSpY/uBayUKtR3cYn42ODm1sH4+9j479oEsp1uureoTZXyfqx74Tp8bJ5WPWOM7pWrlFKXCA0AlVKW1buP8NfhdG73Lr8ya10iPjbDza2DMcaw7Jmu+bZQyw3+culeuUopdWnQAFCpMuyv5HRW7TrMnR1DAJi/OYlFWw5wa7uG2GyGyXe0pXLAib8mdP9cpZS6POgYQKXKkJSMHGbGJWJ3ePbMXbE9mRfm/GEt1fLUdc1Z+Y/u2Lwte1XK++nEDaWUugxpAKjUZSzb6eKXnckcTPUEeBsTj/H0txtZG38UgIFtgvn9+R7W+nvVK/prK59SSpUBpToANMb0M8ZMSUlJweFwkJ2dTXZ2Ng6Hg6ysLFwuFxkZGYgIaWlpAPl+iggZGRm4XC6ysrIKzSMzMxMRIT09/ZQ8ANLT03G73WRmZuJ0OrHb7eTk5JCTk4PdbsfpdJKZmYnb7T5tHiJCZmbmGcujddI6nWudRIT1fx0g/nAGaWlpHDyezZ2f/s78TfvJzMykXaOqzHqwHe0bViE7O5sAHzfVAnxKdZ0ux++prNRJKVV66ULQSl3ijmbkkJKZQ5Nalch2umj90mIGtQ3mpZvCAM+eu60bVqWCvw75VRePLgStVOmm/yIodYlxuNzsS8kipGZFAG77ZA01K5Vj+n0dKOfrw4e3t6FZ7RN76F51Zc2SKqpSSqlSSgNApUo5EeFgarY1Tu/p/24kNv4oq0Z3xxjD831bUjnAz7q+a/OgkiqqUkqpS0SpHgOoVFmVanfgdnuGZ0z+aTdXjV9Gmt0BwB0xjXixXyi5oze6NK1FZIOqJVVUpZRSlyANAJUqIYdS7Qz5eDWH0uy43ILD5QZg2baDtH5pMVsPpALQrXkQY/q1su5rf0V1eoXVsZZqUUoppc6WBoBKlYBsp4u3/7eDtfFHeXXeVlq/9D8WbjkAQFj9Kjx8TROqlPd067asW5m7OoYQmKebVymllDofOgZQqWJwNCMHp8tNUGXPuL3XF24ltF4Vboysh8sthL64CMEgAj/+cYA+4XUJrlYegKDAAJ7p2bwki6+UUuoypy2ASp2DxJRMdh1Kt9LjF21jys+7rfQNE3/hX4u2WenFfx7kj33HAc/+uZHBVcntwHWJUKGcL20aVrsoZVdKKaW0BVCpAuw6lE5KZg7tQqoD8Pb/tnM8y2GtrffY1+sp5+vD1w/EWNfXrlzOuv+5vi2p7W39A1j2dFfr/aFUO1uSUnF6J3k4XMJ3sQk81uNKggJP3KOUUkoVFw0AVZm0/UAafyWn0zu8LgCTlu3k9/gU/jO8PQDvLtnBH0mpLH+mKwB2h4vMHJd1/6heLfD3PdGA/sld+de7vSGiXqHPnrh0J+6TFmB3iTBx6S5e6R92XvVSSimlikK7gFWplXeWbFGICLk722w7kMrnq/ZY6c9W7qHz+GVWeua6RJ6YscFKBwb4UaOiv5XXo92bMum21lb6+b6teGtwpJWOaVzjnLts1+09hsOVPwB0uIR1f6ecU35KKaXU2dIWQFVqTVy6k7XxR62WMbvDhZ+PDR+bYefBNBZsPsCwziFUDvDj29gE/u/7Laz5Zw+qVfTn111HeGnen9wUVZ/qFf0JrlaezlfWJNvpJsDPh+FXXcHtHRpaz7q7Uwh353l28zqBpxboAlnweJdiy1sppZQqilLdAmiM6WeMmZKSknLJb4p+OW70Xpx12rU/hW/WJiAC38Ym8O3avbR4YRFb9x8nPT2d3cnpTFiyg30pWaSlpXFlUCWGtq2Hy1unm6PqsPrZLlT0FXJycri6SVVeuakVbkc2brebSj5OGtWoeErd9HvSOmmdLlydlFKll8ntAivNoqOjJTY2tqSLoS4Cl1vwsRkemh7HIu+6eH4+hr7hdWlcqxKD2gZTr2p5cpxuBKGcr08Jl1gpVRBjTJyIRJ/5SqVUSSjVLYCq7HC63Aydspq3/redQ6l2lm87ZJ1zuIRFWw4wtH0D6lX1rJXn72vT4E8ppZQ6RxoAqhKz61AaM+MSAfD1sdGiTmUaVKtw2lmySimllDp/GgCqiyrH6bbeT1+zlxfnbCEzxwnA2BtDua1DQ50lq5RSShUzHQOoLppfdx/m4enr+PahjjSrHcihNDs+xlCjUrkz36yUuqToGEClSjdtAVTFJsfpZta6ROK8LXct6lTmmma1sBnPJmhBgQEa/CmllFIlQANAdcFlZDut968t2MqsdZ5xftUr+jPx1tZcGVSppIqmlFJKKXQhaHWBjZ65iS1Jx5n3aBf8fW3MHnEVwdXKl3SxlFJKKZWHtgCq8xJ/OIN/LdyGw+WZ3NG5aU1ujKyHy+0ZW9qgegWMt8tXKaWUUqWDtgCqs2Z3uBCB8v4+7E5O59OVf9EztDatG1bjhoh6JV08pZRSSp2BtgCqs3I4PZv2ry7hy9/+BqBr8yDW/LMHrRtWK+GSKaWUUqqoNABUZzRnwz7+szoegJqVynF3pxDaNvIEfD42XcZFKaWUutSU6gDQGNPPGDMlJSXlkt8U/VLb6D3hSLpVp4Wb9jF7/T5SU1MBeKBjPVo3rHbJ1ely/J60Tlqn0lwnpVTppQtBq1N8sWoPr8zfyq+juxNUOYA0u4NK5Xx1ModSqsh0IWilSjedBKI4nJ7NpGW7GBwdTGi9KnRrEYTDJQT4+wAQGOBXwiVUSiml1IVUqruAVfHJynGx71gWAH4+NmatS2Rz4nEAGtWoyP1XN6ayBn5KKaXUZUlbAMsgEaH/B6uoUyWAqcPbU6W8H78/fy0Bfj4lXTSllFJKXQQaAJYRy7cfYs76fUy4JQpjDE9c25RqFf2t8xr8KaWUUmWHBoCXse0H0mhUowIBfj4kp2azad9xktOzCQoMoHd43ZIunlJKKaVKiI4BvMQdSrUz5OPVHEqz5zu+fm8KPd/9mUVbDgAwoE19lj51DUGBASVRTKWUUkqVItoCeImbuHQna+OP8t6Snfj52AipUYF7rrqCyOCqvNI/jGua1QLA10djfaWUUkp5aAB4CVv3dwozYhMQgZlxibRuWI1yfp5Az2Yz3BHTqIRLqJRSSqnSSJuFLiGHUu3M25RkpUfN3ITD5VnI2yVCk1oV+WfvliVVPKWUUkpdIjQALMWOZzqYtykJu8MFwNyNSYz8aj1Jx7I4lGpn79FM61qHS/guLvGUsYBKKaWUUifTALAUycpxseTPgxw47gni1iWkMPKr9cTGpwBwU1R9Fj3RhTqVA5i4dCcnb+PnEmHi0l0XvdxKKaWUurSU6gDQGNPPGDMlJSXlkt8UvaCN3rPs2Sz/M4nNe4/gcDhIOHyc+/4Tyw/r9yIihNby5/tHriI0yLNeXwA5NK8dSFZWJnF7U6zu31wOlxAbf0Q3r9c6aZ20TqWiTkqp0suc3IpUGkVHR0tsbGxJF+OCiI0/ijHQtlF1cpxuIsb9yC3RDRh3UxgiQuzfKUQEV6Gcry7MrJS6dBlj4kQkuqTLoZQqmM4CLmZ/JqVyMM1Ot+ZBADw3ezO1Kwcw7d4O+Pva+OaBjjQNqgSAMYZ2IdVLsrhKKaWUKgM0ALzA4g9nsCXpODdE1AM86/Rt3necVaO7e9K3tqZu5fLW9VENqpZIOZVSSilVdmkAeJ4Optr5eUcyA9sEY7MZ/hubwJSf/6Jb8yAqlvPlH71bUNH/RHduizqVS7C0SimllFKlfBJIaXQ808GcDftIycgBYOXOwzz73Sa2H/QMer6rYwjLn+lKxXKe2PqKmhUJqqzbrymllFKq9NAA8AzsDheLthwg/nAGAH8dTufxbzbw6+4jAFzbqjZLnrqaFnUCAahTJYAG1SuUWHmVUkoppc5EA8CTuNzC8u2H2JBwDPCszffwl3H8sNGzA0d4/Sr8MLIzvcLqAFClvB9XBgVijCmxMiullFJKnQ0NAIHf9xzl5x3JANgMPPvtRv7zazwA1Sr688PIzjx4TRMAfH1shAdXwcemAZ9SSimlLk1lIgA8lGpnyMerrW3S/kg6zvxN+63zb/24nbcX7wA8S7F8eV8Mrw0It86H1a+Cv2+Z+KiUUkopVQYUW1RjjGlgjFlujNlqjPnDGPO493h1Y8xiY8xO789qxVWGXK/M/5O1e45a26RNW/03z83ejNvtWQR7/KAIpt3b3rq+eZ1AAvx0IWallFJKXZ6Ks1nLCTwtIi2BGOARY0wrYDSwVESaAku96WJzKNXOgs0HEODb2AQOpdl5tEdTlj19DTZvN+4VNStSOcCvOIuhlFJKKVVqFFsAKCL7RWSd930asBWoD9wETPVeNhXoX1xlAM9CzLnzM9wiTFy6i/pVy1OjUrnifKxSSimlVKl1URaCNsaEAK2B34DaIrIfPEGiMSaokHseAB4AqF+/PvHx8Wf93CMZDv4bm4DD5enqdbiEb9fu5eZm5ahRQVv8lFJKKVU2FXsAaIypBMwEnhCR1KIulyIiU4ApANHR0RISEnLWz/737M3IScfcwOwd2bzSv+lZ56eUUkopdTko1qmtxhg/PMHflyIyy3v4oDGmrvd8XeBQcT1/3d5jVutfLodLWPd3SnE9UimllFKq1Cu2FkDjaer7FNgqIu/kOTUXuBv4l/fnnOIqw4LHuxRX1koppZRSl6zi7AK+CrgT2GyM2eA99hyewO+/xph7gb3A4GIsg1JKKaWUOkmxBYAishIobMBfj+J6rlJKKaWUOj3d3kIppZRSqozRAFAppZRSqozRAFAppZRSqozRAFAppZRSqozRAFAppZRSqozRAFAppZRSqoy5KHsBK6WUUnFxccE2m+1/bre7BYUvE6aUujDEZrNtc7vd17dt2zbx5JOlOgA0xvQD+jVu3BiHw4Hb7QbAZrPhdDrx9/fHbrdToUIF0tPTCQwMJC0tzfpZqVIlMjMzCQgIICcnB19f3wLzyM7Opnz58mRkZFCpUqV8eQQGBpKenk6FChWw2+34+/vjdDqx2TyNp263G19fX3JycggICCAzM7PQPCpWrEhWVhblypU7bXm0TlonrZPW6VKvU0FsNtv/ateu3bROnTomNy+lVPFwu91m//79zRMSEn698cYbm8ydO9eR97wRkcLuLTWio6MlNja2pIuhlFKqiIwxcSISnfdYXFycu3Xr1hr8KXWRuN1u1q1bx0svvfTw3LlzP8p7Tn8LlVJKXSwa/Cl1EdlsNowxAB1uvPHGgHznSqZISimllFLqInEDfnkPaAColFKq1DqUamfIx6s5lGY/77wSEhLo1q0bLVu2JDQ0lPfeey/f+ffff5/mzZsTGhrKqFGjCs3H5XLRunVrbrjhBuvYvffeS2RkJBEREQwaNIj09HQrz7CwMPr06UNOTg4AK1eu5Kmnnio0/1dffZXQ0FAiIiKIiorit99+O59qAxAfH48xhhdeeME6dvjwYfz8/Bg5cuRp712xYgW//vrreZch1/r167nvvvsAOH78OP369SMyMpLQ0FA+//xz6zofHx+ioqKIiorixhtvtI4vXbqUNm3aEBUVRefOndm1a5d1bv/+/Vx//fX8/ffftG3blqioKEJDQ/noo3y9n5bbb7+d5s2bExYWxvDhw3E48g2TY+3atfj4+PDdd99Zx0aNGkVoaCgtW7bkscce41yH0iUlJTFo0CAANm/ezD333HNO+ZwzETntCygH3AY8B7yY+zrTfRfy1bZtW1FKKXXpAGLlpL/LY2Njzzqf52dtkpDR8+T52ZvPu0xJSUkSFxcnIiKpqanStGlT+eOPP0REZNmyZdKjRw+x2+0iInLw4MFC83n77bfl1ltvlb59+1rHjh8/br1/8skn5fXXXxcRkYiICHG5XPLcc8/J3Llzxe12y/XXXy9Hjx4tMO9ff/1VYmJirHIkJyfLvn37zqPWHnv27JHGjRtLVFSUdezDDz+UyMhIeeSRR05775gxY+TNN9887zLkGjRokGzYsEFERC05EpgAACAASURBVF599VUZNWqUiIgcOnRIqlWrJtnZ2SIiUrFixQLvb9q0qfz5558iIvLBBx/I3XffbZ377LPP5K233pLs7GzrM0xLS5NGjRoV+DnOnz9f3G63uN1uGTp0qHz44YfWOafTKd26dZPevXvLt99+KyIiq1atkk6dOonT6RSn0ykxMTGyfPny8/tAvHr06CF///33Bckrr9jYWOnXr9+n/fr1C5Q8v49FaQGcA9wEOIGMPC+llFLqnN3y8Wq+jU0AwOFyc8vHq5m93rNaRVaOi5s/WMWM2ARE4NvYBG7+YBWLtuwH4GhGDrd8vJolfx4EKFILYd26dWnTpg0AgYGBtGzZkn379gEwefJkRo8eTbly5QAICgoqMI/ExETmz59vtWDlqly5MuBpVMnKysodd+Wpm8NBZmYmfn5+TJs2jT59+lCtWrUC89+/fz81a9a0ylGzZk3q1asHwEsvvUS7du0ICwvjgQcesFqeunbtyj/+8Q/at29Ps2bN+OWXXwrMu3z58rRs2ZLcSZUzZsxgyJAh1vkffviBDh060Lp1a6699loOHjxIfHw8H330ERMmTCAqKopffvmF5ORkBg4cSLt27WjXrh2rVq0C4OjRo/Tv35+IiAhiYmLYtGnTKWVIS0tj06ZNREZGAmCMIS0tDREhPT2d6tWr4+t7+gVKjDGkpqYCnhbE3M8HYNGiRfTu3Rt/f3/rM8zOzrZmwp+sT58+GGMwxtC+fXsSE0+slvL+++8zcODAfH8WjDHY7XZycnLIzs7G4XBQu3btU/INCQnhueeeo2PHjkRHR7Nu3Tp69uxJkyZNrNbI+Ph4wsLCrHv69evHN998c9q6X0hFCQCDReQWEXlDRN7OfRV7yZRSSpVp+45l4fb2rrlF2Hcs64LlHR8fz/r16+nQoQMAO3bs4JdffqFDhw5cc801rF27tsD7nnjiCd544w0KmswybNgw6tSpw7Zt23j00UcBeOaZZ4iJiSE5OZmrrrqKqVOnMmLEiELLdf3115OQkECzZs0YMWIEP/30k3Vu5MiRrF27li1btpCVlcW8efOsc06nk99//513332XcePGFZr/0KFD+eabb0hMTMTHxydf8NS5c2fWrFnD+vXrGTp0KG+88QYhISE89NBDPPnkk2zYsIEuXbrw+OOP8+STT7J27VpmzpxpBcNjxoyhdevWbNq0iddee4277rrrlOfHxsbmC3pGjhzJ1q1bqVevHuHh4bz33nvWZ2u324mOjiYmJobvv//euuff//43ffr0ITg4mGnTpjF69GjA0zW/fft2WrVqBXi6/CMiImjQoAH/+Mc/8tX1ZA6Hg2nTptGrVy8A9u3bx+zZs3nooYfyXdexY0e6detG3bp1qVu3Lj179qRly5YF5tmgQQNWr15Nly5duOeee/juu+9Ys2YNL774YoHXR0dHFxq8F4eiBIC/GmPCi70kSimlypQZD3ZkcHQDAPx8bMx4sCM3tw4GIM3u4HiWA5c3AnS4hNQsB20aeVrOqlf0Z8aDHbm2laf1JSgwoIAnFCw9PZ2BAwfy7rvvWi13TqeTlJQU1qxZw5tvvsmQIUNOGds1b948goKCaNu2bYH5fv755yQlJdGyZUtmzJgBwJ133sn69euZPn0677zzDo899hgLFy5k0KBBPPnkk6e0TFWqVIm4uDimTJlCrVq1uOWWW/jiiy8AWL58OR06dCA8PJxly5bxxx9/WPcNGDAAgLZt2xIfH19o3Xv16sXixYv5+uuvueWWW/KdS0xMpGfPnoSHh/Pmm2/myz+vJUuWMHLkSGtsXmpqKmlpaaxcuZI777wTgO7du3PkyBGOHz+e7979+/dTq1YtK/3jjz8SFRVFUlISGzZsYOTIkVbr3t69e4mNjeWrr77iiSeeYPfu3QBMmDCBBQsWkJiYyLBhw6zxlL/99psV0IMnANu0aRO7du1i6tSpHDx4sNDPZcSIEVx99dV06dIF8AT648ePx8fHJ991u3btYuvWrSQmJrJv3z6WLVvGzz//XGCeueMWw8PD6dChA4GBgdSqVYuAgACOHTt2yvVBQUEkJSUVWsYLrSgBYGcgzhiz3RizyRiz2RhzaruuUkopdYFMXLoT90kBmEuEiUt3FXJH0TgcDgYOHMjtt99uBU0AwcHBDBgwwOoKtNlsHD58ON+9q1atYu7cuYSEhDB06FCWLVvGHXfcke8aHx8fbrnlFmbOnJnveFJSEmvXruWmm27ilVdeYcaMGZQrV46lS5eeUkYfHx+6du3KuHHjmDRpEjNnzsRutzNixAi+++47Nm/ezP3334/dfqLbO7e708fHB6fTWWj9/f39adu2LW+//TYDBw7Md+7RRx9l5MiRbN68mY8//jhf/nm53W5Wr17Nhg0b2LBhA/v27SMwMLDAyRB5u8LB0w2dN9/PP//c+tyvvPJKrrjiCrZt2wZgtdg1btyYrl27sn79epKTk9m4caMV6N1yyy3WBJWFCxdaLXh51atXj9DQ0EJb18aNG0dycjLvvPOOdSw2NpahQ4cSEhLCd999x4gRI/j++++ZPXs2MTExVKpUiUqVKtG7d2/WrFlTYL6534nNZrPe56YL+o7sdjvly5cvMK/iUJQAsDfQFLge6Afc4P2plFJKFYt1e4/hcOUPKBwuYd3fKeecp4hw77330rJly1Nm4fbv359ly5YBnu7gnJwcatasme+a119/ncTEROLj4/nmm2/o3r0706dPR0Ssmagiwg8//ECLFi3y3fvCCy/w8ssvA1hjBG02G5mZmfmu2759Ozt37rTSGzZsoFGjRlbQVLNmTdLT0/PNSj1bTz/9NOPHj6dGjRr5jh8/fpz69esDMHXqVOv4ybu7XH/99UyaNClfGQGuvvpqvvzyS8Azc7hmzZpWC2uuli1b5pu127BhQysIPnjwINu3b6dx48akpKSQnZ0NeGYrr1q1ilatWlGtWjWOHz/Ojh07AFi8eLHVBbt06VJ69OgBeFozs7I8QwZSUlJYtWoVzZs3B+Cuu+7i999/BzzdyT/++CNff/11vm79PXv2EB8fT3x8PIMGDeLDDz+kf//+NGzYkJ9++gmn04nD4eCnn34qtAv4bO3YsSNf93hxO+NWcCLytzGmM9BURD43xtQCKhV/0ZRSSpVVCx7vcsHzXLVqFdOmTSM8PJyoqCgAXnvtNfr06cPw4cMZPnw4YWFh+Pv7M3XqVIwxJCUlcd9997FgwYJC8xUR7r77blJTUxERIiMjmTx5snV+/fr1ALRu3RrwLBkTHh5OgwYNGDNmTL680tPTefTRRzl27Bi+vr5ceeWVTJkyhapVq3L//fcTHh5OSEgI7dq1O+fPITQ0lNDQ0FOOjx07lsGDB1O/fn1iYmLYs2cP4JmcMGjQIObMmcP777/PxIkTeeSRR4iIiMDpdHL11Vfz0UcfMXbsWIYNG0ZERAQVKlTIF0TmatGiBcePH7e2DXzhhRe45557CA8PR0QYP348NWvW5Ndff+XBBx/EZrPhdrsZPXq0Nbbvk08+YeDAgdhsNqpVq8Znn31GcnIyAQEBVsC5detWnn76aYwxiAjPPPMM4eGe0WybNm2ibt26ADz00EM0atSIjh07Ap6u9MLG6AEMGjSIZcuWER4ejjGGXr160a/fhWkTW758OX379r0geRXFGbeCM8aMAaKB5iLSzBhTD/hWRK66GAUE3QpOKaUuNYVsBSeFjZ9TZceECRMIDAw8ZSb1+Zg+fTqJiYnWhJDCpKamcu+99/Ltt99esGdfCNnZ2VxzzTWsXLnyjLOgz1ZcXBzjxo37DHhi7ty5VlNuUbqAbwZuxLv0i4gkAYEXtHSFMMb0M8ZMSUlJweFwkJ2dbU27zsrKwuVykZGRgYhYzdN5f4oIGRkZuFwusrKyCs0jMzPTmoJ+ch7g+R+Z2+0mMzMTp9NpTQHPycnBbrfjdDrJzMzE7XafNg8RITMz84zl0TppnbROWqfLoU5KFeThhx/ONybuQrjjjjvOGPyBZ7me0hb8gWfCy7/+9a8LHvydTlFaAH8XkfbGmHUi0sYYUxFYLSIRF6eI2gKolFKXGm0BVKp0OJ8WwP8aYz4Gqhpj7geWAJ8UUzmVUkoppVQxK8okkLeMMdcBqUBzPNvALS72kimllFJKqWJRpM5mb8CnQZ9SSiml1GWg0ADQGJMGFDpAUEQqF3ZOKaWUUkqVXoWOARSRQG+Q9y4wGqgPBAP/AF65OMVTSilVJn3UGcZWOfX1Uefzynb48OEEBQUVuODu+++/T/PmzQkNDWXUqFGnnN++fTtRUVHWq3Llyrz77ruAZzHkmJgYoqKiiI6OthYanjlzJqGhoXTp0oUjR44AsHv3boYOHVpoGT/77DPCw8OJiIggLCyMOXPmnFNd4+Pj+eqrr876vgMHDjB06FCaNGlCq1at6NOnDzt27CA+Pr5YFyoeNGgQf/31FwDPP/88DRo0oFKlwpcd/vLLL4mIiCAiIoJOnTqxcePGfOddLhetW7fmhhtusI5NmjSJK6+8EmPMKTu9OBwO2rZte9rvOa+PPvrIWlOyc+fO/PnnnwDk5OQwbNgwwsPDiYyMZMWKFdY9OTk5PPDAAzRr1owWLVqcsmPM2bjvvvusZ1577bWkpJzlIukictoX8FtRjhXnq23btqKUUurSAcTKSX+Xx8bGFj2DH54UeammyJjKJ14v1fQcPw8//fSTxMXFSWhoaL7jy5Ytkx49eojdbhcRkYMHD542H6fTKbVr15b4+HgREbnuuutkwYIFIiIyf/58ueaaa0REpGPHjpKamipTpkyRiRMniojI0KFDZceOHQXmm5CQII0bN5Zjx46JiEhaWpr89ddf51TX5cuXS9++fc/qHrfbLTExMTJ58mTr2Pr16+Xnn3+WPXv2nPK5nY7T6SzytVu2bJH+/ftb6dWrV0tSUpJUrFix0HtWrVolR48eFRGRBQsWSPv27fOdf/vtt+XWW2/N9xmsW7dO9uzZI40aNZLk5OR81y9btkxGjhx5Sh3yfs95HT9+3Ho/Z84c6dmzp4iITJo0Se655x4R8fw5atOmjbhcLhERefHFF+X5558XERGXy3VKGc7VF198Ia+88kqB52JjY6Vfv36f9uvXL1Dy/D4WZRawyxhzuzHGxxhjM8bcDrjOLsxUSimlTvJ5X1jv2ToMl8OT3jjDk+70KLhP2i/V7YS6nh08yDjiuX77Qk867WCRHnn11VdTvXr1U45PnjyZ0aNHW+vTBQUFnTafpUuX0qRJExo1agR49rxNTU0FPFuq5e5ja7PZyM7OJjMzEz8/P3755Rfq1q1L06ZNC8z30KFDBAYGWi1flSpV4oorrgA8O2C0a9eOyMhIBg4caG0jd8899/DYY4/RqVMnGjdubG0TN3r0aH755ReioqKYMGEC8fHxdOnShTZt2tCmTRtrD928li9fjp+fHw899JB1LCoqii5d8u/MUlheK1asoFu3btx2223Wzhv9+/enbdu2hIaGMmXKlALr/eWXX3LTTTdZ6ZiYGGu3jsJ06tSJatWqWdcnJiZa5xITE5k/f/4pi023bt2akJCQAvNbtGgRvXv3znfs5O85r7zb3GVkZFj7Hv/555/WlnRBQUFUrVqV3KXsPvvsM/75z38Cnj8bJ283CJ4dWe6++26uv/56QkJCmDVrFqNGjSI8PJxevXrhcDgA6Nq1q5XvjTfeyNdff13IJ1WwogSAtwFDgIPe12DvMaWUUqp4VKoNFYPA5uNJ+/h70uWrFsvjduzYwS+//EKHDh245pprWLt27Wmv/+abb7j11lut9Lvvvsuzzz5LgwYNeOaZZ3j99dcBGDNmDD179mTJkiXceuutvPLKK7zwwguF5hsZGUnt2rW54oorGDZsGD/88IN1bsCAAaxdu5aNGzfSsmVLPv30U+vc/v37WblyJfPmzbMWRP7Xv/5Fly5d2LBhA08++SRBQUEsXryYdevWMWPGDB577LFTnr9lyxaKslbj6fL6/fffefXVV63uyc8++4y4uDhiY2OZOHGi1RWe16pVq4r03MJ8+umn+YK3J554gjfeeCPf/r5nsnz5crp27Zrv2Mnf88k++OADmjRpwqhRo5g4cSLg+Q7nzJmD0+lkz549xMXFkZCQwLFjxwDPvtBt2rRh8ODBHDxY8H9cdu/ezfz585kzZw533HEH3bp1Y/PmzZQvX5758+efcn21atXIzs4u8LMtzBk/GRGJF5GbRKSmiNQSkf4iEl/kJyillFIFGTYfWt/uee/j50lH3uJJ+1eAB38Cm58nbWzw4M/Q6kZPumINz/XNvf/oB9Y+r6I4nU5SUlJYs2YNb775JkOGDMkd8nSKnJwc5s6dy+DBg61jkydPZsKECSQkJDBhwgTuvfdeAK677jri4uL44Ycf+P777+nTpw/bt29n0KBB3H///VYrXi4fHx8WLVrEd999R7NmzXjyyScZO3Ys4AnOunTpQnh4OF9++SV//PGHdV///v2x2Wy0atWq0KDC4XBY+wkPHjzYCtDOxenyat++vdVqCTBx4kQiIyOJiYkhISGBnTt3npLf/v37qVWr1jmVZfny5Xz66aeMHz8egHnz5hEUFHRWAWVSUhLVq1enQoUK1rGCvueTPfLII+zevZvx48fzyiue6RHDhw8nODiY6OhonnjiCTp16oSvry9Op5PExESuuuoq1q1bR8eOHXnmmWcKzLd37974+fkRHh6Oy+WiV69eAISHhxMfH1/gPUFBQSQlJRW5zqebBfw+p58FfOp/HZRSSqkLJbAORN0OcZ97fp5nkHc6wcHBDBgwAGMM7du3x2azcfjw4QKDkoULF9KmTRtq1z5RnqlTp/Lee+8BMHjw4FO6HjMzM5k6dSo//vgj119/PXPmzOGrr77iyy+/5P777893bW4Z2rdvz3XXXcewYcMYO3Ys99xzD99//z2RkZF88cUX+SYX5N1arbDAdcKECdSuXZuNGzfidrsJCAg45ZrQ0FCrC/l0TpdXxYoVrfcrVqxgyZIlrF69mgoVKtC1a1fsdvsp+ZUvX77A42eyadMm7rvvPhYuXEiNGjUAT2vi3LlzWbBgAXa7ndTUVO644w6mT59eaD4LFy6kZ8+epxw7+XsuzNChQ3n44YcB8PX1ZcKECda5Tp060bRpU2rUqEGFChW4+eabAc+fk7ytuHnlfp82mw0/Pz+re9lms+F0Ogu8x263U758+TOWNdfpWgBjgTggAGgD7PS+otAxgEoppS6Ga0ZBwxi45h/F+pj+/fuzbNkywNMdnJOTU+D4LICvv/76lG7BevXq8dNPPwGwbNmyU8b4vfHGGzz++OP4+fmRlZWFMQabzXZKC2BSUhLr1q2z0hs2bLDGn6WlpVG3bl0cDgdffvnlGesUGBiYb1/m48ePU7duXWw2G9OmTcPlOvWf8u7du5Odnc0nn5zY8Gvt2rVW3c4mr9zrqlWrRoUKFdi2bRtr1qwp8LqWLVuya9euM9Zp9uzZ1hi6vXv3MmDAAKZNm0azZs2sa15//XUSExOJj4/nm2++oXv37qcN/qDg8X8Ffc+TJk1i0qRJAPlaMufPn29955mZmWRkZACwePFifH19adWqFcYY+vXrZwXuS5cupVWrVmesc1GICAcOHCh0fGNBTrcMzFQRmQo0BbqJyPsi8j7QA08QWOyMMf2MMVNSUlIu+U3RL8eN3rVOWiet0+VTJ9cHnQpcdsX1YadzrtMFEVgHhi28YK1/t956Kx07dmT79u0EBwdbLTDDhw/nr7/+IiwsjKFDhzJ16lSMMSQlJdGnTx/r/szMTBYvXsyAAQPy5fvJJ5/w9NNPExkZyXPPPZdvskNSUhKxsbHWJIenn36amJgYpk6dym235R9S73A4eOaZZ2jRogVRUVHMmDHDall8+eWX6dChA9dddx0tWrQ4Y10jIiLw9fUlMjKSCRMmMGLECKZOnUpMTAw7duzI11KXyxjD7NmzWbx4MU2aNCE0NJSxY8dak1pyFSUvgF69euF0OomIiOCFF14gJiamwOv69u2br0Vz1KhRBAcHk5mZSXBwsNUNvnv3bmvyxUsvvcSRI0cYMWKEtfzOmUycOJHg4GASExOJiIjgvvvuw+VysXPnznyfaWHf87Zt26yWxkmTJhEaGkpUVBTvvPMOU6dOBTwTedq0aUPLli0ZP34806ZNs+4fP348Y8eOJSIigmnTpvH222+fscxFERcXR0xMDL6+RdrfAwBTWFOxdYEx24GOInLUm64GrBGR5udT2LMRHR0tuTNdlFJKFYN5T8H6aeDKOXHMxx9a3wk3vHPW2Rlj4kQk37/IcXFxcj4D/dXlKysri27durFq1Sp8fHwKve6OO+5gwoQJ5zxesCArV65k+vTpfPTRR2e89oYbbmDWrFn4+/tfsOdfCI8//jg33nijNfs4r7i4OMaNG/cZ8MTcuXOt/50VJVT8F7DeGLPcm74GGHsByquUUupiy/1PvzGQ8jfs/B+ED/J0ta7/T/5rja3Yu16VAs8YwHHjxrFv3z4aNmxY6HVn6so9F507d6Zz56ItMD5v3rwL/vwLISwsrMDg73SKMgv4c6ADMNv76ujtGlZKKVXaOLLA4R1Mf3wfrBgPRz27K7DnF3itPuyL86STt8GCZ+DwLk9Xa9NeWP8s+PgX+8QLpfLq2bPnaYM/VbiTJxIVRaEBoDGmhfdnG6AekOB91fMeU0opdTG53Z6gLvOoJ51xBBaMgr2/edIH/4RX68CORZ50VgqseA0ObfWkqzaEtndDgHctvZAu8PR2qO/tlu37Fvh6u7a09U+py9rpWgCf8v58u4DXW8VcLqWUKntEYP8mOLrHk3Zmw3f3wpZZnrT9GExoBRu9K/7bbJ73R3d70lUbQPf/g1rewexBLeH/DkGLvp50tUbQ63WoeaUn7V/B0/KXu1hu7rIrxqatf0pd5godAygiD3h/drt4xVFKqVLso85wYPOpx+uEw0Mri5bHnl/ArwIEe1vdvrkdgttB5yc86c96Qtth0Os1TzfswT+gQQfPufLV4IZ3oWHHE+l/JpzIu1wgXP3sibTN58ROGkV1zShI3qqtf0pd5oo+X9jLGHMdMEpEriuG8iilVOkV3B6St586Uza4/Yn0jv+B23Gi1e2b26FCdbjxfU963hNQOxSGeCdc2HxPBGnGwJBpUP2KE+lH8qybZgxEDyueuuXKXXZFKXVZO90YwO7GmB3GmHRjzHRjTCtjTCyeWcGTL14RlVLqInI5wX78RPrQVtjzs+f9NaNOzKLN5XZB0voT6dWT4Jc8y6bUag7Vm5xID54KPV8/kR4yFTo9eiLd9Fqokef6MmrQ3EG8vOZlkjOTL2i+x44dY9CgQbRo0YKWLVuyevXqU6558803iYqKIioqirCwMHx8fDh69CjJycl07tyZsLAwvv/+e+v6m266qdAtuMaOHYsxJt8ixxMmTMAYw9kub/biiy+yZMmSs7pn/fr11q4k27Zto2PHjpQrV4633so/kiskJITw8PAC19N7//33ad68OaGhoYwaNSrfubZt25Kamkrfvn1p0aIFoaGh1l7EJ5szZw4RERHWM1au9LSab9iwgY4dOxIaGkpERAQzZsyw7rn99ttp3rw5YWFhDB8+HIfDcVb1zyvv5zd06NACt6QrU0SkwBewHugKlAP6A6nA44VdX5yvtm3bilLqEjD5KpExlU99Tb7q4pUhO13k6B4Rt9uTPrhVZOOME+e3LRCZ/8yJ9KqJIp/0OJGe+7jIG01OpL8fIfJWixPp99qcqNdLNUU+7yOy8r0T51P3i9hTL2iVLkVArJz0d3lsbGyR7w/7Ikxa/6e1tJ3WVl5a/ZIcyjh0Qcp11113ySeffCIiItnZ2ZKSknLa6+fOnSvdunUTEZH33ntPpkyZIqmpqdKpUyfr/NixYwu9f8yYMRIeHi4vv/yydaxTp07SqlUrWbt2bZHL7XQ6i3xtXoMGDZINGzaIiMjBgwfl999/l+eee07efPPNfNc1atRIkpOTT7l/2bJl0qNHD7Hb7VYeufbs2SP9+vWTjIwMWbZsmYh4PtPOnTvLggULTskrLS1N3N7fy40bN0rz5s1FRGT79u2yY8cOERHZt2+f1KlTx/pe5s+fL263W9xutwwdOlQ+/PDDc/ocTrZixQq57777LkhepV1sbKz069fv0379+gVKnt/H000CERFZISLZIvI9kCwi7xVzPKqUupQFt/d0ieZ1chfpmdhTPRMhcpcyObwLfvvYcxw8rXHf3gNZxzzp9V/C2y1OtNr9PgXeiwSHd4utbT/ArPs9EyrAM6buzzmeGbUA5atDleATz291U/7xb52fgtu+OZG+ey74evc9NTYY+BlclWdr9MA6nrF46oyGLRrG97s8LWkOt4Nhi4bxw+4frPMOt4NsVzazd86m16xedP9vd2bumAlAij2FYYuGsSJhBQCHsw6f8Xmpqan8/PPP3HvvvQD4+/tTtWrV096Tdzuw3G3csrOzrT1Z3333XZ599tnT5tG/f3/mzJkDwF9//UWVKlXyLWT88MMPEx0dTWhoKGPGjLGOh4SE8NJLL9G5c2e+/fZb7rnnHmuf3pCQEMaMGUObNm0IDw9n27Ztpzw3LS2NTZs2ERkZCUBQUBDt2rXDz8/vTB+VZfLkyYwePdramzYoKMg6t3DhQnr16kWFChXo1s0zXcDf3582bdqQmJh4Sl6VKlWy9rTNyMiw3jdr1szaRq1evXoEBQWRnOxp+e3Tpw/GGGt/5ILy/eKLL+jf///ZO8+wqo6tAb+bKkVRQ1CsRCwgvViIBYiKGoOKJRprNPFqjObGa2K8Grt+iSm2WFNE4zWK0Wiw9xZjgqCAaBSNYhdLQJB2ODDfjw1bjhTBXuZ9nv1wZvbMmjWzOeesM2WtzgQHB/PKK68wd+5cZsyYgZeX2dl5HAAAIABJREFUF02bNuWff9RT8wXHr0WLFuzYsaPYuLovAiUZgBUVRemSfwHKXWmJRCIxxH+Uuk+tIIoCZuUhKUFNX46GZV3gWt4X1qkdMK0aXIlR03/vhEUt7viuuxINm0dB6lU1nf6PehBDp8baxKYG1G19Z2m2XhB0mgdK3r46nwEw/DAY5X3ptfwIPoq/c/LVqzd0X3JHX8dAaFzAp9ZLjmDvcSdtU12elH3MZOdmo8vRcT3jOsuOL7t3hWI4c+YML7/8MgMGDMDLy4t3331Xi9laFOnp6WzZsoWuXbsC0KtXL7Zu3Uq7du2YOHEi8+fPp1+/flhaWpbYboUKFahZsyZxcXGsWLGCHj16GNyfNm0akZGRxMbGsnfvXmJjY7V75cqV47fffqNnz56F5Nra2nL48GHee++9Qku6AJGRkbi6upaoWz6KohAUFISPj49BGLv4+Hj2799PkyZN8Pf359ChQ9q9LVu20K5dOwM5ycnJrF+/vlinxGvXrsXJyYkOHTqwePHiQvcjIiLQ6XQ4Ohpug8jOzmbZsmWF2ssnLi6On376iYiICMaOHYulpSVHjhzBz8+PH3/8sVB5IyMj6tatS0xMTPGD8pxTkgG4FwgucBVMv/HoVZNIJE8NubmQk7f3JjMFopbC9Xg1/c8ZWNgCTu/Icybc9k49YzOo2xZ+nwU38vfbCNWdiT5DTVaspR5ssKikpms2gR7/gwp5sUcbvA4f/31nX5xLZxgepRpiAHX8odNcsMibyaniAl59wDRvls7KVq1rdE+/96XHfxTUaipPyj4goe1C6Vy3MwCmRqaEtgsl2DG4UDlTI1PMjc3p0aAH37f9HoBK5SoR2i6UgJoBANha2N6zPb1erxlMR44cwcrKis8//7zY8uvXr6dZs2ZUrlwZABsbGzZu3EhkZCTe3t5s2LCBrl27MmjQILp161bkfsJ8evbsycqVK1m3bh0hISEG91atWoW3tzdeXl4cO3aM48ePa/fuNhYLkh+n1sfHh4SEhEL3r1y5UuqQaQcOHODw4cNs3ryZefPmsW+fuu9Vr9eTlJTEH3/8wZdffsmbb76JEAKdTsfFixepU6eOJkOv1/PWW2/xwQcfGOQXJCQkhBMnTrBu3TrGjRtXSN++ffsSGhqK0V3v16FDh9KyZUtatGhRpNzAwEDKly/Pyy+/jI2NDcHB6v+Rm5tbkWMD6mxmcXs3XwSK/UQUQgwo4Rr4OJRTFCVYUZRvk5KSZKB32SfZp0fVJ52OzItHyUk6r/YpOwPdryPg1HZVRtpNxFQ7RORitU9Zt2H9B+Sc3qXKUMzJtbIjKwe1T81HI4zzZtsUI263HAefXie1qhoE/naFeuS+s4P0ig3UPpWvhS5wAjrLqmqfLO1Ir92KXPMKap/MLEnNNQcj46fnOWEFAzaTiqX83yuhTw9KvuHXpV4XtnTdwqdNPy2VoVccNWrUoEaNGjRporrV6datG4cPHy62/MqVK7Xl37uZPHkyY8eOZcWKFfj4+LB48WLGjBlTrKzg4GCWLVtGrVq1qFChgpZ/9uxZvvrqK3bu3ElsbCwdOnQgMzNTu29lZVWszPxlWWNj4yKXMi0sLAxklUS1auoPLjs7O0JCQoiIiADUMevSpYu2BGtkZMSNGzfYv39/ofBp//rXv6hXrx4ffvjhPdtr2bIlf//9NzduqEv3+QdJpk6dStOmTQ3KTpo0ievXrzNjRvExqfPHAtTZvfx0/lJ9UWRmZmJhYXFPXZ9XyuwG5nEihFgPrPf19R10956F/HT+m6N8+fJF/s2/X9RDzpeRP31vbW1dpIz8/PxyJiaFhy0/r7QyStJH9kn26aH0KS9tbW0NJzZhaVkZajVV9Vn+JrzSEl4dBkJgujgQ/N7Hqs0kyM3F7MQ6sH2F8vXaQG4uyqvDwN5T7VOuBXwYh7F1FYxNzMC8OvRdQ/7Hr2V1F/DqB1Gh4Nkb62r18/Qye/A+PY/P6Tnu04PQoFIDPO08GeIx5IGMvoJUrVqVmjVrcvLkSRo0aMDOnTtp2LBhkWVv3brF3r17i4w9e+rUKS5fvoy/vz/R0dFYWFigKEqJxpaFhQXTp0+nfv36BvkpKSlYWVlhY2NDYmIimzdvJiAg4IH6mY+zszNff/31PculpaWRm5tL+fLlSUtLY9u2bYwfPx5Q9y/u2rWLgIAA4uPj0el02NrasmXLFtq3b6/J+PTTT7l16xbff/+9gey1a9cSERHBZ599xunTp3F0dERRFA4fPoxOp+Oll15Cp9MREhJCv3796N69u0H977//nq1bt7Jz585Cs4IPSnx8PC4uLg9V5rPEU20ASiTPJQ/DmXD6P+oeuIo11XTEd+pyq09/Nf1dK6hcB7p+p6a3jIaajdVlS1DDfRnlvf0VBbotBlt1EzZGRvDJ2TttGRlB64mG6fx2i0M6E5Y8IKs7rn4kcr/55ht69+6NTqejTp06hIaGArBw4UIAhgwZAqiGS1BQUJEzcGPHjmXatGkAvPXWW3Tu3JnZs2czefLkEtsuah+fh4cHXl5euLi4UKdOHZo1a/ZA/SuIk5MTt27dIjU1lfLly3P16lV8fX1JSUnByMiIWbNmcfz4cW7cuKEtS+v1enr16qXttRs4cCADBw7E1dUVMzMzli5diqIo7NmzR+vvxYsXmTZtGk5OTnh7q5Fihw0bxrvvvsvff/+tzXiuWbOGH3/8EVNTUywsLAgLC0NRFFatWsW+ffu4efMmS5YsAdSDHZ6engwZMoTatWvj56c6P+/SpYtmnD4IiYmJWFhYYG9v/8CynlUUcbdPq6cQX19fUVZ/SRLJU8uG/8CRZYWdCXv1hTfyljiuxEDadfVwA8Cez+F2IrwxU02HdgCRCwPzHPYueQPMrO+cVv1tFli9rB5wALj5t7rHzrLyo++fRAIoihIlhDBwKBcVFSV8fHyelEovJDNnzqR8+fKaL8CHwcWLFxk0aBCbN9/bYXifPn2YOXNmqfciPi5mzpxJhQoVtBPhzzNRUVFMmjRpMfBheHi4tj+jVDOAiqK4Ag2Bcvl5QojCx2okEolK+j+qAfdyAzWdeAxuxINLiDo7duSut4/IUUOE5fP7XLjwB3yYN1OoS7tz6hWg+QgoeNi2X7jhIYfmd+3BkY6FJZIXkvfee4+ff/75ocqsUaNGqYw/oMgl9KeBihUr0rdv3yetxhPlngagoigTUB1CNwQ2Ae2B3wBpAEoeDQ9jifReCAH6THXmzchYNdhunlbbMLVQT6ye3QvuPcHcGhIOQGwYtJ2m+ng7uhoOzoO3N4CZlWqw7ZwE/70IJuaq37q9n8P4f1T5cWvUWbmGndWTsrYNIDFO1cXYDGq9ClULuGsI/O8dP3UAQVMM9a/X2jD9kPfGSCSS54Ny5cq98IZOUQwY8IhDKj4DlOZboxvQCrgqhBgAeADmJVeRSB6A4pwJV3EDXZ5z38xbqv+423lhom5dhP1f3/E1l3hMdRac76rk7H74xkfNB9UR8LSqalxXgL93wQ9tIPmCmr4YCRtHqrN4AMnnIX4LZKmnHTEppy6n5uadLqvmCX7D7viia9gRuoXe0b/xYHg/4k6692pDZ8JdvlWNy3wq1wHbumUZNYlEIpFISk1pDMAMIUQuoFcUpQJwDSjawY9E8jDwH4Xh+iZqOuYnOL1dTf5zBpZ3hUt5e0NTrsDOyXd8zWVnwtU4yMrb7mBREaq6g3Heb5eqburBBsuX1HTtZtBnzR3fcw07wkenVB91AJ5vqc6DK+RtGHZ+Qy1fzkZNOzSH1hPu+J6r4gKuXdTZP1CdBdvWveMkuYK9dCYskUgkkidGafYARiqKUhH4DogCbgMRJVeRSO6D7Ez1oEOl2uDRAw7n7TIwNgP37lDNWzXcAGzrwzs77pxcre4NYxPV5VeAGj4wvMDBoapu0L3AjNxLjuo+unwq2N8x7kBd1jUr3v/WQ0GelJVIJBLJE+KeBqAQYmjey4WKomwBKgghYkuqI5HcF0s6qMbewM0QOBZiV6n79BQjeG284SyZmRXUbHQnbWR8Z7btWaF8VRhQuo3UEolEIpE8TO65BKyo9FEUZbwQIgFIVhTlnpHdFUVZrCjKNUVR4grkTVQU5ZKiKNF51+sPpr7kmeZSFGwYceewQ8uPIGC0+rp8VblEKpFINLKvXePKxEmc6Rxy78Il4ODggJubG56envj6+hZZ5sSJE/j5+WFubm4QY/f69es0b94cV1dX1q1bp+V36tSp2JBiEydOxNLSkmvXrml5+Y6zHyXr1q3T/PSNGDECT09PPD09qV+/PhUrVtTKjRo1ChcXF5ydnfnggw8o6Brus88+Y/ny5ezbtw9vb29MTExYvbp4/4zFje3HH3+Mk5MT7u7uhISEkJycbFDv/PnzWFtbFxnPuLRERkbywQcfALBhwwYmTJhw37JeFEqzB3A+4Afkx8NJBeaVot4SoKiozTOFEJ5516ZSaSl5fsi6rS71gnpg49g6dT8fQIP2alzXfGS8VYnkhSff8Pu7TRDJa9aQdeLEA8vcvXs30dHRFOdftnLlysyZM4ePPvrIIH/FihX079+fgwcP8uWXXwJqvGBvb28tlFpR2Nralioix8Pkiy++YOhQdQFv5syZREdHEx0dzfDhw7UYwr///jsHDhwgNjaWuLg4Dh06xN69ezUZ27ZtIygoiFq1arFkyRJ69ep1z3aLGts2bdoQFxdHbGws9evX57PPPjOoM2LECIOoIveDr68vc+bMAaBDhw6Eh4eTnp7+QDKfd0pjADYRQrwPZAIIIZIAs5KrgBBiH/DPg6knea5IPg8znCE2z1mxcyf4z1/Fn3bNXyKVs38SyXPJub79SP5lLQAiO5tzfftxKzwcAN3588S3aMnp11qRvGYNIisLsrO1uvqkJM717Ufqrt1q+vr1h6aXnZ0djRo1oqgQpBkZGWRlZWkxZmfNmsXHH39coryBAwcSFhbGP/8U/krs3LkzPj4+uLi48O2332r51tbWjBw5Em9vb1q1asX1vP599913NGrUCA8PD7p27VqkkRMfH4+5uTm2toVD6K1YsUKLb5wfvk6n02mxoqtUUT9vU1JS0Ol0vPzyyzg4OODu7n7fodiCgoK0sIFNmzbl4sWL2r1169ZRp06dEkOyWVtb88knn+Dj40Pr1q2JiIggICCAOnXqEJ73/7Jnzx7eeOMNrV8BAQFs2LDhvvR9USjNIZBsRVGMAQGgKMrLQG7JVUpkmKIo/YBIYGSeQVkIRVH+BfwLoHr16iQkJDxAk5InhcXF3zDKukWaYwcQgkr1upJGFXTyeUokkhK4PPq/5DxEoy4fRVEICgpCURQGDx7Mv/71r1LX7dWrF7169eLHH39k+vTpzJ8/n379+mnxkovD2tqagQMHMnv2bCZNmmRwb/HixVSuXJmMjAwaNWpE165deemll0hLS8Pb25uvv/6ayZMnM2nSJObOnUuXLl0YNGgQoMbf/eGHHxg+fLiBzAMHDmgh2Qpy7tw5zp49y2uvvQaAn58fgYGB2NvbI4Rg2LBhODs7A7Bjxw5atWpV6rGB0o3t4sWL6dGjB6DGIJ4+fTrbt28vcfk3LS2NgIAApk+fTkhICJ9++inbt2/n+PHj9O/fn44dOxaq4+vry/79+3nzzTfL1IcXidIYgHOAtYCdoijTUP0Cfnqf7S0ApqAak1OAr4GBRRUUQnwLfAtqKDgHB4f7bFLy2NFn3TmNe2AU3L7Ky68NVV2gvDILmyernUQieUqovexOPAHF1NQgXWP2LK7PX8CtX35B5OYazP4BmFSqZFDepJShxg4cOEC1atW4du0abdq0wcnJiZYtW5aqro2NDRs3bgQgKSmJ6dOn88svvzBo0CCSkpIYOXKkFrP2bj744AM8PT0ZOXKkQf6cOXNYu1adBb1w4QKnTp3ipZdewsjISDOU+vTpoy3bxsXF8emnn5KcnMzt27dp27ZtobauXLlSZOi1lStX0q1bN4yN1QNzp0+f5q+//tJm5Nq0acO+ffto2bIlW7ZsKbOz5HuN7bRp0zAxMaF3bzVE5YQJExgxYsQ990SamZlpsYnd3NwwNzfH1NQUNze3YieH7Ozsit2XKVG553yuEGI5MAr4DLgCdBZC3FdcGSFEohAiJ8+v4HfAPQ+TSJ4xYsLgayc1sgZAx2/g3Z13/N9JJBJJKTB5+WXsJ4yn7o7tVOzWDcXcHO5akr0f8vfq2dnZERISQkTE/Xk1mzx5MmPHjmXFihX4+PiwePFixowZU2z5ihUr0qtXL+bPn6/l7dmzhx07dnDw4EFiYmLw8vIiMzOzyPpK3mfo22+/zdy5czl69CgTJkwosryFhUWR+StXrtSWfwHWrl1L06ZNsba2xtramvbt2/PHH38AEBERQePGZfuKLmlsly5dyoYNG1i+fLnWlz///JNRo0bh4ODArFmz+L//+z/mzp1bSK6pqalWx8jICHNzc+21Xq8vUpfMzEwsLCzKpP+LRokGoKIoRoqixAkhTggh5gkh5goh/rrfxhRFKeBojRAgrriykmeEnGw4thb+Oaumq7qqTpL1WWq6fBUwfvAPbYlE8mJytyFo7uR037LS0tJITU3VXm/btg1XV9d71CrMqVOnuHz5Mv7+/qSnp2NkZKTtpyuJ//znPyxatEgzWm7dukWlSpWwtLTkxIkTmvEFkJubq524/emnn2jevDkAqamp2Nvbk52dzfLly4tsx9nZmdOnTxvknTx5kqSkJIMZylq1arF37170ej3Z2dns3bsXZ2dnjh07hpOTkzZTWBJOec+jpLHdsmUL06dPJzw83GC5fP/+/SQkJJCQkMCHH37ImDFjGDZs2D3bLA3x8fH39WxfJEo0APNm6mIURalVVsGKoqwADgINFEW5qCjKO8AXiqIcVRQlFggERpQoRPL0ku8qIP0fWDMIon9S01Vc1Fm/gk6VJRKJ5AHJNwTrrFt73zISExNp3rw5Hh4eNG7cmA4dOmhLiwsXLmThwoUAXL16lRo1ajBjxgymTp1KjRo1SElJ0eSMHTuWqVOnAvDWW2+xZMkSmjZtWujU8N3Y2toSEhJCVpb6A7ldu3bo9Xrc3d0ZN24cTZs21cpaWVlx7NgxfHx82LVrF+PHjwdgypQpNGnSRFtiLYqWLVty5MgRA5cuK1asoGfPntpMGkC3bt1wdHTEzc0NDw8PPDw8CA4OZvPmzdq4ABw6dIgaNWrw888/M3jwYO3Axo0bN7Q2ShrbYcOGkZqaSps2bfD09GTIkCEljtPDYPfu3XTo0OGRt/MsoxT8BymygKLsAhqhRv9Iy88XQhTedfmI8PX1FcUd15c8ATZ/Auk3oev3avpytBpp41lzxCyRSB4ZiqJECSEMHO1FRUUJHx+fJ6XSM4W1tTW3b9++7/r//ve/CQ4OpnXr1mWu26ZNG3788Ufs7Uv+Ib9hwwbOnDmj+d97WkhMTKRXr17s3LnzSavyVBAVFcWkSZMWAx+Gh4en5ueX5hDIpHsXkTzXZGfCmd2qnz5Q4+cqxuosoKJANc8nq59EIpFIDBgzZgx//vnnfdXdvn17qcrlu1152jh//vxj97v4LFKaUHB7C6YVRWkG9AL2Fl1D8txxZBls+ggG7wd7d9VBs0QikUgeGQ8y+wdQpUqVIt2jvAg0atTo3oUkpXIEjaIonoqifKEoSgIwFbjvgyCSZ4C0GxDWB07mxal1fxP6/aou80okEolEInnmKXYGUFGU+kBP1BBwN4Ew1D2DgY9JN8njJOs23LoAds5QriIknVP3+QGUs4E6AU9SO4lEIpFIJA+RkpaATwD7gWAhxGkARVHkqd3nlZVvQWoivP8nGJvA4H3Sd59EIpFIJM8pJS0BdwWuArsVRflOUZRWgLQInhcuRcHPb6sHPAD8R0OnAg44pfEnkUgkEslzS7EGoBBirRCiB+AE7EH12VdFUZQFiqIEPSb9JA+TjCTIzPNllZUK5w7CzTxnoQ7NoGZjafhJJJKnhvg/r7J0zAHmDdnF0jEHiP/z6gPLdHBwwM3NDU9PT3x9fYssc+LECfz8/DA3NzeIUXv9+nWaN2+Oq6sr69at0/I7depUbNixkydPEhAQgKenJ87OzmWKPfwkyMjIwN/fn5ycHKKjo/Hz88PFxQV3d3fCwsK0cu+88w4eHh64u7vTrVs37dDKjBkzaNiwIe7u7rRq1Ypz584ZyG/Xrh2XLl3S0sOHDy82FNyePXuwsbHB09MTT09PJk+erN0r6Tl+8803NGjQABcXF0aNuv9DiwsXLuTHH9Vwgx999BG7du26b1lPJUKIUl9AZWAwsKss9e73AoKBb+vUqSN0Op3IzMwUmZmZQqfTifT0dKHX68Xt27dFbm6uSElJEUIIg7+5ubni9u3bQq/Xi/T09GJlpKWlidzcXJGamlpIhhBCpKamipycHJGWliays7NFRkaGyMrKEllZWSIjI0NkZ2eLtLQ0kZOTU6KM3NxckZaWdk99HkWfUq+eFWKqvcjc/n9qOiVF5Ogynuk+PY/PSfZJ9ul56RMQKe76TI+MjBSl5eQfV8TC4bvF3ME7tWvh8N3i5B9XSi2jKGrXri2uX79eYpnExEQREREhxowZI7788kstf/bs2eLbb78VKSkp4tVXXxVCCBEeHi4mTpxYrKygoCCxbt06LR0bG/tA+j9q5s6dK2bNmiWEEOLkyZMiPj5eCCHEpUuXRNWqVUVSUpIQQohbt25pdUaMGCE+++wzIYQQu3btEmlpaUIIIebPny/efPNNrVx6erpo1KiRlj506JDo06ePsLKyKlKX3bt3iw4dOhR5r7jnuGvXLtGqVSuRmZkphFCf5cMgISFBtGnT5qHIetxERkaK4ODgH4KDg8uLgjaWeAyG3INePj4+j2ZUnnf+2iDEHwvvpH+bLcSVo09OH4lE8sJQGgPwl6+ixPEDl4UQQuj1OeKXr6LEiTwDb8no3wyMv/zr+5H7hBBCpKdmiV++ihJnYlQj4HZyZqn0Ko0BmM+ECRMMDMD58+eL2bNni+vXr4vmzZuL7Oxs8dprr2kGT1G4ubmJogzfjIwM8fbbbwtXV1fh6ekpdu3aJYQQIjQ0VISEhIi2bduKunXrio8//lir89NPPwlXV1fh4uIiRo0apeVbWVmJUaNGCW9vb9GqVSvx559/Cn9/f/HKK6+IX3/9VQghxNmzZ0Xz5s2Fl5eX8PLyEgcOHChSXz8/P3H27Nki77m7u2sGYT65ubliyJAh4vPPPy9U/vDhw5qhLIQQmzZt0vqj1+tFQECAuHz58kM1ALt37y62b99eZJ2Cclu2bCm6d+8u6tWrJz755BPxv//9TzRq1Ei4urqK06dPCyEKP39vb29x5cqD/QB5EhRnAJbKDYzkKWRhc5hoU/iafyfOI39tgKilkJurppt9oMbqlUgkkqec20lZReZn3s5+ILmKohAUFISPjw/ffvttmer26tWLrVu30q5dOyZOnMj8+fPp16+fQXzbuxkxYgSvvfYa7du3Z+bMmSQnJwMwb948AI4ePcqKFSvo37+/Fks4OjqasLAwjh49SlhYGBcuXODy5ct88skn7Nq1i+joaA4dOqQtQ6elpREQEEBUVBTly5fn008/Zfv27axdu1YLIWdnZ8f27ds5fPgwYWFhRUbv0Ol0nDlzBgcHh0L3IiIi0Ol0ODo6ankDBgygatWqnDhxguHDhxeq88MPP9C+fXstXTDE3Ny5c+nYseM9o40cPHgQDw8P2rdvz7Fjx7T84p5jfHw8+/fvp0mTJvj7+3Po0KEi5cbExDB79myOHj3KsmXLiI+PJyIignfffZdvvvmmyDre3t4cOHCgRH2fJUpyA2MuhCj6HSh58tRoDNdPQo7uTp6RsZqXdA4q1YZ2n4F5eTCSdr5EInn6CBnprb02NjYySFtXNuf2P4W/gqwrmwNgYW1mUN7KxrxUbR44cIBq1apx7do1LZ5uy5YtS1XXxsaGjRs3ApCUlMT06dP55ZdfGDRoEElJSYwcORI/Pz+DOgMGDKBt27Zs2bKFX3/9lUWLFhETE8Nvv/2mGU1OTk7Url2b+Ph4AFq1aoWNjQ0ADRs25Ny5c9y8eZOAgABefvllAHr37s2+ffvo3LkzZmZmmmHl5uaGubk5pqamuLm5kZCQAEB2djbDhg0jOjoaY2Njra2C3Lhxg4oVKxbKv3LlCn379mXp0qUYFfg+CQ0NJScnh+HDhxMWFsaAAQO0e//73/+IjIxk7947MSMOHDjAV199xeXLl/n555/Zs2dPiePt7e3NuXPnsLa2ZtOmTXTu3JlTp05psop6jnq9nqSkJP744w8OHTrEm2++yZkzZwxiIIPqLDrf+HR0dCQoKEgbv927dxepj52dXbF7PZ9FSrIMDgIoirLsMekiKQv+o0C56/EZmYBHTzA2VdMWFWV8XolE8kzi18kREzPDzzgTMyP8OjkWU6N0VKtWDVC/zENCQoiIiLgvOZMnT2bs2LGsWLECHx8fFi9ezJgxY4ptc+DAgfz666+YmJgQFxeXv8+9SMzN7xizxsbG6PX6EsubmppqBo6RkZFW38jICL1eD8DMmTOpUqUKMTExREZGotPpCsmxsLDQZiHzSUlJoUOHDkydOpWmTZsWqmNsbEyPHj1Ys2aNlrdjxw6mTZtGeHi4psuZM2eoWbMmZmZmHDlyhNOnT1O3bl0cHBxIT0+nbt26hWRXqFBBOyDy+uuvk52dzY0bN4Din2ONGjXo0qULiqLQuHFjjIyMtDoFKTjGxY3Z3WRmZmJhYVHkvWeRkgxAM0VR+gOvKorS5e7rcSkoKYAQsHk0HPkflK8KHm/duWdsBp59oPN8qFDtyekokUgkD4H6TaoS2NtJm/GzrmxOYG8n6jepet8y09LSSE1N1V5v27YNV9eyb4s5deoUly9fxt/fn/T0dIyMjFAUpZCIIKNJAAAgAElEQVTxBLBlyxays9Vl66tXr3Lz5k2qV69Oy5YtWb58OaAuW54/f54GDRoU22aTJk3Yu3cvN27cICcnhxUrVuDv719qnW/duoW9vT1GRkYsW7aMnJycQmUqVapETk6O1g+dTkdISAj9+vWje/fuWjkhBKdPn9Zer1+/HicnJwCOHDnC4MGDCQ8Px87OTqtTcPm3Q4cOXL16lYSEBBISErC0tNTkrV27lv/+97/aeOUbvhEREeTm5vLSSy+V+Bw7d+6sndaNj49Hp9Nha2tb6nEqifj4+Pv6f3laKckR9BCgN1AR9TRuQQTwy6NS6oVHlw5meXtK1g4BMyvo8LXqouViBJiYqfcCRkP0T5CTpc4G+n/y5HSWSCSSh0z9JlUfyOC7m8TEREJCQgDQ6/X06tVLM0oWLlwIwJAhQ7h69Sq+vr6kpKRgZGTErFmzOH78OBUqVABg7NixTJs2DYC33nqLzp07M3v2bAM3Jfls27aNf//735QrVw6AL7/8kqpVqzJ06FCGDBmCm5sbJiYmLFmyxGBW6m7s7e357LPPCAwMRAjB66+/TqdOnUrd96FDh9K1a1d+/vlnAgMDsbKyKrJcUFAQv/32G61bt2bVqlXs27ePmzdvsmTJEgCWLFmCu7s7/fv3JyUlBSEEHh4eLFiwAICPP/6Y27dvawZjrVq1CA8PZ8uWLcXurSvI33//rY3z6tWrWbBgASYmJlhYWLBy5UoURSnxOQ4cOJCBAwfi6uqKmZkZS5cuLbT8ez9kZ2dz+vTpYl0HPYsoJU0rAyiK8o4Q4ofHpE+R+Pr6isjIyCepwqNDlwb/nL1zOOPnAZB0Fv61R01v+xRMrSBQ/UWEEIa++jb8B6JCwWcAvDHjcWoukUgkxaIoSpQQwuDbMioqSvj4+DwplSSl4MiRI8yYMYNlyx7e7q+srCyaNWtGab7H+/Tpw8yZM7W9jk8La9eu5fDhw0yZMuVJq1JmoqKimDRp0mLgw/Dw8NT8/JJmAPNZpijKB0D+Ltm9wEIhxIMdxXpR+ecsXIgAjx5qeutYOPYLjEpQD2s4dbgTgxcgaKph/bt/yfiPgut/ydk/iUQikTwwXl5eBAYGkpOTg7Hxw9lDbm5uXirjD9TDI08jer2ekSNHPmk1HiqlMQDnA6Z5fwH6AguAdx+VUs8VicfUZdrAMepS7okN6qyeYyBY24HP29CgPeqqOuDWrWzyy1eFAZsfttYSiUQieUEZOHDgk1bhqaPgHsjnhdIYgI2EEB4F0rsURYl5VAo9s+QvzSYegx2TIGgKvNwAki9AxHfg3gPs3cG9JzR4HazyprereT5ZvSUSiUQikbxwlMZBXI6iKNq5e0VR6gCFjw+9SGRn3Imp+89ZmOMFf61X0yblIPkcpOUdO3d8Df57UTX+AKxfhpccZcxdiUQikUgkT4zSzAB+DOxWFOUMoAC1gQElV3mOEEJ1rmxkDLb1ICsVpr+iLum2+I/qcqWKK1hUUsu/5Ajv/3mnfv6JXYlEIpFIJJKnhHvOAAohdgL1gA/yrgZCiKLdZD9kFEUJVhTl26SkJLKzs8nKyiIrK4vs7GwyMjLIyckhLS0NIYTmE6jgXyEEaWlp5OTkkJGRUayM9PR0hBDcvn0bgPSYdRC/VZMlQtsj9s8gPT0dvbEF2S1Hk12jKTqdjky9QN81lPQqPuTm5moy7tbn9u3bCCFIT0+/pz6Pok9F6ZObm6v2Sa8nMzMTnU6n9ikzE71eT3p6uuyT7JPsk+zTffdJIpE8xRQMDPy0Xj4+PmWJe3yHBc2EmFCh8LWgmWG5w8uE2PvFnfT3bYT4od2d9OldQtw4fX86SCQSyQsIECnu+iyPjIwsdf35g3qLr97sUOiaP6j3A+um1+uFp6en6NChQ5H3Q0NDha2trfDw8BAeHh7iu+++E0IIceLECeHt7S3c3d3F77//LoQQIjs7W7Rq1UqkpaUVKevgwYOicePGwsPDQzg5OYkJEyY8sP5CCOHv7y/q16+v6fjzzz8/FLnF0b59e5GUlPRIZF++fFl7FmfPnhXlypXT+jV48GCtXNu2bYW7u7to2LChGDx4sNDr9dq933//Xbz77rvixo0bIiAgQFhZWYn333+/2Da/+eYb4ejoKABx/fp1LT85OVm88cYbWjuLFy8WQgiRkJAgvL29hYeHh2jYsKFYsGDBfff30qVLomvXrkIIIWJjY0X//v3vW1ZpiIyMFMHBwT8EBweXFwXej6VZAn52KSperrEZmFnD/7pBn9Vq3rmDcCMeWn6sprv+cOeQBqgndiUSiUTy2Ei/lVym/LIwe/ZsnJ2dSUlJKbZMjx49mDt3rkHeokWL+Pzzz3FwcGD06NGsWbOGBQsW0LdvXywtLYuU079/f1atWoWHhwc5OTmcPHnygfXPZ/ny5cU6Js7/kjd6SLHgN23a9FDkFMWMGTMYNGiQlnZ0dCQ6OrpQuVWrVlGhQgWEEHTr1o2ff/6Znj17AmrElXbt2lGuXDmmTJlCXFwccXFxxbbZrFkz3njjDQICAgzy582bR8OGDVm/fj3Xr1+nQYMG9O7dG3t7e37//XfMzc25ffs2rq6udOzYUQtJVxaqVavG6tWq/eHm5sbFixc5f/48tWrVKrOsB+Hh/Gc8rRQVL1cxgnpt1Li5OXmuDDvOgXe33ylTsSaYlnt8ekokEskLSNik0cTt2QFAjl5P2KTRHN9fuh1G6Sm3CJs0mr+j1D3XaclJpap38eJFNm7cyLvvlt2TmampKRkZGaSnp2NqakpycjLr16+nX79+xda5du0a9vb2gBo3t2HDhoAa2uzVV1/Fy8uLV199VTMMlyxZQpcuXWjXrh316tVj1KhRpdYvISEBZ2dnhg4dire3NxcuXOC9997D19cXFxcXJkyYoJV1cHBgwoQJeHt74+bmxokTJwB16X/AgAG4ubnh7u6uxfh1cHDgxo0bpKWl0aFDBzw8PHB1dSUsLAyAQ4cO8eqrr+Lh4UHjxo1JTU0lMzNTk+Xl5cXu3UU/2zVr1miRPEoiP0KIXq9Hp9MZRPjYuXMnrVu3xsrKiubNm2uRV4rDy8sLBweHQvmKomhbKW7fvk3lypUxMTHBzMxMi9SSlZVFbm5ukXIdHBwYM2YMfn5++Pr6cvjwYdq2bYujo6MWbSYhIcEgpFxwcDArV668Z/8fNvc0ABVF2VmavKeS8lXBs7dq7AEYm6rpFiOh10o1DeoBD4lEIpE893z44Yd88cUX95wZW7NmDe7u7nTr1o0LFy4A8P777zNjxgyGDBnCmDFjmDx5MmPHji0x1NiIESNo0KABISEhLFq0SIuz6+TkxL59+zhy5AiTJ09mzJgxWp3o6GjCwsI4evQoYWFhWvt307t3bzw9PfH09OTmTTWAwMmTJ+nXrx9Hjhyhdu3aTJs2jcjISGJjY9m7dy+xsbFafVtbWw4fPsx7773HV199BcCUKVOwsbHh6NGjxMbG8tprrxm0uWXLFqpVq0ZMTAxxcXG0a9cOnU5Hjx49mD17NjExMezYsQMLCwvmzZsHwNGjR1mxYgX9+/cvFC/57NmzVKpUySAM3tmzZ/Hy8sLf35/9+/cblG/bti12dnaUL1+ebt1Uv7k3btzA1NQUGxubYp9DaRk2bBh//fUX1apVw83NjdmzZ2v/KxcuXMDd3Z2aNWvyySefFDv7V7NmTQ4ePEiLFi14++23Wb16NX/88Qfjx48vsryvr2+hfj4Oin0HKIpSTlGUyoCtoiiVFEWpnHc5AGWf83xS+I+6YwAqxjJihkQikTwl9JjwOa4BrQEwNjGhx4TPadiidFtuLCvY0GPC5zj6NAHAqmKle9bZsGEDdnZ23CscXXBwMAkJCcTGxtK6dWv69+8PqHFt9+zZw8GDB7G0tOTy5cs4OTnRt29fevToQXx8fCFZ48ePJzIykqCgIH766SdtpuvWrVt0794dV1dXRowYwbFjx7Q6rVq1wsbGhnLlytGwYUPOnTtXpJ7Lly8nOjqa6OhoXnrpJQBq165N06ZNtTKrVq3C29sbLy8vjh07xvHjx7V7Xbp0AcDHx4eEhAQAduzYwfvvv6+VqVTJcFzd3NzYsWMHn3zyCfv378fGxoaTJ09ib29Po0aNAHWmzsTEhN9++42+ffsCqsFbu3btQmN05coVg7Bv9vb2nD9/XgtJ16tXL4Ol+q1bt3LlyhWysrLYtWsXoMZbDgoKKnKMysrWrVvx9PTk8uXLREdHM2zYMK39mjVrEhsby+nTp1m6dCmJiYlFyujYsaM2Vk2aNKF8+fK8/PLLlCtXjuTkwlsY7OzsuHz58kPRvyyU9BNoMBAFOOX9zb9+BeY9etUeEvmzgIqR+rd8lSetkUQikUieAAcOHCA8PBwHBwd69uzJrl276NOnT6FyL730kjYjNWjQIKKiogqVGTt2LFOmTGHOnDn07t2bSZMmMWnSpCLbdXR05L333mPnzp3ExMRw8+ZNxo0bR2BgIHFxcaxfv95gZqzgbJixsTF6vb7UfbSystJenz17lq+++oqdO3cSGxtLhw4dimynYBtCiBJnNOvXr09UVBRubm7897//ZfLkycXWEULcU18LC4tCOuUbsz4+Pjg6OhYyGsuVK0fHjh359ddfAdi8eXOplpBLQ2hoKF26dEFRFOrWrcsrr7yiLY/nU61aNVxcXIqdtcsfVyMjI4NnaWRkVOSzzMzMxMLC4qHoXxaKNQCFELOFEK8AHwkh6gghXsm7PIQQc4ur91TiPwpqNZWzfxKJRPKMYGlTsUz5peGzzz7j4sWLJCQksHLlSl577bUiY89euXJFex0eHo6zs7PB/b1791K9enXq1atHeno6RkZGGBsbk56eXkjWxo0bNUPo1KlTGBsbU7FiRW7dukX16tUBdd/foyAlJQUrKytsbGxITExk8+Z7hw0NCgoyOPySlGS4t/Ly5ctYWlrSp08fPvroIw4fPoyTkxOXL1/m0KFDgOoGSK/X07JlS5YvXw5AfHw858+fp0GDBgby6tevr80+Aly/fp2cHDXWxJkzZzh16hR16tTh9u3b2nPR6/Vs2rQJJycnhBDExsbi6XnvqFr9+vUjIiKixDK1atVi5051l1tiYiInT56kTp06XLx4kYyMDG1MDhw4UKgv90t8fLzBnsDHxT1PAQshvlEU5VXAoWB5IcSPj1Cvh4uMlyuRSCTPFO99W9gwe5SMHz8eX19fOnbsyJw5cwgPD8fExITKlSsbGGhCCKZOncqqVasA+Ne//kXv3r3R6/UsWLCgkNxly5YxYsQILC0tMTExYfny5RgbGzNq1Cj69+/PjBkzCu2ze1h4eHjg5eWFi4sLderUoVmzZves8+mnn/L+++/j6uqKsbExEyZM0JaKQd3P9/HHH2NkZISpqSkLFizAzMyMsLAwhg8fTkZGBhYWFuzYsYOhQ4cyZMgQ3NzcMDExYcmSJQYzYqDOWDo6OnL69Gnq1q3Lvn37GD9+PCYmJhgbG7Nw4UIqV65MYmIiHTt2JCsri5ycHF577TWGDBlCVFQUXl5eBjOQDg4OpKSkoNPpWLduHdu2baNhw4bExsZqB3LmzJnDF198wdWrV3F3d+f111/n+++/Z9y4cbz99tu4ubkhhGD69OnY2tqyfft2Ro4ciaIoCCH46KOPcHNzeyjPaffu3XTo0OGhyCoLyr2maBVFWQY4AtHcCQEnhBAfPGLdNHx9fUVkZOTjak4ikUgkD4iiKFFCCAMfJVFRUeJe++8kLx5r164lKiqKqVOnlrnu1KlTqVu3ruYOpjhSUlJ45513+Pnnn+9XzUdCVlYW/v7+/Pbbb5iYPBrPfFFRUUyaNGkx8GF4eLjmpb00rfkCDUVpFvMlEolEIpFIykBISIh2irmsfPrpp6UqV6FChafO+AM4f/48n3/++SMz/kqiNC3GAVWBK/cqKJFIJBKJRFJW7scv4/NAvXr1qFev3hNpuzQGoC1wXFGUCCArP1MI0fGRaSWRSCQSiUQieWSUJhLIRKAz8H/A1wWuR46iKMGKonyblJT0zAdFfx4Dvcs+yT7JPsk+ldQniUTy9HLPQyAAiqLUBuoJIXYoimIJGAshHts7XB4CkUgkkmcLeQhEInk6KO4QSGlCwQ0CVgOL8rKqA+seiZYSiUQikRQgOzGNqzOjyE5Me9KqSCTPFaVZAn4faAakAAghTgF2j1IpiUQikUhydTncCD2G/lo6N0KPkavLuXelEsjMzKRx48Z4eHjg4uLChAkTiix37tw5WrVqhbu7OwEBAVy8eBFQ/bXlx9719PSkXLlyrFunzof07t0bd3d3g5i+U6ZM0aJVFMe///1vqlevTm5urpa3ZMkShg0b9kB9LQsJCQlldkSckZGBv78/OTk5REdH4+fnh4uLC+7u7oSFhWnlevfuTYMGDXB1dWXgwIFkZ2dr9/bs2YOnpycuLi74+/sbyB88eDAHDhxg4sSJVK9eXRvzTZs2FdKlpOdy9uxZmjRpQr169ejRowc6nc6g7urVq1EUhQdZZVy4cCE//qi6Rv7oo4+0EHVPPUKIEi/gz7y/R/L+mgCx96r3MC8fHx8hkUgkkmcHIFLc9VkeGRlZJhk3lh8XF8buFxc+2ScujN0vbiw//kA65ebmitTUVCGEEDqdTjRu3FgcPHiwULlu3bqJJUuWCCGE2Llzp+jTp0+hMjdv3hSVKlUSaWlpIiYmRvTq1UsIIUTz5s1FcnKyuHz5snjjjTdK1CcnJ0fUrFlTNGnSROzevVvLDw0NFe+///79drPMnD17Vri4uJSpzty5c8WsWbOEEEKcPHlSxMfHCyGEuHTpkqhatapISkoSQgixceNGkZubK3Jzc0XPnj3F/PnzhRBCJCUlCWdnZ3Hu3DkhhBCJiYkG8j08PIRerxcTJkwQX375Zan1KvhchBCie/fuYsWKFUIIIQYPHqy1L4QQKSkpokWLFqJJkybi0KFDZep/cSQkJIg2bdo8FFkPi8jISBEcHPxDcHBweVHg/ViaGcC9iqKMASwURWkD/AysfzTmqEQikUheFK4tiiUtMhEAkZOrpo9cAyD14GUyjt4Afd4+db0g4+gNktadAiAnLZtri2LJOK76j8tJ1RVu4C4URcHa2hqA7OxssrOzi4xhe/z4cVq1agVAYGBgkbN4q1evpn379lhaWmJqakpGRga5ubnodDqMjY0ZP348kydPLlGf3bt34+rqynvvvceKFSuKLLN+/XqaNGmCl5cXrVu3JjFRHa+JEyfSv39/goKCcHBw4JdffmHUqFG4ubnRrl07baYtKioKf39/fHx8aNu2rRZOLSoqCg8PD/z8/Jg3b57WXkJCAi1atMDb2xtvb29+//33IvVavnw5nTp1AtRwbvmuTKpVq4adnR3Xr18H4PXXX0dRFBRFoXHjxtps6k8//USXLl2oVasWAHZ2dxYW//rrL+rXr4+xsXGJ41cUBZ+LEIJdu3bRrVs3APr376/NDAKMGzeOUaNGUa5cuSJl7dmzB39/f958803q16/P6NGjWb58OY0bN8bNzY2///4bUJ/FV199BUDt2rW5efMmV69eLbPuj5vSGICjgevAUWAwsAkonedFiUQikUjug9Qd5+HuM4oC0qOvP5DcnJwcPD09sbOzo02bNjRp0qRQGQ8PD9asWQOoUSpSU1MLOSpeuXIlb731FgDOzs7UqlULb29v3nzzTU6fPo0QAi8vrxJ1WbFiBW+99RYhISFs2LDBYHk0n+bNm/PHH39w5MgRevbsyRdffKHd+/vvv9m4cSO//vorffr0ITAwkKNHj2JhYcHGjRvJzs5m+PDhrF69mqioKAYOHMjYsWMBGDBgAHPmzOHgwYMG7dnZ2bF9+3YOHz5MWFgYH3xQOOiXTqfjzJkzODg4FLoXERGBTqfD0dHRID87O5tly5bRrl07QI1/m5SUREBAAD4+PtoSKsDmzZu1cgBz587F3d2dgQMHFopNfDcFn8vNmzepWLGi5mS5Ro0aXLp0CYAjR45w4cIF3njjjRLlxcTEMHv2bI4ePcqyZcuIj48nIiKCd999l2+++abIOt7e3hw4cKBEuU8DpfEDaAEsFkJ8B6AoinFeXuGo1xKJRCKRlBK7we7aa8XYyCBdoZ0Dt8L/RmTf2RunmBph80YdAIytTA3KG5c3K1WbxsbGREdHk5ycTEhICHFxcYX2v3311VcMGzaMJUuW0LJlS6pXr24QqeHKlSscPXqUtm3banmzZs3SXgcHB7No0SKmTZtGTEwMbdq0YdCgQQZt6HQ6Nm3axMyZMylfvjxNmjRh27ZthWLCXrx4kR49enDlyhV0Oh2vvPKKdq99+/aYmpri5uZGTk6OZjS5ubmRkJDAyZMniYuLo02bNoBq/Nrb23Pr1i2Sk5O1fXd9+/Zl8+bNgGqoDRs2jOjoaIyNjYmPjy80hjdu3KBixYqF8q9cuULfvn1ZunQpRkaG80tDhw6lZcuWtGjRAgC9Xk9UVBQ7d+4kIyMDPz8/mjZtSv369dm6dSuhoaEAvPfee4wbNw5FURg3bhwjR45k8eLFhdou6rmIIrycKIpCbm4uI0aMMIjxXByNGjXS4gc7OjoSFBQEqGO8e/fuIuvY2dlx+fLle8p+0pTGANwJtAZu56UtgG3Aq49KKYlEIpG82Fg3qkrWqSR1iVcvwEShnHNlrH2rPhT5FStWJCAggC1bthQyAKtVq8Yvv/wCqP4Q16xZg42NjXZ/1apVhISEYGpqWkjur7/+iq+vL2lpacTFxbFq1SpatmxJ7969sbS01Mpt2bKFW7du4ebmBkB6ejqWlpaFDMDhw4fzn//8h44dO7Jnzx4mTpyo3TM3NwfAyMgIU1NTbTnbyMgIvV6PEAIXF5dCs3zJyclFLn0DzJw5kypVqhATE0Nubm6Ry6MWFhZkZmYa5KWkpNChQwemTp1K06ZNDe5NmjSJ69evs2jRIi2vRo0a2NraYmVlhZWVFS1btiQmJoYaNWqQnJxMtWrVAKhSpYpWZ9CgQSXO2N39XGxtbUlOTkav12NiYsLFixepVq0aqampxMXFERAQAMDVq1fp2LEj4eHh+PoaeC7SxhjUcS045nq9vkg9MjMzsbCwKFbPp4XSLAGXE0LkG3/kvbYsobxEIpFIJA9MpW71MbZWZ/aMrc2o1K3+A8m7fv06ycnJgHqKdceOHTg5ORUqd+PGDe1U7meffcbAgQMN7ucv3d5NdnY2s2fP5uOPPyY9PV0zsvL3Bt4t4/vvvychIYGEhATOnj3Ltm3bSE83XFy7desW1atXB2Dp0qVl6m+DBg24fv26ZgBmZ2dz7NgxKlasiI2NDb/99hug7ucr2J69vT1GRkYsW7aMnJzCJ68rVapETk6OZgTqdDpCQkLo168f3bt3Nyj7/fffs3XrVlasWGEwK9ipUyf279+vORT/888/cXZ2Zvfu3QQGBmrl8vcsgrocn2+sX7p0Sdunmc/dz0VRFAIDA1m9ejWgjl+nTp2wsbHhxo0b2tg3bdq0SOPvfomPjy/zqeonQWkMwDRFUbzzE4qi+AAZj04liUQikUjAyMwY2wEumFSxxHaAC0ZmZT8UUJArV64QGBiIu7s7jRo1ok2bNtqM0vjx4wkPDwfUzf8NGjSgfv36JCYmavvmQD0kceHChUJuSwDmzZtH//79sbS0xN3dHSEEbm5uNGvWzGDJND09na1btxrM9llZWdG8eXPWrzc8Yzlx4kS6d+9OixYtsLW1LVN/zczMWL16NZ988gkeHh54enpqhzpCQ0N5//338fPzM5itGjp0KEuXLqVp06bEx8djZWVVpOygoCDNgFy1ahX79u1jyZIlmiuW6OhoAIYMGUJiYiJ+fn54enpqB2OcnZ1p164d7u7uNG7cmHfffRdXV9dC+//yD7a4u7uze/duZs6cCajPsuCyfHHPZfr06cyYMYO6dety8+ZN3nnnnTKNYVnJzs7m9OnTD82YfJTcMxKIoii+QBiQv6BtD/QQQkQ9Yt00ZCQQiUQiebaQkUCeb44cOcKMGTNYtmzZQ5Xr7e3Nn3/+WeTyekHmzp1LrVq16Nix40Nt/0FZu3Ythw8fZsqUKU9aFY3iIoGUuAdQURQjwAxwAhoACnBCCFH4qJJEIpFIJJIXAi8vLwIDA8nJybkvdy3Fcfjw4VKVe5yOssuCXq9n5MiRT1qNUlHiErAQIhf4WgiRLYSIE0IcfZzGn6IowYqifJuUlPTMB0V/HgO9yz7JPsk+yT6V1CfJ883AgQMfqvH3PNC9e/ciT0g/jZRmCXgSEAv8Iu5V+BEhl4AlEonk2UIuAUskTwf3tQScx38AKyBHUZQM1GVgIYSo8GhUlUgkEolEIpE8Su5pAAohyj8ORSQSiUQikUgkj4d7uoFRVPooijIuL11TUZTGj141iUQikUgkEsmjoDR+AOcDfkCvvPRtYF7xxSUSiUQieXB0Oh07duzg888/Z+fOnYWcKZeVCxcuEBgYiLOzMy4uLsyePbvIcr/++ivu7u54enri6+ur+bs7efIkPj4+eHh4aM6V9Xo9rVu3LuTAOZ8//viDJk2a4OnpibOzs0Ekj7Lyf//3f2Wuk52dzejRo6lXrx6urq40btxYC/v2MLly5YpBlI7Y2Fj8/PxwcXHBzc2tUOSQjh07FnKWfPDgQQYNGsT27dvx8fHBzc0NHx8fdu3aVWSbLVq00PwOVqtWjc6dO2v39uzZg6enJy4uLppvwJMnT2rlPT09qVChgkEIv7Ly+uuvk5ycjE6no2XLlsVGBnlaKc0ewCZCCG9FUY4ACCGSFEUpXdBFiUQikUjug4SEBMLCwsjOzkav13Pw4EEiIyPp0aMHDg4O9yXTxMSEr7/+Gm9vb1JTU/Hx8aFNmzY0bNjQoFyrVq3o2LEjiqIQGxvLm2++yYkTJ1i0aBGff/45Dg4OjB49mjVr1vcPo1AAACAASURBVLBgwQL69u1rEOatIP3792fVqlV4eHiQk5PDyZMn70t3UA3AMWPGlKnOuHHjuHLlCnFxcZibm5OYmMjevXsLlXtQdy4zZszQ4h3r9Xr69OnDsmXL8PDw4ObNmwZ+/X755Resra0LydiyZQvt2rXD1taW9evXU61aNeLi4mjbti2XLl0qVH7//v3a665du9KpUydADXU3dOhQtmzZQq1atbh27RqgRkbJd1Cdk5ND9erVCQkJue8+b9q0SXvdqlUrwsLC6N27933Le9yUZgYwW1EUY0AAKIryMpBbchWJRCKRSEomNDSUI0eOAOoXcmhoKDExMQBERkaSkZGhzaro9XoyMjK02aC0tDRCQ0M1g6o0rmfs7e3x9lYDW5UvXx5nZ+ciDQtra2stjFtaWpr22tTUlIyMDNLT0zE1NSU5OZn169fTr1+/Ytu8du0a9vb2ABgbG2vGZkREBK+++ipeXl68+uqrWj+WLFlCly5daNeuHfXq1WPUqFEAjB49moyMDDw9PTUjo3Pnzvj4+ODi4sK3335bqO309HS+++47vvnmGy2GbZUqVfj/9u49Pqr6zv/46zszmdy54w2LKApiFRFR67paXWqltl7pbt21alPF1XVbV1vbWMWKsFX7c1u3+mitaxutmBgBwSAakftFruFWRCDcbwmQK5nMfeb7+2MmJwmZRJBJZuY7n+fjkUfymTM5831nDuGTc/mef/mXf7FyPvPMM1x11VWsWLGCIUOGUFNTY/38W+6Ve/PNN1t7zXr37h3zlnQzZsyw7uAxd+5cRo4cyaWXXgpA//79rebS5XLxu9/9jqeffrrDOubPn8+3vvUtLrvsMutewF//+tfxer34fL5Of8ZNTU0sWLDA2gNYXFzMnXfeyeDBgwE47bTTYr7W0KFDOeecczos+9GPfsTDDz/MDTfcwHnnncfixYv58Y9/zIgRI/jRj35kPa/tz+v2229vd0u9VHAiewD/AMwETlNK/TfwfaDjOyeEEEKkiD179rB+/XquuuqqmMtnzpzJk08+yZEjR5gzZw4AjzzyCPfeey8+n48///nPPPfcczz11FNWgxjLY489xvDhw7n++usZN24c9913H1lZWVx44YUsWbIEh8PBvHnz+NWvfsWMGTMA2LBhA+vXryczM5Phw4fzk5/8hBdeeIFXX33V2oMF8Ne//pV+/frh8Xi44oorGD9+PP3797eW79ixg8GDB9OrV+xJO5qbm7n44out27N1pmVPV0VFBQUFBe0OtQLs3r2bvn37Wk3m9u3bUUpx0003cfToUe666y6rkZ04cSI/+9nPOuwxrampISMjg969e7d7fMaMGVx22WXWumOZOXMmY8eOtXJu376dQCDA9ddfT1NTE48++miHJv3dd9+NeT/nFvX19SxYsICysjJuueUWli9fzhtvvMEVV1zBhg0bGDVqVLvnX3zxxaxZs6bT9SWjE7kK+B2lVAUwlsgUMLdrrb/o9pEJIYQwWkFBgfW13W5vV9tssQ9QtUyym5ub2+75+fknPmGFy+Vi/PjxvPzyy502R3fccQd33HEHS5YsYeLEicybN4/BgwezaNEiINJcHTp0iAsvvJB77rkHv9/P5MmTGTZsWLv1PPPMM9x9993MnTuX4uJiSkpKWLRoEY2Njdx3331UVlailCIQaL3HwtixY61G6KKLLmLv3r187Wtf6zDGP/zhD8ycOROInN9YWVnZrgH8Mna7nfHjx5/Qc2tqarjnnnt47733OjRpVVVVDBw40KqDwSDLli1jzZo15OTkMHbsWC6//HL69+/Pjh07+P3vf8+ePXvarWPu3Ll8+9vfbvfY559/zi9/+Uvmzp3b5dhKSkp44IEH2r1+RUUF8+fPx+PxcPXVV/ONb3zDem/8fj9lZWU8//zzna7zlltuQSnFJZdcwumnn84ll1wCRPZI7tmzp0MDaLfbcTqdNDU1ndS2mEidHgJWSmUppf5LKfUq8E3gz1rrV0+0+VNK/VUpdUQptbnNY/2UUp8qpSqjn/ueegQhhBCmGT16NNnZ2Tgckf0UDoeD7Oxs6xDuVxUIBBg/fjx33303d95555c+/7rrrmPnzp3Wob4WTz31FJMnT+YPf/gDd999N5MmTWLSpEkx1zF06FAefvhh5s+fz8aNG6mtrWXixInccMMNbN68mdmzZ7e7SKLt3i673R7z4oJFixYxb948VqxYwcaNG7nssss6XGhx/vnns2/fvk4Pj2dlZbU778/hcBAOR87waruuUCjEXXfdxTPPPNPhwg2A7Ozsds8/++yz+eY3v8mAAQPIycnh5ptvZt26daxYsYKKigqGDBnCP/7jP7J9+3brMPPHH39sHUIGOHDgAHfccQd/+9vfGDp0aMzxA9TW1rJ69Wq++93vtnv9cePGkZuby4ABA7juuuusUwtaXmv06NGcfvrpna635T2w2Wzt3g+bzdbpxR4+n4+srKxO15lsujoH8C1gDPB34DvASye57jeBccc9VgjM11pfAMyP1kIIIUQ7Q4YM4bHHHuPqq68mKyuLq6++mscee+wrXwACoLXm/vvvZ8SIETz++OOdPm/Hjh203Phq3bp1+P3+dnvWFi9ezKBBg7jgggtwu93YbDbsdnvMK4HnzJljrauyshK73U6fPn1obGxk0KBBQOS8vxORkZFh7SlsbGykb9++5OTksHXrVlauXNnh+Tk5Odx///389Kc/ta6grqqqYurUqTHXP2TIECoqKgCsw9EQOf9w5MiR3HXXXTG/b9iwYe326N10001s2rTJuo3g4sWLueiii3j44Yc5dOgQe/bsYdmyZQwbNoxFixahtWbTpk3WXrWGhga++93v8vzzz3PNNde0e617772X1atXW/W0adP43ve+167xuu2221i6dKl1u8JVq1YxYsQIa3lJSUmXh3+/itraWgYOHNjuYpdk11UDeJHW+oda6z8TOe/vupNZsdZ6CVB33MO3EWksiX6+HSGEECIGp9PJ2LFjKSwsZOzYsTidpzYBxfLly3n77bdZsGCBdVFDy/ltr732Gq+99hoQaX4uvvhiRo0axSOPPEJpaal1np/WmilTpjBx4kQAHnzwQQoLCxk/fjw///nPO7zm22+/zfDhwxk1ahT33HMP77zzDna7nV/84hc8+eSTXHPNNYRCoRMa/4MPPsjIkSO5++67GTduHMFgkJEjRzJx4kS+8Y1vxPyeKVOmMHDgQC666CIuvvhibr/99naHa9v69a9/zaOPPsq1117bbs/gSy+9xNy5c62fWVlZWbvvy83NZejQoezYsQOAvn378vjjj3PFFVcwatQoRo8e3W4P3fEqKiq47LLLrJ/xq6++yo4dO5g8ebL1mi1X8m7atMm6qAZin8s3YsQIxo0bx8iRI7nyyit54IEHrD2XbrebTz/99IT2/p6MhQsXcvPNN8d1nd2t03sBK6XWaa1Hd1af0MqVGgJ8qLW+OFo3aK37tFler7WOeRhYKfUg8CDAoEGDLm+Zh0kIIUTyO/fcc+VewGlk5syZVFRUMGXKlJP+3ilTpnD++ed3uoexxbFjx7j//vuZNm3aVx1mt7nzzjt5/vnnGT58eKKH0sFXuRfwpUqpY9GvFZAdrXvkXsBa69eB1wHGjBmjT2W3vxBCCCG6zx133EFtbe1X+t5YU8LE0qtXr6Rs/vx+P7fffntSNn9d6bQB1Fp/9RkhO3dYKXWm1rpKKXUmcKQbXkMIIYQQPaztlbjpxOl0djkXZLI6kYmg46kMuC/69X3ABz38+kIIIRJHt1xlKoTofuFwmM5O9eu2BlApVQKsAIYrpQ4ope4HXgBuVEpVAjdGayGEEGnAZrNtraqqCksTKET3C4fDVFVVhb1ebw2R0/faOZE7gXwlWuvOrrEe212vKYQQInmFw+Fv7969e11VVdXAru6eIYQ4dVprvF5v3VtvvTUNsAPt5inqtgZQCCGEaOvyyy8/cOutt14G/ALITfR4hEgTGcArZWVl7eYbkgZQCCFEjykrKzt46623PgWcRmSvhBCi+2igtqysrP74BdIACiGE6FFlZWUuwJXocQiRznr6KmAhhBBCCJFg0gAKIYQQQqQZaQCFEEIIIdKMNIBCCCGEEGkmqRtApdQtSqnX6+vrCQQC+Hw+fD4fgUAAj8dDKBSiubkZrTVNTZH7G7f9rLWmubmZUCiEx+PpdB1utxutNS6Xq8M6AFwuF+FwGLfbTTAYxOv14vf78fv9eL1egsEgbrebcDjc5Tq01rjd7i8dj2SSTJJJMpmQSQiRvFRntwhJJmPGjNFr165N9DCEEEKcIKVUhdZ6TKLHIYSILan3AAohhBBCiPiTBlAIIYQQIs1IAyiEEEIIkWakARRCCCGESDPSAAohhBBCpBlpAIUQQggh0ow0gEIIIYQQaUYaQCGEEEKINCMNoBBCCCFEmpEGUAghhBAizUgDKIQQQgiRZpK6AVRK3aKUer2+vj7lb4pu4o3eJZNkkkySqatMQojkpbTWiR7DlxozZoxeu3ZtoochhBDiBCmlKrTWYxI9DiFEbEm9B1AIIYQQQsSfNIBCCCGEEGlGGkAhhBBCiDQjDaAQQgghRJqRBlAIIYQQIs1IAyiEEEIIkWakARRCCCGESDPSAAohhBBCpBlpAIUQQggh0ow0gEIIIYQQaUYaQCGEEEKINJPUDaBS6hal1Ov19fUpf1N0E2/0Lpkkk2SSTF1lEkIkL6W1TvQYvtSYMWP02rVrT/r7vl/2fS497VIeGvkQA3MGdsPIEkeypS6T85mcDczOF+9sSqkKrfWYOAxNCNENjG4AL3nrEjJsGdiUjdvOv82oX9qSLXWZnM/kbGB2vnhnkwZQiOSW1IeA4yEQDuAL+Zi2bRrfnvFtJq+czCHXIQrKC5i9czYAnqCHgvICyneXA9Dkb6KgvIB5e+cBUO+tp6C8gEX7FwFQ46mhoLyAZQeXAVDdXE1BeQErDq0AYH/TfgrKC1hTvQaA3Y27KSgvYMORDQBU1ldSUF7A5prNAGyt20pBeQFb67YCsLlmMwXlBVTWVwKw4cgGCsoL2N24G8Bab0u2GdtnMHbaWH619FccdR9l2cFlFJQXUOOpAWDR/kUUlBdQ760HYN7eeRSUF9DkjxymKd9dTkF5AZ6gB4DZO2dTUF5AIBwAYNaOWRSUF1g/0+nbp/PA3Aes+t2t7/LQvIeseuqWqfxk/k+s+s3Nb/LYwses+o2/v8ETi5+w6tc2vkbh0sKY79vMypncOP1Gbp15K0fdRwF4ac1LTFk5xXrui6tf5MXVL1r1lJVTeGnNS1b97GfP8nLFy1b99LKneXX9q1ZduLSQ1za+ZtVPLH6CN/7+hlU/tvAx3tz8plX/ZP5PmLplqlU/NO8h3t36rlU/MPcBpm+fbtUF5QXM2jHLynV8vrHTxvLg3Ac56j6aEtteQXkB+5v2A7Di0AoKyguobq6O+d7dNOMm/um9f7LWl+zb3qvrX+XpZU9b9csVL/PsZ8/S1vHb5p0f3Gltm8m+7XX1e+/4bN95/ztMXjnZyiaEMIvxDWALjSYYDjJt2zSeXPpkoocTVyEdQqP5cNeHPLHkiS//hhQSCAcI6RC7j+02LhtE8mk0K6tWGpcvEA4QCAc46jnKpBWTEj2cuGvZNisbKo1871r+cDYtmxAiwvhDwC1aDm3cfv7tPHTpQwzIHhDPIfY4yZa6TM5ncjYwO1+8s8khYCGSmyPRA+hupv2SbkuypS6T85mcDczOZ3I2IUR7RjeAw/sOZ9Rpo4z8RSbZUpfJ+UzOBmbnMzmbEKIjow8BCyGESAw5BCxEckubi0CEEEIIIUSENIBCCCGEEGlGGkAhhBBCiDQjDaAQQgghRJpJ6gZQKXWLUur1+vr6lL8puok3epdMkkkySaauMgkhkpdcBSyEECLu5CpgIZJbUu8BFEIIIYQQ8ScNoBBCCCFEmpEGUAghhBAizUgDKIQQQgiRZqQBFEIIIYRIM9IACiGEEEKkGWkAhRBCCCHSjCPRA+hu21dVs+KDnbjqfOT1zuBC/XcGbv+U82bNTPTQTplkS10m5zM5G5idz+RsQoj2EtIAKqX2AE1ACAh212Sh21dVs/CdrQT9YQBcjQHWhc7jwro8zuuOF+xBki11mZzP5Gxgdj6TswkhOkrkIeAbtNajunOm+BXvV1q/zFqE7U52nncbJROKWf+njwDwNboomVDMpv8rB8B9pJ6SCcVsLvoUgKYDRymZUMyWqQsAOLbrECUTitlWuhiA+q37KJlQTOX0pQDUbNpFyYRidn6wAoDDa7ZRMqGY3R+tAeDQZ59TMqGYffPWAXBwySZKJhRzcMkmAPbNW0fJhGIOffY5ALs/WkPJhGIOr9kGwM4PVjD/r5s6yXYr20oXUzKhmGO7DgGwZeoCSiYU03TgKACbiz6lZEIx7iP1AGz6v3JKJhTja4zczmn9nz6iZEIxQa8PgIpXPqRkQrH1Omt+/wGlD75j1atemsl7/z619ef+wvtMf6i1Xj5lOu8/3FovfW4asx5526oX/bqUD/6zdfnCNzvPBjD3F8V8/Hjr8z954h0+eaJ1PB8/PpW5v2gd75z/msr8J0usevZPp7Lw6Xet+oP/nMqiX5da9axH3mbpc9Os+v2Hp7J8ynSrnv7QVFa88L5Vv/fvU1n1UusektIH32HN7z+w6pIJxVS88iEAQa+vy/cuFba9kgnF1GzaBUDl9KWUTCimfus+AJa8s7mTbLcDKbDtPf0us3/aWs9/soQ5/3Xi22ayb3td/d77bPq2LrMJIcxi9DmArgZ/zMd9mX17eCTxF8Ye83FfZr8eHkn8BcPmZgOz3zufT8V+PLNPD4+ke5i8bTYfC8Z83IRsQoiOEnIvYKXUbqAe0MCftdavx3jOg8CDAIMGDbp82bJlJ/0681/djdfVMV+mt5ZvPXvFSa8vmUi21GVyPpOzgdn54p3t3HPPlXsBC5HEEnURyDVa60NKqdOAT5VSW7XWS9o+IdoUvg4wZswYPWTIkJN+kWv/OavdOS0AtpCfobvKGDLkn08pQKJJttRlcj6Ts4HZ+UzOJoToKCENoNb6UPTzEaXUTOBKYEnX33Xyhl11BkD7q9rYysB+rni/VI+TbKnL5HwmZwOz85mcTQjRUY8fAlZK5QI2rXVT9OtPgee01uWdfc+YMWP02rVre2yMQgghTo1SSg4BC5HEErEH8HRgplKq5fWLu2r+TsWfHvwh7saGDo/n9O7Dw69PjfEdqUOypS6T85mcDczOZ3I2IURHPd4Aaq13AZf2xGvF+mXW1eOpRLKlLpPzmZwNzM5ncjYhREdGTwPTldJJhWxZuhCAgM9L6aRCtn4WOQ3R526mdFIhlas+A8B9rJHSSYXsrFgFQHNDPaWTCtm9oQKAYzVHKZ1UyN5NGwBoOFxN6aRC9m/5OwB1hw5QOqmQg9u+AKBm3x5KJxVSvWM7AEf27KJ0UiFH9kTmVqvesZ3SSYXU7NsDwMFtX1A6qZC6QwcArPV2ZveGCkonFdLcEJlrbWfFKkonFeI+1ghA5arPKJ1UiM/dDMDWz5ZQOqmQgM8LwJalCymdVEgoGJkWYvOieZROKrTWv2l+OdMmP2XVGz6Zw4znf23V6z76gJm/fc6q18x+n7L/+Y1Vr5o1jQ9fftGqV8wo4aNXXuoyU1uL3v4L8/7yJ6te+ObrLHyz9ULyeX/5E4ve/otVz339FZYWv2nV5X98meXvte7R+OiVl1gxo3Wutg9ffpFVs1rnYiv7n9+wZnbr3Gszf/sc6z5qnWttxvO/ZsMnc6x62uSn2DS/dad26aRCNi+aB2D9TDuTCtte6aRCGg5XA7B30wZKJxVyrOZol7laJPu2t/y9qZT/8WWrXlr8JnNff+WEskHyb3td/d4TQqSXtG0AhRBCCCHSVULmATxZX/UikP/5wfc6Xfaz0g9PZUgJJ9lSl8n5TM4GZueLdza5CESI5CZ7AIUQQggh0ozRDWBO79i3n+rs8VQi2VJXS45eGQMYN+jH9MoY0O7xVGZyNjA7n8nZhBAdGX0IWIhkFfaHOPy7CkKNPuy9Mzn98cuxOWPfZzbVmJwNzM4Xz2xyCFiI5Gb0HkAhklX99O2EXH7QEHL5qZ++PdFDihuTs4E5+bTWtOwA0FqjA2Hq3jMjmxDiy9mfffbZRI+hU0qpWyZNmvTz7Ozsy//jP/6DYDBIKBRCa43f78dms+HxeMjIyMDlcpGZmUlTU5P12el04na7sdvt+Hw+gJjr8Hq9OBwOmpubcTqd7daRmZmJy+XC4XDg8XhQSuH3+wmHw4RCIQKBAABerxe73d7lOjIyMvB4PNhsti7HI5nMzBTwBfBVNdG8/gju1YchGN37HoZgnQecNhoW7SUjPxOPI4DDB0dLv8DeK5NAZphwg5+69ysh3wG5dryHmzhWtotgriKjTxbH9tXS/NFe/NmarH65NOw6QvPH+wjkQWafHJp219L00R7C/RyobAeevQ00ztmN/YxsArYwwQPN1M3eQebgXriDHqjyUltWSfa5fWn2u9EH3NR+uBPnub3whwP4djbSWL4b2+BcsCtcnx+l4b3t+Pc2dchmy3fiOlSPe/EhQudkkZGRQWPFIVwLD2Ablk84HKZ5/WGOLdxH5kX98Hq9+DbW0rBoL7mXnEZTUxPBTfXUL91L3sWn4XK58K+vpXHFAbIu7IfP58O9qhrX2mrs5+WjtaZx6X68m2oIn51JRkYGtfN24d/WSOAMB5mZmdR8sgP/jkZCZzqx2+3Uf7ob344GbF/LIRQK0TR/P+4ddWSe2xuv14t7wUEalu4lUNnYLl+ozkvAGca77ijufY04z8nH7/fTMGMHvmoX6qwsAGqmbiFY5yU40I7T6aT6/zYSbgrg728jMzOTqj+uRzcHCZ2Wgc1m4/Ar6wl5AqizsgmFQhz9/XoCXj/Oc3rhdrupeWk9Pp+PnPP6cay+kdr/tx5fMED2uX1orm/i6PNrCaowjkG5+Bs9HJ6yGp2l0AOd6KYA1c+twt7Lib+Pwu4KUzVlFcFaD4TavndeglmQcWbuSf97ev7556ueffbZ1vmZhBBJJSH3Aj5RWuvZwOwxY8ZMyMjIaLespc7NzQUgPz8/5ueW5dnZ2R3W37KOnJwcAPLy8mKuo+Xxluc5HB1/bC2Pneg6uhqPZErdTDqsyc3MQSlFTmY2DR/uImtoHzIuHoA9AIf+uBnltEEg3H6lAY1rwX5suRmE3UHy8/sQrPOij/rAGyInJ4dAs5vwEQ/2oMLpdKJsAZqq3eThwGazke3Ioq6qmTzHWZGxO7Kor2om33E2SikybRm4q904VQYZGRmEwnZChz3YtY2M7Gy8AS/6qBeCYfL75uM5UIs+6kMHw+T3y8eztwZ91ItdK5zZWbh9LkKHPTgdGdgzMnAEFcFDzXD8WSUBzbHyPfT69jm4qprpl5OLstlw+MBb7SYrK9Ig+TxhQkciTb7D4eCYqxZd67d+tseO1aNqA9b71NhYg671Y7fbyc7Oxt8URNf6yMzMBMDmChOo8dI3+j7Z3Zpgg5s+0ffL7taEXB76RJerphBhf8j6/uYGPwqw2+3k5ORQW+shuLNNcxulA2F8C6vJPLcXdqfdGn9zUGPTyspnd9hRSlnbWEZeJirDZm0/zn7Z2LId1raXeUYeGb2zrPFkntOLrIF52O12cnNz8Q/rS/ZZkfPz8nvlExo5kOyv9UUpRW5+HsErzyR7cB8yMjKw59nIv/Zsss7uTWZ2NmEVpNe3BuMclIczL4+wPYhy2tD+47fLMN75h+j3D4O/0r8nIUTyknMAhTgF7o1HUFkOsof3Q2tN1X+vImfkQPrcOhStNdUvriH3qjPodcPgyPP/fpRgnZemefvQbZpAlWGj921DyRtzRqKixIVrTTWNZTuNzAZm54t3NjkHUIjkJucACtGFQI0H//4mq64r3UZdm/Oimhbup3llFQBKKfKvO5vM4X2t+szCK63mDyDnkoH0+ubXyBrRDxwq8qBDkTWiX8o3EAB5V5xhbDYwO5/J2YQQHUkDKNKaDuvISe9RrpVVNMzeadWNs3dS/36lVdv7ZOLok2nVA358Cf1/OMKq8687m+zh/b70dft+fxj2PGdknXlO+n5/2CnlSCYmZwOz85mcTQjRXlo0gIHDzVT/voLA4eZEDyXuJNvJ8e09xrFF+626oWwnh39fYdXBOi/+Q62v1+vGc9r9J9j7piH0+tY5Vm3v5UTZT/6fkc1pZ0DB13GcnsOAgq8bM40ImJ0NzM5ncjYhRHvGnwMoc3alpq+aLdTkx7+/iaxhfVEOG81rD9P4yW7OeOIKbE47xxbt59jcPZz17D9gc9rx7mwgeNRN7pVnomyqB5IJkR7kHEAhkpvxewBNmbMrlnTMprUmdMyHDoQA8O9voubNzwnWeQHw7Wig9m9brNreJ5Os4f2sE9vz/uEsBj13jdVMZg3tQ943zpLmTwghRFoxugF0ranG+0Vd67QNQY33izoaF+7Ds7kGHZ3vKnDEHanD0fpwM57NNdZ6AtXNeD5vrf1VzXi21LbWh1x4vmhTH3Th2VrXWh9owrutTb2/Ce/2eqv27TuGt7JNvfcY3h0NrfWeRrw729S7Gmn4eHfMbK411Xh3NODbe8x6vreyHt++NvX2+nYXNni21eE/0KbeWof/oKu13lKL/1Cb+vNaAtWth0k9m2usw7Ra60h9xB2pw9H6aLQOhSN1jSdSByN1sDZaB0LUz6rskM2zJZLNv7uRqt+sxre7NU+o0UfYEwQg84I+DPyPS3H0jUy9kXV+H/p9fxj23MjULTanHeUwerMXQgghvpTR/xMeK9/TbkoDiMzZ5Vq4n9qpX6CDkWWezTXUTv0CoofD3ZuidZR7/RFqS7a21hWHqSvdZtXNa6qpn9a69615ZVW7CwdcgATe/gAAEQBJREFUnx2iftYOq25aeqDdhQZNiw/QOGdXa71wP40f727NMW8fx+buterGT/fgWnowZrZj5Xto/GgXTW3Pc/twF64lB1rrD3bQtPxgaz1zB64VVVZdP307zatb67pp23GvPdxal26luaK1ri3einvD0dZ66hd4NkXrkI7Un9daY6yd+gXeaMMc9oUi9bZIAxx2B2leWd0hG8FItowzculz21Acp0Xm53N+LZ/THx2Nc1BkHjJ7npPMwb1QGUZv2kIIIcQpMfocwM7mteo17hwyz+tLxuk5KJsi1OQn5AqQcUZkAt+W2nlmZILY0DE/YXeAjDNaah9hd7C1bvQR9gbJOD1SBxt96LZ1gw/tD5FxWmSC12C9Fx0MkzEwWtd50aHj6rAmY0CkyQnWekCDo03t/vtRmubvjzlnV+Y5vVB2G45+kb1ggaNulMNm7RULHHGjnDYcfdrWduvq1sDhZlSWA0fv1tqW5cDeUlc3Y8txYO8Vqf1VzdjzMrDnO9FaE6h2t9ZhTeCwG3t+Bva8GHVIEzjixt7LiT03Ax0Kc2zhflyLDxg515oQ6ULOARQiuRndAALUFn8ROVwb1OBQZF/Un/7/NuLLvzEFSDYhRLKSBlCI5Gb8cTKT57WSbEIIIYT4KpK6AVRK3aKUer2+vp5AIIDP58Pn8xEIBPB4PIRCIZqbm9Fa09QUuYih7WetNZ6Al773jsA+MIs+PxxOQAc7rMPtdqO1xuVydVgHgMvlIhwO43a7CQaDeL1e/H4/fr8fr9dLMBjE7XYTDoe7XIfWGrfbTSgUwuPxfOVMzc3NhEIhfCE/fX44HPvAbHrdfQEhFU75TC3rCOggve6+APtp2eT96/loOymfKdY6JJNkMjmTECJ5GX8IWAghRM+TQ8BCJLek3gMohBBCCCHiTxpAIYQQQog0Iw2gEEIIIUSakQZQCCGEECLNOBI9gO7m9/tZsmQJa9eu5YorruDaa6/F6XQmelhxIdlSl8n5TM4GZuczOZsQoj2jrwLes2cPpaWlBAIBgsEgDoeDjIwMfvCDHzBkyJD4D7QHSbbUZXI+k7OB2fninU2uAhYiuRl9CHjdunV4PB6CwSAAwWAQj8fD2rVrKSoqYuPGjUDkr96ioiI2b94MgNfrpaioiC1btgDQ3NxMUVER27ZF7v/b1NREUVERlZWR+/02NjZSVFTEzp2R+/vW1dVRVFTEnj17AKipqaGoqIh9+/YBcPjwYYqKijh4MHI/3qqqKoqKiqiqitx/9+DBgxQVFXH4cOR+u/v27aOoqIiamhog8ov6vffei5lt3bp1VFZWUlRUZM3FtW3bNoqKimhubgZgy5YtFBUV4fV6Adi8eTNFRUX4/X4ANm7cSFFREaFQCID169dTVFRk/VwrKip46623rHr16tVMnTrVqleuXElxcbFVL1++nNLSUqteunQp06ZNs+rFixczY8YMq/7oo486zQbwySefMGfOHOv5H3/8MR9//LFVz5kzh08++cSqy8rKmDdvnlXPmjWLBQsWWPWMGTNYvHixVU+bNo2lS5dadWlpKcuXL7fq4uJiVq5cadVTp05l9erVVv3WW29RUVFh1UVFRaxfvx6AUCjU5XuXCtteUVERdXV1AOzcuZOioiIaGxsBWLRoUcxsLT+fZN/2FixYwKxZs6x63rx5lJWVWfWHH37Y5baZ7NteV7/31qxZ02U2IYRZjG4AhRBCCCFER0YfAn7//ffZtGlTh8dHjhzJnXfeGY+hJYxkS10m5zM5G5idL97Z5BCwEMnN6D2Ao0ePJjs7G4cjcq2Lw+EgOzub0aNHJ3hkp06ypS6T85mcDczOZ3I2IURHRu8BhMh5LkuXLmXNmjXGXdUm2VKXyflMzgZm54tnNtkDKERyS+oGUCl1C3DLeeedN2Hr1q2Ew2EAbDYbwWAQp9OJ1+slJycHl8tFfn4+TU1N1ue8vDzcbjdZWVn4/X4cDkfMdfh8PrKzs2lubiYvL6/dOvLz83G5XOTk5OD1enE6nQSDQWy2yM7TcDiMw+HA7/eTlZWF2+3udB25ubl4PB4yMzO7HI9kkkySSTKleqZevXpJAyhEEkvqBrDFqewBFEII0fNkD6AQyc3ocwCFEEIIIURH0gAKIYQQQqQZaQCFEEIIIdKMNIBCCCGEEGlGGkAhhBBCiDQjDaAQQgghRJqRBlAIIYQQIs1IAyiEEEIIkWakARRCCCGESDPSAAohhBBCpJmUuBWcUuoosPe4h3sDjSexmgFAzQk+92TWnQzPlWwnv96TfX6q5UuG55qcDczOF49s52itB57gOoQQPU1rnZIfwOsn+fy13bHuJHmuZPtq24Sx+ZLkucZmMz1fd/67kw/5kI/k+EjlQ8Czk2TdyfDck5EM402GbCf7/FTLlwzPPRnJMF75nfLVdOfPTQjRTVLiEHA8KKXWaq3HJHoc3UGypS6T85mcDczOZ3I2IUREKu8BPFmvJ3oA3UiypS6T85mcDczOZ3I2IQRptAdQCCGEEEJEpNMeQCGEEEIIgTSAQgghhBBpRxpAIYQQQog0Iw2gEEIIIUSacSR6APGmlPodMENrvTzRY+kOSql+wH8Ch4C/AL8Crga+AH6jta5P4PBOmVLqBmA88DUgCFQCb2itdyR0YHGglHIA9wN3AGcBmsj7+AHwF611IIHDE0IIkUZM3AN4D/C/Sqm9SqnfKqUuS/SA4mwqkAtcDiwEzgBeBDzAm4kb1qlTSr0A3AusBALALmAnME0p9c+JHFucvA2MAp4Fbga+C0wCLiXyvhpJKZXSU4oopexKqX9XSk1WSl1z3LKnEzWunpDq750QonPGTQOjlFqvtb5MKXUBcFf0ww6UACVa6+0JHeApUkpt0FqPUkop4IDWetDxyxI4vFOilPq71vqS6NcOYLHW+hqlVF9gqdb64sSO8NQopbZprYd3smy71npYT48pXqJ7pmMuAjZqrc/uyfHEk1LqDSAHWE3kD8zFWuvHo8vWaa1HJ3J8p8rk904I0TnjDgETOayG1roSmAxMVkqNBP4V+Ag4P4FjiwdbtCHKB/KUUkO01nuUUv0BZ4LHdqrCSql+Wus6IodI7QBa6/pow5vq6qN7MmdorcMASikb8M9ASh+6B44Ce4k0DS10tD4tISOKnyu11iMBlFKvAn9USr1P5HeKCdulye+dEKITJjaAHX4ha603AZuAJ3t+OHH3PLA1+vWPgTeivdEIIocTU9lvgPVKqW3AhcDDAEqpgcDGRA4sTu4icrj+j0qploavD5FD+XclbFTxsQsYq7Xed/wCpdT+BIwnnqw/rLTWQeBBpdQzwAIgL2Gjih+T3zshRCdMPAScp7V2JXoc3UkpZSfy3gWjh0pHAQe11lUJHtopix6OOg/YobVuSPR4ukt0j63SWtckeizxoJR6BFimte7QqCulfqK1fiUBw4oLpdRUYKrWuvy4xx8A/qS1zkjMyOLD5PdOCNE54xpAAKVUb2AcMIjWKy0/MaWhMDmfydm6opS6UWv9aaLHIYQQIj0YdxWwUupeYB1wPZETt3OBG4CK6LKUZnI+k7OdgL8kegDdRSl1Y6LH0F1MyaaUulAp9Uul1B+UUv8b/XpEosclhOg+xu0BjJ4/dtXxe4yiF06sSuUrLcHsfCZnA1BKlXW2CPgnrXVuT46npyil9mmtByd6HN3BhGxKqV8SuaDlXeBA9OGziZyX+q7W+oVEjU0I0X1MvQgkVlcbxowr9kzOZ3I2gGuBHwLHn6OqgCt7fjjx8yXNbf+eHEu8mZwt6n7g68dPRB6dVP9zQBpAIQxkYgP438A6pdRcoOUKtsHAjUSmhUl1JuczORtEJrh2a60XH78guvczlRnb3GJ2Noj8gXUWkalg2jozukwIYSDjDgGDdcjwJiIXEigihzU+SfXbpLUwOZ/J2UymlPoY+K3WemGMZUu01tclYFhxYXI2AKXUOOBVIrddbPuH1/nAfx5/9bMQwgxGNoDHU0p9T2v9YaLH0V1MzmdyNjA/n0gN0QnJr6T9H15rtNahhA5MCNFtjLsKuBPPJXoA3czkfCZnA4PzKaW+l+gxdBfTsmmtw1rrlVrrGVrr6cBIaf6EMFu6NIAmXEDQFZPzmZwNzM5nbHOL2dkAHkr0AIQQ3StdGsB/T/QAupnJ+UzOBmbnM7m5NTkbmJ9PiLRn4lXAKKUuBG6jzd0klFJNWusvEjuy+DA5n8nZwPx8xzG5uTU5G8AtiR6AEKJ7GbcHMDqp6btE/oJdDayJfl2ilCpM5NjiweR8JmeDtMjX7m4SwA2m3E3C5GyxaK0PACilChI9FiFE9zDuKmCl1HZiT2rqBD7XWl+QmJHFh8n5TM4GZucz+W4SJmf7Mibc6UQIEZuJh4BNn9TU5HwmZwOz85l8NwmTs6GU2tTZIuD0nhyLEKLnmNgA/hcwXykVc1LThI0qfkzOZ3I2MDufyc2tydkg0uTdBBw/2boCPuv54QgheoJxh4DB/ElNTc5ncjYwN5/Jd5MwORuAUuovQJHWelmMZcVa639LwLCEEN3MyAZQCNHzTG1uwexsQoj0ZOJVwCOVUiuVUvuVUq9H7y3bsmx1IscWDybnMzkbmJ/v+LtJRL82okEyOZsQIj0Z1wACfwSeBS4BtgPLlFJDo8syEjWoODI5n8nZwOB8Jje3JmcD8/MJIWIzsQHM01qXa60btNYvETm5vlwp9Q0iE++mOpPzmZwNzM5nbHOL2dnA/HxCiBhMvApYKaV6a60bAbTWC5VS44EZQL/EDi0uTM5ncjYwO19em4shXlJKVRBpbu8h9Ztbk7OB+fmEEDGYuAfwRaDdDP1a603AWOD9hIwovkzOZ3I2MDufUkr1bim01guB8cDbwDkJG1V8mJwNzM8nhIhBrgIWQpwypdS/Abu01iuPe3wwMFFrPSExIzt1JmcD8/MJIWIzrgGM/iX7JHA7MDD68BHgA+AFrXVDosYWDybnMzkbmJ9PCCFE6jDxEPB7RGa0v15r3V9r3R+4IfrYtISOLD5MzmdyNjA4n1Kqt1LqBaXUVqVUbfTji+hjfRI9vlNhcjYwP58QIjYT9wBu01oPP9llqcLkfCZnA7PzKaU+ARYAb2mtq6OPnQHcB3xLa31jIsd3KkzOBubnE0LEZuIewL1KqV8opaybmCulTldK/ZLW2zilMpPzmZwNzM43RGv9YksDAaC1rtZav0jktmmpzORsYH4+IUQMJjaAPwD6A4uVUvVKqTpgEZFpNv4lkQOLE5PzmZwNzM5ncnNrcjYwP58QIgbjDgEDKKUuBM4GVmqtXW0eH5fqN24Hs/OZnA3Mzacid48oBG4DTicyf9xhoAx4UWtdl8DhnRKTs4H5+YQQsRnXACqlfgo8AnwBjAIe1Vp/EF22Tms9OpHjO1Um5zM5G6RFPiObWzA7G5ifTwjRkYmHgCcAl2utbweuByYqpR6NLlMJG1X8mJzP5GxgcL5oc/sBkdvbbVZK3dZm8W8SM6r4MDkbmJ9PCBGbibeCs7f8Bau13qOUuh6YrpQ6hxT/TzbK5HwmZwOz87U0ty6l1BAiuYZorf8XyZbsTM8nhIjBxD2A1UqpUS1F9D/c7wEDiNzsPNWZnM/kbGB2vnbNLZE9nN9RSv2O1G8iTM4G5ucTQsRgYgN4L1Dd9gGtdVBrfS9wXWKGFFcm5zM5G5idz+Tm1uRsYH4+IUQMxl0EIoToeUqps4Fg27nk2iy7Rmu9PAHDiguTs4H5+YQQsUkDKIQQQgiRZkw8BCyEEEIIIbogDaAQQgghRJqRBlAIIYQQIs1IAyiEEEIIkWb+PzJLdw/shozbAAAAAElFTkSuQmCC\n", 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