{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measuring GeoPopularity of US Governors using Social Media\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Research Questions\n",
"\n",
"1. How can cyber popularities of the incumbent governors be measured?\n",
"2. How can physical popularities of incumbent governors be measured?\n",
"3. How can the relationship between incumbent governors’ physical-world and cyber-world popularities be calculated and visualized?\n",
"4. To what extent US cities are interested in governors’ politics on the social media?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import folium\n",
"from IPython.display import HTML\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# read in election and twitter datasets in tabular format\n",
"df = pd.read_csv('../data/governors-challengers.csv')\n",
"ch = pd.read_table('../data/tw_ch.csv',usecols=['screen_name','followers_count'], encoding='utf-16')\n",
"gov = pd.read_table('../data/tw_gov.csv',usecols=['screen_name','followers'])\n",
"#rename column names for clarification and seamless merging\n",
"ch = ch.rename(columns={'screen_name':'twch','followers_count':'folch'}) \n",
"gov = gov.rename(columns={'screen_name':'twgov','followers':'folgov'})"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# map of Incumbent Governors Vote Shares (%)\n",
"mapname = 'gov_share'\n",
"state_geo = 'us_states.geojson'\n",
"states = folium.Map(location=[40, -99], zoom_start=4)\n",
"states.geo_json(geo_path=state_geo, data=df, data_out=mapname+'.json',\n",
" columns=['state', 'shareGov'],\n",
" threshold_scale=[45,50,55,60,65,70],\n",
" key_on='feature.properties.name',\n",
" fill_color='PuRd', fill_opacity=0.7, line_opacity=0.2,\n",
" legend_name='Incumbent Governor Vote Share (%)')\n",
"states.create_map(path=mapname+'.html')\n",
"HTML('')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" state | \n",
" party | \n",
" since | \n",
" twgov | \n",
" twch | \n",
" shareGov | \n",
" shareCh | \n",
" voterCnt | \n",
" population | \n",
" folgov | \n",
" folch | \n",
" twshare | \n",
" shareDiff | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Alabama | \n",
" R | \n",
" 2011 | \n",
" GovernorBentley | \n",
" Griffith2014 | \n",
" 63.600000 | \n",
" 36.40 | \n",
" 1174575 | \n",
" 4849377 | \n",
" 29422 | \n",
" 947 | \n",
" 96.881689 | \n",
" 33.281689 | \n",
"
\n",
" \n",
" 1 | \n",
" Alaska | \n",
" I | \n",
" 2014 | \n",
" AkGovBillWalker | \n",
" SeanParnellAK | \n",
" 50.899471 | \n",
" 46.40 | \n",
" 243597 | \n",
" 736732 | \n",
" 985 | \n",
" 6198 | \n",
" 13.712933 | \n",
" 37.186538 | \n",
"
\n",
" \n",
" 2 | \n",
" Arizona | \n",
" R | \n",
" 2015 | \n",
" dougducey | \n",
" FredDuVal | \n",
" 56.256572 | \n",
" 41.60 | \n",
" 1492915 | \n",
" 6731484 | \n",
" 9586 | \n",
" 6428 | \n",
" 59.860122 | \n",
" 3.603550 | \n",
"
\n",
" \n",
" 3 | \n",
" Arkansas | \n",
" R | \n",
" 2015 | \n",
" AsaHutchinson | \n",
" MikeRossUpdates | \n",
" 57.172343 | \n",
" 41.50 | \n",
" 844442 | \n",
" 2966369 | \n",
" 6761 | \n",
" 3513 | \n",
" 65.806891 | \n",
" 8.634549 | \n",
"
\n",
" \n",
" 4 | \n",
" California | \n",
" D | \n",
" 2011 | \n",
" JerryBrownGov | \n",
" neelkashkari | \n",
" 59.400000 | \n",
" 40.60 | \n",
" 6496307 | \n",
" 38802500 | \n",
" 1046725 | \n",
" 6253 | \n",
" 99.406160 | \n",
" 40.006160 | \n",
"
\n",
" \n",
" 5 | \n",
" Colorado | \n",
" D | \n",
" 2011 | \n",
" hickforco | \n",
" bobbeauprez | \n",
" 51.521511 | \n",
" 46.20 | \n",
" 1992332 | \n",
" 5355866 | \n",
" 41798 | \n",
" 3602 | \n",
" 92.066079 | \n",
" 40.544568 | \n",
"
\n",
" \n",
" 6 | \n",
" Connecticut | \n",
" D | \n",
" 2011 | \n",
" GovMalloyOffice | \n",
" TomFoleyCT | \n",
" 51.263903 | \n",
" 48.20 | \n",
" 1081315 | \n",
" 3596677 | \n",
" 45679 | \n",
" 3126 | \n",
" 93.594919 | \n",
" 42.331016 | \n",
"
\n",
" \n",
" 7 | \n",
" Florida | \n",
" R | \n",
" 2011 | \n",
" FLGovScott | \n",
" CharlieCrist | \n",
" 50.577125 | \n",
" 47.10 | \n",
" 5940898 | \n",
" 19893297 | \n",
" 53922 | \n",
" 24326 | \n",
" 68.911665 | \n",
" 18.334541 | \n",
"
\n",
" \n",
" 8 | \n",
" Georgia | \n",
" R | \n",
" 2011 | \n",
" GovernorDeal | \n",
" carter4governor | \n",
" 54.098361 | \n",
" 44.80 | \n",
" 2539788 | \n",
" 10097343 | \n",
" 20108 | \n",
" 8687 | \n",
" 69.831568 | \n",
" 15.733207 | \n",
"
\n",
" \n",
" 9 | \n",
" Hawaii | \n",
" D | \n",
" 2014 | \n",
" GovHawaii | \n",
" DukeAiona2014 | \n",
" 57.159353 | \n",
" 37.10 | \n",
" 366125 | \n",
" 1419561 | \n",
" 599 | \n",
" 4558 | \n",
" 11.615280 | \n",
" 45.544073 | \n",
"
\n",
" \n",
" 10 | \n",
" Idaho | \n",
" R | \n",
" 2007 | \n",
" ButchOtter | \n",
" AJYoureALiberal | \n",
" 58.089034 | \n",
" 38.60 | \n",
" 439609 | \n",
" 1634464 | \n",
" 10652 | \n",
" 100 | \n",
" 99.069940 | \n",
" 40.980907 | \n",
"
\n",
" \n",
" 11 | \n",
" Illinois | \n",
" R | \n",
" 2015 | \n",
" BruceRauner | \n",
" GovernorQuinn | \n",
" 52.533609 | \n",
" 45.90 | \n",
" 3508302 | \n",
" 12880580 | \n",
" 19654 | \n",
" 20236 | \n",
" 49.270494 | \n",
" 3.263115 | \n",
"
\n",
" \n",
" 12 | \n",
" Indiana | \n",
" R | \n",
" 2013 | \n",
" GovPenceIN | \n",
" GreggForGov | \n",
" 51.666667 | \n",
" 46.40 | \n",
" 2556910 | \n",
" 6596855 | \n",
" 56825 | \n",
" 3164 | \n",
" 94.725700 | \n",
" 43.059033 | \n",
"
\n",
" \n",
" 13 | \n",
" Iowa | \n",
" R | \n",
" 2011 | \n",
" TerryBranstad | \n",
" Senator_Hatch | \n",
" 61.307054 | \n",
" 37.30 | \n",
" 1125055 | \n",
" 3107126 | \n",
" 14696 | \n",
" 2419 | \n",
" 85.866199 | \n",
" 24.559145 | \n",
"
\n",
" \n",
" 14 | \n",
" Kansas | \n",
" R | \n",
" 2011 | \n",
" govsambrownback | \n",
" PaulDavisKS | \n",
" 52.029136 | \n",
" 46.10 | \n",
" 847988 | \n",
" 2904021 | \n",
" 11728 | \n",
" 5714 | \n",
" 67.239995 | \n",
" 15.210859 | \n",
"
\n",
" \n",
" 15 | \n",
" Kentucky | \n",
" D | \n",
" 2007 | \n",
" GovSteveBeshear | \n",
" williamsfarmer | \n",
" 61.208791 | \n",
" 35.30 | \n",
" 833139 | \n",
" 4413457 | \n",
" 20110 | \n",
" 522 | \n",
" 97.469950 | \n",
" 36.261158 | \n",
"
\n",
" \n",
" 16 | \n",
" Louisiana | \n",
" R | \n",
" 2008 | \n",
" BobbyJindal | \n",
" Hollis4Governor | \n",
" 78.632887 | \n",
" 17.88 | \n",
" 1023163 | \n",
" 4649676 | \n",
" 174123 | \n",
" 47 | \n",
" 99.973015 | \n",
" 21.340128 | \n",
"
\n",
" \n",
" 17 | \n",
" Maine | \n",
" R | \n",
" 2011 | \n",
" Governor_LePage | \n",
" Michaud2014 | \n",
" 52.677596 | \n",
" 43.30 | \n",
" 609963 | \n",
" 1330089 | \n",
" 4111 | \n",
" 2496 | \n",
" 62.221886 | \n",
" 9.544290 | \n",
"
\n",
" \n",
" 18 | \n",
" Maryland | \n",
" R | \n",
" 2015 | \n",
" ChangeMaryland | \n",
" BrownforMD | \n",
" 52.385787 | \n",
" 46.90 | \n",
" 1641419 | \n",
" 5976407 | \n",
" 5465 | \n",
" 3428 | \n",
" 61.452828 | \n",
" 9.067041 | \n",
"
\n",
" \n",
" 19 | \n",
" Massachusetts | \n",
" R | \n",
" 2015 | \n",
" MassGovernor | \n",
" marthacoakley | \n",
" 50.998948 | \n",
" 46.60 | \n",
" 2149380 | \n",
" 6745408 | \n",
" 117246 | \n",
" 27312 | \n",
" 81.106545 | \n",
" 30.107597 | \n",
"
\n",
" \n",
" 20 | \n",
" Michigan | \n",
" R | \n",
" 2011 | \n",
" onetoughnerd | \n",
" MarkSchauer | \n",
" 52.147239 | \n",
" 46.80 | \n",
" 3137941 | \n",
" 9909877 | \n",
" 42558 | \n",
" 5620 | \n",
" 88.334925 | \n",
" 36.187685 | \n",
"
\n",
" \n",
" 21 | \n",
" Mississippi | \n",
" R | \n",
" 2012 | \n",
" PhilBryantMS | \n",
" dupreeforgov | \n",
" 61.000000 | \n",
" 39.00 | \n",
" 893468 | \n",
" 2994079 | \n",
" 18261 | \n",
" 584 | \n",
" 96.901035 | \n",
" 35.901035 | \n",
"
\n",
" \n",
" 22 | \n",
" Missouri | \n",
" D | \n",
" 2009 | \n",
" GovJayNixon | \n",
" spenceformo | \n",
" 56.217883 | \n",
" 42.60 | \n",
" 2715818 | \n",
" 6063589 | \n",
" 22524 | \n",
" 2089 | \n",
" 91.512615 | \n",
" 35.294732 | \n",
"
\n",
" \n",
" 23 | \n",
" Montana | \n",
" D | \n",
" 2013 | \n",
" GovernorBullock | \n",
" RickHill2012 | \n",
" 50.882658 | \n",
" 47.30 | \n",
" 479264 | \n",
" 1023579 | \n",
" 5564 | \n",
" 375 | \n",
" 93.685806 | \n",
" 42.803147 | \n",
"
\n",
" \n",
" 24 | \n",
" Nebraska | \n",
" R | \n",
" 2015 | \n",
" GovRicketts | \n",
" Vote4Chuck | \n",
" 59.689119 | \n",
" 38.90 | \n",
" 524068 | \n",
" 1881503 | \n",
" 740 | \n",
" 2169 | \n",
" 25.438295 | \n",
" 34.250824 | \n",
"
\n",
" \n",
" 25 | \n",
" Nevada | \n",
" R | \n",
" 2011 | \n",
" GovSandoval | \n",
" Goodman4Nevada | \n",
" 74.708995 | \n",
" 23.90 | \n",
" 547582 | \n",
" 2839099 | \n",
" 11356 | \n",
" 58 | \n",
" 99.491852 | \n",
" 24.782857 | \n",
"
\n",
" \n",
" 26 | \n",
" New Hampshire | \n",
" D | \n",
" 2013 | \n",
" GovernorHassan | \n",
" Walt4NH | \n",
" 52.600000 | \n",
" 47.40 | \n",
" 485534 | \n",
" 1326813 | \n",
" 8379 | \n",
" 641 | \n",
" 92.893570 | \n",
" 40.293570 | \n",
"
\n",
" \n",
" 27 | \n",
" New Jersey | \n",
" R | \n",
" 2010 | \n",
" GovChristie | \n",
" SenatorBuono | \n",
" 61.319797 | \n",
" 38.10 | \n",
" 2073642 | \n",
" 8938175 | \n",
" 505401 | \n",
" 3598 | \n",
" 99.293122 | \n",
" 37.973325 | \n",
"
\n",
" \n",
" 28 | \n",
" New Mexico | \n",
" R | \n",
" 2011 | \n",
" Gov_Martinez | \n",
" GaryKingforGov | \n",
" 57.300000 | \n",
" 42.70 | \n",
" 503096 | \n",
" 2085572 | \n",
" 13874 | \n",
" 1877 | \n",
" 88.083296 | \n",
" 30.783296 | \n",
"
\n",
" \n",
" 29 | \n",
" New York | \n",
" D | \n",
" 2011 | \n",
" NYGovCuomo | \n",
" RobAstorino | \n",
" 57.082452 | \n",
" 40.60 | \n",
" 1829387 | \n",
" 19746227 | \n",
" 145605 | \n",
" 11491 | \n",
" 92.685364 | \n",
" 35.602912 | \n",
"
\n",
" \n",
" 30 | \n",
" North Carolina | \n",
" R | \n",
" 2013 | \n",
" PatMcCroryNC | \n",
" WalterDalton | \n",
" 55.873340 | \n",
" 43.20 | \n",
" 4474892 | \n",
" 9943964 | \n",
" 27965 | \n",
" 1667 | \n",
" 94.374325 | \n",
" 38.500985 | \n",
"
\n",
" \n",
" 31 | \n",
" North Dakota | \n",
" R | \n",
" 2010 | \n",
" NDGovDalrymple | \n",
" TaylorforND | \n",
" 64.820513 | \n",
" 34.30 | \n",
" 316336 | \n",
" 739482 | \n",
" 332 | \n",
" 594 | \n",
" 35.853132 | \n",
" 28.967381 | \n",
"
\n",
" \n",
" 32 | \n",
" Ohio | \n",
" R | \n",
" 2011 | \n",
" JohnKasich | \n",
" FitzGeraldForOH | \n",
" 65.977249 | \n",
" 32.90 | \n",
" 3011052 | \n",
" 11594163 | \n",
" 67029 | \n",
" 5905 | \n",
" 91.903639 | \n",
" 25.926390 | \n",
"
\n",
" \n",
" 33 | \n",
" Oklahoma | \n",
" R | \n",
" 2011 | \n",
" GovMaryFallin | \n",
" JoeD4OK | \n",
" 57.644628 | \n",
" 41.00 | \n",
" 823267 | \n",
" 3878051 | \n",
" 20880 | \n",
" 6721 | \n",
" 75.649433 | \n",
" 18.004805 | \n",
"
\n",
" \n",
" 34 | \n",
" Oregon | \n",
" D | \n",
" 2015 | \n",
" GovKitz | \n",
" DRichardsonOR | \n",
" 52.698413 | \n",
" 44.70 | \n",
" 1342101 | \n",
" 3970239 | \n",
" 20809 | \n",
" 1446 | \n",
" 93.502584 | \n",
" 40.804171 | \n",
"
\n",
" \n",
" 35 | \n",
" Pennsylvania | \n",
" D | \n",
" 2015 | \n",
" WolfForPA | \n",
" CorbettforGov | \n",
" 54.900000 | \n",
" 45.10 | \n",
" 3459375 | \n",
" 12787209 | \n",
" 10187 | \n",
" 7131 | \n",
" 58.823190 | \n",
" 3.923190 | \n",
"
\n",
" \n",
" 36 | \n",
" Rhode Island | \n",
" D | \n",
" 2015 | \n",
" GinaRaimondo | \n",
" MayorFung | \n",
" 52.918288 | \n",
" 36.30 | \n",
" 322324 | \n",
" 1055173 | \n",
" 11006 | \n",
" 4354 | \n",
" 71.653646 | \n",
" 18.735358 | \n",
"
\n",
" \n",
" 37 | \n",
" South Carolina | \n",
" R | \n",
" 2011 | \n",
" nikkihaley | \n",
" vincentsheheen | \n",
" 57.494867 | \n",
" 41.40 | \n",
" 1231757 | \n",
" 4832482 | \n",
" 98004 | \n",
" 4078 | \n",
" 96.005172 | \n",
" 38.510306 | \n",
"
\n",
" \n",
" 38 | \n",
" South Dakota | \n",
" R | \n",
" 2011 | \n",
" SDGovDaugaard | \n",
" SusanForSD | \n",
" 73.514077 | \n",
" 25.40 | \n",
" 277248 | \n",
" 853175 | \n",
" 7142 | \n",
" 981 | \n",
" 87.923181 | \n",
" 14.409104 | \n",
"
\n",
" \n",
" 39 | \n",
" Texas | \n",
" R | \n",
" 2015 | \n",
" GregAbbott_TX | \n",
" WendyDavisTexas | \n",
" 60.386965 | \n",
" 38.90 | \n",
" 4707388 | \n",
" 26956958 | \n",
" 58374 | \n",
" 171906 | \n",
" 25.349140 | \n",
" 35.037825 | \n",
"
\n",
" \n",
" 40 | \n",
" Utah | \n",
" R | \n",
" 2009 | \n",
" GovHerbert | \n",
" PeterSCooke | \n",
" 71.175858 | \n",
" 27.70 | \n",
" 913696 | \n",
" 2942902 | \n",
" 13827 | \n",
" 630 | \n",
" 95.642249 | \n",
" 24.466391 | \n",
"
\n",
" \n",
" 41 | \n",
" Vermont | \n",
" D | \n",
" 2011 | \n",
" GovPeterShumlin | \n",
" MilneForVT | \n",
" 50.599782 | \n",
" 45.30 | \n",
" 193603 | \n",
" 626562 | \n",
" 13126 | \n",
" 299 | \n",
" 97.772812 | \n",
" 47.173030 | \n",
"
\n",
" \n",
" 42 | \n",
" Virginia | \n",
" D | \n",
" 2014 | \n",
" GovernorVA | \n",
" KenCuccinelli | \n",
" 51.336898 | \n",
" 45.50 | \n",
" 2222840 | \n",
" 8326289 | \n",
" 22611 | \n",
" 18351 | \n",
" 55.199941 | \n",
" 3.863043 | \n",
"
\n",
" \n",
" 43 | \n",
" Washington | \n",
" D | \n",
" 2013 | \n",
" GovInslee | \n",
" robmckenna | \n",
" 51.200000 | \n",
" 48.80 | \n",
" 2851938 | \n",
" 7061530 | \n",
" 15530 | \n",
" 5917 | \n",
" 72.411060 | \n",
" 21.211060 | \n",
"
\n",
" \n",
" 44 | \n",
" West Virginia | \n",
" D | \n",
" 2010 | \n",
" GovTomblin | \n",
" MaloneyforWV | \n",
" 52.494802 | \n",
" 45.70 | \n",
" 656034 | \n",
" 1850326 | \n",
" 6038 | \n",
" 1006 | \n",
" 85.718342 | \n",
" 33.223539 | \n",
"
\n",
" \n",
" 45 | \n",
" Wisconsin | \n",
" R | \n",
" 2011 | \n",
" GovWalker | \n",
" Burke4WI | \n",
" 52.881699 | \n",
" 46.60 | \n",
" 2408096 | \n",
" 5757564 | \n",
" 100413 | \n",
" 11232 | \n",
" 89.939541 | \n",
" 37.057842 | \n",
"
\n",
" \n",
" 46 | \n",
" Wyoming | \n",
" R | \n",
" 2011 | \n",
" GovMattMead | \n",
" gosar4gov | \n",
" 68.380744 | \n",
" 28.90 | \n",
" 156914 | \n",
" 584153 | \n",
" 1341 | \n",
" 367 | \n",
" 78.512881 | \n",
" 10.132137 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" state party since twgov twch shareGov \\\n",
"0 Alabama R 2011 GovernorBentley Griffith2014 63.600000 \n",
"1 Alaska I 2014 AkGovBillWalker SeanParnellAK 50.899471 \n",
"2 Arizona R 2015 dougducey FredDuVal 56.256572 \n",
"3 Arkansas R 2015 AsaHutchinson MikeRossUpdates 57.172343 \n",
"4 California D 2011 JerryBrownGov neelkashkari 59.400000 \n",
"5 Colorado D 2011 hickforco bobbeauprez 51.521511 \n",
"6 Connecticut D 2011 GovMalloyOffice TomFoleyCT 51.263903 \n",
"7 Florida R 2011 FLGovScott CharlieCrist 50.577125 \n",
"8 Georgia R 2011 GovernorDeal carter4governor 54.098361 \n",
"9 Hawaii D 2014 GovHawaii DukeAiona2014 57.159353 \n",
"10 Idaho R 2007 ButchOtter AJYoureALiberal 58.089034 \n",
"11 Illinois R 2015 BruceRauner GovernorQuinn 52.533609 \n",
"12 Indiana R 2013 GovPenceIN GreggForGov 51.666667 \n",
"13 Iowa R 2011 TerryBranstad Senator_Hatch 61.307054 \n",
"14 Kansas R 2011 govsambrownback PaulDavisKS 52.029136 \n",
"15 Kentucky D 2007 GovSteveBeshear williamsfarmer 61.208791 \n",
"16 Louisiana R 2008 BobbyJindal Hollis4Governor 78.632887 \n",
"17 Maine R 2011 Governor_LePage Michaud2014 52.677596 \n",
"18 Maryland R 2015 ChangeMaryland BrownforMD 52.385787 \n",
"19 Massachusetts R 2015 MassGovernor marthacoakley 50.998948 \n",
"20 Michigan R 2011 onetoughnerd MarkSchauer 52.147239 \n",
"21 Mississippi R 2012 PhilBryantMS dupreeforgov 61.000000 \n",
"22 Missouri D 2009 GovJayNixon spenceformo 56.217883 \n",
"23 Montana D 2013 GovernorBullock RickHill2012 50.882658 \n",
"24 Nebraska R 2015 GovRicketts Vote4Chuck 59.689119 \n",
"25 Nevada R 2011 GovSandoval Goodman4Nevada 74.708995 \n",
"26 New Hampshire D 2013 GovernorHassan Walt4NH 52.600000 \n",
"27 New Jersey R 2010 GovChristie SenatorBuono 61.319797 \n",
"28 New Mexico R 2011 Gov_Martinez GaryKingforGov 57.300000 \n",
"29 New York D 2011 NYGovCuomo RobAstorino 57.082452 \n",
"30 North Carolina R 2013 PatMcCroryNC WalterDalton 55.873340 \n",
"31 North Dakota R 2010 NDGovDalrymple TaylorforND 64.820513 \n",
"32 Ohio R 2011 JohnKasich FitzGeraldForOH 65.977249 \n",
"33 Oklahoma R 2011 GovMaryFallin JoeD4OK 57.644628 \n",
"34 Oregon D 2015 GovKitz DRichardsonOR 52.698413 \n",
"35 Pennsylvania D 2015 WolfForPA CorbettforGov 54.900000 \n",
"36 Rhode Island D 2015 GinaRaimondo MayorFung 52.918288 \n",
"37 South Carolina R 2011 nikkihaley vincentsheheen 57.494867 \n",
"38 South Dakota R 2011 SDGovDaugaard SusanForSD 73.514077 \n",
"39 Texas R 2015 GregAbbott_TX WendyDavisTexas 60.386965 \n",
"40 Utah R 2009 GovHerbert PeterSCooke 71.175858 \n",
"41 Vermont D 2011 GovPeterShumlin MilneForVT 50.599782 \n",
"42 Virginia D 2014 GovernorVA KenCuccinelli 51.336898 \n",
"43 Washington D 2013 GovInslee robmckenna 51.200000 \n",
"44 West Virginia D 2010 GovTomblin MaloneyforWV 52.494802 \n",
"45 Wisconsin R 2011 GovWalker Burke4WI 52.881699 \n",
"46 Wyoming R 2011 GovMattMead gosar4gov 68.380744 \n",
"\n",
" shareCh voterCnt population folgov folch twshare shareDiff \n",
"0 36.40 1174575 4849377 29422 947 96.881689 33.281689 \n",
"1 46.40 243597 736732 985 6198 13.712933 37.186538 \n",
"2 41.60 1492915 6731484 9586 6428 59.860122 3.603550 \n",
"3 41.50 844442 2966369 6761 3513 65.806891 8.634549 \n",
"4 40.60 6496307 38802500 1046725 6253 99.406160 40.006160 \n",
"5 46.20 1992332 5355866 41798 3602 92.066079 40.544568 \n",
"6 48.20 1081315 3596677 45679 3126 93.594919 42.331016 \n",
"7 47.10 5940898 19893297 53922 24326 68.911665 18.334541 \n",
"8 44.80 2539788 10097343 20108 8687 69.831568 15.733207 \n",
"9 37.10 366125 1419561 599 4558 11.615280 45.544073 \n",
"10 38.60 439609 1634464 10652 100 99.069940 40.980907 \n",
"11 45.90 3508302 12880580 19654 20236 49.270494 3.263115 \n",
"12 46.40 2556910 6596855 56825 3164 94.725700 43.059033 \n",
"13 37.30 1125055 3107126 14696 2419 85.866199 24.559145 \n",
"14 46.10 847988 2904021 11728 5714 67.239995 15.210859 \n",
"15 35.30 833139 4413457 20110 522 97.469950 36.261158 \n",
"16 17.88 1023163 4649676 174123 47 99.973015 21.340128 \n",
"17 43.30 609963 1330089 4111 2496 62.221886 9.544290 \n",
"18 46.90 1641419 5976407 5465 3428 61.452828 9.067041 \n",
"19 46.60 2149380 6745408 117246 27312 81.106545 30.107597 \n",
"20 46.80 3137941 9909877 42558 5620 88.334925 36.187685 \n",
"21 39.00 893468 2994079 18261 584 96.901035 35.901035 \n",
"22 42.60 2715818 6063589 22524 2089 91.512615 35.294732 \n",
"23 47.30 479264 1023579 5564 375 93.685806 42.803147 \n",
"24 38.90 524068 1881503 740 2169 25.438295 34.250824 \n",
"25 23.90 547582 2839099 11356 58 99.491852 24.782857 \n",
"26 47.40 485534 1326813 8379 641 92.893570 40.293570 \n",
"27 38.10 2073642 8938175 505401 3598 99.293122 37.973325 \n",
"28 42.70 503096 2085572 13874 1877 88.083296 30.783296 \n",
"29 40.60 1829387 19746227 145605 11491 92.685364 35.602912 \n",
"30 43.20 4474892 9943964 27965 1667 94.374325 38.500985 \n",
"31 34.30 316336 739482 332 594 35.853132 28.967381 \n",
"32 32.90 3011052 11594163 67029 5905 91.903639 25.926390 \n",
"33 41.00 823267 3878051 20880 6721 75.649433 18.004805 \n",
"34 44.70 1342101 3970239 20809 1446 93.502584 40.804171 \n",
"35 45.10 3459375 12787209 10187 7131 58.823190 3.923190 \n",
"36 36.30 322324 1055173 11006 4354 71.653646 18.735358 \n",
"37 41.40 1231757 4832482 98004 4078 96.005172 38.510306 \n",
"38 25.40 277248 853175 7142 981 87.923181 14.409104 \n",
"39 38.90 4707388 26956958 58374 171906 25.349140 35.037825 \n",
"40 27.70 913696 2942902 13827 630 95.642249 24.466391 \n",
"41 45.30 193603 626562 13126 299 97.772812 47.173030 \n",
"42 45.50 2222840 8326289 22611 18351 55.199941 3.863043 \n",
"43 48.80 2851938 7061530 15530 5917 72.411060 21.211060 \n",
"44 45.70 656034 1850326 6038 1006 85.718342 33.223539 \n",
"45 46.60 2408096 5757564 100413 11232 89.939541 37.057842 \n",
"46 28.90 156914 584153 1341 367 78.512881 10.132137 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#let's merge on screen names\n",
"df = df.merge(gov)\n",
"df = df.merge(ch)\n",
"\n",
"# governors' twitter followers share (only considering the primary challenger)\n",
"df['twshare'] = 100 * df.folgov / (df.folgov + df.folch)\n",
"# similarly, update shareGov field\n",
"df['shareGov'] = 100 * df.shareGov / (df.shareGov + df.shareCh)\n",
"# get the vote share - twitter share diff\n",
"df['shareDiff'] = abs(df['twshare'] - df['shareGov'])\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"states = folium.Map(location=[40, -99], zoom_start=4)\n",
"states.geo_json(geo_path=state_geo, data=df, data_out='govtw_share.json',\n",
" columns=['state', 'twshare'],\n",
" threshold_scale=[50,60,70,80,90,99],\n",
" key_on='feature.properties.name',\n",
" fill_color='PuRd', fill_opacity=0.7, line_opacity=0.2,\n",
" legend_name='Incumbent Governors Twitter Follower Share (%)')\n",
"states.create_map(path='govtw_share.html')\n",
"HTML('')"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mapname = 'share_diff'\n",
"states = folium.Map(location=[40, -99], zoom_start=4)\n",
"states.geo_json(geo_path=state_geo, data=df, data_out=mapname+'.json',\n",
" threshold_scale=[5, 10, 15, 20, 30, 40],\n",
" columns=['state', 'shareDiff'],\n",
" key_on='feature.properties.name',\n",
" fill_color='YlGnBu', fill_opacity=0.7, line_opacity=0.2,\n",
" legend_name='The Difference Between Governors Vote Share & Twitter Follower Share (%)')\n",
"states.create_map(path=mapname+'.html')\n",
"HTML('')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA3cAAAEjCAYAAACRs/jeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8VvX1x9/fm71DQkIWYSSMEPYUB+C2ihq1Yh3Vqm3R\n",
"VqtUf3VUWgfuOnDVVe2wVdEq1onKUBRQlhD2XiF7DzLv+f1xAQmE5Bn3PvdJct+vly9M8tzzPc+6\n",
"957vOedzlIgIDg4ODg4ODg4ODg4ODp0azW4HHBwcHBwcHBwcHBwcHLzHCe4cHBwcHBwcHBwcHBy6\n",
"AE5w5+Dg4ODg4ODg4ODg0AVwgjsHBwcHBwcHBwcHB4cugBPcOTg4ODg4ODg4ODg4dAGc4M7BwcHB\n",
"wcHBwcHBwaELENjeH1944QVWr15NdHQ0TzzxBAA1NTU89dRTlJSUkJCQwIwZM4iIiADg/fffZ+HC\n",
"hWiaxrXXXsuIESOsfwYODg4ODg4ODg4ODg4O7WfuTj31VO6+++5Wv5s7dy7Dhw9n9uzZDB06lLlz\n",
"5wKwb98+lixZwpNPPsndd9/Nq6++iq7rHTqwfv16L9y3xpZjx3e2HDu+s+XY8Z0tx47vbDl2fGfL\n",
"seM7W44d39gx05Zjx3e2HDvt025wl5WVdTgrd4gVK1YwefJkAKZMmcLy5csBWL58OSeddBKBgYEk\n",
"JiaSlJTEtm3bOnTA+dB0Pjtm2nLs+M6WY8d3thw7vrPl2PGdLceO72w5dnxjx0xbjh3f2XLstI/b\n",
"PXeVlZXExsYCEBMTQ2VlJQDl5eXEx8cfflx8fDxlZWWmOOng4ODg4ODg4ODg4ODQPl4JqiilvPq7\n",
"g4ODg4ODg4ODg4ODgzkoEZH2HlBUVMSjjz56WFDl1ltv5d577yU2Npby8nLuu+8+nn766cO9dzk5\n",
"OQA8+OCDTJs2jQEDBrSyt379+lZpx2nTppn6hBwcHBwcHBwcHBwcHDobc+bMOfz/2dnZZGdnu22j\n",
"XbXMthg7diyLFi0iJyeHr776inHjxh3+/ezZs5k6dSplZWUUFBSQmZl5zPFtObp//363HW+LqKgo\n",
"qquru5Qdfdki5B/PoqZdh5pyrlfZULOel5m2uqIdaW4ieMl8miad47U/ZvnU3e1IUyPs2IxsykU2\n",
"rYW9O6B3f9TgYajBw6H/IOTNlwntP5DGk8/yiU/d2Y6ZtrqiHdm+Cf2RP8CQUWjX3ISKS7DVJ1n5\n",
"LfqbrxB20VU0nnSGV76Y4Y+/2jHTlmPHN3bMtOXY8Z2trmonJSXFlKRXu8Hd008/zcaNG6mqquLG\n",
"G29k2rRp5OTk8NRTT7Fw4cLDoxAA0tLSmDhxIjNmzCAgIIDrr7/eKcs0g7XLCTnvUhq++QLZnIt2\n",
"9c2o8IiOj3Owj8J86t/4K9r4SajQcLu96ZZIczPs2opsPhjM7dwKKb1Rg4ahTb0MMrNQIaGtjxk8\n",
"nKbVS8GE4M7BwRukpJCg8afQnJyO/sAM1E+vRZ14ms+vqVJZjv6fl2D/btRlv6T+nb+hIiJRI0/w\n",
"qR8ODg4ODq7TbnB36623tvn7mTNntvn7iy++mIsvvth7rxwAkJYWZMMPhFx7M01nX4zMeQ191gy0\n",
"6Xeg+mTY7Z7D8SgvBhHYuwsGDLHbm26B6C2wdyeyaS2yKRe2b4SevVCDhqOdcSEMGNLhpogaPIyW\n",
"/7yIamlBBQT4yHMHhzYoLkBL7o029TJkxHj0155GVi1B+/lvUbFxli8vIsjShci7r6NOPhP1y9+j\n",
"goIJ69OPmofvQIuJQ/UbaLkfDg4O9iJNjbQUFUCYk1ToTLhdlungQ3ZshrieaHEJqOpq1JU3oC//\n",
"Bn32vajzL0dN+YmTHfVDpLzU+HfPdpQT3FmK1B+g9m9PoK9dATFxqMHD0U45E66fgYqMdsuWiu4B\n",
"cQmwZwf0G9DxAQ4OVlFSgDZkJACqdz+0P/4F+XgO+v23oC77JWr8JMvO/VJWjP6vF6CiFO2We1tt\n",
"JAZmDEa75mb05x9Cu+MRVEKSJT44ODj4HhGB4gJk5xajjWHHZti/h2rR0Z78l1OJ1Ilwgjs/RnKX\n",
"o4aNbfU7bdzJSJ/+6C89hmxe65Rp+iNlJagePWH3drs96fLImu+Rqkq0+19AxfTw2l5g9iiaNq1F\n",
"OcGdZUhDA7LoY1pOPBWivH/PuiJSXIiWmHz4ZxUYhLrwyh+zeCu/RbvqN6joWPPW1HVk8efI3DdQ\n",
"p09FnXMJKjDomMepkRNQ5SXoz9yHdudjqIgo03xwcHDwHVJXa7Qv7NxiBHI7NkNgEPQfhOo/CG3s\n",
"yZCegXrmXmTnVsgaYbfLDi7iF8GdNDWhgo69iHR3JHcl2pU3HvN7lZiCdudjTpmmv1JeTNCYE2nc\n",
"uMZuT7o8smoJQZPOotGEwA4gaOhoGj95F35yiSn2HFojVRXoz82C0DBq5r0PY05Enf8zI2vq8CMl\n",
"BWi9Uo75teo7AG3mU8j/3kS/73dol/8aNfZkr5eTonz0fz4HjQ1otz+ESk1v9/HaqeehlxShP/cg\n",
"2u/vRwUFe+2Dg4ODdYjeAvv3GkHcoWCutAjS+6P6DUI78XS48kZUXM9jjg0cNJTGbRtRTnDXafCL\n",
"4I6KUnDKO1ohZcXG69K/7b4GFRTslGn6KVJeStDEU2n8+jOkoQEVEmK3S10SaaiHjWsIuvEOGk2y\n",
"GZA1Ap590NlwsgAp2If+zP2oCVNQF1xOpBKq334N/c83oU6/AHVmjvNdwVDbpaoCLT4R6uqO+bsK\n",
"CkZdcg0ycgL667NRq5airpjudhkyGDd8Mv8j5JM5qJ/8FHXGBSjNtX5Tdck18PLjyOuz4Ze3oTSv\n",
"xuY6OPgcEUF/bhYNEybB+Ml2u2MqIkLTqqXouauMQG73NqN1of9A6DcIbcq5kNoHFdhxGBA4aCgN\n",
"n7xnvdMOpuEfZ+OyYrs98Dtk3UrUkNEdXmi1cSej3fkosnge8tJjRprdwV7KSoxd96Q0yNtltzdd\n",
"l3WroO8AtKgY00xqEZGQnAY7N5tm0wFk2wb0x+9GnXsp2oVXoJRCi4pBu+yXaHf9BfJ2o99zA/o3\n",
"Xxg7zN2Z0mKIje9Q1EdlDEb709MQE4d+7++QH5a5tYzk70V/9E7kh2Vodz6OdtZFLgd2AErTUNfP\n",
"QMpLkPf/5dbaDg5+wY7NkLebho/fQX/zZaSlC517tqyj7pUnITAQ7eyL0R5+hYBZf0W7bgbaqeei\n",
"+mS4FNgBBAzIhp2bnXNzJ8IvgjspdYK7o5G1K2D42I4fyMEyzbseh6ho9FkzEKfXyzZEBMpL0OIT\n",
"UOkZfvNeyLqVtOzfa7cbpiKrlqJGTzTdrsoajmxca7rd7oqs/Bb9hYfRrr0V7eQzj/m7SkxGm/4H\n",
"tBvvRL6dj37/rci6lcZ3qTtSXOByJYsKDkG77Hq0X/8f+pzX0P/2FFJb0+4x0tyM/vEc9MfuRE08\n",
"Fe22B1FtlIC6tH5QMNpv/4isWoq+6FOPbDg42IV8PQ916rlEPvA8UrQfffa9HX5/OgtSkEfQqAlo\n",
"F1yBGjbGo8z+IbSYHhAVC3l7TPTQwUr8IrhzMnetkaYm2LIOlT3K5WNUUDDalTeiLvo5+tN/Rl/4\n",
"Sfe9ObKTA7WgFCo8EvpkwB7/CO70Oa9R8+ebjfKMLoA0NSHrVqBGWRDcDR5uzMZz8AoRQf98Lvpb\n",
"r6Ldeh9q6Oh2H6/6D0L7w8NoF16J/tar6E/9Cdmzw0fe+g9SUoDq2cutY9TAbLQ/PwNhYej33ozk\n",
"rmzb9p4d6A/dhmxdj3bPU2hTzvW6nFJFRqPd8mfko7eQNcu9suULpK4G2boBfdGn6P95kZbH76b2\n",
"6fvsdsvBx0hdDfLDMtSJp6NFRKLdPBOV1hf9oduRgn12u+c9Rflt9u16isrMQrZvNM2eg7X4R8+d\n",
"E9y1Zss6SEn3aKdFG3cKkp6B/tKjsDkXrr7JFDXNQxkpCvYhZSXImRd4bbNLUlYCPYyGZJWegb74\n",
"c5sdAjlQB2XFhN/8R2qfm4V27a2oYWPsdss7Nv4AKX1MUcg8howhxsy8+gOo0DDz7XcDRG9B3v4b\n",
"smmtoagYn+DScUopGHUC2rCxyOLPjX7i7FGonKtQca7ZcMvP6ipD8nvnZppPPA0SzbsZ8pjiQo96\n",
"0FVIKOqKG5BRE9H/8SwqawRq2vWosHCkqRH9/TeQxfNQl/zC9IHoKjEZ7ca70J+bhXbrvag+mabZ\n",
"9hRpbID8fUjeLsjbg+zfbWQe6mohpTcqtQ+kpqMNHUPTy4+j6S1ulaV2J6SpEb26En/JB5iBLF2E\n",
"yh6NOljWr7QA1LTr0VPS0R+7C+26GR1uSPkzUpSPNsREAZTMLOOecsq55tl0sAy/CO7ECe5aIbkr\n",
"jhmB4A6ql1GmKXP+5raapjQ1QlG+EcTl74X8PGMXqzAPQsOMPrLSIpp6xEF2Jw8QrKC89HBwR1pf\n",
"43W0W5xj11bo3Y+gsSejBYagv/AQ6qfXok081T6fvERWLUGNMT9rBxiiHn0yYNsGGOp8xt1FGhrQ\n",
"X30C6uuMWWjhkW7bUIGBqFPPRU6Ygnz2Hvr9t6ImnYU656ceb1ZJSwvk7T4o+b0J2b4Zqiug7wBo\n",
"aaZJKbjwSo9sm4mUFKL6ej6KQ2WNQPvzM8g7r6HfezPq3EupXvQx0jMZ7U+zLRuCrjIGo/38t0aA\n",
"d8ejbmcfPUWam6E4H9m3G/bvRvIOBnHlJdArBZVyMIibci6kpEN84jHZShUVAyWF/hHc+yHy7xep\n",
"q6+DG+602xVTEBHk68/QLv/1MX/TTj4T6ZWK/tJjqHMuMsSeOqNQXXE+WlKqaeZUZhb6x3NMs+dg\n",
"LX4R3FFWYrcHfoXkrkCbfodXNgw1zRvRly9Gf/rPqAuuQM6f9uMa1VVG4FGw72AgZ/xLeSn07AVJ\n",
"aajkVMgeiXb6VEhKPXyTpn/3FY3zP3KCuzaQ8uLDUsIqOAQSkmH/brBxJ1t2bEb1H2T4lDEY7fYH\n",
"0Z++F72qAu3si2zzy1OkuRlZ8z3a+VdYtsah0kzlBHducWjUgeqVipr+f23OSXMHFRaOuugqZPI5\n",
"yP/+jX7PDajzLkNNPrtD24ezcjs2Ids3GWpxsXGo/oMhMwvtrIuMDI4WYPQFrvzWK19No6QAleBd\n",
"YKTCwlFX34SsW4X+6TuEXXIN9dljLL9JVaMnosqK0Z+53wjwItwP7F1BqquQBR9RtfZ79Px9xoZa\n",
"ajoqtQ9q3CRUTjokprguGNG7L/r+PU5w1waybxey5nuaW1rQ7N6oNIvtm6ClBQYNa/PPasAQtLse\n",
"Q3/uQdi32xgR0Ime96Fh5AG9UqDZJBGUXqlQfwCpKEXFxptj08EyPA7uPvnkE+bPnw/A6aefzrnn\n",
"nktNTQ1PPfUUJSUlJCQkMGPGDCIiXNhlLS1CRDrn7ojJSOF+aGyA3v1MsXdkmWbN6qW0NDUaQZyu\n",
"GwFcUhokpaFNGmJk5XomdXhBVKMn0vL2q6jiApQzwqI1ZSXQ48cT3yFRFTvLlGTnFrQTpvzoU3Jv\n",
"tDseNXozq8qNMq3OJGO+ZZ3xOXWx1M8T1ODh6G+9Ypn9rogU5KE/cx9qwmTUBVeYW/YX1xP1i1uQ\n",
"fTvR3/07suBDtIuvhtEnGmsfzsptMgK6I7JyKmMw2tkXQ/+Bxx+4nZBMS/4+7L4CHbopw6Sslxo6\n",
"moChowmOiqKhutoUmx2hnXEBekkh+l8fRrvlXlNviqW0GPliLrJ0IWrMiYT/6jbqeiR6PUIjIK0v\n",
"LXl7UCNPMMlT75DSYiQ83G43AND/+w/U1MvQVnyDbNvQJQZZy9efGZUA7ZyjVHwi2h2PoL/2FPLk\n",
"TLQb70RFx/rQSy+oLIOQUFRYOJj0vVeaBv0HwbaNYMJsTQdr8Si427NnD/Pnz+fhhx8mMDCQBx98\n",
"kNGjR/Pll18yfPhwLrzwQubOncvcuXO58koXylwCA6G2GrxQ8+kqSO5y1LCx5t4YHSzTDNn4A/Uh\n",
"4ZCcClGxHq+hgoIJOvlMGhd/jrr4atP87BKUlxq16YewWVRFRAy558unt/q9iutpXLiemwWvPw3X\n",
"/M7lXW67kdXWqGS2ot8AKNqP1FYfPyBwOIxs24j+14dROVehnXKWZeuotH4E3Hofsn41+ruvw7z3\n",
"qQmPQN++yRgfkDEIMoe0ysq5RGIyeuF+NF23d6Oj7qBSXyf/zKlp1yEvPor84xm4/vdeX88kfy/y\n",
"6X+RNd+jTj4T7b5nUbHxBEZFoUy4edVS+8Jq90ZJWIn+9J9oOPVcOO18W/2QjWugMA/127sJbGqk\n",
"cf2qTj/IWmprjMqPS6/v8LEqNAzthjuRD99Ef+h2tN/+EWXSxrulFBVAYrLpZlVmFrJtI8oJ7vwe\n",
"j65i+/fvZ8CAAQQHB6NpGkOGDOG7775jxYoVTJ5sDIKcMmUKy5e7qJwVl+CIqhxE1q6wpBRMBQUT\n",
"fNLpqEFDUdE9vL7YBp9+HrJkvtHv4HAYKS9pJfxg+ziE0iLQNDhYKnokKiIK7db7kQN16M89gNQf\n",
"sMFB9xBdR1YvQx3M2FiFCgw62EC+ztJ1ugKycgn6Cw+hXXuLpYHdkajsUWgzn0I752JCpl6G9sir\n",
"BDzwAtovbkGbdDYqra97M9tCw1CRUVBRaqHXLnAwa9fZq1iUFoB2/W1IUT4y998e25GdW2h5/iH0\n",
"x++GxGS0h15Gu/Ra08vCAnr3Rfb7h8y7NDZASRENH75t65go0XX0d/+OuuhqVGAQQSPHI+tW2eaP\n",
"WcjSBaihY1FRriUTlKahXXgl6pJr0J+ciaxaarGH3iPF+agEi4K77ZtMt+tgPh4Fd71792bjxo3U\n",
"1NTQ0NDA6tWrKS0tpbKykthYI20dExNDZWWlawad4A7AuLnesQXMVDiyiIC0voai21r/l772KUeV\n",
"ZdK7n9Hkb1MQLDu3QL+Bx71ZVCEhaDfehYqNNy5c1VU+9tBNtm+CyGiP53K5g9F3t8bydToz+hcf\n",
"oL/1iqGQ6OP+RKUFoEafSNCoCaZkV7WkVCjcb4JnXlDimVKmP6JCQtBunoks/xr963kuHyciyIbV\n",
"tPzlj+gvPorKGo728KtoUy+zrIcvILUPFOb5x5Dm/L2QlErw2Rehz/mbbW7I919DQABq7EkABGQM\n",
"gsoypBNrJBhCKvNQk892+1ht3Clot96L/vYr6B+97d+jpizK3NF3AOzfgzQ0mG/bwVQ8Cu5SU1O5\n",
"8MILmTVrFg899BB9+/ZFO1p9yo2dRxWfgJR23hOGaWxcY/SFhPpHrX1HqFPO9gupf3/h8LiII7Jk\n",
"KjQM4hKhwKYB4ju2oPoNbPchKiAAdc3NqKwR6I/egZQU+sg595FVSyzP2h1CDR6BbMr1yVqdDdFb\n",
"0N96BfnmC2PUQbprarz+TECvVKQo31YfpLgQ1bNrBHdgqFBqv/sz8sG/kXVtz947hOgtyIpv0Gf9\n",
"Hv2tV1EnnYH24Etop031uqeuQz9Dw4whzcX2n/tk325USh9CL7wc9u6wJVsmTY3I3DfQfvqLw/dy\n",
"SgtAZY1E1nfi7N3WDSACA7I9Olz1yUS76y/I2uXIK38xsqz+SHG+JZtEKjgEUvvAri2m2+6sSHMT\n",
"+rJFNHz6X78K+D1usjnttNM47bTTAHjzzTeJj48nJiaGiooKYmNjKS8vJyYm5pjj1q9fz/r16w//\n",
"PG3aNEKS05CqSsKivNt9DQ4OJspLG3baqdu0Bm3sSYQedYy/Pa9DtqKnnE3VO68R0VCH5qEAgL89\n",
"N2/s6DVVVAUGEp3Qq5Wd2oxBBBbuJyRruM99qt6zjdBp1xEUFdWxnat/Q0NiEvWP30XEHY8QcJzx\n",
"GXa91iJC1Q/fEXnHwwQccZzZn+tDtmTIMKqqKohobkTr4V4ZmD98Hq2yExkSTN2zDyJ1NYQ/8Dya\n",
"h9kUf3tuTWl9UBWltl6H6ipLCeiTQYgr31cf+eS1najBNN92P7VP/Inwux8nsG9m6+9ZUyONi7+g\n",
"4X9voaKiiZh2LYGjJ7rU+2jm8wpM709weTHBmYO8tuWNTweK81EZAwmJjCLi2t9x4J8vEDn2b6ig\n",
"YJ/5U//RHJr7ZhJ5xLiZ4OBgwsaeSNOqZUSce4lHvnjqj1l2apfOJ/jMCwiNbl2S6ZatqCjkvmep\n",
"e/lx9CfuIeL2B9AOtmL4yzmturSQsL4ZlvhzYMgI1N4dhI71bJPVX14jb+3oFWU0fvkhDV/+j4De\n",
"/WisLCe4uYnQ83/mtU9z5vw4ciI7O5vsbPc3IzwO7iorK4mJiaGkpITvv/+eBx98kKKiIhYtWkRO\n",
"Tg5fffUV48aNO+a4thxtiIiGLRto9rIxOioqimoTmqvtsCMi6KuWoZ06laajjvG353XIVk1jE4w7\n",
"herP5qJd6Jksvb89N2/syL5dEBtPdXV1Kzt6SjrNm9fROOYkn/okzc3ou7ZxIDGV+qN8Oi4nnQnB\n",
"oVTPug3thjtQA4ea5o+3dmTnViQgkNqY+FYiCmZ/ro+0JQOzqV6xpJXaqCd2zPLHbjsR0kLVI3ei\n",
"EpNRN91DrS4eq7H523MLSUiiYd1qW69DLfv3og0dQ6Or31cf+GSKnZS+qMt/Tc0jd6Ld9RjRffpT\n",
"VVyIfD0P+eIDSO2DdtVvkIHZ1CsFtbXW+tOGnZbEZA5s30zDYO/aIrz1qWXnVrTTp9LY2Ej9gKHo\n",
"vVKo+u+/0M6b1vHBJvgjtdXoH/wH7f8eanVcVFQU9f2z0P/xHFUVFagAzwa+23b9qKlCX7mUlp9e\n",
"a8o9llx9M/LZf6m6+0a039yF6jfQ/u8ZB+8l8/Ooi4whsLHRdH+kdwb6N1/QdMaFXtsyyydf2pHd\n",
"25AvP0TWfo8aewrq1vuR1HQiGuup+uONNEb38Kq6KCoqimnTPPuuH4nHwd2TTz5JdXU1AQEBXH/9\n",
"9YSHh5OTk8NTTz3FwoULD49CcAUVl4De3Xvu9u2CoCDwQS+RmahJZ6E/8wAy9TKPT/ZdhrKStoVL\n",
"+mSi29GEnbfLEGcIc6/MVxt3ChIRhf7io2hX/cZ6ZUoXMUoyJ/pUbEJljYBNa8HN4K4rInm7qXnx\n",
"EdTok1A5V3Z60Y+jCfCXnrsuVJZ5JGrsyahSYwbegfGT0L/4wBi4fvNM/yjrTUmH9T/Y7QXk7TZK\n",
"3w6iXfZL9AdvQ06YgopPtHx5+eQd1KiJqOTex/xNxcZBfCLs3AyZQyz3xUxk6ULUiHGmqR8rpVA/\n",
"+SmSko7+7AOoy34JZ0w1xbZX1B4MVKxS3M3Mgn8+i9itLOxDpLkZWb0Mmf8/KC9FnXYe2s9+2eqz\n",
"pMUnoN30R/Sn70XrkYDqN8BGj70I7u67775jfhcZGcnMmTPdN+YIqiBrl6OGj+t0N0wqrR/ExsG6\n",
"VTDi2Extd0LKSlA9jg3u6N0P9u1C9Ba3FPy89seFfrvjoYaMRLvlXuOiVV2JNvkck71zDxFBVi1B\n",
"+9XtPl1XDR6OPu99n67pb4gIsnge8v4bhF/9WxpG+UewbzZar1QoKbTtpkVaWoyeXR/cwNuFOisH\n",
"aquRqnK0ux5D+dHQcJWSjv7F/2z1QWqqoLHeuCc6iEpIQp1xPvrbrxLwm7utXb+kEPl2Ptp9zx33\n",
"MWroGCR3FaoTBXeGkMpnaFffbLptNWI82m2z0J99gKYecTCw7cHoPqMoHxKTLbuXVDE9jMAxfx+k\n",
"pluyhr8g1VXI158hiz6FxCS0s3JgxITjJjJUn0y0a25Cf+FBoxfdxnO5f4TdsT2gpgppbrLbE9uQ\n",
"dSt9rjZnFuqUs9AXu66G1mUpL4U2gjsVHgnRsVCQ51t/dm42ho56iOqTgfaHh5B576F/+Ja9zcJ5\n",
"u6GlBXw9DD4pDZqbkeIC367rJ0hdLfLy48jCT9DueITgSb4ZdWAHKjQMIiKN77EdlJdAdKypQ7/9\n",
"DaUU2sVXE/6r2/wqsAMguTcU2ayYmbcHUtKPuTFXZ19sbBDmti9K4y0y9w3UaecZN/DHQQ0d3flE\n",
"VbasB6W1nkFrIiq1D+rkM2nesr7jB1uMFBegrFDKPAKVkYVs32DpGnYi+3ai//0Z9HumQ3E+2s0z\n",
"Cfi/h1GjT+ywQk2NPAF19kXozz6A1LlWXm4FfhHcKS0AYuLsu6jajNRUGWWZg47tb+oMqHGnwNYN\n",
"SDd9/w5TXtxmWSYYOzri42HmsmMLqr9nmbtDqMQUtDseRVYvRf7zom03PrJqiVEq5OPMtlIKNXgY\n",
"smmtT9f1B2TnVvRZMyAyGu3uv6CS0ux2yXoSk6HIptLM4oIuW5LZGVAhoYZiZpF9GzmStwt1REnm\n",
"IVRQMNrl09HfehlparRm7d3bkE25qLMuav+B/QdDUT5SVWGJH1YgX3+GmnyOpdcPlZyG7g+zEous\n",
"UcpsRWYWbNto7Ro+RvQWZNVSWh6/G332fZCQhDbrRbRf3IJK7++WLXX6BagB2egvPWbbGCy/CO4A\n",
"46a4m5ZmyvrVMGiYx2pYdqNCw1BjT0a+/dJuV2zFKMs8jqpiegbs3uE7X2proKLM6CPxEhXTA+3/\n",
"HkYK8tBfehxptObmoj1k1VLUGJvKAQcPN/ruugkiYsyve/Z+tEt+gXblDZ323OQuKjEFsanvTkoK\n",
"UR6qDjuYREq6MWfOLvL2tOq3OxI1bAyk9EEsKBMXEfR3Xked/zMjg90OKjAQBg9DNqw23Q8rkOoq\n",
"JHcl6oRTrV0oKY2WPD8J7qzO3GVmIV0kuNNrqtHnvY9+93T0z99HTT7HmKt53jRU1LGK/66glEL9\n",
"7FegacibL9tS9eQ3wZ2KS0BKu2dwR+4K1LCxdnvhFWrS2cg3XyC6brcr9lFeCj0S2vyT6tPft5m7\n",
"nVugT4ZpPX4qLBztd38G0Tnwr+dNsekqUpAHNdXGjrENGMPM1/rVDBurkOoq9OdmIcsXo931OGqM\n",
"b2YK+g2JKcaMKDsoLoAEJ7izE5WSjtiYfTEyd32P+3ftsuuR+f8zfxbpulVQWYY6+UyXHq6Gjobc\n",
"zlGaKUvmo0aOR3k4ssVlEpPRi/Nty9QcQorzUQnWBnck94Yao3e2M6MvWUD1LVfAvp1o0+8g4M7H\n",
"0MZPMjYwvEQFBKD9+v+Q7RuRL+aa4K17+E1wR3xit8zcid6CrF/VafvtDqH6ZBhNthv8QG3MBkQE\n",
"KkqgvczPftZDAAAgAElEQVTd3h0+C35lp+diKsdDBQWhXX0TTcsW+XTYs1GSeYJtylyqZy8ICYX9\n",
"Nu7o+wDZsg591q2o5DS0PzyCsrq0xw9Ricm2Ze66slJmpyElHWwK7kTEWLsdkQrVsxfqjAvR33rF\n",
"vHX1FvT//h3tkmtcVrxW2WOQDavt7U90AUNIZR5qkvWCYCoo2Jh3V2Jzf3ZRPiRaex5RmgYZg2Db\n",
"JkvXsRLZtwt55zUi73sW7frfW6JuqcLC0W7+E/LFB8jqZabbbw//Ce66q2Lmzq0QE4eKbzvj05lQ\n",
"k85GX/y53W7YQ001BAYdt6RFRUZDeKSxO+8DZKf3/XZtoSKjCTnnYuTDN023fTxk1VLbxzEcyt51\n",
"RURvQf/oLfSXH0e76rdoP73WlJ3LTkmvZOPmyAakpLBbBtT+hEq1MXNXVgLBoca1oh3UWRdB/l5k\n",
"zXJTlpUlCyA8AkZMcPkYFZ8AUTE+bTXwiM25xoipDN9UfWgp6VCwzydrtYXU10FDvaFhYTGGqErn\n",
"LM2Uhnr0lx9HXXodAWl9LV1LxSeg/faP6P98Dtm11dK1jsRvgjsVl4B0w+BO1q5ADe/cJZmHUOMn\n",
"waY1nT5V7xHlJW0qZbYi3TelmSJiKGX281wpsz1Czr0U2fCDMbTdYqS0CEqLoI1h6j5l0DBk0xp7\n",
"fbAAqShDf+rPyKZctHueNPp6ujMJKQfHIdiQkXDKMu0nKQ0K9xtjKXxN3q7j9tsdiQoKQrv81+hv\n",
"v4I0Nni1pDQ0IB/8x9jQcVNsxFDNtFa901uMrN3ZPhPiCkhJR/J9rIp9JEUFkJDkk+fbmfvu5K1X\n",
"jLEFJ57mk/VU3wFoV9+E/vyDPms/85vgzsjcldjthc+RdStQQ7tIcBcWjho1Efl2gd2u+J7yklaz\n",
"idpCpWfA7m3W+1JcAIHBxxd38RIVFo465xL0D/5tif0jkVVLUSPGu1wuZBUqazhsWef3ZUjuIOtW\n",
"oc+agRqQjfb7+1Gx1nxeOhMqJMQoL/ex8q8cqIPGBkOt0cE2VEgoxPTwWYXFkUjebpSLc8PU0DHQ\n",
"ux/y2XverfnlB6iMwSgPRuaooaORdf7bdydVFUbLywlTfLamlmpv5o7ifLC63+4Q/QYa4zm83GDw\n",
"Nfp3XyFb1qOunO7TddWoE1Bn5qA/e79xvrcYPwruDLXM7iBacAipKIWSIp+VDPgCNelsY+BxNxNW\n",
"kfJ2lDIPYoxDsL6MRXZuAQtKMo9ETfkJ7N6ObLe25l5WLfELUQ8V3QNi4/2/DMkFpLkZ/d2/o//z\n",
"ObRf3Y52weWmCe90CRKTwdd9dyWF0LOXz0d9OLSBXX13ebuhHTGVo9Gm/RJZ8JHHMzilutII7i7+\n",
"uUfHMyAb8nYjtdWeHW8xsmS+cUMdbrGQyhEEpKQjdpZlFlk/4+4QKiTUEFbZ5YMNa5OQonzkrVfQ\n",
"pv8fKjTc5+urMy9EZWahv/yY5dUBHgd3H330Ebfddhu33XYbs2fPpqmpiZqaGh544AFuueUWZs2a\n",
"RW2t6wP8VFg4BASAn54orEByV6KyR9melTCVfgMhOMSode9OlLlQltmnvxEQWb2BYYGYytGooGDU\n",
"+T9Dn/uGZWtIRZlxkzV4hGVruENX6LuTkkL0x+9C8najzXwKNWiY3S75HapXCuLrWXfFBdbPpnJw\n",
"CbsUMyVvNyqt47LMQ6j4BNRZOR6Lq8iHb6EmTPF4mLwKCoYB2cgG/ytXF103SjJPOdun6x7qubMt\n",
"SVHsgxl3R6Aysyzf4DULaW4y+uym/syoorIBpRTq8ukggrxl7YgEj4K7srIyPvvsMx555BGeeOIJ\n",
"dF3n22+/Ze7cuQwfPpzZs2czdOhQ5s51U/6zm4mqSO4K6OQjEI5GKXUwe9fNhFXKS447wPwQKroH\n",
"BAcbPWQWIjs2e1Rm4y7qxNOhrASxSCFVVi9DDRuLCgqyxL67qKzOHdzJqiXoD92OGn0i2s0zPZ7h\n",
"0+VJ9L2oipQUODPu/AUbMnfS3Gxki5N6u3WcOjPH6BFc87176xXuR5Z/jTpvmlvHHbP+0NHgj313\n",
"m3MNhWMfXAePRIuOAS0Aqu0Z8C5F+T7L3AHQiURV5L1/Qmwc6rTzbPVDBQSgTb8D2boB+fJ/lq3j\n",
"ceaupaWFhoaGw//GxcWxYsUKJk+eDMCUKVNYvtxNNaduFNxJcxNsyjVOjl0MNWEKsm4VUl1ptys+\n",
"Q8pLUR1l7gD6ZMJu60RVpKnJKO/pk2nZGodQAQGonCvR3/+XJTtQsmoJarT9JZmHGTgUtm8yXuNO\n",
"hDQ1UffabPR3Xke76R60sy+ybaxEZ0AlJvt01AdglGU6mTu/QKX09n3mrmg/9Ohp9Hy6gQoKQrvi\n",
"1+hvvuxW75P+/j9RZ+Z4vcFj9N2t9rt2GvnqM9Skc+wpc05KA7tEVYqtH2B+JCozC7Zv9Lv3/2hk\n",
"7XJk5bdov/idX5S+GyMSZiKfv4/8YM2IBI+u8HFxcZx//vn85je/Yfr06URERDB8+HAqKyuJjTUa\n",
"wmNiYqisdO/m3hhk3k1EVbZugKTULrl7riIiUSPHI0u7kbBKWXHHZZmAsloxc+8OSEwx6uF9gBpz\n",
"ErQ0g8kzXKS6yhCfyfafzQ8VHglJqYYSaSdCPn0XPX+vUYbp453sTkliis977qS4EOXMuPMPknpD\n",
"Ub5PFTMlbze4UZJ5JGrIKFTfAcin/3Vtre2bYMcW1BkXeLReq7UTU4xqFB8oJ7uKVJUjG39ATZhs\n",
"y/oqOc2WvjtpaoSqyg4riMxE9YiHkDAosFEhtAOkvBT9H8+iXX9bh2NGfImKT0T7zR/R//EcYoHQ\n",
"nkfBXU1NDStWrOD555/npZdeor6+nq+//rrVYzyKjuO7UeZu7QpUFyvJPBJ1ilGa6e87OmYgIoa6\n",
"nkvBXYalwZ1V8+2Oh9I0tIt+jj73DVOVJGXNd5A10u2dbKtRWSM6VWmm1NUgCz8i7PoZPhUW6NQk\n",
"JPt+HEJJAThlmX6BCgmB2DgjC+Ir9u1GuTAG4Xioadcjiz7usFdURNDffR114ZWoYHPOrWroGL9S\n",
"zZRv56NGn4gKj7DHgaRUexQzSwohPtHn4lgqIwvZtsGna7qK6C3of3sSdeq5qIHZdrtzDKrfALSf\n",
"/wb9uQdNHwXn0aTa3NxcEhMTiYqKAmDChAls2bKF2NhYKioqiI2Npby8nJiYY7NS69evZ/369Yd/\n",
"njZt2mE7janpNH2/mIiDP7tLcHDwYVve4As7VRtWEX7THwl0YR1/e16u2JJR46n+dyDhebsIzBpu\n",
"uU922tGrKqgODSO654/B3fHs6ENGUP2v54mMjHR5A8Qdn2r37iBw6GhC2ni8Va+RTJxCzbz3CFnz\n",
"PcGTzvLYzpHUrP2e4JPPJNiH3w9XbDWNmkD9e//qcD1/+VzXf/4eLaMnEpbej4DGRtv9scKW6Xai\n",
"oqiMjiGioZ6ARPezae76I7pOZWkRUf0yWmXcu8Vr7ad2atL7E1xeTPCALJ/4VFOUd8z5zi07UVHU\n",
"X3A5ze+8TsQdD7e6thxpp3H5N9Q3NhB11vluBwHH86dp3Ek0fDSHyGm/8MqOu7RlR3Sd6m++JPyW\n",
"mS7dW1nhU3i/ATRsWU+kF/Y88adpSwUNyWmt1vXF96whewQtO7cQHnWJ17bM8ukQ9f/9B82BgURc\n",
"dt1xP++2n4smn019VQWNzz9I5H3PAjBnzpzDf87OziY72/3A1KPgLiEhga1bt9LY2EhQUBBr164l\n",
"MzOT0NBQFi1aRE5ODl999RXjxo075ti2HK2uNhQyJSwSvSj/8M/uEhUV5fGxvrQjRfnoNdXUxSeh\n",
"XFjH356Xq7bkpDOonfc+Wlo/y32y047s2YXExrc67rjvfVAIIkL1nl0oF8sn3PGpZct6Ws68iMY2\n",
"Hm/layQXXEHd67OpHzYWFeiaAMpxX6O6WvSNa9GvnUGDD78frtiS1L7ou7ZSVVLcbumrP3yupa4W\n",
"/dP/ot35OI2Njbb7Y5UtK+xIQjK1O7egwtzf/XfXHykrgfBIahqboPHHfs7u8lr7ox09MZkD2zfT\n",
"kDXKJz617N6OfuGVrc53bn+OTjkbfcEnVH/zJWrkCcfYkeZm9DdeRPvZr6ipdX/O1nHP1+mZ6Ns3\n",
"U1Vc6JK8vKXXofWr0UNCqEtIceneygqfDsTEo+/b5ZU9T/zRd++AuASX7kPM9EfS+qN/+l9aXFzH\n",
"V9992bIO/fMP0O55st3Puz+ci2TyT5C9O6l84k9EP/oS06Z5J3QEHpZlZmZmMmHCBO644w5uv/12\n",
"AM444wxycnLIzc3llltuYd26deTk5LhnuJsIqkjuStSwMV1e1EBNPBVZs9xv5+CYRnkxuDgwXCkF\n",
"fTLAgtJMqa6CmipITjXddkeogUMhKRVZ/IXXtmTtchg41BiP4iNEhA83ldHY3P58RhUSarx/W/2z\n",
"DOVIZMGHqKFjUb08kzrvzvhUVOXgjDsHPyI5Hfbv9clSUn8AKsu8FsJQgUFoV0xHf+tVpOFYcRX5\n",
"5nOjHyvb/YC13XVDQo25qn5Qrq5/baOQyiF6JkJVRZvvgaX4WEzlMGl9oLLcuP/wE6SmCv3VJ9Gu\n",
"uRkV69q9mZ0cHpFgYiuAR5k7MMopj44uIyMjmTlzpufexPaAmiqkucnl3f/OiOQuR/Px/BU7UJHR\n",
"qGFjkGWLUKefb7c7liHlpS5n4eDHvjs1coK5juzaAn0ybRtIreX8HP3ZB5ATT/NK0MUOlcwle6p5\n",
"dWURyT0iGdsruN3HqkHDkU1r/FrpVupqkfkfod3xqN2udE56pUChb4I7KSlAOUqZfoVKSUef955v\n",
"Ftu/B5LSTDlvq6wRqP6DkE/fQeVcdfj3Ul+HfPQ22u/+ZEngo4aORnJXtcoY+hqpKINNa1G/uMU2\n",
"HwDjfUxMNhRQex+/aslspCgfbegYn613CKUFGPONt28Es+9pPEBE0P/+DGrcyZ1K10IFBqJNv8M0\n",
"e36VOlJaAMTEGeIUXRRpqIdtmyDLPwYzW82hmXddWljFlQHmR6D6ZCAWjEOQHdYPL28P1SfDGGq6\n",
"4GOPbUhDvXGBHjneRM/ap7FF5x8/FHN2Ziyfbe5YrdcYZp7rA888RxZ8hBo6GpXk+yxuV0AlJPtu\n",
"kHmxk7nzO5LSfKaYKXneiakcjbr0OuSrT5EjFF9l3lwj8LNoeLMaOgZZv8rW67x8+yVqzEk+rfg4\n",
"LkmpvlfMLLIpc8chURX/mHcnCz6CijLURT+32xW3MVMEyK+CO8AoG+jKpZmb1kLfTPuUnHzNwKHQ\n",
"1AQ7Opd8vFuUuxfckW5RWeZO3wwvbw914ZXG7Ja6Gs8MrFsJ/QaiIswRknCFjzaX0yc2hOvHJLKp\n",
"qJbSug7m2PUfCIV5SK2Hz9Fi5EAdMv9DrwcUd2t6pfhukHlJAThjEPyKw4qZvvgM5O2G1L6mmVM9\n",
"4lHn/BT9zZeMLEZ5KbLw41aZPNNJ7g2i2yaJL7qOLP4cNfkcW9Y/GpWUBvm+C+6kudlIisTbs0mk\n",
"Mv1jmLns3m5kqH/9f126+s8V/C64M2bddd3gTnK79giEo1FKoSadhSyeZ7crliHlJW6VZRKfCI2N\n",
"SGW5eT6IwM6tRuBhIyo5DTViPDJvrkfHy6qlqFETTfbq+FTWN/PehjKuGZVASKDG5P5xLNzRfu+A\n",
"CgyCjMGw2T+zd7LgI1T2KOMGw8EzEpJ8Ng5BigtQCU7mzu9ISTdKJi3GyNylm2pTnX6+UVGyehn1\n",
"77yOOvkMVHyiqWu0Wk8pVPZoZP1Ky9Zolw2rITIa1SfTnvWPJinNt+MQyoohpgcqyKaApv9A2LMD\n",
"aepgY9RCpL4O/eXHUJf/GmVTBtOf8LvgriuLqoiIEdwN7z7BHYCaeBqyehlSV2u3K9ZQVuLW4FBL\n",
"RFUK90NYOCq6h3k2PUSd/zOjLKjKveBVmpqQdStRo3zXt/FWbgmT+0aTFm3MfDpncE/m76jssLzI\n",
"KM20X0DgaH7M2l1mtyudGhUcAlEx4IuNxpIiJ3Pnh6iU3ogPgjuzM3dwsH/niuno/3mRphXfon5y\n",
"qan221zzYN+dHehfzUO5MYbHanw+yLy4wLaSTMBQSe2VYklFkiuICPLGX1GDhqGNn2SLD/6G/wV3\n",
"8YldNrhj/x5QmrGr041Q0bGorJHI91/Z7YrpiK5DRSm4qcik0s3tu5Mdm23ttzsSFZ+IOmEK8sm7\n",
"7h244QdI7YOK8U2AureygW92V3PZsB8D86zECJSCTSUH2j3WX4eZy4KPUFkjUcnd6xxjCYnJlpfl\n",
"SUMD1FYbJYAO/kVKOuRbq5gpVRXQ0mLJ+68GD0eNnEDotOtQEZGm2z+GwSNg+yafq0RKRSlsWYfy\n",
"p5v6XqlQuN+4P/ABUpRvuyiTyrSv706WLkD27EBd9itb1vdH/C64U3EJpk9q9xdkrZG1s1Wm1ybU\n",
"pLOQr+d1PWGVmkoIDTd2+t2hj6GYaRo7txiKVX6COvenyLJFSGmRy8f4WiXz76uK+Gl2PNEhP6rU\n",
"KaU4vX8MC3ZUtn9w736G/HNFmcVeuo7UH8zaTXV67cxA9UqxfhxCaSH0TDxmLE6LLuytqLd2bYd2\n",
"USnp1mfu8nZDarpl9wTaVb8h5AzfKFWr8Ajo0x+2rPPJeoeQb75AjT3ZpRl7vkKFhkFElNGP7wts\n",
"FFM5jE2iKlKwD3nndaPPLsTN+7AujN8Fd0ZZpo++ED5Gcpd3q367VgweAQfqYPc2uz0xl7ISl2fc\n",
"HYlKzwAzM3c7t6Bs7rc7EhXdAzX5J8iHb7r0eGluRtZ+jxrtm367H/Jr2VfVyLkDY4/525R+0SzZ\n",
"U01DOzPvlBYAA4ciftR3Jws/MRTxknvb7UrX4JCcuZUcRynzg01lTH93PTUN1vf8ORyHQ4qZzc2W\n",
"LWH02/W1zL6vMfrufFeaKXoLsvgL1GQ/HC2VlOozURUpzkcl2BvcqcwhsH2jTzfwpakR/aXHUDlX\n",
"odL6+mzdzoAfBneGWmZXy/BIbQ3s2QmDhtntii0oTUOdfCay+HO7XTGX8lJjQ8JdEpLgQK0pgz+l\n",
"sQHy9xgqnH6EOjvHGGLvygVuSy4kJKM8eS3dpEUXXl9VxC9GJRIUcOwpMD48iEE9w1i6t7pdOypr\n",
"OGxcY5WbbiH1B5AvPkBNdXrtzEIlprSSk7cCKSlAHdVvl1fVyHsbyshOimTetgpL13c4Pio4xNi4\n",
"K7Ywe5u3G0wcg2A3auhoZJ0P++7Wr4boWMtGPLhDiy6t7ltVkg/77oryIdHmssz4BAgM8p3KMCDv\n",
"vAa9UlCT/DC4txm/C+5UWDgEBICnUup+imxYDQOz3S/f60Kok85AVnyD1Lffz9SZkLISlDtjEA6i\n",
"NA1694e9JmTv9uyApN5+99lS4ZGosy5C/+CNDh/rS5XMBTsqCQ/SOKH38ftQTusfw/wOSjP9SVRF\n",
"Fn5i9Ng4WTvzSEyx9sYeDCGEI5QydRGeW5bPtKHxTD+hNx9vKadZ71obnZ2K5N6WKmaaPePOdtL6\n",
"GZuWxQU+WU7/6jO/uLEXEe5dsJfnlxzRo5nsG8VM0XUoKQSbM3cAKmOwz0YiNH6/GFm7Au3qm7pl\n",
"q1NH+F1wBxiZEDd6dToF3WwEQluo2DgYOAxZvthuV8yjvNijskw4JKqyw2sX/K0k80jUaVNh2yak\n",
"nXJc0VuQ1ctQY6wP7g406fx7bQnXjUls94IwPi2SneUNFNW0I+2c3Buam3x2I3M8jKzdXEch02wS\n",
"k6CkyNJB1lJS2CpzN29rBS0C5w3sQWbPcJKjglmyp/0MsoN1GH131oiqiK7D/r1g8hgEO1GaZpRm\n",
"+iB7p5cWw9YNfiGksnBnFdWNLSzZVc7Sg99XlZTmWtWKt1SUQXgkKiTU+rU6IjMLfNB3J6VFHHj1\n",
"SbRf3Y4K94FYUCfEo+Bu//79/OEPfzj83zXXXMMnn3xCTU0NDzzwALfccguzZs2ittZD6fsuNg5B\n",
"dB1Ztwo1bIzdrtiOdlBYpctQXurWGIRW9OlvTg+in4mpHIkKCUGdNw39/X8d/0HbNhmlNYkplvvz\n",
"3oZSRvQKZ0B8WLuPCw7QODk9ikU7j5+9U0qhBtmfvZNFn6AGDTN9VlZ3RwUFQ3SMtdeikkKjRBso\n",
"rm3iP2tLuPmEJAI0Y+PhwsE9+GBjWZdrU+g0WDnrrrQIIiK63s3pUN/03TUu/AQ1/hTbg5qahhb+\n",
"sbqI305IYuYZGfz1+wIKaxp9N+uuOP/wOcRufKGYKSLo/3yOkPMuRWUMtnStzoxHwV1KSgqPPfYY\n",
"jz32GI888gghISGMHz+euXPnMnz4cGbPns3QoUOZO9ezQcbGIPMuJKqye5sxYLONxvluR/YoqCpH\n",
"9nifsfIHjLJMz/rEVJ9MUxQzZcdmVP9BXtuxCnXKmYYs9Oa2VdR8pZJZXNvEp1vKuWqka+/X6Rkx\n",
"Hc+8GzwMbAzupKHe6bWzksQUy3pIRMQoy+zZCxHhhe8KOH9wD3rH/FhePTY1krqmFjYWd51S9s6E\n",
"pYqZebsgpQuVZB5EDRkJW9ZZOtBaGhtoWPAxatI5lq3hKm+sKWZi7ygGxIeR1SuSS7Ljefyb/TRF\n",
"9YCGBkNvwUKkKN9/hnan9YOyEqTWwmqDtcuhvJSQ8xxV6PbwuiwzNzeXpKQkevbsyYoVK5g8eTIA\n",
"U6ZMYfny5Z4Z7WqZu7Xdb3D58VBaAOqkLiSsUu6ZWiZgDP2sqkC86C+Vqgo4UGvchPopKjAIdcEV\n",
"6O//85hASUSQ1Ut9Ety9saaYcwb0ICEiyKXHZ8aFEhyg2NDOjfWhvju7Miuy6BPUgOyu1bfjR6jE\n",
"FMQqxczqCggORoWFs3BnFeX1zVw8pPW5RFOKqYPi+N8m/xm50a1ISoXiAksUMyVvT5f83qrIaCNr\n",
"tW2DZWvIf14iMGs4qnc/y9ZwhS0lB1i2t5qrRvy4YXjB4B7Ehgbyxppi4/NjdfauuO0xCFtLD/D3\n",
"5XnWrn0UKiAA+g2A7ZsssS/NTejvvI526XWowEBL1ugqeB3cffvtt5x00kkAVFZWEhtrSIvHxMRQ\n",
"WdnBrKjjEd/Fgjun364V6uQzkOWLfT7s1GxE16GyDDwQVIGDcvppfQ1BFE/ZuQX6DjxmTpa/oSZM\n",
"MkZh5K5o/YddWyE4BFKsFQLZWnqANQV1XJzt+rBgpZSRvdveTmlmQpLhv0V9Oe0hDfXI53NR5//M\n",
"52t3GxKTwSrFzOJC6JlExYFm/r66iJtPSCZQO7YP9LT+MawrOkBBdaM1fjgcl8OKmVYE+Hm7Ia3r\n",
"BXdgrWqm/u18ZMdmwn91myX2XaVFF15cXsA1oxKJPGpW6i0Tk1myp5oVqaORAmsDLCk6tixzX1UD\n",
"Dy7ax3u5hews9+28TJWZhVgV3C36BBJ6OS1OLuDVHWFzczMrV65k4sRjhRC8Ua/pSoPMpbLc2FnJ\n",
"yLLbFb9BxSVA/0HIym+8siN6C1JplHjqFpc+tElVBYRFoIJcywS1hbelmbLDf8VUjkRpAWg5V6G/\n",
"/4YRFB9EVholmVaqXYkYow+uGN6T8KCAjg84gsl9Y1i2r5oDTe3MvLNJNVMWfQoDhnTJ3X9/QfVK\n",
"tmyQuZQUohKSeGlFIWf0jyEjru3eobAgjTMzYvhoc7klfjh0QEo65Ju/eSP7dqG6YFkmgBo6xpK+\n",
"O9m3E3n3dbQb7jAGhdvIZ1srCA3UmNIv+pi/RYUEcNvJKTwfMoLifIvFAYsLWpVlltY1cd+CfVw1\n",
"MoErRifz3/Wl1q5/FCpjsCV9d1JThXz8Dtql15luuyviVV5z9erV9O/fn+ho48MdExNDRUUFsbGx\n",
"lJeXExMTc8wx69evZ/369Yd/njZtGlFRUa0eo6f3o7q89Jjfd0RwcLDbx1htJ2TbBpqHjSWiRw+/\n",
"8McMO2bYajo7h/r/vUnw+a3ffxGBA7Xo5WXoFWVI5cF/K479WWqqjBIQpWg65UyirrzBp8+ruSiP\n",
"Az0T23y8q3YaBmbTnLuCiHYe256tmj3bCDn3pwS5sJbdnyM55Qxq5r1HyPqVBJ94GkFBQag13xH+\n",
"u5kEeuFXR/4s3lnOgWbIGZF2WKjCVVtRUTA8OZrVxU2cPajtDG3jyPE0ffcVETmXu+yTqxzPjjTU\n",
"U/XFXKL++BcCOsF7b6UtK+209BtA7Xv/csu+q/7UV5XzTcJQ9lQ28aezBhIc2Hqv9Ug7l40O4Zfv\n",
"rONXJ/YlMsT9y3ZneK391c6BvpmokkJCXVzHFZ+kqZHKkkKiBmYZwj0e2jHLH7PtyLBRVFWVE9FY\n",
"jxbfusfZ4+tHXS3VLz1O+DU3ETwo29ZzUVldE2+vK+XJCwYTHf1jkHmknfFRUVySvI0n96bzTHgE\n",
"gW3MVPXWHxGhsriAyH4D0CKjqGloZtanu7kgO5GLRqbQjMalPxRQpQeRGuO58Ixb7/2IsVS++CiR\n",
"YWFtlk56+r7Vvfs6nHga4YOyvbJjlj9W2QGYM2fO4f/Pzs4mOzvbbRteBXdHlmQCjB07lkWLFpGT\n",
"k8NXX33FuHHjjjmmLUerq1s3X0pgEFJdQVV5GSrQ9axIVFTUMbY8wUw7B5YvRg0b55U9f3teZtiS\n",
"zGz0onwqnnmAxooKqCqHynIjGxYQANE9ICYWFd0DYg7+13/QwZ+N36uoGFRAAJK7gqaFH9Po49dI\n",
"9u1Gj4lr8/Gu2pFeKehzN7f72OPZEl1H374JPak39S6s5Q+fI7nwSureeIH6rFFEVJWhNzVR1zMZ\n",
"ZdH3o6lFeHHJbm4Yl0SdC9ndtmxNTo/gow2FnJjS9hxB6TsQ/bWnqaqsMEptO/DJHY5nR/98LpKR\n",
"RV2PBOgk771Vtqy0I+FR6MUFVFVUGP0kJvpTmbefv4ZO4g8nJdJwoJaji9SPtBMKjEqKYO6aPC7M\n",
"cr202F2fHDvHovdMgtXLaHJxHVd8kn07oWcvauoboL7t9oTO9Bq1yeARVH/3NdopZ3ntj4ggLz0G\n",
"A7NpGHkCDdXVtp6Lnv12P6f3j6ZnUHOr4462M3VADD9s2c+L3+7kmlGJpvsjVRWgBVAr0FBeyb0L\n",
"9p8l4n0AACAASURBVJKdEMrUzEiqD75G5wyI4V/L9/DbCZ6Lrrj9WvfsRfWGNag2VLw9ev/z96J/\n",
"Ox/t/hcOH9vpvx/t2Jk2zXuxGI+Du/r6enJzc5k+ffrh3+Xk5PDUU0+xcOFCEhISmDFjhke2lRYA\n",
"MXGGzLyfSLx6gjQ3w8Y1qMund/zgboYKCEC7bgYBFSVoIWEHg7kehiS+u9LGKem07Nvl86GNng4w\n",
"b0VyOpQVI/V1qNBw944t2GeosEYdmyH3V1TWCIhLQJbMp7GuGjV6oqUlmZ9uLSclKpiRyREe2xib\n",
"Gslfvy+goLqRpKhjd9lVTA/jfLVnB/Qd4I27LiENDcjn76Pdeq/la3V3jHEIsYZsvcmKdK83pTMx\n",
"RTEk0bXv/QVZPXhscR5TB/XoMAPtYB4qJR394zkdP9ANZN9uVEoXH10ydDSyZjkcFdx5giz4GCnO\n",
"R7v+MRMc8461BbVsKKrjufP7d/hYrVcKN6+7h9sTMhmaGM6YVJPHXhQXQGIyLbrwxLf76RkedMwM\n",
"16mD4rjxf9v52bCexId73kLiDodGIrQV3HmCPuc11LmXoqKOLYHtSjS1mCfM5vH9cGhoKH/7298I\n",
"C/sxJR0ZGcnMmTOZPXs299xzDxERnt9QEdez04uqNG9eBwnJxs2fwzGorBGEnJVj9FxlZqESkjyb\n",
"WROXgByos1xy+BjKSz0WUzmECgiA1D6wd5fbx8rOLaadPH2JdtHPkY/epmnpQktVMqsbWnh3XSm/\n",
"GO36jmlbBAUoTukbzcL2Zt5ljfBZ3518/RlkDEal2asU123oZf44hFX7a1gf2JOfD3M9CzcgPoye\n",
"4UEs2+sMNfcphxUzTZT23991xVQOobJHw6Y1XiuNyo7NyMdvo91w53FLWH1FU4vw0vJCfjm2F6GB\n",
"Hd8+q6AgYqLD+f3gIJ5Zlk9pnbnjIQ6Jqby4vID6Zp3fTUxGO2qzNDokgNP6xzB3ow8Vd02cdyfr\n",
"VkJRPurUc02x58+8v9G8/ki/ldgzZt118uBu9TJHJdMHKKUISO1j3bDZ41Fe4vkA8yNQ6f09E1XZ\n",
"4b/Dy9tD9R8EfTKQAwfAwvl8b+eWcGJ6FOkxbZdTusPp/WNYsKMS/TgjD9Tg4chG64M7aWhA5r2H\n",
"NtVRyPQVKjHZ1HEIdU0tvPBdATdseY+wRPc2Hi4YHMcHmxxhFV+igoKN8UwmBviybzcqta9p9vwR\n",
"FdMDevYyFJ09RGqq0F9+HO3nvzWUiW3mg41lJEUGMSHNjQxcUhrZDfmcN7AHf/lmPy26iWNzivJ5\n",
"M2Y028sauHNSKkEBbWf0c7LiWLCjkqp680d6tIXKyILtG70eESQtLehzXkO79Fq3WrQ6I3lVjfzP\n",
"xHO73wZ3XWHWXdMPy5z5dj4ioHdf64bNHgcpL0F5OuPuSNIzjEH37q6/c3OnzNwBaNOuJ/z6Wywb\n",
"4ZBX1ciiXVX8bLj3wTdA/7hQIoIDWFdY1/YDBg6F7ZvM3d1vA1n8mdF7avN8p25FYrKpN/b/+qGY\n",
"YTGKkcr1Pr5DjE+LpKK+mc0lzlBzn5KSbu7mYd5uSO3iZZkY2TtPRyKIrqP/7SnUmBNRo04w2TP3\n",
"KaxpZO6mMn49rpdbrQQqKQ0p2Mcl2fEEBSjeyi0xzadPyoL5RhL506lp7SpBx4cHMbF3FB9t8dHG\n",
"UM9exr8lhV6Zka/nGe06I8ab4JT/IiL89fsCpg014X7yIE5wZxFSUohUV0GfTLtd6RZoaf18n7kr\n",
"K/G6LBMOjUNwb9adNDQY87fSM7xe3w5UQhJBY0+2zP4/VhdxcVYcsaHmDTo9rX8M83e0XZqpIiKN\n",
"8q0dnu9Sd4Q0NiCfve9k7XyMMcjcnOBufVEdy/bWcF1c5Y83QG4QoCmmDurhDDX3MSol3bTNQzlQ\n",
"B7XV0PP4mSgze2/sxJh3t9KjY+XTd6G+DnXR1SZ75RmvrCjigsE96BXpZmloUirk7yNAU/z+xBS+\n",
"3F7JD/m1Xvvz7e4q/qv1495szaXr3MVD4vl0SwV1TS1er90RSinIyEK2e16aKbU1yIdvol12vaV9\n",
"+f7Agh2V1DXpnDfQvBYuvw3uVHxip511J40NyCfvEDhinN8Pl+4qBKT5NnMneouh7mlG5i4lHYrz\n",
"3RvqvnsbpPbxasZeVyW3sJad5Q1MHWxur+vkvtEs31dz3IujMe9ujalrHol8PQ/6DUSld9zI72Ai\n",
"vVJMGWTe0Kzz3LICfj2uFxEVBSgPgjuAMzJiWJNfS3GttVlihyNI6W3a9UXft5uytEFsKWvgm91V\n",
"vLehlJeXF/DgV/u49ZOdXPnOFqa9vZm/LtljbgmfHfQfbPQrVrmXMZJNa5GFH6P9+g9tyun7mu/2\n",
"VbO/upGLPFCqVclG5g4gNiyQGScm8/TSfMoOeF4iubaglpeWF/LHzf+mV7prQk8p0cGMSArns60V\n",
"Hq/rDiozC7zou5OP30aNnNDle8sr65v5xw/F3DQhyVShLP+NPOISjMxIJ0PWLEf/801QV0vYFY5K\n",
"pq8ISOvr28xdVQVERP4/e+cdHld17e13T1ObpjLq3d1yNzYGbGwwmI5J4JoEktwvlRQgISQXwqUY\n",
"CKGFOAkk4fuSUO4luQm5IaaGmGIb0wwuFFe5qNcZaVRG0mjK2d8fRxKSrTIzmlHzeZ9Hj6acs2bP\n",
"mZlz9tprrd+KSh64MBohMxdqykPeZ7KKqcQaRUqe2N3IVxY5MIXRVygUbPEG5mUk8k7F4IIWsWxm\n",
"Ln09tXaXXR0T+xrDkJahKtoGR7fi/ZdPXRQmx3FGngWcDRErQScaVYEEran52CGy86E2tEbmXn+Q\n",
"6tZu9tZ1sOVoC3/62Mkv363lP1+v5Lrnj7HhA/hR7lX8flcDb1e009IVIMti4txiG9efnsXvLivm\n",
"v66cwRFXJw/sqKHLr8T43cUOYTDA7PnI/R+FvI9saUb54y/Qfe2m6JQ9jBJvQOEPuxq4blkGxkiu\n",
"KZm5UF/TV3+2IDOJddNtbHonsvq7481efv52LT9enkJRWw1Y7CHve1VJKi8ccuMLxv47JUYhqiIb\n",
"apHvvYm44tooj2ri8cTuRs4pslGcEnkfwsEY/yWRoehRy5RSToqQrGxqRPnL76G2Ct2XvosoWYzO\n",
"YgmpB5XG6BGpDvD7PmtsHmuilJLZiyiYjqw4poqNhIAsO4xYNP51CBONbWVtGPWClQXRaSZ6Imun\n",
"2dh8oJnzpw9yQZ0xFyqPI7u9avfzKCJ3bIGC6YhJmoY7mRFGk1r3MYp2CEebvLxxvJVfX6yuQktX\n",
"PWIUbTMumZXMzf8s5+r5qcPW2mhEicwccDUgA/4hF/RKXV08/HYNLd4gaYkG0pKMOBKNpCcZmZeR\n",
"iKPnfsqLT2HKyEB3/vphX/LBS2by8JtHue21Cm5fkztmMvbRRsxbCvv2wBnnjLitDAZRfv9zxKoL\n",
"EHMXjcHoRubZT13MTktkYWZk6u/CbFV797a1qOcR4Op5adz5ZhV/29/EF+aHPo+oa/dxz7ZqvrM8\n",
"k3myAcWRGdb8uDA5nmnJcbxxrJWLopgCOCh5xepvprMDkRjesVP+90nEBZ9X+xpPYT6q6+CAs4tH\n",
"L41+dHLCRu5EQqL6g+gcY3n7MJEBP8o//xflpzchCqaj2/goomTxeA/rlEMIAVl5Yxe9i5JSZh/5\n",
"xRCOYubxUkSxFrnrjzeg8MzHTr6+NLyC93BYmm2mtt1HbZvvpOdEXLz6OR45ENXXlH4f8tW/o7vs\n",
"i1G1qxEG6VkQoWJmQJE8trOOry5Ox57Qs57qakA4IkvLBMgwm5ifmcQbx4Zuz6ERPfoUMxsGr73c\n",
"W9fBT7dV843TMvjnN5byu8unce/afG48I4svLEjjvGl2FmYmkW01YawtR+SM3AbBqNdx/emZrCyw\n",
"8uN/VXC82RvttzUmiJIlyAN71VKGEZDPPwMGA+LS0TdxjgaVrd28dqyVry4dXTsdNXpX3XdXrb/L\n",
"4tVSN582hFZ/19IVYOObVVw9L5Uz8i3IxvqIFpuumpfKcweaY57yKwwGKJgGxw+HtZ88+DFUlyPW\n",
"Xh6jkU0MugMKv/ugnm8vC62tRrhMCOduyOLhFAdM4HYI8uDHKHd/H3nkALrbHkF36dVaDdQ4Es2i\n",
"95FQlTKjGLnLnxZyOwTZ0gT+bnBEt6nyZGfzwWbmOBKYlZYw8sYRYtAJVhdaeXMoYZUYpGbKt3qi\n",
"dgVa1G68EOlZyCEm9iPx3P4mUhIMrClSMwqklGrz4VFKu6+fncJLh92Tvy5rsjBE3d1b5W1sereW\n",
"n5ydw+m5lmEXlqSUqlJmiD3uhBBcWZLK15ems/HNKj6onnyZQCLVARYbVAx/fZMff4h8fzu6b9yM\n",
"0I1/NFpKtafd1fNTSUkYXZKbyMpF1lUPeCw10cj3z8xm0zt1tIzQoqDTH+TurVWcU2T7LOLWWBtR\n",
"e4g5jkTSkwzsqGgLe99wEWGKqkgliPLsH9Fd9dUpP5f+y6cuZqTGR7+xfQ8Twrl7cs8QcqkpDmhu\n",
"HNvBhIBsaUb5/SMoT/0a3ZVfQXfDHROiB8spT7TlqoejOcqRu9xCqK9G+kMQSTheCoUzJ0W68ljR\n",
"1OnnpUPNfGWRI+avdW6xjTfLWgedVIvZ0W1mLn29UTtNIXNcSc8GZ/jOXWVrNy8edvOd5f3Spzo9\n",
"gIDE0V3UZzsSsMbp+bBmYme3TBXEINeXlw+7eWpvI/euzWdOeuLIRlrdIERYdVIAZ+VbuX1NLr/7\n",
"oIHnDzaPun/YWKOqZg7dEkG6GlCe/jW6b/0IYbGN4ciGZnt5G52+IBfNiEJqYGbOgMhdL4uzkjin\n",
"2Mamd+uG7KHqDyrcv72GmWkJXD2/Xw2isy7iNPErS1L5+/6mIV8zWoRbdyfffh0Sk2DJGTEc1fhT\n",
"7vbyxrFWvrE08uyNkZgQzt3u2g7eKj95FUFtZD5xRFVkMIjy+gsod98IqWno7vkNYtEKbZI9QVAj\n",
"d6EVvY+aaNfcmeLUSFxtxYjbamIqJ/PnT1ycP90evkx1BBQmx2OPN/DpYD3vimdCfQ1Ka3TELnxb\n",
"X4b8YoTWUmVcERnZyDAVM4OK5LH367hmQRqOpH6r0M56SEuPynXj8tkpWluEsSLrs8idlJI/f+Lk\n",
"pcPN3H9+PgX2uNBs1FSoKscRfPYz0xJ4cF0Bbxxv5f9+2DCpIrZi3lLk/sGdO+n3o/zfhxAXXomY\n",
"PneMRzY4Hl+Qp/Y08u3l0VEw7O11NxjXLEjDF1B4bv/Jv+OgItn0bh1JJj3fOm1guYF01iMidO4W\n",
"ZyVh1As+rI7xwtC02VB2JCQxKtnViXzhz+g2TO3WB0FF8tjOer60yPFZmn4MiNhyR0cHjz/+ONXV\n",
"6hf2u9/9LllZWWzatAmXy4XD4eCmm24iKWnkQspbVuVw15tVFCbHkW/rd5KcQL3u5LFDKM/8DswW\n",
"dP/xACIrd7yHpHEiYxi5ky1N6KLo3EFPambFsREn8rKsFN2Fn4/qa09mjro62VXj4beXjV2LgLXF\n",
"Nt441sqirIHnN2EwIpatpO27G8BgBLMFzFaw2NTCerNVfcxi7Xe/5y/JMqCptfT78T7/P+i+c+uY\n",
"vS+NIUjPDrvm7uVSNwad4IIZA6M0chRKmSdyZr6Fp/Y2crTJy/TU6KqtaQxE5OQjX36WoCL5f7sa\n",
"ONLUxf3rCsLqpSlryhG5hRGPId1s5IF1+Ty8o5Z7tlXzHyuzSTKNfwrjiMyYCzUVyI72k8Sm5N+e\n",
"gORUxAgCM2PJnz52sjzXEr0U/x7FzMHQ6wQ3r8zm5n+WMzc9gbk9EWApJX/Y3UBrd5C7zsk92cls\n",
"rIu4NEMIwVUlqfxtfxPLc80xc6ZEkkXNcKouG7Hns3zlb4iSJVN+IfPVIy2Y9ILzpsU2Qh2xc/fk\n",
"k0+yePFibr75ZoLBIN3d3Tz33HMsWLCA9evXs3nzZjZv3sy1144sZVqcEs+/L3bw4Fs1PHxhwWfq\n",
"Xylp4YlMxADZ3oZ87mnkvt2Iq76KWH72lF5VmNTYUyAQQLa3xj61I9ppmaAWH4/wfZdKUO1xN06R\n",
"u7p2H22KF+uEiPmrF8DfvVfJF+anjekkZ1WhlT997MTjC2I+4XV1/34D5u/9hHZnI3ja+v5kext4\n",
"WtX7TY0o7W0DnqfTAwlJnzmAgKFgGnIUqooaUaK3HUIgEFLfrfp2H8/ua+KhdQXoTrxeuOoRwzSw\n",
"Dof+Tc1/eFZ2VGwOxf7GTvIU44T57Y85Gbn4m1z8akc1Hr/kp+flh69UWl0B0+eMahiJRj23r8nl\n",
"D7sbuHWLqqQ5FhkLo0EYTTCjBHngI8j87HuqfLgDuW83utt/MWHmVUeauni3sp3HLo3iYmFaOrS1\n",
"ILu7EXEnR3nTEo3csCKLR96pZdNFhVgs8Lf9TRx0dnHfefkntfWR3d3Q4RlVn90VeRb+9LGLTxo6\n",
"I1YCDQU1NfPQsE6bdNYjd2xBt/HXMRvHRMDZ4ecvn7q4//z8k68LUSYi566zs5NDhw5x/fXXA6DX\n",
"60lMTGTXrl1s3LgRgDVr1rBx48aQnDuA86bZOejs4jc76/nRWdkIIRCp6SjjFLmTioJ853XkP/4b\n",
"sfxsdHf/Jmw5V42xRQgB2T2KmbPmx+x1ZDDYI2scfkPT4RAF01De3zb8RrVVYEtRV8TGmOPNXu7e\n",
"WoUQgttX5457pEBKyRN7GunwBVk3WGuCGGKN07MwK4m3K9q4cJCaDCGEqvibkNgXpRnpVC6VIHR0\n",
"DHD4EhctIzQttclDg8fHH3c3ckZRKitz4iLrHTXGCKNR/b03N6pRvGGQUvKbnfV8fm4K2dZBJt2u\n",
"BsiLnvT1+dPtXPf8MZo6/TGRy5dS8rf9TfyztIWgrKU4OY6LZtg5Lccc1aa7E50udPxs4TewdHdx\n",
"59rpEX1vZW0lutUXjnosep3gumWZvHiomVu2VPKTs3NiKiQVDcS8JWpLhHMvBkDWVyP//H/R3XQ3\n",
"YpT1p9EiqEge/6CBryxyYImL3mKh0OnV+riGGlVReRBOyzGzqsDKL9+rY/V0P28ca+X+dQWDL1q6\n",
"6iE1HaGL/NypE4LPz03hf/c3xdS5Y9oc2L8H1l465CbK359CnHc5wj7+fQ1jye93NXDJzGRybSGm\n",
"cY+CiL4ZjY2NWK1Wfvvb33LLLbfw+OOP4/V6aW1txW5XJ1k2m43W1vBkmr91WgY1bT5eLu2pVxmn\n",
"tMxA2RGUB29Bvv0auh/cje4L39Qcu0nCmChmtrrBbA1pBT8scougtgIZGFo5a7zq7Y71OHbXLcvg\n",
"prMLuWdrFQcaB6k5GyN689YPu7w8fOmscZlkri22DamaGQlCp0dYrIisXMSMuYjFK9BZx9ZpjTXH\n",
"m73cuqWSAnsc71W0cN0Lx3nxUDPdgUnQqDkje0gp/P68cshFp19h/ezBF3+kM3qROwCzSc/qIhuv\n",
"lLZEzWYvQUVVDHy3sp2fX1jAX760kLMLrfz9QBPfev4Yz37qwt01vNLfVKDFG+D216vIMvj5ob0h\n",
"MsdOCUJdFeTkR21cl81O4XvLM7lvWzVvj4H64WgQ85Yg9+9BSons7kZ5/EHE5748oXp3bjmqpsyd\n",
"WxyDzJ/MnCHr7nr50iIHHl+QJz+s4a5z8oZW6WyMXEylP6uLbNS1+Tjs6hq1raEYSVRFlu6DsiOI\n",
"dVfEbAwTgfeq2qlp83FlSXSDAkMRkXMXDAYpKytj3bp1PPjgg8THx7N58+YB20QSYo8z6Lh1VQ7P\n",
"ftqkftnsyWo6UyAEBcEoobzxEh0P3IJYeT66Wx5EDLHKojFBGYu6u2j3uOtBxCdASjrUDyMKU1aq\n",
"inaMIUeaurh7axXfWZ7JmflWVhYl88OzsnngrRo+qhv7uJI/KHnknVqcHX7uPjcPS1zsipKHY3FW\n",
"Eo0dAapau8fl9ScbnzZ0sPHNKr6xNJ1rFzq4/+KZ3HZ2Lp82dHLd88fYfLAJ7wR28kR6FnKEujtn\n",
"h58/7KzmhhXDCDG4GtQ0zyhy2axkthxtierx6w4oPLijhpp2Hz87P5/URCNxBh3nFtt46IJC/nN1\n",
"Lq7OAN976TgP7ajhk/qOSafiGAoNHh8/2VLBaTlJfDu5GX1dhNeXxnq19jY+BFXNMFiWa+butXk8\n",
"uaeRv+1zTdjPQKRnQ1w8wYpjyD/9DpFXjFi1bryH1UdLV4A/f+Li28vDawweKuKEXneDYdCpWTGP\n",
"fW7u4FH/HqSzLmIxlRNf73NzVeXMmJGeBQE/cpC2ZlJRUP76R8Tnv6KKyk1ROnxBfv9hA989PXPM\n",
"MlUimhWlpqaSkpLC9OlqDu2KFSv4xz/+gd1up6WlBbvdjtvtxmY7efVj//797N+/v+/+hg0bsPQr\n",
"sLVY4Efn6Pj525U8fuVchD2VJH83+uSRvV2TyTTAViS0vfs6tlsfQEYhOhLpeHwBhVJXB/vrPexv\n",
"8GDQOblxZR72hNGl3ETj+ETbVrTt+KfPxvvJBxHbDGU8Pm8HfkcGScNsF+n76pg2C0NDDXFzFgxq\n",
"q63iKIkXfh5DBLYjGdPBBg8/3VbDj9cUc2ahvc/OqpmZ2C1J3PWvo/xwdSEri8KXi45kPF5/kPu2\n",
"HMNk0PPgZTMx6XXj+r2+YFYab1d38a3cgc7+RP19jJed7cea+dXbddyxbjpLcqx9thYXOlhc6OBY\n",
"UyfP7K7l2y8c58r5GayflxFyDeVYvTdvXhGKs47EIbapavFyxxtl/PuyPObnD774I4NBWt1NWAqL\n",
"1TqkUYynPxYLzM9q5t3abtaXnNxwOdxj1OoNsPH1UrIscdxzTlHfhKS/nYUWCwsLHHyvO8BrR5r4\n",
"wx61bdFlc9NZNzMV8zCLLuP9fQzVzvGmTv7z9Sq+sDiLz83LwCdm4X9/e0Tnft/BRnyF0zGHON5w\n",
"3tsCi4XfXmnj9leP4OyS/HB14aCf2WiIhp3OxSvw/nEToqsTy09/qy5ojuN4+tt6Zp+bC2c7mJcX\n",
"+cLtcGPyFU3Hv/u9Yb87oP6WTSYTPp9vyG063U3ocwuJG8FWKMfoc4uS+NufPsbl11OUMvjCw2iP\n",
"dcfs+RhryjAVFg+w1b3tVXxxcZjXXhK2Qz2Rvtcj2XliRwUrCpNZMS20Rb1nn32273ZJSQklJSVh\n",
"jyci585ut5OWlkZtbS3Z2dl88skn5OXlkZeXx7Zt27jiiivYvn07y5YtO2nfwQba3j6wMeeCVAOr\n",
"8s3c/a9Sbk9Oo6OyHJEwck62xWI5yVY4SG8XSn0NSl4RnlHYCXc8LV0BDrq6OORU/8rcXnKsJuY4\n",
"Ejg9O5GaDoVv/+8+fnJ2LsUpkdc5jfb4xMJWtO1IexpKVRltbW0Rrb6FMh6lpgos9mG3i/R9KdkF\n",
"BA7vx7d05Um2pLcTpb6GzhQHIgLb4Y7poLOT+7fXcOMZWcxP1fft22un0Ax3rMnl3m1luNs7WFMU\n",
"XipLuOPp8AX56bZqMsxGbliRSXdnB90R2InmmFbmJnDnG1VsmGMbEKmZqL+P8bDzz1I3z+5r4q5z\n",
"cim2ipO+RwDpJvjhGRlUttr5331NXPunei6Zmcyls5Ixj1D7MlbvTdpSUfa+T3CQbUpdXfxsezXX\n",
"LnRwRUnakHaksx6sNjzebvAOH/EN931dMt3KYzvrWJMXf1Kxfji2Gjw+7t5azfIcM19Z7MDb2YF3\n",
"BDvnFSSyNr+AA41d/POImyc/rOaMPAsXzUgetDZ3MnyvDzZ2cv+OGr6xNIOzCxLVc3CyA6XyeETn\n",
"fuXIIcjICXm84b63OODec3P5xTu13Pz8AW49OxdLnH5CHWs5az7Ktn+i+89H8PgD4I/cXjTP+8fb\n",
"JXurW3ns0uJR2RxuTOrcpDwk+yO9t2BNBbqSxfhGsBXqMbp0ZjL//UEVNw0hyjTaY60UzCCwbw/d\n",
"C5b3m890ofzl9+i+8xM8nvBbMkyk7/Vwdg45u3jreDOPXVIU8me/YcOGUY8n4nymr371qzz66KME\n",
"AgEyMjL47ne/i6IobNq0ia1bt/a1QoiUaxc6uOvNKp5NP5NrmhpHFCOICpXH1B40BiP0Xc6iS1CR\n",
"VLV2c9DZxaEeh669O8istATmOBK4dmEaM1ITSDB+Frq1WCzkmXXc9WYV3zwtg7MLrTEZ25TAlgyK\n",
"hPYWsEah+ehgDJKW6QsqtHQFcXsDuLsCxMX7WZBqCLsWTBRMQ9nz7uBPlh+FvKKe72dsOdDYyQNv\n",
"1fCDM7NYkj30wsr01HjuXZvPxjer6A7Ik2Tfo0WLN8Ddb1YxJz2RbyxNj7nSVKjk2eJISzTwUV0H\n",
"S3MmhijAREFKyf986uKt8jbuPz+fTMvIin75tjh+eFY2tW0+/ra/iW+/cIwLZiSzfnYy1jAk52NC\n",
"ehYM0utud42HX75Xxw0rMlmeO8IKsKsBolhv15+56QkkGAV7ajs4LcLv4vFmL/duq+bzc1O4bIia\n",
"waEQQlCSkUhJRiItXQFeO9bCA29VY08wcNEMOysLrMQZJr54DsCH1R5+/X4dPzwrm8X9251k5ICr\n",
"Aen3qyI7YSBrKhAxbs4cb9Bx69k5/NdeJ//xrwruWJPLrLHX3hqaeUux/vIZOgwTR93TH5T8ckcF\n",
"31iaMWDeFXUycqCxBqkooxJCAdRemVFIy+zlopl2rnvhOPXtvpDO0+Eips9B+WD7gMfkq39HzJqP\n",
"KJ4V9debKAQUyW931vP1JekjLlJGm4ivloWFhdx///0nPX7HHXeMakC96HWCH52VzQ+fa2FWQzUn\n",
"xwCjjyw7EnWxik5/kFKXl0OuLg46uzji6sIWr2e2I4G5jkSunJtKrs004mR1ZYGVHKuJ+9+q4Xiz\n",
"ly8vcpxSSmWhoipm5kNN5aidOykl7T4Fd5fqsLV4AzR3BWjuzKQ1IRf365V9j3sDCrZ4AykJBuzx\n",
"BjoDrfzR6+NrS9KHdY5OIq8YqsuRSlBV2Oo/njESU9nf0MmDO2r44VnZJ/VxG4x8exz3nZ/PnW9U\n",
"0RUIcsWc6CpeuTr93PlGFWflW7hmQdqEkczu5dxiG28cb9Wcu370CnEcbe7igfMLwm7Wmm016G/D\n",
"jQAAIABJREFU8f0zsmjwpPL3/c1898XjnDfNzhVzUmLa+HVYHBngdg1oh/Dm8Vae3tvIbatzmOMY\n",
"uZZKuhoQjujW2/UihODy2Sk8f7A5Iufu4/oOHnm7lm8ty2BlwegWEO0JBv5tXhqfn5vKntoONZq3\n",
"18k5RVYunJHM7InkcJxA72d6+5rckxQohdGoyto31EC4/epqKxCXfzF6Ax0CnRD8nyXpZFtN/OS1\n",
"Cm5cJVjsMEyIBTEhBLrkVIhSxG20SCl57kATGeY4VuTF9vwt4hMgyaqKBI6i5lYG/NDSpNbnR4kk\n",
"k54Lptv5x8FmvrM8BotP+dOgvgbp7QSLBdnkRG77J7o7fxn915pAbD7QTFqSgZUFY3/CG+el0OGx\n",
"Jxj4YZqLh5w5/NzjJ90c24iFLDuMWLQi5O0VKWnvDvZM8NX/bm+Alq4Abm+Q2vYAVS1dFKfEM8eR\n",
"wMUz7Mw6Myuspqf9KUqO5+cXFvLw2zXcs62aH52VHVW53qmCqphZhZizMOR9qlu7eb/aw1F3PS6P\n",
"l+auAK3eAPEGHfZepy3BQHK8nuSOJqbNmUZyQWrf42aTbsDF02w288ahOn6/q4Esi5uvLkknLwT5\n",
"W5GYpEYf62tUJ7Uf8ngpYtnKIfaMDp/Ud/Dw27X8eGU2C8KQR86ymPhZr4PnV/jC/Og4YbVtPu56\n",
"s4pLZtmj7jRGi1WFVv77Iyft3UHt94gqxPHIO7V4A0pkvcD6kWE28d3TM/m3eak8d6CJ7710nHOK\n",
"bHxubkpMZP+HQxiMYE+FpkZkehbPHWjmn6Vufnpefki/bUBdcY9R5A7grHwrT+91Uub2UpQcegr/\n",
"trJWntjTyH+symFeRvQEP/Q6wbJcM8tyzTR4fLx6pIWfvFaBoBK9UJ836ARGnUCvUwUeDDqBQS8w\n",
"iJ7/ut7b6vP6nseNOoE9qR2bUSEjyYjDbCQ5Pvxsif5sPtjES4dG+Ex7FJnDaUYufd3Q5FQVV8eI\n",
"ddPt5FhNPP1RHf/lD/KFBWmsiGHD6smEIiU7qzz8/UATnX6Fhy6djRBD17hFjcwcVVRlNIJKrkZI\n",
"Tou6Wvdls5P53ovHuXp+2tAqnREijEa1BcTxUnBkIJ97GnHOJYgUR1RfZyJR1+5j86FmHrmwYFx+\n",
"cxPauQMoybbyufL9PLjDxgPr8mOrNFN2BPG5r9DpC1Lb5uvnqAVwdwVp8X4WwXF3BWnrDpBg1JMc\n",
"r++Z+BtITlD/ilPi2ZBhJzMuGNUxW+P0bDwnj6f3NvKjV8u5bXUuBfapqzIUESEoZipScqTJy86q\n",
"dt6v9uD1K5yeZ+aCWakkikBPBE4/6GcX/MtWdNdcjEgZ2vkRQnB6roUlWWZeKXVz22uVrCyw8MX5\n",
"aSOml4n8acjKY4h+zp2UEspKERu+NsKbj5yP6jp45J1a/mNVNvMzwm/94Ugycv/5+dz1purgfXVJ\n",
"+qhOauVuL3dvreaLC9LGvI9dOJhNepZkJ/FWeRuXzIpRKvAkweMLct+2alITDfx4ZR5GfXQuao4k\n",
"I9cty+Tf5qXxjwNN3PhyGasKrFxZkkqUNBVCIz0bpaGWJ6v0fFLfyYMXFITnZLoaYEHs8lCMesEl\n",
"M5N54ZCb758xctqWlJJ/HGzm5cNu7l2bH9NrSYbZxL8vVpVSMSXQ0tZOUJH4FUkgKAkoEJTqbb8i\n",
"CSqSQM/fZ/fpeyygSDr9QY40dtDY4afR46fdp5CWaCA9yUi62Ygjyaje7vlLTRzc+ZNS8vTeRj6o\n",
"9nD/ugIcSUN/piI7X21pEA511ZCeNSYp9f0pSU/kt5+fy5uH6vifT1w8+6mLLyxIY3nOqenk+YOS\n",
"7eWtPHegmUSjjitLUjk914zNGkd7e+ydO5GZi6yvRsxbGrkRZ31f79RoYo83sLrIxgsHm/k/S6IX\n",
"FexFTFNbIgSSU5Cl+9F95fqov8ZEQUrJbz+o599KUskwj08K8oR37khJ57KaJzk8ZzV/2N0Ym5Ax\n",
"oLQ0835CAX/6wEvTto+wx+tJ7kmxS07QkxxvYFZaAsnxBuwJ6nO2OMOwkxeLxRy1gt/+6HWCry3N\n",
"oDglnttfr+S7yzM5I38C57mMMSI7D2XX2yc97g9KPm3oYGe1h53VHswmHafnWrjpzCymp8QjhBhZ\n",
"VCEQgPa2kBuYG/WC9XNSOKfIyl8+dfG9l8q4qiSVi2cmD/3dyZ8GFcdhxTmfPeZ2gRKMuoR6L3tq\n",
"Pfzy3TpuPTuHkvTIV+7tCQZ+el4+92yt4rcf1PPtZcNIwg/DYVcX922v5lunjT5FbCxYO83OMx85\n",
"T2nnrqnTz91vVjM/M5Gvx6guMiXBwNeXZnBlSSrPH2zmplfKOHdGO5+fbY04IyIcAunZ/PqIxG31\n",
"8rN1+ZhDVPTsRTrr0cVgYtafC2bYue6FY7i7HCQPswIfVCRP7Gnkk/oOHhjBoYkmBp3AkmDEEBj9\n",
"6514vvYFFZwdAZwdfho7/DR4/HxU1+P8dfhp9QZJSdCTntTj+JlVp+9ws5Pypk7uX1eAdaToe3Y+\n",
"cpDry3DImgpETkEkb3HUCCFYnmthWY6ZndUe/ucTF3/9tIlrFqSxNDvplHDyOv1BXjvayvMHm8m3\n",
"x/HtZRnMz0gc+/eelQvVFaMyIRuj0wZhMD43J4UfvFKmLppFOQtFTJ+D8uZLdB38SO1vGBe5OOBE\n",
"Z2tZGx2+IJeO43xgEjh3aYhmJzesyOBHr1awraw1bFW+kTjY2MmTb9fSXXi+KlgyMzMmTlm0WVNk\n",
"I9cax/1vVXPc7eWLC9ImRF79uJOjRu6klHQFFHbXdLCzup09dR3kWeM4Pc/MfeflkzNMH5khaXWr\n",
"vYr04Z34rPEGvrUskwtnJvPUnkZePeLm/yxJH3QFVRRMQ3n5rwMNlJVC8ayYXIx213j41Xt1/OTs\n",
"HOaMwrHrxRKn5+61edy3vYZfvlfH98/IwhCGg/dRXQe/eKeWG8/IilgYYqxZkJGI2xugoqX7lIyk\n",
"V7d2c/fWKi6YkcyVc1NiPmmyxxv498XpfG5OCv8obef6l8q4fFYyl89JIT5Goh2d/iA/M51GkreT\n",
"jVfkYYokI8PVoNbuxRBLnJ5VBVZeKXWrUbJB8AUVNr1bR6s3wP3rCsJ2UicqJr2OHKtpyHO7Pyhp\n",
"6vT3OXuNHX72NXSSFB/HPWvzQxLUED1pmWFRUwHj5Nz1IoRgRZ6F5blmdlZ5+K+9Tv7yqYsvzk9j\n",
"yRR18lq9AV467ObVIy0syEzk9jWjUxwfLSIzF2XXO6Mz4qwDR2ycO0eSkdNzLbxc6uYL86Pcy3fa\n",
"HPjtz6BoJmLFmujankC0eQM8vbeRO9bkjasuxoR37kRCIuj1JPq7uGVVDne8UUVRcnxUJlDVbd38\n",
"90dOjjZ5uSZYxdn2ZoxZsVWzijbTU+N55MJCHtxRw8+2V3PTmdkh94eaqrgNZt5PX8qHr5Vx0B1g\n",
"bnoCK/IsfH1pxrAr2aEZd0Fy5LVf+bY47jwnjz21Hp7Y08hLh9x8fWk6hf3rY/KLofL4AFUteTw2\n",
"YiofVnt49P06/nMQ8YDRkGjUc+eaXB7cUcNDO2r40crskCbD71e189ud9dyyKoeSKNb+xBq9TnBO\n",
"kY03j7fy1RiktExkDve0AfjyIgfnTRvb9FlrvIHrz8pnXVESz3zs5DsvHOeLC9JYW2yL6oW1uSvA\n",
"PVurmGU28vXDb2DSrwrbhuzqBF83WGJ/jC6bncxtr1VyVUnqSQqVnu4gP3urGnu8gY3nRuikTlKM\n",
"ekGmxXSSImBYcujp2eBqDEsxU9aUozvnknCHGxN0QnBGvoXT88y8V9nOk3sb+es+HV9c4GBRZuyi\n",
"WW3eAIddXtqDXWQlSIpS4mO2ENPg8bH5YDNvlbdxVr6Vhy4oICsGKpBhE0Ij85GQjXXoZs+P0oBO\n",
"5vMlKdy2pZL1s1Oiqh4qLFaYs4iEq79G12jVQicwT+xpZHWhddAWMGPJhHfuAEhxQJOTwvxivrok\n",
"nQfequGRiwoiLtRv6Qrwl09dvFPZzufmpPDDM7MxPPpf6M69LMoDHxvsCQbuWZvPE3sa+PG/Krht\n",
"dQ651lMrelDV4uXNQ028X+2huq2bJelzODfJw4/PKRmVoMOJyEHaIETCkmwzCzOT+NfRFu58s4rT\n",
"c81cu8CBPcGAMFshyaLm1vcU4Muyw+gu/cKoX7c/O6va+c0H9dy+JpeZUXTseokz6PjJ2blsereW\n",
"n26r5rbVucNezLf2qNTdeU7euJ8YI+HcYhu3vVbBlxdN3SLxE+ltA3DjiiyW5Y5flDXLYuLHK3M4\n",
"0tTFU3udPH+wma8sdkSltqimzcfdW6s4r9jGVWkG5I6T2yGEhKsBHJljEiHJtcYxIyWe7eVtA+pV\n",
"nR1+7tlaxYLMpJilzk51VMXMDGiohtyi0HaqqRz3yN2J6ITgrAIrK/IsvFPZzh92NWCJ0/PFBWks\n",
"GGXKoiIlVa0+tXdvT8snd1eAmWnxZNsTebnRQ2VrN5lmI9NT45meksD01HgK7XGjapdR7vby3IFm\n",
"9tR6WDfdzmOXFo9+QTea2FOguxvZ4UEkRXi+dNaBI3bCPLnWOEoyEtlytIX1c8JrhzIS+pvuxmCx\n",
"TBi11GjzUV0H+xs7+fUlxeM9lEnk3DU7Ib+Yc4ttHHJ28ev36rllVXZYJyBvQOH5g828eNjNOUVW\n",
"fnNZMdY4PVJRUMqPQNH0GL6J2GLUC65blsmWoy3ctqWSG8Z5sjUWuDr9vFXWxrbyNjw+heU5SXxx\n",
"QRrz0hPR/+UN6AqgMy6I7os2uxDJ0Zm863WCi2cmc3aBlWf3ubj+5TI+NyeFy2Yno88vVkVVMrKR\n",
"wSBUlkHhjKi8LsB7le387sN67lwTW0fKqBfcfFY2v9lZz11vVHHHObmDpoC9fNjNcweauDcc5cEJ\n",
"Ro7VRJbFxJ5aD2ttE79OcLS8ebyVp/Y28p+rc5ntiP7iQCTMSE3gp2vz2F3bwdN7G9l8QBUHiDQq\n",
"faSpi/u2VXPNQgfrptuRAT/S7UIG/OGLYzjrY1YzOxiXz0nh97saOH+aWsZQ0dLNPVuruHRWMlfM\n",
"iX3q7JSmV5E5BOdOdnjA2wmpEzOir9cJzi60cla+hR0VbTz+QQPJCaqTF6qwVocvSGmTl8POLg66\n",
"1JZP1ng9s9MSmJWWwPrZyeTZ4tDrPqtr9wclla3dHG3ycrS5i9ePtVDd5iPHamJaSjzTU+L7HL6R\n",
"ROkONHby9/1NHHN3c/msZK5bljEhM5iEEJ8pZk6bHfb+UgmqqqsxTu2+qiSV+7ZVc/FMe2xFDKcQ\n",
"3QGF331Qz3XLMmPbLzFEJoVzJ1IcyCZnXyPzb5yWzq1bKnnhkDuklYWgInnjeCv/84mLkvQEfn5B\n",
"wcC0jMY6SEhCxKrp9RiybrqdfFscD+2oocxt56p5qVNqdbbDF+S9qna2lbVR5vZyRp6Fb52WwenT\n",
"0unwePq2U7Lzoaos+gNwu9TFhihijtPztaUZXDgjmaf2NvKvl1r4StZSzig/CstWEawqU2tPE8NX\n",
"sByMdyra+H+7Gth4Tt6Y1B/odYLrV2Tyh92N3PF6JRvPzcPWI34hpeR/9zfx+rFWfnZ+/rgpS0WL\n",
"3p53a+eMneT5ePCPA028fFiVjM+fYM64EILTcswszkpia1krD+6oYVZaAl9e6CA7jDrbPbUeNr1b\n",
"x/UrMjm9pzm5MBghOU2VI8/MCWtc0lWPGEPnbkFGInoh2FvXgd0DG1+v5OtL01kd5Zr1UxERgiJz\n",
"HzXlkJ0/4Z1pvU6wpsjGqgIr28vbeOz9etKSjFwzP21AiryUktp2P4d7InKHnF00dPiYlhLPrLQE\n",
"Lp4ZWssno14wLSWeaSnxXIAaXfYFFcrd3Rxt9nK02curR1qobfeRZ4vrc/amp8STb49DkZIPqtv5\n",
"+/5mWrwBPj83lVvOzpnwacYiKxdZX4OIwLnD3QRJFoQptufcaT3HeGtZ24RWqp5I/PfuWqalxE8Y\n",
"nYBJ4dz1Re56MOl13LIqmx//q4KZqfFDikBIKfmwxsPTe53Y4/XctjqHGaknr+COVXPosWK2I4GH\n",
"LyzgwR01HHd7ufGMrKimJo41AUWyp9bDtrI29tZ1MD8jkYtn2jktx9x3Ij/RgRXZ+Sg7t0d9LNLt\n",
"Qjd9TtTtgtq4+bbVuXxS38Ef3/HysieBrzV1Mbf0QNS+n2+Vt/HE7gY2npsXVh+s0aITgm8uTeeZ\n",
"j13c9lol96zNw2yWPL3XyZ7aDu5fVxD13jrjwcoCC0/taWT7sWYIdGPUC0x6HUad6Lmt9u0y6XV9\n",
"t8ez6DpcFCl5YncDe+o6RpSMH2/0OsF50+ysKrDy4iE3/7GlglUFFq6enzbixLM3Kjloc3JHFjTW\n",
"hu3c4WwIf59RoDY1T+b3uxrp9CvcvDKbhWH0rtQYhux85IdvhbSprKkcN6XMSNDrBOcW21hdaGVr\n",
"WSu/er+ODLOR0/KS+bS2lUOuLuL1glmOBGanJXD+dBtFyfFhiWYNhUmvY2ZawoAyge6AQpm7m6PN\n",
"XRxo7OTFQ800ePxY4g1YTWo7gzPyLJPnPDqaurvGOoiRUuaJ/FtJKr9+v461xVN7MSioSLr8Ct1B\n",
"he6AQndA9tyW6v3gCY8N+P/Z7UNOL7+8uHC8304fEc+mvve975GQkIBOp0Ov13P//ffj8XjYtGkT\n",
"LpcLh8PBTTfdRFJSFC4mKWlQeWzAQxlmEzeuyOLhd2r5xUWFJ12sjzR18dSeRlq7g3x1Sfrwkr9l\n",
"pVAUvZS3iUBqopH7zsvn8Q8buOVfFdy2Onds+0GNEiklpU1etpW18nZFOzlWE6sLrXxneWZoEr3Z\n",
"+VBbhZQyuiumzS515T6GLMhM4pHzsnj90Vd44K1sWjoysMavxfZKGfZ4tf+ePd6Aree/PcGALU7f\n",
"93+oi9zrpU08saeRjefmDRRwGSOEEHx5kYMEg47bXqtkfnYL5U2d3Hd+/pRp/p1o1HPtQgevHWmi\n",
"s9uPP6jg7+nb5QtK9XZQwaf03pboBBj1OtX563ECex3BlKQ4HAk6si1qymemxUhGkilq/eNCwR+U\n",
"NHf5cXYEeGNnI7UtXu4/v2DSfGZxBh1XzUtl3XQbz+5r4vqXyrhsVjLrB1HWlFLyjwPNvFLq5r4h\n",
"UoRFRpYqRx7mOKSrAd1o+ltFwNmFVj6o8fC10wvIiAuO6WtPZUR2HrI2xF53NeWQUxjL4cSE3sWR\n",
"NUU2th5vpaErwDnFVr6zPCO83o6jJM6gY7YjYUDqd5dfoRMTKQb/hI+InojIzEV5f2tE+0pn7Nog\n",
"nMjc9ASSEwy8U9nOJfMnb5lBUJG4OtW2KPWe3v++vvue7iBxBkGcXkecQV14jTPoiNML9b9BEN/z\n",
"mKnfdtY4Y99+8QYd3z6zkGRDYLzfbh+jWirfuHEjZvNnIcjNmzezYMEC1q9fz+bNm9m8eTPXXnvt\n",
"qAcpUh0o/SJ3vZyWY+bcIhs/f7uWu8/NA9Su8M987ORAY1fIqmmy/Ai601aOepwTDaNex/WnZ/Lq\n",
"kRZu2VLBTWcLHHFKTxRBh0En+iIKesGEOEnWtvnYXt7KtrI2dEJwTpGVh09Mow0BYbGBwQAtzaNS\n",
"tzwJd1PMnTsAgy2F81sPcMHKL+P/zf20XnsDrSlZtHoDtHgDtHiDuLsClLm7++63egO0dwdJNOlP\n",
"cgCFgHcrPdyzNm/c0+iumpdKoknHPmc396zNm9RR5cG4ZFYyXzgtNPU9KdXGzH7lMyfQH1QdQV9Q\n",
"wSdMHGtspbbdx+7aDurafbg6A6QmGsgyG8nqcfqyLOrtTLMxrBoJKSXtPgVXhx9nhx9np7+vT5ir\n",
"53Zbd4DkeAOOJCOzMix8e23eqEQPxgtrvIFvnJbBpbOS+5Q1vzA/jfOmqdcIRUr+uKeRT+pGaE6e\n",
"nq1G7sLFVR/zWpkTMepVUSOLJXFStPeZNGRkQ7MzJMVMWVOBbln46qoTBYNOcP50e3iKojEmwagj\n",
"3ZJAe/vEmUyHzGgjdzHuk9mLEIKrSlL574+cXDxvYpcZeLqDPY6b7yQHztUZwB6vJ9NsJN2sXiOX\n",
"5ZjJ7Lmd67Dj6VfSEykWS8KE+X3AKJ07KeWA+7t27WLjxo0ArFmzho0bN0bFuSMlfUBaZn++uCCN\n",
"jVureHJPI0ZTC68ddnL57BRuWJEVksyu9PvVHjQF00Y/zgmIEIKLZiaTb4/j6b11tHv9fZPIQG/0\n",
"QJFIqZ7EjT2pYsb+t/s9ZuiJLtiT4ojTSSwmHWaTHkucfuB/k44k09BRpP60egO8XdHO9vJW6j1+\n",
"zi6w8qOV2X2NxSOmty4iSs6dDPjB0wb2MarNLJiGPPwpelcdacVFOELorRdUJO2+IK3eoOr0dQVo\n",
"7Q7S5g3yyOWzSNZPjIvhxTOTuXrpxJksjBdCCIx6MOr1MMgc0WKxUJIy8HP3ByXODj917T5q233U\n",
"efx8XK86fs6OAMkJejItJrLMJrKtRrLMJlJtkkpXG66e3l7OzkCfQ2fQCdKSjDgSVQcuLcnItJR4\n",
"HIkG0pKMpCQY+n7HE2mCFymZFhM/6qes+cKhZr60yMHO2kYaWr387Px8zMNEJUVGNsqnu8N6Tako\n",
"ap1e6tg6dxqxQRhCU8yUUqpKmdmTJy1TI8akZ6mtNAIBhCG8Kbh01o/pQsHSbLXFzM7K1pOuQ70o\n",
"UuLxKbR3B2nvDtLWrS4yt/uCtHcrn93vDtLuU9DpdCAVdEINKuh1Ap0Avej533NfJ8Sgz/Xe7gg2\n",
"UNPSSb3Hj6KgZrWYjWSaTRQmx7Eiz0yG2UR6kmHYBc+JENSIBRE7d0II7r33XnQ6Heeddx7nnXce\n",
"ra2t2O1q8aXNZqO1tTU6o7Qng6dtUIUyvU7wo7Oyue21SpbmGXnssuIR6ykGUF0G6dmIuMknvR4O\n",
"JemJ/O7KkiEnZsFeZ0+RBE5w/nof773tCyoE9SZcrR20+4LUtfsobVLw9PygPb4gnu4gHX6FBIMO\n",
"cz+Hzxynx2JS7ycadRx21/FpbTtLc8xcPS+NRVlJUcud7202K0oWR8UeLc1gsyN0YxNpEvnFyLf+\n",
"hb5oJoTYNF2vEz2pmwYKGBihm2grSxqRYdQLsq0msq0mTkzyCyifOX517er/T+s76ZatpMTpcPQ4\n",
"bivyjKojl2iYkKpyY0F/Zc1nPnZSkJLIxnNDiEo6slQ58nBoaYYkMyJuYonPaIyC7Dy1nm44xUy3\n",
"C0wmtceXhgY9rTRS0lT13Kzc8HZujF0D88EQQnDl3FT+3/vVLMpMoK3PgQv2OXAdviAJRh0Wkx5r\n",
"nLrA3/tnjdNTnBjf97jZpMdsTsLj6SAoJYpU5579byuSvvuKIglK1YHs/1xQgQx7EjaDlQyzCYtJ\n",
"N2WdtEiJ2Lm79957SU5Opq2tjXvvvZecnIGF4tE80EKnB1uKmhI3SEjaFm/gN5cVR7SqrIqpTK16\n",
"u0jQ9wg7hDr1UI/18FsrUtLpU/D4ep0+dXWn1/lzewOsmZbC909Pj01qXnY+VByNnr0xSsnsReRP\n",
"Q774FwyXXs3EiLdpTHQMOtGXqtmfqRBxiwW9ypqn5ZhDP0ZpGeBuCq8dgmts2yBoxB7RU9c9LDUV\n",
"E66/ncYEoDc1MwznTkqpOoRjlJbZy5n5FtqDOrzebnKtpgEOnLXHYQtnQd5iSaTdNPr6X+2aNjwR\n",
"O3fJyWpqmtVqZfny5Rw9ehSbzUZLSwt2ux23243NdrLKzv79+9m/f3/f/Q0bNmAJQemj3ZFJgrdD\n",
"bYA4BCaTKSRb/emoLsMwZyFx/faLxE60xjMZ7IRjaySdJZPJhM/ni8l4AtNn07VzW1jvebj35evy\n",
"4HdkkhSCvWgca6VkIW1A3Oz5JEygz3+q2ommLc3O2NkaDzttqQ6Sujzos/NDsuPztOLPygvp3BHJ\n",
"eMbKlmbnM3zFM/G/++ZJn2l/W15XPbJwekTn76lwjCaDnWjaCtVOV34xwu0kfohtB7OjtDTTHheP\n",
"NSN05y5a7+vLy9OiMk+Diff5TzQ7AM8++2zf7ZKSEkpKSsK2EZFz193djaIoJCQk4PV6+eSTT7jq\n",
"qqs47bTT2LZtG1dccQXbt29n2bJlJ+072EBD8b4VWzId1ZXo8oaujYvEkw+WHiB47qX4+u0XrRWB\n",
"qWonmrZiaUcmp6FUl9PW1hZyJHm48Sh11WCxhTTeaLwvaYhTV32LZ034Yz0V7ETTlmZn7GyNhx0l\n",
"LYOOsqMIy8n1t4PZUaoqwJ4a1ji1Yz2x7cjkdJTKspP2629LOV4KsxcQiGCMU+EYTQY70bQVqh0l\n",
"xQFHDuAfYttB5zPHjyDTMsblHDKZj/VktLNhw4ZR24nIuWttbeXhhx8GQFEUVq5cycKFC5k2bRqb\n",
"Nm1i69atfa0QokaKA5oao2cPkB0etRZikNVXjcmPSLJAXLzaviA1Co3Hm11jqnYnhEC/8VF0Fgto\n",
"6QcaGhMGkZ6NbKwNvR2Cqx7mLIzlkDTGmoysHsVMH8I4uJqzrK5At/ayMR6YxkRHZOWh7NgS1j6y\n",
"cezaIGhMfiJy7tLT0/ucu/6YzWbuuOOOUQ9qUFIcJ/W6GzUVR6CgeMwEMjTGgV7FzCg4d7LZhW7m\n",
"vCgMSkNDY1KTkQ31NSFvLp316Fati+GANMaaPsXM+hrIO1lURQaD0FgDWdriscYJZOZAfU14fXid\n",
"YyumojG5mTTNikSqAzlEO4RIkWVHEIUzo2pTY2LRq5gZFdyu6PbM09DQmJSI9CxkOL3uXA2QNrZC\n",
"CBqxZ9jrS2Mt2FM1hVSNkxBmq9qHt60l9J0a6yBdO4dohMakce5IcahpcVFElpUiijXnbkqTnadG\n",
"7qKB26VKGGtoaJzapGerk60QkN3d0OEBe0qMB6Ux5gxzfZHVmlKmxjBk5oTVzFw66xFa5E4jRCaZ\n",
"c+c8qXF6pEgpoawUtMjdlCZakTvp96sTNKs9CqPS0NCY1KSmQ0szMuAfedumBkhLR+gmz+VWIzTU\n",
"68sQ7RBqKxCac6cxBCIzF1k3QiuN/jTWqQ3QNTRCYNJcbURCotrIudMTHYO9UUAtEjOajGA4AAAg\n",
"AElEQVS1yc6HumqkoozOTksT2JK1+kwNDQ2EwdDTiLhh5I2dWkrmlKW3pnsQZLXm3GkMQ2ZuyHW7\n",
"sqMdpAJma4wHpTFVmDTOHdCjmBmluruyw1A0U+tqP8URiWZISIDR1mtqKZkaGhr9Sc8KKTVTuuoR\n",
"Y6iyqzGGpGeD24X0D9IDrKYccgrHekQakwSRlYusCzEts7EeHFnafFUjZCafcxclURVZdgRRpKVk\n",
"nhIMs7oaKtLdhEjWnDsNDQ2V3nYII+KsV1UVNaYcwmAARyacMEmX3V5obdbS6DSGJjM35Jo72ViL\n",
"cGjRf43QmVTOnUiJnmKmLC9FFM2Iii2NiU1U6u6aXaA5dxoaGr2kZ6uKiCMgXQ0ILS1zyiKy8k6+\n",
"vtRWQUYOQq+l8WsMQaoD2lvVhYCRcGr1dhrhMamcu2ilZcpgECqOQ4Hm3J0SRCFyh9uppWVqaGj0\n",
"obZDCEEx09WgRnc0pibZ+XCCMIasKUdoKZkawyB0etVhawih7q6xXnPuNMJikjl3adFJy6yrBHsK\n",
"Isk8elsaE55hFc1CREvL1NDQGEBGFjQMH7mTUmppmVMckTNIZkhNBeRozcs1hkdVzBw5NVM667Q2\n",
"CBphMamcu2g1Mtfq7U4xsvKgrmp0iplaWqaGhkZ/UjOg1a22SRmK9hYwxalqzxpTk0EyQ2RNhRa5\n",
"0xiZrBAVM7U2CBphYhjNzoqicOutt5KSksKtt96Kx+Nh06ZNuFwuHA4HN910E0lJSdEaa/QEVcpK\n",
"Qau3O2UQiUmQZIGmxsjTozS1TA0NjX4IvV49J7ga1EnaYDgbtKjdVMeRBe4mpK8bYYpTH6vRGphr\n",
"hEBmLny0c9hNpLcLvJ1gSx6jQWlMBUYVuXvllVfIzc3tk2fdvHkzCxYs4Fe/+hXz5s1j8+bNURlk\n",
"H/YU8LSF1jh2GLTI3SlIdl7EdXfS74OuDrDYojwoDQ2NSc0IoirSWa+p3E1x+hQze5QPlbYW8Psh\n",
"OXWcR6Yx0RGZuciRFDOd9ZCWidBNqkQ7jXEm4m9LU1MTe/fu5dxzz1XrCoBdu3axevVqANasWcOH\n",
"H34YnVH2IHR6sKWAuyliG7Lbq16Mc4uiODKNic6oFDPdTWBL0U6uGhoaAxAZ2cjh6u5cWuTuVKB/\n",
"XXewqgxyCrSeZBojk6EuDkklOPQ2mlKmRgREPFt9+umn+dKXvoSu34S3tbUVu90OgM1mo7W1dfQj\n",
"PJGUNLX+KVIqjqknXqMxemPSmPiMRjFTS8nU0NAYjPSs4dshuOo1pcxTgX7XF6XyOCJXS8nUGBkR\n",
"nwBm67Aq8LKxTov+a4RNRM7d7t27sVqtFBUV9UXtTiRWq1aj7XUny0sRhVq93anGaCJ30u3SlDI1\n",
"NDROYqR2CNLZgNAid1Oe/teXYFUZZGvOnUaIZI4gqqKJqWhEQESCKocPH2b37t3s3bsXv99PV1cX\n",
"jz76KDabjZaWFux2O263G5vt5Bql/fv3s3///r77GzZswGKxhPzaXZk5iI424gfZx2QyjWiro+o4\n",
"xiVnYhpmu1DshMJUtRNNW2NlR86cS2t9DeakRDW9Nww73o52ZEY2CWGM81Q+1pPVTjRtaXbGztZ4\n",
"2gkWzcDjrB+wX387rU2NJBVORx/B+LRjPXnsBGfMoeMf/4XFYsFTXU7SqnUYRjmuifLeprqdaNqK\n",
"xE5nfhE6t3PAnLa/HU+zk7hV52Mcx3PIVDnWk8EOwLPPPtt3u6SkhJKSkrBtROTcXXPNNVxzzTUA\n",
"HDhwgBdeeIEbbriBZ555hm3btnHFFVewfft2li1bdtK+gw20vb095NdWzDaoPIZ/kH0sFsuItoJH\n",
"DhK85Gq6h9kuFDuhMFXtRNPWmNoxW2kvO4pIzw7LjlJfC1m5BMIY5yl/rCehnWja0uyMna3xtCPj\n",
"k5AtzbQ1NyGMpgF2pN+PbG2mwxSPiGB82rGePHZkogWl2UWby4lSVUZnsiOizzyaY9LsjL2tSOwo\n",
"KRlQMXBO299OsK4axWzDO47nkKlyrCeLnQ0bNozaTlQUInpTMK+44go+/fRTvv/977Nv3z6uuOKK\n",
"aJgf+Fqj6HUn29yq6uEwk3uNKUyEdXdaWqaGhsZgqO0QHKpwyok0NUJymrqNxpRGGAxq6tz+PYiE\n",
"RESSebyHpDFJEJk5QypmSr8f2tzqOUZDIwxG1ecOYO7cucydOxcAs9nMHXfcMepBDUuKI3JBlbKj\n",
"UDhDUz08RRHZ+ciaSsSiFeHt2OzUBFU0NDQGJyMbGmohK2/g45pS5imFyM5Hfvg2+rxiBlci0NAY\n",
"hKxcqBuiHYKrAVLStQUijbCZfF5OTyPzoYRchkOWHUYUav3tTlmy86FHrjos3E2gRe40NDQGQRVV\n",
"OVkxU7q0HnenFNl5yE8+QJ+vtVnSCANbCvh9yI5BUvoa6yBdO4dohM+kc+5EQiLo9dDpCXtfWXYE\n",
"Uaw5d6cqkShmSl83eLtUuWINDQ2NE0nPUidhJ+JsgDRtYnaqILLzwedDn1c83kPRmEQIIYZUzJTO\n",
"OoRDU8rUCJ9J59wBavRumL4ggyGlhPIjoLVBOHXJyoXGmuEbhp6IuwmSU7VUXg0NjUER6dmDtkOQ\n",
"rnotLfNUIisfAF2eFrnTCA+RmTt43Z0WudOIkMk5Y+1JzQyLxjqIT0DYkmMzJo0Jj4hPAIsdGutD\n",
"38ntguTU2A1KQ0NjctNbc3ciznqEQ3PuThnSsyCvCH2O1uNOI0wycwatu1Mjd5oAoEb4jFpQZTzo\n",
"bWQeTpt0WXYYirSo3SlPr2JmZk5Im8tmTSlTQ0NjGFIc0NaC9Pv62iFIKVUxBK3m7pRB6PXo7/wV\n",
"wmSC7u7xHo7GJEJk5aK8++aAxywWC/Ka6yCnABEXF5FdvV4fld5r0bITTVtTwU602ksMxqR07iKK\n",
"3JUdQRTNis14NCYNvXV3YskZoe3gdmlKmRoaGkMi9HpITQdnvbp4BD014QISNUl8DQ2NERik5k5K\n",
"iceRBT6f+qcxpYiWszwUkzQtMy38mruyUoQWudMIt9ed26UpZWpoaAxPehb0V8x01oMjo68HrIaG\n",
"hsaQOLKgqREZ8H/2mN8/9PYaGiMwKZ27cBuZS78fasohf1rsBqUxKRA54SlmammZGhoaIyEyspEN\n",
"n4mqSE0pU0NDI0SE0ahmpDn76QH4tdRejciZlM5d2GmZ1eXgyFIFNTRObTLzoLEOGQxRMdPdpKVl\n",
"amhoDM+J7RBc9QhNKVNDQyNUTmxm7tdSMTUiJ6KaO5/Px8aNG/H7/SiKwumnn86GDRvweDxs2rQJ\n",
"l8uFw+HgpptuIikpKdpjVps+etqQAT/CYBxxc1leiijW6u00UAuT7SnqRCwrd+QdtLRMDQ2NERDp\n",
"2Sh73vvsAWc95Gv9zjQ0NEJDZOYg66s/Ewr0+SDBNJ5Digm33normZmZ/OAHPxjvoVBVVcUZZ5xB\n",
"ZWUluinW7ioi585kMnHXXXcRFxdHMBjkzjvvZPHixezcuZMFCxawfv16Nm/ezObNm7n22mujPWa1\n",
"gN2WokZVQlEjKyuF6XOjPg6NSUpv3d0Izp3s7gZft9bAXENDY3hOqLmTrgZ0S84cxwFpaGhMKjJz\n",
"oXTfZ/f9PpiAyWYzZszoqyXu7OwkLi4OvV6PEIIHH3yQK664Ytj9H3jggb7b7777LjfeeCO7du3q\n",
"e+yRRx6hvLycRx99NDZv4BQhYlc1rkeaNRAIEAgEEEKwa9cuVq9eDcCaNWv48MMPozPKwUhJg2ZX\n",
"SJuqYiozYzcWjUmFyM4Lre6up8edJoqgoaExLCkOaGtF+nrqZLQ2CBoaGmGgNjLvp5g5QRUyjxw5\n",
"QmlpKaWlpeTm5vL0009TWlrK4cOHR3TsxoJgqCU3USYQCIzL6w5FxM6doij8+Mc/5pvf/CYLFy5k\n",
"+vTptLa2YrfbAbDZbLS2tkZtoCfS2+tuJGSnR43w9UpUa2iEqpippWRqaGiEgNDrIS0dnA1qPa/b\n",
"BamO8R6WhobGZCEzB+qrkVIiFWVS1dx5vV6mTZuG2+0G4Fe/+hUFBQV0dHQA8NBDD3HXXXcB8IMf\n",
"/ICHHnqIrq4uvvzlL9PQ0MDMmTOZNWsWmzdv5rHHHuPFF19k5syZrFu3DoC2tjZuvvlmlixZwtKl\n",
"S3nooYdQFAWAv/71r6xfv56NGzcyb948fvGLX5w0vr1793LRRRcxe/ZsFi1axN133z3g+b///e8s\n",
"X76c+fPn8+tf/3rAfpdddhlz585lyZIl3H777fj7qZjm5uby1FNPcdZZZ3H22WcD8Nprr3H++ecz\n",
"d+5c1q9fz8GDB6N1mMMiYudOp9Px8MMP8/jjj3PkyBEqKwdOlmMe7QhVVKX8KOQXqxdfDQ0+63U3\n",
"EppSpoaGRsikZ0NjLUpTI1jtIdWDa2hoaAAIsxUMRmh1I1uaYBLVgMXHx7No0SLee0+tO37//ffJ\n",
"zc3lgw8+6Lt/5plqmroQAiEECQkJPPPMM2RkZAyI/N1www1cfvnllJaWsmXLFgBuuukmjEYj77zz\n",
"Dlu2bOGtt97iz3/+c9/rf/TRRxQWFvLJJ59www03nDS+O++8k29+85scOnSI9957j8suu2zA8x9+\n",
"+CE7duzgr3/9K7/85S85evQoAAaDgXvuuYd9+/bxwgsv8Pbbb/P0008P2HfLli288sorbN26lX37\n",
"9vGj/8/eecdHVeX9/z0zKZNJ7z0ESIE0Qk3oqIiICOgq9rbq7uquZd3f+rx0H9zVrSqIuBb22Uex\n",
"oLiKCNIMNaEmkEo66b1nJr3OzO8Pnns3QEhmkhjAPe/Xy5dk5t7PfO+5p5/v+Z7/9/948803yc7O\n",
"5sEHH+Sxxx6j9yqswo76EHONRkN4eDgZGRk4Ojqi0+lwcnJCq9Xi6Oh42fXZ2dlkZ2fLf69du3ZE\n",
"h/n1+PijLy1AM+BeKyury7S6q8swhkRgY8ZvDKYzEn6sOmOpdTV0jMFTaWmoxc7GBoXFxUVgoE53\n",
"ZxtGT2+z8s5I7BkvLaEzflpCZ/y0rhWdLr8JKFqaUTU3oPL0HbVNIq2vP52x1BI646Mzllqj1Wnz\n",
"nYC6tRlldztcZ9HdY2NjSUxM5JZbbiEvL49nnnmGxMRE5s6dS0ZGBjExMfK1RqPxov8PxGg0XvR5\n",
"Q0MDR48eJScnB7VajY2NDU888QSff/45Dz74IACenp48+uijwIWB5qVYWVlRUlJCc3MzLi4uzJgx\n",
"46LvX3jhBaytrQkLCyMsLIzs7GyCgoKIjIyUr/Hz8+OBBx4gMTGRJ554Qv78V7/6lTzW2bp1Kw8+\n",
"+CDR0dEA3H333fz9738nNTWV2NjYi35TpVJdMa989dVX8r/Dw8MJDw8f9LqhGNHgrrW1FZVKha2t\n",
"Lb29vWRmZrJ69WpmzZpFfHw8a9asISEhgdmzZ19272CGtrW1mW2D0dYeQ20V+gH32tvbX6alz8tE\n",
"EbOEfjN+YzCdkfBj1RlLraum4+xGW1E+ikvcdQfqGGqrwH+iWXlnxPaMg5bQGT8toTN+WteKjsHJ\n",
"DSpKUNjaYXBxG7VNIq2vP52x1BI646MzllqjrkPcvegsPo/azh6rKVFDXqt/ctWIf2cgqn9+NyY6\n",
"sbGxvPrqq2RmZjJlyhQWLlzIb37zG5YsWcLEiRPlLVvmUllZSV9f30UDMoPBgK+vr/y3j4/PkBrr\n",
"169n/fr1LF68mICAAH7961+zdOlS+XsPDw/532q1mq6uLgCKiorkZ+rq6qK/v59p06ZdpD3wt6uq\n",
"qti+fTtbtmyRP+vr66Ouru4ym/R6/aB5xd7enrVr1w75PKYwosGdTqfjvffew2AwYDAYmDdvHjNm\n",
"zCAkJISNGzdy9OhR+SiEHwwX92EDqhiNRig5j+LeJ384OwTXJ9K+uyH2YhqbG1FGzRlHowQCwfWK\n",
"wtMbQ8pJDM6u4gBzgUBgPl5+UFuFwc4eomYNeelYDcrGilmzZlFcXMz+/fuZO3cuwcHBVFVVceTI\n",
"EebOnXvRtdK2rcG2b116JIGPjw9WVlZkZWVd8biC4baBTZw4kffeew+AvXv38vOf/5ysrKwh7wF4\n",
"6aWXiIqKYvPmzWg0Gv75z3+yb9++K/62j48Pzz77LM8+++yw2j80IxrcBQQE8Prrr1/2uZ2dHevW\n",
"rRu1USbxf3vujEbjlV+sthGMRnD1GPx7wX8s0r67IauE/4uWKRAIBMPi4QP1NRhc3CB8xvDXCwQC\n",
"wQAU3n4YstMwODiA5fV1xp2NjQ2RkZF88sknfPbZZ8CFAd9nn33Ghg0b5OsGul26u7uj1Wppa2uT\n",
"XRTd3Nw4duyY3Lf39PRk8eLF/OEPf+DFF19Eo9FQXl5ObW3tZa6OV+Kbb75hyZIluLq6yr9jyrl2\n",
"nZ2d2NraYmNjQ2FhIZ9++ilubleOw/DAAw/w+OOPs3DhQqKjo+nq6uLUqVPMnTv3hznzewiunx2b\n",
"l6Cw0YBSBZ3tV76o5DxMDBGh7AWX4+OPsWqYoCraxgtHbggEAsFwuLhBWwv6ylIUbp5X2xqBQHC9\n",
"4eUHtZUY6qqvu8EdXHDN7O/vl/eczZ07l46OjosGYVJAFYCgoCDWrFnD3LlzCQ8Pp76+npUrVwIQ\n",
"ERHBrbfeClyIvtnX18eSJUsIDw/n5z//OfX19ZfpXYn4+HhuvPFGQkJCePXVV/nggw/k49yGunfd\n",
"unXs3LmT0NBQXnzxRVavXn3R9ZfeGxUVxZtvvsl///d/Ex4ezoIFC9i+fbtJaTfWKIyD7WgcZ6qr\n",
"q4e/aBD0rz6L8rHnUQRMAi73dzZs3wJqG5Qr7zVL91rxv75WdcZS62rpGCtLMPzjTVR/fH9QHWN3\n",
"F4bfPITy3a9HNDkg0vr60xlLLaEzflrXko5+3dNQW4lywycoHJyvuj1jrSV0xk9L6IyPzlhqjVbH\n",
"aNBj+NU9oFTi+NFu2ju7Rm2T4NrkSnlluP2DpnLdrtwBwx6HYCwpQDExdBwNElw3ePpBYx3GAWeW\n",
"XIS2CZzcxKqvQCAwHU8fsFaD/ciCBwgEgv9cFEoVeHijsLBEoRp1MHvBfzDX9eBuqIPMjQY9lBVB\n",
"YNA4WyW4HlBYWl44dLiuavALtA3CJVMgEJiFwt0bpYe3mBQSCAQjQuHlh9JzbFZvBP+5XNeDuyFX\n",
"7qorwNEZhe3YnIMi+BEyxGHmRm2TOMBcIBCYh6cPSg/vq22FQCC4XvH2Q+nlO/x1AsEQXN/rvi5u\n",
"UFE86FfGkvMoJgaPs0GC6wmFdBzCYDQ3ghjcCQQCM1DELMZm9nw6r7YhAoHgukQx9wasueqhMATX\n",
"Odf1yp3C1R1jU/3gX5YWgNhvJxiKIVbuRKRMgUBgLgobDSox6y4QCEaIwsMHi8lTrrYZguuc63pw\n",
"N5Rbpli5EwzHhZW7ikG/M2obUYgz7gQCgUAgEAgE1xHX9+DO0QXaWjH2Xxzx0NjTcyFQhv/Eq2SY\n",
"4LrA0wea6jH29V7+XbNYuRMIBAKBQCAQXF9c14M7hUoFjs4XwtYPpLwIvANQXIeHQArGD4WFJbh7\n",
"Qe0gETO1jeDsPv5GCQQCgUAgEAgEI2REAVUaGxt57733aGlpQaFQcNNNN7FixQra29vZuHEjjY2N\n",
"uLu78+tf/xpbW9uxtvliXN0vrLK4e8kfGUvOo5gU8sP+ruDHgY8/xupyFANWeY1dnaDXg+YHzrsC\n",
"gUAgEAgEglERExPD+vXrWbhw4dU25ZpgRCt3FhYWPPLII7z11lv8+c9/Ji4ujsrKSnbu3ElUVBSb\n",
"Nm0iIiKCnTt3jrW9lzHoWXcl5yFQDO4EwzNoxMz/C6YizqoSCAQCgUAguMADDzzA+vXrL/s8Li6O\n",
"6dOnYzAYrnjvqVOnmDVr1g9il0KhEH22AYxocOfk5ERgYCAAarUaX19fmpubSU5OZvHixQAsWbKE\n",
"s2fPjpmhV2SQoCoXgqmIwZ1geBSDRczUNoljEAQCgUAgEAgGsHbtWnbs2HHZ59u3b+fOO+9Eqbyu\n",
"d3thNBoxGq//oyhG/Rbq6+spLS0lODiYlpYWnJycAHB0dKSlpWXUBg7LJYM7Y6sOOjsuBMsQCIZj\n",
"kJU7Y3ODOMBcIBAIBAKBYADLli1Dq9WSlJQkf6bT6Thy5Ah33XUXPT09vPLKK8ycOZOZM2fy+9//\n",
"nt7eXjo7O3nooYeoq6sjJCSE0NBQ6uvrMRqNvPvuu8yfP5+IiAh+8YtfoNPpBv3t5uZmHn74YcLC\n",
"wggPD+fOO++86PusrCyWLl3K1KlTeeqpp+jp6QGgpaWFhx9+mKioKMLDw3nkkUeoqamR77vrrrt4\n",
"/fXXWb16NUFBQZSXl1NYWMi9995LeHg4ixYtYvfu3T9Aav5wjGpw193dzYYNG3j00UexsbG56Lvx\n",
"Wh5VuF7illlaAIFBKK7z2QPBOOHhA9omjL09//5MnHEnEAgEAoFAcBE2NjbcfvvtbN++Xf5s9+7d\n",
"BAUFMXXqVN555x3S09M5ePAgBw8eJD09nU2bNqHRaNi6dSuenp6cP3+e/Px8PDw8+PDDDzlw4ADf\n",
"fPMNaWlpODo68rvf/W7Q3/7HP/6Bj48PmZmZnDt3jpdeekn+zmg0smfPHr744gtOnz5Nbm4uX331\n",
"FQAGg4H77ruPM2fOcObMGdRqNf/93/99kfaOHTtYv349BQUFODs7c++993LnnXeSmZnJ+++/z8sv\n",
"v0xBQcEPkKI/DCMKqALQ39/Phg0bWLRoEXPmzAEurNbpdDqcnJzQarU4Ojpedl92djbZ2dny32vX\n",
"rsXe3n6kZqD3D6RD24S9vT1WVlZYVpVCaAQ2o9C0srIalU0/dp2x1LoWdFo9fdC0arGYGHwhD7W3\n",
"ogqaivU1kIfGUkvojJ+W0Bk/LaEzflpCZ/y0hM746Iyl1ljq6PX6Uev8UNx999088sgj/PnPf8bK\n",
"yort27dz9913A7Bz507+9Kc/4eLiAsALL7zAf/3Xf/Hb3/52UHfHrVu38qc//QkvLy/5+piYGP7+\n",
"979f5uJpaWlJfX09FRUVBAYGMnv2bPk7hULB448/joeHBwA333yzPNZwdnbm1ltvla995plnuOee\n",
"ey7SXrt2LcHBF87GPnr0KAEBAaxduxaAiIgIbr31Vvbs2cOvf/3rkSfcAFQq1RXzijQoBQgPDyc8\n",
"PNxs/REN7oxGI5s3b8bX15fbbrtN/nzWrFnEx8ezZs0aEhISLkr4oQxta2sbiRkXbLHWYGiso7W1\n",
"FQcHB3rys1AuuZX+UWja29uPyqYfu85Yal0LOkYvPzoKc1G6eWFvb09vXQ3KyNn0XgN5aCy1hM74\n",
"aQmd8dMSOuOnJXTGT0vojI/OWGqNpc5wrP48b9S/A7DrgSlm3zN79mycnZ3Zv38/06ZNIyMjg48+\n",
"+giA2tpa/Pz85Gt9fX2pq6u7olZFRQVPPPHERQM5lUpFQ0MDnp6eF1371FNPsWHDBu6//37gQnCX\n",
"X/7yl/L37u7/Pr5KrVZTW1sLQFdXF7///e9JSEiQt4t1dHRgNBplL0Mfn39v5aqqqiItLY2wsDD5\n",
"s/7+fu666y4TU2h49Hr9oHnF3t5eHlSOhhEN7vLz8zl+/DgBAQG8+OKLANx///2sWbOGjRs3cvTo\n",
"UfkohB8ahY0GlCrobMdobw8lBfDocz/47wp+RFy67064ZQoEAoFAILhGGcmgbCy566672L59O0VF\n",
"RSxZsgRXV1cAvLy8qKiokFfBqqqq5EHaYNu1fH19eeutt0yKomlra8srr7zCK6+8Qn5+PmvXriU6\n",
"Opr58+cPed/mzZspLi5m7969uLm5kZWVxfLlyy8a3A20zdfXl9jYWLZt22ZaYlyDjGhwN2XKFP71\n",
"r38N+t26detGZdCIcHGDpgYMGEGtRuHkMv42CK5bFD4BGE4f+fcH2kYRLVMgEAgEAoFgEO6++242\n",
"bdpEbm4ur776qvz56tWr2bRpE9HR0QBs3LiRn/zkJ8CFlTWtVktbW5u8OvnQQw/xt7/9jU2bNuHr\n",
"60tTUxMpKSksW7bsst88dOgQkydPJjAwEDs7O1QqlUnROTs7O7GxscHe3h6tVsvGjRsvu2agy+jS\n",
"pUv5y1/+wjfffMOqVauAC1vK7OzsCAoKMiOVrh4/jqgjrh7Q3IC+MEecbycwnwErd8bOdjACNpqr\n",
"a5NAIBAIBALBNYifnx+zZs2iq6vrooHYc889x7Rp01i6dClLly4lKiqK55674E0XFBTEmjVrmDt3\n",
"LuHh4dTX1/PEE0+wbNky7rvvPkJDQ1m1ahVpaWmD/mZJSQn33XcfISEhrF69mkceeYS5c+cOeu3A\n",
"c++eeOIJurq6iIyMZPXq1dxwww2XrSIO/NvW1pYvvviCXbt2MXPmTKZPn85f//pXent7R5Vm44nC\n",
"eA0c6FBdXT2q+w2fbwZvPyy1jfTZ2qNc/pNR6V2L/tfXks5Yal0LOka9HsMz96Dc+Dm2XW20vfV7\n",
"VK+9d9Xs+aG0hM74aQmd8dMSOuOnJXTGT0vojI/OWGqN9Z67sXo+wbXHlfLKwL1/o+HHsXL3f2fd\n",
"6YvyxOHlArNRqFTg4Q21FRiaGsDZ9WqbJBAIBAKBQCAQmM2Ij0K4pnBxw1iSj768GOWE68MfVnBt\n",
"ofAJwFhVjsFCJQ4wFwgEAoFAIBBcl/woBncKV3eMORkoPbxRqG2Gv0EguJT/23dnsLMTkTIFAoFA\n",
"IBAIBNclPx63zJ4uLCZf3dCwgusXhU8AxupyjE31IlKmQCAQCAQCgeC65McxuHN0AaUSVdDUq22J\n",
"4HpFWrlrahBumQKBQCAQCASC65Ifh1umSgVuXliEhHP9BCoVXFN4eEGbDn2VEYVwyxQIBAKBQCAQ\n",
"XIf8OFbuAOW6t1AFTLraZgiuUxRKFXj4YmxuEG6ZAoFAIBAIBILrkh/Fyh2AQi0OnRaMDoVPAMam\n",
"ehTiAHOBQCAQCARXEem8u5GiUqnQ6/WjtmOsdMZS68eqM1aMeHD3/vvvk5aWhoODAxs2bACgvb2d\n",
"jRs30tjYiLu7O7/+9a+xtbUdM2MFgh8UH3+U1WVX2wqBQCAQCAT/wVxrh6r/mCv5yyoAACAASURB\n",
"VA+Mv5Z0xooRu2XecMMNvPzyyxd9tnPnTqKioti0aRMRERHs3Llz1AYKBOOFYmIwKp+Aq22GQCAQ\n",
"CAQCgUAwIkY8uJs6deplq3LJycksXrwYgCVLlnD27NnRWScQjCOKsOnYvvDq1TZDIBAIBAKBQCAY\n",
"EWMaUKWlpQUnJycAHB0daWlpGUt5gUAgEAgEAoFAIBBcgR8sWqZCofihpAUCgUAgEAgEAoFAcAlj\n",
"Gi3T0dERnU6Hk5MTWq0WR0fHy67Jzs4mOztb/nvt2rX4+PiMmQ2jjS4kdMZfS+iMn5bQGT8toTN+\n",
"WkJn/LSEzvhpCZ3x0RlLLaEzflo/Vp2vvvpK/nd4eDjh4eFma4zpyt2sWbOIj48HICEhgdmzZ192\n",
"TXh4OGvXrpX/G/gQo2WstITO+GkJnfHTEjrjpyV0xk9L6IyfltAZPy2hMz46Y6kldMZP68esM3CM\n",
"NJKBHYxi5e7tt98mNzeX1tZWnnrqKdauXcuaNWvYuHEjR48elY9CEAgEAoFAIBAIBALBD8+IB3fP\n",
"P//8oJ+vW7duxMYIBAKBQCAQCAQCgWBkqP7whz/84Wob4eHhcc1pCZ3x0xI646cldMZPS+iMn5bQ\n",
"GT8toTN+WkJnfHTGUkvojJ+W0LkyCqPRaBwDWwQCgUAgEAgEAoFAcBX5wY5CEAgEAoFAIBAIBALB\n",
"+CEGd9chBoMBseA6tnR2do65pnhH/7mM1btvaWkZE50fgtE+oygfAsH4c62WW6PRiMFgGNF9PzbG\n",
"6pmMRuOPMn3+Exjtu7sm9twNxGAwXHMHoBuNxjGzaSy0FAqFrDEaPSnjXGvpfTU4dOgQCoWC6upq\n",
"MjMzsbOzw9bWdlSaY5Wu/f39Y6o3FvT391+UD8eKa6H8j1V5b2howNraGqVyZHNozc3NfPLJJxQV\n",
"FdHc3IxCocDKygpLS8tR2zYWjLYOKigoIDU1FS8vL7KysnB0dDT72QoLC+nu7kalUtHV1YW1tbXZ\n",
"dvxQ9PX1oVQq6e7uxmg0olKprrZJo0Yqn0VFRXR3d2Nvby9PNo5luR1rvZH8tl6vp729Hb1eT1dX\n",
"FwqFwux3eDWf40oMtMfU+nbgcwy8fiyf79L2xFTbCgoKePnllykqKqKrqwuNRoOdnd2o7ens7MRg\n",
"MNDV1YXRaMTCwrz4g6NJG4VCId8vDXhHojXSNB2M66GM/xB10dXi0n6+uf31a2ZwJ3VgR9oRupSR\n",
"FggpY/T392MwGFAqlSPKKFIhamlpQaFQyBXDSDtEBoOB/Px8vvzySwoLC2lvb8fV1RUrK6sR2SX9\n",
"/lgUgry8PAA0Go3Zduh0OjIyMqipqaGrqwulUimn+Uhs6+npkXXMaYjd3d3x8vIiLy+P9PR0kpOT\n",
"SUpKorKykvb2djw9PU3WMxgMFBQUsHv3blpbW1EqlTg6Opr9LHChgdmyZQvTpk1DpVJRXl5ORUWF\n",
"WRtupXet0+koLCykra2Nnp4euSM9XJmT3lVJSQm7du0iLi6OpqYmOjo65DJibj6U7MrOzsbFxUW2\n",
"wdx3LtmWmJjItm3bCAgIwNHRcVQNIkBXVxdFRUU0NDTQ19eHjY2Nyel09uxZkpKSOHr0KM7Oznh4\n",
"eNDa2oqlpaVZ9nR3d2NjY0Nvby8pKSlkZGRQVFRESUkJbW1tWFhYjKoT09PTQ05ODq6uriiVSnp6\n",
"eujv7x+yEyM9Y3Z2Nt9//z0VFRV0dXXJjao5z2g0GvH19aWuro4dO3aQmppKWloajY2NGI1GXFxc\n",
"htXKzMzEz8+PvLw8Tpw4QV1dHS0tLRgMBqysrEzqkEnlo7e3l7KyMk6ePElRUREtLS3Y2NhgY2Nj\n",
"0vPAv9OnvLycnTt3yoPz+vp62TvAlINuJZu6u7spLS2ltbWVzs5OVCqVXEeOFMnG1tZWsrOzKSoq\n",
"Qq1WmzSZJb2P48ePc/LkSYKDg7G1tR1RORvY1p4+fZry8nJ6enpwdXU1S0+v16PT6VCr1WPSnkl2\n",
"xcfHs2fPHr744gsqKiooKyujvb0dW1tbk/OEQqGgtLSUgoICampqaG1tlfPkcHmzvb2dpqYm1Go1\n",
"KpVqRJ1W6Z6+vj5qamqIj4+X6yJT35uk0dbWxrlz5ygpKcFoNGJvbz8m+bCtrY2kpCS2bdtGS0sL\n",
"1tbWODk5mfysDg4OzJ49m+bmZg4fPsyxY8dISEigrKyM3t5eXFxcTJ40kmwqKCiQy29+fj5VVVXo\n",
"dDqT23Ipzerr6ykqKqKqqgqtVotCoUCpVA757g8cOICrqys2NjZm90El+7u7u8nOzmb//v20tbXh\n",
"6Og44vIhPUtXVxcNDQ1jdlC3VPbHoh8qTaSNtL8uYTQaqampYefOnTQ0NKBUKnFycjJbQxqUSxOP\n",
"5rSJUl9tw4YN6PV6HBwc0Gg0ZqfTVR3cSQ/S3t7Onj17ePfdd0lMTKSsrEzuUJlaiUodoIGV1kg6\n",
"ikqlkvT0dDIyMjh+/Djnz5+ns7MThUJhVqaWnu3TTz+lrq6O0NBQMjMzycrKws7OzuRO2cAO48GD\n",
"BwkMDOTEiRNUVFTwr3/9i/z8fObPn2+yXQqFgsrKSg4fPsz+/fuprq7GyckJe3t7sxuPlpYW1Go1\n",
"H330EXPnzsXKykq2t66uDrVafcXKX/qtzZs309rayrZt2ygvL+f48eNUVVUREBBg0mBx4O/t3LmT\n",
"Q4cOUVJSQkNDA+3t7fT09AxbOLu7u9Hr9djY2BAYGEhMTAwTJ07EwcGBlpYWMjIyiI6OHnZVQLIl\n",
"ISGBhIQELCwsqKmpYf/+/ZSWljJjxgyzK+mUlBSKiopYuHAhx44d45NPPqGvrw97e3tcXFxM0pIq\n",
"ms2bN5Obm8v27dupqKggOTmZzs5O/P39h2xspHf19ttvs3jxYs6cOUNHRwcnTpzg5MmThIWF4erq\n",
"apItA58tLy+PgwcPMm/ePJqamvjwww+pqalh0qRJJg+kpYkKR0dHamtrKS4uxtPTE3t7+4smMcyx\n",
"Kzc3l23btpGZmUl2djbV1dXk5uai0+kIDAwc1p7Nmzcze/ZsTp48yeLFi3FycmL37t24u7ubtRps\n",
"Y2ODn58fJ06cwN3dnalTp+Ln50dGRgapqal4enri7+8/ookihULByZMnSUhIYOHCheTl5fHdd9/R\n",
"0NBASEjIkM8HsH79ejw9PWlubiYnJ4esrCxycnIICQkxuc7WaDTY2Nhgb2/PrFmz8PPzw8bGhpqa\n",
"GhISEnBycsLb23vI5/Pz88PW1pasrCwsLS3RarVUV1dTVlZGbm4u/v7+w9oj6Z86dYrDhw/T2tpK\n",
"QUEBTU1NHDt2jPr6epMPkpW0PvvsMyIjI1Gr1eh0OlpbW9mxYwd+fn5MmjTJZJ0vvviCjIwMtm7d\n",
"SmlpKWlpaTQ0NODu7m7WZNpg2v/7v/9LQ0MDX3/9NfPnz8fFxYWcnBwcHR2HLX8hISFotVo+/vhj\n",
"dDodEyZMwNra2uy8KJWXiooKioqKyMrKYv/+/UyaNAlnZ+ch7x1Yj+zatYuYmBh6e3tRqVSjWqGQ\n",
"7tu0aRO/+93vSE5OJjw8nPz8fI4dO0ZMTMywbcrACbGvvvqK/Px8Tp06hVarJSkpie7uboKCgga9\n",
"p7i4mC+++ILExEQaGxtpaGgYto6+EtL7+O6778jKyqKiooLMzEySk5M5duwYgEl1WkdHB6+++iq9\n",
"vb20traSmZlJamoq+fn5TJkyZUSr0gPLioWFBU1NTZw9e5YDBw7w5ZdfYmtrS3Bw8LA6CoUCBwcH\n",
"kpKSmD59OrfeeivR0dGkp6dz4MABPDw8mDBhglk2ffLJJyxcuBC1Wo3BYKC/v59vv/2WCRMmMHHi\n",
"RJNsAnjvvfeoqKhg3759dHR0cObMGerr6wkICLioPzFwMPjNN9+wfPlytFotb7zxBnFxcYSHh5s1\n",
"KbRz507OnDmDp6cn6enp7Nmzh3379mE0Goes3wdDr9ejVCpJSkri+PHjzJo1i/7+fpRKpfx/Uxg4\n",
"cP722285ePAgTU1N8gqpSqUya5J44EBox44dfPDBBxw7dozGxkY0Go3J/aOBtqWnp7N7927s7OyI\n",
"i4sjNTWVPXv2UFlZycyZM03SSE5O5n//9385fvw4zc3NtLa20tPTg5WV1bDPJz1TZWUlx48fJycn\n",
"h927dxMXF0dNTQ0WFha4ubmZlOZXdc+dtMx48uRJ2tvbefLJJ9Hr9RgMBjZs2MDHH39skk5nZyf/\n",
"8z//w6lTp3jmmWd45JFHePPNN0lISDDLZ1WpVGIwGNi2bRuWlpakp6cDsGvXLj766COamppM1pIK\n",
"d1FREfPmzaOyspLdu3eTkJDA1q1baW5uNlkLIC0tjUWLFmFpaclNN93Ea6+9RkxMDDExMSbdL6WD\n",
"Vqvlgw8+ACAmJgatVsu3335Le3u7WY1hb28vZ8+e5bXXXuP8+fOcO3eOuro6OdN988039Pb2XvF+\n",
"pVJJe3s71dXV/PSnP8XPz4/nnnuO6dOnk5uba3Ihl55r3759ODk54eDgQGVlJTk5OWzevJnS0tKL\n",
"rhuM/Px8Tp8+TUVFBZs2bSItLQ0XFxfmzZvHPffcw3PPPYeDg4OJKQOpqaksWbKEJ598kl/+8pe8\n",
"9tpr9Pb2cv78eZM1JHuzsrIIDg4mKSmJoqIifvrTn2Jra0tiYqJJOtIKVlZWFgaDgRdeeIEJEybw\n",
"wAMP0NPTQ3Jy8rCDVqVSSV9fHz09PcyYMQMLCwteeuklXn/9dTw9PYfthF2JU6dOER4ejsFgYO/e\n",
"vVhaWlJcXCyvBJuK1Ljfe++9eHl58ec//5kdO3bIs4LmEh8fz8KFCwkJCcHd3R1/f3/S0tKG7cBI\n",
"jTPAnDlz0Gg0BAYGYjAYOH78uNmrbFIeSE9P54EHHuCmm24iNjaWJ598Ejc3t2E7ZcORmZnJvHnz\n",
"aG5u5tixY6hUKkpKSjh69OiQ9lRXV+Pm5sZDDz3Ez3/+c377299yxx13MHny5BGtUHd2dlJZWYm1\n",
"tTVRUVE8/PDDPPXUU8MOqAwGAxYWFlRWVtLU1MSqVau44447WLJkCZMmTcLOzs6sWdfExERWrVqF\n",
"u7s706ZNY/ny5VhYWDB58mSTNaT8VltbS1RUFLW1tTz22GO88MILzJs3D29vb5N0pLYoNTWV559/\n",
"Hn9/f37yk5/g4OBAfHz8qPZiKJVKWltbKS0t5YknnsDPz48JEybQ29vLhx9+aNL+Y6VSyYoVK1i3\n",
"bh0ajYa4uDjZddEU2y71Jnj++ed56aWX+O1vf8vixYs5deoUer1+WBsAJk2ahF6v59y5c1hZWdHS\n",
"0sKuXbv44osvTEuQS+yCC+/P2dkZhUJBT08Pa9asYd26dQQFBZn8DuFCnpo5cya33347oaGhrF69\n",
"Wl6FvRJbt24lNDSUZcuWERwcTGJiIp9//jnd3d1mP49ERkYGK1asQKVSsXLlSm6++WasrKxwd3cf\n",
"8j4pPQoLC/Hx8eFnP/sZN998M0uXLiUqKgo3N7cReW3Av8tKWVkZS5YsQaVS8ac//Yl33nmHuXPn\n",
"EhAQAPy7DbsSSqWS3t5ekpKSWL58OUFBQQQFBfHoo48yb948oqOjTbZJylNNTU0EBwdTVlbGgw8+\n",
"yFNPPcW8efPw9fUdVkOy9/z58+j1ep599llcXFxYs2YNKpWKioqKywZqUjqnpqYSFBSEQqFg7969\n",
"REdHs2jRIk6ePGmS/T09PQBUVFSwatUq1q5dy8svv8zrr7/OY489ZtLE0qWcO3eOd955h6+//loe\n",
"MEkTDXv27GHv3r1m6W3ZsoU5c+ZQXV1NQUEBH374IevXr5fbTlOR0uzIkSM0NTXx1ltvcccdd1Bf\n",
"X8+rr77KH//4x4uuM0UrNTWV2NhYXF1dWbZsGa+99hqTJk3C398fYNg6CS6MF2655RZWr16NUqnk\n",
"7NmzbNmyRe6LmmLH0aNHueuuu3j77bfZsmULa9asobCwkK1bt7Jnz55hdWAUh5iPJTk5Odx8883k\n",
"5uZyyy23sGTJElxcXEyaHVMqlWRkZGBhYcEdd9xBf38/9957L5s2bWLfvn0sXrzYJBskraysLDw9\n",
"PVmwYAFHjhzh3nvvRa1W09raatbqhLQiaWdnh0ql4ssvv+TGG28kNjaWF1980ey9IXq9nuDgYFJS\n",
"UuQZv46ODpM71lJjmpKSgo+PD3feeSdGo5E5c+bw5Zdf8u233/LQQw+ZbI+FhQWxsbHU19fT0tJC\n",
"Tk4OCQkJWFlZoVKpqKuru+LMspTW58+fJzAwkOrqatRqNW5ubqxYsYLy8nKTB1NSA1FZWcldd93F\n",
"xx9/zL333ktoaChvvfWW3NkcakZ52rRpREZGUl9fj6OjI99//z1ffPEFzs7O+Pn5ccstt5jUoEsN\n",
"g1qtpqSkhJCQEKysrLC1taWxsVF2PTYFaSAxf/58Tp8+zdmzZ1m5ciXh4eHExcUxb948k7Xgguts\n",
"WFgYycnJBAQEEBgYyO233865c+dMur+hoYHg4GDZ/amurg4rKyu6urqG7SBcipROFhYWtLW1sXXr\n",
"VjQaDQ8//DBbtmyRO8bDMfCd9vf3U1xcTFRUFC4uLvzzn/+ktraW1atXm9QgD7SrpaWFqVOnEh8f\n",
"z913383EiRM5f/68SXlSqVQSEhLChx9+KOe9oqIi2bXCHCRXwcjISD777DNuuukmfHx8cHZ2prS0\n",
"FE9PT/k6c5Ce083Njfb2dt5++20WLVrE0qVLefvtt684QJPSu7a2lqamJo4cOSJ38CZPnszkyZNN\n",
"HnRIdUBOTg579+6lpqZGdsebNWsWy5YtuygdhqKqqoquri7gwmrgxIkTTZpdl5DSw9LSEj8/P7Zv\n",
"3859991HYGAgCoXCrNVW6Z1FR0ejVCpRq9UkJyczZ84ciouLeeSRR4bVkNI5Pz8fPz8/eb9lREQE\n",
"YWFhbNiwwewydynV1dVMnjyZlJQUHBwcsLCwoLm5GSsrK5ycnAatLwd6tuh0OoxGI1lZWdTX11NV\n",
"VUVycjL333+/SWVXoq6uDicnJ3kwZW1tzaxZs/jb3/7Ggw8+OOS9p06dwtnZmYCAAGJjY8nIyKCi\n",
"ooJz584xceJEli5dana6SM9sMBhYvHgxbW1tuLi4yAPqzs5OkwYzkk59fT2xsbHEx8czY8YMAgMD\n",
"CQ8PH7RvI62EtLW1XWT7nDlz+P3vf09HRwdqtdqs55EGPiqVCm9vbxoaGggNDcXJyYmEhIRh60Zp\n",
"RaWxsVHud/j4+ODj44Nerx9yAnc4FAoFnZ2d2NvbY2Njg1arRafTMWnSJNra2uQybMoqhcFgICYm\n",
"hv3797Ns2TJ59TYjI4PHH3/cLLu6u7uZM2cOCoUCJycnDh8+zIwZMygsLDRLq7CwkMjISNLT0/H3\n",
"9ycgIICVK1dy5MiRy66VntHOzo709HRef/11JkyYwJo1a9i3bx/t7e3D/l5nZycffvghQUFBuLu7\n",
"U15ezoQJE1Cr1ajVambMmGF6IgwgMjKS/v5+ysrKSExM5OTJk3h7ezNjxgxSUlK46667TNJRKpV0\n",
"dHSgUCiIiopCrVbz4osvotPpePfdd+X+tbmr/729vcTExKDRaJg7dy5z584FkNsEU/Sk77VaLVOn\n",
"TuXLL79k6tSp2NnZoVar5cHdUHlRKmu2trbExsYCF/qWgMnurFK/Ly8vjxtuuEH2urrllluoqqoi\n",
"NjaW3bt3U1hYeNnK/2VaV9MtU0rQuro6IiIiyMvLQ6vVMmHCBHbu3MmcOXOG3FskvbS9e/cSFRVF\n",
"RUUFSqWSBQsWYGFhwZQpU0xejpfsKSoqwsvLi/b2drRaLXPmzKGjo4Pc3Fw505iKSqWSC1xoaCgr\n",
"VqwgLy+PnJwcbrnlFpNtApg6dapcSFNTU6mvr+fMmTPcfffdJg8UpeXetrY2pk+fjkKhkGfr+/v7\n",
"zWqUFYoLwR0iIyO55ZZbmDFjBhMnTsTJyQlbW1vmzZsndz6v9EwODg4EBgZibW1Nbm4u6enpnD59\n",
"WnbTMtWOvr4+ysrKCA8PJyMjA2dnZ/z9/dm5cye33nqr3KkeqoArFArs7OzkmbI5c+bg6OhIcXEx\n",
"vr6+ZnWm/P39SUxMpKGhAZ1Ox6FDh2hra2Pt2rUm3d/c3ExDQwOOjo64u7vj6OjIvHnzmDJlCvX1\n",
"9SQlJXHHHXeYtI9AemZ7e3v8/PzQ6/UkJyej1Wo5evQoERERQ87mSWXMxsaGWbNmYWVlRUdHB99+\n",
"+y1nzpwhICBgWHeFK+Hi4kJSUhK1tbU89NBDqFQqPv/8c9auXWvSQEiyTRqMt7S0cODAAdrb25k+\n",
"fTptbW2kp6cTEhJi8sBK8t338/OjsbGRnJwc7O3tiYuL4yc/+cmwZU2j0aBSqUhJSUGj0XD8+HGy\n",
"s7NZsmSJWXWRhEqlws3NjczMTEpKSti3bx+HDx9m2rRpREdHj9j9rKenB3t7e3JycggNDeWmm26i\n",
"u7ubXbt2cc899wzqAib9Tk1NDe3t7ZSXl1NcXExubi4lJSW4ubmZPBCS3t3XX39NaGgov/rVr4iN\n",
"jUWj0XDy5En8/PyGnbgauDeqoKAAlUqFo6Oj7JJvzn6g/v5+PDw8cHZ2xmAwsGfPHlpbWzl37hz3\n",
"33+/WXuTurq6iIqKwsrKCldXVxISEkhJScHd3Z2FCxcOqyP9lpQP1Wo1eXl5lJWVkZKSQnd3t9mT\n",
"O5fi5uZGd3c3e/fuld2gv/vuOwIDA4mMjJQHcoPZlZqaKgedioqKYuLEiaxZs4agoCDi4uLw8vIa\n",
"1iVK6rS4ubmh0+lIT09HrVaTn5/P999/T2hoKBEREVe8v7W1lcOHD1NXV0dJSQldXV2cOHGCyspK\n",
"Hn74YRYtWjSqgFj29vYEBgai0WjQaDQkJiZSVVXF3LlzzXLLmzRpEi4uLuj1er777jsaGxs5c+YM\n",
"t99++6CTRb29vVRXVxMfH4+zszNKpZK2tja5/hkJvb29+Pr6YmtrS0tLC2VlZeh0Ok6dOjWsppQH\n",
"Pv30U44cOUJSUhLt7e3Y29vj5OSEpaXlqAJYWFpayvvJDQYDZ8+eJScnh8rKSm677TaTtS0sLOQV\n",
"5B07dnDkyBHKysqIjo5m6tSpZtkk9R0tLS3x9PQkOTmZzMxMJkyYwJw5c4a9X7LX3d0db29vLCws\n",
"OHnyJBUVFSQmJhIaGnpF10hfX195L9ptt92GWq3mww8/ZMWKFcP2QfR6PS0tLVRWVlJeXk5BQQG1\n",
"tbW0tbXJg/SRBJxSqVT4+voSGRnJXXfdRUxMDJaWlhQWFjJ79mx5IGMKlZWVdHZ24uvrS3p6OpGR\n",
"kfT09HDmzBmWL18OmD5ZKV134sQJsrKyZBdaKfiN5CZuSjswsLza2dlhMBjkLVkHDhzgzjvvlN37\n",
"B7NPaodramo4duwYiYmJsheDnZ0d9vb2ZrlVS30He3t7XF1dKSwsZPv27Tz22GPs2bOHFStWDDvJ\n",
"dE0dYt7Y2Mg333xDX18fWq2W3/3udya9mMLCQtzc3Dh37hxZWVksWrSITz75hDvuuMPsRrClpUUO\n",
"xrFx40ba29vRaDQsWLCAG264wWSdgY3jwCAFkvvKmjVrhtVITExEo9EQEBBAZ2cnPj4+ABw7doyG\n",
"hgZmzpw5ItesN954g/LycoKDg/Hx8eH8+fPccccdhIWFma31wgsv4O7uzty5c5kxY4ZJqxvHjh1j\n",
"ypQpFw3cKyoqSEpKwsrKihkzZuDn5zesTk9PDyqV6qJCk5WVxZYtW7C0tMTd3Z3f/OY3QzYQAze/\n",
"lpeXk5ycTFRUlNl+6ZfS2NjIyZMnaWhoICAggClTpshuJsORkZFBZ2cnjo6OfPHFF9x4440EBQXJ\n",
"90t7bkZKUlISeXl5WFtbs3LlSpPcBb/++mt8fX3l8nT+/HnUajWurq6jjioq0djYyPfffz/sjL2E\n",
"VMZOnDiBo6Oj3CAPLG+bN2/GwcGB+++/32Q9CZ1Ox8cff0xTUxOxsbHcdtttJj9LbW0t+fn52NnZ\n",
"4enpKTfaI0Wn01FSUoKNjQ2WlpYEBASMqGMlpU1ycjIdHR0sXryY3t5erKysOH/+PGVlZdx8881D\n",
"akjp1NjYSGVlJTU1NVRWVnLnnXfi6upqlk2ffvopfn5+LF68WJ61/Mtf/sLixYuZP3/+oIOMSzlz\n",
"5gx5eXmUlJRgYWGBr68vfn5+LFq0yKRVloH26vV6jEYj+/fvp7a2lgULFpjcOZRs3bZtG8HBwcya\n",
"NYve3l66u7vp7OzEy8vLJJ3z58/Le9gGfnbixAmUSiUxMTFmd1gv5d1332X58uWkp6dTWFiIs7Mz\n",
"kyZNYvbs2Tg5OQ2b7h0dHYOW+5dffpmf/vSnw84qD0RyCy4uLsbBwYHg4GCioqKGHNwbDAZ58N3Y\n",
"2Ehvby9NTU3Y2dnJ5WPBggUm23Ap1dXV8juzsbGhpaXF5D08Un4qKCigubmZmJgYjEYjp0+fpqSk\n",
"hAkTJgxpm06n48CBA/JATyqnN954o9nPcWlZbG5u5qOPPsLW1paFCxcOOYC+9P6Ojg4yMzNJSkoi\n",
"KyuL3t5e/vnPf47ILXPr1q2sWLGCzs5OPDw8ZI0DBw6gVqsJDg7G29vbpPIvYTAY5MimNTU1cjAr\n",
"UxnoKtzU1ISnpycajYbW1lasrKzM8rzo7e0lISFBrkuzsrI4c+YMHh4eLFq0aMh+kjRQ6O/vR6/X\n",
"k5aWZvbCgtFopKqqiuzsbAoKCigrK2P+/Pkm9TsvtUWpVFJfX09ZWRnd3d3yark5W1Uu1ZQm0FJT\n",
"UwEIDg7moYceQq/Xm7V/s7OzkyNHjqDT6WhsbMTa2hoXFxf8/PxMjkWRmpoq97MlbwuAHTt20Nzc\n",
"zKxZs4iOjjapXWtqaiI7O5va2lo6Ozvp7u6mv7+f2NhYkxcs4MLq8cGDBzl69CidnZ1EREQQFRXF\n",
"lClTePvtt/nLX/4yrMZVG9wNnOWU9nA4OjrS1NREV1fXsJ37gdHEGhsb8fPzw2Aw8PXXX9PY2Iin\n",
"pyerVq0aUcWj0+nQaDT09fWRkpKCh4cHQUFBZm9ozsrKorS0lK6uLhwcYqNpLwAAIABJREFUHAgN\n",
"DcXf39/kWeXi4mLc3d1JSUnh8OHD8orU9OnT8fLyws7OzqQM19DQQFJSEv7+/vj6+uLm5kZ1dTVZ\n",
"WVlUVlayYsUKkzseEgM3fiYnJ5OSkiI3ztOnT+dnP/vZoPfpdDrefPNN2tvbcXBwwMvLi5kzZxIR\n",
"EWH2nqQdO3awYMECWltbUSgUeHp6YmdnJ+9psLe3x9bWdsgGQvru8OHDlJaWyhWi1ElcsWIFS5Ys\n",
"GdYWSaesrIzTp0+jVCrl1UypsjK3I67T6UhMTKS0tJSKigoMBgMuLi7cc889Jg0UJZva2to4e/Ys\n",
"vb29hIaGypE/TZ3FMxqNJCcnc/r0abq7u1myZAnTp08fUUh+yab8/HyysrLo7u7Gw8MDT09PXFxc\n",
"cHNzM8v1yGAw8Prrr8tudBLJycnMmDGD06dPyy4xpthVXV1NU1MTer0eFxcXfHx8ho1OKN3b2trK\n",
"gQMHyM/PZ86cOQQHB+Pl5WW2K5WE0Whkx44d5OTkEB4ejp+fH56enri6uo44SmZ2djbZ2dmcPn2a\n",
"G264gVWrVsnfpaWlYWFhQWRk5KC2SC6H5eXlpKamMnXqVCZNmoStra3ZjTJciAb4zjvvoNVqueGG\n",
"G3Bzc6OxsZFz587x9NNPD9l5kOxpbW1Fp9Ph4+ODSqWiqqqKc+fOUVZWxlNPPTWsDdK7S0lJobq6\n",
"mr6+PlxcXJg6dSr29vYjClpy6tQpsrOzeeyxx7CwsKC+vp7t27ezcuXKYfNhW1sbL7/8MkqlkgkT\n",
"JhAYGMj06dPlVd/RRCeU0qyxsZH333+fV155BbjQER3OxV9Kp9LSUjIyMkhOTmby5Mk8+uijNDY2\n",
"yu5LZWVlw65QS3ZUVVXxr3/9ixdeeEH+7kqDxivZ8/nnn8tlrbq6Wg6mM3HiRLPd0AbW4Z9++ik1\n",
"NTVoNBo8PDwICQkhJCTEpAnQpqYmXFxc+PTTT3F3d2fFihXypEpNTQ2Ojo6X5asPPviAJ598kpKS\n",
"ErmPUFFRgbW1NQ4ODiOKTCmlc2ZmJrm5ubS3txMWFmZyWyvd39PTQ11dHdXV1VhZWREeHo61tTV1\n",
"dXV4enqaNQCTyM3NZerUqaxfv56Kigo8PT2ZNm0aM2fOlPsiw+lK9nV0dLBt2zZ6e3uxs7PDwcGB\n",
"CRMm4OjoyMSJE82eVNu4cSOlpaUYjUa8vLxkD7Dp06cP+5ydnZ1YWFiQk5PD/v37eemll+Tn6Orq\n",
"oqur67JJgoFbgk6dOkVDQwO+vr74+Pjg5uaGv7+/SZO5kk57ezv19fVyf8HFxUWeZDJ3QCZprl+/\n",
"nq6uLpydnbG0tMTCwgJLS0uWLFliUl/k/fff5xe/+AUFBQWytxZciHdga2uLi4sLGo3GrLw08MgS\n",
"aYWuoqKCs2fPotFoWLFihUl62dnZ+Pj4kJKSQnx8PP7+/gQHBxMdHS2/q+F0/ud//ofHH3+cyspK\n",
"/P39USqVdHZ2Ul1dTWFhIRERESaPaQwGA2VlZVhbW+Pt7S0HtJEG2e3t7SbtnbxqbpnSg2zbto0j\n",
"R47wzTffcPr0aXnlbLjQ81JiJyYmcvz4cWbPni3vS/D39ycoKMjk6JYDz+7ZuXMnubm5nD9/npaW\n",
"Fvz8/MyKcjcwFPbWrVtxcnLi9OnTaDQaDh06RE5OjsnL2NIeBFdXVyIiInB0dESr1ZKamkpcXByh\n",
"oaEmBTAoLS0lNzeXxsZGUlJSKC0tRa/XM3XqVObOnYudnZ3ZFaC05CytmNx4443cdttt1NTUYDAY\n",
"mD179qD3qdVqbrrpJnx9feWZoLS0NL7++muOHz+OpaWlyftlbG1t8fLyYteuXRw5coTMzEzKy8vl\n",
"7yQf7qGebWB0qWXLltHb28ttt93GmjVrOHv2LF5eXoSGhpqUHv39/bzyyiuEhYXR1tbGwYMH+e67\n",
"7zhy5AixsbFmd/LVajVBQUFEREQwf/58pkyZQmdnp8mzZlIZ+eyzzyguLqaiooJTp06RmJhIdnY2\n",
"Tk5OuLm5DXm/NAHj4+PDrFmz6OzslCOSurm5mR0mGC6k1aZNmwgODmbPnj0olUri4+MpLS0lNDTU\n",
"rIGLQqGQ3Sajo6Npbm7mq6++Ii8vj/nz58tHI5iiA/Dmm2+Sl5dHY2MjJSUlFBQUyK65VxoMD8xD\n",
"NTU1REZGkp+fz9GjR9m/fz/d3d1mrbQMPG7g0KFDLF++nObmZrKzs0lNTaWkpGTErrBwYdLg3Llz\n",
"9PX1kZiYSGFhIX19fXz11VfMmTNn0L3FUl76+uuvqaiooLi4mISEBA4dOkR8fDy2trYmr0xLKBQK\n",
"vL29mThxIiUlJeTl5ZGXl0dAQAD9/f1yWPyh7s/KyuLgwYMUFBRQWlqKjY0NkZGRJq/aSI3pX//6\n",
"V1xdXVGr1TQ2NpKbm0taWhrBwcEmldv29nYaGhpQq9UEBASQmJhIe3s7Z8+e5dChQwQHB8tt1FBY\n",
"W1uzYsUKvL29SUlJobCwkISEBPbt20deXh5WVlYm7yG9FOkd5ubmcuLECYxGI66urvKep6GQ8vj2\n",
"7dvlDp69vT1hYWGcOHECrVaLn5+fSfWBpHXixAl6e3uZMWMG3d3dWFhYUFJSIu+ZGwopHb///nui\n",
"o6NxdHTE3t4eHx8fwsLC8PT0NLtNk+w6cOAA7u7uvPjii8yZMwe1Wk12djb19fUmDRgzMzPZuHEj\n",
"aWlp8plrGo0Ga2tr3n33XVQq1UUTUUajEScnJ1xdXXnttdc4cOCAHFTM1dV1VM/S2NjIX//6V2bM\n",
"mIGtrS35+fkkJCRw4sQJYmJihuxjSRq7du3iwIEDdHV10d7eTlJSEl5eXvK+u5FEypQGK/PmzWP6\n",
"9OnY2NhQUFBAXFwccXFx3HjjjcPqSvadPn2ac+fOccMNN2BjY0NnZyfFxcVotVqzo9wWFhaSlJTE\n",
"G2+8weLFi7G3t6ekpISzZ8+atHJaUVHBP/7xD3bv3o1arcbd3R1LS0s0Gg1Hjhzh8OHDl/X/pN9+\n",
"7733WLZsGenp6djY2JCdnU1ycjJhYWFDttOShjSwe//99+V6o7q6mrS0NOrr65k6darZg3Cpfjx8\n",
"+DCvvPIKc+bMwdfXF7VaTUtLC2FhYSbVHS4uLtjb2/Paa69x6NAhUlNTaWtrw8/PD39/f3mi2NR8\n",
"LtVl8fHx7Nu3j48//piEhAQcHR1ZtWrVRVFWh9N0c3NDo9Hg6OjIpEmTUCqVlJSUcPLkSQ4cOEBo\n",
"aOiQ/S3puAJnZ2f+8pe/cOjQIc6dO0d3d7e8GGNKf01K6z//+c9UVFTIEXYLCgqorKwkMDAQR0dH\n",
"k+NsXLWAKlI0sNOnT8vRG3NyckhNTeWrr75iwoQJV2zEjMZ/Hwi7YMECTpw4QU5ODmFhYVRUVLB/\n",
"/36CgoLMdmOIi4tDoVAQGRlJR0cH9fX15OTkEB0dbbaLx9mzZ5kzZw4BAQHU1NSwdu1aPvroI5NC\n",
"+16KpaWlHNwjNjaW3t5eqqqqTHJdBAgPDyc8PJzNmzej1WrR6/V0d3dz6NAhnJycuO2228xyo5EK\n",
"VnZ2NgqFAldXVzQaDQ4ODsPulenr68PS0pLDhw+zbNkyubEsLS1ly5YtZkUECwgIwGg08tOf/pTu\n",
"7m6KiorkDnFHRwfr1q0bduV2YHQsPz8/vvzyS6ZPn05AQAATJ040qRPd09ODtbU1xcXFBAYGsnLl\n",
"Svk7nU5HQUGByTNmUkXf2dnJiRMnOHPmDCEhIfj4+LBgwQKzol1JZaS8vJx169bJFWhxcTGJiYkm\n",
"V/RxcXEcO3aMyZMnExERQVBQEPv27cPKysqkABGXPlt9fT0KhYJly5Zx6NAhnnvuOZKSkjhw4IDJ\n",
"rk/79u2TA1dER0dTVFTE1q1b0el0BAUFceuttwLDz7gNtKuqqgobGxteeuklWlpaqKqqory8nPr6\n",
"epMGnA0NDdx+++1MmjRJ3j9QXFw84siGZWVlLFy48KJN4rW1tWi1WpOf7VI8PDwIDQ1l9uzZrFmz\n",
"hrKyMnm2c+LEiVesn6QGMjc3l1/+8pds3bqVZ555hq6uLvbu3SunjznpbWlpiUqlwtnZmYcfflgO\n",
"spSTk8OZM2eIjIwc1p7AwEA5jLpOp2P79u1YWVlxzz33DFunSbaWl5cTHR3Nww8/TH9/Pzqdjrq6\n",
"OrRarcnRP8+cOcP+/fsJCAggPDwcHx8fDh48SGRkJI899pjsUj8cUv2YlpbGsmXLWLRoEXDBdeiz\n",
"zz6joKDgihNnQzGwzXRwcGDatGmkpaWRmZkpT4TdfPPNV3Rjk9Jbiti7ceNGef9RamqqvJfQnM5+\n",
"eXm5PHEmDaCTkpKGHUxL+ae5uRm9Xi+7+Lm5ueHg4ICdnd2oVjj1er3s8eHk5MT8+fPNOm4oJiaG\n",
"yMhIPv30U1xcXGRvIi8vL5RKJdOnT7/oeoVCIefzd955R558SU9PZ9euXXh7e7Nu3boRPUt9fT2L\n",
"Fi2SJy57e3vRarW0tbWZ3DYePXqUN954A6VSiU6n4+jRo3zzzTc8/vjjI/IgGLhC0dbWhpeXF15e\n",
"XrKHTHV1NRYWFibXb21tbaxZs0aOitnd3X1R5G5zbGpqasLHx4f+/n40Gg2zZ882q7xNmjSJ3/3u\n",
"d3z44Yeo1Wp2795NdXU1Li4u2NjYDBrkR4pG3dvbS1RUFJ9//jlPP/00AH/84x+HHdgNtD85ORk3\n",
"Nzfmz5/P1q1bmTVrFv/617/koEnmIKV/RUUFPT09ZGVlERERgbe3N97e3ibtP4QL+Vuqi9977z20\n",
"Wi2ZmZmkpaXx3XffMXnyZF588UWzbFMqlXR3d/Pdd9/xs5/9jF/84hfk5ORw+PBhXFxc5HdmymBR\n",
"yifSBIu0Ot/U1ER5efmwXm0qlUqux9544w1qa2vlBaK4uDh8fX35zW9+M6TGQFfu/v5+HnnkEblN\n",
"k85uNXe/5FWNlqnX61m5ciWVlZX4+fkRFhZGWFjYsHtujEYjX3/9NTExMUyYMIH777+flJQUsrOz\n",
"ycnJkX1kTUV6udbW1tx3332yy4ROp6O6utosl0UpM/X09DB9+nRSUlIICQnB1tYWZ2dnkyMmSo1k\n",
"SkoKZ8+epaCgACsrK6ZOnUpkZKRZwU8k8vLyePvtt4ELlf7p06dJT0836zwQ+Hd6STOvDg4OeHh4\n",
"0N/fT1xcHM8///wV75Ua/vb2dlpbW4ELlUhgYCBubm4mz7QNdBPKzMxkypQp+Pr6yvdLfvKmNBB6\n",
"vZ6nnnoKhUJBeHg4p06dory8nJSUFH7xi18Ma4u0P8fT0xMHBwcKCgqYMGECFhYWODk5mdU4SBuf\n",
"9+3bR0NDAwsXLqS7u5ujR49y4sQJnn32WbNcxST316NHjzJz5kxcXV2ZNGmSSYNEKd1sbW1xdHSk\n",
"oaGBuro6li5dygMPPGB2pDSpbFRVVREREUFFRYU8ESC5cpnqRm1nZ8fJkyeJj4+XZxGtra15+umn\n",
"5f2SpnYOpIq1tLQUS0tLeb+jo6OjSW5Y0kSVUqlk586d3HzzzXh7e8tpbS5SOrW0tJCSkoJCoWDK\n",
"lCn4+PjIHaGRDOy6u7tl17kpU6bIneFp06bR2dk55ASE5FakVCrx8PCgrq4OZ2dnQkJCiIuLk48L\n",
"MGfz+qZNm4ALnTlpVeTpp59mypQpwL+jnQ2Fq6urvLonrWofOXLErDo7KyuLoqIieYLQzc3NpA7V\n",
"QG688UbCw8Pllaf6+nr0ej2dnZ1kZ2ejVqtNqmelCZjy8nI57/T39zNjxgwyMjLM2rcxEL1eT1JS\n",
"EvPnzyc4OJjg4GCMRiMVFRWUl5eTl5cnh/kezH1c6owvXLiQ77//nsrKSsLDw+nr66OpqUmOCmfK\n",
"wE7KI8uXL+eDDz6go6OD6OhoeWXpscceG/L+gfsjIyMjaWxsJD4+Xp5gDAsLG1H7qFQq5aAUqamp\n",
"dHR04O3tLecHU/KU0WjEaDSi0Wi49957sbCwYPXq1fKqkIODw2XlbKBbd1dX1/8n7r3Do7zO9P/P\n",
"qJdR14x6rwgJhJAECBDNVAN2MMYQJ3bWG+9uirOJ146TbzbXxk6xndi7SVgnWccYN2w6xAasgkAI\n",
"ddS7hCRGvY96ndHM7w/2PRlskN5Rflf2+ceXmZmj8573nOec8zz3c984ODiQmpoqLvajo6NmP4v0\n",
"Dh0cHAQ6RmL/M+dCptVq8fb2xsbGBisrK7y9vTly5AgvvPDCkmutpb6lp6dTXFyMRqMhODiYpKQk\n",
"EhIS8PX1leXfpM8LCgqYmppidHSU1atXo1QqzSavktrq6+ujpaWFd955h8jISDw9Pe+B58t9tief\n",
"fJL5+XkBX5RkkB4UrBoeHhYkYO7u7rS2tuLq6sro6KhZvqitrY1Vq1bR3NzMqlWrSExMpLe3V0gk\n",
"mGPS8+p0OhwcHDh+/Dg+Pj54eXkRHBxMfHy8LHSc9C5HR0fvO79Nz4FymVEtLCxoaGjA1dWV6Oho\n",
"5ufnxZq/cOGC7DOXaZmIVEvq6elJfHw8K1asYNWqVYsGZ6U2ysrKCA0NFWyyGzduRK/Xy5KWkc59\n",
"o6OjrFu3DicnJzG2MzMz4qxlTmnP/wksU8KQSheXa9euCTrlyclJnJycFjzkjY6OcunSJdLS0jh/\n",
"/jwajYbr16+jUql48cUXzRLSlWx4eJjjx4/T0tKCh4eHqP1RqVRmtSUNvJ+fH87Ozri4uHDhwgVa\n",
"Wlpoampi165dstOqCsVdgdeVK1fy1FNP4e/vT39/P5cuXcLa2tos/aXe3l5qamqIiooStWjR0dFk\n",
"ZGTck2lazEyjbklJSfj6+mI0GhkYGMDCwoJt27YteEEzHZ+srCyGh4cxGAwUFRVRUlLC4cOHzepH\n",
"eno6V65coampic7OTioqKpiamsLLywtbW9sFF4IEf5M0tlxcXAgLC6Ouro65uTm2b98uCwJla2vL\n",
"5OQkHR0d9PT0UF9fT39/P9PT0yIKbM5BXKG4Kzq7b98+EhISCA8PZ9OmTZSVlaFUKs06uHZ2dtLY\n",
"2EhbWxvDw8MiE2VhYSE7mxgWFsamTZsIDQ3FYDAwOTkpCD2WYt7e3oSGhmJvb09dXR0nTpygsrKS\n",
"FStWyCb1CQoKYuPGjULXyMvLi4mJCa5evUpmZiYbNmwwi0UW7maP8/Pzyc/Pp6WlBa1Wi8FgkEUS\n",
"IrHQ6XQ6UXyu0WgYGxszG0YnrS+p9ndgYIDGxkZqa2tpbm4mIiJiSYLGZWVlvPvuu2RnZ6NSqYRU\n",
"h4WFBZ9//jnj4+ML9lWhUBAaGoqdnR3j4+NoNBo6Ozu5desWX/nKV2RtPNJ32tvbycjI4Kc//Snb\n",
"t29n9+7dtLS0CKInKbN3PzOFrX700UcoFAqRsXFzcyM9PZ09e/YsOh5SXycmJrhz5w45OTmCeVOC\n",
"GZozzkqlEnt7ezZu3EhqaioJCQlYWlpy69Yts2uKVSoVeXl5GI1G7O3tqaqqIi0tjYMHDy5p3Q0O\n",
"DtLY2IhareYf/uEf6O7uBu6u7dDQUBISEsRh4kHvUKFQ4O7uTnp6OqOjoxQVFVFcXExMTAwJCQmy\n",
"mFsnJyeZm5sTaBQPDw9aWlq4du0aGRkZ7NmzRxb00Wg04ujoiJ+fH4mJiSQlJeHm5kZ7ezseHh5m\n",
"adHB3UCulZUVlpaWhISEEBYWxtjYGH19fWg0Gvr6+mQFHiV43M2bN8nKyhLCzxI5z/32fmlN/PnP\n",
"f+bChQtUVlbS0NAgmA79/f3Nhj5K7+Hdd98VZRlNTU2C6ValUslq09bWlt7eXt5//31mZ2fp6Oig\n",
"oqKCmZkZNmzYsCS2Xun7b7zxBi+99BI7d+5EoVBQVlbG+++/L0skXjKDwSCCXTU1NaSlpZGXl0dn\n",
"Z6cIOCxmEgTc2toatVpNREQEer2evr4+Ojs7uX37NtHR0YsGHqVDfmtrK1euXCEnJ4fc3FwaGxtZ\n",
"vXq1IOy4n9nb2xMbG4uVlRU6nY53332X0tJSIdO0mEljKnEF6HQ6KioqcHZ2FlIOcpFeXzRXV1c2\n",
"btxITEwM3t7ezMzMUFZWJjvgIfXtj3/8I59++ik1NTXU19fT29vLxMQE/v7+WFhYyJ5H0vcsLS1p\n",
"b2/HaDSKZysoKAAgMTFR1tyU1t7Ro0eF9IS1tTW1tbWcOHECBwcHwsPDF9zbpH//5S9/yfr161Eq\n",
"lRw7doz6+np8fX0fyBpvatK8ePvtt7l69Sqtra1Ch9LW1lYwf5qz1v5PCFWkTr700kts2rQJtVqN\n",
"VqtFq9XS29vLrl27RPR2MRsYGKC0tJSGhgbq6+uZm5tj165dPPHEE2b1aWZmhsLCQmpqahgYGGB6\n",
"ehoXFxc2bdokG5JpWuRvyo7W3NxMdXU1ERERi7JTfbG9t99+m8cee+xL0Rtzse56vZ7PPvuM2tpa\n",
"kpOTmZiYoK+vD71ez3PPPSe7HcmBXb58GVtb2/vCDB40CSsqKgj+X3ppGxsbbt++zfXr14X2Tmxs\n",
"rOz3Ltl//Md/8L3vfY/5+Xk0Gg1paWnodDrm5+c5dOiQrAzupUuXuHHjBtHR0Wzfvp3AwEDBIGiu\n",
"zc3N0draSl1dnbgg/Pu//7tZUU6j0cipU6fo7+9n3759eHh44OzszEsvvcS3vvWte+o1FmvHaDQy\n",
"MTGBVqulpaWFgYEB+vv7SUlJWTALYBodKykpYWRkhP7+fnQ6Ha2traxatYof/ehHsp/J1DQaDT4+\n",
"Ptja2jIzM0Nra6vI3so5AJtG23p6eu4hvJHmgaS5Zo4zlCJsbW1ttLW10dnZSUdHB9/5znceCFfL\n",
"zs4mLi4OBwcH7O3t0ev1Ihty584dAgMDzYaHf7HfExMT9PT0CHImUxIUc0yv19PQ0MD//M//EBAQ\n",
"wMDAgNCFq6qq4oUXXrgvfNA08irBFEdGRvj4449xdXUlPj6emJgY2VlyS0tL6urqqKys5NChQ4Jg\n",
"qrCwkCtXrvDKK6/Iaqurq4vr16/T09MjGBPd3d0JDw/nyJEjZo/P7OwsbW1t1NfXU1VVxXPPPSfr\n",
"kGlay3b9+nW+/e1vMz4+TlZWFv7+/kvKthmNRoqKirh+/ToTExOEhYURFRVlFjzwQdbU1ERZWRll\n",
"ZWUMDAxgZWXFwYMHHyjPIz3fnTt38PX1xdbWlvb2dnQ6nbjwS31ebL1lZ2eLIFFfXx9BQUEYjUac\n",
"nZ2xtraW7XMltj3Jz6rVavbt22cWLbupXblyhZiYGCFDs3LlSry9vdHr9XR1dTEzMyOr9lqyH//4\n",
"xzz66KMEBAQwPz/P5cuXRR9NL+fS2I6MjPD666/z6quv0tnZSVNTE62trQwMDPDiiy+aFWSQ3kNH\n",
"RwfvvPMOL7/8srjcS4fqn/zkJ7J8o7Req6qquHPnDnfu3EGtVrN9+3ZUKpXZCAKpbz09PZw5c4bv\n",
"fe97sn8rx4aHh2lsbESr1coK8MDdcqDu7m4SEhLIy8tj1apVwg/29vbS3d0taw1LY/WHP/wBDw8P\n",
"kpKSUCqVZGdnMzIywhNPPPElmLdpXeP27dsFKmdiYgK9Xo+Tk5Ps2sOJiQkGBwcJDg5menqas2fP\n",
"UlNTw8qVKzl06NCSAoJGo1Ggo1xdXXF3dycmJkawyC/WptS3O3fu8N577/Hyyy/T3t5Oc3Mzzc3N\n",
"jIyMmA3JlGxsbIzS0lIuXrzI1NQUwcHBqNVqNm7cSHR0tFlz87//+7/5xje+cc/5Y35+Hr1ev+DF\n",
"yhT18+677/LKK6+QlpZGZWUloaGhaDQaXnzxxQX/tsFgQK/XC9/X2tpKfn4+lZWV9Pf3Y29vz5tv\n",
"vml2pvz/jC1zbm6Ojz/+mK9+9avY2NgwNzfH2NgYg4ODhIaGLujkJeap2tpakQGQTCIHWCpV9NjY\n",
"mEillpWV4e7uLvtyJy3uc+fO4eDgwO7du7l9+zZlZWUkJSXJhmiZYp2PHTuGSqXi4Ycfxs3NDXt7\n",
"e6ysrJZcU1BeXk5zczNzc3O4uLiwdu1as9L+Ut9+9rOfcfjwYaKjo8VF6PPPPycmJuaBkIhr166x\n",
"Zs0aLl++TGdnJ4mJibKKhb9opkydR48e5fXXX7/n81/+8pfs3LmT/Px8vv3tb8tyav39/ZSXl9Pd\n",
"3U1ERITsdy6Nx+TkJMPDw0II3dvbG0dHR6amppbEuDc1NcW5c+eYn5/H2tqa1tZWPD09ZTEAmtrc\n",
"3BxlZWV4eHjg6+uLo6MjIyMjsqmdJXIRf39/wf5kaWlJUFCQWZBDaZyam5s5efIk//7v/87Q0BA5\n",
"OTnMz8/LFkKFv66z//7v/yYyMlLUk9jY2NDQ0ICbm5usaNkXrb+/X2wSkmm12gXhdPn5+SQnJwt2\n",
"vYiICKKioggLC0OpVN4jyyDHpHHq6emhtLSUrq4uIiIiWL58+ZKe6X7W3t5OYGAgg4ODYqN1dXW9\n",
"Rzj8fvbb3/6Wubk5/P39haD2Ug4MAP/5n/8pKL4feughZmdnqa+vJyAggHXr1pkVvBobG0On0wn4\n",
"0bJly2QThMzNzVFTUyNqNX19fZdcm/Luu+/i6+vLrl27+OCDD9BqtVhYWLBr1y5Z0ipSn4xGI/X1\n",
"9djZ2YnsoeTvl6opttBBp6SkBFtbW+Li4hYc95dffplvf/vbqFQqMjMz6e7u5pFHHjGLVElixs7O\n",
"zqayshInJyfc3NxQqVTiYi4nwFNbW8vJkyd57rnnUKlUFBQUUFxczP79+5cEhZ6ensbOzo68vDyq\n",
"qqoYHx9HoVDg7+9PcHCw0PiUY729vbz55pv85je/Ef82ODjIf/3Xf/HKK6/cM76lpaVCo3FwcPBL\n",
"/n0p8GtTiZjCwkK++93vLomx12AwcO7cOdRqNWFhYdjY2NwT5FrKXDQlwrt06RLh4eGsXbtWwNAW\n",
"yx5/sR0poGttbU1MTIwQ8DbH5ubmMBgMdHV1ceXKFWZnZ9Hr9fj6+hIcHExCQoJZWfcXX3yRn/3s\n",
"Z/ccxl9++WWefPLJ+9YB6/V63nnnHSYnJ0VtlsSUvXXr1kXnnXTGOH/+PJ2dnV+6MP8tc6isrIyr\n",
"V69iZWUlWNa9vLz4+te/LstPms7F+vp6nn322Xs+l/yN3LlkCmHX6+7vAAAgAElEQVT++OOPRdnM\n",
"wMAAHR0dREZGyn5XpufI48ePExgYyO7du1Eqldja2pqVPJESFT4+PjQ2NvL973+f7u5uPvzwQ37y\n",
"k58s+NvS0lKMRiPh4eH09vYSFhYmAkDz8/PU19cTGxtr9nr7u8MypVRpdXU1Z8+epbe3Fz8/P1xd\n",
"XXFwcMDT03PRQZUKUF9//XW2bdvG3NwcFy5coLCwkI0bN5pN6w93tdc+/vhjOjs76ezsxM/PTxCi\n",
"mGMKhYIPPviAJ554grGxMc6ePYu1tTX19fWEh4fLhngqFAqampqYnZ1Fp9ORn59PXV0dra2t9zBB\n",
"yjGj0UhbWxvl5eVCcy05OdkscWfTfs3NzZGVlSWi7tL7ev/999mwYcMDIwwS46CFhQVKpRKNRkNu\n",
"bi65ubmUl5cTGxsrawOVJridnZ2AiTg5OTE6OkphYSFjY2Ns27aNzz///IEHVmkednd3c/36dTo7\n",
"O4G/XqpKSkrYtm3bon2RFtz58+cpKysjNzeXjo4OKisrqa6uxs3NzezLq8FgwMbGhpUrVwrh+rVr\n",
"17JhwwZZ42PK2Pruu+8yNjbGlStXKCkpobKyksnJSdm1ja6uruj1emZmZlCpVMTFxRESEiIbWiyZ\n",
"NE4SJHDZsmWcP3+e9vZ27Ozs0Gq1sllSpY3q8uXL7N+/H0dHRxQKhVh7Xl5eeHl5yXKGEkQ8IyND\n",
"wIIuXLhAWVkZExMThISELHgwkkRqJSjY6Ogo1dXV5OXlUVRURFJSklmXBam/v/rVr0hISOD69eto\n",
"tVouXbrExYsXWbFixZIYSk3nxO3bt8nOzsbLy0uQLT0I4m2KRqirq0Ov1+Pm5kZFRQVpaWm0trZi\n",
"ZWUl6+IpESjY2tqSkJBAVFQUvb29ZGRkcPPmTXp6elCr1Tg5OeHs7LxgpHR2dpacnBwuX75MV1cX\n",
"Wq2WtWvX4uvrKwu2aEqlPzAwwKeffsrNmzfJzMyktrYWHx8fs+a4QqEgLy8Pd3d3SktLsbKy4hvf\n",
"+AZVVVVYWlrKunBIz/vmm2+KyHtRURGVlZXcvn2bsLCwJYkQS23r9XrS0tJ455136OrqYm5uDkdH\n",
"R0JDQ8X7++IhUJo30v7x8MMPk52dTV5eHkFBQTQ3N5ulj+rk5IRCoSAkJETU7ExMTNDZ2Ul1dTWJ\n",
"iYkLPqNWq8Xe3p5r167h4uLC+vXrmZ+fJygoiN7eXqqrq81mkp2YmKC3txd3d3cCAwNJSkoSNalT\n",
"U1PU1NSQkJAgGw5rY2ODRqOhpKQENzc3XF1daW5upra29ktIFwkmaWNjQ319Pbdu3WJ4eJipqSms\n",
"ra1xdHQ0H45lAjMvKCggNzeX5uZmhoaGZMHMpXfe2trKyZMnKS8vF7DwlpYWlEol7u7uSwoySL8Z\n",
"Hx/HwcGB0dFRGhsb6ejoQKPRoFarZR3OpXZ+8YtfsH37dj755BN6e3s5deoU5eXlrF69WvaFVqPR\n",
"4OnpiYeHB2vWrBHww7m5OSorK1GpVLL18oxGIzqdjsuXL4u6bYPBwPnz5zly5Mh915elpSXx8fF0\n",
"dHSQnp5OV1cXp0+fxsPDQ1btaH19PZ9//jm5ublERkbi4+MjatveeecdOjo6zEZESfPj3LlzrF69\n",
"msOHD7Ny5UoiIyMpKSkR+q1yTKG4y2p88+ZNGhoaGBkZYXp6Gisrq0Wlqr5ow8PDVFRU8PnnnzM0\n",
"NERSUhI6nQ5XV1fc3NwoKCgwO4kyOTnJ4OAgPT09FBcX09zcTF9fn5DVkGNubm709/fT3d3Nrl27\n",
"UKlUnDt3jqCgoEXH3srKCpVKRU1NjShRaW5uZmJiAktLSyIiIpZ0Qf+7X+6kyKSjoyNOTk709fXx\n",
"2Wefce3aNSoqKlCr1QteXEzrLQYHB0lNTRUbcnh4OPn5+bL1baS2mpubuXDhAjt37kStVjM6OsrF\n",
"ixcJDg426xIlHToKCgrw9PQkMzOT5cuXc+DAAU6fPk1KSoqsy5S0sM6cOcM//uM/sm7dOpKSknBx\n",
"caGjowO1Wi3rAis9X2lpKdevX6e0tJTz589TXFxMaWkpNjY2S8JhG41GhoaGOH/+PB4eHuh0Orq7\n",
"uykqKuLAgQMP/I2UbZVqdEJDQ1m2bBm+vr44ODjIdkCmzxUfH09PTw+3b9+mvr5eMBbeunULFxeX\n",
"BzpHaXPIzs7m448/FoLQLi4uJCQkEBsbK+tib1rb8OMf/5i8vDw2b97MzMwMbW1trFu3zmymzLy8\n",
"PI4fP86NGzcEQUBAQAA2NjZm1TVlZmaiVqtRqVQoFAr27dtHcXHxPYxQ9zPTWsT33nuPzMxMxsfH\n",
"hWBwWFjYkiiVAfLy8rCxsSErKwtXV1eeffZZKisrsbKyMks4Xq/XMzAwQEVFhXDm09PTXLx4kccf\n",
"fxxra2uzMPzHjx/nqaeeor+/n8cee0xsyAEBAQvCYKVxcHJyws/Pj5iYGBITEwkKCkKlUpkVHJLe\n",
"W19fH2VlZRw+fJicnBx+/vOfC72r9evXL4l6XHrOo0ePolarRV2iu7s7GRkZAhXwoD5dvXqViYkJ\n",
"nnvuOcFk3NfXh6WlJR0dHfj4+Cw6z1taWgSJTmNjI8HBwaSkpAhWSJVKRXl5OWlpaaIO50H9kTI/\n",
"EREReHh40NDQwI0bN1i+fLmsQ5303j755BN+8IMf0NTUxHe+8x1CQkLIy8tj5cqVsg90Uj9dXV25\n",
"desWjY2NPP300zg6OnLy5EkOHjy4qN83leOprq5m7969lJeX861vfYuysjJBZvK3WEVFBVevXuXA\n",
"gQMMDQ1RVFREWloaDQ0NC4okS/utpAHZ2trKE088gaOjIzdv3mTTpk1m1bfcvn2bc+fOkZKSgpeX\n",
"F1FRUSQkJJCcnLzoOH344YcEBgbi7+9PZWUlLi4uqNVqjEYjaWlpxMTEyA4SSdbQ0MAf/vAHcnJy\n",
"qK2tZWpqCpVKRXh4ONHR0axZs8asoNrQ0BBhYWHiQvzhhx8yNTXFvn37vnQgVqvVtLS00NDQQFxc\n",
"nKg/6uzspKCggPDw8CUTl0gMlCEhIdjb29PR0UFeXh4xMTELXqCkg2R6ejqJiYn867/+K4mJiczN\n",
"zYlsYGNjo6gpXYqpVCrCwsLERdre3p7+/n6hobeQSePc0NBAT08P+/bto76+np///OeoVCoGBwdl\n",
"Q+FHR0d54403yMrKoqqqitHRUTw8PAgLCyMyMpKUlBQ8PT1lZRIVCgWjo6P4+vrS19dHVVUVFy5c\n",
"oKioiB07dnyJTEUa54qKCj799FPu3LlDfX09SqWSl156iejo6EXHd35+XmjYGgwGhoaGKCsro6mp\n",
"iY6ODhoaGnjooYfMOsfCvezIk5OTBAUFYWlpiZOTEzk5OXh7exMQELDomEh+VqVSieD98PAwra2t\n",
"lJaWykJZmNrk5CR9fX1cu3YNBwcHtFotd+7cYXR0lNOnTwtpFTn+KCcnBz8/P+bm5khKSmLTpk3E\n",
"xMRgaWlJdXW1QDvJaUuhUODr68u6devEWA8PD7N69epF16+jo6OQ0Nm6dSv+/v5MTEyIGtLw8HCz\n",
"3x/8H7FlSgXwu3btEpTh7e3t5OfnYzAYFvytNFlGRkaws7Pj7bffZn5+nh/+8IdCA8pcq6+vJyIi\n",
"gjVr1gCQnJyMk5MTRUVFZksX2Nrasnv3brKzs7GxseGhhx5Co9FgYWEhO4NjYWHB3NwcFhYWdHV1\n",
"ERQUhKOjo6B9N9eKi4vZsGEDfX19zM3NERsby9GjR2lvb19SjYKVlRUHDhwgIyOD8vJyurq6MBqN\n",
"fP3rX3/gb0w3dmmiSsxh3t7egqlNjkmZ2w8//JCjR49y6NAh2tvbsbCwEAdxSXtkITMYDOzbt4/V\n",
"q1ej0WhwcnIiKCjIbKHP/v5+vL29MRqNotB8w4YN/PSnPzULIqJQKBgZGeHEiRP827/9G+3t7RQV\n",
"FXHmzBmmpqb4n//5H9nis3C3duzIkSOkp6cTERFBdHQ0oaGhspnEJJjB97//fSYmJqirqyMzM5OI\n",
"iAizLmKmdvjwYT799FMhgAp3IVbf+c53ZLdhMBiwsrJi//79fPTRR3zyySc4OjrS3d3NunXrzBJD\n",
"lSJ3kqZaV1cXycnJguZZTl1iU1MTlZWVNDU1ERgYSFxcHNHR0bJrI79onZ2dxMXF0dfXJza+gIAA\n",
"qqqqZF/wv2jS3JqcnGTPnj3cvHmT0NBQjEYjV65cEb7vQTY1NSXWrVKpJDw8nPLycpycnBgZGaGg\n",
"oGBRaK0UCW1tbeXy5ct4enri4uKCj48P3t7erFu3TnZNWVVVFVu3bhX+MDU1lbfeeouGhgbZPm1w\n",
"cBBLS0vm5uYYGhoiMDCQwMBACgoKliRZExkZSXh4uJh33d3dREVFmZW5r6+vJy4ujtHRUdRqNQEB\n",
"AWzevFnody7Fbt++jZOTE62trWzYsIHExEQxr6VaWrg/fEuaZ+vXr2dmZoaKigpSUlIICAggMzPT\n",
"rKyd1Ja3tzdDQ0OcO3eOffv20dvbS1lZGVZWVguSexkMBnx8fHjttdf43ve+R2RkJL///e/R6/WE\n",
"hoaiUqmWVN+4YsUK3njjDXp6eqirq6Oqqor09HRBsPHII4/I9pkGg4E333yT1157jWeeeUZA4EdH\n",
"R79E8qLRaLh06ZI4D9XV1TE4OIiNjQ179uwRbI3mmCnhWUdHB4ODg1hYWBAaGsrGjRsZHBxcNGgh\n",
"zYE7d+6I4K+zszO7d+8WrLYFBQXU19fLJi2RxkY600iatBYWFkKb8LHHHjMrM93Z2Ul0dDS3b98W\n",
"v7OzszMr4+7i4sJrr73GwMAAtbW1NDY2kpOTA9xFZaxfv15WJtgUmr1z506+9rWvodVqsbW1FTJL\n",
"XzRpnLOzs0lOTubgwYP09vaSlZVFe3v7okQecPcCodVqUSqVxMXFYWFhgV6vx2AwYGtry9e+9rUl\n",
"79UAO3fu5OTJk0I2q6Wlhenp6S/JedzPqqqq0Gg0ggxu9erVom61r6+Pnp4e2VIzknl6epKamirg\n",
"6n19fbS1tdHQ0IBarWbLli2y2pHYQ62srEQZlSQ3Fh0dfU9ZzoPOEaZSOlevXmVgYIC5uTmBTEpI\n",
"SFgUZSO9X51Ox8DAAIODgzg4OLBt2zb279/P1NTUkiDV8HfO3JlqeGVmZnLt2jWamprQarV4enqy\n",
"evVq2aneoKAgtFots7OzpKamolarOXv2LLGxsbLTstKi0el03LhxA0tLS+zt7VEqldy8eRNHR0ez\n",
"Ni/JJD26lJQUAEFrK6cgWxqjxsZGrl69SltbGy4uLgJ2JpEPmPN8UlZSisRFRkbS1dVFYmKiWZuH\n",
"pG1UXl6OUqkkJiYGtVrN+vXr2bRp06KsgBIct7CwEIVCIWiCJcY+OWYKE2pqaiIsLAw3NzcBf5HM\n",
"w8PjgRch0wXV3NzM+Pg4zc3Ngnmzvb2dlStXyo5KGgwG1Go1Li4uaDQaUaDd0dHB9u3bzXouqR5y\n",
"x44dhISEsHHjRvbv38/GjRtlb1rSWCqVStRqNSMjIwwNDeHh4cGpU6fYvn37gk5HGp+ysjJcXFyI\n",
"iooS4smNjY3o9folHX7hLmQpLi6OpKQkHB0d6ezsZG5uzuwax5qaGlxcXFi3bh2urq4olUq2bNlC\n",
"UlKSeH65F6DZ2VlUKhUuLi40NzczOTlJd3c3WVlZC5KXSO2/9tprbN26laKiIpRKJZmZmZw8eZIV\n",
"K1aYnfkHBJWyvb093d3dNDQ0UFpaikqlYuXKlUuCaMDduoSRkRE6OzsZGRkhNTWVvr4+SktLefjh\n",
"hxft04cffkh5eTlarZbh4WGys7M5cOAAZWVlhIeHL5qlVCqVODo6olarWbFiBQ4ODkxPT9Pe3s6t\n",
"W7dEllkOM9nQ0BDFxcV4enpia2uLjY0Nly9fJj4+ftE9RGrfxsaG+Ph4rK2t6e3t5datW1RXV9PW\n",
"1iaCjouZKbz7xo0btLS0MDExgdFoxM7Ojvj4eLOg5hYWFvj5+TE7O0tfXx9+fn6kpaXh6uoqG0r9\n",
"RUtPT6e+vp7Z2Vnq6uqwtLTEwsICGxsblEolHh4eC84pvV7Pj3/8Yw4dOkRqaipBQUFMTU3R2dlJ\n",
"SkoKTk5OZgUcbGxsiIyMFLDTqqoqlEolqampC0a5FQoFUVFR2NnZUVpayu7du3n00UdZu3YtISEh\n",
"PPTQQ0uGrUqyNREREaxatYqUlBSCg4PRarUEBATI8r2m+3NmZqa4aDY3N3Pq1KkvZV4/+eQTVCoV\n",
"3/jGN0hKSiI1NZX169ej1WrR6/WyygK+aKZZt+zsbJqampiZmaGoqAgrKytZXATSe7SxsaG4uBg7\n",
"Ozvm5+dpaWnh888/5/Dhw6SlpbF27VqzIOLSHDl79ixGo5He3l6MRiPDw8NkZGRgZWUliwhL+iw0\n",
"NBR/f3+hMXvr1i2KioqIj483i0lcykiFhYWRmJjImjVriI6OZnR0VFyMFzNp7fj4+PDJJ5+wadMm\n",
"HBwcGBkZ4aOPPlqwlnTt2rX4+fkJ32hhYcGxY8fYtm3bomcQBwcHYmJicHV1xWAwMDExwezsLKOj\n",
"oyxfvnxJ51dTUyqVREdHC7ZttVrNtm3bZKEaPDw8CAkJobe3l7/85S/cuHGDnJwcurq6sLOzIzY2\n",
"1qzMrzQvBgYGuHLlCq6urgT/bz1sbGzsPZepxXyRlZUVwcHBIrBiZWXF8PAwbW1t1NTU0N7evuha\n",
"kfpz4cIFJicn+epXvyrmb0VFBX19fYsynUpt3Lx5kw8++IDh4WF6e3upq6ujoaEBQLZG6hft/+Ry\n",
"l5WVRWdnp6CvHRsb4y9/+YtZ0Kz5+XkiIyNZuXIlHh4eQjdNbl2SqUlyB7dv30aj0XDixAns7OzY\n",
"t2+f2TVpubm5ZGRkCMbN+fl5PDw8WL58uayJLE1Ke3t7oa2Sn59PaWkpVVVVuLq6yoYLwd0xX7Vq\n",
"Fc7OzgwPD1NaWopWq+XatWscOnTILFrtwMBAnJyc+OMf/0haWholJSWCyMLNzW3B2iKp5qOjowNH\n",
"R0cGBwcFXXxHRwfBwcFmaWT19PRQXl4uNrDu7m50Oh3u7u5YWFjIOiC2trZy7NgxFAoFTk5OODg4\n",
"MDs7i5ubmyyBzurqakZGRnB0dMTf3x8bGxu8vb0pKSlhfHyc/fv3y87cmQrD19XVodPpBEuTtbW1\n",
"7ANUe3s7w8PDODk5CUbKoKAgsrKyuHnzJlu2bFn02aTIr6OjI9evX2dqakrABKqqqti/f78sfRvT\n",
"Z5NgNKdPn+bChQtCGDwoKEgW1bNp3+AuDPbMmTMUFxcDCDIMS0tL2ZefpqYm3NzcBHGFra0trq6u\n",
"5ObmMjo6SnJy8qK1aF1dXVRVVXHw4EGuXbvG//t//w93d3c8PT3ZsGGDWUGLo0eP0tvbi0KhwMvL\n",
"C3t7e9RqNXfu3GHVqlWkpqYK32Zu5k4SZJ6fnxd1j62trWRnZ98TUTW14eFhhoeHcXR0FCgEOzs7\n",
"+vv7KSkp4cCBAwQEBJCfn8/+/ftl+ZKZmRkuXbpEXFwcfn5+BAQEsHbtWqHjJ/nIxZ7P399fiMzX\n",
"1tZy+vRpfH19Zcm6SG1nZGQIIg9vb2/6+vrw9PRk69atZl/K//M//xO1Ws3Jkyfp7+8nIyODrq4u\n",
"YmJiZO8hBoMBo9GIj48ParWa6upqzp07R2RkJDt37jRb3kcyFxcXlEqleO7BwUE0Gg3t7e10dXUR\n",
"GBh4373JtE6zu7ubzZs33xM4CQoKEuMkF5I5MTHBiRMnOHfuHLGxsXR2dvLss88uerGTTBKXPn36\n",
"NDU1NdjY2AhZBUtLS7PJcExrOPPz84Xg+MzMDKtWrWLlypWyLnaSfIqU1dZoNPT29pKdnU1NTQ17\n",
"9+790r597tw5nnjiCZycnJidncXS0hJbW1tCQkK4dOkSHh4eZu31kikUCt5++22+/e1vs2fPHgF7\n",
"zMvLM6vO3t/fn5mZGbKzs2loaKC/v5/Vq1fj5+fH5cuXl8RIq1AoOHnyJN/73vfIz89n586drFu3\n",
"jtbWVlJTU3FxcVlwnxseHuZXv/oVc3NzuLq64uLigoODA6Ghoeh0OjZu3Eh8fLzZ86CpqYkTJ07Q\n",
"0dHB2NgYMTExxMfHy7rYtbe3U1hYiKOjIwEBAUxNTaHRaATpj6SBaWqma+vWrVu89957AnmkVqtJ\n",
"SEiQndWytLTExcUFf39/oqKiCAwMFDXJS+FVMA00nz17lsHBQRISEli9ejUxMTG4ubnJOotYWlpi\n",
"bW2Nh4cHW7duZf369Xh5eaHVaoXvlaS05Oxn0vfa2tq4efOmgLAXFhYKJm/JDyxmUq19XV0dNjY2\n",
"xMTEsHLlSnEJl+osF4NkSu8wOTmZ4OBg3N3dCQ0NZdWqVSxbtmzRPVF6prS0NHbs2MFXvvIVHB0d\n",
"sbW1ZWRkBE9PT3x8fJYkOfJ/Asusr6/nwIED3Lp1i4iICLZt28Z//dd/LercpUNbd3c3xcXF5OTk\n",
"EBQURExMDGvWrDFLr01q6/bt21y7do1/+Id/wNvbm+HhYTZv3iyIEuSYaa3MhQsXWLNmjSDVkCb3\n",
"QpDF+5lUsOrn58fBgwcZHh4mLy9P9gYvPd+NGzdEJmjHjh2kp6czOTnJ4cOHzVr0BoNB1Nn84he/\n",
"ECxzZWVlHDt2DHd3d376058+8PdSzZ1ET6zVaunu7qa1tZWZmRmznXFkZCT/8R//QVdXl9AVu3jx\n",
"IhYWFrLkJgwGAxEREV9i2gRkiU7q9Xqys7NRKBSiXik4OJiAgADBeGWOSQ7JwsICHx8fampqRKG3\n",
"JIQuB5LZ29uLt7c35eXlFBYWCs2m73//+7IuGgMDA0KvKyoqiieffJLr16/T1taG0Whk586dZmtI\n",
"SU7p7bffZv/+/cTHx1NcXMwbb7zB4OAgP/nJT8wWHf7Rj37E1NQUjY2NFBcX8+qrr2Jvb8/vf/97\n",
"2ReqmzdvEhYWxm9/+1s8PDxYtWoVMTExi7L1mj6TVNTd09Mj3o+joyNtbW1mzemZmRmio6MZHBzk\n",
"8uXLgtZ/xYoV7N69+x7GzqVk7aTfxMbGCmSAs7Mze/fufWAWtra2FpVKxcTEBCUlJYSHh+Pu7k50\n",
"dLSIkM7OznLgwIFF/ZLkj0pKStBoNFhaWlJeXs7p06ext7fn3/7t3xa9uEptDA4OYm9vz/79+6mv\n",
"r0en07FhwwbZB+Hm5macnJy4ceOGyND5+PjwxBNPCCFaOSb5fUmw/NFHH6WwsJCXX36ZzMxMcnJy\n",
"zAqCtLe38/Of/5zNmzezb98+vvGNb3yJJnspFhgYiI+PD5aWlszMzNDf349Wq6W1tZWxsTGsrKwW\n",
"PGC1tbVRVlbGn/70J1JTU4XWoVKplH0wM71Y+vr68vTTT2MwGMjPz+f48eP88Ic/XHT/z8jIoKio\n",
"SEC6p6enqaqqYm5uDqPRyOOPP242mZpEaJGZmUlra6uQ9JDe33e/+11Z++TU1BT19fUUFhbi4OAg\n",
"SBl+8IMfCJiw6VjNzs6iVqsZGhrC29tbZBz1er0IxJpLWgV/Lelwd3envb0dV1dX7O3tWbt2LZ98\n",
"8smivze9hEv09//yL//CzMwM7u7u2NjYMDMzsyQJAwm1tWzZMubm5tDpdIJMr62tTfi4hfybvb09\n",
"CQkJlJaWcurUKWxsbIiOjmbTpk1s3LjRrHViypb40UcfiUxrTU0Nly9f5vnnn5e1142OjtLQ0CDO\n",
"e1Ig9OGHH+bXv/418GXIs7SmT58+TUJCAg4ODuLzrKwsWUkOnU7H7Ozsl84FTk5ObNq0iStXrqDX\n",
"62WPh2RSP/74xz+SmppKW1sbN27cwGg0olQq+cEPfrAggzTcO4/ee+89UlJSWL58uSgtOnLkiCgf\n",
"MffSIhHlhYSEiCx5fX29QAElJiYu6pek81ZFRQWVlZUEBgbi5uZGeHg4wTK5NqT5nJWVRXV1NYcO\n",
"HSIiIgILCwvZe7801tHR0UxMTAB3z7bS+5fe31L2/L9r5k4a7IqKChISEigqKiIkJAQ/Pz+ys7NJ\n",
"SkpaECYovbBjx44RHh6OTqdjZGREsMwoFArZaWhpsWVmZpKeno6lpSXr16/H19eXgYEBBgYGZGdd\n",
"pH5VVlbi4ODA4cOHWb16tZAZsLa2llXkLbUzMjLC+++/T2VlJbm5uaSnp6NUKtm5c6dshy+1lZGR\n",
"QXh4uLishoeHEx4ebjasTq/XY2lpyTvvvINeryckJAQfHx8SEhLYtWsX69evXxSb3NTUxJkzZzhx\n",
"4gR9fX2i4Ds4ONhsHZ+enh6xsbu5ubFx48Z7CtLlFMBWV1eTnZ3NrVu36OzsxNLSEmdnZ1nQHgsL\n",
"C9asWYPRaCQ/P5+mpiZGRkYoKyujuLiY2dlZ2TVXfX19VFZW4u/vj4uLCxs2bCAuLg4nJyeGh4dp\n",
"aWlh7dq1sha4n58fLi4uzMzMYDQaGRsbE7C+srIyfHx8FjxwFhUV8fOf/5zc3Fy6u7tFka9Up2Mu\n",
"eyz81QlWVVXx9a9/XWRrHn74YbZs2WI2/bzk8GxsbPDx8REMe8uXLyckJER2lCshIQELCwvm5+fR\n",
"arXk5uZy5coV6urqGBgYIDIyctF2vLy8REa7u7ub/Px8amtrCQkJMQtGZ21tTVhYGGq1mri4OAIC\n",
"AkT09OrVq/T29i6JDtn0APOnP/2JTZs24evri1KpxMnJaUE5g8DAQNzd3enp6aGrqwuNRkNLS4v4\n",
"r4eHBy4uLrKgWab+KD4+HkdHRzIyMkQ2sK2tjaioqAWfT/rsjTfewMfHB39/f6GNGhISImtDlurG\n",
"/vznPzM0NMTQ0BCTk5O4u7tja2vLW2+9dV/tzvuZ1M/KykqRGW1sbCQ1NRV7e3uam5tlk6AYDAbc\n",
"3NxITU2lvb1dkIW4u7svmbQC/hqhfvfdd5mamiI8PJzh4WH0ej3r168nMjLygdlSU6ioxMBXV1dH\n",
"fn4+BQUFBAYGmlUzYzQacXNzw9vbGzs7OywtLQkODqa3t5fm5uYF14tWqyUtLY2vfe1rrFmzhsTE\n",
"RFasWMHq1asFasL0WcwxhULBxYsX2bVrFykpKURGRrJp051b3O4AACAASURBVCbKy8uxt7eXdcD3\n",
"9/cXVPwS26uXlxcNDQ0UFxezcuXKey4ekmD6hx9+iLW1tSgHkSDnVVVVPPbYY2Y/ixREtbGx4dq1\n",
"a0Kn7MaNGxgMhgdqGZqOBdzV/ZqcnOS9995jx44deHl5UVdXh5ubG7a2tose7u/XL4VCgbW1tcis\n",
"zc/P88Ybb1BfX4+bmxubN29e1HdL0NLU1FQeffRRli9fzujoKNnZ2Rw7dozZ2VnZgUJTAjNra2sO\n",
"Hz5MVFQUycnJzMzMoNFoZJ0nJWRWZGQkbm5uQjJCq9Vy8+ZNvL297/FNMzMzvPzyy2zdupXz58/z\n",
"L//yL2RkZAga/uPHjxMfH7/oGNfV1fHKK69QWVkpJIok8heNRkNZWRmPPvqorLH4ovX29tLU1MQ3\n",
"v/lN1qxZw86dO0lISMDe3l72vqZQ3NVa/PTTT7l16xbnz58nNzeXkZERHBwczJ5DEqLo5MmTfOtb\n",
"38LFxQVnZ2dWrVpFcXExcXFx3Lhxg8jIyAXPONJ7Hx4eJisri5UrVxISEsLMzAzp6en09vYyPj5O\n",
"aGjognNRupw6ODgwPz/PlStXSEtLo6amBkAW4YxCoWBwcJCSkhI+/vhjAVu1trbGy8tryZJn8HfO\n",
"3EmD+swzz2Bra8u2bdv4wx/+wGeffYbRaFyULVF60J6eHhITE8nOzuaFF17A3t6e9957j6SkJNl9\n",
"kdqqq6vjF7/4BZmZmWRmZrJ9+3bS0tJkM26a2tDQELW1tYKIRYpyy2WBnJ+fx8rKipKSEmZnZ3nm\n",
"mWdwcXGhvr6ezMxMwThkzvNNTEyQlpaGlZUVISEhODk5LUmbKisri4qKCpqbm7/ERPXqq6/yxBNP\n",
"PDDiLfXl7bff5tChQ+zYsYOamhpOnTrF+Pg4mzZtktUH6ZJYXl7O1atXmZ2dxc/Pj8HBQcLDw/nK\n",
"V74iGx7U09PDyZMn2bJlCwUFBSxfvpzs7GyUSiU//elPFx0jSb+ss7OTpKQk9u/fLyJ2586dW7T+\n",
"0NRmZmbw8vJCo9Fw+vRpvL298fb2JiwsjB07dsjOsA4PD3Px4kWWLVsmak8NBgMDAwN0dXXR2dm5\n",
"aHBg69atbN26VRConDt3jrq6OkJCQggNDeXAgQNmsbdJ70yCG548eZKUlBScnZ1RKpVL0ljMyMgQ\n",
"4ttubm44Oztz584d2Zdp+Os8kA6569evF8LKDQ0N9PX1PdCxzs3N8dvf/paQkBACAwMJCQlBrVaz\n",
"f/9+EbAy9xJsOre9vb2Jj49n2bJljI+PMzw8LObAUi93lZWVIqtx8eJF0tPTWbZsGQaDYcEDjIWF\n",
"BXFxccTFxWEwGOjt7aW1tZX6+nqxRuT0SRpLX19fcnJyOHHiBIcPHyYxMZHc3FzB1rhQWxKR0sTE\n",
"BLGxsdTV1fHBBx8QExPD+fPnefrppxddK3Z2duzYsQM7OztaWlpQqVTk5eVx9uxZgCWRD6SkpJCQ\n",
"kMDU1BROTk78+te/ZnJy0iytVWl83Nzc2LdvHxkZGfz5z39m/fr1bN++fcm1ZNJlp76+nieeeIKO\n",
"jg4++OADBgYGWLFiBU899RSwcPQ8ICAALy8vhoeHUSgUgqFO8iXmZO8uXbpEcXExfX19/OY3v8HO\n",
"zo5Dhw4tSqTm7u7OCy+8IP5/fn5e1LdJNapLMWncAwICuH79uqD5VyqV9PT0yPZ1NjY22NjY4Ozs\n",
"TPD/ssDOzMzQ0dFBX1/fl9oxGAwkJydjMBioqKhAo9EwNTXFwMAAnp6esgW4v2jSe0hOTsbZ2ZnC\n",
"wkLgLiHK4cOHF/yt6d44NjbG888/T1NTE15eXiLg/Oqrry6pX1Lb77zzDkqlkt27d7Nlyxaxf5sb\n",
"lC8sLBR7XGhoqMgEjY6Oyu6TaW16b28vDQ0N+Pr64uzszNTUlOysl5WVlZA9CAgIIDk5Gb1eT2dn\n",
"Jy0tLV/KJktarAqFgsTERGpqalAoFHh7ezMyMsLc3Nx99fC+aHFxcbz22mu0tLRQV1fHqVOnBNGg\n",
"VK9vrknj6+7uTmRkJKdOnSIxMRF/f3/UajUPPfSQrLIHKSNeUFDA4cOHSU5OxtbWlgsXLnDjxg0K\n",
"CgrYunXrgjXtD7KNGzfyq1/9SuiHTk9Po9FoeOGFF7h8+fKiCA5pLt66dQsnJyfB8D43N4ednR0a\n",
"jYbS0lIUCsWCrKtS3fbWrVsZHx/nmWeeYXBwkBs3bjA0NCT7eTIzMwVcvaamhlu3bvG73/2O8PBw\n",
"fvzjHy9Z2/Tvdrkz7eD8/DwNDQ2C8nVkZER2BHBkZISoqCgRcZdINWpra/nqV78quz9Syliv1xMW\n",
"Fsbs7CxpaWmsXr2anp4es3RBTJ2Et7c3RUVFQnvNxcWFrVu3yoJTSoel5uZmoqKixJgsW7aMwsJC\n",
"mpubZV/u4C5UJCwsjDt37lBQUEBhYSFKpRJ/f39SU1NltwN3D/3z8/OMjY3x3nvvYTAYCA4OJjIy\n",
"ksHBwQcerE0hq9bW1qLeS2LveuONN1i/fr1ZF86cnBw2bNhASkoK8/Pz3LlzhwsXLnD79u1FD2dS\n",
"f0pLS1m1ahW+vr4EBgby7LPPcvz4cdlwXOmd9/f3i8iuUqlk7dq1Qq9HrklMbDqdjr1799Lf309f\n",
"Xx/Xr19ndHSUHTt2yGIl0+l0ODg4UFJSQlpaGiqVCj8/P5YvXy4KjuWaUqkUrJFGo1FEl8x1MtI4\n",
"jY2N4erqSnd3N2lpabi7uwuSCLkwTwsLCwwGgyCGyM7OxtnZGVdXV7q6uti3b5/sfkmbz5/+9Cdx\n",
"OO/t7WVsbIyUlJQFD9OS8x8ZGWFgYIDc3FwAIiIihEaSuTA6qU5UiuZXV1dz8OBBcWgw/Z45Jr2v\n",
"27dvs3btWtLS0hgbG+P111/n4sWLD4xOSxu4JDcxOjqKg4MD/v7+LF++/B4CHHPmxJ49ewgMDGR8\n",
"fJx169YxOztLW1sb//RP/yTr+bq6unBxcaG4uJjMzEz++Z//GbVaza9+9SuzYOapqanCB+7du5fJ\n",
"yUmGhobMglFK9qMf/Yif/exnuLu7c+jQIWpqagQRwWJmKqZ+584dBgYG6O3txdfXl7CwMD788EM2\n",
"bty45Msd3A06SrVJH374Idu2bWPDhg28+OKLD/R10vvv7OwUshOpqans27cPFxeXey6ucgNqkvbb\n",
"888/zy9/+UucnZ0FY+R3v/vdBduQotwKhUKsE9P25fTjQf2anJxk06ZNXL16ldzcXKytrWlqakKt\n",
"VssiQZPGqqGhgcLCQurr64mKihJED/dDyUjzXKo3bWtrE7pWQUFBZkPfTZ+nvb2dsrIyIiMjeeqp\n",
"p8z2GR0dHYSGhpKXlyfIiaQ6bhsbmyUROknf37p1Kzk5OVy/fp0dO3bcA0Ez/d6Dnk+CZX/yySf8\n",
"7ne/Y3BwkDNnzohDurkaoEajkWXLljE0NER+fj5qtZqmpiamp6d5+umnF/29qZ8sKSkhOzubiIgI\n",
"sd/e71xUVlbG/Pw8ra2topTAzs6Ojz76SLCZyzUPDw88PDxITk5mfn6e8fFxWltb8fT0XBLKRrLf\n",
"//73TE9P4+TkxPXr17GwsMDa2ppt27bJCqRI67O0tJQ1a9YIUp4DBw4wOTnJihUryMrKorm5WdZF\n",
"Fv76/nfv3k1WVhaFhYV88MEHuLq68tWvflWcuxabm9LnXl5elJeX09TURFBQELa2tuI+4OHhQUVF\n",
"xaKSGpcuXaK1tRWdTodOpyMlJcXsjLtOp2PFihVYWVkJ2Oqzzz6LTqcTz72Uy93fDZYpwUPOnz/P\n",
"X/7yFwYGBmhubmZsbEwW65Lk3O3s7Fi1apUoPs7NzaW2thaFQiGo1eXa1NQUXl5e+Pr6olKpGB0d\n",
"5Z133sHBwWFJkbOgoCDWrl0r6PRnZmYYHh6WTc/c3d0tijk///xzJicnRXT0008/ZfPmzWZR61tb\n",
"WxMdHS0IVVxdXZmcnMTCwkL2goK/Us87OzuzfPlyjhw5QmxsLDMzMwwODrJnz54H1jpIk3JiYoL2\n",
"9nbm5+cJCAjAYDDQ0NDAnTt3ZNPXSm1VVVVhYWFBUFCQqGm8ceMGfn5++Pn5LQjtMG1jxYoVNDc3\n",
"CwbH+vp6FAqFrEOZBBFQKpXk5OQI0pHa2lpu3rzJ3r17ZR0U9Xo9v/71r2lubmZ+fp7g4GBiYmKI\n",
"jY0lODgYNzc3UeOymNna2rJixQoGBgaYmprC2dkZCwsLrl+/TmZmptBSMdcUCgWOjo5ERESYRcAj\n",
"mUQSkZSUJAgKpLGKjIyUtSFL/qOrqwulUsmjjz5KYmKiyAA+/vjjIgsoxxFKDv7s2bMcOHCA0dFR\n",
"3nzzTZqbm9FqtURERNwX4mU0GgWzrzTG69atw9fXl/7+fvLy8hgYGDBrg5ZMoVAQFhbG9u3bqaur\n",
"E8EYKcor99m+2CbczQhdvXoVjUbDrl278PX15cKFC2zatOm+cEbpd2fOnKGurg6VSoVOp6OtrY3S\n",
"0lJmZ2fNoodXKO4S6kjw0oCAAHp6epidnRVal4ttYhJ0URKWXr58OcnJyRQWFjI2NragVpupzc/P\n",
"89lnn/H222/T1tbG9PQ0zs7OgqHUnGfq7u6mpaVFXBSVSqWQVJCzZk0v33/+858FIUBLSwshISHs\n",
"2bNH9jg/yKR1c/ToUUJCQnj00UeprKxEo9GwZcuW+/pL6V289957xMbGMj09jZ2dHTExMXz66acM\n",
"DAzI7pfUlnR4BoTofGdnp7g4LmTSxe6Lbd7vM7lmqifb09PDgQMHGBwcxNramrVr17J582bZl2qF\n",
"QsHrr7/O448/TlFREQqFgs8++4yTJ0+yfPnyBfdtOzs7vL29hX7fUgIMUh/6+/s5evQoVlZWZGRk\n",
"cPLkSQoLC+nq6mLFihWLkkPAXWj/wMAAaWlpxMXFYWVlxYULF4iNjV0UOr2YSbDc6upq3n//fRQK\n",
"hdBQW8ykv1tYWCgOwleuXGFkZARnZ2dKS0tlBzClthoaGvjggw/453/+Z8bHx0VN4EMPPSTrgi21\n",
"8/7776NSqZifn0ej0XDr1i1OnDiB0Wj8Eozx5MmTqFQq+vv7xRnN09OT7u5ugoKCOHjw4JLG18LC\n",
"Ajs7O3x8fMyWGJBMQrNcvnyZH/7wh0RGRuLu7o69vb0YG3Oo+V1cXCgqKsLLywtXV1dR3/jNb36T\n",
"zz77jG3btsn2udKZS2InDw8PZ+/evWzYsIHQ0FD6+/uJjIyUfUbW6XSMjY1RVlZGfX09n376KUND\n",
"Q+zevZvc3Fyio6Pv6+NMa63PnDnD3r17xRng5s2bWFpaytKPlp6nsLCQgoICpqenGR8fR6/XY21t\n",
"jZ2dnbjQLsX+bpk7KUJ48+ZNnn/+eRSKu4KPV65cYWJiQggPP8h+97vfMTY2Rnx8PCtXriQ4OJh1\n",
"69ahVCqxtbVdFN9qakePHuWxxx5jZmbmnkvOrl27GBwcNGthmarc19bWCgrVmJgYEhISZKf2a2pq\n",
"aGho4ODBgxiNRjZt2kR+fj5XrlzBycmJzZs3mw1daG9v59y5c4IcY+XKlaxZs0YWYcj9LD09XUBf\n",
"/f39zRJA9/b2ZuvWrZw6dYqsrCxUKhVTU1OyKfBNbfv27Vy4cAErKyucnJxoa2tjdnZWZLfkLIY9\n",
"e/agUChwcHDgxIkTfPTRR9TW1sqK1pmSjkhseNeuXROkI3v27JENEzIYDGzZsoWenh6Kioq4evUq\n",
"9vb2BAUFERUVxfLly2U7P2mNpaen88orr+Dk5MTk5CQqlYrKykqzYIv/f5jkBGdmZmhpaeH27dvY\n",
"2dnh6+vL5s2bzQqgDA8PMzs7y9mzZ3F3d2f58uUolUpWrVrFyMgIExMTsghn4K/ro6OjA1tbW+bm\n",
"5jh16hSPPPIIMTEx/PrXv+bxxx+/728l3xD8vzTKOTk55OTksGPHDpKTkxkcHFwyY9/ExAT9/f24\n",
"u7uTnJzMH/7wB5qamnjyySfNgpx/sd25uTmioqIEIYKLiwt37tzB1tb2gZnusbExnJ2d0el0PPfc\n",
"c7i6ujI2NoZWqxWRfbi/NtqDTLpMApw/f56Ojg7i4uJEdHSx+gYpar9jxw5GRkZwd3dHp9MxOjoq\n",
"S7RY6mtlZSUlJSU8++yz1NbWcuPGDc6cOYOPjw8/+tGPZD2L1FeJrVMiHwgNDTWb1dJgMBAdHc2b\n",
"b75p1u/ktm1nZ8fTTz/Nk08+KeampKcHf818mZr0TkdHR1m9ejUFBQXCvzY2NgrfL+f9S58HBwfT\n",
"0dFBRkaGWPu5ubmLBkKkeTw+Ps7AwMCitTDm2vz8vIjcS9I15jL4DQ4OCmZiS0tLfvjDH9La2sqN\n",
"GzdkE/T8LSb5PwlCL2XC5+bmBImRnHVqNBo5evQoO3bsIDY2loKCAjQaDcnJyULbzNyx/+IcsbGx\n",
"4fDhw2zcuJFjx44xNTW1qEbmF/+ug4MDb731Fs7Oznz/+98nPT3dLPIQCbnR398vstBSgMEcnyb1\n",
"qbOzk6eeeory8nJeeuklXFxcOHbs2Jf04LRaLQD/9E//REdHB11dXUJvMyIiAq1Wy/T09JKF6/8W\n",
"k567r6+PiIgIxsbG8PX1FYF7uXus1E51dTVGoxEbGxtefvllbGxsWLZsGV/5ylcYHh4W7OZybXp6\n",
"mqNHjzIxMUFISIioSTateVzMTLPbZ8+e5fnnn6ehoUFA/QMCAvD09MTKyuqB+oZSG7W1tfj4+Iga\n",
"TwlWW1hYuKhurGQ6nU5Ib3R2dlJVVQXcZfDfv3//3+Tn/i6Xu+bmZhobG3FxcSH4fxkF4e4FwcvL\n",
"i9/85jeLQioPHz5MY2OjqGnT6XQEBgaSlJRkVsQV4MiRI3h4ePDWW29RUFCAq6sr0dHRrF+/3ixo\n",
"p6m99dZbxMbGimLzubk57O3tefbZZ2WRl0h6f5cuXUKv1/Poo48KZ6PVas1aBFJtyu9//3seeeQR\n",
"Jicnqa+v55NPPuGFF14wu65EgsMVFxeLy49er8fCwoLTp0+ze/fu+0aK9Ho9b7zxBt7e3oSHh7Ni\n",
"xQpefvllWltbGRwcJC4ubklOLCQkhF27dlFSUsLg4CDOzs4cOXJkUYHn9vZ2rly5InD6vr6++Pv7\n",
"88gjj1BdXc03v/lNWfo41dXVHD9+HJVKRVxcHKmpqTzzzDNmPwf8dXHD3UNGT08P7e3ttLe385e/\n",
"/IWQkBCzKKfHx8dFBFEiiNmyZQtpaWlLotX+W8y0YF2qKxgZGcHV1ZUzZ84QHx8va1OHu6QzBQUF\n",
"lJaWsnHjRvLz84WUwu9+9zs2b94shOTl1n95eXkRFRXF22+/jZeXFxs2bKC2tnbBOWnKXujo6Mi2\n",
"bdtoaWnhT3/6E0eOHJElePsgy87OpqOjg9u3bxMTE8O2bdvo6+vjzJkzomZqKfA8SZ4lPj6e4OBg\n",
"oqKiCAkJ4bnnnrvv94eHh/nJT36CSqViZmaGa9eusXfvXpydnUVNkWRyDkHSd7RaLStXrqSwsBCN\n",
"RkNKSgrp6elERUUtWKMqvVMJTvrqq6+KTKSnpycPP/ywWdFNSex+2bJl4mA3OztLd/f/x957h8V5\n",
"nen/n2GGXgTDMPReJDoIFUBCvVuyWuy1ozjxbjZex8nG3jibrJPsld04jjeJk3g3zm5iO26yuqzY\n",
"GEkWSCAkhKiiiM6ARBtg6L0Nw+8P/d4TpEjiHVScfK/c/8E1885bznvOeZ7nfu5bL/sY0hjz8fHh\n",
"iSeeQK/Xk5mZycmTJ7GwsOALX/iC7GSKhYUFmZmZnD9/nsHBQf7jP/4DOzs7VCrVPTXUS8fOz8+n\n",
"pKSEzs5OPD09WbNmDU888cRdldhMJhOTk5NERkaSlpZGW1sbvr6+DA4O0t3dLQKyuc5vZmZGBOYR\n",
"ERHU1tbS0NDAW2+9RWBgILa2tnNWXKV73dTUxIcffoifnx8pKSmEh4ejUqnm7fsorZPl5eV89tln\n",
"JCcnCyql3ESRdG6SXHxXVxfW1tb09vYyPj6OXq+ftwmxObhw4YIwr1apVOj1epydnbGzsyM5OVl4\n",
"7t4Js2Xmx8bGbtIKGBgYuGl9ny81/5e//CXDw8P4+PhQV1eHhYUFdnZ2grkhrVl3gvS769at4+OP\n",
"P8bGxkbskYqKisyi5Uu/I9H7dTodycnJxMTEmEXtlJJyvr6+2NjYMDo6SktLCw4ODjQ0NPzZfrK1\n",
"tZXAwECsrKwIDg4W+43e3l7a2tqEtdLnAen+lpSUkJmZSXV1NfHx8cTExNzVp+9OkHxik5OTefrp\n",
"pzEYDJhMJmE7I3fPJL3f5eXlKBQKnn/+eerr64UHrGTgbk4vYH9/v4hDFi1a9Gf7hi996Ut3TNJK\n",
"vxEZGcmlS5dIS0sT4ol6vd6sqqlUmAoMDCQxMZHx8XHq6ur+7Nrng4dCy9Tr9ZSXl6PX66msrKSk\n",
"pERQKaqrq1EqlXOW0x0dHQkICGDZsmUkJSURGxuLnZ0dOTk5pKWlsXXrVlnnIvl3DQwMEB0dzb59\n",
"+wgNDaWnp4f09HT279/Pzp07ZatuKRQ3zLBPnjzJM888Q3Z2Nq+88gqWlpaMjIyQlJQkqxfExsaG\n",
"qqoqPvvsM3p7e+np6WFqauquZtx3uj6F4obUeXNzM/v27SMkJISlS5cSGBhIenq6kGaWg9l+Xjqd\n",
"jqVLl6JUKlEqlUxPT/Puu++yc+fO235X6gGbmZmhrq6OCxcuUFJSAiBUG+VuVqXramho4OzZsxgM\n",
"BrZt20ZcXBxRUVFoNJo5N/YDAwMMDQ0xMTEhAo6GhgZcXFyIiorC09NT1osUGBjInj17WLFiBQqF\n",
"gtOnT/PWW29RVlZGS0sLISEhsnuufvnLX5KamkprayszMzP4+fkRFBREVFQUCQkJBAcHm7U5sLa2\n",
"Znx8nDfeeEMYqVdUVNDX1zcvU9x7gfQ8Dh8+zJNPPklHRwehoaEkJyej0+lITEyc03BaglarxdfX\n",
"l5mZGTw8PKivr0en01FfX8/Y2Bg7duwQ92muzceFCxfw9vZmZmaG6OhogoKCWLVqFQrFDb8ZyQ7h\n",
"diguLub111+noaEBo9FIQUEBFRUV+Pn5ERAQIPt6ZkNiMXz66af8/d//Pbt27SIkJITo6Gji4+PZ\n",
"uHEj77zzDsuWLTNr4Zfug+SBNDIyQlVVFZmZmVy8eJHQ0NDbbmSkDbePjw8qlYqcnBwyMzMpLi4W\n",
"IhPm9rYMDw8Lb7WzZ8/y9a9/nUWLFnH69Ok5hZBm07GMRiPLly/nzJkznDp1iubmZgBZasTSPSkr\n",
"K6OwsFCsQSqVCjs7u3lJzzs5ORESEoKbmxthYWEEBwejVCoJCwub872dPbceO3aMb33rW1y8eJFd\n",
"u3ah1+s5evQocXFx81rcpfmyurqa999/n3Xr1rF8+XKhLh0SEiLG0u3uvXRffH19KSwsFFVbqS89\n",
"JiZGliptZWUlR44cobe3l6GhIZKTk8X49vf3Z9u2bbLHtFarJSEhAZPJJBRt/fz85iUQJkGpVJKU\n",
"lERERASjo6NcuXKF1NRUKisr5wyIZkOj0RAaGoqDgwMDAwNcvnyZyspKs30854u2tjY6OzsxGAy0\n",
"t7djMBgYGhoSVENHR8e7jiOJ9l5XV0dubi5GoxF7e3ucnJzuKTg1Go1UVlaKdppFixaJ6k1iYiLL\n",
"li1j0aJFSOI4d0JjYyP//u//Tmtrq7A+iYmJwd7envHxcYxGI0lJSWYHnpI8v9Fo5OrVq5w5c4aM\n",
"jAySk5Nlr+FWVlYkJCRgYWGBtbU1ly5dorKyktHRUVEJluDu7i7eaUkUSKFQYGtri7u7+z1TsO8V\n",
"CsUNQZ2nn34af39/rl+/LgSwQkJCZK1v0jOoqKhgaGgId3d34dUr7WWl9iM5mK2T4OfnR1RUFD4+\n",
"PoSHhxMTE4Ovr6/YZ8pN7L799ttC00Cr1d4UkN3a03sn2NvbY2dnx9WrV8nNzeXgwYNoNBq2bNky\n",
"J7VaOtcTJ06Qnp7ORx99xKVLl+jv72fTpk0i8PyLr9wtWrSIgIAABgYGWLFiBfX19ZSXl3PgwAGm\n",
"pqbm9EzR6/X09vZSWVmJnZ0dtra21NTU4OTkNO/m45ycHBoaGnj++edFU+9TTz01Z/bodmhqasLX\n",
"15exsTFRhl66dClVVVWy1QADAwP51re+xQ9/+EMeffRRampq+OSTTzh06BDW1tZ873vfM9s4Gm7Y\n",
"TkhGlv39/aJJUy6kBnZ3d3dCQ0M5dOgQW7Zsoa+vj5KSkrtWunp7ewXP32g00tPTI4yHP/74YwIC\n",
"AuZU8JIgvZTvvvsuq1evZv/+/WzYsAELCwtOnTrFmjVr5gyi/fz8hLzsj370I+FtUlZWxtmzZ9my\n",
"ZYtZvVL3Q3Tk+eefR6fTUVFRwenTpzl06JAQLIiMjJRNxYU/TRibN28mJiaG2tpaampq0Gg08/Il\n",
"ulfMFhpyc3OjubmZ9evX4+3tfVt/njtBui43Nzf27NmDUqnExsaGoaEhenp6hOE3zD0ZTk1NMTY2\n",
"hkql4qc//ang7k9NTREQEMAXv/jFuyr3SdTJtrY2BgcH2bt3r9m2IrMhZeZqa2vx9PTExcUFk8mE\n",
"k5OTqI5PT0+zfv36eVde1Wo1Li4uREdHMzo6SmZmJq2trXdkA8zMzAgKZ0REBI8//rjokS4qKqK8\n",
"vJyAgADZmVILCwscHBz44he/KKr/7u7u5OXl4ezsLHoP5jpWT08PgYGBXLx4kebmZl5//XXOnz9P\n",
"U1OTrPsgzUP29vaEhYXR0NBAU1OT2MRu2LBBVqAgnavBYODkyZNUV1cTExODVqtlxYoVssW4ZtN7\n",
"4uLi6OrqEnTHsbEx2tvb78kGAW5QyDds2EBycjJGo5GwsDDefvttPvnkE55++unbboj+7//+j+np\n",
"aRISEoiNjeUf//EfaWxsFMcyp7f16tWrQmp+cHCQ4uJirK2tCQ4OFtR8OclPk8nE2bNnRUC5YMEC\n",
"MjIyOHz4MK+//rrZyQYJMzMz2NnZCSEDuFGFM0d1sbS0FIPBQHBwMAEBAezYsYO8vDzRA/4wIOkN\n",
"jI+P09vbS21tLU1NTVRUVGBjY8Ozzz571++rVCrGtiQPEQAAIABJREFUx8cxmUwsX76cjo4Ozp07\n",
"B9zYxK5du1aW1cit6OjoIDMzEzs7OxwdHcV+bXR01KyktY+PD88++yw6nY6srCwhohIaGkpsbCwb\n",
"NmyY10ZYmuOkdXZgYEBU3uSgqamJhoYGfHx88PPzIzk5GUtLS5RK5R0ZN9Icc6so0L30V90PSOJC\n",
"6enprF69GrVaLd6J3t5es55XV1cXer2epqYmjEYjnp6euLq6olarzV7HJNp4e3s7ly9fpqGhgdjY\n",
"WEJDQ3F1dUWj0ciucEkq59/+9re5cuUKOTk5/Od//idwI3n00ksv3fU6Z9Owa2pqWLlyJZGRkYyO\n",
"jjI9PY1Go5HFZpCYKBcvXuTVV18VKp2nTp0iOzv7viTiFTO3I9w/INy6kBgMBnQ6HQkJCXet4Ej0\n",
"oc2bN9Pe3k5AQABpaWksXLhQ9CXJNS+VBsH+/fuxsrLi7/7u7+7torix4RscHMTR0ZETJ06g0Wgw\n",
"GAx0dHTw0ksvzfn98vJyxsfHSUhI+LPFvKOjg4aGBlasWGH2eWVlZVFSUoKPjw9DQ0O0t7ezbdu2\n",
"edk8wA0BmuPHjwtRC3d3d5KTk+/Ye/e9732Pb33rW3h7e9PS0oKPjw8mk0k0slpZWclalKVnptPp\n",
"+OMf/8i//uu/8oMf/IBXXnmF3t5eXn75ZX7961/Lvo6ZmRleeuklfvKTn2Aymejt7aWrq4uQkBCz\n",
"+2XuBbN79yT09vZSU1NDeXk5fX19ssbPbFRUVNDb2ytMhiVD7oe9aPT396NSqbCxsaG1tRUvLy9y\n",
"c3PJzMwkIiKCwsJC2T1GUsIlIyND0IYsLS3x9fXF09OThQsXmlXRmpiYwNramqtXr6LX62lubqav\n",
"r4/p6WmCg4N5/PHH5zzG6OgoVVVVnDt3jurqavz8/AgLC2PPnj1mqTZKYzs1NZWamhoR+NwKaVEy\n",
"97hdXV1MTEzc9I52d3fzzjvv8N3vfve235Xm6V//+tfs27dPLMYzMzMiwy+pe861oXr55Zd54YUX\n",
"yMvLIzg4+KaKaGNjIyaTiZCQEFmLc39/v3jP9+3bR1hYGD//+c+FD+NcuPV8e3p6aG9vF+dhrifU\n",
"22+/jY2NDYmJiRgMBnJycoTBsznBRmlpKd3d3VRVVZGSkkJ8fDzvvvsu9vb2ssbi7SDdz1/84hcY\n",
"jUa+9rWviaDsww8/RKvVsmnTptuOq6qqKqqqqqivr6e7uxu1Wk10dDQREREEBgaaHXCeP3+ey5cv\n",
"o9VqCQ4OZnx8nJ6eHgwGA1u3bpUVDDc2NvLSSy8RFhaGt7c3Dg4OODs7YzKZ5iWnLo2Fs2fPkpWV\n",
"xcTEhKAihoWFydqA9vT0cObMGWpra7GwsECv14vg6Itf/KJZ88C9QHrW09PT9PT00N3djbu7O2q1\n",
"momJCbq7u+/aHz81NSU8dcvLy/Hz80Oj0eDm5oa7uzvNzc3s3LlzXiIdIyMjgm5oMBjEfKRSqbC2\n",
"tmbp0qVmKZNL6OvrE5YsxcXF7NixQ1bfLdzce5udnU19fb1QNQ0PD8fDw0NWoHj27FkhoKHX65me\n",
"niYsLIyvfOUrD70F4l4xW/H1zJkzrF27VrZf4Gzo9Xo0Gg1WVlaMjo7S2tpKVVWVUKKOiYlhy5Yt\n",
"87L06ezsFOyPjo4ORkZGsLS05IUXXpC1NtbV1TE8PEx4eDiDg4M3rbOdnZ2UlpbO6QMp7UWOHz/O\n",
"5OTkTbTbjo4OjEbjnFoU0rWXlpaSlpbGD3/4QzEPX79+nbfeeotXXnnlnoSL4CFU7qRB09bWRmFh\n",
"oWgwjoiIYOnSpbKoD1/96ldJTU2lo6ODxx57DGdnZ1JTU3nmmWdQqVS3bQi/E6RNyfT0NOnp6dTU\n",
"1BAYGEhERAShoaFmm7LOzrxaW1sTGxtLVlYWCxculC0YYWtri7OzM9nZ2Rw8eJCFCxcSHh5OXFwc\n",
"Pj4+snuJuru7eeutt1iyZAnR0dGsXbuW8PBwqqqq0Gq17Ny502zjSOk6m5qauH79OikpKbi6umI0\n",
"Gu96LGlz7+3tzfj4OL/97W95+eWXRVbLHKqHtOkbHR3F29ubgwcPirJ1U1OTeEnvtkHs6urCzs4O\n",
"e3t72tracHV1Ff0akq/cw4bUu6fVaomMjGT58uVERkbK6pGYDem6GxoaeOedd/Dy8hLjuLCwEHd3\n",
"d7Zs2fKgLuO2SE1NFR5WUu+RJObT2dnJ17/+ddnHkjaTaWlp7N69G41GIzYL2dnZqNVq7O3tZb0j\n",
"JpMJa2tr0fMpUaZ6enpobGyUPZfY2dkJY/eZmRl6enooLCyUfU0SpPGqUqno7+/nvffew9PTE61W\n",
"i6enJ5GRkahUKrOpZ9JxCwsLOXLkCO7u7gQFBREeHk51dfUdKUezva7a29vRarVifEl2MdJmWs7C\n",
"89JLL6FSqaipqRELoo+PD8uXL2fZsmViE3Sn97azsxOdTsfy5cuF+e/k5CRWVlYMDAxgYWEhaxMi\n",
"XUNdXR2ZmZnU1tYKw+JHH32U8fHxOY8hoaioCE9PT/r7+0VvXUhICMnJycJ3ypzey7i4OA4fPkxJ\n",
"SYkQVpqcnGTTpk2yj3ErpD5pX19fioqK+OY3v4mbmxtOTk6o1Wrh7XS7cSVVMmZmZujr6xPMgvff\n",
"f5+pqSmioqJ4/PHHZdPWVqxYgUajoaqqCqPRyNq1a5menqa1tVVWX6LRaCQoKIi33nqLqqoq0adi\n",
"jkfmbEhjvKuri/T0dF566SW+//3vY2VlxZtvvsmCBQt47bXX5mwZ+Oyzz5icnOQb3/iGGMfNzc0c\n",
"PXqUtLS0eQfm88W7776LSqWivr4eFxcXbGxsUKvVbNiw4a7fKygoICsriw0bNvDcc8+J5OLly5fZ\n",
"tGnTvHt9AVElv3btGsuWLWNkZITm5mZ6enpoaWkRc7u5vUUuLi4kJCSQkJAgm/0jQZq3PvjgA777\n",
"3e/yq1/9CpPJxIkTJ+jp6eHHP/7xnGyMiooKcnNzRZIJbhQrTp06xYEDB/jnf/7ne6ILP2xI9765\n",
"uZmamhp0Oh3BwcHExsaKgFcO3nvvPZ577jnOnj3L5OQkERERbN68GVtbWwwGg1hf5QYuqampIimk\n",
"VCpJTEwkMTGR6elpWlpa6OnpETHAXMebnp7Gz8+PyspKDhw4QHBwMD4+PoIivnnz5jnHofQbOp2O\n",
"3bt3AzeSI5aWlmRkZBAYGDhncCcdIzg4GA8PD9LS0li3bh29vb3CSgP+1B84Xzzwnjvppr/zzjuE\n",
"hIRgNBrp6+ujrKyMgwcPolAo5qSeeXh4EB4eTmNjI3V1dYJXvnHjxnlFtwqFgpiYGJYsWUJAQABK\n",
"pZLc3FxycnLMtlMYGxvj7bffJiEhATs7Ozw8PEhKSsJoNOLn5yfr3FxdXVmwYAGBgYHExcWhUqmo\n",
"q6sjKyuL48ePi56OuWA0GhkZGUGn0/HZZ5+RnZ3N4OAgISEhREZGimyy3PslUWCuXLnChQsXyM/P\n",
"p76+no0bN9LZ2SnEMW6H3NxcBgYGSE5ORq/X09jYSEpKClNTU2b7Eg0MDAiFpO7ubkpLSwkMDKSq\n",
"qopLly6xZs0a/Pz87joW8vPz+clPfkJ+fj4XLlzA3d2dZcuW3VfVNXNxa+9eRkYGb775JleuXKGt\n",
"rU229cBsqfHg4GC+8pWvEBoaiouLC+Pj41hZWT0UxbbZ8PDw4OjRo8TGxgqag6WlJaGhoQwNDYkx\n",
"PxdmK+WNjo6yY8cOtFotXl5eeHt7ExwcjK+vr+hdkAOFQsFvfvMbPvjgA6GU5enpSWho6LxoVJLq\n",
"6nytIuBGD2pKSgpubm6YTCa6u7tFkDDfqqvJZCIsLIzdu3cTGhrK8PAwFRUVhIeHs2XLlttWFmYn\n",
"rLq7u8XYBLh27RqnTp0SRrZz3e/ZvQvLly9nx44dgj595coV0tLS5kyA9fT0YGtry+DgIAcOHECn\n",
"09He3s7w8DAuLi6sW7dO1gIoneurr77Khg0bWLt2LWNjY5w+fRorKyvZ1jDDw8OcOXOG5uZmjEYj\n",
"OTk5wsMJbrAltm3bNicDoK2tjZMnTzI0NMT09DQrV65ky5YtQv1t796985Yzn33NUVFRbNq0id27\n",
"d4tEW2NjI0eOHKGiokKol97p+7a2tnh7exMfH8+qVasIDw+noaGBvr6+OeeUiYkJjEYj1tbWIpFW\n",
"XFxMRkYGMTExsiTwpTHU2NjIyMgIra2tZGdnk5aWRnl5OcHBwWZbB8zu4bS1tUWr1dLV1cWzzz5L\n",
"YGDgXZXyZuOjjz5ix44d+Pr6Mjk5iYWFBc7Oznh4eJCbm4uvr+89P0M5kPr+jx49yjPPPENGRgZ7\n",
"9uyhvr6egYEBli1bdtdk6pEjR1izZg1JSUkolUrc3d2FiEZOTg5BQUE4OTnN+/zGx8d5/fXXuXLl\n",
"CkFBQYSEhODn50dgYKDwJTNnTyJdswSJSSAHs2l1xcXFbN++nbNnz/L973+flStX0tvby9q1a+cM\n",
"zDIyMvDw8GDVqlVMTEwI6nlISAjFxcWy5fD/kjAzMyPsBRITExkZGaGkpIQDBw4QERExZzJlbGyM\n",
"7OxsrK2tsbKyYmpqiqqqKoqLi6mtrWVkZISIiAiznrenpyceHh6cP3+en//852RlZVFfXy/svOba\n",
"983GqVOnmJ6eJikpicWLFwsBoZKSEtLT0/H19Z1zny21KbW2tqLT6QQzSqlUcvDgQTZs2CCbtSHp\n",
"B2RnZ5OamopOp0OtVrNmzRoxb/xFV+6kl669vZ0lS5Zw/vx5vvOd72Bra8t7770nW+Jbq9XypS99\n",
"iYyMDE6cOIGNjY2QDZebIWlvb6enp4eqqiocHBywsbHh6tWrKBQKpqenzfKQgz9t6nbv3s3+/ft5\n",
"4YUXqKmpobCwkObmZn7wgx/MeYzOzk7+67/+i5SUFJYtWyY8kiTKjE6nk5XdhBvN/ZK4ydjYGNev\n",
"X6e2tlYYLe7YscMsRSkJBQUFpKSksGjRIgwGA3AjeJP6lG4HlUpFaWkp3//+9xkeHhbZLXM3v0ND\n",
"Qxw7dozAwEDWr19PQkICxcXFXLlyheTkZP7hH/5BVO7u9iKsW7eOdevWMTw8TH19PefOnePpp5/G\n",
"x8eHRYsWmU2nu5+4tXevp6eHgoICs4+j1+tRqVTCt8vJyekms+GHCXd3d9avX8/hw4d54YUXmJmZ\n",
"obCwkPT0dEZGRnj++edlHWf2Ruzjjz9maGiIL3zhC8IE3dxeG2mMfO9736O9vZ2rV69SWloq5pRX\n",
"X331oY2D2YtSV1cXfX19hIWFCeWvvr4+2VnJ2x3XZDLR2trKyMiI8O6cq9oizdcxMTGUl5dz/Phx\n",
"HnnkEYaGhoSYhvQbc0HKPGZkZODm5kZcXByOjo7ExcXdlES7W7ZUEhiYnJxk+/btGAwGDAaDUHTb\n",
"uHGjkOif6350dnZiaWnJsmXLAAgKCiIlJYXXXnuNFStWyFpHpPtoMBjo7u7G3t6e6upqioqK0Ol0\n",
"LFmyRBY7Ynh4GJPJRENDgxCckEQ5tFqtWWyUWzGbYlVTU4OdnR1arRZ/f3/RQ9Pf3y+7V1GChYUF\n",
"vr6+qNVq+vv75/z8sWPHRFtAREQEnZ2djIyMyDIGl6BQ3LBS+cMf/oC/vz9arZagoCCMRiNTU1Pz\n",
"CjqksWZra0tcXBzd3d2YTCZ6enqoqKiQNQ6Gh4cZHR0VSQHpvZqamiIoKIi+vj6zz2s+kJ51fX09\n",
"/v7+qFQqcV2enp7s379/zjlycHBQ7H2mp6eZmZlhamqKkJAQJicn0ev1wj/W3ETTzMwMNjY2vPzy\n",
"y2RkZJCens6qVasICwvDwcHhrv3Nt8Otv2/uOUnz6OjoqLCusbe3p6GhgaGhIfr6+mSxiurq6vjG\n",
"N74BIKqak5OTgi4s7ZP+GjDbsqi+vp6SkhK8vb3Zvn0727dvF5+ZC1ZWVuzcuZM//vGPjI+P88gj\n",
"jxAfHy/scyQ2lzmQ3u9du3axa9curl27Rn5+Pp988gm//vWvefXVV2Ulrk0mE66urpw9e5a2tja+\n",
"8IUvsGbNGrEONTY2Cvuqu6230nh75JFHOHz4MKmpqTg7O1NTU4Ofn59sQZze3l7eeOMNtm/fzne+\n",
"8x1GRkbo6uq6aT99r600D0Uts7+/n66uLmJjY7lw4QJubm44ODhw7Ngxs5QppWhdaja8ePHiTapf\n",
"c+H73/8+xcXFhIeH09bWxoIFCygoKMDT05PFixezcuVK2U2j77zzDhcvXhTu8i0tLeTk5NDS0oKH\n",
"hwdf/OIXZQUyUlZToi198sknVFVVMTExgUajEYp15mB8fFyYlQcHB7Np0yaSk5MJDAw0iw4pDfDL\n",
"ly+zcOFCTp8+zfr163F1dSU9PZ34+Pg7Zqf8/f3Zs2cPy5cvx8/Pj/r6et58802KiorQ6/WEhITI\n",
"uj8FBQU0NzeL5uT29nbOnDmDlZUV165dY82aNXdVfbsVVlZWeHp6kpyczM6dO4mNjaWvr4+AgIB5\n",
"V13uJ+ZTBZKEInQ6nQh8JTW5mZmZeTXC3wsMBgNKpZLw8HBqamro7+/n+PHjlJeXk5iYyLPPPmuW\n",
"1Lgk6KPVarl+/ToHDhzgzJkzFBUVERgYaHaAJy1Ujo6OBAcHs2LFCpRKJd7e3nMGCvcTs1kNXV1d\n",
"pKamkp6eTm5uLk1NTYSGhmJvb2929k467uXLl/nggw9oaGigo6ODqqoqGhoamJycvC3NxmQy0dbW\n",
"hpOTE5aWlmg0Gi5fvsz+/fuprq4mMjKSVatWyRavkaqpb775JqtXr2bBggW8/vrrFBcXMzY2RlBQ\n",
"0F03Z5OTk/zyl79Er9cL65uIiAgiIyPx8/PD2dmZoKCgOec06TyHh4dpbm5menoaX19fTCYTNTU1\n",
"XLt2jbVr18q5tULMw8vLi4CAAJYsWYJGo0GtVuPk5ERQUJCsjL0UyPn7++Pu7i5ooZcuXeLkyZP4\n",
"+/vPm3Yoned///d/AzeYD9evX6eyspLS0lK8vb3RaDR3pVoNDw8LaxnpfZGek6urK2FhYXNS9T76\n",
"6COGh4fp6enBaDSyYcMGdu3aRXR0tFliSpaWliKxFxQURHx8PGvXriUhIcFseXa4UQ3u7e0V5uLu\n",
"7u60tbVRVFRES0sLGzdunPPe63Q6UlNTuXLlCi0tLdja2qLRaMRe5uzZs+zdu9fsczMX0tiemppC\n",
"q9ViaWlJc3MzLi4uVFdX09bWRkpKyl2PYTQaKS8vJzIyEktLSywsLMTac/z4cfbu3StbifhO56dQ\n",
"KAgJCaG9vZ0DBw6I/jRzNrD9/f0UFBTQ19eHWq1GqVSafT6Dg4N0dXXh6+srAkyj0Uhubi7V1dUs\n",
"XLhwTibZ+Pg4b7/9tnj2KpUKd3d3sU/79NNP2bRp07xFfh42pPUiOzubkpISpqam6OvrY8mSJZSW\n",
"ltLf3y+r8GFhYYGnpyfr1q3D3t6e0tJSIcwUFhYmvCTN9ZCcnp4Wewo3NzeioqLYsGGDSPLKgUKh\n",
"ICwsjIiICK5cucKJEyeYmprC3d0da2trXFxcxPObK7Dr7e3F2dkZLy8vxsbGGB8fZ/ny5axZs0YW\n",
"VV3yHrWwsKCgoICJiYk7KlffCx5ocCdRdyQZXKVSibW1NTk5OVRWVqJQKMymQcKN6o/kFeLj4yN7\n",
"E+zl5UVraysKhYLHHnuMyMhITp48yUsvvURgYKBZGylbW1tGR0epq6sjNTWV0tJSmpqa2LVrF2vW\n",
"rMHS0lLWIFYqlQQHB5OcnMyjjz7K0qVLmZycJD8/n/fee4+pqSlZUsrSb/X393P06FE+/PBD0XQ8\n",
"OTlJaGjovCWNtVot2dnZNDQ0sHHjRi5cuEB9ff2cxvNw78HURx99JCqacEPl1MfHh29+85sMDAwI\n",
"IZT50nPvlU73eaOrq0tIMEdHR7Nhwwa8vLxQKpU0NTVRX18vKhUPC/n5+fz4xz8mPz+furo6Ll26\n",
"xN69e3n66adl099mQ6FQYGVlhYeHB6tXr2b37t3ExsYyNDQkzEzl0ASlzxQXF9PZ2Sk2B5aWltTU\n",
"1Ahfr4cF6XwPHjzI1772NQoLC3nxxRcZGBigsrKSxYsXC9EIc8a29NkzZ86wceNGnnjiCRYsWICF\n",
"hQUdHR04OzuLntXZaGtro66uDjc3N44cOYJarWbLli0iSRMVFSU7sJM+Mzg4SGZmJtu2bSM1NRWV\n",
"SsXq1av54x//yPLly+86JzU0NHDgwAEmJiYYGhqioKCAvLw8Ojo6sLGxYeHChWZR8hwcHLC3t+fj\n",
"jz/m0qVL1NTUUF9fz/Lly2VbKUjzTFZWFu+//z6ffvopu3btwtfXl8jISLy8vGSNQ8krsba2ltHR\n",
"Ufr6+sjIyGB6eprx8XE2bdo0r8AF/nTfi4uLefHFF1myZAmLFi3CycmJiYkJYmJiblsRlv7W6/Wc\n",
"Pn0arVaLo6Pjn1Ge7ezsZPVgrV27lsTEREJCQhgZGeHcuXOcOnWK0tJSurq6CAsLu+u9mi18ceLE\n",
"CX7/+98THh6ORqNhamoKW1tbs+f9uro6PvnkE3E/FAoFSqUSrVaLlZUVjz/++Jz9RTMzM2i1Wvbs\n",
"2YOrqyvXr18nLS2No0ePUlFRwaVLl3BycjKrb3q+KC4uZnx8HK1WK4RmhoaG+P3vf4+FhQW7d++e\n",
"cwPs5ORETk4OBQUFDAwMCLGbnJwcpqam2LBhwz2JO5SWlpKXl0d6ejre3t709/dTVFTE1atX8ff3\n",
"l0VdHR0d5a233qK9vZ20tDR27txJf38/LS0tqNVq2cHCb3/7W3x8fERwCAhNg82bNxMfHz9nwKlS\n",
"qXjsscfw8/Ojvb2dzz77jEOHDolEdGNjo1netJ83pGd74MABnnzySdrb2/Hy8iIkJITTp08zNDRk\n",
"NgNI6vvPz8+nqKiI4OBg1Gq1WeNodrvJkSNHOHjwIKWlpVy/fp3R0VHUajWWlpayjifR5h0dHVm6\n",
"dCn29vY0NjYyMTEh2qfknJtCoeCnP/0p3t7eBAQECPbAokWLZIvxSfOpv78/gYGBHDt2jNzcXDw8\n",
"PO5rIv6BBnevv/466enpDAwMYGNjIzYV9vb2hIaGsnnz5nlvqpVKJV5eXmZ9/3717s3MzODm5iay\n",
"rps3byYqKgqtVsvFixdJTU1l/fr1siqSUmZ0bGxMiJQsWrSItWvX8thjjwlOr5zjKBQ3fLoGBwf5\n",
"0Y9+hI+PD6Ojo2RkZBAQEDAvMRW40bxsYWHB0NAQFy9exMbGhk2bNokytlzMJ5g6c+YMycnJqNVq\n",
"kfEIDAzEwcGBzMxMAgIChP/Z59k/93khPz+fl19+mUuXLgkPskWLFhEcHMySJUuIjIyULXxwvyD1\n",
"EiYlJYnm4E8//ZSysjKampoICwuT9fyloKajo4M//vGPXLhwgYqKChISErC0tCQhIcEsbrr0mays\n",
"LPLy8iguLkan09HY2EhBQQErV640e0zPF9K1NTY20tjYyIoVK0S238/PD4PBINTfzB3Xv/zlL2lq\n",
"aqK9vZ3g4GC8vLxQq9UEBAQQHx+Pl5fXbTcwNjY2+Pn5MTAwQGNjI83NzRQUFFBZWYler8fCwsLs\n",
"xWdyclIEqw0NDTz33HNYW1tz+fJltm3bdsf3dmZmBo1GQ0JCAqOjozg5OZGUlISnpyc9PT3k5+fT\n",
"2dk5p3XJ7OrfwMAAISEhbN68GR8fH5ycnNi2bZugjM+F2b50R48e5Vvf+hbZ2dls376dpqYmjh49\n",
"KmtzePXqVd544w1KSkpQqVRUVlYSEBAgvOiefPLJeQd20jkqFAp6enpoaGjA19dXqBtLxt/w5+NK\n",
"+ntyclIEQVILw2z1P3PmWltbWzw8PIiJiWHVqlUisBweHp7z2Um/8Ytf/IJnn32WoqIikpOTWbBg\n",
"Ae+++y4eHh5m0zLT09NxdnYWXq/Stdja2tLT04ONjc2ctGyJ8qxUKvH09GTp0qU88sgjrF+/Hisr\n",
"K5qamkhJSREJyQcFqf9Tr9ej0+loa2tjeHiY+Ph49u7dS2Jioqw1397ensTERGZmZjAYDDQ1NQlG\n",
"0xNPPGFWteVWjI6OcuTIEYKDg3F3d8doNLJt2zY2bdrE9PQ0+fn5IvF/O0jzZFFREYODg3zlK1+h\n",
"pqaGNWvWoNPpOHLkiOyqe3V1NVVVVezdu/emd9TS0pKJiQlMJpMsr0vpnLRaLfHx8WzdupWtW7fi\n",
"5ORETU0Nvr6+stR7/xJgNBp57733CAgIYHx8HA8PDzIyMti3bx+WlpZ88skngq0113EMBgOtra3A\n",
"jUThwMAAbm5ulJWVcfz4cbZu3WrWfn02s+XJJ5/kH//xH1Gr1XR3d3P27FkWLFhAwP9vyTPX2JTU\n",
"ZAcHB7GxscHNzQ2DwcAnn3xCZmYm0dHRd51LpHMZGBjg/PnzPPHEE5SXl/Pmm2/S2NhIR0eH6Ce8\n",
"E0wmE11dXdjb2wvtiMnJSaKiojh37hw6nQ5bW9v71qv5QHvunnjiCWpra6msrCQ/P19Qa5YuXYqX\n",
"l9dDlZ2XcD9692aXsa9du8Y3v/lNnJ2diY2NZefOnQwMDJglhDEwMCD8LSQvmIiICKKjo82W1B0c\n",
"HBRZeS8vL7y8vOjp6eHq1at39aS707mNj49TVVWFSqXia1/7Gra2tuJFehgB1Zo1a8jMzMTPzw8r\n",
"K6ubOM319fV8+ctfBu6dn/zXitm9hFVVVaSmpvLqq68SEBDAwoULhaLT5wEHBwdiY2OJjY2dl6Kk\n",
"RAfLzs4WapiTk5PADcXCkZERtm7davZ57du3D7jRz1lXV0d7ezvf/OY3H5onFfxpvDo7O7Nr1y6G\n",
"hobw9/enuLiYlpYWsUia21MyPj5OYmKisNn47W9/S3R0NP7+/oSFhRESEnLHalldXR2urq54enry\n",
"1FNPMTg4iF6vp729nWvXrgmPTHPOydHRkTVr1lBbW8vWrVtRqVRcunRJyJ/fSRFMmlcCAgJQKBRc\n",
"uHCBCxcusGnTJtErI2e+vn79OsXFxfT399Pd3U1ubi4qlYrQ0FCCg4PN6vm5nS+dNNdOTEzI9qWT\n",
"lAIbGhpwcnJiz549921Bl+7noUOH0Ov1dHXJxzYeAAAgAElEQVR1ceHCBZycnPDy8uKRRx6ZszJl\n",
"Y2PDE088gdFopKysjPPnz9PQ0MAjjzwyLyqcBJVKJdakuSDd646ODlxcXHByckKpVIqelKqqKp56\n",
"6imzz+Hq1as888wzwJ/sRaTxXFhYSH9/v6xgQRr/JpNJnKuTk9NNfTwPGnZ2dmzdupXe3l70ej3d\n",
"3d20tbVRUlIikqBSEDsXVCoVq1atwmg0Mjk5eVOAOx//NemeTk1N8eKLLwJ/nkxITk4WHohzoaOj\n",
"g4CAAE6fPi16Ng0Gg1kex0VFRSLZKCkcSuep1+upra3ln/7pn+Y8zu2evY2Njdkq138JkLyZ//d/\n",
"/xcvLy9+9atfMTY2xpkzZxgbG0OpVMpKfuXl5XHp0iXR5x0eHo6NjQ16vZ6wsDBWr16Nra2t7LVj\n",
"YmKC9PR0tFotTk5OItkVExNDTEwM+/btu624zu3Q0tLC7373O0JDQ+nt7aW+vl7QIO3s7LC0tJSd\n",
"tGxtbcXb25v29nbOnj3Lv/zLv6BWq3nttdfmXI9aW1tFQeLKlSuEhYWRk5ODt7c3Tz31FD09PZw8\n",
"eZLp6el5WZ/digdauXN0dCQgIIBly5aRlJREbGwsdnZ25OTkkJaWNq+N2f3AvfbuSS90fn4+jo6O\n",
"REVFiQGmVCplCzJIxzlz5gzT09Ns3LiR5uZmfHx8OHjwIAMDA7ImZ5PJhMFgoLe3F7VaTWZmJtPT\n",
"00xNTdHZ2UlOTg5r1641q4dDup4f//jHDA8Po9PpOHv2LIWFhVRVVcnqubgfcHBwIDc3l4KCAvr7\n",
"+wVl5Pz58yiVStauXWs2be3/RVhZWeHt7c2KFSvYtWsXUVFR9Pb2yqa/PmjMlwKrUCj49NNP2bdv\n",
"H9XV1URERODj40NaWhrOzs6EhoaaRcns6OggLy+P48ePi/6jVatWCTPth4XS0lJMJhNarRY3Nzcx\n",
"95w8eRJra2s2btwohDXMOS+VSiVEmcLDw1m6dCkODg709vZSUFBAW1vbba0D+vr6+O53v0ttbS1X\n",
"rlxBp9MBN3pnJVsWjUbzZxS9ufDBBx+ICq6NjY0wrY6KihLz5O2OJ/lhqlQqpqamhFjEwYMHcXV1\n",
"vWuQKuFO1T8PDw86OzvJy8ujq6trzgqSBOk8h4aGMJlM5Ofns2bNGjw9PUlNTcXLy0sWrVeqbG/b\n",
"tg2lUklqaipvvfWW6Ee+F5q4tHHav38/3/72t9m1a5cQeWlubiYwMBAXF5c7vjNDQ0P827/9G3l5\n",
"eVy4cIGOjg4GBgbIyclhw4YN80rIzt4Ey4X02cHBQcbHx2lubhbtHdI4lutrJsFoNFJVVYWXlxfu\n",
"7u7iXknejSdOnGD9+vVm9b5I1yVZLM3MzMxLeGS+cHZ2ZmhoiMWLF7Nw4UI0Gg02NjYMDg7i7Oxs\n",
"dtJgdr+dhPnMi9J9+Z//+R8mJycJCgri4sWLlJWV4ezsLMRUYmJi7kqtln7b3d2d6upqcnJyWL9+\n",
"PQaDgYyMDNauXSs7wKuursba2ppFixaJJMzU1BRKpZILFy7g6uo6L8+92cGeNJb+WmBtbU1kZKSw\n",
"K5N6Wq2trRkbG+PLX/6yrH2el5cXERERbNy4ke3btxMWFkZycjKrV68mPj5etGPIHUvd3d2UlZXR\n",
"29vL2NgYOTk5GI1GBgYGMBqN2NjYiHE61zGnp6dRKBS4uLiQmJjIpk2bRH/97t27SUpKmpPiLf1f\n",
"rVZTUlLCqVOnSEpKIiEhgYyMDJRK5Zz+0RMTE0LMr62tjcWLF/PUU08RExMjekDd3d3FPHSveGCV\n",
"O71eT29vL5WVldjZ2WFra0tNTQ1OTk74+/ublXF5ULC1tWXz5s2UlZWZRYOZ7ZV3/vx5amtrCQwM\n",
"JDw8fF6NkXV1dezcuZOCggI2bNhAcnIyNjY2tzUzvh2qqqrIzMzk7/7u74iKimJ8fJzS0lJ0Oh0G\n",
"g0FM/HIhDfLm5mZMJhPPPPMMw8PDDA0N0dbWRlNTk9ny0/OFRqPhxRdfJDc3l5aWFlpaWtDr9Sxe\n",
"vJhnn332oZzDXxsUCgVubm6yfRb/UiG9Z4mJiRw+fJiioiJhMnr9+nVRlTRn83H8+HGsra3ZsmUL\n",
"o6Oj5ObmMjY2Jpvacz/Q39/Pq6++SmBgIGq1Go1GQ0hICPHx8SxduvSm65lvxvz8+fMkJCQQHBxM\n",
"YGAgo6OjDA0N3TFokBIl4+PjxMbGYmlpydWrV8nKykKlUhEeHs4jjzwi6xxme+VVVlZiaWlJa2sr\n",
"P//5z/Hz8+PJJ58UiaY7Xd+VK1c4dOgQwcHBhIWF0djYSHt7u2whJrh/1b9bcb986ezt7f9MJXc+\n",
"XokSZvdd+/v7o9frsba2Rq1Wi9+RcKf7LnlJAURGRqLVaoXYgFx692z7kq6urnuyYfHy8sLDw4ND\n",
"hw5hNBoF0+VuFg53gkqlIiUlhf3797Nz507Cw8OF32l9fT2jo6OiMigXs++jFNw9rM29dJ9PnDjB\n",
"7t27CQsLIygoiKCgILM9e+83pHvQ0dFBcnIyNTU1ZGVlYW1tTUNDA1/96ldxcnK6ayJ8cHCQjo4O\n",
"QkJCUKvVxMXF0d/fz5EjR/Dx8WH9+vVmGW1v2rSJn/3sZ1hYWLB8+XLc3NyE2XZlZaWsqt1szE50\n",
"SQmMv6bAToK1tbWwkzpx4gSXL19m7969Nxl0zwWVSnVT8UDaA8+X3SWJEg4PD9PR0UFTU5OgfU5N\n",
"TREbGyu7Kq1Wq/9s7ZLYCzMzM9jZ2c15nunp6WzatAmDwcBzzz0nkpRwg4KalJQ053lotVqefvpp\n",
"nn76afLy8gT1PSkpSTD0FixYIJhF94oHVrmbrUwpNfHn5eXh5OSEn58fiYmJ8+4ruJ+YT+8e3LtX\n",
"3uxqm0KhIDIyktraWrq6uvDw8ODEiROkpKTI4syfOnUKHx8f4uPjgRsL4qJFi3B1dUWj0czpc3Mr\n",
"pIEumYwuXLgQGxsbHB0d8fDwYOHChQ91ErOwsBBUVcm3adGiRULN7a9xQv0b7o6CggJqa2sJCgrC\n",
"09OTjo4OxsfHaWlp4eDBg6xatUr0NZjTb3fgwAG++93v4uXlhY+PD97e3nz00UdEREQ8tPlocnKS\n",
"4eFhbGxsWLx4MVqtltraWs6fP09+fj7d3d1mJWNmQ1IX+81vfsOjjz6KSqUSgjQtLS14e3vf9n2x\n",
"trZm8eLFDA4OkpWVxczMDOvWrSMuLg57e3scHR3x8fGRXSW1sLAgOzubBQsWEBISwqeffsrSpUtR\n",
"q9UUFxeTkJBw1wW1rq6OnJwcrl27hslkYtu2bezZs4clS5bITnrdj+qfhAftS3e/xJ0UCoWwZrh2\n",
"7RoTExMMDAwwNjaGpaXlHbPw0rOwtLQkJiaGyclJampqaGlpYWpqCo1GY3ZQXV9fz7vvvktdXR02\n",
"Nja4uroKc/W7jSGj0ciJEyfo7u5mYmKC6OhotmzZInrYtm/fPq8Ki8lkwsvLCzs7O8rLy2lsbCQ/\n",
"P5/09HSam5tZsWKFrEB09vp49uxZxsbG0Gq1KJVKszy87gWz1z0vLy8OHz7MqlWrGB4e5uLFi/zh\n",
"D39g48aN92SCfK/o6emhtraWsLAwjhw5ws6dO9mzZw/Hjx9nx44dc96nmpoajh07Jsayq6srKSkp\n",
"bN26VYisyWUSmEwm7Ozs8PT0pKKiAp1OR1lZGdnZ2eTl5REaGsqqVatkHUdKoOTk5NDR0YGbm5tQ\n",
"Gf1rYxDNfhednZ1ZsWIFoaGhnD17lq6uLhYuXHhP1zTf75pMJiwtLamoqCA6OppFixYRERGBv78/\n",
"CoVCeEjKZW3N/txsn2Xpf3c7Rnd3N9euXcPX15ePPvqIsrIy2tvbGRgYwNramlWrVs25Jk1MTFBW\n",
"VibUf6enp0Uv+pkzZ6ipqSE2NhZXV1ezLdnuhAcW3N1OmfLUqVP84Ac/EBTIv7YXAW5I8Tc1NXH+\n",
"/Hmam5sZGBggPz+frq4uJiYmUKvVsrz7KisrOXnyJLGxscTFxWFtbY2fnx8VFRWUl5djaWkp25Pu\n",
"0KFD7Nq1C0dHR5HdtLKywtXVlU8//RRAtv+GBIVCwcGDBzl//jw6nQ6TyYS9vT329vafWzB1vygj\n",
"f8NfPlpbW8nLy2Pp0qVYW1vj7e2Nh4cHwcHBxMXFERERYbZa3ujoKHq9HktLS8EcsLW15bPPPnso\n",
"suUS5gqknJycZAdSsyHdi/r6ehobG9mwYQNGoxELCwsGBwd57bXX7lrNVShuyJUnJSUxNTVFY2Mj\n",
"kZGRhIaG4uHhIXvzIs0PRqORq1evkpeXh1arZceOHdTU1DAzM0NMTMxdn11AQICgLjo6OnLq1Ckh\n",
"P97W1iargldcXMzrr79OQ0MDRqORgoICKioq8PPzIyAgQHaQCDfm/ba2Nnp7e6mrq6OqqgqDwYCP\n",
"jw9BQUFic/d5QlJ8c3d3F6bDbW1t1NfXU1paKuxE7vRdgNdee43GxkYGBwepr68nNzeXq1evsnjx\n",
"YlxcXMx637RaLQkJCZhMJmHN4ufnN2e1tL+/n9raWvr7+4UPoF6vx9XVlejoaGxtbecVtEjn7evr\n",
"i0ajwcLCArVajZ+fH0lJSSI5Kuc4BoOB3/zmN1hbW5OVlcWhQ4e4dOkSHR0dREdHP/B16cqVK2Rl\n",
"ZYk9x9jYGJ999hn19fUYDAa+8Y1vfO7JcysrK/r6+jh8+DBLly4lJSWFy5cv09XVRUpKypzzm6Oj\n",
"I4sXL2ZsbIzS0lIaGhooLCykpKSExsZGXFxcZCdUpN/RarVCUMre3h43NzfCw8PZsmWLWcf52c9+\n",
"xvj4OHl5eRw+fJiLFy9SW1tLeHj4Q2lXuR9obW0lNzeXkydPUlxcLCpJly5dYnBwkMbGRtlsjfsJ\n",
"KXExODjIm2++yapVq5icnOQ3v/kNzc3NbNq0SVQJ5b5n09PTIulobmvBtWvXuHTpEiUlJbi4uBAY\n",
"GMjU1BStra0UFBSIIPhuqKio4I033qCgoEAkLOFGdbq3txelUnnPqrS34oHRMuPi4vDy8uL06dOk\n",
"pqbi6emJk5PTvEx5/5Lw05/+FIDNmzfT2tpKYGAg165dIyIigri4ONnKa0VFRQQFBeHu7i7oHM7O\n",
"zmzevJm6ujrZdIPJyUl8fX3p6urCy8tLLJxSs3hLSwt79uwx6xqlZ/PCCy+g1+spKSnh4sWLHDt2\n",
"DICXX375r8bD5W/460R8fDxZWVnk5uayZs0aHBwciIqKory8nCNHjrB3716z1V/t7OxYtmwZf/jD\n",
"Hzhw4AAeHh44Ozs/VPsDCRYWFmzevJmUlBRKSkooKytjw4YN+Pr6YjQaxWfMgfTeajQa3N3dRYUM\n",
"bjS830nuf2hoiMLCQtRqNX19fVRXV4uNtUKhEBVAOTCZTOj1emFcPTIyQn9/P6tXr2ZycpKCggIh\n",
"giQHdnZ2LFmyhCVLlphNXRweHsZgMNDW1sbg4CB79+4VggrmYuHChfj5+TEyMkJvby86nY6ZmRlS\n",
"U1Npb2/nq1/96ryqSfcb0sZlZGQEf39/EbC0traKDdHdFEo3b94seshWrlxJT08PnZ2domomd902\n",
"mUycPXtWbOAXLFhARkYGhw8f5vXXX7/r+qFWq9m7dy9DQ0MMDg4Kb0bJc3HdunVmU2BnQ6FQCPqi\n",
"uf1xw8PDODg4UFVVRWBgoBBnmZycpLi4mGvXrj20IN/W1pampiZqa2upr6+ntbWVTZs2sX37diFA\n",
"9Xnts2ZmZlCpVOzcuZNHH31UnEdvb69sOp2UTC4sLGTfvn0sWLCAiYkJUlNTqa+vnxc1F8Db2/vP\n",
"TNnl3KupqSlmZmZEJfy5554T3y0rKyM3N/ehK1PfCzo6OkTvV1dXF46OjqxcuZKJiQnhKfd5QHoW\n",
"V65cISAgABsbG44dOybULNPS0nj88cdlHWt6ehqlUklZWRl2dnaEh4eL5y73/YiMjMTW1pbc3Fzq\n",
"6uoYGhoiKiqKqKgo+vv7ZSVR3N3d2bJlC93d3cInNSoqikcffZShoSHGxsZuuvb7gQeqlnk/lCn/\n",
"0vDVr36V1NRUOjo6ePzxx3F2diY1NZV/+Id/EIGrHFRXV4sFanp6WnzX19eXTz/9FEtLS1kvl5WV\n",
"FUlJSbz//vts376diIgIPDw8UKlUlJeXCyqKXEiDS1LNsra2Zv369TzyyCOYTCYaGxv/Ftj9DQ8c\n",
"VlZWfP3rX+fll19m8eLFVFRUkJubS3t7O48//rhsEYxbsXjxYhYvXkx9fT0NDQ3Y2dndF2Uqubif\n",
"gdSdIAkDfPjhh7z33nuo1Wrc3d3vuBk6d+4chw4dwsnJiccee4xdu3aJTay5AbRer6eurg5nZ2c+\n",
"+eQTFi9eTGBgIEqlEqVSyZNPPikCrPkErxqNRrYQl6RcODo6SlVVFSdOnKC6uho/Pz/CwsLYs2eP\n",
"LPErSSjBxsaG6upqjEYjExMTZGZm4ujoyOTkpCwJ9QcJacPS2NjIyZMnRSCsVqtxc3MjJCRE9JPd\n",
"unmQvmsymVCpVLS3t7NkyRKhsCnHZ/VWXL9+nT/84Q+EhYUJ/zVJ/Gqu9UNad9ra2ujr68PGxoZz\n",
"585hMpkYHh6+5+DJZDIJVVHpuuUe88KFCxiNRrFm6/V6obqXlJQkq/fmfiA2Npa2tjZqa2vx9/cn\n",
"MTERCwsL+vr6ePPNN3nqqafMElC735iZmRHCEdPT02g0GoKDg9m4caMIgO52z2f3/Y+Njd1kLP7l\n",
"L3+Z9957b17qxtKzt7CwuOnZy9lQV1ZWotPpcHZ2xs/PD51Oh4eHBw4ODsTFxREXF2f2+XyekJJm\n",
"f2mQnoWNjQ0mk4mDBw8yPj7OM888w6VLl7h69SogT7W5ra2NoaEhjh49Kooc0nfq6+vRaDSy1jgp\n",
"GaTX64Wn9eTkJPHx8bLmfk9PTx5//HGGh4cpKCjg+vXrmEwmoqKicHR0xNHR8b63GClm5EYj94ix\n",
"sTHOnTsnDB4/r6zA/YDBYOD06dMoFAo8PT05f/48r7zyiuyoe3JykjfffJOUlBRiY2PF/6Vq2/e+\n",
"9z2ef/55WUGZNMDz8vIoLS0VDcJdXV24ubkRFxfHypUrZV+blOk4deoUFy9eZMGCBaLCoVariYyM\n",
"vK9Gi3/D33ArMjIyyM/PZ9u2bdTV1VFYWEh4eDiBgYFCRcrcDJe0qEucdwkffPABu3btMtsva774\n",
"+OOPbwqkoqKibgqkrK2t71vmzmQy0d3dTWtrK5GRkXekCxmNRq5fv05hYSHnzp1DrVazZMkSYmJi\n",
"brIskLPwSFYVvb29ZGRkMDk5ycTEBLa2tri4uLB06dKHajlxK2ZX/1avXi0ruCsvL+fw4cO4uLgQ\n",
"GhpKc3MzMTExeHh4YGNjY7YIx4OANG9/8MEHuLu7MzAwQFdXF6GhoWRkZLB+/Xq2bNly2+co/e93\n",
"v/sdGo2GY8eO8c///M+sXLmSoqIiQkJCzEroSevY4OAgVVVVWFtbCyrkXBgeHuZ3v/sdIyMjxMbG\n",
"cv36dby9vYWJ8lxeUuZithCGnPcuKyuLlpYWBgcH6enpwdfXFz8/P9zc3HBwcBB9nQ8Skmm6QnHD\n",
"gL23t5fu7m4sLS3ZunUrjo6OomL/sCGNpdLSUt59910hemUwGDAYDFhaWpolXDI+Ps5bb73F9PQ0\n",
"69evJzQ0lCtXrnDq1Cl+8pOf3PO5zlY7nQtlZWWUlJQwOjpKX18f9vb2REVFoVarcXR0xNvbW7ZS\n",
"+t8wN4aHh0lNTUWv1/OlL30JDw8PfvSjH/Hoo48KuvdcvnIVFRUUFBSQmZnJjh07RI+0n58fP/vZ\n",
"z3jxxRfvus++fv06J06cEL7WcIOmKYlpubm58cYbb9z1OsbGxqiqqsLKyorAwECMRiPZ2dnCM3r1\n",
"6tWsX7/+vlf8H6gVwmxYWloSGBiIlZUVPj4+fxHy7POFvb090dHRdHZ28vHHHzMzM8PixYuxsbGR\n",
"9YCkLPb+/fuxtLTE1tYWBwcHLCwsKC8vp6ysTHYPkLQg+fj4EBISgp2dHRqNhoULF5KcnHxTxkvu\n",
"8RQKBfv37+fLX/4yS5YsEQpltbW1+Pj4/C24+xseKPz9/dFoNBQVFXH+/Hl6enpwc3MjJSVF9FjI\n",
"De66urqwsLDAysoKCwuLm3p1Wltb+fDDD/nCF77wwK7lVoSEhJCQkIC1tTVpaWmUlZVhYWGBs7Mz\n",
"Hh4eKBSKeVl7SN9pbW3l/PnzXLx4kerqasbGxvDy8hI9s7eD1HsUHR3No48+SmJiIpOTk5w7d47/\n",
"/u//Jj4+XvY7X11dDdzIVMbGxhISEoJGoxEVIVdXV7Ra7edmXzIf4ZKqqiqys7NpaWlBq9Wyc+dO\n",
"YmJi0Gg0f1EsBoVCQVpaGrt37+by5cskJyezcuVKdDodkZGRogXg1vsu/X3s2DGef/55ampq2Lx5\n",
"M/b29rz99tssWrQIZ2dnWe/czMwMSqWSxsZGRkZGaG1tJTs7m7S0NMrLywkODr6r0nJ1dTVHjhyh\n",
"q6sLpVLJ3r17SU5OFv2C8x0z90sEJTAwUGzo4+LimJiYoLW1lbq6OvR6/UOphBw6dAg3Nzeefvpp\n",
"0cuWnJxMb2+vCII+L0j3WafTER4ezurVq3F3d8fPzw9vb29CQkLuasVxKyRPyuHhYSorK3n//fcx\n",
"Go3s3LlTdoHgfomgeHh4EBcXh6OjI/Hx8VhaWtLS0kJjY6Pot/tbcHf/YGVlRXR0NMnJycI6Y2xs\n",
"jOTkZFl+mwrFDaN5Z2dnHB0d0Wq1dHZ20traKtapuRTFy8vLycrKoqOjg4mJCcGKCQsLw8vLi8WL\n",
"F88pwlRZWSnW40OHDlFZWYmzszMajYby8nL0ej2bN2++7zTqh1a5+38V86lI3u9q2/3G6Ogob7zx\n",
"Bt/+9rdvykKOjIxgbW39V0up/Rv+OjE6OkpFRQUXLlygsLCQV155RfjmzIXMzEzeffddtFotkZGR\n",
"JCYmEh4ejkKhIDc3l/z8fP7lX/7lAV/BnTE0NERlZSWXLl2ioKDArGubDWlO+f3vf4+bmxsVFRXY\n",
"/3/t3XtU1HX+x/EnwzAgDHcYRkCQiwiIoJhoapmBdSort5tWXipdc1s726lOZ93aX1ttx8rsauWp\n",
"ra3Otq12tzJLvOQlL6go6IDEVUDuF3EGBhhmfn905pvmbSBuDu/Hf8X49fN1hvl+3t/v5/N6e3kp\n",
"T+9uvvnmHjXY7c4Fp6mpiaVLlyotHkJCQpQLoT2M41JOtzWZTBw9epStW7diMBgIDw8nPj6eW2+9\n",
"ddBM6n788UcmTJjAt99+i1arJT09nUcffZT/+7//O2ffRPt/V1ZW8sknnzBnzhzWrFnDU089hdVq\n",
"5ZFHHuHll1/u1hjMZjPPPPMMkZGR6HQ6TCYTBQUFuLq68vDDDzu0R6W4uJidO3dy4MABmpqaCAkJ\n",
"YfTo0cyaNeuiTdjPp7a2lpdffpmoqCjy8/Opr69Hp9ORnJzMvHnzLvq5bGlpQaPR8OWXX+Lh4cHs\n",
"2bOVn1VUVNDQ0HDGSpy+8te//pWHHnoIvV5Pe3s7Go0GFxcXWlpaeO211/jDH/4wIPuI4dfvoX/+\n",
"85+4ublx7733njfExxFms5n8/Hxqa2uVpO6urq4e/b499dRTBAcHU1paSk1NDYGBgYwcOZJ77rnn\n",
"ois37CsQysrK2LBhA4899pjyM3vq4aXWwHwwsq9AOHbsGIcPH6aurg4vLy90Oh3h4eFERUU53IbL\n",
"/lk0GAwEBwcTHBxMR0cHJpMJs9lMYGCgkrh+oWtcS0sLR44cobm5mfDw8G6137CPw2g04unpiVqt\n",
"5vjx4zQ3N+Pt7Y2/vz8dHR3KDc/evDbKLP136kmvPPsbOHnyZOLj4ykrK8NkMuHq6kpkZGSPL169\n",
"pba2lvLych555BGmTp1KXFwcsbGxA56+JYYmexCKvR9Yd+5uXX311Vx99dUYjUYMBgPffPMNzz//\n",
"PLGxsRw7doz77ruvD0d+cd7e3kyePJnJkyf/rjt39u+UkpIS7r//fqV3pk6nY/Xq1T3uK9qd8fRm\n",
"r7zBqLf70vWW6upqZYmgfV9leno6zz//PBs3buSqq646Z2EHv76/YWFhJCUl8eabb+Lt7U1raytr\n",
"164lJiYGcHxZrs1mw8PDg2effRb4ZVJs32NlX37sCPselwULFtDZ2Ul2djabN2+mvLy829fH3gpB\n",
"qa6uxmAwsHv3biZOnEhRURHDhg0jNDSUw4cPd7theE+0t7ej0+loaGhAr9crS60tFgs+Pj40NTUN\n",
"6P5P+z62pKQksrKyePjhh/H19WXMmDGkpaU59GTz9P2j69atw8vLi4CAAAwGA83NzQ61LLDrrRCU\n",
"xsZGjhw5wo4dO3B3d6ekpAS1Ws2IESNoaGigsbHR4TGJ87OvrFm/fj2pqank5OQQGhpKTk4O27dv\n",
"Z86cOYwfP96ha+XpKxLmzJlDcHAwn332GQ0NDcyaNUt53893HKvVqvxeTZkyRXn/N27cSGpqKuPG\n",
"jXNoqblKpTrj5kFERIQSUGXXFzc9pbjrBW5ubj1ejuHn5zeolvYABAcH8/DDD1NZWUltbS07duzg\n",
"008/JSMjw6EefkL0lZ4WP1qt9qyJeU5OjsPJbf3h9y7JMBqNxMXF0dbWhs1mIzg4GB8fH+rq6roV\n",
"+99TPj4+LFmyhE2bNpGZmUlMTAzp6emo1WpKSkqUi2lv36EcCN0Nd+lLR48epaCgAH9/f3x8fNDp\n",
"dIwYMYKVK1cqd8LPp6CggMDAQAIDA5k8eTJdXV1s2bKFp556iunTpzvcHgB+fV8PHz7Mrl27OHjw\n",
"II8++ijx8fF0dnai1Wp7dAPDzc3trCbs3dFbIShBQUH4+vpiNpuxWCzs2LEDtVqNl5cXGzZs4Ikn\n",
"nujR+LrD3d2dadOm8e67754VoHbkyBFUKlW3AtT6gkqlYvbs2cqTzWPHjrFz5042btyopN5e6DNg\n",
"X0y2detW4uPjmTVrlvIELzMzk4CAAIcDtXorBEWr1RIUFITZbEar1bJjxw5sNhv+/v7s2rWLSZMm\n",
"OXQccX72VSY6nY7q6mrS09PZsmULcwkleAoAABuuSURBVObMwc3NjdWrV3frs21fitvc3Ex8fDxb\n",
"t26lqqqK0NBQvv76a+6///4LFvZlZWX8+OOPNDc34+PjQ1xcHKNHj2bv3r28//77TJ48mWXLlvXG\n",
"qffJFgUp7sRZNBoN3t7ehIaGEhoaylVXXUVVVVW/TBCF6Gv2ifnVV1890EPpVVqtlrlz5+Lu7s6E\n",
"CRNYunQp0dHRjBw5st+WDfZFiwdxYfbmtydPnmTdunWMGTOG3NxcZS/3lVdeiY+Pz1kTCLPZzLZt\n",
"2/Dw8MDT05MRI0Ywfvx4rr322rOKQkfeM/trPvzwQ5YvX05xcTEeHh7YbDY++OADrr/++gEpPIYN\n",
"G3ZGCMrGjRu7HYJis9mUnngTJ05k7ty5FBYWUl1dTWdnJw888EC3e8n2hNVqJS0tDavVyqFDhygt\n",
"LVW2dAQFBV10D1Ffj02lUlFYWMihQ4fw8/MjPDyciIgIFi1a5PBx7J+71tZWxo8fj1qtRqvVctll\n",
"l/HTTz/R0tLi8LFcXFyUlihNTU188803PQpBsReDoaGhBAUFUVdXR0lJCTU1Ndxwww3dugkizq2y\n",
"spJNmzaRlJSkJMnbQ8a0Wi01NTXKHNTRYshkMhEaGkpmZiaHDh3irrvuIjAwkCeeeOKiSzK7uroI\n",
"DAwkJiaG4uJi9u/fT3BwsNLzs79C2HpKijsB/Lr3orm5mc8//5ysrCzGjh2Lp6cnSUlJgzIyVwhx\n",
"5t6CkJAQPD09ueaaa0hLS6O2trZfItH7o8WDOLegoCCCgoIwmUxs2LCB2267jbKyMmpqamhsbGTY\n",
"sGHn/HMuLi5MmjSJlpYW6urqyMvLo6ioSHkiMXLkSIcDuezXj+rqamXi4+rqqiSJGgwG5s+f31un\n",
"3C0zZsygq6uLoqIiZT9PWVkZR48eRavVOlR42M8vOztbSUm197rqzyfR59rSYTQalS0dPV1+3Ztj\n",
"+/e//01oaCgVFRXs378fd3d3vLy8uO222wgICHB4Yj5z5kxeeeUVJk6cSEJCAgEBAZSVlTFv3jyH\n",
"x5SSkkJKSgr5+fm4u7tTVFREeXk5+fn5WCwW5s2bd9Hizv7el5SU8MYbbxAXF0dcXJyyh1v0Do1G\n",
"oyT+urm5oVar0ev1LF68mMjISGWvW3d+34KDg5kwYQK7d+8mPT2d0NBQ/vvf/ypNxy9U3MXGxir7\n",
"36+44grl77ZYLFx77bW/93T7nFxtBfDrh3zbtm10dnby1ltvceLECQ4fPswXX3xBQEDARVOBhBD9\n",
"z36h++CDD1i+fDkWi4Uvv/ySiooK7r777m73quuJ3uyVJ3omOzubiIgIdDqdEmJhNpvPmwrq7u5+\n",
"RgDIsWPH2L17N/X19axfv5709HQSExMdmkzZJ0hWq5WEhAQ2bdqkTKD27duHv7//eVtx9KVzhaDY\n",
"9xHaQ1AcYT8/m81GTk6O8kRKq9UOWOPqwbSlwz5/qK2txdPTkz//+c/AL4FzhYWF5OfnO/ykw36s\n",
"+Ph4nnjiCXJycti3bx9NTU3ce++9Dn+fnCsEJSoqCvg1BMWRG1/29z4kJITFixcr6ahbtmyhq6uL\n",
"jIwMZsyY4dCYxPmFhISwcOFCFi5cyM6dOyktLSU8PJxVq1bh5eXVo9UnGo2G+Ph4Jk+erPx5vV7f\n",
"4/2x9uTtS2FrgRR34gwtLS2MGDECQFmW2djYSE5OjhR3Qgwyp4cPaLVa/Pz8+OGHHygsLCQtLY2v\n",
"vvqKxYsX9/k4Zs2apYQorFu3jszMTKVXnn0p3qVwQbzUvPXWW3R2dpKRkUFWVhZTp0494+ceHh7n\n",
"/bO5ubkYjUbq6urYsWMHMTExGI1GNBoNDz74YI++70NDQ9Hr9Xz88cdYLBaljY496KW/9VYIiouL\n",
"C52dnZhMJjw8PNi2bRtBQUHo9XqCgoJITk4e0p9te0FWVVVFa2sre/fuJTExEW9vb8aOHcvYsWMd\n",
"Oo79O6KpqYnGxkY6OzuJjY1l+vTp523lcj69HYLi6elJfHw8o0aNYurUqWRnZ7Nv374B7dvpLNrb\n",
"2zly5Ah6vZ6AgACGDx+ufC+tX7+eUaNGKeFnF/s9s38WGxoaWL9+Pc3NzTQ1NfH0009TV1fHlClT\n",
"lO/Fnv7OXgq/61LcCaxWK7W1tXR0dJCamsoXX3yBh4cH4eHhWCwWCgsLmTt37kAPUwjxG/aLjL2J\n",
"8XvvvYfJZGLJkiVUVlayZ8+efhmHWq1WlrHceeedSouHb7/9lieffLLHLR7EhU2fPh2DwcBXX31F\n",
"QUEB9fX1lJSUMGbMGBISEs4bplJRUaE0gb777rt5/PHHz0p1s7vYRMb+pFin06HX65k0aRKTJk3i\n",
"yJEjVFVVMXv27AFLcOytEBSr1Yqbmxv33HMP8MvvW35+PgaDgYqKCoeDOZyV/TPS2dlJQEAA27Zt\n",
"Izc3V3lyP3HixG59Bt58801aW1sJCQnB29sbLy8vtFot06ZNc/gJYG+EoNgLhfb2dkpKSoiNjUWt\n",
"VjNs2DCmTJlCZmbmgC6FdRZ5eXm88cYbeHl5ERsbS0xMDK6urnh6elJdXU11dbXDT/6tViuurq5k\n",
"ZWXh5ubG+PHjycnJAX4JSRkq81npcyc4cuSIkkoUEhLC/v37OXTokFL0paSkcOONNw70MIUQ52Cf\n",
"gOzcuZOff/6ZCRMmkJyczJo1a9Dr9Wf04xrI8Ym+Y7PZaGpqorCwkLy8PAoLC2lvb+eFF1445+tN\n",
"JhOZmZkUFRWRm5uLv78/iYmJjBs3jtTUVFQqlcPvW2NjIxs3bsRqtSrLQAMDA4mKiiIiIgJ3d/cB\n",
"WbpoH39RURFbt25l3rx5Z4Sg6PV6h4Iw7E+TSktLycrKUpa/zpgxg9GjR2Mymbr9VMlZ2Z/WlpSU\n",
"UFtbS0NDA+Xl5dx2223nbcdhZ/93NhqNrFq1iieffJKamhrKy8upqKigvr6ee+65p9t7d+37jk8P\n",
"QfH392f8+PEO90z7+eefef7559Fqtej1epKSkujo6GDXrl2sWrWqW+MRZ6uqqmLHjh3U19fj6+tL\n",
"QkICSUlJaDQaTp06RVtbW7d7wb300kvccccd7N69G39/fzIyMvjPf/6DSqXirrvucvqVJFLcCd5/\n",
"/32Cg4PP6EHV2tpKZWUl1dXVJCcn4+vrO4AjFEKcj9VqpaKigoCAACVu3mg0snv3blJTU/slUEUM\n",
"LhaLhZMnTxIYGOjQJMZgMLB3716OHj1KeXk5d955Z7duCrS3t3Pq1ClaWlooKiqio6ODqqoqCgsL\n",
"ufrqq5X0u/5kP+9PP/0UDw8PZs2addbPuuPxxx9nypQpREdHc/ToUXJzc7nlllv6pXH5YGYv2Mxm\n",
"M4cPH+bgwYNMmjSJ1NRUOjs7MZvNDhVR27dv5+DBg0ry629j5rvznl0oBCU4OLhb53d6cmxLSwsG\n",
"g4Hs7Gx0Oh2TJk3ql/6GQ4XRaGTfvn00NzcTERFBUlKSsoTSkZtNVqtVaf2Tk5NDVlYW+/bt48kn\n",
"nyQ0NJS///3vLFiwgFGjRjl9cSfLMgV5eXnKxddisSiPw0eNGsX333+PzWbrVuNQIUTfs1+cDh06\n",
"xHfffcfjjz9OVVUVe/bsQavVMnPmTHliNkSp1WoCAwMBx/aHJCYmKsmYHR0dmM1mwLEJdUdHB+7u\n",
"7lRWVtLU1ISHhwebN2/GarViNBoHbALVGyEop6eAdnV1KTdA7U8W1q5dy5gxY4Z0Eqx9Gdz69eux\n",
"2WxUVVVx8OBBUlNTOXDgAH5+fsTHx1/0OOHh4bS0tHDy5EkKCwt57LHHGDNmDDExMURHRxMaGurw\n",
"0+TeDEFxdXWlvLwcg8FAfX09UVFRLFq0aMCCdJxNW1sbBoMBjUZDVFQUqamp/Pjjj/zvf//Dw8OD\n",
"6dOnk56e7tD3SGVlJd999x0ZGRkkJyfT2NhIdXU1q1evxmKxcMUVVzBq1Cjg0tg393sM3W8kAfxy\n",
"YR4xYgR1dXWEhoYqFymLxYJaraa8vJxbbrllgEcphPgt+6KL3NxcJk6ciMVi4bvvvqO2thYfHx+8\n",
"vLyYMmXKAI9S9DV7KqnNZlMmv7+nqNdoNMrE9WITIKPRyJo1azCZTKSkpFBaWkpYWJgSV5+YmDig\n",
"xd3vDUGx/ztaLBb0ej3FxcVK0IzFYkGlUg3pwg5+/TcqLCxk2bJlmM1mZQK9Z88eEhISiI+Pv+iN\n",
"gujoaKKjo7FYLMycOZOKigrKy8vJyclh06ZNLF26tNv7235PCMrpCaD/+te/iIiIICoqivz8fAoK\n",
"CrjrrrukwOsF9ib3ZrOZwsJCQkNDSUhIIDk5ma1bt/L9998zc+ZMhwp7jUaDh4cHq1atIjAwkOuv\n",
"v5758+fj6elJa2srERER/XRWA29ofysJNBoNl19+OR988AGzZs0iMTERvV6PWq0mJycHq9U6II1n\n",
"hRAXZl8q1NbWhkql4tVXXyU2Npb77ruPNWvWKE3DhfOxT3ROnDjBli1byMjIQK/X9/uT2qKiIrKy\n",
"sgBwc3Nj7ty5jBw5clDcFe/NEJTw8HDGjRvHypUr8fPzU5JFpf/rrzcAfHx8lCdcc+bMAaCmpoY7\n",
"7rgDuHDj6a6uLhoaGsjPzycsLIyYmBiCgoKUpZ3Hjx93uLDrrRAU+3H27NnDiBEjWLRoEWazmaSk\n",
"JNatW8eGDRsGfD+zM0hOTiY6OhpPT0/UajXHjx+nubkZb29vbrrpJjo6OgDHlmWGhISwYMECFixY\n",
"wPbt25WQqbS0tCFV2IEUd0Oe1WplwoQJdHZ2cujQIUpLS2ltbaWuro7g4GBuvvnmgR6iEOICbr31\n",
"Vj7//HP8/f256qqrgF8CAOyTKuF87JMcd3d3rFYrL730EmFhYaSnp5OUlNRv40hJSWHt2rUUFxez\n",
"c+dOXn31VZqamggJCWH06NHMmjULvV7fb+Oxu1AIypIlSzCZTBc9xukpoMOHD+eKK65gypQpHD16\n",
"lLKyMmbNmqX0ExzKLBYLFouFW265hc8++4z29nYKCgrYvXs3gYGBys3hC03Mv/76a3JycggKCqKg\n",
"oAA3Nzd0Op2y/0qn0yn9CS/G/vccP36cF1988awQlJMnTzq0B9BetHp6ejJs2DDgl9YiHh4e6HQ6\n",
"uXnWS36b0hsREXFWIWaz2S56w+i37RTCwsJobGzk8OHDbNq0iaioKJYuXXrB9jDORAJVhKK5uZmy\n",
"sjJMJhOurq5ERkYOyIVZCOG4397RLC0tZc+ePUMi7nmoM5lMuLm5YbFYOHz4MAcOHGDEiBHccMMN\n",
"uLq6Dsiey87OTrKzs9m8eTMZGRlMnDix38dg93tCUC6UAhoZGYm7u/t5G8QPFYcOHSIvL4+mpiaC\n",
"goKIjo7m2LFjVFVVKX0uAwICLrok84knnuDuu+8mMDCQ3Nxctm7dqrQtsFqtXHfddQ73yoPeDUEx\n",
"Go2sWLEClUrFyJEj0Wq1FBQUMHfuXGX5qRh4hw4d4rXXXjujnYLVauXnn3+mpKSE4OBgnnzyyYEe\n",
"Zr+R4k4IIS4x9slSQUEBhw8fVvYqjB07VomQFs7t1KlTLF++HF9fX2w2Gz4+PrS1tVFUVMTq1avx\n",
"8/Mb6CEOiNNDUF555RWee+455Wf5+fmsXbuWxx9/3KG9coMxBXQwWb58OePGjSMsLIysrCySk5NJ\n",
"T08/4zUXW07X2NjIs88+e0ZLgSVLlvDQQw8RHR3d4yctvw1Bueyyyxz+XmxsbOTUqVMEBwfj6ekJ\n",
"oByrsLCQ9PR0IiMjezQu0Tf6op3CpUyWZQohxCXGfnF65513mD9/Pnv37sXf358PPviAuro6nn76\n",
"aWka7uRcXV2ZPHkyAGPGjEGn0+Hv749arR7SxX1vhaAM1hTQwaKiogIfHx9lf11kZCRvv/02V155\n",
"5RlPNC/29PjEiRNUVFTw0EMPkZCQgF6vJywsTElv7Y7eCkH5/PPPCQgIUMLkSktLKSgoQKVSMX/+\n",
"/CH/xHYwGj58OHfccYfSTqG0tBSr1UpSUhLe3t54e3s7tLzTWbj+4x//+MdAD0IIIYRj7BOYyspK\n",
"cnJyuO2229iyZQvLly8nICCA4OBgpk6dOmQuYkON/f13c3MjOTmZjo4O8vPzKS8vp7Ozk6CgIJl8\n",
"8kvAh9ls5u2332bXrl2UlpaSn59PcnLyRZfTGY1G3njjDTZt2oSLiws5OTmoVCrS09NJSUlh4cKF\n",
"Du8Bc1aZmZls3bqVUaNGodfrlYblU6dOxWq1Oty2QKfTcfvttxMZGUlVVRUHDhyguLiY7OxsiouL\n",
"CQsLQ6vVOjQm+9+5efNm1Go1ixcvZvjw4URGRpKdnU1NTY1DbRk+//xzbrjhBvz8/CgoKGDNmjV4\n",
"enrS1NREQ0MDcXFxDo1H9I+2tjZycnJoaGjA39+fkJAQjh8/zoYNG/jpp5/o6uoiKipqSF0T5cmd\n",
"EEJcQuwTpoaGBiZOnEhVVZUy+fHy8qKsrGzIx7M7M/v7/+KLL6LX69FoNBQVFXHs2DE8PT3529/+\n",
"RlRUlMOTa2fSWyEogzkFdLC46aabiI+PZ/fu3bz++uuYTCYiIyMpLy8nPDwcFxeXbi2BS0hIICEh\n",
"AThz32Z5ebnDe/97IwSlpaWFjo4ORo4cCcD69etJS0vjuuuuo6WlhdWrV3P55ZcTEBDg0JhE3+vN\n",
"dgrOQvbcCSHEJcpsNqNSqVi3bh1Go5FTp04RGRkpSZlOzmazceTIEVxcXFCpVPj5+dHQ0EBNTQ0z\n",
"ZsxQwiSGmt4OQbGngB44cGBQpIAOZiaTCYPBwPbt29m3bx/PPvvsgC0N/z0hKKdOneKjjz6io6MD\n",
"T09P8vLyeOyxxwgJCcFkMvH000/z/PPP99OZCEfYl0qfq52Cv78/HR0dQ2q/HUhxJ4QQl4yOjg5e\n",
"eeUVoqKilP0kOp2OlpYW9u7dq/z/obznypnZJyddXV0UFBQoqYSnR4kPdX0VgjKYUkAHu4F4QtKb\n",
"ISiNjY1s27aN1tZW4uPjlX6G69ev5/jx4yxbtqzPzkP0jaH01A5kWaYQQlwySktLOXDgAM3NzdTV\n",
"1bFz504ARo0aRWJiorJMTzi3d955h6CgID755BM0Gg3Tpk1j//79xMbGDtmUTOjbEBQ3NzfS0tJI\n",
"S0vrxRE7p4GYRPdmCEpAQACzZ88+4/PS2NhIR0cH06ZN6/Wxi743lAo7kOJOCCEuCTabjbi4OFas\n",
"WMHOnTvx8PAgMTGR1tZWiouL+eSTT4iKipL+dk7MPtksKSlh6dKl5OXlKeEOGzZsYOHChfj5+Q25\n",
"u9Twy1K8NWvWYDKZSElJobS0lLCwMObNmwdAYmLikFmSNRSVlpaSkZEBQEFBAe+88w6jR4+mo6OD\n",
"H374gRtuuKFbx/vtZ8XPz48bb7xRbp6JS4IUd0IIcQmwT9ZHjhyJi4sL27dvZ/v27VxzzTWkpaVR\n",
"X18vQSpO7PSU1OHDh1NVVYXFYlH2kjQ1NSnLzoZaYQcSgjKU9UcIikqlwt3dvZdGLETfkpmAEEJc\n",
"AqxWKxaLBY1Gg5eXF+np6RQVFbFmzRruvPNOJkyYMNBDFH3IXrCFhYWRlJTEm2++ibe3N62traxd\n",
"u1aJ5h9KoQGnS0lJYe3atUoIyquvviohKEOEi4sL0dHRvPbaa3h6elJVVcX8+fPRarW4uLjQ1dUl\n",
"6ZZiSJFAFSGEuATs37+fjz/+mJiYGOLi4iguLqaqqoqQkBCmTJlCcnLyQA9R9KGCggICAwMJDAzE\n",
"aDSya9cutmzZAsD06dMZP348w4cPH7LF3blICMrQISEoQvxKijshhLgEbNu2jXfffZfOzk7GjRvH\n",
"rbfeetFYb+EczGYzH374IR4eHnh6ejJixAglKbWrq2vItj4Q4nS/vbHR2NjIli1biI2NZdy4cQM4\n",
"MiH6lxR3QghxCWltbcVgMLB582by8vKIiIggLi6OW265RYkAF86lvb2d/Px8WlpaqKuro6WlBY1G\n",
"g81mw9/fn5EjR5KYmDjQwxRiULFarXR2dqLRaIbkPlQxdElxJ4QQlyibzUZDQwNZWVlMnz5dirsh\n",
"4tixY+zevZv6+nqysrJIT09nyZIlsiRTCCGEFHdCCCHEYJabm4vRaKSuro4dO3YQExOD0WhEo9GQ\n",
"mppKdHQ0oaGhUtwJIYSQ4k4IIYQYrCoqKnjkkUcAuPvuu7nyyitRqVT4+PgM8MiEEEIMRlLcCSGE\n",
"EIOUyWQiMzOToqIicnNz8ff3JzExkXHjxpGamopKpRqSTcuFEEKcmxR3QgghxCXCYDCwd+9ejh49\n",
"Snl5OXfeeSezZ88e6GEJIYQYJKS4E0IIIS5BHR0dmM1mfHx8ZL+dEEIIQIo7IYQQQgghhHAKcptP\n",
"CCGEEEIIIZyAFHdCCCGEEEII4QSkuBNCCCGEEEIIJyDFnRBCCCGEEEI4ASnuhBBCCCGEEMIJSHEn\n",
"hBDCqa1bt47XX3/d4dcfPXqUP/3pT304IiGEEKJvSHEnhBBCCCGEEE5A+twJIYRwGl9++SUbN26k\n",
"ra0Nf39/FixYwIsvvojNZsPNzQ29Xs8LL7zA1q1bWb9+PY2Njfj4+HDzzTeTkZGB2Wxm0aJFWCwW\n",
"3N3dcXFx4dVXX8XX15evvvqKzZs309raSlJSEn/84x/RarUDfcpCCCGEQoo7IYQQTuHEiRM888wz\n",
"rFixAj8/P+rr6+nq6mL79u3U1NSwbNky5bUHDx4kPDwcnU6HwWBgxYoVPP3000RFRWEwGHj99dd5\n",
"6623lNdv2LCBn376iYcffhgfHx/ee+892tra+Mtf/jIQpyqEEEKckyzLFEII4RRUKhUWi4Xy8nIs\n",
"FgtBQUGEhIRgs9n47X3M1NRUdDodAImJiSQnJ5OXlwdw1msBNm3axNy5cwkICECtVnP77bezZ88e\n",
"rFZr35+YEEII4SD1QA9ACCGE6A16vZ6FCxfyySefUF5eTkpKCgsXLjzna7Ozs/n000+pqqrCZrPR\n",
"3t5OZGTkeY9dV1fHypUrUal+vSfq6urKyZMn8ff37/VzEUIIIXpCijshhBBOY9q0aUybNo22tjbe\n",
"fvttPvroI/R6/Rmv6ezsZNWqVTz44INMnDgRlUrFypUrlSd2Li4uZx03KCiIBx54gLi4uH45DyGE\n",
"EKInZFmmEEIIp3DixAmOHDlCZ2cnbm5uuLm5oVKp8PX1pa6uTineLBYLFosFb29vXFxcyM7OJicn\n",
"RzmOr68vp06dorW1Vfl/M2fO5OOPP6a+vh6AlpYW9u/f378nKIQQQlyEBKoIIYRwCsePH2fNmjVU\n",
"Vlbi6urK6NGjuf/++1Gr1bzwwguUl5cTEhLCc889x/fff8+nn36KxWJhwoQJdHV1odfrmTNnDgBv\n",
"vfUW+/fvx2q18vLLL+Pr68u3335LZmYmTU1N+Pj4MHXqVObOnTvAZy2EEEL8Soo7IYQQQgghhHAC\n",
"sixTCCGEEEIIIZyAFHdCCCGEEEII4QSkuBNCCCGEEEIIJyDFnRBCCCGEEEI4ASnuhBBCCCGEEMIJ\n",
"SHEnhBBCCCGEEE5AijshhBBCCCGEcAJS3AkhhBBCCCGEE5DiTgghhBBCCCGcwP8Duv4N9T3aCDAA\n",
"AAAASUVORK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = df[['twshare','shareGov']].plot(x = df['state'], xticks=range(len(df)), rot=75,figsize=(15,3))\n",
"ax.legend(['Twitter share','Vote share'],loc='best');"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" twshare | \n",
" shareGov | \n",
"
\n",
" \n",
" \n",
" \n",
" twshare | \n",
" 1.00000 | \n",
" 0.19558 | \n",
"
\n",
" \n",
" shareGov | \n",
" 0.19558 | \n",
" 1.00000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" twshare shareGov\n",
"twshare 1.00000 0.19558\n",
"shareGov 0.19558 1.00000"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# correlation between twitter share of governors\n",
"# and their 'normalized' vote share\n",
"df[['twshare','shareGov']].corr()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA5kAAAOLCAYAAADaSEe2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlcTfn/B/DXue1FJdqRSNGKCtkLYYRkGdm3mdBYYjCY\n",
"72jGmDGWMMY+M3YmxpJlllAy9l0IMRQqS7JmqfT5/eFxz6/r3hZcxLyej4fHzP2cz/mczznnc0/3\n",
"fT6f8zmSEEKAiIiIiIiISAsU77oCRERERERE9OFgkElERERERERawyCTiIiIiIiItIZBJhERERER\n",
"EWkNg0wiIiIiIiLSGgaZREREREREpDUMMoneoKVLl0KhUCAhIeFdV+Wd2LVrFxQKBZYtWyanpaSk\n",
"QKFQ4Ouvv36HNSsd+vbtC4WCl+H/sv/S9yE+Ph7169eHqakpFAoFli9frpVytX0MFQoF+vXrp5Wy\n",
"iIj+q/jrhv7TFApFif9duXLlpcuXJEn+p3TixAlERkYiNTVVLX9Ry96GKlWqFLr/gwcPfuVyC+5/\n",
"UWkfgidPnmDOnDnw9fWFpaUljI2N4eDggDZt2mDq1Klq+T/U4/C6unTpAoVCgZMnTxaaRwgBR0dH\n",
"lCtXDk+fPi1x2W/je3by5EmEhobCyckJRkZGsLS0hJeXFwYNGoQTJ06o5f/Q28GdO3cQEhKCx48f\n",
"IyoqCitXrkTjxo2LXGf37t1o3749qlSpAkNDQ1hbW8PX1xfDhw/H5cuX1fIXPIb37t1DZGSkxht8\n",
"RS3TVNa7EBkZCYVCgd27d2tcrryB92Jgff36dXz++edwd3eHqakpzMzM4OzsjNDQUGzcuPGl6rBl\n",
"yxaEhISgYsWKMDQ0RNmyZeHq6oqBAwciPj7+lfeNiP4bdN91BYjepZUrV6p83r17NxYtWoSwsDC1\n",
"H0AVKlR46fJ79eqF0NBQ6OnpyWknTpzAN998g4CAADg4OKjkL2rZ21KpUiV8//33aunOzs7voDbv\n",
"l7y8PDRv3hz79+9H27Zt0bNnT5QpUwaXL1/GwYMHMWXKFIwZM0ZlHSHEO6pt6TZw4ECsX78eS5Ys\n",
"waxZszTmiY+PR2pqKgYNGgQDA4MSl/2mv2dbt25FcHAwrK2t0bt3bzg5OeHu3bs4f/48/vjjDzg7\n",
"O6NWrVpa325pdvjwYdy7dw9ff/01goODi80/f/58hIeHo1q1aujXrx8qVaqEW7duISkpCb/99hua\n",
"Nm0KR0dHAM9vjj158gQ6Ojry+nfu3ME333wDhUKBpk2bqpRd1DIAamWVZgWD4dTUVNStWxcPHjxA\n",
"z549ER4eDgC4cOEC4uPjsXTpUnTs2LHYMh8/fozu3bsjJiYGNWrUQN++fVG1alU8e/YM58+fx9at\n",
"W/Hrr79i9erV6Nat2xvbNyJ6vzHIpP+07t27q3zOycnBokWL4Ofnp7bsVSgUCujr62tcVlRw8SYC\n",
"DyEEHj16BBMTkyLzmZmZaWXfP0TFHcOYmBjs378fERERmDFjhtrymzdvvukqFunhw4coU6bMO61D\n",
"SQUGBqJSpUpYtWoVpk2bpnKjRmnJkiUAgAEDBrzSNt5UgD9u3DiYmJjg8OHDsLOzU1uemZn5RrZb\n",
"Eo8fP4a+vv5bD6KuX78OAChXrlyxefPy8jB+/Hg4ODjg+PHjam02Ly8PDx48UEnT5nW2sLJKu+nT\n",
"p+PWrVuIiYlBu3bt1JbfuHGjROUMHjwYMTExGDNmDKZMmaJxOxs3biz2b0lpkJubi/z8/Je6CaUN\n",
"Dx48QNmyZd/qNolKGw6XJSrC06dPYWRkhL59+6qkh4WFQaFQYMSIESrpH3/8MczMzJCfnw/g/5/J\n",
"VA55ioyMRP/+/QEA/v7+8lDUfv364euvvy50WcH6fPfdd3Bzc4ORkRHKlSuH9u3bqw2/K/gs5Ny5\n",
"c+Hq6gojIyNMnz5dK8clMzMT4eHhqFSpEgwMDFC5cmV89tlnyMrKeuUy8/Ly8MMPP8h1rVChAkJC\n",
"QnD69GmVfI6OjmjWrJlK2vfffw+FQqHWQzJ27FgoFArcunVLTnuTx/DChQsAgObNm2tcbmVlpZYm\n",
"SRLu37+PwYMHw9raGkZGRmjUqBEOHTqkkk8IgcmTJ6NJkyawtbWFgYEBHBwcMGTIELXjXvAZtejo\n",
"aHh7e8PY2BhDhw6V8+zYsQOBgYEoV64cjIyM4OXlhYULFxa6b0p3796FoaEhOnXqpHH5uHHjoFAo\n",
"kJiYCADIyspCREQEqlWrJp9XHx+fYtuiJEno27cvbt++jc2bN6stv3//PtavXw8PDw94e3sDKFm7\n",
"LOo7qFTSNlKYCxcuwMXFRWOACWgeFSGEwNatW+Hr6wsjIyPY2dlhzJgxePbsmUq+Q4cOoW/fvnB2\n",
"doaJiQlMTU3RqFEjbNq0Sa1M5TO/mZmZ6N+/P6ytrVGmTBmkpaUBeD5sdOzYsXBycoKhoSGsrKzQ\n",
"vXt3jUNRC5OYmIiOHTuifPnyMDIygpubG6ZNmyZfA4HnPY3Ka2jBY16YzMxM3Lt3D76+vhpviujq\n",
"6qoEqy8+k7lr1y5UrVoVAPD111/L23N0dERCQkKhy5Q0PZOpTNu/fz+aNm2KMmXKoEKFCvjkk0+Q\n",
"nZ2tVseEhAT4+fnB2NgYtra2GDFiBJKSkt7o87cXLlyAJEmFXn+sra2LLSMxMRHLly9Ho0aNNAaY\n",
"Sh07dkRgYKBKWnZ2NsaNG4dq1arB0NAQtra26NOnj8qjJmfPnoVCocCoUaM0lhsaGgoDAwPcvn1b\n",
"TsvIyMDgwYNRuXJlGBgYwN7eHmFhYSrXdeD/hxgnJSVh5MiRqFixIoyMjHDgwAH5b3F8fDymT58u\n",
"19HFxaXQZ4N//vln1KlTB8bGxjA3N0erVq2wd+9etXzKtrFz5040atQIZcuWRfv27QG8+vWP6EPA\n",
"nkyiIhgYGKBhw4Zqz5/s3LkTCoUCcXFxcpoQArt27UKTJk0K/QHVqVMnXL9+HYsWLcKECRNQs2ZN\n",
"AEC1atVgbGyMjIwMjcuA53dkW7dujf3796N3794YNmwY7t69i8WLF6Nhw4bYvXu3/GNbadasWbh9\n",
"+zY+/fRT2NjYoFKlSsXuc15eHm7fvq12l1/5w/jevXto0KAB/v33XwwYMAB16tTBsWPHMH/+fMTF\n",
"xeHQoUOv1FvWo0cPrFu3DoGBgQgPD0dGRgbmzp0LPz8//PPPP/LwwubNm2PlypV48uQJDA0NAfz/\n",
"+di9ezfy8/Pl4x8XFwc3NzdYWlq+lWPo5OQEAFixYgUCAgLk+hVFCIFWrVrBysoKEydORGZmJqKi\n",
"otC2bVtcvnxZPpZPnz7F9OnT0blzZ3Ts2BEmJiY4dOgQfvnlF+zZswdHjx5V6+3btGkTrly5giFD\n",
"hmDIkCEwNTUFACxatAiDBg1CgwYN8OWXX8LExASxsbEYPHgw/v33X43PjiqZm5ujQ4cOiImJwZ07\n",
"d1R+7Ofn52PVqlXw8vKCp6cngOfPVv7zzz8YPHgwPD098fjxYyQlJSEhIQGff/55kcemX79++Pbb\n",
"b7FkyRK1oPa3337DkydP5F7MkrbLor6DwKu1kRc5OTnh9OnT2L9/P/z8/IrMq/THH39g3rx5GDx4\n",
"MAYOHIhNmzZh+vTpKFeuHMaNGyfn27RpE5KTk9GtWzc4ODggMzMTy5YtQ0hICFatWoXQ0FC1slu2\n",
"bAlbW1tMnDgR2dnZMDExkY/X1atXMWDAALi5uSE9PR3z5s1DvXr1cOTIEVSuXLnIOh85cgRNmzaF\n",
"gYEBwsPDYWNjg82bN2Ps2LE4efKk/DjC7Nmz8eeff6od88Iog+GEhAQkJyeXeKi+cuioq6srZs6c\n",
"iYiICISEhCAkJAQAUKZMGdSsWbPQZZrKKujEiRNo164d+vfvj549eyI+Ph6//PILFAqFyg2aPXv2\n",
"IDAwEOXLl8e4ceNgZmaGtWvXygHKm3re08nJCbGxsVi0aJHaDdCSWr9+PYCXHx2Qm5uLVq1aYd++\n",
"fejSpQtGjx6N5ORkzJ8/H7GxsThy5Ajs7e1Rs2ZN+Pr6YvXq1Zg2bZrK38r79+8jJiYGH330EcqX\n",
"Lw8AuHLlCvz8/JCXl4cBAwagWrVquHDhAubPn4/4+HgcOXJEvq4p9ejRA8bGxhg9ejQkSYKtra18\n",
"42T8+PF48uQJBg8eDH19fcyfPx99+/aFk5MTGjRoIJcxduxYTJs2DfXq1cP333+P+/fvY9GiRfD3\n",
"90dMTAzatGmjss0jR45g/fr1+PTTT1VuULzO9Y/ovSeISLZkyRIhSZJYtmyZnPbtt98KSZLEhQsX\n",
"hBBCpKamCkmSRK9evYQkSeLGjRtCCCESExOFJEkiKipKrbyEhIQi00qyLCoqSkiSJGJjY1XS79+/\n",
"LypXriyaNWsmp8XHxwtJkkT58uXFrVu3Srz/Dg4OQpIkjf+ePn0qhBBi/PjxQpIkMX/+fJV1586d\n",
"KyRJEv/73//U6lHweF6+fFlIkiS+/vprOS02NlZIkiS6deumUubJkyeFrq6uaNy4sZy2atUqIUmS\n",
"2L59uxBCiCdPnghjY2P5fBw6dEgIIcTdu3eFrq6uGDZs2Fs7hjk5OcLb21tIkiTMzc1F27Ztxddf\n",
"fy127NghcnNz1fL36dNHSJIkwsPDVdLXrVsnJEkSCxcuVEl/8uSJWhm//PKLkCRJrF27Vk5THmN9\n",
"fX1x7tw5lfzp6enCwMBA9OjRQ62s4cOHCx0dHXHp0qUi93Pbtm1CkiQxb948lfQdO3YISZLEzJkz\n",
"hRDPz4Gm/XsZzZs3F7q6uiIjI0MlvX79+sLQ0FDcvn1bCPFy7VJb37PC/P7770KhUAhJkoSHh4cI\n",
"CwsTv/76q0hJSVHLqzxXZcqUEampqSrL3N3dha2trUpadna2WhmPHj0SLi4uwtXVVSVd2b569eql\n",
"ts6wYcOEsbGxSExMVElPTU0Vpqamom/fvsXuZ4MGDYSenp44deqUSnrXrl2FJEli586dclpRx1yT\n",
"GTNmCEmShK6urvD19RXDhg0Tq1atEtevX1fLq+maoimtJMuEEEKSJNGvXz+1NB0dHfn6otS2bVuh\n",
"p6encl58fX2FkZGRuHz5spyWm5srGjZsWOR2C5o4cWKRx0t5fSpY1qVLl4SZmZmQJElUrlxZdO/e\n",
"XcycOVMcPXq02O0phYSECEmSxIkTJ9SW3b59W9y6dUv+d//+fXnZokWLhCRJYuzYsSrrKK8VBdug\n",
"8jv5xx9/qOT9+eefhSRJYuPGjXJa+/bthbW1tUhLS1PJe+TIEaGrqysiIyPlNOUx8/f3F8+ePVPJ\n",
"r2x/derUUbkWp6WlCQMDAxEaGiqnnTt3TkiSJBo3bqySNz09XZibm4sqVaqolC9JklAoFCrtXQjt\n",
"XP+I3mccLktUDOXQI2WvZVxcHHR1dREZGQlJkuReTuV/AwIC3kg9Vq5ciZo1a6JOnTrIzMyU/z19\n",
"+hQtWrTAnj171GbY7N2790tPWOTo6IgdO3ao/VP2km3cuBFWVlb49NNPVdYLCwuDpaXlS89gqCwT\n",
"ACZMmKCS7unpiXbt2mHPnj3y8Cl/f38A/38+9u/fj8ePH2PMmDEwMzPDzp07ATwfrvbs2TOV8/Gm\n",
"j6Genh4SEhLw7bffwsHBAX/++SciIyPRsmVLVKxYEatXr9a4XkREhMpn5T5evHhRJV35XNGzZ89w\n",
"9+5dZGZmynlfHF4LAG3btoWLi4tK2u+//46cnBz0799f5RhkZmYiKCgI+fn52LFjR5H72apVK1hb\n",
"W6sNM1u+fDn09PTQo0cPAICRkREMDAxw4MCBV57JdcCAAXj27JnKts6dO4eDBw+iffv2sLCwAKC9\n",
"dvkqbeRFnTp1wu7du9G5c2dcu3YNixYtwoABA+Do6Ijg4GCNz2QGBwer9Rw2a9YM169fx6NHj+Q0\n",
"Y2Nj+f8fPXqE27dvIzs7G/7+/jh79iwePnyoVvaLPSZCCKxatQpNmjSBnZ2dyn4aGxujXr16iI2N\n",
"LXIfb968if3796N9+/Zwd3dXWab8Hr/KtUBp5MiR2Lx5MwIDA3H27FnMmTMHPXv2RMWKFTFw4EA8\n",
"fvz4lct+VX5+fvD19VVJ8/f3R15eHlJSUgA8f+7xyJEj6NChA6pUqSLn09XVxfDhw99o/RwdHXHy\n",
"5El5wp81a9Zg5MiR8PHxgZeXF44dO1ZsGffv3wcAtd5B4Pnkb1ZWVvK/gs/ub9y4ETo6Oiq97gDw\n",
"0UcfwcvLCzExMXJaaGgo9PX1NV4/ypcvj6CgIADPRyds3boV7du3h76+vko7dXBwQLVq1TS20xEj\n",
"RhQ6mmjIkCHQ1f3/QXx2dnZwdnZWudYq6zpmzBiVvLa2tujXrx9SU1Nx/PhxlXK9vLzU/vZr4/pH\n",
"9D5jkElUDB8fH5QtW1YOIuPi4uDj44OqVavCw8NDDmri4uJQvnx5eHl5vZF6nD17FmfPnoWlpaXK\n",
"H3orKyssWbIE+fn5aj9eX2VGWBMTEwQEBKj9Uw7xunz5MlxcXNT+iOvo6KB69eov9TyX0uXLl6Gj\n",
"o6NxGJ2rq6ucB3j+h75GjRoqQb+trS3c3d3RtGlTlXSFQqHy/ObbOIYmJiYYP348Tpw4gXv37mH7\n",
"9u0IDw/HnTt30Lt3b+zbt09tHeUzYkrKoWIFn0sCgLVr16JevXowNjaGhYUFrKys5GGed+7cUStX\n",
"U93Pnj0LAGjRooXaMQgMDIQkScVOUKSjo4MePXrg4MGD8nOo2dnZ2LBhAwIDA+Xhyfr6+pg1axZO\n",
"nz4NR0dHuLu7Y9iwYSrDzIsTEhICc3NzeZIfAPj1118BQH62EtBeu3yVNqJJw4YNsXbtWmRlZeH8\n",
"+fNYsGABPD09sXnzZvTs2VMt/4ttANDcDm7evIlPP/1UHlKqrOfChQshSRLu3r2rVs6L7eDWrVvI\n",
"ysrC33//rXE/d+zYUWwbUB5PNzc3tWU1atSAJEmvdC0oKCgoCNu2bcP9+/eRmJiImTNnolKlSvj1\n",
"11/Vbsy8DSU5R8p9fvHmDvBmZuh+ceitg4MD5syZg9TUVKSnp2Pt2rVo164dTp06haCgII3XiYKU\n",
"waUy2Cxo48aN2LFjB7Zv36627cuXL8POzg5mZmZq67m5ueHBgwfy96ZcuXIICgpCTEyMPIFTSkoK\n",
"9uzZg27dusmB3fnz5yGEwM8//6zWRq2srJCcnKyxnRZ1nDWdQwsLC5XvWFFt+8W/R0VtUxvXP6L3\n",
"GZ/JJCqGrq4uGjdurBJkFpzEYvPmzRBCICEhAS1atHhj9RBCwNPTE1FRUYXmebHHrWCvx4fE398f\n",
"ixYtwv379xEXFyf35vn7+2P8+PHIyclBXFwcateurfKj520fwzJlyqB58+Zo3rw5vLy88Omnn2LJ\n",
"kiUqz/4AhT+jJQo8F7thwwZ069YN9erVw48//ohKlSrB0NAQeXl5aN26tcpEK0XVXVnmihUrYGtr\n",
"q3G7BSdBKUzv3r0RFRWF5cuXY9KkSdiwYQOys7PRp08flXxhYWHo0KEDtm3bhoSEBPz+++/46aef\n",
"8PHHH2PNmjXFbsfAwADdu3fHvHnzsH//ftStWxcrVqxApUqV0KpVq2LXf1mv0kaKU716dVSvXh19\n",
"+vSBm5sbYmNjkZaWBnt7ezlPUbO9Ks+ZEAKBgYE4d+4cRowYAR8fH5iZmUFHR0d+pYSmdvDis8HK\n",
"8lq2bImxY8e+1L68C5Ikwd3dHe7u7ujZsyecnJywfPlyzJ8//62+z7Ik50hbjIyMAEClF7sg5WRD\n",
"ynya2NjYoHPnzujcuTN69uyJ1atX448//pBHGmji4eGBjRs34vjx42o3TIt7r+nL6N27NzZs2IC1\n",
"a9diwIABWLFiBYQQKtcP5THt1auX2nVFSdP+F3XNLuwcvu75K2ybr3v9I3qfMcgkKoGAgAD88ccf\n",
"WLduHdLT0+UhtM2bN8fs2bOxfv163Lt3r0RDZYv6UVTUMmdnZ9y8eRP+/v7v9EXhVatWxblz5/Ds\n",
"2TOVP9h5eXlITk7WeKe4JGU+e/YMSUlJ8PDwUFmWlJQESZJUAp/mzZtj/vz52LZtGw4fPixPUtG8\n",
"eXM8fvwYmzdvxpkzZ9SGCb7LY1ivXj0AQHp6+iutv2LFChgZGSE+Pl4laDh37txLlaO8416+fPnX\n",
"Gtrt6ekJLy8vrFy5EpMmTcLy5cvlWVhfZGNjgwEDBmDAgAHIz89Hr169sGbNGowaNQo+Pj7FbmvA\n",
"gAGYN28elixZgtu3b+PGjRv48ssvVfK8TLt8V98zAwMDeHl54dKlS0hPT1cJMksiMTERiYmJmDhx\n",
"IiZOnKiybNGiRSUux9LSEubm5iW+Zmmi/D6+OPsz8LxNCiFe6VpQnPLly6Nq1ao4ceIEMjMz5V7z\n",
"F73qdfZ1KYfIavpenj9/vsTlKI9dUlISWrdurbZcOSKhJDeEgOfXn9WrVxd7/enUqRO++eYb/PLL\n",
"L2qzqhdX37///hv37t1T681MSkqCmZmZys2Zjz76CBUqVMCKFSvkILNmzZoq1wMnJydIkoSnT5++\n",
"scdQNFGODlH2QBaUlJQEQHOPaGFe9/pH9L7icFmiElD+gYuMjIShoSEaNmwIAGjSpAl0dHQQGRmp\n",
"kq8oylkMXxwKWdyy3r174/r164X2sJT0HWivq2PHjrh16xZ+/vlnlfTFixcjMzOzRC/71lQm8PxV\n",
"JAWdPn0amzdvRqNGjeRhaQDkAODbb79Fbm6ufNzd3d1hZWWFyMhICCHUzsebPoYnT55ERkaGxmXK\n",
"V0woh1splfQHrzJwKvhKCyEEvv3225eqY9euXWFgYICJEyfiyZMnasvv3buHnJycEpXVp08fpKam\n",
"YtWqVYiPj8fHH3+s8o7Bx48fq/XEKBQK+UZCcUP3lGrXro1atWohOjoac+fOhSRJKkNlgZdrl2/6\n",
"e/bXX39pTL916xb27t0LPT09VK9evdhyXqRsAy/2Vp4+fRobN27U2JY0pSkUCvTo0QOHDh2SZxPV\n",
"VNeiWFlZoUGDBtiyZQvOnDkjpwsh5O/xq1wLgOftJiEhQeOyCxcuICkpCRUqVCg0wARe/Tr7umxs\n",
"bODj44OYmBiVIZW5ubmYPXt2ictp2bIlTExMsHjxYrV3gt6/fx8///wzypQpozJ6ZteuXRq/0/n5\n",
"+diyZQsA9evPizw8PNC7d2/s3bsXX3zxhcYePk1pHTt2RH5+vtprT/7880+cOHFC7eaTrq4uunfv\n",
"jn/++QerV6/GxYsX1Xory5cvj48++ggbNmzAwYMHNdbjTbxztn379pAkCdOmTUNeXp6cnpGRgSVL\n",
"lqBKlSqoXbt2seVo6/pH9L5iTyZRCdSqVQvlypXD2bNn4e/vL/+QNjU1hY+PDw4ePAg7OzuNz+G8\n",
"qG7dulAoFJg8eTKysrJgYmKCqlWrom7dukUuGz58OLZv347Ro0fLQ0RNTU1x5coV7Ny5E0ZGRm/l\n",
"WY8xY8Zg3bp1CA8Px7Fjx1CrVi0cP34cv/76K2rUqIExY8a8dJktWrRA165d8dtvv+HOnTto27Yt\n",
"rl+/jrlz58LY2Bg//vijSv5y5crBy8sLJ06cgKOjIxwcHORl/v7+iI6Ohr6+vtrwrjd9DLdv344J\n",
"EyYgMDAQDRo0gI2NDe7du4ddu3Zhy5YtsLOzw8iRI1XWKekwrS5dumDDhg0ICAhAr169kJubi02b\n",
"Nr30BCj29vaYP38+Bg4ciJo1a6JXr16oXLkybt26hVOnTiEmJgZnz54t9vUVwPNXBYwZMwZDhgxB\n",
"fn6+2o/E8+fPo2nTpggJCYGbm5v8HVqwYAGqVq36UsPvBgwYgKFDh+Lvv/+Gv7+/yqQqwMu1yzf9\n",
"PevcuTOsra0RFBSEmjVrQldXF5cuXcKKFStw69YtfPXVVzA3Ny/xviu5urrCzc0NU6dOxaNHj+Ds\n",
"7Izk5GQsWrQInp6eOHr0qNo6hbWvyZMnY+/evejatSu6du2KevXqQV9fH6mpqfjjjz/g4+Oj8hys\n",
"JrNnz0bTpk3RuHFjhIeHw9raGlu3bkVsbCx69OghD2N/WcqJjNzd3dG6dWs4OTlBCIFz585h+fLl\n",
"yMnJwQ8//FBkGeXLl4eTkxN+++03VKtWDVZWVjAxMUG7du2KXKYN06dPR8uWLdGgQQP51UFr166V\n",
"b96U5MaSubk5ZsyYgcGDB8PDwwN9+vRBxYoVcfXqVSxbtgxpaWlYsGCBSq/h9OnTsW/fPrRr105+\n",
"VOD69etYv349jh07hoCAALRt27bYbS9YsAD37t3D1KlTERMTg5CQEDg6OiI3NxdXrlzB77//rja6\n",
"pG/fvli2bBl++OEHpKSkoHHjxrh48SLmzZsHGxsbfPfdd2rb6dOnD3788UcMHjwYOjo6Gp9Vnj9/\n",
"Pho1aoQmTZqgd+/eqFWrFvLz83Hp0iVs3rwZffr0wVdffVXsPhWn4PfE2dkZo0ePxtSpU9GkSRN0\n",
"7doVDx48wKJFi/Do0SOsWbOmROdQm9c/ovfS25rGluh9sHTpUqFQKFReuaHUqVMnoVAoxLfffquS\n",
"PmHCBKFQKETPnj3V1lmyZIlQKBRq09AvW7ZMuLq6Cn19fbXp8otalpeXJ3788Ufh6+srTExMhImJ\n",
"iXB2dhY9e/aUX+khxPPp7Qvbj6JUqVJFeHh4FJvv1q1bYsiQIaJixYpCT09PVKpUSXz22Wfy6ySK\n",
"qkdhrw/Iy8sTP/zwg6hZs6YwMDAQ5cuXFx07dhSnT5/WWIdRo0YJhUIhBg4cqJK+ePFiIUmSaNSo\n",
"kcb13uQxTElJEZMnTxb+/v6iUqVKwsDAQJiYmAh3d3fx+eefy6+7Uerbt69QKBQay9L0GoXFixcL\n",
"V1dXYWhoKGxtbUVYWJjIyspSy1vcKxqEEGLv3r2iY8eOwsrKSujr6ws7OzsREBAgoqKiNL4qpTDt\n",
"2rUTCoVCuLi4qC27ffu2iIiIELVq1RLm5ubCyMhIVK9eXURERGh8FUVR7ty5I4yMjIRCoRArV67U\n",
"mKek7VII7XzPCrNu3TrRv39/4ebmJsqVKyf09PSEjY2N+Oijj8SGDRtU8hZ1riIjI4VCoVB5tUlq\n",
"aqro0qWLsLS0FMbGxqJevXpi06ZNGvMW1b6EeP7qk0mTJgkPDw9hZGQkypYtK1xdXcWnn36q9qqO\n",
"wpw8eVKajG81AAAgAElEQVQEBwcLCwsLYWBgIFxdXcW0adNEfn6+Sr7CroWa5OXliSVLlojQ0FDh\n",
"4uIiTE1Nhb6+vqhYsaLo1KmT2LVrl0r+wo7hoUOHRMOGDYWJiYmQJEk4OjqWaFlhrzB5Ma2o/YqL\n",
"i5Nfs2NjYyOGDh0qDhw4ICRJEtOmTSv2GCht375dfPTRR6JChQpCV1dXWFpairZt26q9LkMIIQ4c\n",
"OCBGjRolfH19hbW1tdDT0xPm5uaiQYMGYubMmSInJ6fE2xVCiJiYGNGxY0dhb28v9PX1hYmJiahZ\n",
"s6YYMGCA2jkQ4vnrdcaNGyeqVq0q9PX1hbW1tejdu7e4cuVKodvw8PAQCoVCBAYGFponMzNTjB49\n",
"Wjg7OwtDQ0Nhbm4uPD09xYgRI8TZs2flfJq+A0pFtb9mzZqpnH+lxYsXi9q1awtDQ0NhamoqAgMD\n",
"xZ49e9TyFdY2tHn9I3ofSUJo+Wn1ImzdulWePKVy5coYMmQInj59ipkzZ8rPVkRERMDExORtVYmI\n",
"iIjojVu/fj26dOmC3377DV27dn3X1SEieqPe2jOZWVlZ+OuvvzBlyhTMmDED+fn52Lt3LzZt2gRP\n",
"T0/Mnj0b7u7u8nNLxSn4DAhRacK2SaUV2yaVZh9S+3zx2cjc3FxERUVBT09P5bVK9H74kNomfXhK\n",
"a/t8qxP/PHv2DE+fPpX/a2FhgSNHjqBp06YAnr94+vDhwyUqq7QeUCK2TSqt2DapNPtQ2ueTJ0/g\n",
"4OCAUaNGYeHChfjuu+/g4+OD/fv3Y9SoUbCysnrXVaSX9KG0Tfowldb2+dYm/rGwsEC7du0wZMgQ\n",
"6Ovrw8vLC56enrh37548AYKZmRnu3bv3tqpEREREpFX6+voICgpCTEwMMjIyIIRAjRo1MG/ePAwa\n",
"NOhdV4+I6K14a0Hmw4cPceTIEXm2yKioKOzevVslz7t89x8RERHR61IoFPjll1/edTWIiN6ptxZk\n",
"njp1ClZWVihbtiyA5y8GTk5Ohrm5Oe7evQtzc3PcuXNH7SW+SmfOnFHpDuZD81RasW1SacW2SaUZ\n",
"2yeVVmybVJp17doVa9eulT+7ubnBzc3tHdboubcWZFpaWuLChQvIycmBnp4eEhMT4eTkBENDQ+za\n",
"tQvBwcFISEiAr6+vxvU1HbD09PS3UXWil1K2bFm1l2cTlQZsm1SasX1SacW2SaWZnZ1dqbwR8taC\n",
"TCcnJ9SrVw9jx46FQqGAo6MjWrRogSdPnmDmzJmIj4+XX2FCRERERERE76e3+p5MbWNPJpVGvONJ\n",
"pRXbJpVmbJ9UWrFtUmlmZ2f3rqug0Vt9hQkRERERERF92BhkEhERERERkdYwyCQiIiIiIiKtYZBJ\n",
"REREREREWsMgk4iIiIiIiLSGQeYbFB0djY4dO77y+r169cLvv/+uxRo9N2LECEydOlXr5X4I5syZ\n",
"g9GjR7/rasgqVqyI1NTUd12N1zZjxgwMHTr0XVejxN63+hIRERGVJh98kLlx40a0adMGzs7OqFOn\n",
"Dnr16oXDhw+/62qp0fSjdsWKFejcubPWtyVJEiRJeqV1S3uA6u/vD2dnZzg7O6Ny5cqoVq2a/Pmn\n",
"n34qdv2hQ4di2rRpAICrV6+iYsWKyM/Pl5e/7o2D/6pXbW/FqVevHvbs2aP1ct9UfbVl0aJFqF27\n",
"NmrUqIFRo0YhJydHY75///0X/fr1g6enJ9zc3NCxY0f8+++/r1QWERERUUl90EHmwoULERkZieHD\n",
"h+PkyZM4fPgw+vTpg9jY2JcuKy8vTy3t2bNn2qjmO/Eevx61SPHx8UhOTkZycjLq1q2LyZMny58/\n",
"++yzVypTm8dKUzt6G97Vdt80SZLeSFvWZpnavk7s2rUL8+bNw9q1a3Hw4EGkpqZixowZGvM+ePAA\n",
"rVu3xj///IOTJ0/C29sb/fv3f6WyiIiIiErqgw0y79+/jxkzZuC7775D69atYWRkBB0dHbRo0QIT\n",
"JkwAADx9+hRfffUVvL294e3tjYkTJ8p38fft2wdvb2/MmzcPtWvXxsiRIxEVFYVPPvkEQ4cORY0a\n",
"NbBu3Trcv38fo0aNQp06deDt7Y2pU6eq9HwV9NVXX8HX1xc1atRAmzZtcOjQIQDPA6OffvoJW7Zs\n",
"gbOzMwIDAwEAnTt3xpo1awA8/9E7a9Ys1KtXD15eXhg+fLj8YmBlj9u6detQt25deHh44Mcffyzy\n",
"+GRlZSE0NBQuLi7o3Lkz0tLS5GUXL15Et27d4ObmhiZNmmDLli0AgJUrV2LTpk2YP38+nJ2d0bdv\n",
"X0RHR6Nv377yug0bNkRYWJj82cfHB0lJSUWWqzwX33zzDerWrYtatWrhiy++wJMnT1TOxcKFC+Hl\n",
"5YU6deogOjq6yP17Ud26dXHq1CkAwIYNG1CxYkVcuHABALBmzRoMGDAAgGqPckhICACgZs2acHFx\n",
"wdGjRzFu3DgcPXoUzs7OcHNz01j3iIgItbor29GoUaPU6nb58mV06tQJNWvWhIeHBwYPHqyyfPfu\n",
"3WjUqBFcXV3ltgsAKSkp6NKlC9zd3eHh4YGhQ4fi/v378vJ69eph3rx5aNGiBVxcXJCfn4+jR4+i\n",
"ffv2cHV1RcuWLbF///5Cj9lPP/2Ehg0bwsXFBf7+/vjrr7/kZdHR0QgODsakSZPg5uYGPz8/xMfH\n",
"y8uvXLmCTp06wcXFBaGhocjKyip0O02bNsWOHTvkz3l5efDw8MDp06cBALGxsfD394erqys6d+6M\n",
"ixcvAnje65yWloa+ffvC2dkZCxYsAICX2se5c+fC29sbLi4uaNKkidwrKkkScnNzMXz4cLi4uCAg\n",
"IACJiYklPjYdOnRAZGQk3N3dERUVhZycnELb98tat24dQkNDUb16dZiZmSEiIgJr167VmLdWrVr4\n",
"+OOPYWZmBl1dXQwZMgT//vsv7t69+9JlEREREZXUBxtkHj16FE+fPkWbNm0KzfPjjz/ixIkT2L59\n",
"O7Zv344TJ05g9uzZ8vLMzEzcu3cPhw4dwtSpUyGEwPbt29GuXTucO3cOwcHBiIiIgJ6eHvbu3YvY\n",
"2Fjs3r0bq1ev1ri9WrVqYfv27UhKSkJwcDDCwsKQk5MDf39/DB06FO3bt0dycrJKT6ty2F50dDTW\n",
"rVuH33//Hfv378ejR49UAg4AOHz4MP755x9ER0dj1qxZ8o/xFwkhsHHjRkRERODUqVNwdXWVe/ke\n",
"PXqEbt26ISQkBKdOncK8efMwfvx4XLhwAT179kTHjh0xZMgQJCcnY+nSpfDz85OD5evXryMvLw/H\n",
"jh0DAKSmpuLx48dwdXUtslwA+O6775CSkoLt27dj7969uH79OmbOnKlyLh4+fIhjx45h+vTpmDBh\n",
"gkpAVRw/Pz/s27cPAHDgwAE4ODjIwcf+/fvh5+ents7GjRsBAOfOncP58+fh7e2NKVOmwNvbG8nJ\n",
"yThz5ozGuqenp6vVXdmOfvjhB7XtTJs2Dc2aNcPZs2dx9OhRlZ4mANi5cyf+/PNPbN++HVu2bMGu\n",
"XbvkZcOGDcPx48eRkJCA9PR0tV6omJgYrFixAklJSbhx4wb69OmDiIgIJCUl4X//+x8++eSTQgPA\n",
"KlWqYOPGjTh//jwiIiIwdOhQ3Lp1S15+4sQJODk54fTp0xg8eDA+//xzeVl4eDi8vLxw+vRpjBgx\n",
"AuvWrSt0CGpwcDBiYmLkz7t27UKFChXg7u6Of//9F+Hh4fjmm29w6tQpNG/eHH369EFeXh7mzJkD\n",
"e3t7LFu2DMnJyRg0aBAyMjJKvI8XL17E0qVL8eeff+L8+fNYs2YNKlWqBADydz04OBjnzp1Dy5Yt\n",
"Vb5vJTk2VapUQWJiIoYOHYrJkycX2b4LSktLg6urK9LT0zUuT05Ohqurq/y5Zs2auHXrlhw4FmXf\n",
"vn2wtraGubn5a5dFREREVJgPNsi8c+cOLCwsoFAUvoubNm1CREQELCwsYGFhgZEjR2L9+vXycoVC\n",
"gVGjRkFPTw+GhoYAnvfMKXsaHzx4gPj4eERGRsLIyAjly5fHwIEDVX4wFxQSEgJzc3MoFAo5wFQ+\n",
"HyWEKHKI3oYNGxAWFoZKlSrB2NgYX3zxBTZv3qzSazpy5EgYGBjA1dUVrq6uchCkSYsWLVC3bl3o\n",
"6+vjiy++wNGjR5Geno7t27ejcuXK6Nq1KxQKBdzd3dGmTRts3bpVYz0rV64MExMTnD59GgcPHkTT\n",
"pk1hbW2Nixcv4sCBA6hXrx4AFFmuEAKrV6/GxIkTYWZmBhMTE3z22WfYvHmzvB1dXV1ERERAR0cH\n",
"AQEBMDExUXu2rCh+fn44cOAAAODQoUMYOnSo/PngwYOoX7++2jqazseLaZrqPnLkSJW6a2pHBenp\n",
"6eHq1avIyMiAvr4+fH19VZaHh4ejbNmysLe3R4MGDeTzWqVKFTRu3Bh6enqwsLDAJ598Iu8T8PwG\n",
"Rf/+/WFrawsDAwNs2LABAQEB8Pf3BwA0adIEXl5e2Llzp8ZjFhQUBCsrKwBA+/bt4ejoiOPHj8vL\n",
"7e3tERoaCkmS0KVLF9y4cQOZmZlIS0tDYmIiRo8eDT09PdSrVw8tW7YstH137NgRsbGxcs/epk2b\n",
"0KFDBwDA5s2b0aJFCzRu3Bg6OjoYNGgQnjx5giNHjmgs62X2UUdHBzk5OTh//jxyc3Nhb28PBwcH\n",
"eXndunXh7+8PSZLQqVMnuUe+JMfG2toaffv2hUKhgIGBQbHtuyB7e3skJSXBzs5O4/JHjx7B1NRU\n",
"/ly2bFkAQHZ2tsb8Sunp6fj888/x1VdfvXZZREREREXRfdcVeFPKlSuHrKws5OfnFxpoXr9+HRUr\n",
"VpQ/29vb48aNG/JnCwsL6Ovrq6xja2sr//+1a9eQm5uLOnXqyGn5+fmwt7fXuL0FCxbgt99+w40b\n",
"NyBJEh48eFDkMMKCbt68qVbXvLw8ld4T5Y9eADA0NMTjx481liVJksp+GBsbw9zcHDdu3EBaWhqO\n",
"Hz+u0ruRl5cnT0CkqTeqfv362LdvH1JSUuDn5wczMzMcOHAAR48elYO3osrNysrC48ePVXqdhRAq\n",
"AXS5cuVUzqORkdFL/RCuV68eJk2ahJs3b+LZs2cICgrCjBkzcO3aNTx48ADu7u4lLqug27dvq9Ud\n",
"UH0OT1M7KujLL7/EtGnTEBQUBDMzM4SFheHjjz+Wlxc8rwX3+9atW/jqq69w6NAhZGdnIz8/X+6h\n",
"UioYqFy7dg3btm1TG5rasGFDjfVat24dFi9ejGvXrgF4HnjcuXOn0Hop82RmZsLMzExOA56318J6\n",
"5qpUqYLq1asjNjYWLVu2xPbt2+UZfm/evKnyfZIkCXZ2drh+/brGsl5mHx0dHfH1118jKioKycnJ\n",
"aNq0KSZOnAhra2sAQIUKFVT27+nTp/L1pLhjU/C4a2ojL7bvl2FsbCwPlQcg/7+JiUmh69y+fRvd\n",
"u3fHJ598Igfwr1oWERERUXE+2CDT29sb+vr6+PPPP9G2bVuNeWxsbHD16lVUr14dwPNASPkDE1AP\n",
"qF78bGdnB319fZw+fbrIHlPgeW/Z/PnzsXbtWri4uAAA3Nzc5N6d4maztLa2xtWrV+XPaWlp0NXV\n",
"haWlpcrzlCVV8Ad/dnY27t69CxsbG9jb26N+/frys6Av0lRPPz8/xMbG4tq1axg2bBhMTU2xYcMG\n",
"HDt2TB76WVS5+fn5MDQ0RHx8vMrx1yZHR0cYGhri119/hZ+fH8qUKQMrKyusXLkSdevW1bh/mvb1\n",
"xTQLCwu1upctW1blh3tx59bS0lKesffw4cPo1q0b6tevr9KrpqkOU6ZMgY6ODuLi4mBmZoa//voL\n",
"X375ZaH1tbe3R6dOnUo0O/C1a9cwduxYREdHw8fHB5IkITAwsEQT4lhbW+PevXt4/PixHGimpaUV\n",
"+R3p0KEDYmJikJ+fj+rVq8v7bm1tjXPnzsn5hBBIT0+HjY2N2v697D4Cz4fqBgcH4+HDhxg7diwm\n",
"T55c7PPMJTk2BeulqY28DhcXF5w5cwZBQUEAgDNnzsDS0lLtBoPS3bt3ERoailatWmHUqFEqbfNl\n",
"yyIiIiIqiQ92uKypqSk+//xzTJgwAX///TceP36M3NxcxMXFYfLkyQCe/7CdPXs2srKykJWVhZkz\n",
"Z6JTp06FlvniD2xra2s0bdoUkZGRePjwIfLz85GSkqIyZFHp4cOH0NXVhYWFBXJycjBz5kyVH3uW\n",
"lpa4du1aoT/ig4ODsXjxYly9ehXZ2dmYMmUK2rdvX+QP98LKEkIgLi4Ohw8fRk5ODqZOnQpvb2/Y\n",
"2tqiefPmuHTpEtavX4/c3Fzk5ubixIkT8vOdlpaWuHLlikp5yp7MJ0+ewMbGBnXr1sWuXbtw9+5d\n",
"uYewRYsWhZarUCjQvXt3TJw4Ebdv3wYAZGRkICEhodB9K6mCx8DPzw9Lly6Ve1df/Pxi/vLly0Oh\n",
"UCAlJUVOs7KyQkZGBnJzcwFAY93T09Nfqu5btmyRg37l0MXCzmvB+mVnZ8PY2Bhly5ZFRkYG5s+f\n",
"X+R2QkJCsH37diQkJODZs2d48uQJ9u3bh4yMDLW8jx49giRJsLCwQH5+PqKjo3H+/PkS7U/FihXh\n",
"6emJ6dOnIzc3F4cOHVLpWdSkQ4cO2LVrF1asWCFPuAQA7dq1w86dO7Fnzx7k5uZi4cKFMDQ0hI+P\n",
"D4DnvY0F3yP6Mvv477//Ys+ePXj69Cn09fVhYGAAHR2dYvfvZY+Nttt3586d8dtvv+HChQu4e/cu\n",
"Zs+eja5du2rM++DBA/To0QN169bFuHHjXqssIiIiopL6YINMAAgLC8PEiRMxe/ZseHp6om7duli2\n",
"bBlat24NABg+fDi8vLzQokULtGjRAp6enhg+fLi8vqaezBfTZs+ejdzcXDRr1gxubm4ICwvDzZs3\n",
"1fL7+/ujWbNmaNy4MerXrw9DQ0OVYYDKngTls4ov6tatGzp16oSQkBD4+fnByMgI3377baF1LSxN\n",
"md6xY0dERUXB3d0dZ86cwZw5cwAAZcqUwerVqxETEwNvb2/Url0b33//vTzrbrdu3eTJQgYOHAgA\n",
"qFq1KsqUKSM/f1m2bFk4ODjIvTzA8+F3RZU7YcIEVKlSBe3atUONGjUQGhqKS5cuFbsvxSm4Xv36\n",
"9ZGdnS3XU/m5YJBZ8JwZGRlh2LBhCA4OhqurK44fP46GDRvC2dkZtWrVgqenp8a6d+jQ4aXqnpiY\n",
"iHbt2sHZ2Rn9+/fHpEmT5AloiupNHzlyJE6dOoUaNWqgb9+++Oijj4rclp2dHX799VfMmTNH/j4s\n",
"XLhQ47BNZ2dnfPrpp2jfvj1q1aqFc+fOqTwrqum7UPDz3Llzcfz4cbi5uWHmzJno0qVLkcfAysoK\n",
"Pj4+8sywStWqVcOcOXPwv//9D56entixYweWLl0KXd3ngzCGDh2K2bNnw9XVFQsXLnypfczJycGU\n",
"KVPg6emJ2rVrIysrSw7Eitq/Vzk2xbXvgtLS0uDs7Fzo8OJmzZph8ODB6NKli9zjXXDSpV69esnv\n",
"hP3zzz9x8uRJREdHw9nZGXZ2dnBxcZHLLq4sIiIiolchiff4hYmF/QgjepdeHC5LVFqwbVJpxvZJ\n",
"pRXbJpVmhU0U+K590D2ZREREREREpdGIESPQp0+fEuXdt28fKlasqDLRYGnGnkwiLeMdTyqt2Dap\n",
"NGP7pNKKbfO/a8SIEbhz5w6WLVv2Rsp/+PAhhBDyK8SKkpubi3v37qnMfg+U3p7MD3Z2WSIiIiIi\n",
"olelaZ4FbSpTpkyJ8+rp6akFmKUZh8sSERERERG9QAhR6NsaDhw4gKCgIFSrVg21atVCZGSk/PYB\n",
"4PkM7i++Wu7F4bEvflaW6ezsjJo1ayIoKEiewf7F4bJ37tzBkCFDUKlSJRgbG8Pd3R1Lly5V2V6z\n",
"Zs0QHh6O8ePHw9LSEtbW1hg9erTKPq1cuRK+vr4wNTWFtbU1unbtqpXRogwyiYiIiIiISigjIwM9\n",
"e/aEh4cH/v77b0yfPh0xMTH4/vvvVfIV96aKgp/z8vLQv39/1K9fHzt27MDWrVvxySefFPp6tadP\n",
"n8LT0xPbtm1DUlIShg8fjrCwMMTFxankW7VqFfT19bF//3789NNPmDVrFqKjo+Xlubm5mDRpEhIT\n",
"E7F161ZkZmYiNDT0tY4PwOGyREREREREJbZs2TLY2trKQaWTkxPGjRuHL774AmPGjIGhoaHG9V7s\n",
"GS34+cGDB7h//z5atGiBypUrA3j+KrfC2NjYYNCgQfIzmZ988gni4uKwZs0aBAQEyPnc3NwQGRkp\n",
"13Px4sXYuXMnunXrBgDo16+fnLdKlSqYN28eXF1dkZ6e/lrPe7Ink4iIiIiIqIQuXryIOnXqqKT5\n",
"+voiJycHKSkpr1RmuXLl0LVrV/To0QO9e/fGokWLkJaWVmj+Z8+eYfbs2fD09ESFChVQtmxZbNiw\n",
"AVevXpXzSJIkv9ddydbWFjdv3pQ/Hzt2DB06dECVKlVgamoqv/v7ypUrr7QfSgwyiYiIiIiISkiS\n",
"pEKf1VQOf1UoFGp58vLyiiw3KioKW7ZsQf369REbG4smTZogISFBY94FCxZg0aJFGDt2LOLi4nDy\n",
"5EkEBwfj6dOnKvn09PTU6pefnw8AyM7ORqtWrVCmTBmsXLkSR44cwV9//QUAyMnJKbKuxWGQSURE\n",
"REREpIGm2WWdnJxw7NgxlSDy0KFD0NfXh4ODAwCgfPnyuHHjhsp6SUlJGp/TLMjV1RVDhgzB77//\n",
"jgYNGmDdunUa63Xo0CEEBgaiR48e8PT0hKOjI86fP1+i2XCVec6dO4fbt2/ju+++Q6NGjeDs7KxW\n",
"51fFIJOIiIiIiEiDBw8e4MyZMzh9+rT8LyAgADdu3MC4ceNw4cIF7NixA1OmTEG/fv3k5zEbNmyI\n",
"uLg4xMbG4uLFi4iMjERGRoZa+cpA9cqVK/juu+9w5MgRXLt2DXv37kVSUhKcnZ011qtatWr4559/\n",
"sHfvXpw7dw6fffYZUlJSCn3mU9M2K1euDAMDA8yZMweXLl3Ctm3b8L///e+1jxnAiX+IiIiIiIjU\n",
"SJKEgwcPolWrVirpbdu2xapVq/DNN9+gVatWMDU1RceOHfHFF1/Iebp164azZ89i1KhRAJ5PsNO6\n",
"dWv5FSTK8pW9isbGxrh8+TLCwsJw584dVKhQAZ06dUJ4eLhKfqXhw4fj6tWraNOmDYyMjNCvXz/0\n",
"6NEDZ8+e1Vi+pjRLS0ssW7YM48ePx9y5c+Hl5YWZM2eiTZs2r3voIInCBhS/B7TxDhcibStbtiwe\n",
"PHjwrqtBpIZtk0oztk8qrdg2qTR7nRlg3yQOlyUiIiIiIiKtYZBJREREREREWsMgk4iIiIiIiLSG\n",
"E/8QERERERG9Rx7klu5pdRhkEhERERERvSfOZ+ViSkIqAODvcPt3XBvNGGQSERERERG9Bx7kCkxJ\n",
"SEXWo7x3XZUi8ZlMIiIiIiIi0hoGmURERERERO+BsnoSvmjqAAtjXVgYl95BqaW3ZkRERERERKTC\n",
"xUIPPwZVe9fVKBKDTCIiIiIiovdIWT3pXVehSBwuS0RERERERFrDIJOIiIiIiIi0hkEmERERERER\n",
"aQ2DTCIiIiIiItIaBplERERERESkNQwyiYiIiIiISGsYZBIREREREZHWMMgkIiIiIiIirWGQSURE\n",
"RERERFrDIJOIiIiIiIi0hkEmERERERERaQ2DTCIiIiIiItIaBplERERERESkNQwyiYiIiIiISGsY\n",
"ZBIREREREZHWMMgkIiIiIiIirWGQSURERERERFrDIJOIiIiIiIi0hkEmERERERERaQ2DTCIiIiIi\n",
"ItIaBplERERERESkNQwyiYiIiIiISGsYZBIREREREZHWMMgkIiIiIiIirWGQSURERERERFrDIJOI\n",
"iIiIiIi0hkEmERERERERaQ2DTCIiIiIiItIaBplERERERESkNQwyiYiIiIiISGsYZBIREREREZHW\n",
"MMgkIiIiIiIirWGQSURERERERFrDIJOIiIiIiIi0hkEmERERERERaQ2DTCIiIiIiItIaBplERERE\n",
"RESkNQwyiYiIiIiISGsYZBIREREREZHWMMgkIiIiIiIirWGQSURERERERFrDIJOIiIiIiIi0hkEm\n",
"ERERERERaQ2DTCIiIiIiItIaBplERERERESkNQwyiYiIiIiISGsYZBIREREREZHWMMgkIiIiIiIi\n",
"rWGQSURERERERFrDIJOIiIiIiIi0hkEmERERERERaQ2DTCIiIiIiItIaBplERERERESkNQwyiYiI\n",
"iIiISGsYZBIREREREZHWMMgkIiIiIiIirWGQSURERERERFrDIJOIiIiIiIi0hkEmERERERERaQ2D\n",
"TCIiIiIiItIaBplERERERESkNQwyiYiIiIiISGsYZBIREREREZHWMMgkIiIiIiIirWGQSURERERE\n",
"RFrDIJOIiIiIiIi0hkEmERERERERaQ2DTCIiIiIiItIaBplERERERESkNQwyiYiIiIiISGsYZBIR\n",
"EREREZHWMMgkIiIiIiIirWGQSURERERERFrDIJOIiIiIiIi0hkEmERERERERaQ2DTCIiIiIiItIa\n",
"BplERERERESkNQwyiYiIiIiISGsYZBIREREREZHWMMgkIiIiIiIirWGQSURERERERFrDIJOIiIiI\n",
"iIi0hkEmERERERERaQ2DTCIiIiIiItIaBplERERERESkNQwyiYiIiIiISGsYZBIREREREZHWMMgk\n",
"IiIiIiIirWGQSUREREREVMr17t0bERER77oaJcIgk4iIiIiI/vNGjBiBihUrYtasWSrp+/btQ8WK\n",
"FXHnzp13VLPnJEmCJEnvtA4lxSCTiIiIiIj+8yRJgoGBARYsWICsrKx3XZ33GoNMIiIiIiIiAA0a\n",
"NNDYm1lQcnIyevXqBRcXF3h5eSE8PBy3bt0CACQkJMDR0VGt1/P7779HixYtAABZWVkYMmQIfHx8\n",
"UK1aNQQEBCA6Olol/+PHjzFixAg4OzujVq1amDNnDgBACCHnWb9+PXx9fWFqagpra2t07doV6enp\n",
"WpqxDOcAACAASURBVDkOr4tBJhERERER/ecJIaBQKDB+/HisWLECqampanlu3LiBkJAQuLq6Ytu2\n",
"bYiOjkZ2djb69esHAGjUqBEsLCywdetWlXI3bdqEzp07AwBycnLg6emJ5cuXY9euXRgwYAC++OIL\n",
"7NmzR17nm2++wT///IOff/4Z0dHROH36NA4ePKgyXDYvLw+TJk1CYmIitm7diszMTISGhr6pw/NS\n",
"dN/mxtLT01XuCty4cQMff/wxHj58iLi4OJiamgIAunfvjlq1ar3NqhERERER0X+cJEkICAiAj48P\n",
"fvjhB8ybN09eJoTA8uXL4ebmhnHjxsnps2bNgru7O06ePAkvLy+0b98eGzduRK9evQAAhw8fRkZG\n",
"BoKDgwEANjY2GDRokLx+jx49sHfvXsTExKBRo0bIzs5GdHQ0oqKi0KRJEwDAzJkz4ePjo1LXjz/+\n",
"GHZ2dgCAKlWqYN68eXB1dUV6erqc/q681SDTzs4OU6dOBQDk5+dj0KBBqFu3LuLj4xEUFISgoKC3\n",
"WR0iIiIiIiKZcjjqhAkT0L59ewwePFhleWJiIg4ePAhnZ2eVdEmSkJKSAi8vL4SEhODnn39GWloa\n",
"7O3tsWHDBvj5+cHGxgYA8OzZM/z000/YsmULrl+/jpycHOTm5qJBgwYAgJSUFOTk5MDb21su39jY\n",
"GDVq1FDZ5qlTpzB48GCcPHkSWVlZct2vXLnyzoPMdzZc9tSpU7CxsUGFChUghFAZX0xERET/x969\n",
"x/dc//8fv79nB2bvYQ1rxthmB8spLCyHpJScPhJFkVSIPg6dKJ/6RGKSFR+HVvJRqZYYkvjogObw\n",
"GXKY9SFzGLNYzBgzO71/f/h5f73bwbt6v7f3m9v1cnG57P18nR7v9exSd8/DCwBQWVq0aKHu3bvr\n",
"jTfesJiiajKZ1LVrV61fv97iT2JionnNZdOmTRUSEqKEhAQVFBRo9erV6tu3r/keCxYsUFxcnJ55\n",
"5hl98cUXWr9+vbp166b8/Pxya7o2L+Xm5mrgwIHy8vLSJ598oh07dmjt2rWSdN37VIQKHcm81ubN\n",
"mxUdHS3pSvJfu3atNm3apKCgIA0ePFjVq1evrNIAAAAA3OQmTJigu+66Sz/88IO5rWnTpvrqq69U\n",
"r149ubqWHaX69u2rhIQEhYaG6tKlSxYzNpOSknTvvfeag6fJZNKhQ4dUs2ZNSVemvrq5uWnnzp2q\n",
"X7++pCuh8sCBA2rUqJEkKTU1VWfPntWbb76pwMBASdK+ffts+wv4CyolZBYWFmrnzp169NFHJUn3\n",
"3nuveSFsfHy8PvrooxJD0ykpKUpJSTF/7t+/v4xGY8UVDVjJ3d2dvgmHRN+EI6N/wlHRN28ebm5u\n",
"cnV1Nf/zbtq0qR5//HEtXLhQkmQ0GjV69Gh99tlnevbZZzV27FjdcsstOnr0qFasWKGpU6fKy8tL\n",
"kvTYY49pxowZio2NVffu3c1TZSUpIiJCy5cvV0pKinx8fLRgwQKdOHFCt9xyi4xGo4xGox577DFN\n",
"mzZNAQEB8vPzU0xMjEwmk9zc3GQ0GhUWFiYPDw/NmTNHgYGBOnHihJYsWVLxv7QyVErI3LVrl4KC\n",
"gswb/dSoUcN8rEuXLoqJiSlxTWRkpCIjIy3acnJy7Fso8CcYjUb6JhwSfROOjP4JR0XfvHkUFhaq\n",
"qKjI4p/36NGj9emnnyo/P18XLlxQrVq1lJCQoGnTpqlv377Ky8tTvXr11LlzZ+Xn55uvrVmzpqKi\n",
"opSUlKTx48db3HPkyJE6dOiQ+vbtq6pVq2rAgAHq06ePDh48aD5v4sSJOnfunAYOHChPT08NHTpU\n",
"58+fV0FBgXJycuTh4aHY2FjNnDlTJ06cUPPmzbVw4ULdf//9FftLK4PBVAmLId955x21aNFCnTt3\n",
"liSdPXtWtWrVkiStXr1ahw4d0pgxY657H0d5DwxwLf5jBEdF34Qjo3/CUdE34cgqe4OfslT4SGZe\n",
"Xp6Sk5M1fPhwc9uSJUt09OhRGQwG1a5dW08//XRFlwUAAAAAsIFKGcm0FUYy4Yj4G084KvomHBn9\n",
"E46KvglH5qgjmZX2ChMAAAAAwPXlFJiUU+A8Y4OV9goTAAAAAED5DmQVaPrGNEnShE6BCvNxq+SK\n",
"ro+RTAAAAABwQDkFJk3fmKas3EJl5RZq+sY0pxjRJGQCAAAAAGyGkAkAAAAADsjoZtCEToHy8XSV\n",
"j6erJnQKlNHNUNllXRdrMgEAAADAQYX5uGl2j2BJcoqAKREyAQAAAMChOUu4vIrpsgAAAAAAmyFk\n",
"AgAAAABshpAJAAAAALAZQiYAAAAAwGYImQAAAAAAmyFkAgAAAABshpAJAAAAALAZQiYAAAAAwGYI\n",
"mQAAAAAAmyFkAgAAAABshpAJAAAAALAZQiYAAAAAwGYImQAAAAB0xx13aMGCBZVaQ0BAgNasWVOp\n",
"NeCvI2QCAAAADuDMmTOaOHGi2rZtq6CgILVo0UIDBgzQpk2bbPqc+Ph4hYaGlmg3GAwyGAx/+F4B\n",
"AQEKCAhQgwYN1KRJE3Xv3l0xMTE6c+aMrUq2miMEZUiulV0AAAAAAOmpp57S5cuX9fbbb6thw4Y6\n",
"ffq0tm7dquzs7MourVzVqlXT1q1bZTKZlJOTo927d2vevHn69NNPtWzZMoWEhFRYLX80JMM+GMkE\n",
"AAAAKtm5c+eUlJSkiRMnKjo6WvXq1VPz5s01YsQI9erVy3xedna2xowZo8jISAUHB+vhhx/WL7/8\n",
"Yj5e2ijlli1bFBAQoLNnz2rLli167rnnlJubax6BjI2NNZ+bl5enF198UeHh4WrdurVVo4IGg0G+\n",
"vr6qXbu2goKC1LdvX61atUre3t6aMGGC+bzdu3frkUceUdOmTRUeHq6//e1v2rlzZ7n3njt3rpo2\n",
"bapdu3ZJktasWaO7775bQUFBatOmjWbPnm0+t1+/fkpPT9cbb7yhgIAA1a9fX5KUlZWlZ555Rq1b\n",
"t1ZwcLC6dOmi+Pj4634v/HmETAAAAKCSVa9eXdWrV9d//vMfXb58uczzxo0bpz179mjRokX6+uuv\n",
"Va1aNQ0aNEh5eXlWPadNmzZ6/fXXVa1aNe3evVu7d+/WiBEjJEkmk0nvv/++mjRponXr1mnUqFF6\n",
"4403rhsES+Pp6anHHntM27ZtU1ZWliTp4sWLeuihh5SQkKCvv/5akZGRGjx4sM6ePVviepPJpMmT\n",
"J+vf//63li9frpYtW2rv3r0aMWKEHnjgAX333Xd6+eWX9a9//UuLFi2SJH3wwQe69dZbNX78eO3e\n",
"vdscTPPz89WsWTN99NFH2rBhg4YNG6YJEyYoMTHxD38vWIeQCQAAAFQyV1dXxcbGatmyZWrSpIl6\n",
"9eqlKVOmmIOSJB0+fFjr16/XjBkzFBUVpfDwcM2ePVsXLlxQQkKCVc9xc3OTl5eXefTR19dX1apV\n",
"Mx/v3LmzHn/8cQUGBmro0KFq2LDhnw5jjRs3liQdP35ckhQdHa2+ffsqJCREwcHBmjJlijw8PPTD\n",
"Dz9YXFdYWKjx48fr22+/1YoVK8z3iYuLU7t27TR+/Hg1atRIf/vb3zRixAjNnTtXklSzZk1VqVJF\n",
"1atXN383SfLz89OIESPUpEkT1a9fX4MGDdL999+vlStX/qnvhesjZAIAAAAOoHv37vrpp5+0aNEi\n",
"3XXXXdqxY4d69uypOXPmSJJSU1Pl4uKiVq1ama8xGo0KDw/XwYMH//LzDQaDIiIiLNr8/Pz+9AY+\n",
"JpPJfF9JOn36tF588UV16NBBERERCgsL0+nTp5WRkWFx3ZQpU7Rt2zatWLFC9erVM7enpqaqTZs2\n",
"Fue2bt1aJ0+e1MWLF8uso6ioSO+++666du2q2267TaGhofrmm29KPBe2Q8gEAAAAHISHh4c6duyo\n",
"cePGaeXKlXrkkUc0a9YsFRYWlnmNyWQyBzkXFxdzuLuqvGt/z9W15L6gv7+ftX755RcZDAYFBARI\n",
"ksaOHavk5GS9/vrrWrVqlf7zn//o1ltvVUFBgcV1HTt2VGZmpr799luraylvw58FCxYoLi5Ozzzz\n",
"jL744gutX79e3bp1K3daMv4aQiYAAADgoEJCQlRYWKjLly8rJCRExcXF2rFjh/l4Tk6ODhw4YN7s\n",
"55ZbbtGlS5d04cIF8zkpKSkW93R3d1dRUZFd67548aI+/vhjtWvXTj4+PpKk7du3a+jQoerSpYsa\n",
"N26s6tWrKzMzs8S1d999t9577z1NnDhRS5cuNbc3btxY27dvtzh3+/bt8vf3l6enp6Qr04GLi4st\n",
"zklKStK9996rvn37qkmTJmrQoIEOHTrETrR2RMgEAAAAKllWVpYeeughLV++XD///LOOHTumr776\n",
"SvPnz1eHDh1UvXp1BQUFqVu3bnrppZeUlJSk//3vf3r22WdlNBrVp08fSdLtt98uT09PTZs2TUeO\n",
"HNHXX3+txYsXWzwrICBAly9f1qZNm5SVlaVLly6VW9v1RjJNJpN+++03ZWZmKjU1VcuWLVOvXr10\n",
"8eJFvfnmm+bzgoKCtGzZMh08eFC7d+/WyJEj5ebmVuo9u3btqvfee08TJkzQl19+KUkaPny4tm3b\n",
"plmzZunQoUNavny5eYTyqvr162vbtm06efKkecOh4OBg/fjjj9q+fbtSU1P1yiuvKD09vdzvhL+G\n",
"kAkAAABUMi8vL7Vq1UoLFy7UQw89pC5duigmJkZ9+/bV/PnzzefNmjVLLVq00NChQ9WjRw9dvnxZ\n",
"S5YskYeHh6Qrm9/861//0qZNm9S1a1d99tlnevHFFy1G7dq0aaPHHntMo0aNUrNmza77mpLyRvwM\n",
"BoMuXbqkli1bqlWrVurZs6fef/993Xvvvfr+++8t3pH59ttv6+LFi7rvvvs0atQoDRw40PyakdJ0\n",
"7dpVCxYs0EsvvaRly5bptttu03vvvac1a9aoa9eumj59ukaPHq3HH3/cfM3zzz+vjIwMRUdHq3nz\n",
"5pKkMWPGqGXLlnr00Uf14IMPysvLS3/729/K/c74awymPzvJ2gGwWBeOyGg0Kicnp7LLAEqgb8KR\n",
"0T/hqOibcGT+/v6VXUKpGMkEAAAAANgMIRMAAAAAYDOETAAAAACAzRAyAQAAAJQpp8CknAKn3cYF\n",
"laDk21YBAAAAQNKBrAJN35gmSZrQKVBhPqW/cgS4FiOZAAAAAErIKTBp+sY0ZeUWKiu3UNM3pjGi\n",
"CasQMgEAAAAANkPIBAAAAFCC0c2gCZ0C5ePpKh9PV03oFCijm6Gyy4ITYE0mAAAAgFKF+bhpdo9g\n",
"SSJgwmqETAAAAABlIlzij2K6LAAAAADAZgiZAAAAAACbIWQCAAAAAGyGkAkAAAAAsBlCJgAAAADA\n",
"ZgiZAAAAAACbIWQCAAAAAGyGkAkAAAAAsBlCJgAAAADAZgiZAAAAAACbIWQCAAAAAGyGkAkAAAAA\n",
"sBlCJgAAAADAZgiZAAAAAACbIWQCAAAAAGyGkAkAAAAAsBlCJgAAAADAZgiZAAAAAACbIWQCAAAA\n",
"AGyGkAkAAAAAsBlCJgAAAADAZgiZAAAAAACbIWQCAAAAAGyGkAkAAAAAsBlCJgAAAADAZgiZAAAA\n",
"AACbIWQCAAAAAGyGkAkAAAAAsBlCJgAAAADAZgiZAAAAAACbIWQCAAAAAGyGkAkAAAAAsBlCJgAA\n",
"AADAZgiZAAAAAACbIWQCAAAAAGyGkAkAAAAAsBlCJgAAAADAZgiZAAAAAACbIWQCAAAAAGyGkAkA\n",
"AAAAsBlCJgAAAADAZgiZAAAAAACbIWQCAAAAAGyGkAkAAADghvb222/r7rvvruwybhqETAAAAACV\n",
"rl+/fpo0aVKJ9vj4eIWGhkqSxo4dqyFDhlR0afiDCJkAAAAAHILBYPhD7XBM1w2ZhYWF+uSTT5SZ\n",
"mVkR9QAAAACABZPJpFmzZunLL7/Ud999p4CAAAUEBGjbtm2SpDfffFMdO3ZUcHCw2rZtq6lTp+ry\n",
"5csl7rNy5Uq1b99eYWFhGjZsmLKysir6q9wUXK97gqur1q1bp3vvvbci6gEAAACAEkaOHKmDBw/q\n",
"3Llzmj17tiSpRo0akiRPT0/NmjVLt956qw4cOKAJEybI3d1dL7zwgvn648ePa/Xq1frwww918eJF\n",
"PfPMM4qJiVFMTEylfJ8bmVXTZZs3b659+/bZuxYAAAAAKFW1atXk4eEhNzc3+fr6ytfXV25ubpKu\n",
"rNVs3bq16tWrpy5dumj06NFasWKFxfVFRUWKjY1VeHi4WrVqpUGDBikxMbEyvsoN77ojmZLUtGlT\n",
"ffbZZ0pLS1NwcLA8PDwsjt9xxx12KQ4AAAAArmf16tX64IMPlJaWposXL6qoqEgmk8ninHr16snL\n",
"y8v8uW7dujpz5kxFl3pTsCpkfvjhh5KktWvXlno8Pj7edhUBAAAAuOkYjUadO3euRPv58+fl7e1t\n",
"/vz7TYB27typUaNGafz48brrrrvk7e2tdevWacqUKRbnXR31vFZxcbGNqse1rAqZhEgAAAAA9hQc\n",
"HKzvv/++RHtycrKCg4MlSe7u7ioqKrI4vn37dvn5+WnMmDHmtvT0dPsWi3LxChMAAAAAlW7w4MFK\n",
"S0vTpEmT9PPPPys1NVVxcXFatWqVRo4cKUmqX7++9u/fr0OHDikrK0uFhYUKDg7WyZMnlZCQoLS0\n",
"NC1evFgrV66s5G9zc7NqJFO6Mgy9cuVKpaeny2AwKCAgQL1799btt99uz/oAAAAA3AQaNGig5cuX\n",
"a8aMGRo4cKAuX76skJAQxcXFqXPnzpKkQYMGaevWrerevbtyc3O1dOlS3XPPPRoxYoRee+015eXl\n",
"qVOnTnr++ef1yiuvmO9tMBhKfdcm79+0D4Pp9ytiS/Hdd9/pgw8+UIcOHRQWFiZJ2r9/vxITE/XU\n",
"U0+pS5cudi+0NBkZGZXyXKA8RqNROTk5lV0GUAJ9E46M/glHRd+EI/P396/sEkpl1UjmypUrNWTI\n",
"EN13333mtrvvvltBQUFauXJlpYVMAAAAAIBjsWpN5unTp9WiRYsS7S1atFBmZqbNiwIAAAAAOCer\n",
"QuYtt9yiPXv2lGjfu3evateubfOiAAAAAADOyarpsr169dKHH36oI0eOWKzJ3LRpk5544gm7FggA\n",
"AAAAlSmn4Mo2NkY3NgqyhlUh85577lGNGjX01VdfKSkpSZJUr149jR8/Xm3atLFrgQAAAABQWQ5k\n",
"FWj6xjRJ0oROgQrzcavkihyfVbvLOip2l4UjYhc6OCr6JhwZ/ROOir55c8spMOnvqw8pK7dQkuTj\n",
"6arZPYIdZkTTqXeXvdbFixf1+1zq5eVls4IAAAAAAM7LqpCZmZmp999/Xz///LMKCwtLHI+Pj7d5\n",
"YQAAAABQmYxuBk3oFGgxXdZRRjEdmVUhc/78+crNzdXIkSNVs2ZNGQz8YgEAAADc+MJ83DS7R7Ak\n",
"Nv6xllUhMzU1VVOnTlWDBg3sXQ8AAAAAOBTC5R9j1Xsy69Spo4KCAnvXAgAAAABwclaFzKFDh+qz\n",
"zz7Tr7/+au96AAAAAABOzKrpsjNmzFBBQYHGjh0rV1dXValSxXzMYDBo8eLFdisQAAAAAOA8rAqZ\n",
"TzzxhL3rAAAAAADcAK4bMgsLC/XTTz9p4MCB8vPzq4iaAAAAAABO6rprMl1dXZWcnMxrSwAAAAAA\n",
"12XVxj9t2rTRf//7X3vXAgAAAABwclatyaxdu7aWLVum/fv3KygoSFWrVrU43qNHD7sUBwAAAABw\n",
"LlaFzA0bNsjLy0tpaWlKS0srcZyQCQAAAACQrAyZc+fOtXcdAAAAAIAbgFVrMq+VnZ2t4uJie9QC\n",
"AAAAAHByVoXMwsJCffzxxxo8eLCGDx+u3377TZL0ySefaN26dXYtEAAAAADgPKwKmV9++aV27typ\n",
"0aNHy93d3dweEhKiDRs22Ks2AAAAAICTsWpNZmJiokaOHKnIyEiL92XWr19fGRkZdisOAAAAAOBc\n",
"rBrJPHv2rGrXrl2ivaioiPWZAAAAAAAzq0JmQECAfv755xLt27ZtU1BQkM2LAgAAAAA4J6umyz70\n",
"0EOaM2eOsrKyVFRUpK1bt+rEiRNKTEzUxIkT7V0jAAAAAMBJGEwmk8maE3fv3q2EhAQdPnxYJpNJ\n",
"jRo1Ur9+/dS8eXN711gm1oPCERmNRuXk5FR2GUAJ9E04MvonHBV9E47M39+/sksolVUjmZLUokUL\n",
"tWjRwp61AAAAAACcnFVrMmfMmKFt27apsLDQ3vUAAAAAAJyYVSOZHh4emjt3rqpUqaK2bduqQ4cO\n",
"ioyMtHdtAAAAAAAnY/WazLy8PCUlJSkxMVHJycmqVauWoqOj1aFDBzVo0MDedZaKNZlwRKzdgKOi\n",
"b8KR0T/hqOibcGSOuibT6pB5rXPnzmnLli369ttvlZ6ervj4eHvUdl2ETDgi/mMER0XfhCOjf8JR\n",
"0TfhyBw1ZFq1JvNa+fn52rdvn/bs2aOMjAz5+vraoy4AAAAAgBOyak1mcXGx9u7dq8TERG3fvl0u\n",
"Li5q166dXn31VUVERFj1oIyMDL3zzjvmz6dOndKAAQPUsWNHxcbG6vTp06pdu7bGjRun6tWr/7lv\n",
"AwAAAACoVFZNl33qqaeUm5urli1bqmPHjmrZsqXc3Nz+9EOLi4s1YsQIvfnmm1q7dq2MRqN69+6t\n",
"FStW6OLFixo0aJBV92G6LBwR02rgqOibcGT0Tzgq+iYcmVNPlx0wYIDee+89Pf/884qKivpLAVOS\n",
"kpOT5efnJ19fX+3YsUOdOnWSJHXu3Fnbt2//S/cGAAAAAFQeq6bLdu3aVdKV9ZgnT56UwWBQ3bp1\n",
"5e7u/qceunnzZkVHR0u6solQzZo1JUk1atTQuXPn/tQ9AQAAAACVz6qQWVhYqE8//VTr1q1TYWHh\n",
"lQtdXXXffffpkUcekaurVbcx32vnzp169NFHSxwzGAxW3wcAAAAA4HisSodLlizR5s2b9dRTTyk8\n",
"PFyStH//fn366acymUwaPHiw1Q/ctWuXgoKC5O3tLenK6GV2drZq1qyps2fPqkaNGqVel5KSopSU\n",
"FPPn/v37y2g0Wv1coKK4u7vTN+GQ6JtwZPRPOCr6JhzdF198Yf45MjJSkZGRlVjNFVaFzMTERI0c\n",
"OVK33367uc3Pz0/e3t6aP3/+HwqZ106VlaTWrVtrw4YN6tOnjzZu3Kg2bdqUel1pvzAWYcMRsUEA\n",
"HBV9E46M/glHRd+EIzMajerfv39ll1GCVRv/5Obmys/Pr0R7nTp1lJuba/XD8vLylJycrDvuuMPc\n",
"1qdPHyUnJ2vMmDHat2+f+vTpY/X9AAAAAACOxaqRzMDAQK1Zs0ZPPvmkuc1kMumbb75Rw4YNrX5Y\n",
"1apVtXDhQos2Ly8v/eMf/7D6HgAAAAAAx2VVyHz00Uc1bdo0JScnq3HjxpKkgwcPKisrSy+//LJd\n",
"CwQAAAAAOA+DyWQyWXNiVlaW1q1bpxMnTkiSAgICdO+998rHx8euBZYnIyOj0p4NlIW1G3BU9E04\n",
"MvonHBV9E47M39+/sksoldXvHvHx8dEjjzxiz1oAAAAAAE6u3JBpMpl09uxZ82hlYmKiioqKzMdd\n",
"XFx055138n5LAAAAAICk64TM7du3KyEhQdOmTZMkxcXFyWQymUNlQUGBJKlDhw52LhMAAAAA4AzK\n",
"DZnfffedunXrZtH21ltvmV9nsnr1am3atImQCQAAAACQdJ33ZB4/flyhoaHmz9eOYkpSs2bNdPjw\n",
"YftVBwAAAABwKuWGzHPnzsnV9f8GO6dOnapbbrnF/Nnd3V25ubn2qw4AAAAA4FTKDZleXl46efKk\n",
"+XODBg0sQufJkyfl7e1tv+oAAAAAAE6l3JAZERGhNWvWlHl8zZo1ioiIsHlRAAAAAADnVG7I7NOn\n",
"j/bu3au3335bqampys3NVW5urn755RfNmDFD+/btU+/evSuqVgAAAACAgyt3d9mGDRvqueee07x5\n",
"85SUlGRxzMvLS+PHj1ejRo3sWiAAAAAAwHmUGzIlqVWrVpo7d6727t2rjIwMSZK/v7+aN28uDw8P\n",
"uxcIAAAAAHAe1w2ZklS1alVFRUXZuxYAAAAAgJMrd00mAAAAAAB/BCETAAAAAGAzhEwAAAAAgM0Q\n",
"MgEAAAAANkPIBAAAAADYjFW7yw4YMKDMY25ubrr11lt11113qXv37jYrDAAAAADgfKwKmcOGDdMX\n",
"X3yhqKgohYSESJJSU1O1fft29erVS2fOnNGnn34qSQRNAAAAALiJWRUy9+zZo0ceeUR33323ua1L\n",
"ly4KCQnR9u3b9dJLL8nf319r164lZAIAAADATcyqNZl79+5VZGRkifaIiAglJydLkpo1a6ZTp07Z\n",
"tjoAAAAAgFOxKmR6eXkpKSmpRPv27dtlNBolSXl5efL09LRtdQAAAIAdjR07VkOGDKnsMoAbilXT\n",
"ZR966CG99957SklJUXBwsCTp0KFD2rNnj4YPHy6p7NFOAAAA3Dw+/vhjTZ48Wf/73//k6nrlfzXz\n",
"8/MVERGhhg0b6rvvvjOfe+TIEXXo0EHx8fGKjo6ulHrfeOMNmUymSnk2cKOyKmR26dJFAQEBWrNm\n",
"jXbu3ClJ8vf31+TJkxUaGipJ6tWrl/2qBAAAgFOIjo7WpUuXtGvXLrVp00aStGvXLtWoUUNHjx5V\n",
"VlaWfHx8JElbtmyRh4eHWrduXWn1enl5VdqzgRuV1e/JDA0N1dixYxUTE6OYmBiNGTPGHDABAAAA\n",
"SQoKClLdunW1efNmc9uWLVsUHR2tpk2basuWLRbtt99+ux577DFNmjTJ4j45OTkKDg7W2rVrJUnZ\n",
"2dkaM2aMIiMjFRwcrIcffli//PKL+fz4+HiFhobqhx9+UMeOHRUSEqKhQ4cqJydHq1ev1p133qmI\n",
"iAj9/e9/V15envm630+X7devn15++WVNmzZNTZs2VXBwsKZMmWIx2vnbb7/p8ccfV3BwsNq2baul\n",
"S5eqS5cumjVrlu1+kYATszpkSlJWVpaOHj2qw4cPW/wBAAAArmrfvn2JMBkdHa127dpZtG/dYiJX\n",
"8QAAIABJREFUulXR0dEaNGiQEhISlJ+fbz62YsUKGY1G3XPPPZKkcePGac+ePVq0aJG+/vprVatW\n",
"TYMGDbIIjPn5+YqLi9O8efMUHx+vvXv36qmnntKyZcv0wQcfaOHChfruu++0ePFi8zUGg0EGg8Gi\n",
"/oSEBLm7u2vVqlWaOXOmPvjgA61atcp8fOzYscrIyNDSpUu1cOFCffnllzpx4kSJ+wA3K6umyx45\n",
"ckSzZ89WRkZGqcfj4+NtWhQAAACcV/v27TVp0iQVFBSoqKhIP/30k2bOnCl/f3+9+uqrkq68cz0z\n",
"M1PR0dFq3ry5Jk2apG+++Ua9e/eWdOX/L/v166cqVaro8OHDWr9+vZYvX66oqChJ0uzZsxUVFaWE\n",
"hAQ98sgjkqTCwkJNnTpVQUFBkqQ+ffro/fff1549e1SrVi1J0r333qstW7aY9xUxmUwl1mSGhobq\n",
"ueeek3TlDQoLFy5UYmKievfurdTUVG3cuFFfffWVWrZsKUmKjY1V27Zt7fkrBZyKVSEzLi5Ovr6+\n",
"GjFihPlfUAAAAKA00dHRunz5snbs2KHi4mL5+PgoMDBQtWvXVlpamn777Tdt3rxZ1apV0+23364q\n",
"VarowQcfVHx8vHr37q0DBw5o9+7deueddyRdCaQuLi5q1aqV+RlGo1Hh4eE6ePCguc3Dw8McMCXJ\n",
"19dXtWvXtvj/V19fX4trShMREWHxuU6dOjp9+rSkK5tfuri4qHnz5ubj/v7+qlu37p/4TQE3JqtC\n",
"Znp6umJiYuTv72/vegAAAODkGjRooICAAG3dulUmk0nt2rWTJHl6eprXZW7dulV33HGHqlSpIkka\n",
"OHCgunbtqhMnTujzzz9X69atFRISUu5zTCaTxRTVq/e6ymAwyM3NrURbcXFxufct7Rp2oAWsZ9Wa\n",
"zPr16ys7O9vetQAAAOAGcXVd5pYtW9S+fXtze7t27bR582Zt27bN4rUloaGhatmypZYsWaKEhAQ9\n",
"/PDD5mMhISEqLi7Wjh07zG05OTk6cOBAhW9EGRwcrOLiYu3Zs8fclpGRoVOnTlVoHYAjsypkDhw4\n",
"UEuWLNHevXuVnZ2tCxcuWPwBAAAArtW+fXvt3LlTu3btMo9kSldC5sqVK3X69GmL8Cld+X/O+fPn\n",
"69KlSxavxwsKClK3bt300ksvKSkpSf/73//07LPPymg0qk+fPjavvbRRy6ttISEh6ty5syZMmKCf\n",
"fvpJ+/bt0/jx41W1alWb1wE4K6umy06ZMkWSNHXq1FKPs/EPAAAArtW+fXsVFBTI399fgYGB5vao\n",
"qChdvnxZ3t7eatasmcU1vXr10quvvqqePXvK09PT4tisWbP02muvaejQocrLy1NUVJSWLFkiDw8P\n",
"8zml7e76+7bf7yZb2u6y17smNjZWL7zwgh566CH5+vrqueee0/HjxwmawP9nMFkxwTwlJaXc45GR\n",
"kTYr6I8oa7dboDIZjUbl5ORUdhlACfRNODL6JyTp5MmTuuOOO7Rs2TK1bt26ssuRZF3fzMrKUqtW\n",
"rTRv3jzdf//9FVQZIIfdM8eqkczKCpEAAAC48RUWFiorK0vTp09X06ZNHSZglmXz5s26cOGCwsPD\n",
"dfr0acXExMjHx0edO3eu7NIAh1BmyDx8+LAaNmwoFxcXHT58uNybXLtVNAAAAPBHJCUlqX///goK\n",
"CtKCBQsqu5zrKiws1FtvvaW0tDRVq1ZNrVq10vLly1WtWrXKLg1wCGVOlx0wYIDi4uJUo0YNDRgw\n",
"oNybVNaaTKbLwhEx5QuOir4JR0b/hKOib8KROd102Tlz5shoNJp/BgAAAJxZTsGVsRWjW8kNggDY\n",
"Tpkhs06dOuafXVxc5OPjIxcXyzeemEwmnTlzxn7VAQAAADZwIKtA0zemSZImdApUmI9bJVcE3Lis\n",
"ek/mqFGjSp0mkJOTo1GjRtm8KAAAAMBWcgpMmr4xTVm5hcrKLdT0jWnmUU0AtmdVyCzL5cuX5e7u\n",
"bqtaAAAAAABOrtxXmHz44Yfmnz/77DOLQFlcXKzU1FSLl+sCAAAAjsboZtCEToEW02VZlwnYT7kh\n",
"89ixY+afT5w4IVfX/zvd1dVVQUFB6tmzp/2qAwAAAGwgzMdNs3sES2LjH8Deyg2Z//znPyVJ8+bN\n",
"0+OPPy5PT8+KqAkAAACwOcIlUDGsXpNpMJT8lzIvL0/z5s2zaUEAAAAAAOdlVcjcuHGj8vPzS7Tn\n",
"5+dr48aNNi8KAAAAAOCcyp0ue+HCBZlMJvPPVapUMR8rLi7Wzp07VbNmTftWCAAAAABwGuWGzGHD\n",
"hpl/Hj9+fKnn9O/f37YVAQAAAACcVrkh89VXX5UkTZ48Wc8995yqV6/+fxe6uqp27dry8fGxb4UA\n",
"AAAAAKdRbsiMjIyUJM2ZM0e+vr5ycbF6nyAAAAAAwE2ozJB5+PBhNWzYUC4uLrpw4YIuXLhQ5k2C\n",
"goLsUhwAAAAAwLmUGTInTpyouLg41ahRQxMnTiz3JvHx8TYvDAAAAADgfMoMmXPmzJHRaDT/DAAA\n",
"AADA9ZQZMuvUqVPqzwAAAAAAlKXcjX8uXbqkgoICeXt7m9vS09O1atUq5eXlKSoqSnfeeafdiwQA\n",
"AAAAOIdyQ+b777+v6tWrm9+Xef78eb322msyGAyqWbOm5syZI5PJpA4dOlRIsQAAAAAAx1buO0kO\n",
"HjyoNm3amD9v2rRJrq6uevfddzVz5kz17NlT69ats3uRAAAAAADnUG7IzM7Olp+fn/lzSkqKoqKi\n",
"VL16dUlSp06d9Ouvv9q3QgAAAACA0yg3ZLq7u+vy5cvmz6mpqWrcuLH5s5ubm8VxAAAAAMDNrdyQ\n",
"GRgYqB9++EHSlVHM8+fP67bbbjMfz8zMVK1atexbIQAAAADAaZS78U+/fv00depUbd26VefPn1en\n",
"Tp3k4+NjPp6UlKTw8HC7FwkAAAAAcA7lhswmTZooJiZGe/bsUa1atdS2bVuL44GBgRbTZwEAAAAA\n",
"N7dyQ6YkBQQEKCAgoNRj99xzj80LAgAAAAA4r3LXZAIAAAAA8EcQMgEAAAAANkPIBAAAAADYTJkh\n",
"c+PGjcrPz6/IWgAAAAAATq7MkDlv3jxdunRJkjRgwACdO3euwooCAAAAADinMkOmt7e3Dh48WJG1\n",
"AAAAAACcXJmvMLnnnnv01ltvmT8//fTTZd4kPj7etlUBAAAAAJxSmSGzf//+atu2rU6ePKm3335b\n",
"w4cPl6enZ0XWBgAAAABwMmWGTElq0KCBGjRooAcffFDt27dX1apVK6ouAAAAAIATKjdkXtW/f39J\n",
"0qlTp5Seni6DwaB69eqpbt26di0OAAAAAOBcrAqZubm5mj9/vpKSkmQwGCRJJpNJd9xxh0aOHKlq\n",
"1arZtUgAAAAAgHOwKmT++9//1rFjx/Taa68pNDRUknTgwAHFxcVp0aJFeuaZZ+xaJAAAAADAOZT5\n",
"CpNr7dixQ8OHD1eTJk3k6uoqV1dXRUZGavjw4dq+fbu9awQAAAAAOAmrQmZ+fr6MRmOJdi8vLxUU\n",
"FNi8KAAAAACAc7IqZIaFhSk+Pl55eXnmtry8PH3xxRcKCwuzW3EAAAAAAOdi1ZrMIUOGaOrUqRox\n",
"YoQCAwMlSceOHZO7u7teeeUVuxYIAAAAAHAeBpPJZLLmxLy8PCUmJurEiROSpICAAHXo0EHu7u52\n",
"LbA8GRkZlfZsoCxGo1E5OTmVXQZQAn0Tjoz+CUdF34Qj8/f3r+wSSmXVSKYkVa1aVV27drVnLQAA\n",
"AAAAJ2fVmkwAAAAAAKxByAQAAAAA2AwhEwAAAABgM4RMAAAAAIDNWB0yTSaTUlNTtWXLFvP7MvPy\n",
"8lRYWGi34gAAAAAAzsWq3WWzs7P11ltvKTU1VZI0e/ZsVa1aVR999JHc3Nw0dOhQuxYJAAAAAHAO\n",
"Vo1kLl68WN7e3lq4cKE8PDzM7W3bttWePXvsVhwAAAAAwLlYFTL37dunRx55RF5eXhbtdevW1enT\n",
"p+1SGAAAAADA+VgVMvPz8+XqWnJmbU5Ojtzc3GxeFAAAAADH1q9fP02aNOm65/zjH/+ooIrgKKxa\n",
"kxkeHq4NGzZo4MCB5raioiKtWLFCTZs2tVtxAAAAACrer7/+qtjYWH3//fc6c+aMfHx8dPfdd2vc\n",
"uHG69dZbzecZDIZy77Nw4UIGpW5CVoXMxx57TK+99poOHTqkgoICffzxxzp+/Lhyc3M1ZcoUe9cI\n",
"AAAAoIIcO3ZMvXv3VmBgoN599101atRIR48eVUxMjB544AGtWrVKAQEBVt2rRo0adq4Wjsiq6bIB\n",
"AQGaOXOmQkND1axZMxUUFKhdu3aaMWOG/Pz87F0jAAAAgAryyiuvqEqVKvr8888VHR0tf39/tW/f\n",
"Xp9//rkMBoNefvll87lFRUWaNm2amjZtqubNm2vKlCkymUzm47+fUpudna0xY8YoMjJSwcHBevjh\n",
"h/XLL79U6PeD/V13JLOwsFCvvvqqRo8erQEDBlRETQAAAAAqwdmzZ7Vhwwa99NJLqlq1qsWxatWq\n",
"aciQIXrrrbd07tw5SVJCQoKefPJJrVq1Svv27dPo0aPVrFkz9e7d23zdtVNqx40bpyNHjmjRokXy\n",
"9vZWTEyMBg0apB9//LHE8+C8rjuS6erqqszMzIqoBQAAAEAlOnLkiEwmkxo3blzq8caNG8tkMunI\n",
"kSOSpNDQUD333HNq1KiRevbsqfbt2ysxMbHUaw8fPqz169drxowZioqKUnh4uGbPnq0LFy4oISHB\n",
"bt8JFc+q6bIdO3bUd999Z+9aAAAAADiRiIgIi8916tQp8xWHqampcnFxUatWrcxtRqNR4eHhOnjw\n",
"oF3rRMWyauOf/Px8/fjjj9q7d6+CgoLk4eFhcfyJJ56wS3EAAAAAKk7Dhg1lMBh04MABdevWrcTx\n",
"X375RS4uLmrYsKEkldg51mAwqLi4+A8902QyXXeXWjgXq0Yy09PT1ahRI1WvXl2ZmZk6fvy4jh8/\n",
"rmPHjun48eP2rhEAAABABfDx8VHnzp21ePFiXbp0yeLYpUuXtHjxYt11112qWbPmH753SEiIiouL\n",
"tWPHDnNbTk6ODhw4oNDQ0L9cOxyHVSOZ//znP+1cBgAAAABH8MYbb6h37956+OGH9eKLL6phw4ZK\n",
"S0tTTEyMDAaDpk6daj732p1ky3L1nKCgIHXr1k0vvfSSZsyYIaPRqJiYGBmNRvXp08du3wcVz6qR\n",
"TAAAAAA3h8DAQK1Zs0ZhYWH6+9//rujoaD377LMKCwvT119/bfGOzN9PczUYDKW2XTVr1iy1aNFC\n",
"Q4cOVY8ePXT58mUtWbKkxHI8ODeDyZq/fpC0b98+JSYm6syZMyosLLQ49tprr9mluOvJyMiolOcC\n",
"5TEajcrJyansMoAS6JtwZPRPOCr6JhyZv79/ZZdQKqtGMjds2KA333xTeXl5SklJkbe3ty5cuKAj\n",
"R46oXr169q4RAAAAAOAkrFqT+dVXX+mJJ55Q165dNXjwYA0cOFB16tTRwoULVa1aNXvXCAAAAABw\n",
"ElaNZJ46dUrNmjWTdGWb4ry8PBkMBt1///3asGGDPesDAAAAADgRq0Km0Wg0b2Fcq1YtHTt2TNKV\n",
"LYfz8/PtVx0AAAAASMopMCmnwKrtZFDJrJouGxYWpr179yowMFDt27fXokWLlJycrOTkZDVt2tTe\n",
"NQIAAAC4iR3IKtD0jWmSpAmdAhXm41bJFaE8VoXMJ5980jxi2adPH7m4uGj//v1q166dHnzwQbsW\n",
"CAAAAODmlVNg0vSNacrKvfKGi+kb0zS7R7CMbobrXInKYlXI9PLyMv/s4uLCy1IBAAAAAKWyKmRe\n",
"lZWVpfPnz6u4uNiiPSgoyKZFAQAAAIAkGd0MmtAp0GK6LKOYjs2qkHnkyBHNnj1bGRkZpR6Pj4+3\n",
"aVEAAAAAcFWYj5tm9wiWJAKmE7AqZMbFxcnX11cjRoxQrVq17F0TAAAAAFggXDoPq0Jmenq6YmJi\n",
"5O/vb+96AAAAAABOzKr3ZNavX1/Z2dn2rgUAAAAA4OTKHMm8cOGC+eeBAwdqyZIlGjBggBo0aCBX\n",
"V8vLrt19FgAAAABw8yozZA4bNqxE29SpU0s9l41/AAAAAABSOSHz1Vdfrcg6AAAAAAA3gDJDZmRk\n",
"ZEXWAQAAAAC4AZS7u+ylS5dUUFAgb29vc1t6erpWrVqlvLw8RUVF6c4777R7kQAAAAAA51BuyHz/\n",
"/fdVvXp18/rM8+fP67XXXpPBYFDNmjU1Z84cmUwmdejQoUKKBQAAAAA4tnJfYXLw4EG1adPG/HnT\n",
"pk1ydXXVu+++q5kzZ6pnz55at26d3YsEAAAAADiHckNmdna2/Pz8zJ9TUlIUFRWl6tWrS5I6deqk\n",
"X3/91b4VAgAAAACcRrkh093dXZcvXzZ/Tk1NVePGjc2f3dzcLI4DAAAAAG5u5YbMwMBA/fDDD5Ku\n",
"jGKeP39et912m/l4ZmamatWqZd8KAcCBvf3227r77rsrtYaxY8dqyJAhlVoDAADAVeWGzH79+mnd\n",
"unUaOXKk3nzzTXXq1Ek+Pj7m40lJSQoPD7d7kQBwPWPHjlVAQIDeeecdi/YtW7YoICBAZ8+e/cvP\n",
"CAgI0Jo1a/7yfa7e6+qfkJAQtW/fXqNHj1ZSUtIfvpfBYJDBYPjTtThCUAYAADeOcneXbdKkiWJi\n",
"YrRnzx7VqlVLbdu2tTgeGBhoMX0WACqLwWCQh4eHFixYoMGDB1v8hdhfVVBQIDc3N0mSyWSy2X1n\n",
"zpyprl276vLly0pLS9PSpUv14IMP6pVXXtGIESOsvo/JZLJpXQAAAH9FuSOZ0pW/bX/ggQfUvn17\n",
"ubhYnn7PPfeoYcOG9qoNAP6Q9u3blzqa+Xvbtm1Tjx49FBwcrBYtWuif//ynCgoKzMf79euniRMn\n",
"avLkyWrWrJn69Olj/ku24cOHKyAgQO3atbO458qVK9W+fXuFhYVp2LBhysrKum693t7e8vX1Vb16\n",
"9dS+fXvFxsZq1KhRmjZtmo4ePSpJKi4u1nPPPad27dopODhYd955p+bPn19uqExJSVHLli01Y8YM\n",
"SdKJEyc0bNgw1atXT2FhYXrqqafMm7bFx8crNjZWBw4cMI+sLl26VJL03nvvqWvXrmrcuLFatWql\n",
"F154QefPn7/u9wIAADe364ZMAHAGJpNJLi4uevnll/Xxxx8rLS2t1PN+/fVXPfroo2ratKnWrVun\n",
"mTNnauXKlZo2bZrFecuXL5fBYFBCQoLeffdd8zTZmTNnavfu3fr666/N5x4/flyrV6/Whx9+qE8/\n",
"/VT79u1TTEzMn/oew4cPV3FxsdauXSvpSsi89dZb9d5772nTpk166aWXNGfOHMXHx1tcd3W67H//\n",
"+1/1799fo0aN0osvvqji4mINHTpUZ86c0ddff62lS5fq5MmT5vcf9+7dW8OHD1dwcLB2796t3bt3\n",
"q2fPnpKkKlWqaPLkydqwYYPmzp2rXbt2adKkSX/qewEAgJtHudNlAcCZGAwGdenSRa1bt1ZMTIzm\n",
"zZtX4pzFixfr1ltvNYfKkJAQTZw4URMmTNCLL76oqlWrSpIaNGigf/zjHyWuvzr6eK2ioiLFxsbK\n",
"y8tLkjRo0KASIdBatWrVkq+vr44fPy5JcnV11fPPP28+Xq9ePSUnJ2vFihV6+OGHze0mk0nr16/X\n",
"s88+q6lTp+rBBx+UJCUmJmr//v3aunWrwsPDlZOTo7lz5yo6OlqJiYm688475enpKVdX1xLf68kn\n",
"n7R47iuvvKJhw4Zp9uzZf+q7AQCAmwMhE8AN4+oU0ldeeUW9evXSyJEjS5yTmpqq22+/3aKtTZs2\n",
"ys/P19GjR82bmTVr1szq59arV88cMCWpbt26OnPmzJ/5CpKufI9rN/L56KOP9Nlnn+nEiRPKy8tT\n",
"YWGhAgICLK5JTk7WU089pblz5+qBBx4wtx88eFB169ZVvXr1zG0NGjRQ3bp1dfDgQd15551l1pGY\n",
"mKh//etfSk1NVU5OjoqKilRQUKDMzEzVqVPnT38/AABwY7vudNni4mKlp6crLy+vIuoBgL+sRYsW\n",
"6t69u954440Su64aDIYy1zNee66np6fVz7u6KdC1iouLrb7+WllZWTpz5owaNGgg6cpaz9dff10D\n",
"BgzQp59+qvXr12vw4MHKz8+3qLt+/foKDQ3V559/bnGsPOXtSJuenq4hQ4YoNDRUcXFxWrt2rd5+\n",
"+22ZTCaL9asAAAC/Z9VI5gsvvKDY2Fj5+fn9pYddvHhRCxYsUHp6uiRp5MiR2r17t77//nt5e3tL\n",
"kgYOHKgWLVr8pecAwIQJE3TXXXdpw4YNFu0hISH66quvLEYLk5KS5O7ursDAwHLv6ebmpqKiInuV\n",
"LOnKZjtVqlTRfffdJ0navn27WrZsqccff9x8ztGjRy0CoslkUq1atbRo0SINGDBAw4YN08KFC+Xu\n",
"7q7GjRvr1KlTSk9PV0REhCQpLS1Np06dMu8OXtr32rNnjwoKCvT666+bn/Wf//zHnl8dAADcIK47\n",
"kuni4iJ/f3+b7Ci4aNEitWzZUrGxsZo5c6YCAgJkMBjUo0cPzZgxQzNmzCBgArCJhg0batCgQfrg\n",
"gw8s2ocMGaJTp05p4sSJOnjwoL799ltNnz5dQ4cONa/HlEp/VUlAQIB+/PFHZWZmKjs7+y/XeO7c\n",
"OWVmZurEiRPavHmzxo4dq3nz5mnixInmkczg4GAlJyfrhx9+0OHDhxUbG6v//ve/JeozmUzy8fFR\n",
"fHy8fv31Vz355JPKz89Xx44dFRERodGjR2vXrl3as2ePRo8erWbNmik6OlrSlemz6enp2rdvn7Ky\n",
"spSfn6+goCAVFxcrLi5Ox44d04oVK7Rw4cK//J0BAMCNz6rdZR999FF9/PHHOnLkyJ9+F1tubq72\n",
"79+vLl26SLqya+HV6Wi83w3AX2UwGEpM/xw3bpxcXV0t2v38/PTJJ59o37596tatm55//nn16dNH\n",
"EyZMKHG/33v11Ve1ZcsWRUVF6f777y/zuWVd/3svvPCCbr/9dnXs2FHPP/+8CgsLtWzZMg0fPtx8\n",
"zqOPPqqePXtq9OjR6tGjhzIyMvT0009b3P/aGnx8fPTFF1+Yz8vPz9eHH36oW265RT169FD//v3l\n",
"5+dnERi7d++uLl26aMCAAWrWrJlWrlypiIgITZ48WXFxcbrrrrv0+eef6x//+IdV3wsAANzcDCYr\n",
"Et7gwYNVUFCg4uJiubi4WKw/MhgMWrx48XUfdPToUcXFxSkgIEBpaWlq1KiRhg4dqlWrVmnDhg3y\n",
"9PRUUFCQBg8erOrVq1tVfEZGhlXnARXJaDQqJyensssASqBvwpHRP+Go6JtwZP7+/pVdQqmsCpm/\n",
"X9P0e507d77ugw4dOqRJkyZpypQpCgkJ0b///W9Vq1ZN999/v4xGo6QrLwU/e/ZsqTtCpqSkKCUl\n",
"xfy5f//+/AsPh+Tu7m71xitARaJvwpHRP+Go6JtwZEajUV988YX5c2RkpCIjIyuxoius2vjHmhB5\n",
"Pbfccot8fHwUEhIiSWrbtq1WrFhh3vBHkrp06VLmC8xL+4URMuGI+BtPOCr6JhwZ/ROOir4JR2Y0\n",
"GtW/f//KLqMEq9ZkSlJ2drZWrVql999/37wJ0P79+5WZmWnV9TVr1pSvr695iuvevXsVEBBgsXlG\n",
"UlKSebMLALgR5BSYlFPAunMAAHDzsGok8/Dhw3r99ddVt25dHT9+XL169ZK3t7f27t2rX3/9VWPG\n",
"jLHqYUOHDtWcOXNUWFiounXrauTIkVq0aJF5O/7atWvr6aef/ktfCAAcxYGsAk3fmCZJmtApUGE+\n",
"Jd+nCQAAcKOxKmR+9NFH6t69uwYMGKDBgweb21u0aKEffvjB6oc1bNhQ06ZNs2gbPXq01dcDgLPI\n",
"KTBp+sY0ZeUWSpKmb0zT7B7BMrqxOysAALixWTVd9siRI6Wuy6xZs6bOnTtn65oAAAAAAE7KqpDp\n",
"7u6uCxculGjPyMhQjRo1bF4UADg7o5tBEzoFysfTVT6erprQKZBRTAAAcFOwKmS2bt1aS5cutdi+\n",
"OTMzU5988onuuOMOuxUHAM4szMdNs3sEa3aPYNZjAgCAm4ZV78nMzc3VtGnTlJaWpsuXL6tmzZrK\n",
"zs5WeHi4Jk6cqKpVq1ZErSVc3akWcCRsdQ5HRd+EI6N/wlHRN+HI/P39K7uEUlm18Y+np6cmT56s\n",
"lJQUHT58WMXFxQoKClKzZs3sXR8AAAAAwIlYFTKLiopUpUoV3XbbbbrtttvsXRMAAAAAwElZFTIf\n",
"f/xxhYWFqUmTJoqMjFRISIiqVKli79oAAAAAAE7GqpD5wgsv6Oeff9auXbu0bNkyubi4WITOsLAw\n",
"e9cJAAAAAHACVm38c638/HwdOHBAP/74o3788UcVFxcrPj7eXvWVi41/4IjYIACOir4JR0b/hKOi\n",
"b8KROfXGP5KUnZ2tlJQU858zZ84oPDxcTZo0sWd9AAAAAAAnYlXIHDdunE6fPq2QkBA1adJEw4cP\n",
"V0hIiNzd3e1dHwAAAADAibhYc1JeXp5cXFzk7u4uDw8PVa1aVW5uvFgcAAAAAGDJqpHM+fPn6+TJ\n",
"k+apst98840uXbqkiIgIRUZGqkePHvauEwAAAADgBKxek+nn5yc/Pz917txZhw4d0rfffqsff/xR\n",
"P/30EyETAADg/7F37/E91///x2/v2clh2Bw225htGOaUU0xOM5JJkSyRYzmrEZpTDnMYMqXE5BTl\n",
"8LEccoiEVcqplRySTLZoFrOVGbPT+/fHft5f7za8K2Pjfr1cdrm838/X8/V8PV6vvVx4eJ5ERASw\n",
"MMk8ffq0qRfz1KlTZGRk4OXlxdNPP62Ff0RERERERMTEoiTzzTffxMvLC19fXwIDA6levTr29vb5\n",
"HZuIiIiIiIgUMhYlmcuXL1dSKSIiIiIiIndl0eqyNxPM48ePs2PHDnbs2MHx48fzNTAREREREZF/\n",
"y93dne3bt1tcf+7cubRp0yYfI3p0WNSTmZSUxJw5c/j1119xcnIylXl5eTF69GhTmYhzLTbdAAAg\n",
"AElEQVSIiIiIyP1y7NgxOnToQIMGDdi0adODDkf+P4t6MpctW4aVlRXvvvsuCxcuZOHChcyfPx8r\n",
"KyuWLVuW3zGKiIiIiIjksnr1avr06cOpU6eIiYl50OHI/2dRknns2DH69+9P+fLlTWXOzs7069eP\n",
"Y8eO5VtwIiIiIiIiebl+/TqbN2+mZ8+eBAYGsmbNmjvWnzFjBi1atMDb25smTZowffp0bty4kave\n",
"6tWradSoEd7e3vTv35+kpCTTsSNHjtC9e3dq165N9erV6dy5M9HR0Wbnu7u7s3LlSvr27UuVKlVo\n",
"3rw53377LfHx8bz44otUrVqVdu3amU0/TE5OZsiQITRs2BBvb2/8/f1Zt27df3xCD45FSebtGAyG\n",
"exWHiIiIiIiIxbZt24a7uzs+Pj506dKFyMhIMjMzb1u/WLFihIeH89VXXzFjxgw2b97M/Pnzzeqc\n",
"O3eOjRs3smLFCtauXcvZs2d5/fXXTcdTU1N5/vnn2bhxI9u2bcPX15devXqRnJxs1s4777zDs88+\n",
"y65du6hbty5Dhgxh9OjR9OnTh507d+Ls7ExwcLCp/o0bN6hTpw4rV64kKiqK/v37ExISwr59++7R\n",
"07q/LEoya9WqxfLly0lMTDSVXbp0ieXLl1OrVq18C05ERERERCQva9eu5bnnngPAz8+PokWLsnPn\n",
"ztvWDw4OpmHDhri5ueHv78+wYcNyzeNMS0vjnXfewdfXl0aNGjFr1ix27dpFbGwsAM2aNaNLly5U\n",
"qVIFb29vQkNDsbOzY+/evWbtPP/88zzzzDN4enoyfPhwEhMTadWqFe3atcPLy4shQ4bw888/m5JT\n",
"FxcXBg0aRM2aNalYsSI9evTgqaeeYvPmzffwid0/Fi3807dvX2bPns2wYcNwdHQEcrp0PTw86Nu3\n",
"b74GKCIiIiIicquzZ89y+PBhFixYYCp79tlnWbt2LYGBgXmes3XrVpYsWUJcXBypqalkZWVhNBrN\n",
"6ri4uODq6mr6Xq9ePaysrDh9+jSVK1cmMTGR2bNns3//fhITE8nKyiItLY34+HizdmrUqGH6XLZs\n",
"WQCqV6+eq+zy5cs4OjqSlZXFe++9x5YtW0hISCA9PZ2MjAz8/Pz+5RN6sCxKMsuWLUtYWBjHjx/n\n",
"/PnzQM5Y4zp16uRrcCIiIiIiIn+3Zs0asrKyaNy4sansZsJ44cIFKlSoYFY/OjqaoUOHMnLkSFq3\n",
"bk3JkiXZuXMnoaGh/+i6wcHBXL58mSlTplCxYkVsbGwICgoiIyPDrJ6NjY3p880phnmVZWdnA7Bo\n",
"0SIWL15MaGgo1atXp3jx4sycOdNsJGlhYlGSCWBlZUWdOnWUWIqIiIiIyAOTmZnJ+vXrGTduHAEB\n",
"AaZyo9HIq6++ytq1axkxYoTZOYcPH8bFxYXXXnvNVHaz8+xWCQkJxMfHm3ozjxw5QnZ2NlWrVjW1\n",
"Exoair+/P5AzhfDixYv/+Z4OHTpEu3bt6NKli+lezpw5Q+nSpf9z2w/CbZPMLVu2WLywT8eOHe9Z\n",
"QCIiIiIiIreze/dukpOTefHFF3MlYc888wyrVq3KlWR6e3uTkJDAxo0bqV+/PlFRUXnOd7S3tyc4\n",
"OJhJkyZx/fp1QkJCCAgIoHLlygB4eXnxySef8Nhjj5Gamsq0adPMeij/LW9vbz799FMOHz6Mo6Mj\n",
"y5Yt4/z58w9fkrljxw6LG1GSKSIiIiIi98PatWtp1qxZnglYYGAgM2fO5KuvvjIrb9u2LYMGDWLS\n",
"pEmkpaXRsmVLRo0axfjx4011DAYDlSpV4tlnn6VPnz4kJSXRqlUr5syZY6ozd+5cxowZQ/v27XFx\n",
"ceH111/PtbJsXvLqvLu17LXXXuPcuXP07NkTe3t7goKC6Ny5M6dPn7bomRQ0BuPfZ7sWIn+fYCtS\n",
"EDg4OJCSkvKgwxDJRe+mFGR6P6Wg0rspBdmtixQVJP9pn0wRERERERGRW2lOpoiIiIiIiNwzmpMp\n",
"IiIiIiJyD6Rk5MxEdLCxrLPuYXXbJPPWjU1FRERERETk9k4lZRD2ZRwAIS098HH676vOFlaakyki\n",
"IiIiIvIfpGQYCfsyjqRrmSRdyyTsyzhTr+aj6LY9mX8XHR3N5s2bOX/+PAaDAXd3d5555hnq16+f\n",
"n/GJiIiIiIhIIWJRT+bu3bt56623cHFxoUePHrz44ouUL1+eOXPmsGfPnvyOUUREREREpMBysDEQ\n",
"0tIDp2LWOBWzJqSlxyM9L9OinszNmzfTu3dv2rdvbypr06YNXl5ebN68GX9//3wLUEREREREpKDz\n",
"cbJhfkdvQAv/WNSTmZiYSL169XKV16tXj4sXL97zoERERERERAobBxvDI59ggoVJZpkyZfjxxx9z\n",
"lR89epRy5crd86BERERERESkcLJouGynTp1YtmwZZ8+excfHB4Cff/6Zr776in79+uVrgCIiIiIi\n",
"IlJ4WJRktm3bllKlSrFlyxYOHToEgJubGyNHjqRRo0b5GqCIiIiIiIgUHhZvYdK4cWMaN26cn7GI\n",
"iIiIiIhIIXfHOZl9+/blypUrpu+bNm0iNTU134MSERERERGRwumOSea1a9cwGo2m7xs2bODq1av5\n",
"HpSIiIiIiIgUThatLisiIiIiIiJiCSWZIiIiIiIics/cdeGfzz//nKJFi2I0GsnKymLPnj04ODiY\n",
"1enYsWO+BSgiIiIiIiKFxx2TzLJlyxIVFWX6Xrp0afbt25ernpJMERERERERgbskmQsWLLhfcYiI\n",
"iIiIiMhDQHMyRURERERE5J5RkikiIiIiIiL3jJJMERERERERuWeUZIqIiIiIiMg9c9ckMysri++/\n",
"/54rV67cj3hERERERESkELtrklmkSBHeeust0tLS7kc8IiIiIiIiUohZNFzWw8ODhISE/I5FRERE\n",
"RERECjmLksxu3bqxatUqDh06RGJiIlevXjX7EREREREREQGwtqRSWFgYAHPnzs3z+Lp16+5dRCIi\n",
"IiIiIlJoWZRkvvnmm/kdh4iIiIiIiDwELEoyfX198zsOEREREREReQhYlGQCxMXFsWvXLi5evMjg\n",
"wYNxdHTk0KFDlCtXDk9Pz/yMUURERERERAoJixb++fHHHxk7dixJSUkcO3aM9PR0ABISEli/fn2+\n",
"BigiIiIiIiKFh0VJ5tq1a+nVqxdjxozBxsbGVO7r60tMTEy+BSciIiIiIiKFi0VJ5vnz56lfv36u\n",
"8hIlSmgLExERERERETGxKMksUaIESUlJucrPnj1LmTJl7nlQIiIiIiIiUjhZlGQ2a9aMjz76iMTE\n",
"RACysrI4ceIEq1atokWLFvkaoIiIiIiIiBQeBqPRaLxbpczMTN5//32++eYbs/InnniCIUOGUKRI\n",
"kXwL8E7i4+MfyHVF7sTBwYGUlJQHHYZILno3pSDT+ykFld5NKchcXV0fdAh5sijJvCkhIYGzZ89i\n",
"NBqpXLnyA78pJZlSEOkvIymo9G5KQab3UwoqvZtSkD3ofOx2LBouGxkZyY0bN3BxcaFp06b4+fnh\n",
"6upKeno6kZGR+R2jiIiIiIiIFBIWJZnr168nLS0tV3laWpr2yRQRERERERETi5LM24mNjaVEiRL3\n",
"KhYREREREREp5KzvdLBXr16mz8OGDcNgMJi+Z2dnk5GRQdu2bfMvOhERERERESlU7phk9uvXD4CF\n",
"CxfSvXt3ihUr9n8nWltTrlw5fHx88jdCERERERERKTTumGS2atUKgPLly1OtWjWsre9YXURERERE\n",
"RB5xFs3JnDJlCqmpqbnKr1y5QlBQ0D0PSkRERERERAqn/7TwT2Zmpno3RURERERExOSOGeKWLVtM\n",
"nz///HOKFi1q+p6dnc1PP/1UYDcAFRERERERkfvvjknmjh07TJ/37NmDldX/dXxaW1tTvnx5BgwY\n",
"kH/RiYiIiIiISKFyxyRzwYIFAEyePJlRo0ZpT0wRERERERG5I4smVE6ePDmfwxAREREREZGHwW2T\n",
"zGXLlvHiiy9ib2/PsmXL7tjIzf00RURERERE5NF229Vlf/vtN7Kyskyfz507l+vnZrmIiIiIiEhh\n",
"FhwcjLu7O2+//bZZ+bfffou7uzvJycn3LZa5c+fSpk2b+3a9e+22PZm3DpHVcFkRERERkbwFBweT\n",
"nJzMhx9++KBDkf/AYDBgZ2fHokWL6NWrF05OTg86pP8kPT0dW1vbB3Jti/bJTEpKyu84REREREQK\n",
"JYPBgMFgeNBhyD3g5+eXZ2/m3/3yyy+89NJL+Pj4ULduXYYOHcqlS5cAiImJwd3dncTERACuX7+O\n",
"p6cnPXv2NJ2/evVqmjVrBkDXrl2ZMGHCXWP7/PPPad++Pd7e3jRt2pRZs2aRkZFhOl65cmWmTJlC\n",
"v379cHR05KWXXgJg6tSpVK5cGXt7eypUqEDv3r3N2p09ezZVqlShWLFi1KlTh48//th0zN/fn+HD\n",
"h5vVv3LlCsWKFWPTpk23jdWiJHPw4MG89tprREREsG/fPiWdIiIiIiL/n9FoxGg0Ajl7yc+bN4+G\n",
"DRvi5eVFQEAAn3/+uanu4MGDCQkJMX2fNWsW7u7ufP/996ayhg0bsnHjRgCOHDlC9+7dqV27NtWr\n",
"V6dz585ER0ffpzsrPIKDg3MlT7t27aJKlSrMmTPHojaMRiNWVlaMGzeOVatWERcXZ3a8Xbt2LFq0\n",
"iD/++IMuXbpQs2ZNtm3bxrp160hNTaVv374AVKlShfLly/PNN98AcPjwYRwcHPjuu+/Izs4GYP/+\n",
"/aYkE7jrf1JERUXx6quv0q9fP/bu3cvcuXPZtm0b48aNM6sXHh5OzZo1iY6OZvr06XzyySfMnTuX\n",
"hQsXEhMTw9atW3n88cdN9cePH8/y5ct5//33OXnyJGPHjmXgwIFs374dgAEDBrB69WrS09NN56xZ\n",
"s4aSJUvy9NNP3zZei5LMd955h06dOnHjxg0+/vjjXEmniIiIiMij7GaSsGTJEiIiIpg4cSK7d++m\n",
"ffv2vPzyy5w4cQLI6Snbv3+/6bz9+/dTpkwZU9nZs2dJSEigadOmAKSmpvL888+zceNGtm3bhq+v\n",
"L7169bqv8wMLg7/3JkdGRjJw4EDGjRvH6NGj/1E7/v7+NGzYkFmzZuVZZ+XKlfj6+jJ27FiqVKlC\n",
"9erVefvttzly5Ag//vgjAE2aNOHbb78Fcn7HgYGBlC5dmh9++AGAAwcOmH7Hlpg/fz6DBw+mW7du\n",
"VKpUCT8/P8aNG8eiRYvM6rVq1YpRo0bh5eVFlSpViIuLo0KFCrRt2xZ3d3caNGjAkCFDgJx3a968\n",
"eSxZsoR27drh4eFB9+7defnll01bWXbu3BkrKyvTf3pAzgKxvXr1okiRIreN16ItTFxcXHBxcTFN\n",
"Pv3999/ZvHkzUVFR7NmzhyeeeMLiByQiIiIi8rCKiIhg0KBBPPPMMwCMGjWKAwcOsGjRIt59912a\n",
"Nm3K2LFjuXTpEiVKlODo0aOMHj2affv2MXToUPbv30/lypVxcXEBMOvtAggNDWX79u3s3buXLl26\n",
"3Pf7K6hu9iQDLF68mLCwMObOnUvnzp2BnN7EsLAwfvzxR0qVKkW7du0YP348JUqUAHKGrF68eJGs\n",
"rCxq165NVlYWV65cYdCgQab24+PjmTZtmula1apVIzMzkxs3blC8eHEMBgOxsbGkpqayefNmPD09\n",
"gZwks3Xr1qSlpfHcc89hZ2fH1atXqVq1ap738vXXX7NgwQJKly7N888/j4+PD0ePHuXHH39kwYIF\n",
"GI1Grl27hq2tLZmZmfzxxx84OztjMBho2LChWVvdunVj/vz5eHp68uSTT9K+fXs6deqEra0tP/30\n",
"E2lpaTz55JNmCXpGRoYpdjs7O1566SWWLVtGUFAQJ06c4PDhw6xcufKOvw+Lkszs7GzOnDnDiRMn\n",
"OHHiBKdOncLBwYHmzZtTs2ZNS5oQEREREXmoXb16lT/++INGjRqZlTdu3Jg9e/YA/zeU8ttvv8XR\n",
"0ZHKlSvz9NNPM2/ePDIzM9m/fz9+fn6mcxMTE5k9ezb79+8nMTGRrKws0tLSiI+Pv6/3VtAZDAaM\n",
"RiOzZs3igw8+YOnSpbRu3RqAkydP0qNHD0aNGsXcuXNJTk5m0qRJjBw5ksWLF5va+O2336hYsSKf\n",
"fvopx48fZ/DgwQQHBzN9+nQMBgPOzs706NGDgwcPYmtry7Rp09i2bRvh4eHs2rULgLJly5p6M2Nj\n",
"Y4mNjeXHH3/k6NGj1K9fn/T0dNq0acOyZctwdHTMdR9bt25l1KhRtG3blpiYGHr27Mm4ceMwGo2M\n",
"HDmSjh07snHjRpYuXcrmzZtxdXWlbNmypvOLFy9u1p67uzunTp1i9+7dfPHFF7z++utMmTKFgwcP\n",
"mobubt26lUqVKpmdZ2NjY/r88ssvU6dOHc6dO8eyZcvw8/PDx8fnjr8Pi5LMvn37YmNjQ/369WnW\n",
"rBkDBgygXLlylpwqIiIiIvJIMxqNZj1FTZo04ZtvvqFs2bKmhWacnJw4cuQIBw4cMJtnFxwczOXL\n",
"l5kyZQoVK1bExsaGoKAgswVfJOcZf/311+zevZuVK1eaEkyAhQsX0qlTJwYMGADkLJAzY8YM2rdv\n",
"T1JSkmkV2ZIlS+Ll5YWnpyeenp4sXbqU6OhooqKiALCysqJ48eLUr1+fLVu24ObmRpkyZbCyssLD\n",
"w8MsHoPBQNmyZZk/fz729vZUq1aNefPm4e/vj5ubG08++SRubm5m8X/00UdMnz6dxYsXc/jwYWJi\n",
"Ymjfvj0TJkzAzc2N06dP4+HhwRdffEFQUBBeXl64urre9dnY2dnRoUMHOnToQEhICC4uLnz77bc0\n",
"adIEOzs7YmNjadWq1W3Pr1mzJo8//jiLFy/m448/ZsaMGXe9pkVJZqVKlThz5gynT5/G1tYWe3t7\n",
"7O3tcXBwsOR0EREREZGHXokSJXB2dubQoUNmw1wPHz5MtWrVTN+bNm1KREQE5cqV4+WXXzaVffzx\n",
"x1y4cMFsrt7hw4cJDQ3F398fgEuXLnHx4sX7dEeFh8FgwMfHh5SUFMLDw2nYsCElS5YEYO/evSQn\n",
"J/Ppp5+a6t9M/GNjY01JZqlSpcza9PDwICEhgSVLlpjKPvzwQ5o2bUpKSgqDBw+matWqZGdn89VX\n",
"X7F161YmTZpkqtuwYUM2bNhA8eLFadasGRUrVsTJyYnPPvuMefPm4e7ubupJ3bFjBx999BEbNmyg\n",
"fv36HD58GMhJEJ977jkOHDjApk2bKFq0KD/88AMjRoxg69atnDlzxmzuaExMDFZWViQmJuLk5MSK\n",
"FSvIysqicePGlChRgnXr1mFra0vVqlUpUaIEo0aNYtSoURiNRpo3b87Vq1c5cOAARYoU4ZVXXjG1\n",
"+8orrzBw4EDs7OwICgq66+/DooV/QkNDWb58OX379qVEiRJs376dQYMGMWrUKJYtW2ZJEyIiIiIi\n",
"D62b8/QGDx5MREQEmzdv5syZM8yZM4dDhw6Z5vZBTkJ5cxjlzYSyadOmbNiwwWw+JoCXlxeffPIJ\n",
"p0+f5siRIwwePNhsKOOjKjg4GHd3d0aNGgXkPH9nZ2ciIyM5e/YsNWrUoEePHgA4OjrSvXt3du3a\n",
"Zfr54osv2Ldvn9nUvyJFipj1OBsMBjw9PbG2tjaVBwUFERoayqZNmzAYDHzwwQdcv36dCRMmYG9v\n",
"b5onCdCoUSOysrIoWrSo6f3w8/MjKyuLpk2bcuTIEQICAoCc3kJnZ2fWrFkD5ExXvLmwzosvvshP\n",
"P/1EeHg4n3/+OVZWVgwdOpSFCxfm6kH19PQkISHBlDg7OjqydOlSWrRoQe3atdm4cSMbNmwwnRca\n",
"GsrkyZN56623qFWrFu3atWPjxo14eXmZtRsUFISdnR3dunXLNSQ3Lxb1ZEJOFl2nTh0qVapkWmZ5\n",
"//79nDt3jn79+lnajIiIiIjIQ+XWlU379+/P1atXmTZtGomJiXh7e7NkyRJq1Khhqn9zXqaTk5Mp\n",
"GbiZfNw6HxNg7ty5jBkzhvbt2+Pi4sLrr7+ulWXJeeaurq5s2bKF0NBQICfRLFu2LNbW1lhbWxMd\n",
"HU1ycjJ169bl7NmzuRKyv2vevLmprZtsbW05deqU6bitrS3FihXD09OTxYsXs2fPHnr16sX27dtN\n",
"iwjdXEm4W7duDBw4kOHDh5u2M5k3bx7z5s3LdW0PDw+mTZtG165dGTNmDADOzs5AzgJDjz32GDEx\n",
"MWRlZTFnzhxeeOEFALPhsmfPns3V7jPPPGNahOp2hg0bxrBhw+5YJzk5mevXr9O/f/871rvpjknm\n",
"lClTeP311zl69Khp0Z8LFy5QunRpatSoQb9+/fD19bXoQiIiIiIiD6NbkwaDwUBwcDDBwcF3POfW\n",
"fTEhZ4GW8+fP56pXs2ZNtm7dalamVWVz1KhRgz/++MNsGOzu3bspVqwYfn5+7N69m27dulGrVi0O\n",
"HDhASEgIPXv2JCEhgbCwMGJiYrC1tTUln0ajkYyMDKZOncr27du5ePEiNjY2zJw5k7Fjx1KxYkXe\n",
"e+89Tp8+zYQJE3ByciIxMRHI+T0VL14cFxcXrl69CsCFCxcYOXIk+/fvJyUlhRo1ajB8+HDatWvH\n",
"oUOHGDNmjGm47JUrV/Dz8+ONN97grbfeIjMzk7Jly/LVV1/RokULXnzxRcaMGUNmZiYODg60bduW\n",
"X3/9FV9fXxYvXkz9+vWBnP00/f39TcNl/6vMzEwSExMZN24c9evXt3jblTsOl/3pp5/IzMxkxYoV\n",
"pKamEhgYSHh4OBEREQQHB9O2bVuLJpuKiIiIiIjcay+88ALr1q0z9SavXbuWoKAg7O3tTdt57Nmz\n",
"h0qVKnH+/Hm6du1Knz59iI+Pp2fPnuzatYtRo0ZhZWWFwWBg6dKl7Nixg4ULF9KhQwfq1KmDt7c3\n",
"kLMdTXp6OpGRkdStW5eLFy8yZswYgoKCcHNzIy0tDSsrK4YNG4bBYGDatGncuHGDjRs3snjxYlxd\n",
"XZk9ezadOnViy5YtZvdxsyf8nXfewd7enqJFi+Lk5ETfvn1JSEigU6dOWFvn9A/Onj2biRMnsn37\n",
"dry8vOjYsSPXr1/Pl+e7b98+XF1dOXDgAB988IHF5911uKzBYDBb2ldERERERORBurlwT+fOnQkN\n",
"DSU8PJxixYrRpEkTpk+fzuzZs7G1tWXXrl3MnTuX7du389FHHwFQvXp1pkyZwvPPPw/kDFV98skn\n",
"AXjzzTfx8vKicePGNG7c2Oya9evXp27dutSoUYPQ0FCOHTtGZmYmI0eOZO7cuWZ1e/fuTUBAAIGB\n",
"gdSoUYMaNWoQGBhoVsfd3R2AyMhIzp07R2RkJK+99hrDhw833WOLFi1YuXIlvXr1Ij09HYPBwIgR\n",
"I2jRogUAy5cvx93dndWrV1s8lPWfaNWqlWmrk3/irknm5cuX77pE8q17s4iIiIiISMGQkpGz4IyD\n",
"jeEuNQunUqVK8dRTT7FmzRpKliyJn5/fXUdaDhgwgNGjR7N+/XqeeOIJOnToQJUqVYCceZQvvPAC\n",
"TzzxBC1btsTf3x9/f3+zBYFu8vX1pXnz5vj7+9OiRQuaN29Ox44dTcNUX375ZUJCQti7dy9PPPEE\n",
"Tz31FLVr175jbA0aNDB9NhgM1KtXjyNHjxE3IwwvLy/OnDljVqd48eLUrl2bkydPWvzM7oe7Jplj\n",
"x469ayPr1q27J8GIiIiIiMi9cSopg7Av4wAIaemBj9PDuSptUFAQwcHBFC9enNGjR9+1/siRI+nc\n",
"uTN79+4lKiqKefPmERYWRlBQELVq1eLgwYNERUWxb98+goODqVmzJmvXrs2VaFpZWbFmzRqio6P5\n",
"6quvWLt2LWFhYURGRlKzZk1eeOEFWrZsyZ49e/j666955plnGDZsGCNHjrT43uIuXCR6/z6KOVdi\n",
"yOChzJ0SkqvOzZVrC5K7Jpnjxo0zrZQkIiIiIiIFX0qGkbAv40i6lrOdRtiXcczv6P1Q9WjeTK5u\n",
"rvqanJxM+/btLTrX09MTT09P+vXrx9ixY1m9erVp/8fixYsTGBhIYGAg3bp14+mnnyY2NhZPT888\n",
"22rQoAENGjRgxIgRtG7dmk8//dS0NUqFChXo0aMHPXr04P3332fp0qV3TDKjo6NNKwxfSc/m5Jk4\n",
"KrTpiduTfYk6f8xUp2LFigCkpqZy4sQJ+vTpY9F93y93TTIrV66ca2NSERERERGRguKLL74AMNtD\n",
"NK8evuvXrxMaGsrTTz+Nu7s7ly5d4vDhw6bVWSMiInBxcaFmzZpYW1uzceNGSpYsSYUKFXK1Gx0d\n",
"zddff03r1q0pW7Ysx48fJz4+Hh8fHyBnfqe/vz/lK1bmaspV9uzZQ7Vq1e54H6tWrcLLywsfHx+W\n",
"LP+QtOSLVGnytFmd+fPn4+TkhLOzM4sWLcLOzo4XX3zxXzy1/GPxPpkiIiIiIlI4ONgYCGnpYTZc\n",
"9mHqxbx1b1LI6X283fFbP1tbW3PlyhVGjBjBxYsXcXR0JCAggDfffBMABwcHFi5cyNmzZzEYDNSq\n",
"VYtVq1Zhb29v1jbkzAeNjo5mxYoVXLlyBVdXV0aMGEHnzp2BnGT0jXETiI//nSJ2xWjevAVvTZ98\n",
"x/saN24cixcv5vjx47i7uzPz3cXsznQBoH09Z6LJmc44depUfv31V2rVqsXWrVspWrRorvgeJIPx\n",
"DoN4hw4dSlhYGA4ODvczJovFx8c/6BBEcnFwcCAlJeVBhyGSi95NKcj0fkpBVdjfzYd94Z+CLCXD\n",
"yKtbz5iGLDsVs77tkOVz587RtGlTPvvss1yLA938HR47vJ9u3bpx7NgxHB0dAQrsdpJ37MlcsGDB\n",
"/YpDRERERETuMSWXhV9h/B1aPegAREREREREHjY3hyw7FbPGqZj1XYcsWzLMtSAMhbXEHYfLFnQa\n",
"LisFUWEfViMPL72bUpDp/ZSCSu+m/Ff5OWS5UA6XFREREREREcv9PaksjMNd/yslmSIiIiIiIvfA\n",
"qaQMsxV9fZxs7nLGw+m2SWZUVJTFY35btmx5zwISEREREREpbFIyjIR9GWdaTcu5To4AACAASURB\n",
"VDbsy7jbrib7sLttkrl06VKzJDMjI4Ps7GxTmdFoxMrKChsbGyWZInfh7u5+x+PdunUjPDz8PkUj\n",
"IiIiIpJ/bptkrlq1yvQ5OjqayMhIevfuTZUqVQCIiYnhww8/5Lnnnsv/KEUKuSNHjpg+79q1i9Gj\n",
"R5uV2dnZPYiwREREROQeubma7K3DZR/FXkywcAuTVatW0adPH6pXr461tTXW1tZUr16dvn37miWj\n",
"IpK3smXLmn4cHBxyle3fv5/27dvj7e1N06ZNmTVrFhkZGQBERkZSpUoVYmJiTO3NnDmTRo0aceXK\n",
"FQA++eQTOnTogI+PD3Xr1mXgwIEkJCSY6mdkZDBx4kQaNGiAl5cXjRo1YubMmffxCYiIiIg8/Hyc\n",
"bJjf0Zv5Hb0f2fmYYOHCP5cuXcqzp8XW1pbExMR7HpTIoyQqKopXX32VqVOn0qRJE86fP09ISAjp\n",
"6elMnDiRrl27EhUVxbBhw9iyZQuHDx8mIiKCNWvWULJkSQAyMzMZPXo0VapU4fLly0yfPp2hQ4fy\n",
"ySefADnD33fs2MHChQtxd3cnPj6eX3/99UHetoiIiMhD6VHtvbyVRT2ZVatWZcWKFVy+fNlUdvny\n",
"ZT788EOqVq2ab8GJPArmz5/P4MGD6datG5UqVcLPz49x48aZjRKYOXMmf/75J+PHj+e1115j4MCB\n",
"NG3a1HQ8KCiI1q1bU7FiRerVq8fMmTM5ePCgqTczPj4eLy8vGjdujKurKw0bNqRbt273/V5FRERE\n",
"5OFnMBqNxrtVSkhIYM6cOfz+++84OTkBkJSUhJubG6NGjaJChQr5Hmhe4uPjH8h1Re7kbps2b926\n",
"lUGDBnH+/HkAqlSpgtFopEiRIqY62dnZ3Lhxg++//55y5coBcODAAbp27UqtWrXYtm2bWf1jx44R\n",
"Hh7OTz/9xJ9//onRaOTatWts3ryZBg0acPz4cV544QVKly5Ny5Yt8ff3x9/f3+IVpOXhoA3FpSDT\n",
"+ykFld5NKchcXV0fdAh5smi4rIuLC3PmzOHYsWP8/vvvALi5uVGnTh39I1XkPzIajYwcOZKOHTvm\n",
"OnbzP3UA9u/fT5EiRUhMTOTKlSs4OjoCcO3aNV588UVatmzJu+++S5kyZUhKSqJz586meZ21atXi\n",
"4MGDREVFsW/fPoKDg6lZsyZr167Vn2ERERERuacsSjIBrKysqFu3LnXr1s3PeEQeObVr1+b06dN4\n",
"eHjcts7333/P/PnzWbp0KfPmzWPMmDF88MEHQM5Kz8nJyYSEhJi2Sjl16lSuNooXL05gYCCBgYF0\n",
"69aNp59+mtjYWDw9PfPnxkRERETkkWRRkmk0Gtm5cyeff/45f/zxB+Hh4Tg7O7Np0ybKly+Pn59f\n",
"fscp8tAaMWIEvXv3xt3dnY4dO2Jtbc3PP//Mjz/+yPjx40lNTWX48OG89NJLBAQE4O3tzZNPPsna\n",
"tWt54YUXcHNzw87OjmXLltG7d29Onz7NnDlzzK4RERGBi4sLNWvWxNramo0bN1KyZMkHNtRdRERE\n",
"RB5eFi38s337djZs2ECbNm3Myh0dHdm5c2e+BCbyMLt1iGrLli1ZuXIl3377LR07dqRjx44sXLgQ\n",
"Nzc3AN58803s7e2ZMGECAJ6enkydOpVJkyYRFxdHmTJlmDdvHjt37sTf35+3336byZMnm13DwcGB\n",
"hQsX0rFjR5566il++uknVq1ahb29/f29cRERERF56Fm08M9rr71Gr169aNCgAb169WLOnDk4Ozvz\n",
"22+/MWnSJJYvX34/Ys1FC/9IQaQFAqSg0rspBZneTymo9G5KQVZQF/6xqCczMTGRSpUq5Sq3trYm\n",
"PT39ngclIiIiIiIihZNFSWb58uXz3Lj9hx9+MC00IiIiIiIiImLRwj+dOnVi2bJlpKenYzQaOXXq\n",
"FF9++SWffvopgwcPzu8YRUREREREpJCwKMls3bo1WVlZrF69mvT0dBYsWICjoyP9+vWjWbNm+R2j\n",
"iOSjlIycadkONtovU0RERET+O4v3yQwICCAgIIArV66QnZ1N6dKl8zMuEbkPTiVlEPZlHAAhLT3w\n",
"cbJ5wBGJiIiISGFn0ZzM9evXc/z4cQBKlixpSjDT0tKIjIzMv+hEJN+kZBgJ+zKOpGuZJF3LJOzL\n",
"OFOvpoiIiIjIv2VRkhkZGcn06dPZvn27WXlaWhrr16/Pl8BERERERESk8LEoyQQYPHgw69ev54MP\n",
"PiA7Ozs/YxKR+8DBxkBISw+cilnjVMyakJYempcpIiIiIv+ZxUlm3bp1mT59OsePH2f69Omkpqbm\n",
"Z1wikofg4GB69+59z9rzcbJhfkdv5nf0vut8THd391yjGURERERE/s7iJBPA1dWVGTNmADBu3Dji\n",
"4+PzJSiRh01wcDDu7u68/fbbZuXffvst7u7uJCcnW9SOwWDAYLi3vY0ONgb1YIqIiIjIPfOPkkyA\n",
"4sWLM27cOOrUqcPMmTPzIyaRh47BYMDOzo5FixaRlJT0r9sxGv/5wjzp6en/+noiIiIiIv+URUnm\n",
"c889h52dnel7kSJF6N+/P/369aNly5b5FpzIw8TPzy/P3sxb/fLLL7z00kv4+PhQt25dhg4dyqVL\n",
"l0zHDQYDRqORt99+m3r16lGtWjVGjhxJWlqaqU7Xrl0ZO3YsU6dOpU6dOnTp0gWAiIgIAgICqFq1\n",
"Kg0aNGD06NFcuXLFdN6VK1cYPnw4devWxdvbGz8/P5YsWXLbWBcsWEDt2rX54YcfAJgxYwYtWrTA\n",
"29ubJk2aMH36dG7cuPGvn5eIiIiIFE4W7ZPZrVu3PMtbt25N69atLb5YamoqixYt4vz58wAMGTKE\n",
"ChUqMG/ePBITEylXrhwjRoygePHiFrcpUhgYjUasrKwYN24c/fv3p3///nh4eJjV+eOPP+jSpQs9\n",
"evRg0qRJZGZmEhYWRt++fdmyZYspwTxw4ABFixblf//7HxcuXGDkyJHMmDGDqVOnmtrasGEDPXv2\n",
"ZOPGjabezyJFijB16lQ8PDw4d+4cEyZMYMKECcyfPx+A2bNnc+rUKVauXEnZsmX57bffuHz5cp73\n",
"EhoaypYtW9iwYQNVq1YFoFixYoSHh1OhQgVOnTpFSEgItra2jB49Or8eq4iIiIgUQAbjbcbfbd26\n",
"lXbt2mFra2v6B+7tdOzY0aKLvffee9SsWRN/f3+ysrK4ceMGGzZswMHBgWeeeYZNmzaRmppKjx49\n",
"LGpPc0KlIHJwcCAlJcWsLDg4mD///JMVK1bw/PPPU65cOd5//32+/fZbunXrxtGjR1m6dCnfffcd\n",
"69atM533559/UqtWLbZt20bdunUJDg5m165dfPfddxQtWhTISShHjRrFiRMnKFq0KF27duWvv/5i\n",
"165dd4xz79699O/fn19//RWAvn374uTkxNy5c/Os7+7uzvvvv8/evXuJjo5mzZo1uLm53bb9lStX\n",
"EhERwTfffGPRc5P8l9e7KVJQ6P2UgkrvphRkrq6uDzqEPN22J/Ozzz6jZcuW2NrasmPHjjs2YkmS\n",
"ee3aNX7++WeGDRsG5PSqFCtWjO+++47JkycD0KpVKyZPnmxxkilSmNz8/5zx48fTqVMnBg8ebHb8\n",
"6NGjHDx4kGrVqpmVGwwGYmNjqVu3LgA1atQwJZgA9evXJz09nbi4OKpXrw5AnTp1cl1/3759vPfe\n",
"e8TExJCSkkJWVhYZGRlcvHiR8uXL06tXLwYMGMDRo0dp0aIFbdu2pUmTJmZthIaGYm1tzbZt23By\n",
"cjI7tnXrVpYsWUJcXBypqalkZWX9qzmkIiIiIlK43TbJXLBgQZ6f/62LFy9SsmRJ3n//feLi4vD0\n",
"9KRPnz789ddflC5dGoBSpUrx119//edriRRk9erVo0OHDkybNo3g4GBTudFoJCAggIkTJ+Y6p2zZ\n",
"smb17qZYsWJm38+fP0/v3r3p0aMHY8aMwdHRkaNHjzJ06FAyMjKAnOHvBw8eZO/evezbt49evXrR\n",
"sWNHwsPDTe20aNGCTZs28cUXX5gNo4+Ojmbo0KGMHDmS1q1bU7JkSXbu3EloaKjlD0ZEREREHgr/\n",
"eHXZfysrK4uzZ8/Srl07Zs2ahb29PZs2bTKrc6+3ZhApqEJCQjh06BB79+41ldWuXZuff/4ZNzc3\n",
"PDw8zH5unaf8888/c/36ddP377//Hltb21xzPG/1448/kpGRwZQpU6hfvz6enp4kJCTkqufk5MRz\n",
"zz3HvHnzmDNnDuvXrzcloQBt2rQhIiKCsWPHsn79elP54cOHcXFx4bXXXqNOnTpUrlzZNPdaRERE\n",
"5FHy9y3q8tqybufOnTRr1gwPDw9GjhyZr/GsWLECBweHfL3G3922J/Nu8zBvZclw2TJlyuDk5ESV\n",
"KlUAaNKkCRs3bqR06dL8+eeflC5dmuTkZEqVKpXn+SdOnODEiROm7926dbvvD0vEEra2trneTRsb\n",
"G6ytrU3ltWvXpk+fPixduhTIme8xbNgw1qxZw/DhwwkODqZMmTLExsayadMmpk+fTokSJbCxsSEr\n",
"K4sxY8YQEhJCfHw8YWFh9OnTh/LlywM5Q9FvvdbN62VnZ7Ny5Uo6duzI4cOHWb58OZCzLZGDgwPT\n",
"pk3jsccew8fHh6ysLL744gs8PT3NhsUWLVqUTp06UbRoUXr37k3RokXp3r07tWrVIiEhgc8++4xG\n",
"jRqxe/duPv30U9O9ScGQ17spUlDo/ZSCSu/mo+fixYu89dZb7Ny5k/j4eMqUKYOvry8DBw6kXbt2\n",
"dz3/5oiyEiVK4ODggL+/PzExMZQrV85UZ9SoUfTt25eBAwea/i32b/3vf/8zffb19cXX19fs+Asv\n",
"vGDxGjr3ym2TzLvNw7yVJUGXLl2asmXLEh8fj6urK0ePHqVixYpUrFiRqKgonn32Wb788ksaNWqU\n",
"5/l5PTBNwpaCKK8FAjIzM8nKyjIrHzZsGKtXryY9PZ2rV6/i6OjIxo0bmTlzJl26dCEtLQ03Nzda\n",
"tWpFeno6KSkpZGZm0qRJE7y8vOjQoQPXr18nMDCQMWPGmNrOysoiMzPT7FqVKlVi6tSpzJ8/n6lT\n",
"p9KoUSPGjx/PkCFDSE1NJSUlBYPBwOTJk/ntt9+ws7OjQYMGLFu2zKyd69evk5KSQrNmzVi4cCGD\n",
"Bg3ixo0bPPfccwwaNIg33niDtLQ0WrZsyeuvv8748eP157QA0eIVUpDp/ZSCSu/mo+XcuXM8++yz\n",
"ODg4EBISQs2aNcnOzmbfvn0EBwdz8ODBu7Zx7do1AK5evYqNjQ0A9vb2pvfozz//JDk5mSZNmphG\n",
"q/2bdyw9PR0HB4fb7gRyk729Pfb29v+4/f/itqvL5ofY2FgiIiLIzMzE2dmZIUOGkJ2d/a+3MNHq\n",
"slIQ6S8jKaj0bkpBpvdTCiq9m4+Wl156iZMnT/L111+bLbQIOYmgg4MDERERrF+/nri4OEqWLIm/\n",
"vz8TJ06kZMmSAKbdA44dO4ajo6PZ95MnT+ZKCiMjI2nSpAnbt29n7ty5nD17ljJlyvDSSy/x6quv\n",
"muo9/vjjBAUFcf78eXbs2EHz5s157rnnGD58OJs3b+bVV18lNjaWxo0bs2zZMipXrgzkDJcdPny4\n",
"6T0+c+YMI0eO5NChQ6SkpODj48PUqVMJDAy8Z8/Ron0y75XKlSszc+bMXOV5LXQiIiIiIiJyvyQn\n",
"JxMVFcUbb7yRK8GE/5sCdLe9x++kUaNG7N27l9atW7NkyRIaNmxIqVKlOHr0KIMGDSI4OJjOnTtz\n",
"5MgR3njjDRwcHOjbt6/p/MWLFxMcHMxrr71GdnY2p0+f5saNG4SFhbFixQrs7Ozo3bs3gwYNuu3I\n",
"1NTUVAIDA5kxYwZFixZl7dq1dOnShaNHj+Lj4/Mvn545i5PMq1ev8sMPP3D58mUyMzPNjnXt2vWe\n",
"BCMiIiIiIvIgxMbGYjQaqVq16h3rvfzyy6bPbm5ujB8/nv79+1uUZNrY2FCmTBng/6YTQk7y2LRp\n",
"U9MiQJ6enpw9e5YFCxaYJZlNmzZl0KBBpu+nT58mMzOTBQsWmOIeNWoU/fr1u20MderUMdvubty4\n",
"cWzZsoXIyEjGjx9/13uwhEVJ5i+//MLMmTOxtbXlr7/+okyZMiQnJ2NtbU25cuWUZIoUYikZOSPm\n",
"HWy0urOIiIg8uiydRXi3vcf/jZiYGAICAszKGjZsSHh4OKmpqRQvXhyDwZDnXuh2dnZmiXGFChVI\n",
"T083La76d6mpqUyZMoVt27Zx4cIFMjIySEtLM+3Jfi9YtIXJRx99RPPmzVm0aBG2trZMnDiR999/\n",
"H29vb5599tl7FoyI3F+nkjJ4desZXt16hlNJGXc/QUREROQh5enpicFg4JdffrltnZt7j1erVo3F\n",
"ixezY8cO5s6di9FoNNv27d+4XZJ7644ff98LHcDa2rzf8Gb97OzsPNsbNWoUkZGRTJs2ja+++ooj\n",
"R47QuHFj0tPT/23ouViUZMbFxdG+fXsMBgNWVlZkZmZSunRpevToYbZXnogUHikZRsK+jCPpWiZJ\n",
"1zIJ+zLO1KspIiIi8qhxdHSkVatWrFixwrRC7K3++usvi/ce/6eqVq3K4cOHzcoOHz6Mq6trnonl\n",
"f/HNN9/Qu3dvOnfuTK1atXBzcyMmJuaeXsOiJPPW7LhUqVJcunQJyFkONykp6Z4GJCIiIiIi8iBM\n",
"nz4do9HIU089xdatW4mJiSEmJoYPP/yQtm3b4uXlRXZ2NosXL+a3335j06ZNpn3P/4uBAwdy4MAB\n",
"wsPDOXPmDBs2bGDx4sUMGTLkHtyVuWrVqrFhwwZ++OEHjh07Rs+ePblx48Y9vYZFSaanpydnzpwB\n",
"cvarXLduHVFRUSxfvhwPD497GpCI3B8ONgZCWnrgVMwap2LWhLT00LxMEREReaRVqlSJHTt20KJF\n",
"C2bMmEG7du0ICgri888/Z8qUKdSoUYOpU6eyePFiWrduzdq1a5k4caLZkFbgH3+vVasWERERbN++\n",
"nYCAAMLCwhg2bBh9+vS5a8x/b+tu1wsPD6d8+fI0b96cwMBA/Pz8aN68+V2v809YtE9mTEwMaWlp\n",
"1KpVi7/++osFCxZw6tQpKlSowODBgx9Yoql9MqUgKmz7aWnhn0dHYXs35dGi91MKKr2bUpC5uro+\n",
"6BDyZFGSWVApyZSCSH8ZSUGld1MKMr2fUlDp3ZSCrKAmmRYNlxURERERERGxhEX7ZF69epX//e9/\n",
"nDhxgitXrpgth2swGFiyZEm+BSgiIiIiIiKFh0VJ5nvvvcf58+dp2bIlpUqVMjuW10RTERERERER\n",
"uTcK2xoaFiWZP/30E5MnT8bLyyu/4xEREREREZH/71RSBmFfxgEQ0tIDHyebBxzR3Vk0J9PZ2dls\n",
"iKyIiIiIiIjkr5QMI2FfxpF0LZOka5mEfRln6tUsyCxKMvv27cuaNWuIjY1VsikiIiIiIiK3ZdFw\n",
"WRcXF9LT03njjTfyPL5u3bp7GpSIiIiIiMijzsHGQEhLD7PhsoVhXqZFSeY777zDtWvX6Nu3L6VK\n",
"ldJiPyIiIiIiIveBj5MN8zt6Aw/Zwj9nzpxhxowZVKpUKb/jERERERERkVsUluTyJovmZLq5uXHt\n",
"2rX8jkVEREREREQKOYuSzO7du7Nq1SqOHj3Kn3/+ydWrV81+RERERERERMDC4bIzZ84EYPr06Xke\n",
"18I/IiIiIiIiAhYmmZMmTcJoLPj7sYiIiIiIiMiDddckMzMzk48++ohhw4bh6up6P2ISERERERGR\n",
"QuquczKtra25ePHi/YhFRERERERECjmLFv5p0aIFu3fvzu9YREREREREpJCzaE5meno6X3/9NUeP\n",
"HsXLyws7Ozuz4/369cuX4ERERERERKRwsSjJPH/+PJ6engD88ccfGAw5m4EajUbTZxERERERERGL\n",
"kszJkyfncxgiIiIiIiLyMLAoybwpPT2dhIQEDAYDzs7O2Nra5ldcIiIiIiIiUghZlGRmZmayevVq\n",
"du7cSWZmZs6J1ta0b9+e7t27Y239j3JVEREREREReUhZlB1+/PHHfPPNN7zyyitUr14dgJ9//pnV\n",
"q1djNBrp1atXvgYpIiIiIiIihYNFSea+ffsYPHgw9evXN5W5uLhQsmRJFi5cqCRTREREREREAAv3\n",
"ybx27RouLi65ysuXL8+1a9fueVAiIiIiIiJSOFmUZHp4eLB9+3azMqPRyGeffUblypXzIy4RERER\n",
"EZEHavz48XTt2tXi+ufOncPd3Z1jx47lY1QFn0XDZXv27MnMmTM5duwYVatWBeD06dMkJSUxbty4\n",
"fA1QREREREQkPwQHB5OcnMyHH3542zoGg+E+RvRwsCjJrFmzJu+88w47d+7k999/B6Bp06a0a9cO\n",
"JyenfA1QREREREQkPxgMhrsmkUaj8T5F8/CweO8RJycnunfvnp+xiIiIiIiI3DdGo9GURGZlZTF9\n",
"+nTWrVsHQNeuXcnKyjKrv3fvXubPn88vv/wCQL169ZgyZQpVqlQxq3fu3DmmT5/Od999R8WKFZky\n",
"ZQotWrQwHT9w4ADTpk3j5MmTODg48OyzzzJ+/HhsbGzy83bvmzvOybx69apFPyIiIiIiIoXRzZ7M\n",
"iIgI1qxZw6xZs/j000/Jzs5m06ZNZj2d169fZ8CAAWzbto1PPvkEBwcHevfuTUZGhlmbs2bN4uWX\n",
"X+aLL76gbt26DBkyxLRg6oULF+jZsye1a9dm586dvPXWW2zevJmZM2fev5vOZ3fsyezfv79FjdzM\n",
"9kVERERERAqjJUuWMGTIEDp27AjA1KlTiYqKMqvToUMHs+/h4eFUr16dI0eO0KhRI1P5gAEDCAgI\n",
"ACAkJITIyEhOnDhBo0aN+PDDD6lQoYIpqaxSpQpjx44lJCSEMWPGYG9vn493eX/cMcl888038yw3\n",
"GAwcOXKEbdu2YW1t8YhbERERERGRAiclJYWLFy/SoEEDU5nBYOCxxx4jPj7eVBYbG8ucOXM4cuQI\n",
"ly9fJjs7m+zsbLM6ADVq1DB9dnZ2BuDy5csAxMTEUL9+fbP6jRo1Ij09ndjYWKpXr37P7+9+u2OG\n",
"6Ovrm6vs119/5eOPP+bkyZMEBAT8oyV9RURERERECou/L/rTu3dv3NzcmDVrFi4uLhQpUoTWrVuT\n",
"np5uVu/WuZU3h9tmZ2ebvt9uMaGHZSVbi7sh//jjD9asWcOBAwd4/PHHCQ8Px8XFJT9jExERERER\n",
"yXcODg44OzsTHR2Nn58fkJNgHjlyxJTzJCUlcebMGcLCwmjatCkAx44dIzMz8x9dq0qVKmzZsgWj\n",
"0WhKKg8dOoStrS0eHh738K4enLsmmVeuXOGTTz5h165d+Pj4MG3atFyrJ4mIiIiIiBRGN3sV+/fv\n",
"z3vvvYeXlxc+Pj6sXLmSS5cumYa7li5dGicnJz7++GNcXFxISEhg2rRp/3j6YO/evVmyZAljx46l\n",
"f//+xMXFERYWRt++fR+K+ZhwlyTzk08+4dNPP6V8+fKMHj2axx577H7FJSIiIiIikq9u3Sdz4MCB\n",
"XLx4kdGjRwM5W5h07tyZmJgYAKysrFi4cCFvvvkmAQEBeHp6MnHiRF555ZVcbd6Ji4sLH330EaGh\n",
"oTz55JOULFmSzp07ExISkg93+GAYjHfYXTQoKAgbGxt8fX1Nv4C/VzcYDLzxxhv5Hmhe/j7BVqQg\n",
"cHBwICUl5UGHIZKL3k0pyPR+SkGld1MKMldX1wcdQp7uuE9mixYt8PPzo1SpUjg4OFCiRAkcHBxy\n",
"/YiIiIjIw6dr165MmDDhtsfnzp1LmzZt/lGb7u7ubN++/b+GJiIF2B2Hyw4dOvR+xSEiIiIi99GF\n",
"CxeYN28ee/bs4fLlyzg5OdGmTRtGjBhBhQoVTPUeltUuReT+uWNPpoiIiIg8fH777Tc6dOjAL7/8\n",
"wjvvvMM333zDu+++y6lTpwgMDOT8+fMPOkSRR15KhpGUjNvObCzQlGSKiIiIPGLGjx9PkSJFWLt2\n",
"Lc2aNcPV1RU/Pz/Wrl2LwWBg3LhxeZ739ddfU7NmTT766KM8jx85coTu3btTu3ZtqlevTufOnYmO\n",
"js5VLzk5mQEDBlC1alX8/PzYsGGD2fGTJ08SFBSEt7c3vr6+jBgxwmxeZHBwML1792bBggU89thj\n",
"1KhRg5kzZ2I0Gpk7dy5169blscce4/333zdrNyIigoCAAKpWrUqDBg0YPXo0V65c+aePTyTfnUrK\n",
"4NWtZ3h16xlOJWU86HD+MSWZIiIiIo+Q5ORkoqKi6NOnT67tEooWLUrv3r3Zu3cvf/31l9mxrVu3\n",
"8sorrzB79mx69uyZZ9upqak8//zzbNy4kW3btuHr60uvXr1ITk42qzdv3jyeeuopvvjiC55++mle\n",
"f/11fv/9dwCuXbtGjx49cHBwYPv27SxdupTvvvuOkSNHmrVx8OBBzp8/T2Rk5P9j797jerz/x48/\n",
"3jo4ZsQc6q10ppyTQ1k5ZA5lhGIYYs6NNHLe5ixbTB/McWaMmmOm5tSHWnJq5LA5hMqZIZ81mk7v\n",
"3x/9ur69VWRLhef9dut267qu1/W6ntfblXperxMLFixg+fLlfPTRR6Snp7Nz5078/PyYN28eZ8+e\n",
"Vc7R0dFh1qxZHDp0iGXLlnHq1KnnjjkVb7eWLVuyYsWKYr9uSrqGBZFJPHySwcMnGSyITHqpFs0y\n",
"Zcpovbh5drs4SJIphBBCCPEWSUhIQKPRYGVlle9xKysrNBoNCQkJQPYaghs3bmTixImsWrUKd3f3\n",
"Aut2cnKiZ8+eWFpaYmFhwezZsylbtiwHDx7UKpezNISpqSn+/v7o6Ohw/PhxAHbs2EFqaipBQUHY\n",
"2NjQqlUrFi5cyM8//0xSUpJSR+XKlZk3bx4WFhZ0796dhg0bcu/ePSZPnoyZmRkfffQRarWaw4cP\n",
"K+d8/PHHODo6YmxsTKtWrZg2bRq7d+/+x5+leLUePHjAlClTaNWqFebm5jRp0oQ+ffoQFRVVpNcJ\n",
"CQnB2to6z/7cy5u8jLS0NL755hvef/99LC0tsbOzo1u3bmzcuJG0tLSi0THwugAAIABJREFUCPml\n",
"3Llz57k/t6/Cy60cKoQQQggh3ip79uxh48aNbN++nWbNmj237P3791m4cCFHjhzh/v37ZGZm8vff\n",
"f+dZdq5+/frK9zo6OlSrVo379+8DEB8fj62tLRUqVFDK2NvbU6ZMGS5duoSpqSkA1tbWWglA9erV\n",
"eeedd7SuU716dR4+fKhsR0dHs3TpUi5fvkxKSgqZmZmkp6dz7949atSo8ZKfjHjVhg0bxtOnTwkM\n",
"DKRu3brcv3+fI0eO8OjRo5IOrUBpaWn069eP33//nYkTJ9KiRQveeecdTp06xapVq7C0tKRVq1bP\n",
"rcNAT8VkF1MWRGa/VJnsYoqBnoqMjAx0dV8+fSuJZ1taMoUQQggh3iJ169ZFpVJx8eLFfI9funSJ\n",
"MmXKULduXQBsbW2pWbMmmzdvfmHdvr6+nD17lpkzZ7Jr1y727dtH7dq1SU/XHlOmp6enta1SqcjK\n",
"ylK2C1rGPXdSqaOjk+fY8+q9ceMGgwYNwtramlWrVrFnzx4CAwPRaDR54hMl73//+x/Hjx9nypQp\n",
"ODk5YWxsTOPGjRk5ciQffPCBUu7Ro0eMGzcOOzs7LCws6Nu3L5cuXVKO59dKGRMTg1qtJjk5mZiY\n",
"GD799FOePHmCWq1GrVazePFipezff/+Nv78/9erVo3nz5i/sPrtmzRqOHTtGSEgI3t7e2NnZoVar\n",
"6datG7t27aJBgwYAHDx4EA8PD+zs7LCzs6N///5cvnxZqafC4zvs/6QtnbLOMX1EPywsLNi4cSMa\n",
"jYbFixfTvHlzzM3NadSoEbt27XpuTLm7yyYmJirbHTt2pGLFitjZ2XHgwAGlfFZWFkOHDsXc3JwK\n",
"FSpgbW3Nl19+WeDPZb7XLHRJIYQQQgjx2jM0NKRt27asX7+e1NRUrWOpqamsX7+edu3aUaVKFQBM\n",
"TU3ZsmULkZGR+Pv7P7fuEydO4O3tTfv27bGysqJixYrcu3fvpeKztrbmwoULPH78WNkXGxtLVlaW\n",
"Vhffl+3GePr0adLT05k5cybNmjXDzMyMO3fuvFQdovhUrFiRihUrsm/fPp4+fVpgufHjx3P69GnW\n",
"rVtHWFgY5cuXp3///vz999+Fuo6DgwMzZ86kfPnyxMXFERcXx8iRI4Hslx2rV6/G1taWvXv3MmbM\n",
"GObMmZPvZFY5tm/fjrOzMw0bNsxzTKVSUalSJSD7Z2348OGEhYWxbds2DAwMGDRoUJ4XHl9/uQBv\n",
"b28iIyPp1KkTq1evZuXKlcyYMYOIiAg8PDzo2bMnp0+fLtT95pg2bRq+vr6cOXMGBwcH+vbtq/zM\n",
"ZWVloVar2bJlCxcuXGDu3LnMmzePdevWFbp+STKFEEIIId4yc+bMITMzk759+3L48GFu3rxJTEwM\n",
"ffv2RaVSMXfuXKWsRqPBxMSELVu2cPDgwecmmubm5mzbto34+Hji4uIYNWpUntbFF/Hw8KB8+fKM\n",
"GzeOCxcucPToUSZNmkTXrl2VrrI5ceWm0Wjy3ZfDzMyMrKwsVq1axbVr19i5cydr1659qdhE8dHV\n",
"1WXx4sVs27YNW1tbPvjgA2bPns2pU6eUMlevXmX//v0sXLiQFi1aUK9ePYKCgvjrr7/YsWNHoa6j\n",
"p6dHpUqVUKlUVK9enerVq1O+fHnleNu2bRk8eDCmpqZ4e3tTt25doqOjC6wvMTERS0vLF163a9eu\n",
"dOnShbp161KvXj0WLVrE9evXiYuL0yo3ZMgQunbtilqtpnbt2qxcuZKRI0fSvXt3zMzMmDlzJu+9\n",
"9x5fffVVoe43h5+fH25ublhYWDBv3jwePnyoJKq6urrMnDkTe3t7TExM8PT0ZMSIEYXqzZBDkkwh\n",
"hBBCiLeMqakp4eHh2NjYMHbsWJycnPjkk0+wsbEhLCwMtVqtlM1pMTQ1NWXr1q0cPHiQSZMmKcdy\n",
"tygGBgby+PFjOnfuzJgxY+jXrx916tR5qdjKly/PDz/8QEpKCm5ubgwdOhQHBwcWLVqkFdOzLZkF\n",
"7ctha2vLrFmzWLVqFe3atSM4OJgZM2b8o4ldxKvVu3dvZsyYQdeuXTl58iTr1q2jXbt2xMbG0q1b\n",
"N/7zn/8AcPnyZcqUKYO9vb1yroGBAfXq1SM+Pv5fx6FSqbTGDwPUqlWLBw8eFHhOYbuUJiYmMmbM\n",
"GJycnKhXrx5NmjQhKysrz/jlxo0bK9+npKRw9+5dHBwctMq0adOG33//vVDXzdGoUSPl+9q1awNo\n",
"9TpYsWIFzZs3p0aNGhgYGPD1119z/fr1QtcvE/8IIYQQQryFjIyMWLhw4XPLbN26VWvb1NSUEydO\n",
"KNt+fn5aS4vY2trmma21Z8+eWts3btzIc52jR49qbderV4+QkJAC48o9Zi7H+vXr8+z76aeftLaH\n",
"DBnCkCFDtPZ169atwOuUFF9fX7Zu3cqECRPw9fVV9sfExODl5cXZs2epWrVqscQSGBjI4sWLcXJy\n",
"yvNvsn79eqZNm4aNjQ0RERFFds21a9cqLeBly5bF2dkZZ2dnxo8fz8SJE1m0aBGjRo0q8HyNRqO8\n",
"PChTpkyexC8jI6PQseQ30c7zEklzc/NCJbiDBg3C2NiYgIAAatWqhY6ODu3atcsz+2zuCbAKkvt+\n",
"Cyt3D4Occ3PGL4eEhDB+/HgCAwNxdHSkcuXKLF26tNCtwyAtmUIIIYQQQpQqKpWKsmXLsmLFCq3Z\n",
"cUsqlho1ahAbG5vnBUFwcDDGxsZF3hr8zjvvFJhcWVpakpGRwdOnT7G0tCQrK4vY2FjleEpKChcv\n",
"XlQm+6lWrRqpqan89ddfSpnffvtNq059fX0yMzOLJHYPDw9++eUXzpw5k+dYVlYWf/31Fw8fPuTK\n",
"lSt88skntGnTBktLS/76668XJr8GBgbUrFlTWe4nR3R0NHZ2dkUSf059LVu2ZPTo0TRp0gRzc3Mu\n",
"X778Uv/OkmSKl/bsLF0FrS0khBBClAbye0q8jhwdHVGr1Xz99dfPLXfp0iU++ugjbGxsaNy4MWPG\n",
"jOGPP/4AsruTqtVqZXmY1NRUzMzMGDBggHL+pk2bcHJyKrB+jUZD1apVad++vVZL5u+//86VK1dw\n",
"c3PL07K3b98+OnfujIWFBa1btyYgIECZ0Gbr1q1YWlpqzaQ6f/58HBwc+PPPP4Hs7rITJkzA09OT\n",
"7du3c/r0aaZMmULDhg2ZNWsW+vr6hISEYG5uTqdOnRg7dixt27bFzMyMRo0akZWVhZubGwDNmjWj\n",
"QoUKzJ8/n4SEBMLCwvK0eqvVap4+fUpUVBQPHz7MMyFWfp9JQT7++GNatGjBhx9+yLfffsu5c+e4\n",
"du0a4eHheHh4cO7cOapWrYqhoSE//PADCQkJHDlyhMmTJxdqeZJRo0axcuVKQkNDuXLlCp999hnR\n",
"0dFMmDDhhecWlo2NDSdPnmTPnj3Ex8cze/bsl16bVJLMUszX15dBgwbl2X/69GnUajU3b94sgaig\n",
"e/fuWt1ant0WQgghXqWzZ89Sp04devToUdKhCPFKaDQaypQpw9SpU9mwYQNJSUn5lrt79y49e/bE\n",
"1taWsLAwQkJCePz4Md7e3kB2q1+NGjU4fPgwkD37r4GBgTJbL8CRI0eem2Tm6Nu3L1u2bFG2g4OD\n",
"+eCDD5TZUnMcOnSIsWPHMmTIEA4ePEhgYCBhYWEsWLAAyE4gO3fujI+PD+np6cTExLBy5UqCgoKo\n",
"XLmyUo++vj729vasXbuW7t27s2HDBvT09OjXrx9r1qxR1kSdNGkSt2/fJikpCZVKhZWVFfr6+soY\n",
"3ipVqrB06VKioqJwdXVl8+bN+Pv7a7XKOTg48NFHHzFmzBgaNWr0wmVKnteip6+vz+bNmxkzZgyb\n",
"N2+me/fudOnSheXLl+Pu7k6zZs1QqVR88803nD9/HldXV2bMmIG/vz/6+vovvM7QoUMZOXIkc+bM\n",
"wdXVldDQULZv357vbLb/JH6AESNG4OXlRb9+/WjRogXXrl3j008/LXT9ACrNyyx4Uso8OzD2TTN+\n",
"/HiSk5P57rvvtPafPn0aNzc3jh07hrGxcckEJwpkYGBASkpKSYchRB7ybIrS7GWezylTpqCrq8vW\n",
"rVv56aefnjuTY0ZGBtu2bWPGjBlaa+eJ0iklPfvPUgO90jMZT0n83+nr68ujR4/47rvv8PT05N13\n",
"32X58uV5xmR++eWXxMbGarUwPnr0iAYNGhAWFkbjxo0ZPXo0BgYGBAQEEBAQwKNHjzh48CDLli3D\n",
"3t4eBwcHpk6dioeHR76xBAYG8vPPP7Nv3z4cHBxYvHgxLVu2xN7ennXr1hEVFUV4eLgyJrNnz564\n",
"uLgwbtw4pY49e/YwduxY5WcwJSWFjh074uzszMGDB+nZsydTpkxRyvfu3Zv69esze/Zsrl69irOz\n",
"Mz/88AMuLi554luwYAFhYWH88ssvyr4ff/yRyZMn8/vvv1OuXLl/949RyhkZGZV0CPmSlsxSrDD5\n",
"f1ZWFp9++imtW7fGwsKCNm3a8M033yjn/pNuEvPmzcPZ2RkLCwtatWrF3LlztdYnku6yQgghSkpq\n",
"aiqhoaEMGDAANzc3rSn1r1+/jlqtJjQ0FE9PT2Xx8mc9evSI7t27M2DAAFJTU0lMTMTb25umTZti\n",
"ZWVF586dtRYmB2jZsiVLlix57qLsGzZsoE2bNlhYWNCwYUP69++vjPOKi4vjww8/pGHDhtSrVw8P\n",
"D488a+097/y3wcWH6YzdfYWxu69w8WH6i094w+X8LTdt2jR2797N2bNn85Q5c+YMx44dw9raWvlq\n",
"0aIFKpWKxMREAFq3bs2RI0eA7FZLR0dHZV9CQgK3b9+mdevWL4ylTJkyeHp6EhISwp49e6hevXqe\n",
"WU5zYgoKCtKKycfHh9TUVKUbb85spZs2baJatWrPXRbn3LlzlClTBkdHx3yPX758mWbNmmntc3Bw\n",
"IC0tTfkMCqt3795Mnz79pc4R+ZMks5R7UaKZlZWlrJkTFRXFpEmT+M9//qO80fon3SQqVKjAokWL\n",
"iIqKYt68eYSGhhIUFPSK7lAIIYQovJzlNWxsbOjZsydbt27NM1nG/PnztRYvz+3OnTv06tULY2Nj\n",
"vvvuO8qXL8+TJ0/o0KEDwcHBHDhwgK5duzJs2DCtMWPAcxdlP336NNOnT2fChAlERUUREhJCu3bt\n",
"lHMfP36Mp6cnO3bsICwsDDs7OwYOHEhycnKhzn/TpaRrWBCZxMMnGTx8ksGCyCSlVfNt16RJE7p2\n",
"7cqcOXPy7ebo6urK/v37tb6io6NxdXUFspPMq1evkpiYyNmzZ3FycqJ169bExMRw9OhRTE1NqVWr\n",
"VqFiuXz5Mjt37mTOnDn06dNH2f/48WPUajXJycloNBr8/Py04omIiCA6OhpDQ0PlnCNHjqCjo8P9\n",
"+/eVsZiFFRAQgL29Pf/73/9QqVTK38uXLl3C3Nyc//73v8CLu4XmR5a0KRqSZJZyhw4d0noTZG1t\n",
"Ta9evZQfAF1dXSZMmECjRo0wNjamW7duDBgwgJ07dyp1tGrVipiYGCD7B9rNzY0qVaooi9kePXpU\n",
"6w2Wr68vzZs3x9jYmPbt2+Pj46NVnxBCCFFSgoOD6dWrF5A9MUr58uXZu3evVplnFy/PkZCQQI8e\n",
"PWjRogXLly9XJtmwtbVlwIAB2NjYYGpqytixY5Xuhrk9b1H2mzdvUqFCBTp27IixsTG2trZ8/PHH\n",
"6OjoAODk5ETPnj2xtLTEwsKC2bNnU7ZsWQ4ePFio88XbbfLkyRw/fpxDhw5p7W/QoAEXLlzA2NgY\n",
"U1NTra+KFSsC/9fgEBQURN26dTE0NKR169acOHGCqKioQo3HzGFgYECZMmW4deuWksQ+q2HDhsTH\n",
"x+eJx9TUVHmeT548SVBQEGvXrqVmzZrPbcm0s7MjKytLaTAB+PTTT3n33XeZPn06lpaWnDx5kvT0\n",
"dHx9fXFzc6NSpUro6+tjampaqPvKyMgo9PqWonAkySzlWrVqleft1LJly7R+EL7//nu6dOlCo0aN\n",
"sLa2Zs2aNVrjVV+2m8Tu3bvp0aMHTZs2xdrampkzZ3L79u3iu2khhBAiHwkJCZw4cUJrwp8ePXoQ\n",
"HBysVS734uU50tPT6dmzJ66ursyfP1/r2JMnT5gzZw7t2rXDzs4Oa2trzpw5o/W79EWLsru4uGBs\n",
"bEyrVq345JNP2LJlC48fP1bK3r9/H39/f9577z3q16+PjY0N9+/fV67xovPfdAZ6Kia7mGJYQRfD\n",
"CrpMdjEtVeMyS1rdunXp378/a9as0do/ePBgUlJSGDVqFKdOnSIpKYmoqCj8/f21np9WrVqxfft2\n",
"pctpnTp1MDQ05Oeff35hV9lnOTs7Y2Njw4YNG/I9Pn78eHbu3MmUKVPo2bMnVlZW1KtXj7Zt2/LH\n",
"H3/w+PFjRowYQVpaGk2aNGHp0qUcOnQIExMTreFcFy9exMnJCQsLC7p168aECRMIDw/n2rVr/Prr\n",
"r7i7uxMeHk6dOnW4e/cu3bt35/bt23Ts2JG5c+dSu3ZtGjdujI2NDcOGDdP6WzYwMJAOHToQEhKC\n",
"o6MjFhYW+c4o+8svv2Bra5un231KukZa2l9AksxSrly5cnneAuXu0hAaGsrMmTPp06cPmzZtYv/+\n",
"/QwcOFBrIdeX6Sbx66+/MmbMGNq1a8f69evZt28f/v7+eRaGFUIIIYrb5s2byczMpEWLFsrvxOXL\n",
"lxMZGamVEOa3vp6uri4uLi5ERETkmZ191qxZhIWF4e/vz7Zt29i3bx9NmjRRllzIXcezcl76VqxY\n",
"kb1797JixQqMjIxYunQpzs7O3L17F8juJXT27FlmzpzJrl272LdvH7Vr11au8aLz3wY2hnoEuVsQ\n",
"5G6BjaHei094g6lUqjzdNsePH4+urq7W/po1a7Jz505UKhUDBgygffv2TJ8+nXLlymnNVNq6dWsy\n",
"MzO1EkpHR8c8+14Ui0ajQVdXl+nTpyuz3j4bq4uLC0uWLGHTpk38+uuvqFQqjIyM0NHRwdvbm88+\n",
"+4zKlSsrw7nMzMz46KOPyMzM5Pjx48pwrjt37iitrEuWLMHDw4MZM2bQtm1b/Pz8qFSpEpMmTSIg\n",
"IIAJEyZw5swZkpOTmTFjBgDVq1dn69atbNmyhTt37jB06FCt+7p27Rq7du1i1apV7N+/n7Jly2od\n",
"3717N8OGDWPhwoXaya+MHS6UFy/GIkotjUbDiRMnaNq0KYMHD1b2JyYmav2wF9RNYtq0abzzzjta\n",
"3SROnDhBrVq1tGYEe3bhXSGEEKK4ZWRksGXLFqZOnarVTU+j0TB27FhCQkLw9PQs8HyVSsXXX3/N\n",
"2LFj8fT0ZMuWLcoM7bGxsXh6etKlSxcA/v77bxITE7GwsHipGHV0dHBycsLJyYkJEybQuHFjIiIi\n",
"6NevHydOnGD27Nm0b98egD/++IN79+4V+vy3hbReZlu8eHGefdWqVePixYt59puZmbFq1arn1vfR\n",
"Rx/x0Ucf5blGftd5lp+fH35+fsq2SqWiffv2NG/enICAAJYvX06rVq3w8vJSyly6dIlWrVrlO+vt\n",
"3LlzCQwMZPTo0cTExNC9e3fKli3LwIEDOXjwIKdOnWLr1q04ODgoCbC+vj7Tpk1j2rRpeeLbt28f\n",
"c+fOZfDgwcyZM4eoqCgGDBjA8uXLlZ/xZcuW4eTkRHR0NG3atAGyezcEBQVRrVo1rfo0Gg0bN25k\n",
"7ty5rFq1CmdnZ+VY7rHDAAsikwhyt5DnNh/SkvkaU6lUWFhYcPbsWQ4ePMjVq1dZvHgxx44dy1O2\n",
"sN0kLCwsuHPnDjt27CApKYn169cTGhpabPckhBBC5CciIoLk5GT69eunNU+BjY0N3bt358cffyzU\n",
"mKolS5Zgb2+Pp6en0qJpZmZGeHg4586d4/z583zyySekpaW91Bit/fv3s2bNGs6dO8eNGzfYvn07\n",
"f/31F1ZWVgCYm5uzbds24uPjiYuLY9SoUejp6RX6fCFKi9I06y3AuHHjyMrKwtfXF4D4+Hhq1qyp\n",
"tcyfiYkJNWvWJD4+XtlXu3btPAkmZC+3Mn36dH744QetBFO8HEkyS7H8ukrkPgYwYMAAunXrho+P\n",
"D+7u7ty6dYvhw4fnKV/YbhIdO3Zk5MiRfP7553Ts2JHo6GgmTJiQJ44XbQshhBBFKTg4GCcnJ6pU\n",
"qZLnmJubGzdu3CAqKuqFvzdVKpWSaHp5eXHr1i2++OILqlevjoeHBwMHDqR58+bKH8SFVaVKFfbu\n",
"3Uvfvn1xcXFh9erVfPXVV8oSD4GBgTx+/JjOnTszZswY+vXrR506dQp9vhClTWmZ9TZnMqHCTJKV\n",
"O878utVD9kRgNWvW1FoeKYeMHS48leY1nkop9/gLIUoLWfBelFbybIrSTJ5PUVrJs/l/xoz15dGj\n",
"ZH74fj2QPUSrXbt2DB8+nGXLlnH27FmqVq1KQEAAP/30E4cOHcp3LHOOZs2a0bZtW06fPk1ERATX\n",
"r1+nffv2uLq6YmBgwMKFC18YU0xMDF5eXsq1c7rLxsTEoFarAUhKSqJNmzbKy6rAwEDCw8OJiIjQ\n",
"qqt3797Ur1+fYcOG0bt3b9q2bZtvDDmT/pSGBNPIyKikQ8iXtGQKIYQQQgghnuviw3SO30jh3N3H\n",
"yoQ3pWnW2xzOzs7Ur18fHx8fzpw5w+nTp/Hx8aFRo0aFWq5Fo9FgYmLCli1bOHjwYL7LqxjoqUpF\n",
"glmaSZIphBBCCCGEKFDOhDdPMzWkZ2ZPeJPTmldSs97m9mx33W+//ZZq1arh6emJl5cXtWrVYu3a\n",
"tVrlX9S13tTUlK1bt3Lw4EEmTZpU6FhENukuK0QRk241orSSZ1OUZvJ8itJKns3sJHPs7ivKrKqG\n",
"FXRlVtVSQrrLijeKLEIrhBBCZJPfieJNJxPeiJcl62SKl3bxYToLIpMAmOxi+tYvmCyEEOLtJb8T\n",
"xdvCxlCPIPfstWMlwRQvIi2Z4qXkXoT24ZMMrT75QgghxNtEfieKt01pnfBGehOUPtKSKYQQQggh\n",
"hHgtSW+C0klaMsVLkT75QgghRDb5nShEyZLeBKWXtGSKlyZ98oUQQohs8jtRCCHykpZM8Y+U1j75\n",
"QgghRHGT34lClAzpTVB6SUumEEIIIYQQ4rUkvQlKJ0kyhRBCCCGEEK8tSS5LH+kuK4QQQgghhBCi\n",
"yEiSKYQQQgghhBCiyEiSKYQQQogCxcTEoFarSU5OLulQhBBCvCYkyRRCCCHeImfPnqVOnTr06NGj\n",
"UOUdHByIi4ujatWqrzgyIcTrIDAwkA4dOpR0GC/0usT5ppIkUwghhHiLbNq0icGDB3Px4kUuX778\n",
"3LIZGRno6elRvXr1YopOCFESfH19UavVTJgwIc+xuXPnolarGTRoEACjRo1i27ZtxR3iS3td4nxT\n",
"SZIphBBCvCVSU1MJDQ1lwIABuLm5sXnzZuXY9evXUavVhIaG4unpiYWFBRs3bszTXbZly5ao1eo8\n",
"Xzdv3gTg5s2bDB06FBsbG2xsbBg2bBi3b99WrpPTuhAaGoqjoyM2NjYMHTqUBw8eKGXi4uL48MMP\n",
"adiwIfXq1cPDw4Nff/21mD4lId4+KpUKIyMjfvrpJ1JTU5X9GRkZbN26FWNjY1Sq7BlcK1SoQJUq\n",
"VUoq1BfKysoiKyur1Mf5ppMkUwghhHhLhIWFoVarsbGxoWfPnmzdupWMjAytMvPnz8fb25vIyEg6\n",
"deqUp46ff/6ZuLg44uLiOHXqFB06dMDKyorq1auTlZWFt7c3Dx48YOvWrWzZsoU7d+4wdOhQrTqu\n",
"X7/O7t27+fbbb9m0aRPnzp1j9uzZyvHHjx/j6enJjh07CAsLw87OjoEDB8q4UCFeofr162NmZsau\n",
"XbuUfREREZQrV47WrVuj0WiAvN1Qz58/j5eXF/Xq1cPa2pqOHTsSExMDQHp6OjNmzMDe3h5zc3Mc\n",
"HByYP3++cu6jR48YN24cdnZ2WFhY0LdvXy5duqQcDwkJwdraWivOZ1985ZT573//S/v27TEzMyM+\n",
"Pl66y5YwWSdTCCGEeEsEBwfTq1cvABwdHSlfvjx79+7Fzc1NKTNkyBC6du2qbCckJGjVYWhoqHy/\n",
"bNkyTp48SVhYGGXLliUqKooLFy5w5MgRjI2NlTJOTk5ER0fTpk0bADIzM1m8eDGVKlUCoH///mzZ\n",
"skWp18nJSeuas2fPJjw8nIMHD9KzZ8+i+CiEEPno27cvISEh9OnTB8j+P6NPnz4kJSUVeI6Pjw92\n",
"dnbMnz8fXV1dLly4QNmyZQFYu3Yte/bs4ZtvvkGtVnPr1i2uXr2qnDt+/HgSEhJYt24dlStXJiAg\n",
"gP79+/PLL79Qrly5Qsf99OlTlixZwsKFC6lWrRo1atT4h5+AKCrSkimEEEK8BRISEjhx4oTWhD89\n",
"evQgODhYq1zjxo0LVd++fftYtGgRa9aswcTEBID4+Hhq1qypJJgAJiYm1KxZk/j4eGWfsbGxkmAC\n",
"1KxZk/v37yvb9+/fx9/fn/fee4/69etjY2PD/fv3uXXr1svdtBCiUDQaDSqVCg8PD06fPk1iYiL3\n",
"7t0jMjISLy8v5Xh+bt68yXvvvYeFhQWmpqZ06tQJe3t7AG7duoW5uTktWrTAyMiI5s2b4+XlBcDV\n",
"q1fZv38/CxcupEWLFtSrV4+goCD++usvduzY8VLxZ2ZmMnfuXJo3b46ZmRkVK1b8dx+I+NekJVMI\n",
"IYR4C2zevJnMzExatGih7Mvp/pY7eatQocIL67pw4QJjx45l3rx5tGzZslDXz/0Hqp6eXp7jWVlZ\n",
"yve+vr48ePCAmTNnUqdOHfT09OjTpw/p6emFupYQ4p9555136NKlC5s3b6Zy5co4OjpiZGT03HOG\n",
"Dx/OxIkT2bJlC23atKFr165YWloC4OXlRd++fWnTpg0uLi60b9+e9u3bo1KpuHz5MmXKlFESUgAD\n",
"AwPq1aun9VKqMHR1dbGzs3v5GxavjLRkCiGEEG+4jIwMtmzZwtSpU9m/f7/WV/369QkJCSmwleJZ\n",
"Dx8+ZPDgwfTv31/pUpfDysqKu3fvcuPGDWVfUlISd+/excrKqtDFljNQAAAgAElEQVTxnjhxAm9v\n",
"b9q3b4+VlRUVK1bk3r17hT5fCPHP9enTh61bt2p1m30ePz8/Dh48SOfOnYmNjaVjx46EhIQA0KBB\n",
"A44dO8aUKVPIysrC19eXvn37Ki+48pO71bRMmTJ5yj47jhxAX1+/0P+HieIhSaYQQgjxhouIiCA5\n",
"OZl+/fphbW2tfNnY2NC9e3d+/PHH5/7Rl9uwYcOoXbs2w4cP5969e8pXVlYWzs7O1K9fHx8fH86c\n",
"OcPp06fx8fGhUaNGecZZPo+5uTnbtm0jPj6euLg4Ro0alW/rpxCi6OT8H/Dee++hr69PcnIynTt3\n",
"LtS5ZmZmDBkyhO+//56+ffuyadMm5VjFihVxc3Nj/vz5fP/99xw+fJjExEQsLS3JysoiNjZWKZuS\n",
"ksLFixeVyX6qVatGamoqf/31l1Lmt99+K4rbFa+YJJlCCCHEGy44OBgnJ6d8p/N3c3Pjxo0bREVF\n",
"FdgSkHv/sWPHiI2Nxd7enmbNmtGsWTPs7e2VZUq+/fZbqlWrhqenJ15eXtSqVYu1a9dq1ZXfdXLv\n",
"CwwM5PHjx3Tu3JkxY8bQr18/6tSp84/vXwjxcg4cOMDRo0e1Xu7k9yIqNTWVqVOncuTIEa5fv87J\n",
"kyc5ceIENjY2AKxcuZLQ0FDi4+NJSEhgx44dVK5cmdq1a2Nubk6nTp2YNGkSx48f5/z583zyyScY\n",
"GBgoY8ebNWtGhQoVmD9/PgkJCYSFhbF+/fpC38cff/zxWs4w6+vrq6xLmt/260DGZAohhBBvuHXr\n",
"1hV4zNTUlOvXrwPZs7w+y9HRUTkOaHWFzY+xsbFWUvksPz8//Pz8tPb16dOHjz/+mJSUFABsbW3Z\n",
"vXu3VhmZVVaIV+fZlz/PTpyT+3ju73V1dfnzzz8ZP3489+7do2rVqri6uvLZZ58B2WMsv/nmG86f\n",
"P09GRgZ16tRhw4YNysyxffv2ZfDgwQwaNIi0tDRatGjBDz/8oMxOW6VKFZYuXcrs2bMJDg6mdevW\n",
"+Pv7M27cuDzxqdVqVq1apcyOXdALrcKKiYlhxYoVnDp1iidPnqBWq3F2dmbEiBGo1ep/XG9hPBv7\n",
"nDlzCt3bpLRQaV63iHORWeZEaWRgYKD8oSREaSLPpijN5PkUpZU8m//e+PHj2bVrF3p6esTExChL\n",
"IcXExODl5cXZs2epWrXqP6o7PT0dPT091Go1K1eu1FqSKTAwkPDwcCIiIl6qzg0bNjBt2jR69eqF\n",
"l5cXJiYm3Lp1i507d5KWlsaXX375j2JNS0tDX1//heV8fX1JTk4uVKvtiyZmKinSkimEEEIIIYR4\n",
"pRwdHbl9+zZff/01s2bNKrDc0aNHmTNnDufPn1e6zk6bNk3putu7d2+srKwoX748W7dupU6dOjx4\n",
"8ACAESNGAFCnTh2OHDmi1BkaGkpAQAAPHjygTZs2fPnll1pr/uZ269YtPvvsMwYPHqwVp7GxMQ4O\n",
"Dvz5558AJCcnM23aNI4fP05ycjKmpqaMGDFCa7KkZ2M1MTFh9+7dL7zHZz2bdPbu3Rtra2sMDAwI\n",
"Dg6mTJkyDBw4kIULFyotoBs3bmTJkiVcvHiR8uXL4+Liwtdff11sSamMyRRCCCFEiUlJ15CSrnnt\n",
"uoIJIQpPo9FQpkwZpk6dyoYNG0hKSsq33O3btxkwYAANGzZk7969fPXVV4SGhjJ//nytctu3b0el\n",
"UrFjxw6WLFlCeHg4AF999RVxcXGEhYUpZa9fv87u3bv59ttv2bRpE+fOnSMgIKDAWHfv3k16ejo+\n",
"Pj75Hq9cuTIAT58+pVGjRnz//fccOnSIoUOHMnnyZKKjowuM9euvvy70PeaWX9ffHTt2oK+vz5Ej\n",
"R1i6dClff/21MqsvZLfwzp49mzNnzrB7927u37/Phx9+WOA1ipq0ZAohhBCiRFx8mM6CyOw/Nqe2\n",
"N8PqHZ0SjkgI8aqoVCrat29P8+bNCQgIYPny5XnKrF+/ntq1aysJl6WlJeP9p/D51Mn4+/srYzlN\n",
"TEyYMWNGnvMrV65M9erVtfZlZmayePFiKlWqBGSPPc+djD0rISGBypUrU6NGjefeT61atRg5cqSy\n",
"3b9/fw4fPkxoaCht2rRR9j8b64IFC/Lc45QpU5g8Wfsec9No8r6Is7a25tNPP8XIyAhLS0tWr15N\n",
"REQEffv2BcDb21spW7duXZYvX46trS23bt0qltZMackUQgghRLFLSdewIDKJh08yePgkg3n/TSAl\n",
"XVozhXhT5SRJ06ZNY/fu3Zw9ezZPmcuXL9OsWTNl++LDdMJSapCWnsah05eV/Y0aNSr0dY2NjZUE\n",
"E6BmzZpK99qC4ixMz4rMzEyWLFmCq6srDRo0wNramp9//jnPnDHPxvrsPQI4ODiQlpZGYmJiIe4o\n",
"W/369bW2a9eurbWe8MmTJ+nevTt169alcuXKODg4AHDt2rVCX+PfkCRTCCGEEEIIUSyaNGlC165d\n",
"mTNnTp4uoCqVSknwcl5EPUrNBGDtr7eVF1EVKlQo9PXyG+eYlZVVYHkLCwtSUlK4e/fuc+tdsWIF\n",
"q1atYvTo0fz444/s37+fTp068fTpU61yz8aa+x6f9TKz4T57XyqVSrmvx48f06lTJypVqsTGjRuJ\n",
"jY1lz549QPbkQ8VBkkwhhBBCFDsDPRWTXUwxrKCLYQVdprY3w0Dvny83IIR4fUyePJnjx49z6NAh\n",
"rf2WlpacPHlSKwn7K/EsKh1dyld/fhdPPT09MjMz/3Vsbm5u6Ovrs2zZsnyP50z8c/z4cd5//316\n",
"9uyJra0tJiYmXLly5YWJYn73ePz4cfT19TE1Nf1Xsedc+8KFCzx48IB58+bRpk0brK2tX5g0FzVJ\n",
"MoUQQghRImwM9QhytyDI3YKmxu+UdDhCiGJSt25d+vfvz5o1a7T2Dxo0iLt37zJlyhTuJF6mreoK\n",
"t/asxcSlF9NcrZUXUfm1BKrVan755Rfu3bvHo0eP/nFsRkZGfP7556xbtw5fX1+OHDnCjRs3iI2N\n",
"Zfr06cyZMwfIbvH85ZdfOHHiBJcvX2batGncuHEjT2zPbue+x/j4eA4cOMCCBQvw9vbOdzxmQfL7\n",
"DHL2mZiYULZsWf7zn/9w9epVwsLC8h3D+ipJkimEEEKIEmOgp8JA798tmi6EKN3ymx11/Pjx6Orq\n",
"au2vVasWGzdu5Ny5c3Tq1InFX0yin1dvdq+Yj42hnlZ9z/rss8+IiYmhRYsWdOnSpcDrFnR+boMG\n",
"DWLz5s08ePCAYcOG4eLigp+fH2lpacqss+PGjaNp06YMGDCAXr16UalSJTw8PPLtApzbs/c4YcIE\n",
"evToweTJkwv8vPK7j/y2c/a9++67rF+/np07d2JnZ8fs2bNZvHhxsf4/q9K8xnOGPzuwVojSQBZt\n",
"FqWVPJuiNJPnU5RW8myK0qy41r18WdKSKYQQQgghhBCiyEiSKYQQQgghhBCiyEiSKYQQQgghhBCi\n",
"yEiSKYQQQgghhHjrpKRrlLU3RdHSLekAhBBCCCGEEKI4XXyYzoLIJAAmu5hqzV4r/j1pyRRCCCGE\n",
"EEK8NVLSNSyITOLhkwwePslgQWSStGgWMUkyhRBCCCGEEEIUGUkyhRBCCCGEEG8NAz0Vk11MMayg\n",
"i2EFXSa7mGKgpyrpsN4oMiZTCCGEEEII8VaxMdQjyN0CQBLMV0CSTCGEEEIIIcRbR5LLV0e6ywoh\n",
"hBBCCCGEKDKSZAohhBBCCCGEKDKSZAohhBBCCCGEKDKSZAohhBBCCCGEKDKSZAohhBBCCCGEKDKS\n",
"ZAohhBCiRPn6+uLl5VXs123VqhUrV64s9usKIcSbTpYwEUIIIV5jvr6+bN26FQBdXV2MjIzo0qUL\n",
"EyZMoHz58iUcXeGoVCpUquJfSiA8PPy1+YyEEOJ1IkmmEEII8RpTqVQ4OzsTFBREeno6x44dY8KE\n",
"CaSmpjJv3rySDq9QNBoNGo2m2K9raGhY7NcUQoi3gXSXFUIIIV5jGo0GPT09qlevTu3atenRowc9\n",
"e/Zk7969ACxfvhwnJycsLCxwdXVl+/btyrnXr19HrVYTHh5O3759sbS0pF27dkRFRSllYmJiUKvV\n",
"REdH4+7ujqWlJV27duXcuXNKmT///JNPPvmExo0bY2FhgaOjI2vWrAHAz8+PQYMGacWclZWFg4MD\n",
"q1evVvbltGRu3LiRJk2akJWVpXXOmDFj8Pb2BiAxMRFvb2+aNm2KlZUVnTt35sCBA1rlW7ZsyZIl\n",
"S/D396devXo0b96cFStW5CmTe9/KlStxdXXFysoKe3t7Jk6cyJ9//lnIfwkhhBA5JMkUQgghXnPP\n",
"djUtW7YsT58+ZcGCBQQHBzNv3jwiIyPx8fFh0qRJREREaJUPCAjg448/5sCBAzRu3JjRo0fz5MkT\n",
"rTILFixg2rRp7Nmzh6pVq+Lj46McW7hwIRcvXuT7778nKiqKwMBAateuDUD//v05dOgQ9+7dU8pH\n",
"RUVx//59evXqpezLacl0d3cnJSVFK9F9/Pgx+/btU8o/efKEDh06EBwczIEDB+jatSvDhg3j8uXL\n",
"WjGvXr0aW1tb9u7dy5gxY5gzZw6//vqr1ueW+7PT0dFh1qxZHDp0iGXLlnHq1CmmT59eiH8BIYQQ\n",
"uUmSKYQQQrzmcnc1PXXqFDt27MDJyYnVq1fz1Vdf4eLiglqtpkePHnz44Yd89913WucPHz4cV1dX\n",
"6taty+TJk3n06BG//fabVhl/f39at26NpaUlvr6+XL58mTt37gBw8+ZNGjZsSOPGjTE2NqZ169a4\n",
"ubkBYG9vj6WlJVu2bFHqCg4O5v3338+3u2qVKlVo3769Vovrnj170NXV5f333wfA1taWAQMGYGNj\n",
"g6mpKWPHjqVBgwaEhYVp1dW2bVsGDx6Mqakp3t7e1K1bl+jo6AI/x48//hhHR0eMjY1p1aoV06ZN\n",
"Y/fu3c/76IUQQuRDxmQKIYQQr7lDhw5hbW1NZmYm6enpdOrUiZEjRxIWFkb//v21WusyMjKoU6eO\n",
"1vn169dXvq9ZsyYADx48eGGZ+/fvU6tWLQYOHMjw4cM5c+YMzs7OdOzYkVatWinl+/Xrx/r16xkz\n",
"ZgzJycns37+ftWvXFng/PXv2xNfXl7///pty5cqxY8cO3Nzc0NfXB7JbMhctWkRERAT37t0jPT2d\n",
"p0+fYmtrq9ShUqm0YgaoVatWnvvKLTo6mqVLl3L58mVSUlKUz/PevXvUqFGjwPOEEEJokyRTCCGE\n",
"eM21atWKhQsXoqurS61atdDR0eHkyZMArF+/HmNjY63yurrav/719PSU73MS0mfHROY+J6dMTgtq\n",
"u3btOHbsGAcPHiQ6OpqBAwfi7u7OokWLgOykcd68eZw4cYKzZ89SrVo12rZtW+D9tG/fHl1dXfbu\n",
"3YuTkxPR0dFs2rRJOT5r1iwiIyP57LPPMDMzo1y5cowbN4709PTn3mfumJ9148YNBg0aRP/+/fH3\n",
"96dq1aqcOXOGMWPG5KlXCCHE80mSKYQQQrzmypUrh6mpqdY+a2trypYty/Xr13F0dHzlMRgaGtKr\n",
"Vy969epF27Zt8fHxISAgAD09PapWrUqXLl3YvHkzv/32G56ennnOz93aWrZsWdzc3Ni+fTsPHjyg\n",
"Ro0aWvcQGxuLp6cnXbp0AeDvv/8mMTERCwuLfxz/6dOnSU9PZ+bMmUos+/bt+8f1CSHE20ySTCGE\n",
"EOINVKlSJUaMGMHs2bMBaNGiBY8fP+bkyZPo6OjQv3//IrvWl19+SaNGjbCysiIzM5Off/4ZU1NT\n",
"rRbSfv360b9/fzIzM5WZZ3N7toWxV69eeHl5cf36dXr06KF1zMzMjPDwcN5//310dHRYtGgRaWlp\n",
"hVoGpaAyZmZmZGVlsWrVKrp06cLJkyef26VXCCFEwSTJFEIIIV5jz86Qmpu/vz/vvvsuK1asYMqU\n",
"KVSqVIkGDRowatQorfMLc43n7StbtiwBAQFcu3aNsmXLYm9vn2dyIUdHR4yMjFCr1XnGhOZ3Dy1b\n",
"tqR27drEx8ezfPlyrWNffPEFn376KR4eHlSpUoWPP/6YtLS0f3wvkD2Z0KxZs1i2bBkLFy7EwcGB\n",
"GTNmMHr06BfWKYQQQptKU8yrH48ZM4by5ctTpkwZdHR0mD9/Pj/++CP//e9/qVy5MpD9trNJkyYv\n",
"rOvWrVuvOlwhXpqBgQEpKSklHYYQecizKUpSamoqzZs3Z+7cuXlaJkGeT1F6ybMpSjMjI6OSDiFf\n",
"JdKS+cUXX1CpUiVlW6VS4e7ujru7e0mEI4QQQohXRKPR8ODBA9asWUP58uXp1q1bSYckhBDiFSuR\n",
"JDO/xtNiblAVQgghRDG4ceMGrVu3xsjIiEWLFqGjo1PSIQkhhHjFij3JVKlUzJ49mzJlyuDq6oqr\n",
"qyuQvdByVFQU5ubmDBw4kIoVKxZ3aEIIIYQoYnXq1OHGjRslHYYQQohiVOxjMpOTk6latSp//vkn\n",
"s2fPZsiQIRgZGSnjMUNCQkhOTtaalADgt99+47ffflO2vby8pH+8KJX09fVJS0sr6TCEyEOeTVGc\n",
"NBoNDx5nP2/VKuq/cFIeeT5FaSXPpijNDAwM+PHHH5VtOzs77OzsSjCibMWeZOa2ZcsWypUrpzU+\n",
"4969ewQEBBAYGPjC82XiH1EayQQBorSSZ1MUp4sP01kQmQTAZBdTbAz1nltenk9RWsmzKUqz0jrx\n",
"T5nivNjTp09JTU0FshdOPnPmDCYmJjx69Egpc/z4cUxMTIozLCGEEEIUoZR0DQsik3j4JIOHTzJY\n",
"EJlESrrMvSCEEG+LYh2T+b///Y8vv/wSgKysLNq0aUPjxo1ZunQpiYmJqFQq3n33XYYPH16cYQkh\n",
"hBBCCCGEKCIl2l3235LusqI0km41orSSZ1MUJ+kuK94U8myK0qy0dpctkSVMhBBCCPFmszHUI8jd\n",
"AgADvedP+iOEEOLNIkmmEEIIIV4JSS6FEOLtVKwT/wghhBBCCCGEeLNJkimEEEII8YYJCQnB2tq6\n",
"pMMQQrylpLusEEIIIcRL+uOPP1i6dCkRERHcvn2bSpUqUbduXXr06EGfPn2oUKFCicbXvXt3Onbs\n",
"WKIxCCHeXpJkCiGEEEK8hOvXr9OjRw8qV66Mv78/tra2lCtXjgsXLrB582YMDQ3p3r37K7l2Wloa\n",
"+vr6LyxXrlw5ypUr90piEEKIF5HuskIIIYQQL2HKlCno6OgQHh7OBx98gKWlJWq1GldXV9auXask\n",
"mH/++Sf+/v40btwYGxsbevfuzZkzZ7TqCg8Pp0OHDpibm+Pg4EBQUJDW8ZYtW7Jo0SL8/PywtbVl\n",
"7NixAAQHB+Pg4IClpSVDhw5l/fr1qNVq5bxnu8smJibi7e1N06ZNsbKyonPnzhw4cOBVfURCiLec\n",
"JJlCCCGEEIX08OFDIiMjGTx4MOXLly+wnEajYeDAgdy9e5fvv/+effv20bJlS7y8vLh37x4AZ86c\n",
"YeTIkbi5uREREcHUqVNZunQp69at06pr1apVWFtb8/PPPzN58mRiY2OZOHEiQ4YMYf/+/XTo0IHA\n",
"wEBUqoJn833y5AkdOnQgODiYAwcO0LVrV4YNG8bly5eL5oMRQohcpLusEEIIIUQhJSYmotFosLCw\n",
"0Npvb29PSkoKAD179sTd3Z3ff/+dM2fOKN1WJ06cyP79+9m2bRujRo1i1apVtG7dGj8/PwDMzMxI\n",
"SEhg2bJleHt7K3W3bt2akSNHKtsLFy6kbdu2jBo1SjkvLi6OTZs2FRi3ra0ttra2yvbYsWPZv38/\n",
"YWFhjBs37l9+KkIIoU1aMoUQQggh/qXQ0FD27dtHkyZNePr0KefOnSM1NZVGjRphbW2tfF28eJGk\n",
"pCQA4uPjcXBw0KqnefPm3Llzh8ePHwOgUqlo1KiRVpkrV67QpEkTrX1NmzZ9bnxPnjxhzpw5tGvX\n",
"Djs7O6ytrTlz5gy3bt36t7cuhBB5SEumEEIIIUQh1a1bF5VKRXx8PJ06dVL254yHzOlCm5WVxbvv\n",
"vsuOHTvy1GFgYABkJ5AajSbf6+Tu+loUM9XOmjWLyMhIPvvsM8zMzChXrhzjxo0jPT39X9cthBDP\n",
"kiRTCCGEEKKQDA0NcXFxYd26dQwZMiRPApiTNDZo0IA//vgDlUqFiYlJvnVZWVlx4sQJrX0nTpzA\n",
"yMjouYmlpaUlcXFxWvtOnTr13LhjY2Px9PSkS5cuAPz9998kJibm6fYrhBBFQbrLCiGEEEK8hHnz\n",
"5qHRaOjcuTOhoaFcunSJK1eusHPnTs6fP4+uri7Ozs44ODgwZMgQDh48yLVr14iNjeWrr77i+PHj\n",
"AIwYMYKjR4+yaNEirly5wvbt21m1ahWjR49+7vWHDBlCZGQkK1as4OrVq2zevJm9e/c+d+IfMzMz\n",
"wsPDOXfuHOfPn+eTTz4hLS2tSD8XIYTIIUmmEEIIIcRLMDExYe/evbRt25aFCxfSuXNnunTpwpo1\n",
"axg8eDAzZ84EYMOGDTg6OjJx4kRcXFwYNWoUCQkJ1KpVC8hu7Vy5ciXh4eG4urqyYMECfHx8GDx4\n",
"8HOvb29vz5dffsnatWvp2LEje/fuZdSoUXnWz8yddH7xxRdUr14dDw8PBg4cSPPmzWnRokXRfjBC\n",
"CPH/qTQFDQZ4DchgdVEaGRgYKDMMClGayLMpSjN5Pv+dzz//nMOHD8val6+APJuiNDMyMirpEPIl\n",
"YzKFEEIIIV4z33zzDe+99x4VK1bkl19+YePGjUyZMqWkwxJCCECSTCGEEEKI186ZM2dYuXIlKSkp\n",
"mJiYMHXqVIYOHVrSYQkhBCBJphBCCCHEa+ebb77Jsy8lPXsElIFewRMACSFEcZAkUwghhBDiNXfx\n",
"YToLIpMAmOxiio2hXglHJIR4m8nsskIIIYQQr7GUdA0LIpN4+CSDh08yWBCZpLRqCiFESZAkUwgh\n",
"hBBCCCFEkZEkUwghhBDiNWagp2KyiymGFXQxrKDLZBdTGZcphChRMiZTCCGEEOI1Z2OoR5C7BSAT\n",
"/wghSp4kmUIIIYQQbwBJLoUQpYV0lxVCCCGEEEIIUWQkyRRCCCGEEEIIUWQkyRRCCCGEEEIIUWQk\n",
"yRRCCCGEEEIIUWQkyRRCCCGEEEIIUWQkyRRCCCGEEEIIUWQkyRRCCCGEEEIIUWQkyRRCCCGEEEII\n",
"UWQkyRRCCCGEEEIIUWQkyRRCCCGEEEIIUWQkyRRCCCGEEEIIUWQkyRRCCCGEEEIIUWQkyRRCCCGE\n",
"KGXUajXh4eFFXu+0adPo3bt3kdf7PK/qXp5VEvcmhMifJJlCCCGEEMXE19cXtVqNWq3G1NSUFi1a\n",
"MGXKFP73v/8VWwwqlepfnR8YGEiHDh2KKJqi9W/v7W1VXC8CikJMTAxqtZrk5OSSDkU8hySZQggh\n",
"hBDFRKVS4ezsTFxcHMeOHeOrr77iwIEDTJ06tdhi0Gg0xXat4vYm31thbNiwASsrKzIyMpR9aWlp\n",
"WFhY5HkxkJCQgFqt5vDhw8TFxeHq6lrc4f4jDg4OxMXFUbVq1ZIORTyHJJlCCCGEEMVEo9Ggr69P\n",
"9erVqVWrFs7Ozri7uxMZGZmnbHJyMsOHD8fKygpHR0e2b9+udfz8+fP06dMHCwsL7OzsGD9+PCkp\n",
"KcrxzMxMZs2ahZ2dHXZ2dnz++edkZmbmuc7y5ctxcnLCwsICV1fXPNd5kZs3b+Lt7Y2dnR2Wlpa4\n",
"uLgQGhpaYPl58+bh7OyMhYUFrVq1Yu7cuTx9+lQ5ntNSGhoaiqOjIzY2NgwdOpSHDx++9L29bZyc\n",
"nEhNTeXUqVPKvlOnTvHOO++QmJio9RnGxMRQtmxZHBwcqF69Ovr6+iUR8kvT09OjevXqJR2GeAFJ\n",
"MoUQQgghilHu1rakpCQOHTqU7x/4ixcvpkuXLhw4cIBu3brx6aefcvPmTQCePHlC//79MTAwIDw8\n",
"nLVr1xIbG4ufn59y/sqVK9m8eTMBAQHs2rWLrKwsdu7cqdWldMGCBYSEhDBv3jwiIyPx8fFh0qRJ\n",
"REREFPp+pk6dytOnT9m6dSuHDh1i5syZvPPOOwWWr1ChAosWLSIqKop58+YRGhpKUFCQVpnr16+z\n",
"e/duvv32WzZt2sS5c+cICAh4qXt7G5mbm1OzZk0OHz6s7IuJicHJyYmGDRsSExOjtd/e3h59ff08\n",
"3WUXL15My5YtMTc3p2nTpowbN07rOitWrMDJyQlzc3OaN2/O/PnzlWMvevnh6+vLoEGDWLNmDfb2\n",
"9tjZ2eHn50dqaqpS5ujRo7i7u2NtbU39+vVxd3fn4sWLSty5u8uGhIRgbW1NdHQ07du3x8rKCk9P\n",
"T65fv15En6r4J3RLOgAhhBBCiLfJoUOHsLa2JjMzU2nB++KLL/KU6927Nx4eHgD4+/uzdu1ajh8/\n",
"joeHBzt27CA1NZWgoCAqVKgAwMKFC/H09CQpKQlTU1PWrFnD6NGjcXd3B2DWrFkcOnRIqf/Jkyes\n",
"Xr2a4OBgHBwcgOyxeSdPnuS7774r9LjLmzdv4ubmRv369ZU6nsfX11f53tjYGB8fH1auXMnEiROV\n",
"/ZmZmSxevJhKlSoB0L9/f0JCQpTjL7q3t5mjoyMxMTHK5xwTE0OvXr1ISkoiJiZG+cyOHDnCwIED\n",
"85wfFhbGypUrWb58OfXq1eP+/fucPHlSOT5//nw2bNjA559/TuvWrXn48CFnz54F/u/lR7NmzQgP\n",
"Dyc5OZmJEyfi5+fH6tWrlTqOHz9OzZo1CQkJ4datW4wcORJzc3N8fHzIyMhgyJAh9OvXj+XLl5Oe\n",
"ns65c+fQ0dEp8J7T0tJYtmwZixcvRl9fH19fXyZPnswPP/xQJJ/p/2Pv3uNyPv8Hjr/ujiqHFR3U\n",
"TTpHJMV0sKJyHKMNoY18mZhYQ405M4ccamwI2cQcIsxxcpYkrOSwAzUkOebYiqTu3x897s+vuwM1\n",
"Zsz1fDx6PLo/n+tz7K7u63O9r/dbqD7RyRQEQRAE4V/j6urKwIEDGTNmzL99Kq+Mq6src+bM4dGj\n",
"R6xdu5bMzEz+97//lWun7LQBqKurU7duXXJycgBIT0+nSakbLlcAACAASURBVJMmUgcTwMXFBTU1\n",
"NS5cuIC+vj63bt3CxcVFWi+TyWjRogXXr18H4MKFCxQUFNCvXz+VEcCnT5/SoEGDKl/P4MGDGTt2\n",
"LAcPHqRNmzZ07tyZZs2aVdp+x44dREdHk5mZSV5eHkVFReXmUpqZmUkdTABjY2Pu3LkDwMOHDyu9\n",
"tmvXrlX5vP+r3N3dmTBhAoWFhRQVFZGamsq8efMwNTVl0qRJAGRkZHDr1i08PDzKbX/16lWMjIzw\n",
"9PREQ0MDU1NTHB0dAcjLyyM6OpqpU6fi7+8PQMOGDXFycgKo0sMPgFq1ahEeHo5MJsPa2pquXbuS\n",
"mJhIcHAwubm5PHz4EF9fXxo2bAiAlZXVM6/56dOnzJgxA0tLSwCGDh3K6NGjX/RWCi9AhMsKgiAI\n",
"glBlyuyoFXUKZ8yYgVwuZ8CAAVXe365duyocTfkvq1GjBubm5tjb2zNt2jTy8/P55ptvyrXT1NRU\n",
"eS2TySguLpZeV5bk5lkho6W3Ue4rJiaGvXv3Sl8HDx5k7dq1Vb6ePn36cOzYMfz9/bl48SLdu3cn\n",
"IiKiwrYpKSkMHz6cdu3aERMTw549ewgLC+PJkycq7cpee+nzrcq1vc08PDwoKCjgl19+ISUlBQMD\n",
"A8zNzWnZsiWZmZncvn2bo0ePoqOjg7Ozc7ntu3XrRkFBAa6urowZM4YdO3ZIPx/lg4k2bdpUeOy0\n",
"tDRq1KiBp6cnFhYWuLi4EBcXJz38ULK1tVV5nxoZGUkPUPT19enduzcBAQH079+fZcuWSWHildHW\n",
"1pY6mMr9PXny5JVmbRZUiU6mIAiCIAhVJpPJMDU1Zfv27SpzqJ4+fUpcXBxmZmbVmhdnYGCAjo7O\n",
"P3Gqb4xRo0axaNEibt68WeVtbG1t+eOPP8jLy5OW/fLLLxQXF2NjY0Pt2rUxNjYmJSVFWq9QKEhL\n",
"S1PZh7a2NllZWZibm6t8mZmZVesa6tevT0BAAFFRUYwZM6bSMMWTJ09iYmLC559/jqOjI40aNeLq\n",
"1avVOtazru1tn5MJJSOLcrmcY8eOkZycjJubG1AyF1Y5L/PYsWO0bt26whBUU1NTEhISCA8Pp2bN\n",
"mkybNo3OnTur/L5X5MqVK2zZsoX8/HwWLFjA0aNH+fbbb7lw4QJFRUXSSDSgctwnT54gk8lUHhJE\n",
"RESwfft2XF1d2bNnD56enhUmx6pof/D/D1qe92BC+OeITqYgCIIgCNXSuHFjLCws2LZtm7Rs//79\n",
"1KhRAzc3N+nDYlpaGn379qVZs2bY29vj5+en0jEAaN26NVFRUdJruVzOmjVrnplV9fr16wwbNkzK\n",
"LNq/f38uXbr0D17xP8vNzQ1bW1sWLFhQ5W38/PzQ0dHh888/548//iA5OZkvv/ySLl26SCGJgwYN\n",
"YsmSJezcuZOMjAwmT57M7du3pX3UrFmToKAgpk+fTmxsLJcuXeLcuXOsWrWqWnPZJk2axKFDh8jM\n",
"zOTcuXMcOHAAW1vbCttaWVlx48YNtmzZQmZmJjExMc/MRFuZ513b2045LzMpKQl3d3dpuZubG0eP\n",
"HiU5ObnCUFklbW1tfHx8mDJlCrt27eL8+fOcPHlSejBx5MiRctuMHz8eLS0t1NTUcHJywtTUFHd3\n",
"dykZ1aZNm4CSOcl//PEH06ZNw9HRkQ8//BCAgoICPvnkE+zs7GjevDmLFi2iV69exMXF4e7uTmxs\n",
"LJMnTyYwMBCFQsG8efMYN24cixYtks6hoKCASZMmMXjwYBQKBf369ePkyZPSemXSoMTERLp27Yq1\n",
"tTVdunTh3LlzL3bDX5AyGdKLtnmdiE6mIAiCIAjV1qdPH5VELOvXr8ff319lJCkvL49evXqxZcsW\n",
"du7cKXUISxdRl8lk5UafnpVV9dGjR/Tq1QsdHR02bdrEtm3bMDY2pk+fPs8daXkdVHS9AEFBQcTG\n",
"xj43LFBJR0eHNWvWkJuby/vvv8+gQYNo1aqVSphqUFAQvXv3JjQ0lA8++ABASiSkFBYWxujRo4mK\n",
"isLHx4d+/fqxe/duaS5cVa5BoVAwYcIEvL296devH8bGxhWG/wK0b9+eoUOHMnnyZNq3b09iYiJj\n",
"xoxR2V9l96j0sqpc29vM3d2dlJQUTp06JY1kQkknc+vWreTk5Kh0PkuLjY1l3bp1/P7771y5coX1\n",
"69ejpaWFpaUlenp6DBo0iIkTJ2JmZsbkyZM5deoUUVFRHDp0iI4dO/Lw4UOGDRsmPfyYNGkSdnZ2\n",
"JCcnS+Gr169fRyaTsWXLFr755hv++usvMjMzadKkCdHR0fj6+pKdnU1AQACJiYn89ttv3L9/n7i4\n",
"OIYNG4ZMJuPp06f89NNP3Lt3T/rdnzFjBjt27GD48OHIZDLOnDlDnz59uHXrlso1zp49m/Hjx7N7\n",
"92709fUJDg7+h34SVVPZe760r7/+mu++++4VndGLkyne4AB2MblbeB3VqlVLJVW3ILwu3oT35vz5\n",
"89m1a5dUPuF5r1+GrKws3Nzc+Pnnn5+ZrEQoERISwv3791mwYAHOzs7s378fXV1dXF1dSUxMZM6c\n",
"Ody7d4+YmJhy2yoUClxcXJgwYYI0elE68U9ubi5yuZzg4GDGjh0LlGQZtbOzY+7cufj5+bF+/Xq+\n",
"++47EhMTpf0WFRXRvHlzZs2aRbdu3V7NjRDeGm/C386yrl27xrvvvoupqSknTpyQlufn50sJo379\n",
"9VepYyOXy1m2bBldunQhPj6eRYsWkZGRQWFhIXZ2dnzxxRdStmGFQkHnzp05d+4cCoUCExMTvLy8\n",
"2LBhA6GhocyZMwdXV1dpfmbHjh157733GDFiBDt27CAwMJBHjx5JJUkAPvroI86cOUN6ejo5OTmM\n",
"GzeOlJQUbt68iaGhIb1792bDhg0MGTIEJycn/P39OXPmDN27d+fevXvcv3+f8+fP4+DgwLx586hf\n",
"vz7+/v4UFxdjYmKCv78/YWFhJCUl0bt3b9auXYunpydQEsLt5+fHL7/8gomJySv8Kf0/5d/VlStX\n",
"VntbU1NToCTs+HWqdSqyywqCIAj/qpCQkEo7JWUNGzaMQYMGvdTjm5mZkZaWhr6+/kvd739dnTp1\n",
"6Ny5M+vWraN27dq4u7tLH3aUcnJymDNnDseOHSMnJ4eioiIeP3783IfEz8qqeubMGbKyssqFYz5+\n",
"/JgrV668pKsThDebqalphXNddXV1uXz5crnlGzZsoHfv3pw9e5aOHTvSsWPHSvctk8lo3LgxhoaG\n",
"XL9+HXd3d3r06MGGDRukNu+9954UHnvhwgVGjhwpha9qamri6+sLlGS5bdu2LQqFAnV1dWxtbcnL\n",
"y0NdXZ0aNWqgpqZGhw4d2L59Ozk5OTg5OeHu7i7VwHRycuL48eMYGRlx+fJlCgsLadWqFQ0bNuT0\n",
"6dM4Ojpia2tLeno6AGvWrEGhUBAYGIiRkRHdunWTsuTm5OSwZs0adu3aRVBQEPPnz+fu3bt069aN\n",
"8PBw1qxZw6JFi6RoikmTJkmd9NatW+Pv78+lS5eIj49HT0+PoKAghg4dKt2T1atXs3TpUq5fv46u\n",
"ri6Ojo6sXr0aNTU1aU5qdHQ0S5Ys4fHjx3Ts2JEZM2ZIc9bL/q/s2bMnNjY2GBoasmrVKiwsLDh+\n",
"/Di//fYboaGhHDlyBB0dHXx8fIiMjMTY2Lhqb56XRITLCoIgCP+qqoQJKenq6vLOO++81OOrqalR\n",
"r169Z9ZgEyrm7+9PXFwcsbGx0gc1+P+wxpCQEM6ePcvUqVPZtm0be/bsoX79+hQWFj5zv8/Kqlpc\n",
"XIyDg4NKNtS9e/dy5MgRAgICXvIVCsLzrV69GhsbG54+fSote/LkCVZWVuVqjV66dAm5XM7Ro0df\n",
"+Lg9e/ZkwoQJz2wTGBio8rtZWnp6OnK5nISEBFq1alWth20KhQI1NTW++uorVq9ejYaGBjKZTOr8\n",
"KY958+ZNPvzwQ/T09FBXVycmJoaioiLp+q2trTEyMsLOzg5fX19mzJjBO++8Q40aNYiPjycxMZHc\n",
"3Fxat25d6XlUhfJvkra2NjKZjB07djBz5ky2bt0qjR4q95WVlcXevXtZvXo10dHR7Nixg4EDB3L2\n",
"7FnWrVvHvHnz+OGHH/j5559VjrFs2TJsbW2Jj49n9OjRhIeHS21Onz7NhAkTGDNmDAkJCcTGxtKu\n",
"XTvpmAqFghMnTnDhwgViY2NZsmQJu3fvZsWKFSrXUPZ/5ebNm5HJZCQmJrJq1SquX7+Op6cnjo6O\n",
"nDx5kv379/PXX3/RvXv3V559WXQyBUEQhH9Vdf7xzZ8/X+VDmzIRQnR0NC4uLjg4ODBq1CiVuXnK\n",
"RBBOTk5YWVnRrVs3lUQQWVlZyOVyqZh4YWEhEydOxMXFBUtLS1q1asWsWbNewpX+dyh/Zu+99x5a\n",
"Wlrcu3ePTp06lWt38uRJBg4ciLe3NzY2Nujp6ZWbG1Vdjo6OXL58GX19/XIZUV/2A4i3SW6hgtzC\n",
"N3YG1b/Kw8ODR48ecerUKWnZqVOnqFOnDpcvX+bu3bvS8qSkJLS1tWnVqtUrObd+/fqRlJRU4ajm\n",
"unXraNCgAZ6enmhqalKvXr1K91NcXFwuU6tMJsPb25uWLVsSFRVF27ZtiY+PB0rK9ACsWrUKe3t7\n",
"Ll26RLt27WjVqhXW1tbcvn2b06dPAyUh85qamly4cIGMjAw++OADDAwMuHv3Lubm5vzyyy94eXlh\n",
"ZGSkkh1ZoVBw+vRpZDIZ6enpUkfKy8sLW1tbXF1dUSgUnD9/Xop86NmzJ1CSDdnb25vg4GD27Nmj\n",
"cl1FRUVERkZia2uLl5cXbdu25ezZs4SHh2NtbU2nTp1o2bIlSUlJKts5OzszYsQILCws+Pjjj+nZ\n",
"syfLli0DIDs7G11dXdq3b4+ZmRlNmjRh8ODBKg83lbVDra2t8fT0lGqHlr7esv8vGzZsyNy5c7G1\n",
"tcXOzo4lS5bg5OTErFmzsLOzo2nTpsTExHDixAl++eWXSn++/wTRyRQEQRDeaM97+qtMBBEREUF8\n",
"fDyNGzcmICCg0s7OihUr2L17N0uWLCExMZElS5Y8txD422zfvn0kJyerjD4qPwhZWlqyadMm0tPT\n",
"SUtLY9iwYRXWP3yW1q1b8/DhQ+m1n58f9erV43//+x/JyclcuXKF5ORkpk2b9kIZZqOionB1df3b\n",
"27/Jzt8tZOSOPxm540/O3332KLNQnqWlJcbGxiqjk0lJSXh4eEglQ0ovd3FxQUtLC4VCweLFi/Hw\n",
"8MDKygpfX99ymZQjIyNp3bo1lpaWtGjRgs8//xwoecCWnJzMypUrkcvlyOXyCpNG+fj4YGhoqJKk\n",
"C0oepm3atEkacVRmXVUm5YqNjcXW1pYDBw7g7e2NhYUFGRkZ3L59m8DAQDZv3syRI0fYuHEj2dnZ\n",
"bNu2jU8++YSioiIApk2bRnZ2NocPH+bYsWPcvHmTAwcOYGZmJj3kU4bturm5ce7cOSlctX79+mhq\n",
"ahIQEEDDhg25du0aJ0+eZMCAASxevJjdu3eTkZHB1KlTpYzC5ubm7Nu3D39/f2rXrs20adOYP38+\n",
"AA8fPpSysh47dgyFQkHbtm2xtbVV2YeSmZkZNWvWlF7Xq1cPS0tLNDT+f5ahoaGhFMIPJR1uFxcX\n",
"lf04OztLtUG9vLwwMzPD1dWVESNGsHHjRpXyQ/Ds2qGVcXR0VHmdkpJCQkICtWrVkr4aNmyITCbj\n",
"4sWLz9zXyyY6mYIgCMIb7VlPf/Pz81m9ejXjx4/H29sba2trZs+ejaGhYaUJFq5du4alpaWUNKNl\n",
"y5b07t37FV7R6yEkJAS5XM6YMWNUlstkMjIyMpDL5QwYMAA9PT309PRU1is/KM2fP5+8vDw6derE\n",
"8OHD6devHw0aNKjWeZQNEdPR0WHz5s00bNiQoKAg2rZtyxdffMHDhw+pU6fOC1zx2ym3UMHsw5nc\n",
"zX/K3fynzD6cKUY0/wZlyRAlZSfTzc1NZfmxY8ekrK7h4eHExsYyc+ZMDh8+THBwMF9++aWU2Gzn\n",
"zp0sXbqUWbNmkZiYSExMDC1atABg+vTpuLi40KdPH9LS0khLS6N+/frlzktdXZ1evXqxYcMGlVGw\n",
"vXv3cu/evUpDaaEkCmTBggXMmTOHQ4cOYWZmRkhICNeuXcPLy4vmzZsTFxfHnTt3sLW1ZcWKFcyZ\n",
"MweAXbt24eHhwa+//grAOwZ1se7xGS1HfkNdQ2PU1NRwcHAAkLLffvrppzx48IAlS5Zw+fJlCgoK\n",
"aNGiBUZGRuzbt4+CggI++ugjRo0aRffu3ZHJZHTq1Al1dXW0tLQwNzdn9uzZ9OjRg9mzZzNy5EgA\n",
"JkyYgKGhISkpKXzzzTfIZDIWL17Mnj17CAsLk+p0KlUUrl/RdIrq1ODU09MjPj6eqKgoTE1N+e67\n",
"7/D09FSpjVtRrc/nRfro6uqqvFYoFHTt2pXTp0+rfKWnp/P+++9X+XxfBpH4RxAEQXijVfT0NzU1\n",
"FUAlEYSSmpoazs7OUiKIsnr37k2fPn1o06YNXl5eeHt74+3t/dYVeZfJZJiamrJ9+3amT58uJZ+Y\n",
"O3curVq1wszMrMJ7EhkZKX3fpEkTduzYobJemVW2sLAQTU1NkpOTVdZXFNY3cuRIgoKCpNf16tVT\n",
"KdUhCP82d3d3JkyYQGFhIUVFRaSmpjJv3jxMTU2ZNGkSUJLk5tatW3h4eJCfn8/y5ctZv3699PdJ\n",
"LpeTmprKypUr8fHx4erVqxgZGeHp6YmGhgampqbSyFWtWrXQ1NRER0fnmWGuUFJuaNGiRRw5ckTK\n",
"qLpu3Tq8vLwq7JgqFRUVMWPGDJo2bSqd/+HDh9m+fTsxMTGoqakxa9YsXF1dadOmDatXr8bJyQko\n",
"SdIWEhJCeHg4Cxcu5B2XjtR2LSkx4zxxHYlfvs+ZM2ewtrbG2toagOPHj2Nra8v+/fvJysrC29sb\n",
"U1NTKexz6dKlHD16lKlTp0rn2KFDB/T19aUpElpaWkydOpWpU6dy9+5dHB0dsbe3B0rC901NTTl+\n",
"/Li0/dWrV1XmkpYNna0qhUJRrgZwamqqSoIydXV1PDw88PDwYMyYMTRv3pz9+/fTr18/gJfyP8bZ\n",
"2ZkNGzbQsGFDlZHXf4MYyRQEQRDeaH/n6a+yXUWaNm3K8ePHGTduHMXFxYSEhNCnT59XnjThddC4\n",
"cWMsLCzYtm2btGz//v3UqFEDNzc36Z6kpaXRt29fmjVrhr29PX5+fuU+cMnlclauXMngwYOxsbFh\n",
"1qxZeHh4EBUVpdLu4sWLyOXySoujL126FF9fX2xsbHBxcSE0NFQlnFYZ5peYmCjNBe3Vq5f0IVJp\n",
"8eLFODk5YWtry+eff14udO1tUUtTxlgvcwx0NTDQ1WCslzm1NN+uByovg4eHBwUFBfzyyy+kpKRg\n",
"YGCAubk5LVu2JDMzk9u3b3P06FF0dHSkMMqCggL69euHra2t9PXjjz9KWZK7detGQUEBrq6ujBkz\n",
"hh07dvDkyZNqn5uFhQWurq6sX78egBs3bpCQkEDfvn2fuZ2GhoY02gjw559/oqamRvPmzaVlpqam\n",
"GBsbo6+vT0BAANHR0Sr7CAwMBODu+VT+uvIHBXeucffCKWRqaly/fl2lbXJysjTKe/r0aZ4+fcq2\n",
"bduIi4tj6tSpXLt2jR9//JGMjAz++OMPJk2axPnz52nSpEmV7oOVlRU3btxgy5YtZGZmEhMTw9at\n",
"W6u0bVWkpqby3XffcfHiRdasWcOmTZv49NNPgZKR4+joaM6dO8fVq1fZvHkzf/31FzY2NtL2f+d/\n",
"TNlthg8fzoMHD/D39+fEiRNcvHiRffv2ERQUxF9//fViF1hNopMpCIIgvNGe9fS3UaNGaGlpqdSJ\n",
"KyoqIiUlpVwJjNL09PR4//33mTVrFqtWreLo0aMVpv1/G/Tp00dlPtf69evx9/dXue95eXn06tWL\n",
"LVu2sHPnThwcHOjfv780v0spMjISX19fDhw4wMCBA+nbt69K2QMo6SQ2bdpUGj0pS11dnWnTpnHo\n",
"0CEWLVrEqVOnymXYfPLkCYsWLSIyMpJt27bx8OFDqe4mwLZt25g7dy6hoaHEx8djZWXFsmXL3rrR\n",
"aiU7A00WdrViYVcr7AyqN2dWKNGwYUPkcjnHjh0jOTlZCgHV1dWV5mUeO3aM1q1bo66uLoVaxsTE\n",
"qGRJPnjwIGvXrgVKOnAJCQmEh4dTs2ZNpk2bRufOnVUSm1VV3759iY+P5/79+2zYsAF9ff1nlimB\n",
"klHByn4nKsp0+sUXX5QbPTM2NkYmkyF/R5eM78fya8Rgbu1YhJpMhpqamsr+iouLcXNzIyUlheHD\n",
"h0tRKrGxsYSFhUnzSLt160b37t05deoUq1evxsTE5JnnqdS+fXuGDh3K5MmTad++PYmJiYwZM0al\n",
"TUXXVZVlMpmMoKAgfv/9dzp16sS8efMIDQ2lS5cuALzzzjvEx8fTp08fvLy8WL58OfPmzZNGsat6\n",
"jIralFa/fn2OHj2KmpoanTp1omnTpgQHB1OjRg20tbUrvEf/FBEuKwiCIPzrXmSU8Fnb6urq8skn\n",
"nzBz5kwMDAxo0KABy5cv586dO1IiiLKWLl2KiYkJTZo0QUNDgy1btlC7du1nhpX9FykUCmQyGX5+\n",
"fkyfPp3Lly+jq6vL4cOHmTFjhjT3CkpGcUqbPn06u3bt4uDBg1J4LED37t3p06eP9Lp3797MmzeP\n",
"1NRUvLy8KCoqIi4ujhEjRlR6XoMHD5a+NzMzY/z48QwaNIiFCxdKy58+fcqMGTOwtLQEYOjQoYwe\n",
"PVpaHx0dTa9evaSSJyNHjiQpKYnMzMzq3qb/DDF6+eKU8zIVCgW9evWSlru5uXH06FGSk5OlsG9b\n",
"W1u0tbXJysqSRu8qoq2tjY+PDz4+PgQHB+Pk5MTJkyfx9PRES0tLpWzKs3Tp0oWJEyeyefNmYmNj\n",
"6dmzZ7XLNllZWVFcXMzp06elsPhr165J8wrr1q3L+fPncXV1lcLrlb4YMYz32ncGSt5rrq6uKp1M\n",
"KCkB0qVLF6KiojAxMZEy1QJSNMWWLVvKnZenpyejRo0qt9zAwKBcBMO4ceMYN26cyrL+/ftL348a\n",
"Narcvr7++uty+168eHG5Zbq6uixatKjccoBWrVqxcePGCteB6jSDys6lbJu4uLgK92Vtbf3MY70q\n",
"opMpCIIg/KtKP5193pPbqj7ZLb1s/PjxQMk/7IcPH9K0aVN+/PFHDA0NVbZRqlWrFkuWLOHSpUvI\n",
"ZDKaNm3K6tWrpZT8b5s6derQuXNn1q1bR+3atXF3d8fU1FSlTU5ODnPmzOHYsWPk5ORQVFTE48eP\n",
"uXbtmkq7spkQjYyM8PX1Zf369Xh5eXHw4EHu37+v0jEtKzExke+++46MjAxyc3MpKiqisLCQW7du\n",
"oaNvyOOikg/myg6m8jhPnjzhwYMH1KlThz///LNcTU1nZ+e3drRaeDnc3d3ZsmULMplMZc6wm5sb\n",
"QUFB5OXlSR3KmjVrEhQUxPTp0wF49913ycvLIzU1FXV1dQICAoiNjaW4uBgnJyf09PTYtm0bWlpa\n",
"0ntbLpeTlpbG1atXWblyJQcOHODAgQMVnpuOjg49evRg/vz5UnIdZ2dnaaStInl5eezatUtqY21t\n",
"Tdu2bRk7diyzZs1CS0uLr7/+usp/G6v6IKN0WKuzszOHDh16obBWZSIr8SDl1RKdTEEQBOFfVfrp\n",
"bNknt897XZWnv6UTQVSkQYMGKk+7+/XrJyViEEr4+/sTEhKCnp4eoaGh0nJl5zwkJIQ7d+4wdepU\n",
"GjRogKamJv7+/hQWqpbDKJsJEUrC+IKDg4mIiCA2NpYuXbpQu3btCs/j6tWrDBgwgICAAMLCwtDX\n",
"1+fMmTMMHz6cP27n88PRP8k+fQuZWvl5ulC9bJCCUF3u7u4UFhZiamqKubm5tPzdd9+loKCA2rVr\n",
"qzxoCQsLw9DQkKioKMaNG0fNmjVp2rQpw4YNA0pGqpKSktDU1ERTUxM7OzuWL1+OXC5nxowZrFmz\n",
"hjp16tC2bVsKCgpURv4q0q9fP1atWkWrVq1UagUrlX1gp6enh6+vr8qyyMhIQkND6dWrF/Xq1WP0\n",
"6NFkZWW91IdwpcNaHz9+jJeXF2PGjJEeGFbH+buFzD5cEqEw1stchIO/QqKTKQiCIAhChZShyO+9\n",
"9x5aWlrcu3ePTp06lWt38uRJpk+fjre3NwC3b9+utA5pWW3btqVmzZqsWLGCffv2sXr16krbnj59\n",
"msLCQqZOnSp9IFZmg1ycnM2jGnXJe1LEk6JicgsVlY5cWFtbk5KSolK+ITU19a2dkym8HKamphVm\n",
"R9bV1a10lHzgwIEMHDiwwnVyuRwzMzMePHhAWlqaFIL69OlT4uLikMvlNG7cuNJyTGU1bdpUOj+5\n",
"XK6yzt3dXeVhm7+/f4XlTcqWf7p79y5ffvkljRo1kpZVJWP089o8L6y1MqVHLUuX5wGYfTiThV2t\n",
"/pERzbLXI4jEP4IgCIIgVMG+fftITk5WqSGn7IRaWlqyadMm0tPTSUtLY9iwYeVqzVVGXV2dPn36\n",
"MGXKFOrXr0+bNm0qbWthYUFxcTHLli3jypUr/PTTT6xYsaLa1zJo0CDi4uJYu3YtFy9e5NtvvyUt\n",
"La3a+xGEf1pVMzzPnz8fHx8flW03bNiAj48PlpaWODk5ERISorL+3r17DBkyBBsbG9zd3dm8ebPK\n",
"erlczq5du6TXqampeHh40KhRI7y9vVm+fDnNmjWjZs2atG3bluLiYkaPHo2bmxtWVla0adOGJUuW\n",
"qMybDwkJYcCAAURHR+Pi4oKDgwOjRo36W8mMyjp/t5CRO/5k5I4/OX+38PkbCP8o0ckUBEEQhErk\n",
"Fire2sL0Zee26unpoaenV+H6+fPnk5eXR6dOnRg+fDj9+vWjQYMGVT5Wnz59KCwspHfv3s9s16RJ\n",
"E6ZNm8ayZcto164d69evZ+LEichkMj5zNcNAVwM9LXW0NdTLjVaUvpYPPviAUaNGER4eTqdOnbhw\n",
"4QJDhgyp8vkKwqtUlQzPZa1evZpx48bRp08f9u/fNEpvzQAAIABJREFUz48//liu1EdkZCSdO3dm\n",
"3759dOvWjdGjR5OdnV3h/vLy8hgwYABmZmY0aNCAy5cvS/NJlXV0i4uLqV+/PkuXLiUhIYEvv/yS\n",
"b7/9VuXcAU6cOMGFCxeIjY1lyZIl7N69+289LCqt9Kjl3fynzD6ciUyGKM/zL5Ip3uDCX2UTCgjC\n",
"66BWrVrk5ub+26chCOWI92b1iLk8r05qaip+fn4cO3asXFKh6igdKhcSEsK9e/eIiYmR1u/du5dh\n",
"w4YRFBSkMrdUEJ7l3/rbGRISwv3791mwYAHOzs7s378fXV1dXF1dSUxMZM6cOdy/f5+VK1cyf/58\n",
"du3axf79+wFwcXGhZ8+eBI8pKd1TtnMll8sJDg6WSvsUFRVhZ2fHnDlzpMRbcrlcyvi6evVqZs+e\n",
"TWpqqlQK46effiI4OJi4uDhcXV0rvIaZM2dy5swZqUZnSEgISUlJHD9+XOokh4WFceXKFanN35Fb\n",
"qGDkjj+l0FgDXQ0pNPa/nvjnRf5m/pPEnExBEARBKONVzuV5mz158oScnBzmzp3LBx988MIflkr/\n",
"fMqOxMbFxREWFsaECRP43//+90LHEYRXqSoZnkvLycnh5s2bNGruxsgdfwIVPyhr3Lix9L26ujp1\n",
"69blzp07Fe4zIyODxo0bq9RadHJyKtdu1apVrFu3juzsbB4/fszTp0/Lzf9U1r9UMjIyIjU19Rl3\n",
"4PlqacoY62Wu8mBQ+fdA/N3+d4hwWUEQBEEQ/hVbtmzB1dWV+/fvM3PmzJe679KBWsuWLSMsLIz5\n",
"8+dLHcxNmzbRpUsX7OzsaN68OUFBQdy4cUPaJikpCblcTmJiIl27dsXa2pouXbpw7tw5qc3Dhw8Z\n",
"MWIEzZs3x8rKCnd3d6Kjo6X1S5cuxdfXFxsbG1xcXAgNDeXhw4dV3l4QlPz9/YmLiyM2NrbChDwV\n",
"WXfmpkr4aNnQ/7LzpmUy2TMzMD8v+HHr1q1MnToVf39/1q5dy969e+nfvz9PnjxRaVe2PqdMJnuh\n",
"WslKdgaaLOxqxcKuViLy5DUgOpmCIAiCUIbyqbiYy/PP8vf358qVK/z888/VGsWsylxZ5QfX8PBw\n",
"5syZw4oVK/Dz85PWP336lNDQUPbt20dMTAx3795l+PDh5fYze/Zsxo8fz+7du9HX1yc4OFhaN2fO\n",
"HM6fP8+qVatISEhg/vz5mJiYSOvV1dWZNm0ahw4dYtGiRZw6dYoJEyZUeXtBqGqG59Lq1auHsYkJ\n",
"d/9IeWnnYWNjwx9//MHjx4+lZWWTZZ08eZIWLVoQGBhI06ZNMTc35/LlyxXWMv6n1NKUib/VrwkR\n",
"LisIgiAIFVA+FQcRbvU6qepcWYVCwZEjR9i/fz+rVq2iXbt2KutLjwY1aNCAWbNm0bZtW27cuKHS\n",
"0QsLC8PNzQ0omU/m5+cntcnOzqZZs2Y0b94cADMzM5VjDB48WPrezMyM8ePHM2jQIBYuXAjw3O0F\n",
"obR9+/YBVJjhuazPR45k8pQpaNXWp14TV3pa6LP2+2UEBQX9rWP7+fkxZ84cQkNDGTFiBDdu3ODb\n",
"b78F/r/TaGVlxcaNGzl48CDm5uZs3bqV48ePU6dOHZV9vcHpYIRqEJ1MQRAEQaiE6Fy+XqozV1Ym\n",
"k2FnZ0dubi4RERG0bNmS2rVrS+vPnj1LREQEv/32G/fv35c++GZnZ6t0MkvPWzM2NgZK5ryZmJjQ\n",
"v39/hgwZwpkzZ/D09KR9+/YqCVASExP57rvvyMjIIDc3l6KiIgoLC7l16xZGRkbP3V54u1WU4bmy\n",
"9WXb9u/fHy0tLZZELeXE9mWkv/NOuRIn1aGnp8fKlSsZN24cnTp1wtbWltGjRzNkyBBpnubHH3/M\n",
"r7/+SnBwMAqFgvfff58hQ4awYcOGSq+psmXCm09klxWEl0xk8BReV+K9KbzOqvL+fFYGybKUmTln\n",
"z55N7969qVmzJuvWraNOnTrk5+fTunVrvLy86N+/P3Xr1uXu3bv4+flJmTKTkpLo3bs3Z8+eRV9f\n",
"H4CsrCzc3Nz4+eefadasGVBSjP7gwYMkJiayc+dOunbtSkREBFevXsXLy4uAgAB69OiBvr4+Z86c\n",
"Yfjw4Rw/flwataxse+H1If52Viw+Pp7Bgwdz5swZ6XdEePVe1+yyYk6mIAiCIAhvhOrOlVUoFJiY\n",
"mBAXF0d+fj7+/v7cu3ePjIwM7t27x9ixY3n33XexsrLi9u3bf+ucDAwM+Oijj4iMjGTu3Lls3LiR\n",
"wsJCTp8+TWFhIVOnTsXZ2RkLCwuVxELP214QXjcbNmzg+PHjZGVlsXfvXiZPnkyHDh1EB1OokAiX\n",
"FQRBEAThjfF35soaGRkRFxeHv78/vXv3Zv369Whra/P9998zYMAA0tPTmTt3brXPZe7cuTg6OmJj\n",
"Y0NRURE///wz5ubmaGpqYmFhQXFxMcuWLaNz586kpqaWKzj/rO0F4XVz584dIiIiuHXrFoaGhvj6\n",
"+jJ+/Ph/+7SE15QYyRQEQRAE4Y1SlQySZed51atXj40bNwIlSX+++eYb4uPj8fb25ptvvmHKlClV\n",
"yoJZepm2tjbh4eF06NCBHj16kJ+fz8qVKwFo0qQJ06ZNY9myZbRr147169czceLEKm8vCK+bYcOG\n",
"kZyczMWLFzl+/DgzZsxAV1f3lZ9H//79+eKLL6TXPXv2ZOLEia/8PIRnE3MyBeElE3M3hNeVeG8K\n",
"rzPx/hReV+K9WZ6yhFB1k6OFhIRw7949YmJi/vaxBwwYQN26daW5yw8ePEBTU/Nf6fC+Dl7XOZki\n",
"XFYQBEEQBEEQhCqpahmhivwTmWTLlkgRXg8iXFYQBEEQBEEQhOcqXUbobv5TZh/OlEY1q6J0AGVI\n",
"SAgDBgwgOjoaFxcXHBwcGDVqFI8ePZLaPHr0iJCQEGxtbXFycpJqc5beT8+ePZkwYYL0etOmTXTp\n",
"0gU7OzuaN29OUFCQStKtpKQk5HI5iYmJdO3aFWtra7p06cK5c+ekNvfu3eOzzz6jZcuWWFlZ4e3t\n",
"TWxsbPVu1ltOdDIFQRAEQRBeodxCRbU+mAvCmyo2NhZbW9tK1584cYILFy4QGxvLkiVL2L17t0qC\n",
"rGnTpnHkyBGio6OJjY3l3LlzHD9+/Jnzp58+fUpoaCj79u3D1dWVhIQEhg8fXu7Ys2fPZvz48eze\n",
"vRt9fX2Cg4OldQUFBTg6OrJq1SoOHTrEoEGDGDt2LImJiS9yO94qIlxWEARBEAThFXmRUENBeNVu\n",
"377Nt99+y/79+7l+/Tr6+vo0tLanqFlnDB1cn1tG6Hlq1apFeHg4MpkMa2trunbtSmJiIsHBweTl\n",
"5REbG0tERASenp4AREZG0rJly2fu09/fX/q+Xr16WFpacvz4cW7cuIGJiYm0LiwsDDc3N6BkVNXP\n",
"z09qY2JiwtChQ6W2AQEBHD16lK1bt9KmTZu/fb1vE9HJFARBEARBeAVKhxoCzD6cycKuVi/0IV0Q\n",
"/ilZWVn06NGDWrVqMW7cOJo0aUJxcTGJiYksWvwt674MeOH3rq2trcoopJGREampqQBcvnyZJ0+e\n",
"4OjoKK3X1dXF3t7+mfs8e/YsERER/Pbbb9y8eZOioiIAsrOzVTqZjRs3lr43NjYGICcnBxMTE4qK\n",
"ivjuu+/Yvn07N27c4MmTJxQWFuLu7v5C1/s2EZ1MQRAEQRAEQRBUfPXVV8hkMn7++Wd0dHSk5dbW\n",
"1nz00UfU0pSRnZ3NpEmTpDBST09Ppk2bRv369Svd79WrV/Hw8ODKlStoa2uzdu1a+vXrB5SEvf7+\n",
"+++sXLmSXbt2oVAoiIqKYvbs2YSGhpKUlERWVha//vorNjY2KqONRUVFTJkyhR9++AENDQ06duyI\n",
"uro6GRkZ/PbbbxQWFlJQUMAPP/yAQqGgdevWODg4MGnSJKnzqZzrGRUVxbJly5g+fTr29vbo6ekx\n",
"a9YscnJyXvp9/q8SczIFQRAEQRBegVqaMsZ6mWOgq4GBrsYLhxoKwj/l3r17HDp0iMDAQJUOplKt\n",
"WrUoLi5m4MCB3Llzh7i4ODZu3MiNGzcYNGhQpfvNzs7mjz/+4NNPP6Vjx46Ym5vz1VdfsXfvXpV2\n",
"kZGRvP/++2hqamJnZ0dxcTH169dnwYIF1KxZE0dHR7799luVZDxLly6VXq9ZswYjIyMOHDjA06dP\n",
"pTYzZszg2LFjyGQy4uLiaNy4MQEBAdy5c0fl+CdOnKBDhw58+OGHNGnShIYNG/Lnn3++9My4/2Wi\n",
"kykIgiAIr4gyq+G9e/deeF+urq4sXbq0WtvI5XJ27dr1wscW/j47A00WdrViYVcrMR9TeG1dvnwZ\n",
"hUKBjY1NpW0SExP5448/WLRoEc2aNcPR0ZFFixZx9uzZShPknD9/nvr16xMYGEjNmjWRy+X4+fmx\n",
"ePFilXbdu3dnwIAB9O3bl6ioKJKSkujWrRvff/89AA0aNODjjz/mp59+AkpGIKOjoxk0aBDa2trs\n",
"37+fQYMGoaenx5UrVwB4/Pgxq1ev5uOPPwbAwsKC2bNnY2hoSFxcnMrxraysOHLkCCdPniQjI4Px\n",
"48dz9erVv3cz31IiXFYQBEEQXoLAwEAePXpUYZr79PR02rVrx9q1a0lLS0NfX/+Fj7dr164KRxie\n",
"JS0tjdq1a7/wsYUXI0Yvhddd6RIhlUlPT8fY2BgzMzNpWcOGDTE2NiY9Pb3CBDm5ublSaKqyZmar\n",
"Vq3Ys2ePtAyQ5mFOmjSJ/Px8Bg8ejEwmQ09Pj8ePH7Np0ybU1dWRy+UYGRlRWFjIrVu3eO+992jc\n",
"uDHh4eHExMSgq6tLo0aNOH/+PDdu3KCwsBB7e3vpOGpqajg7O3Pp0iWVUcrPP/+crKwsPv74Y2rU\n",
"qIG/vz9+fn6kp6f/zTv69hGdTEEQBEF4Cfr168egQYO4evUqcrlcZd26deto0KCBlCGxMsXFxUDJ\n",
"B5/nMTAwqPY51qtXr9rbCILw9rGwsEAmk3HhwgU6duxY7e0rCyvV1dWVwmkjIyMBWLt2rdR+1KhR\n",
"REREoKurC4COjg4LFizA29ubUaNGMXLkSFq2bEmtWrX44Ycf2L17N3FxcTx8+JA1a9YA8MEHH/DB\n",
"Bx8AMGLECK5fv05WVha//fYbAM7OzmRlZamcl56ensqyOnXqsHz58gqvwdXVlYEDBxIUFFTt+/I2\n",
"EeGygiAIgvAS+Pj4YGhoWG4ks7CwkE2bNuHv718uXFZZQ+7AgQN4e3tjYWFBRkYGt2/fJjAwECsr\n",
"K1xdXdm4cSPe3t5ERERI+23dujVRUVHSa7lczpo1axgyZAg2Nja4u7uzefNmlXMpGy47c+ZMPD09\n",
"pePMmDGDgoKCf+L2CILwBtHX16dt27asXLmS/Pz8cusfPHiAjY0NN2/eVAkjzczM5MaNGyQmJuLh\n",
"4UFYWBj5+fl88sknHDhwABsbG06cOKGyrxMnTmBnZ/fM8zl58iQtWrQgMDCQpk2bYm5uzuXLl6XO\n",
"ae3atTE2NiYlJUXaRqFQkJaWJrVp1KgRWlpaKscvKioiJSWlwlqe8+fPx8fHp9zyXbt20b9//2ee\n",
"b3U8r5bom0p0MgVBEAThJVBXV6dXr15s2LBBJdRs79693Lt3T6V2W2kFBQUsWLCAOXPmcOjQIczM\n",
"zAgJCeHatWts3LiRFStWEBcXR3Z2tsrogDLUrLTIyEg6d+7Mvn376NatG6NHjyY7O7vSc9bV1SUi\n",
"IoKEhARmzpzJ1q1bWbhw4QveCeFN0bNnTyZMmPDcNhMnTnxFZyS8TmbMmIFCoaBz587s2LGDjIwM\n",
"MjIyiImJoX379nh6etK4cWOCg4M5c+YMp0+f5tNPP0VDQ4OMjAzGjRtHaGgoNWrUwMfHh3HjxjFs\n",
"2DA2bdrEypUruXjxIt9//z0//fQTw4YNe+a5WFlZcfbsWQ4ePMjFixeJjIzk+PHjKn9rBw0axJIl\n",
"S9i5cycZGRlMnjyZ27dvS+t1dXX55JNPmDlzJgcOHCA9PZ1x48Zx584dBgwYUOX7YmBgUO2pCm8j\n",
"0ckUBEEQhJekT58+ZGdnc+TIEWnZunXr8PLyqjSlf1FRETNmzKBly5ZYWFhw/fp1Dh8+THh4OM7O\n",
"zjg4OBAZGcmjR4+ee/yePXvi5+eHubk5YWFhqKurc/z48Urbh4SE0LJlS8zMzPD29iY4OFhKpCG8\n",
"WqtXr8bGxkYlE+aTJ0+wsrIqN5py6dIl5HI5R48efeHjPi9b5ooVKxg3btwLH6e0rKws5HI5Z8+e\n",
"fan7FV6uhg0bsnv3bjw9PZk5cyYdOnTA39+fPXv2MHXqVAC+//576tatS69evejduze3bt3CwMCA\n",
"n3/+ma5du2JoaIi6ujqBgYHs27ePjh07Mnr0aGbMmMF7773HpEmTsLe3x8HBQTquQqFgypQpbN26\n",
"FXd3d+zs7EhISKBDhw4EBwfTtWtXNm3aRL169cjNzcXFxQUHBwfS09P58MMPCQ0NlcJlbWxsSE1N\n",
"xcrKCl9fXxwcHOjWrRujRo2iY8eOnDlzBmdnZ9q1a4e1tTW+7TuQlJREbGwskZGRnD9/Hrlcjlwu\n",
"Z+PGjUD5KJKHDx8yduxYnJ2dsbKyom3btmzbtg2oeJSydERLUlISo0ePJj8/XzqOMoz4TSfmZAqC\n",
"IAjCS2JhYYGrqyvr16/H09OTGzdukJCQwJIlSyrdRkNDQ+UD1p9//omamhrNmzeXlpmamkrFwp+l\n",
"dHFxdXV16tatWy41f2k7duwgOjqazMxM8vLyKCoqqlLCD+Hl8/Dw4NGjR5w6dYpWrVoBcOrUKerU\n",
"qcPly5e5e/euNA83KSkJbW1tqd0/qU6dOv/YvsV77fVnZGTE9OnTmT59eoXrzczMWLFiBVBS9sTR\n",
"0ZEvv/xSGunz9/eXojiUZU+2b9+Og4MD06dPR6FQMH78eAYNGiSF8o8aNYqlS5eyY8cOvv/+e/Ly\n",
"8vjss89o27Ytv/76K1DygCw+Pp5u3boxZMgQrl27xtChQ/nss8+kuZezZ8/m4cOHfP/991hZWfHL\n",
"L78QGhpKVFQUU6dOJT8/n/bt26Ojo8PUBcvZeOkpudkXycp9Svfu3blw4QL79u1j06ZNANSsWRNQ\n",
"jSJRKBR88skn5ObmEhkZiZWVFRcvXuTx48dVur+tWrVi6tSpzJ49m2PHjgFI81HfdGIkUxAEQRBe\n",
"or59+xIfH8/9+/fZsGED+vr6z0ycoaWl9dJqr2lqqpbEkMlkUjKhslJSUhg+fDjt2rUjJiaGPXv2\n",
"EBYWxpMnT17KuQjVY2lpibGxscroZFJSEh4eHjRr1oykpCSV5S4uLiQlJeHn54eDgwMODg4EBASQ\n",
"kZGhst/IyEhat26NpaUlLVq04PPPP1dZX1RUxKxZs2jWrBnNmzeXPvgrlQ2pbd26NQsWLCAsLAx7\n",
"e3tatmypMqoDJQ9KPvroI2lU5+DBg9jY2EgjQW5ubgB06dIFuVxOr169gJLEV5GRkbRs2RJLS0t8\n",
"fX2lrKPw/yOgu3btok+fPlhbW9OuXTsSEhL+1j0XXq6XWfakqKiIyMhI7O3tcXFxISAgoFxZlFq1\n",
"ahEeHo61tTWenp507dpVapOfn8/y5cuZN28eXl5eyOVyevToQd++fVm5ciUAW7ZsIScnh4XLVrDj\n",
"oSGPdAzRsG7N7nxTCtW10dXVRUNDg3r16lGvXj1q1KhR7nqOHDlCamoqy5Ytk47j6elJhw4dqnTP\n",
"NDU1qVmzJjKZTDqO6GQKgiAIglBOly5d0NbWZvPmzcTGxtKzZ0/U1dWrvL2VlRXFxcWcPn1aWnbt\n",
"2jVu3rz5Us/z5MmTmJiY8Pnnn+Po6EijRo1EHbh/mbu7e7nOpIeHB25ubirLk5OTcXd3Jz8/nyFD\n",
"hrBz5042bdpErVq1GDBgAIWFhQDs3LmTpUuXMmvWLBITE4mJiaFFixYqx9yyZQtaWlps27aNr7/+\n",
"mujoaCnUT6nsQ5Dly5fTpEkT4uPjGT58OF9//bWUcKW4uJjBgwejqanJ9u3bmT9/PvPnz5fOSXle\n",
"gFTSJzo6GoDo6GiWLl3KxIkT2b9/P506dWLw4MHS6JVSeHg4gwcPZt++fTRv3pzPPvuswuQ0wqv1\n",
"MsqeKJmZmUkjhwDGxsblojJsbW1V3ptGRkbk5OQAcOHCBQoKCujXrx+2trbS148//ijVzTx37hxN\n",
"mjThnXf+fkmpc+fOYWRkhLW19d/ex3+V6GQKgiAIwkuko6NDjx49mD9/PpmZmfTp06da21tbW9O2\n",
"bVvGjh1Lamoq586dY9SoURU+RX8RVlZW3Lhxgy1btpCZmUlMTAxbt259qccQqsfd3Z2UlBQKCwt5\n",
"/PgxqampuLm5qXQyMzIyuHnzJh4eHnTp0oXOnTvTqFEj7O3tiYiIICsri7S0NACuXr2KkZERnp6e\n",
"mJqa4ujoSGBgoMoxbW1tGT16NBYWFnTr1g13d/dyI0ZltW3blsDAQMzNzRk4cCCNGjWStklISODi\n",
"xYssWLCAJk2a4OLiwpQpU1TmmirDfvX19alXr54Ukrt06VKGDh1K9+7dsbCwYMyYMbz77rvlRkqH\n",
"DBmCr68vjRo1YuzYsdy/f79cR/R1VjbL839F6bInf0fpDmPZqAz4/xJPuYUKCosp9/BOJpNJHV1l\n",
"25iYGPbu3St9HTx4kLVr10rbKBQKamnKGOtljoGuBga6Goz1Mn9ptWzV1NTKdb5L/y78l4lOpiAI\n",
"giC8ZP369ePBgwe0atWq3BPusqNCFYXKRkZGUr9+fXr16sWgQYP48MMPMTQ0fKkdzfbt2zN06FAm\n",
"T55M+/btSUxMZMyYMS8tdFeoPg8PDwoKCvjll19ISUnBwMAAc3NzWrZsSWZmJrdv3+bo0aPo6Ojg\n",
"7OzM5cuXGT58OB4eHtjb2+Pk5ERxcTHXrl0DoFu3bhQUFODq6sqYMWPYsWNHuXDo0vN4QXU0qCIy\n",
"mazcNiYmJtIoU0ZGBsbGxipziJs3b/7c2q+5ubncvHmz3DzTd999l/T0dEJCQnB1dUWhUKgc39jY\n",
"GIVCQY8ePaqVIfRtV1nypZCQkL99H1+k7MnNmzefGWardP5uISN3/MmJq7nkPaOvZmtri7a2NllZ\n",
"WZibm6t8KUdRmzVrxu+//87du3exM9BkYVcrFna1ws6gpIOrqalJUVHRM8+nadOm3Lp1q1yYulLd\n",
"unV59OgRf/31l7Ss7AMRLS2t5x7nTSQS/wiCIAjCS9a0adMKQ0/d3d1VCn6XTopRmqGhoTRvCODu\n",
"3bt8+eWXNGrUSFqWnJyssk1Fx3tem3HjxpXLHPoy678J1dOwYUPkcjnHjh1DoVBIcxd1dXWleZnH\n",
"jh2jdevWqKurM2DAAMzMzAgPD8fExAR1dXXatWsndSRNTU1JSEggMTGRI0eOMG3aNCIjI9mxY4eU\n",
"mKU683iVNDTKf3z8p5L4KBQKKdGKsbExN2/eVPlArvy+bt264gHJ3/Cyf24zZsygR48edO7cmdDQ\n",
"UOzt7QE4evQoixYt4sSJE1LZk2nTpqFQKJgwYQKOjo54eHg8+1yB2YczuZv/lIKnxaTn5JFbqKhw\n",
"1LFmzZoEBQVJCYveffdd8vLySE1NRV1dnYCAAPz8/Fi0aBH/+9//+OqrrzA2Nub8+fPUrFkTd3d3\n",
"GjZsyNWrVzl37hympqbUrFkTLS0tleO89957tGjRgk8//ZQpU6ZgYWHB5cuXefToER07dqRFixbo\n",
"6uoya9YsBg8ezG+//UZMTIzKPuRyOQUFBSQkJNC0aVN0dHT+EyVSxEimALzc0A2RmlwQBOHFHD16\n",
"lPj4eDIzM0lJSWHo0KEYGBjQtm3bf/vUhH+Ycl5mUlIS7u7u0nI3NzeOHj1KcnIyHh4e3L17lz//\n",
"/JMRI0bQpk0brK2t+euvv8qF4mlra+Pj48OUKVPYtWsX58+f5+TJk//Y+VtbW3Pz5k2VOcSnT59W\n",
"6bgqO7alO4u1atXC2NiYEydOqOzv5MmTUgkIZVRA6UQ/+/fvB0pGrpQdprS0NPr27UuzZs2wt7fH\n",
"z89PmjOqtHr1atq0aYOVlRXNmjUjICBAOp/ff/+d3r17Y29vj62tLR4eHlK4cnFxMaNHj8bNzQ0r\n",
"KyvatGnDkiVLynXWNmzYgI+PD5aWljg5ORESEqKy/t69ewwZMgQbGxvc3d3ZvHmztK6yz1FlP6s9\n",
"L6nT4sWL8fDwkMp3lD5G2eRLPXv2JCIigri4OPbv3y+V01A+qHresZT+TtkTExMTKUMtVFwDWLm8\n",
"1AtklI8KKd0mLCyM0aNHExUVhY+PD/369WP37t00bNgQKJnaEBcXR/369QkMDMTHx4eIiAhp1L1L\n",
"ly54e3vj7++Po6NjhdMJZDIZP/74I61atWLEiBG0a9eOKVOmSHOQ9fX1+e6770hISMDX15d169YR\n",
"Fhamcp6tWrXik08+Yfjw4Tg6OpYLD39TiZHMt8jZs2fp0qULLi4uog6aIAjCa+zp06fMnTuXzMxM\n",
"dHR0cHFxYfPmzf+Jp9vCs7m7u7NlyxZkMhkRERHScjc3N4KCgsjLy8Pd3Z133nkHAwMD1qxZg4mJ\n",
"CTdu3ODrr79WGWWMjY2luLgYJycn9PT02LZtG1paWlhaWkptqjKSVZ02Xl5eWFlZERISwsSJE3n0\n",
"6BFTp05FQ0ND+mCtzNR58OBBzMzM0NbWpnbt2gwbNox58+ZhaWlJ06ZN2bx5MydOnCA+Pp5ly5YB\n",
"JR/q9+zZw+jRowFYv369tFwpLy+PXr16MX36dGQyGT/88AP9+/cnMTERfX19Tp8+zYQJE1iwYAGt\n",
"WrXiwYMHKomVgoODcXBwYNasWWhoaJCZmYm2tjZQ0smsX78+S5cupW7duqSmpvLll1+ir68vzb9e\n",
"vXo1U6ZMYezYsfj6+pKXl6eyfyjptI0fP57x48ezdu1aRo8eTevWrVUS4jyLMqnT4sWLsbe3Jycn\n",
"h9TUVGn97Nmz+fnnn5k5c6ZK+Y46derg4+PDzp07ef/991m7di1NmjRBU1MTTU1N0tPTefDgAQsX\n",
"LgRKStg871hlVafsSUVGjRrFqFGjVJYpoz462isKAAAgAElEQVTO3y1k9uFMDAK/Kjd3sqLtBg4c\n",
"yMCBAys9Vv369SstMaWlpSW970orGyFSu3Zt5syZw5w5cyrcT4cOHcplm/3www9VXs+aNYtZs2ZV\n",
"ep5vItHJfIusXbuWwMBA4uLiyMjIEJmwBEEQXlNeXl54eXn926ch/Avc3d0pLCzE1NQUc3Nzafm7\n",
"775LQUEBtWvXxtHREZlMxpIlS5g0aRK+vr5YWFgwceJEPv30U2mbd955h0WLFjF9+nQKCwuxs7Nj\n",
"+fLlyOVyqU1Fc4SrMm+4LGUbmUxGdHQ0oaGhdO3alQYNGjBhwgSGDBkiddQ0NDSYPn06kZGR0gjZ\n",
"xo0bGTRoEH/99Rdff/01OTk5WFlZER0dTePGjVXCZi9cuMDly5fR1dXl8OHDKglfgHJhl9OnT2fX\n",
"rl0cPHiQDz/8kOzsbHR1dWnfvj16enqYmZnRpEkTqX12djZDhw7FysoKKAl/z83Nlc59zJgxUlsz\n",
"MzPOnj3LTz/9JHUyv/nmG/6vvXuP6/H8Hzj++ijpoINO0kFKhLDNQuYQiTVmZouQnMdyWsMchjk0\n",
"crYxpDanbbQOQ2PD1+QwzGls5hzK1NKSHKJ0+v3h8bl/fXRkqaz38/HYY7o/933d131/rk/d7891\n",
"Xe9r+PDhGu9F06ZNNerk7e1Nr169gMc9bl999RXHjh1TtpUkf1InbW1tJbET/P/yHWFhYcocV1tb\n",
"W3777TfWr19P586dCyRfUqtRowbVq1fX2FbcuZ4UEBBAZGQkffv2ZfHixRqvzZ07l9WrV9O5c+cC\n",
"Q0ZLSz13EsCwuorDhw/Tp08fzpw5Q61az54lVpQ9CTKriIcPH7Jt2za2bNnCw4cP2bx5MzNmzChy\n",
"/3nz5rFz504SEhKwsLCgR48eTJw4UfkDkZCQwPTp0zl27BiZmZnY2Ngwfvx4evbsWaCs3Nxcpk+f\n",
"TkxMDJs3b6Zu3bp89NFHHD58mOTkZOrUqYOvry/vv/++zKcQQojn4F7W4wfwssqYKJ4fa2vrQufX\n",
"6uvrExcXp7Gtbdu2ynBRtfyZPV9//fVi12iNjIwssG3ZsmXF7vNkL05h+zg6OioL2MPjRCdZWVk4\n",
"ODgo2/r160e/fv00jlOpVAQEBBQYWqqmp6fHX3/9xZgxY9i8eTNGRka89tprfPPNNwQEBHD79m0A\n",
"UlJSWLhwIUeOHCElJYWcnBwyMjKUhEju7u7Y2Njg5uZGx44d6dChA926dcPAwAB4nL32o48+IiIi\n",
"gnbt2ilDOtU2btzI5s2bSUhIICMjg+zsbCVwT0lJ4ebNm7Rr167Qa1DLn7xIS0sLMzOzYhMuPalH\n",
"jx6sXbtWuYaOHTvStWtXdHR0NJbvyP9clZ2djZ2dXanPUZpzPUmlUmFtbc0PP/xAYGCgMvoiOzub\n",
"yMhIbGxs/vWzXmG/x57XnGDx7GROZhWxY8cObG1tcXZ25p133iEyMrLYFMr6+vosXbqUAwcOMG/e\n",
"PLZt26YMnQD4+OOPyczMJDIykn379jF79mwlBXl+WVlZjBkzhmPHjrFt2zbq1aunMdTkwIEDTJ48\n",
"mRUrVvDdd989l2sXQoiqTJ2Ncdz2K1xMzSr5ACH+pZ9++on9+/dz/fp1Dh06xIcffoiLi0uB3rxn\n",
"5ePjQ2RkJN99951G4ix18BIQEMCZM2eYPXs20dHR7N69mzp16ijz5AwMDNi1axfBwcFYW1vzxRdf\n",
"0KFDB2Ue6fjx44mJicHLy4sTJ07Qpk0b5Rll27ZtzJ49Gx8fHzZt2sT//vc/Bg4cWCBrb0mKS7ik\n",
"nhOYP3DKv84o/H9SpwULFlCzZk3mzJnDG2+8wcOHD0u9fEdRngwCiztXYRo3boyDg4PGeqs///wz\n",
"urq6tGnTRmOZkWXLluHq6oqjoyOenp7s3r1bOUY9N/XHH3+kb9++ODk50alTJ2VO7l9//UWfPn0A\n",
"aN68Oba2tspw2ZiYGHr16oWLiwsuLi74+vpqZIAtqWx1/Uoz/1YUToLMKiIsLIx3330XeDwUR09P\n",
"j127dhW5f0BAAK6urtjY2ODh4cGYMWM05nEmJCTQsmVLGjdujK2trfLNVn7p6ekMHjyYGzduEBUV\n",
"haWlJfD/Q02aN2+OjY0NPXr0YMCAATJPVAghyti9rDwlG2Pqg2zm749XejWFeF7S09OZPn06nTp1\n",
"Yty4cTg7O5cquCmJ+uG+ffv26OjocPv2bby8vArsd/z4cYYMGYKHhwcNGjTAwMCA5ORkjX20tLRo\n",
"27YtU6dOZc+ePTx8+FCjV9jBwYGhQ4eyceNG/Pz8lPofP36cV155hcGDB9O0aVPs7e2Ji4vTmG9q\n",
"ZWVV4lqjxVEPZU1KSlK2FbYOaFFJnZydnUtcvqOw5EtQ9HIaT5tAqm/fvhqdB2FhYfj4+GgEsF9+\n",
"+SVr1qxhxowZ/Pzzz3h5eTF8+PAC17pgwQKGDx/Onj17eOmllxg1ahQPHjzAxsaG0NBQAPbt28fp\n",
"06eZM2cO8HgE34gRI9ixYwdRUVHoGRgycNCgAsF6UWUD0inyL8lw2Srg2rVrHD9+nJUrVyrb3n77\n",
"bcLCwujevXuhx2zfvp0vv/yS+Ph40tPTycnJ0fjmZvjw4UyZMoWYmBjatWvHG2+8QbNmzTTKGDt2\n",
"LLVr1yYiIqJAsorihpoIIYQQovJ42uHW3t7eeHt7P88qsWfPHkCzR1D9nKIervvKK6+Qnp7Op59+\n",
"qrHf//73P+Lj43Fzc8PExIRDhw5x//59GjRoQEZGBnPmzKFHjx7Y2tryzz//8Ouvv/Lyyy8DUL9+\n",
"fSIiIoiJicHe3p5t27Zx9OhRjdFc48aNY/bs2Zibm+Ph4cHDhw85dOgQI0eOLNW1qddBXbVqFfXq\n",
"1ePOnTvMnz9fY5/ikjoZGBiUuHxHUcmX7OzsiImJ4cqVK9SqVQsjIyOioqJKTCCV/z1QqVT06tWL\n",
"wMBAjbmzc+fOZeHChUqguWbNGt5//31lqtXEiRP59ddfCQ4OZsWKFUqZI0aMwNPTE4ApU6YQGRnJ\n",
"2bNnadmypXLfzczMNOZkduvWTfn3xdQsMj1Gc/2n7kQfPMm7Hm6lKrs0829F0STIrAI2b95MTk4O\n",
"rVq1UrapfxH//fff1KlTR2P/kydPMnr0aMaPH0+nTp0wMjJi165dGlnC+vbti7u7O3v37uXgwYP0\n",
"7NmTMWPGaGT18vT0JCIiguPHj9OhQwdlu3qoyYwZM3B1dcXQ0JB169axc+fO53ULhBCiSjKsrmKK\n",
"uz3z98cDFMjGKERJ1Nk84XH7US9UX96eTEiknj9Z2OtLlixh0qRJeHl5YWVlxYQJE5T5mvA4IVJI\n",
"SAifffYZDx8+xMHBgcWLF9OyZUuysrK4e/cuH374IcnJydSqVYtu3boxZcoUAAYMGMDZs2cZM2YM\n",
"eXl5dO/enREjRhAeHq6UP3DgQHR0dFizZg3z5s3DxMSEzp07P9X1Ll26lIkTJ9KtWzfq1avHvHnz\n",
"NDKSlpTUadKkSVhYWBAcHMzUqVOpWbMmTZs2xd/fHyg6+ZKvry9HjhyhW7duPHjwgIiIiFIlkHqS\n",
"sbExb7zxhsbcWWtra+X1+/fvc/PmTSUxkVqrVq3Yu3evxrb881dr164NwK1bt4q9f3FxcSxatIjf\n",
"Tp0i8WYKubm55OXlEvrz73Rt37rUZUunyLOTIPM/Ljs7m4iICD7++GPlmxp4HGSOGzeOsLAwPvzw\n",
"Q41jjh8/jpWVlcYaSIUlIVAn7PH19WXVqlV89dVXGkFm//79adq0KUOHDmXt2rVKoJl/qIla/qEm\n",
"Qgghys6T2RiFKK38w60B5u+PZ/mb9SukHT2ZkKi415s0acL27ds1Xs8foLVs2ZKIiIhCy6levTpf\n",
"fPGFxjZDQ0Mlu2z16tVZvHhxgcypTz5L9e3bt8jersKeqZ5MqOTk5FRgGlH+40pK6gQlL99RWPIl\n",
"U1PTQoc2l3Suwvj4+BAQEICBgQEfffRRqY5R94Tml78XWv1a/nVXCzNo0CBsbGyYE7SQ0POPuJOZ\n",
"x9klQ8nL0RwuW1zZ0iny78iczP+4n3/+mdu3b9O/f38aNmyo/Ofs7EzPnj01vnlTq1+/PklJSWzZ\n",
"soX4+Hg2bNhQYAHaTz75hH379hEfH8+ff/7J3r17lcWS8/P19WXWrFkMGzZMmUxdv359zpw5Q0xM\n",
"DFevXmXZsmUcPXr0+dwAIYQQGFZXSYBZBgICAhg0aNC/Lue7774r9G9mfsHBwbi5uRW7jxCVUWnm\n",
"ztasWZPatWtz7Ngxje3Hjx8v8bORnzpIzB90pqamEhsbS2pqKl3c2xHYpz01VZnk5ebwZiNzkuJi\n",
"NRIQFaWk+bflTZ2s6MyZMxVy/qclPZn/cWFhYbRt2xYTE5MCr3Xv3p2goCCNTFoAXbp04f3332fm\n",
"zJlkZGTg7u7OxIkTmTZtmrJPXl4e06dP5++//8bAwID27dvzySefKK/n/wAOGDCAvLw8hg0bxtq1\n",
"a0s11EQIIYSoCOp1/vJTqVTs3Lmz0DUkn0XPnj3p0qXLvy7neZPh1uLfKm7urL+/P4sXL8bR0ZGm\n",
"TZvy/fffc+zYsWITUz7J1tYWlUrFnj178PT0RE9PDxMTEwwNDTlz5gxHjhwBIH3nF1TX1sbKQIvN\n",
"mzdTp04d/v7772LLfnL+7ffff8/Ro0cLfaYuTy9KdlsJMv/j1q1bV+Rr9vb2/PXXX0DBoRtTp05l\n",
"6tSpGtsGDhyo/Dv//Mwn2dnZKeWq+fn54efnp/xcmqEmQgghRHlTqVR06NBBY9kueLxofV5e3r9+\n",
"wMvOzkZXVxddXd1/VU55keHW4mk8zdzZYcOGcf/+fT799FNSUlKoX78+X375pcY8yZK+1KlTpw4T\n",
"JkxgwYIFTJw4kd69e7N06VJCQ0MZMGAAPj4+NGzYkBkzZvDee++Rk5NDVFQU77zzDqGhocyYMYPz\n",
"58+jq6tLu3btND7fp06dwsjIiOHDh5OZmUmNGjXw8/MjNDSUbdu2sXHjRk6fPo2TkxOfffYZKpWK\n",
"SZMmcf78eZo2bcry5cs11iX9+uuvCQ4OJjExEWtra0aPHk3//v2V121tbVmwYAH79+8nJiYGCwsL\n",
"Jk6cqAz1btOmDfD/SY3atGlT5LDvykCV96KEw4VQL6orRGWSf+6GEJWJtE1RmVWW9hkQEEBaWhrr\n",
"168v9LXbt2+zYcMGADIzM5k7dy7R0dHcu3ePJk2a8MknnyjJTA4fPkyfPn3YuHEjS5Ys4dy5c4SG\n",
"hnLr1i1mzJjBpUuXlLJXrVpFSEgIDx484I033qBu3bpEREQoc/VOnz7NggUL+PPPP8nKyqJx48ZM\n",
"nz6dV1999fnflCqupLb5tNl3RfkICgpi69at/Prrr0qw+uOPP/L+++/z66+/0rVrV3x9fenduzfZ\n",
"2dnMnz+flJQUfvjhB1QqFQEBAfz000907dqVsWPHkpeXh76+vrJu5qxZs7Czs2Pq1KncunULMzMz\n",
"xo8fj5mZGQEBAVhaWiq/R3766Sf8/f2ZNWsW7u7uyhrzoaGhyqgGW1tbrKysmDZtGi1atGDTpk2E\n",
"hITwyy+/YGNjw++//0737t3ZtGkTTZo0oXr16hgbG2skVKpMZE6mEEIIIUQ+pf3+fe7cuWzfvp2l\n",
"S5eya9cuGjdujK+vb4E1GefNm8fkyZM5cOAALVq0KFBOdHQ0ixYt4qOPPmLXrl3Ur1+fkJAQjV6c\n",
"9PR0evfuzZYtW9ixYwcuLi4MHDhQI2uqKH8XU7MYt/0K47Zf4WJqVskHiHLTt29fEhISOHjwoLJt\n",
"8+bNuLu78+233+Li4sLUqVNxcnKiUaNGfPbZZ5w+fZo//vhD2V9XV5elS5cq+UzURowYQadOnXBy\n",
"cmLkyJFcunSJYcOG0aZNGxo2bMjgwYM5fPiwsn9wcDDe3t4MHjwYBwcHhgwZQq9evVi1apVGnb29\n",
"venVqxf29vZMmjQJLS0tZd6qev3UWrVqYW5urrFsTmUkQaYQQgghRD779u3TSJaXf7qH2oMHD/j6\n",
"66+ZNm0aHh4eODk5MX/+fCwsLAr0gk6YMIEOHTpgZ2enPCjm9+WXX9K7d298fX1xcHBg3LhxvPLK\n",
"Kxr7tG3blnfeeQcnJyfq169PYGAgNWrUICYmpkyvXZRe/uy7qQ+ymb8/XunVFBXPwcEBNzc3wsLC\n",
"AEhKSuLAgQP069ePP/74g6NHj2p8zlu1aoVKpSIuLk4pw9nZWWM+qVr+Ib3m5uYANGrUSGPbgwcP\n",
"yMjIACA2NrbAci0tW7bUGM3wZLlaWlqYmZmRkpLyjHegYsmcTFFhZHiJEEKIysjNzY2FCxcqPxc2\n",
"fzIuLo6srCyNB8dq1arRokULLl++rLFv8+bNiz3flStX8PX11djWokULjYfdlJQUFi5cyJEjR0hJ\n",
"SSEnJ4eMjAyZOiREMfr168ekSZNIS0vj67BwTExq0bVrVzZt2oSnpyczZswocIw6aATQ09MrtNzC\n",
"lj4pbFtJoyKKW65F/XpJy7VUVhJkigpRWRZ3FkIIIZ6kq6uLvb39Mx//5IOjvr7+v60SAQEB3Lp1\n",
"i9mzZ2NnZ0f16tXx8fEhK0uGaFYUyb5b+XXr1o0ZM2aw+usIvlr3DbVf7syVu3k0a9aMH374ARsb\n",
"G7S1n3841KBBA44dO4aPj4+y7dixYxpDcEuiDkBzcnLKvH7PgwyXFeVOhpcIIYR40dWrVw8dHR2N\n",
"df5ycnI4efLkU63zB+Dk5MTJkyc1tv32228awerx48cZMmQIHh4eNGjQAAMDgwJzP0X5U2ffXf5m\n",
"ffnCvBLS09Oj+1tvE7x8CQ9vJVLzZS/m74/He8Ag7t27h7+/P6dOnSI+Pp4DBw4wadIk0tPTy7we\n",
"/v7+REVFsX79eq5evcratWvZunUr/v7+pS7D3NwcXV1dYmJi+Oeff7h7926Z17MsSZAphBBCCPGU\n",
"9PX18fPzY968eezdu5fLly8rWSYHDRr0VGUNGzaMyMhINm3axNWrV1mxYgWnT5/WGGrn6OhIVFQU\n",
"ly9f5vTp0/j7+xc6V0yUP8PqKunBrMS8ffqR/fA+Ne1d0LV8vKSIpWVttm7dikqlYsCAAXh4eDB9\n",
"+nR0dXXR0dEBCi7HovYs215//XUCAwMJDQ3Fw8ODtWvXEhQUhKenZ6mvQ1tbm8DAQDZv3syrr77K\n",
"sGHDSn1sRZDhsqLcyfASIYQQlVVRD5aFvTZt2jQAxo8fz927d2natCnffPMNFhYWGscUVZbaW2+9\n",
"xfXr11mwYAEPHz7k9ddfZ8SIERpr4C1ZsoRJkybh5eWFlZUVEyZMkMyyQpRC61easfePawWeOw0d\n",
"HAgJCSnyuGXLlhXYVtha8C+99FKBbZ06dSpxzfgnPblmPaAsYaTWr18/+vXrV2QZlYmskykqzH81\n",
"8U9lWetNiCdJ2xSVmbRPUVlJ2/xv+K8+d1bWdTKlJ1NUmP/ah1wIIYQQQlRO8txZvmROphBCCCGE\n",
"EEKIMiNBphBCCCGEEEKUg3tZeVViVQUZLiuEEEII8QL4r84pE6KqqErrxEtPphBCCCFEJXcxNYtx\n",
"268wbvsVLqZmVXR1hBBPqaqtEy9BphBCCCFEJVbVHk6FEC8+CTKFEEIIIYQQ4jlSrxNvqq+Nqb72\n",
"f36deJmTKYQQQghRiakfTp9cTF4I8WJxNq3O8jfrA//9udUSZAohhBBCVHJV6eFUiP+yqvL5lSBT\n",
"CCGEEOIFUFUeToUQLz6ZkymEEEIIIYQQosxIkCmEEEIIIYQQosxIkCmEEEIIIYQQosxIkCmEEEII\n",
"IYQQosxIkCmEEEIIIYQQosxIkCmEEEIIIYQQosxIkCmEEEIIIYQQosyU6zqZo0ePRk9Pj2rVqqGl\n",
"pUVQUBD3799n2bJlpKSkYGFhwYcffoiBgUF5VksIIYQQQgghRBkp1yATYNasWdSsWVP5eevWrTRv\n",
"3pyePXuydetWtm7diq+vb3lXSwghhBBCCCFEGSj34bJ5eXkaP584cQJ3d3cAOnbsyPHjx8u7SkII\n",
"IYQQQgghyki59mSqVCoCAwOpVq0anp6eeHp6cufOHUxMTAAwNjbmzp075VklIYQQQgghhBBlqFyD\n",
"zMDAQGrVqsXdu3cJDAzExsZG43WVSlWe1RFCCCGEEEIIUcbKNcisVasWAEZGRrRq1YrY2FiMjY1J\n",
"S0vDxMSE27dvY2xsXOixZ8+e5ezZs8rPffr0wdraulzqLcTTMjQ0rOgqCFEoaZuiMpP2KSoraZui\n",
"MgsPD1f+7eLigouLSwXW5rFym5OZmZnJw4cPAcjIyOCPP/6gbt26uLq6sm/fPgD2799Py5YtCz3e\n",
"xcWFPn36KP/lv5lCVCbSNkVlJW1TVGbSPkVlJW1TVGbh4eEaMVJlCDChHHsy79y5w6JFiwDIzc2l\n",
"Xbt2vPTSS9SvX59ly5YRExOjLGEihBBCCCGEEOLFVG5BpqWlpRJk5lezZk1mzJhRXtUQQgghhBBC\n",
"CPEclfsSJmWlsnQFC/EkaZuispK2KSozaZ+ispK2KSqzyto+VXlPLlwphBBCCCGEEEI8oxe2J1MI\n",
"IYQQQgghROUjQaYQQgghhBBCiDJTrutkloXTp0+zfv16cnNz8fDw4O23367oKokqKiUlhZUrV3Ln\n",
"zh1UKhWdO3emW7du3L9/n2XLlpGSkqJkTDYwMKjo6ooqKjc3lylTpmBqasqUKVOkfYpKIT09neDg\n",
"YG7cuAHAqFGjqFOnjrRNUeG2b99OTEwMAHXr1mXUqFFkZmZK2xQVYtWqVZw6dQojIyOWLFkCUOzf\n",
"8S1bthATE0O1atUYMmQIL730UoXVXWvWrFmzKuzsTyk3N5d58+Yxffp03n77bdatW0eTJk0wMjKq\n",
"6KqJKujRo0c0atQIHx8f3N3dCQ4OplmzZuzcuZO6desSEBBAamoqZ86coXnz5hVdXVFF7dixg5yc\n",
"HLKzs2nXrh3h4eHSPkWFCwkJoXnz5vj7+9OlSxf09fXZsmWLtE1RoVJTUwkNDWXx4sW88cYbHDly\n",
"hKysLI4dOyZtU1SImjVr0qlTJ44dO8brr78OUOTf8Rs3bhAZGcmiRYtwdXXls88+w8vLC5VKVSF1\n",
"f6GGy8bGxmJlZYWlpSXa2tq0bduWEydOVHS1RBVlYmJCvXr1ANDV1cXGxobU1FROnDiBu7s7AB07\n",
"duT48eMVWEtRld26dYtTp07h4eGBOsebtE9R0R48eMCFCxfw8PAAQEtLC319fWmbolLIyckhMzNT\n",
"+b+pqam0TVFhGjduXKDXvKj2ePz4cdq2bYu2tjaWlpZYWVkRGxtb7nVWe6GGy6ampmJmZqb8bGpq\n",
"WqE3Twi15ORk4uLiaNCgAXfu3MHExAQAY2Nj7ty5U8G1E1XVhg0bGDBgAA8fPlS2SfsUFS05ORkj\n",
"IyNWrVpFfHw8Dg4ODB48WNqmqHCmpqb06NGDUaNGoaOjw0svvUTz5s2lbYpKpaj2ePv2bRo0aKDs\n",
"Z2ZmRmpqaoXUEV6wnkwhKqOMjAyWLFnC4MGD0dPT03itooYoCHHy5EmMjIxwcHCgqJWqpH2KipCT\n",
"k8O1a9fo2rUrCxYsQFdXl61bt2rsI21TVIT79+9z4sQJVq5cyZo1a8jIyODAgQMa+0jbFJVJSe2x\n",
"ItvrC9WTaWpqyq1bt5Sfb926hampaQXWSFR12dnZLFmyhA4dOtCqVSvg8bdKaWlpmJiYcPv2bYyN\n",
"jSu4lqIqunjxIidPnuTUqVNkZWXx8OFDVqxYIe1TVDgzMzNMTU1xcnICwM3NjS1btmBiYiJtU1So\n",
"M2fOYGlpiaGhIQCtW7fm0qVL0jZFpVLU3/HKFie9UD2Z9evXJykpieTkZLKzszl8+DCurq4VXS1R\n",
"ReXl5REcHIyNjQ3du3dXtru6urJv3z4A9u/fT8uWLSuohqIq69+/P6tXr2blypUEBATg4uLC2LFj\n",
"pX2KCmdiYoK5uTmJiYkA/PHHH9jZ2fHqq69K2xQVysLCgsuXL/Po0SPy8vL4448/sLW1lbYpKpWi\n",
"/o67urpy6NAhsrOzSU5OJikpSfkyryKo8ooaR1VJnTp1SmMJk169elV0lUQVdeHCBWbOnEndunWV\n",
"4Qj9+/fHyclJUp2LSuXcuXP88MMPTJ48WZYwEZVCXFwca9asITs7m9q1azNq1Chyc3OlbYoKFx4e\n",
"zpEjR6hWrRoODg68//77ZGRkSNsUFeKzzz7j/Pnz3L17FxMTE/r06UPLli2LbI/ff/89MTExaGlp\n",
"MXjwYF5++eUKq/sLF2QKIYQQQgghhKi8XqjhskIIIYQQQgghKjcJMoUQQgghhBBClBkJMoUQQggh\n",
"hBBClBkJMoUQQgghhBBClBkJMoUQQgghhBBClBkJMoUQQgghhBBClBkJMoUQ4gUwevRofvjhB42f\n",
"t2/f/lzP6efnpyz4/F+QnJyMj48PV69ereiqPJU9e/bg7++Pj48PkZGRz1yOj48PR48eLfdjhRBC\n",
"VD3aFV0BIYQoLytXruTAgQP06dOHd999V9l+9uxZ5syZw1dffUXNmjUrsIbFU6lUyr/nz59PjRo1\n",
"nvv58p8zv7Vr1/L777/z+eefF3jt/v37jBw5kqFDh9K5c+diz7Fy5Uru3bvHlClT/nV94+LiCA8P\n",
"JzY2lvT0dIyNjalfvz6DBg3C3Nz8X5dfEe7fv89XX33FoEGDcHNzQ1dXt9D9SnPtISEhyoLdycnJ\n",
"jB07lqCgIBwdHZVyino/8h/7vN28eZMtW7Zw5swZ0tLSqFmzJtbW1nTs2JG2bduirS2PLkIIUdnJ\n",
"b2ohRJWhUqmoXr060dHRdOnSBSMjozIrOzs7u1wffg0NDcvtXIXp3Lkzu3bt4ty5czRp0kTjtV9+\n",
"+QVtbW3atm1bbvW5e/cugYGBvPzyy0ydOhVDQ0OSk5M5deoUDx48eK7nfp7vfUpKCrm5ubRo0QIT\n",
"E5NC9ynttRsbGz9zPf7NsU/jypUrzJkzBzs7O4YOHYqNjQ0qlYpr166xe/du6tSpQ8OGDculLoV5\n",
"nu91ef8OEUKI50l+mwkhqhQXFxdSU5Rs4vIAAA/WSURBVFOJiopiyJAhRe537tw5vvnmG+Lj49HX\n",
"16ddu3b4+voqD4GzZs3C1tYWHR0dDhw4gKWlJQMGDGD27NlMnTqVzZs3k5CQQP369fnggw9ISkpi\n",
"3bp13Lx5kyZNmjBmzBil1zQ2NpawsDCuXbtGdnY29vb2DBgwoNiH6dGjR+Pl5UWPHj0IDw8nKiqq\n",
"wD7e3t707t0bgJiYGKKjo0lOTsbc3JyuXbvSrVs3pacyKSmJ4OBgLl++jIWFBX5+fsXeR3t7exwd\n",
"HYmJiSkQZO7du5c2bdqgq6vL9evX2bBhAxcvXkRHRwdXV1cGDx6Mvr4+4eHhHDhwAHg8HBNg5syZ\n",
"NGnShNTUVDZu3Mjvv/8OgLOzM4MHD8bKyqrQ+ly4cIH09HRGjRqFlpYWAObm5gXqBvDPP//w7bff\n",
"cunSJSwsLBg8eDDNmzcHIDc3lzVr1nD27FnS0tIwMzOjc+fO9OjRQ7lX6t6+Ro0asXPnTnJycggN\n",
"DX3qOsPjIHLdunX8+eefADRr1oyhQ4diamrKvn37WL16NQBjx45Vzv1kr2xpr93Hx4fx48fTunVr\n",
"pbypU6cC0KRJE5o0aVLk+5H/WHUv6Pjx49m9e3eh9xHgt99+Y8OGDaSkpNCwYUO6dOnC559/Xug1\n",
"AOTl5bFy5Uqsra359NNPNV6rXbs2bm5uGtuKa1u///47CxYsICQkRGN0wqZNmzh16hSLFi0C4OLF\n",
"i2zatImrV69iYGCAq6srvr6+6OnpAcV/zmfMmMGmTZv466+/sLW1ZcSIETg4OCjnOnr0KOHh4SQl\n",
"JWFkZESXLl145513lNdHjx5Nx44d+eeffzh+/DjNmzfnww8/LHBfhBDiRSRBphCiysjLy0OlUtG/\n",
"f38WLVpEt27dqF27doH9UlNTCQoKwt3dnTFjxigBmEqlYuDAgcp+Bw8exNPTkzlz5gBw+/ZtACIi\n",
"IhgyZAj6+vp8/vnnLFu2DB0dHUaOHEm1atVYunQp4eHhDB06FICMjAzc3d2Vn3fu3ElQUBArVqwo\n",
"dviuOuh56623eP3115Xtv//+O6tXr6Zx48bA4zl9ERERDB06FEdHR65fv86aNWvQ0tLCy8uL3Nxc\n",
"Fi1ahKGhIXPnziUzM5P169eTlZVV7P308PBg48aNDB06VHkov3r1KvHx8QwfPpyMjAzmzp1LgwYN\n",
"CAoK4t69e6xZs4bVq1czYcIE3nrrLRITE0lPT2fMmDEAGBgYkJmZyezZs3F2dmb27Nloa2sTHR1N\n",
"YGCgci+fZGJiQl5eHkeOHKFt27ZFDvMFCAsLw8/Pj/fee4+oqCgl8NHV1SUvLw8zMzPGjx+PkZER\n",
"ly9fVgIVDw8PpYzz589jYGDA9OnTycvLe6Y65+bmsnDhQmrUqMHMmTMB+Oqrr1i0aBFBQUG89tpr\n",
"1KpVi3nz5hEUFISZmVmhPdhPc+1q8+bN4+OPP2batGnY29ujra2NlpYWCQkJBd6PZ7mPKSkpLF68\n",
"GC8vL7p06UJ8fDwbN24stk5xcXEkJCTwwQcflFj/ktpWs2bNMDQ05MiRI3Tp0gV4/Pk/dOiQ8lm5\n",
"fv06c+fOpU+fPvj7+3P//n3Wr1/P6tWrGT9+vHKuoj7nmzdvZsCAAZiYmLBu3TqWL1/OsmXLgMef\n",
"g2XLlvHuu+/Svn17YmNjCQkJQV9fHy8vL6Xs7du38+677/Luu++Sl5dX4nULIcSLQhL/CCGqFJVK\n",
"xSuvvIKzszObN28udJ9du3ZhamrK8OHDsba2pkWLFvTv359du3bx6NEjZT9LS0v8/PywtrbG2tpa\n",
"2e7j40OjRo2oW7cuXbp04dKlS/j5+eHk5ISjoyPu7u6cPXtW2b9p06a0b99eKWfIkCHo6Ohw6tSp\n",
"Ul2Trq4uxsbGGBsbk56ezrp16/Dz86Np06YAREVFMWDAAFq3bo2FhQWvvvoqPXv2ZPfu3QCcOXOG\n",
"hIQExo4dS7169XB2dmbQoEHk5uYWe9527doBcOjQIWXb3r17sbGxoWHDhvzyyy9kZmYyZswY7Ozs\n",
"aNKkCSNHjuTYsWPcvHkTXV1dqlevjpaWllJ/bW1tpbxRo0ZRt25drK2tGTFiBBkZGZw8ebLQujRs\n",
"2JBevXqxcuVKhg4dyty5c9myZQspKSkF9u3evTstWrTAysqKfv36cf/+feLj4wHQ0tKiT58+ODo6\n",
"Ym5uTps2bfD09NS4RgAdHR38/f2xtbXFzs7umer8559/cv36dT744AMcHR1xdHTkgw8+4OrVq5w5\n",
"cwYdHR3lSwYjIyOMjY2pVq3gn+2nuXY1dbBas2ZNjI2NMTAwKPL9KEpx93H37t1YWVkxcOBA6tSp\n",
"g5ubmxLsFeXvv/8G0PgsPXjwAD8/PwYOHMjAgQPZsmULQIltq1q1arRt25ZffvlFKevixYvcunVL\n",
"abfR0dG89tprvPnmm1hZWeHk5MTw4cM5evQod+/eVY4r7nPepEkTrK2t8fb2JjExkdTUVOBx8Oji\n",
"4kLv3r2xsrKiXbt29OjRg23btmlcs4uLC2+99Ra1a9cutsdbCCFeNNKTKYSoUtS9Bb6+vkyfPr3Q\n",
"TKMJCQk0aNBAY1ujRo3Izs4mKSmJunXrAmgkTMlP/Tr8/1y2J7flf4i9c+cO3333HWfPnuXOnTvk\n",
"5uby6NEjbt269VTXlp6ezoIFC3jttdfo1q0b8Hi+XmpqKiEhIYSGhir75uTkaFyvqakpZmZmyjYn\n",
"J6cSe8T09PRo06YNMTExeHp68ujRIw4dOqQkVUpISMDe3l4jWU3Dhg1RqVTcuHGj0F5keNwLlJyc\n",
"rNFrDPDo0SNu3rxZZH369u3Lm2++yZ9//smlS5fYu3cv33//PZMnT1YCbng81FetVq1awOP3QG33\n",
"7t3s3buXlJQUHj16RE5ODhYWFhrnsrOz0wjAnqXON27coFatWhpDRy0tLTE1NSUhIYFmzZoVea3P\n",
"eu1lqbj7qB4qnp+Tk9NTn0NPT4/FixeTl5dHUFCQ0m5L07batWvHjh07SElJwdzcnIMHD+Li4oKp\n",
"qSnw+D27efMmhw8fVspQ/364efOmMme7NJ9z9fXfvXtXef9effVVjf2dnZ2JjIwkIyNDqXdRZQsh\n",
"xItOgkwhRJXk5ORE69at+fbbbzUyzZZEHXipVKois7vmDz7U+z/ZA5W/l3DlypXcvXuXwYMHY2Fh\n",
"gba2NoGBgWRnZ5e6Xjk5OSxduhRzc3OGDRtW4Dzvvfcezs7OpS6vtDw8PJg5cyY3btwgLi6OzMxM\n",
"3N3dSzwufwD7ZDCbl5dHvXr1CAgIKHBcSRlOa9asiZubG25ubvTv35/JkycTFRWlEWip5y3mP7c6\n",
"uDh8+DAbNmxg4MCBODs7o6enx86dOzl27JjGeZ4c/vpv6lxWSnPtpVGa4bZQ/H1UqVRPPfyzTp06\n",
"wOMAsl69eko56i8jSpsUR10XR0dHbGxs+OWXX3jzzTf59ddfNeYa5+Xl0blzZ7p3716gDHXQWNrP\n",
"uVr+z3Vprr+obMFCCPGikyBTCFFl9evXj/Hjx3P69GmN7ba2thw5ckSZwwmPk6toa2sX2fv2b1y8\n",
"eJEhQ4bwyiuvAJCWlqbM+yqt9evXk5KSwrx58zQCWhMTE2rVqkVSUhIdOnQo9FgbGxtSU1O5deuW\n",
"0psZGxtbqofkRo0aYW1tzd69e4mLi8PV1VUZimlra8u+ffs0em4uXrxIXl4eNjY2wOMH9SeH5To6\n",
"OnL48GEMDQ3R19d/qvuQn7a2NpaWlqSlpZX6mAsXLtCgQQONOa5JSUklBl7PUmdbW1tu377NP//8\n",
"o/SU3rx5k9TUVGxtbUtd58KUdO3qAOnJe1/Y+/EsrK2tOXHihMa22NjYYo9xcHDAxsaG6Oho2rRp\n",
"U+jQYLXStC2A9u3bc/DgQWxtbcnMzNRIHuTg4MBff/31XD7TNjY2XLx4UWPbhQsXMDMzk8BSCFEl\n",
"yJxMIUSVZWVlhaenJzt27NDY3rVrV1JTU/nyyy+5ceMGv/32G5s2bcLLy0vpwSrLJB116tTh4MGD\n",
"3Lhxg9jYWD7//POnWsogJiaGffv2MXLkSLKyskhLSyMtLY2MjAwA+vTpQ3R0NDt27CAxMZHr16+z\n",
"f/9+tm7dCkDz5s2xsbHhiy++IC4ujkuXLrFhw4ZiH/Lz69SpEzExMZw9e1YjOU779u3R0dHhiy++\n",
"4Pr165w7d46QkBBat26tPNhbWlpy/fp1EhMTuXv3Ljk5ObRv3x5jY2MWLlzIuXPnSE5O5ty5c2zc\n",
"uJGkpKRC63Dy5ElWrFjBb7/9RmJiIomJiURHR3P69GlatWpV6ntpbW3NtWvXOH36NH///TeRkZGc\n",
"P3++xPf7WercvHlz7O3tWb58OVevXuXKlSssX74cR0fHp+p9fJZrNzY2RkdHh9OnT5OWlqYsdVLY\n",
"+/Esunbtys2bN/n6669JTEzk6NGj7Nmzp8TjRo0aRVJSEtOnT+fEiRMkJiZy48YNfv75Z1JTU5U2\n",
"WZq2pd7vxo0bhIeH4+rqqhHgvf3228TGxhIaGsq1a9dISkri5MmThISEKPs86+e8R48enDt3joiI\n",
"CBITEzl48CA7duzgrbfeeqbyhBDiRSM9mUKIKkOlUhXokfL29mb//v0aQ1NNTU35+OOP+eabb5g8\n",
"eTL6+vq0b9+efv36aZRVVvXw9/cnJCSEKVOmYGpqSu/evTXmbJbk/PnzPHr0iNmzZ2ts7927N97e\n",
"3nh4eFCjRg2io6PZtGkTOjo61K1bV+mtU6lUTJw4kTVr1jBt2jTMzc3x8/Nj+fLlpTq/u7s7YWFh\n",
"mJub8/LLLyvbdXR0mDZtGhs2bODjjz+mevXqtGzZUmPpmM6dO3Pu3DmmTp1KRkaGsmTG7Nmz+fbb\n",
"b1m2bBkPHjygVq1aNG3atMihp3Z2dujq6vL111+TkpKClpYWtWvXxs/PT5mfWhqenp7ExcXx+eef\n",
"A9C6dWvefPNN9u3bp+xTWDvS0dF56joDfPTRR6xbt05579RLmDyNZ7l2LS0thgwZQmRkJJGRkTRu\n",
"3JiZM2cW+X48LXNzcyZMmMCGDRvYuXMnTk5OeHt7ExwcXGimXTUnJycWLFjA1q1bWbt2LWlpaejo\n",
"6GBvb0+/fv2ULzFK07bU9WjUqBEXLlxQlmVRq1u3LrNnzyYsLIxZs2aRm5tL7dq1NQLzZ/2cOzg4\n",
"MH78eMLDw9myZQsmJia8/fbbGpllhRDiv0yVJzmzhRBCCPGc/fjjj0RERLBu3bqKrooQQojnTHoy\n",
"hRBCCFHm1D2YRkZGXLp0iaioqFIlhRJCCPHikyBTCCGEEGXu5s2bbN26lXv37mFmZkbXrl3x9vau\n",
"6GoJIYQoBzJcVgghhBBCCCFEmZHsskIIIYQQQgghyowEmUIIIYQQQgghyowEmUIIIYQQQgghyowE\n",
"mUIIIYQQQgghyowEmUIIIYQQQgghyowEmUIIIYQQQgghysz/ATj36rMXYMW5AAAAAElFTkSuQmCC\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = df.plot(x='twshare', y='shareGov', kind='scatter', figsize=(15,15),xlim=(0,100),ylim=(50,80))\n",
"df.apply(lambda x: ax.annotate(x['state'], (x['twshare'],x['shareGov']),\n",
" xytext=(-40, 7), textcoords='offset points',fontsize=14), axis=1);\n",
"ax.set_xlabel(\"Normalized Vote Share of Sitting Governor\",fontsize=14);\n",
"ax.set_ylabel(\"Normalized Twitter Follower Share of Sitting Governor\",fontsize=14);\n",
"ax.set_title('Twitter Follower Share vs Vote Share of Sitting US Governors',fontsize=18);\n",
"ax.text(0.01,0.99,'Correlation between Twitter share and vote share : '+\n",
" '{:2.2f}'.format(df[['twshare','shareGov']].corr().ix[0,1]),\n",
" horizontalalignment='left',verticalalignment='top',\n",
" transform=ax.transAxes,fontsize=12);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXsAAAJOCAYAAABWYaeIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzs3X1cVGX+//HXDDDcg6IomaAiCijeJOQt4m2hWG7rrmmb\n",
"Fmm2X2VNSxDtVktFxJt2V+y3623qmqm5pWU3opmBWqiVSqApCaIijIqAgCMz8/uDmAUdBBHh4Hye\n",
"j0ePmJlzrnM+88c1x+tc1/uojEajESGEEA80dUOfgBBCiPtPOnshhLAAjaKzT0lJaehTqHeWWDNY\n",
"Zt1Ss6gP0tkrlCXWDJZZt9Qs6kOj6OyFEELcG+nshRDCAqhk6qUQQjz4rKvb4MKFC/VxHnfk7OxM\n",
"QUFBQ59GvbLEmsEy67bEmlu1anXHz8ePH8+GDRtuez8+Pp7AwEB69+5d5b5z5szhueeew9vb+57P\n",
"80EiwzhCCMVRqVRVvl/VZ9Xta+mqvbIXQoiGYjQaWbNmDcePH6dZs2ZYW/+vy9q2bRtHjhxBp9Ph\n",
"6+vLSy+9ZPrs4MGDrFq1iuvXrzN58mT8/PzQ6XSsWrWK9PR0rKyseO655+jcuXNDlNUg5MpeCKFY\n",
"P/zwAxcvXmTZsmX87W9/49SpU6bPhg0bRkxMDEuWLEGn03HkyBHTZwaDgQULFhAeHs7WrVsB+Oqr\n",
"r1Cr1SxevJhp06YRHx9PaWlpvdfUUOTKXgihWKmpqQQHB6NSqWjatGmlK/ETJ06wc+dObty4QWFh\n",
"IZ6engQGBgLQq1cvANq1a0dubi4AJ0+eZPjw4UDZPQN3d3cuXLiAl5dXPVfVMKrt7J2dnevjPO5I\n",
"o9Eo4jzqkyXWDJZZt6XU7OTlhSovr+zFXUwCNDdhUKfTsXr1amJjY3Fzc2Pr1q3cvHnT9Hn5cI9a\n",
"rUav19+xLUtRbWevhFkCljhbwRJrBsus21Jqds7L48L58wDceS7O/3Tq1Indu3czYMAArl27RkpK\n",
"Cv379zd17E5OTpSUlHDo0CH69Olzx7b8/PxITEwkICCACxcuoNVqq50V9CCRYRwhhOKUz6jp2bMn\n",
"J06c4NVXX6V58+b4+voC4OjoyJAhQ5gxYwZNmjTBx8en2rZCQ0NZuXIlkZGRWFlZERERUemG74Ou\n",
"2kVVMs++YVhizWCZdVtKza0efvh/V/YWdEWtFDIbRwghLIB09kIIYQEsZ8BKCFFvPDp3Rl0+80Yo\n",
"gnT2Qog6p64w86Zcq4cfvqs28vLyWLduHWfOnMHR0RFXV1fCw8N56KGHzG5fnqdz5coV1q1bx6uv\n",
"vgrAe++9x/nz5xk0aBBhYWG1K+h36enpfPvtt7zwwgv31E5DkM5eCKE4RqORuLg4Bg0axPTp0wHI\n",
"yMjg2rVrVXb25bNu3NzcTB19Xl4e6enp/OMf/6jxsQ0GA2q1+RFub2/vRhuwJp29EEJxUlJSsLa2\n",
"ZujQoab32rRpQ0lJCe+++y6FhYXo9XrGjh1LUFBQpX1zcnKIjY1lyZIlzJs3jytXrjBz5kwmTJiA\n",
"nZ0dK1euRKfT0bJlSyZPnoyjoyNz5syhbdu2nDx5kn79+nH48GE6dOhASkpKpXydlJQUdu7cyaxZ\n",
"szh9+jTr1q3j5s2baDQaJk+erOhZRnKDVgihOJmZmWavoDUaDZGRkcTGxvLWW2+xfv36O7YTHR1N\n",
"y5YtWbRoEX5+fixfvpxx48YRFxeHl5eXKTdHpVKh1+uJiYnhiSeeQKVSmc3Xqejhhx/mnXfeITY2\n",
"ltGjR/Phhx/WTfH3iVzZCyEUp6qYYoPBwKZNm0hLS0OlUnH16lWuXbuGq6ur2e0rLiMqKiqiqKgI\n",
"f39/AAYMGMDSpUtNn/ft27fSvubydSq6fv06y5cvJzs72/RjoWSSjaNQllgzWGbdD2rNt9ZkbNLk\n",
"fzdpq8mo8fT05NChQ7e9n5iYSEFBAbGxsajVaiIiIipl4tyNW9eT2traVnpdVb5OuY8++oguXboQ\n",
"FRVFbm4uc+bMqdV51BfJxlEoS6wZLLPuB7FmZ27vOwpSUkx/VzeyHRAQwIcffkhCQoJp3D4jIwOt\n",
"VouLiwtqtZoTJ06g1WprfE4ODg44OjqSlpaGn58f+/fvv6c8++LiYpo2bQrAN998U+t26osM4wgh\n",
"FCkyMpJ169bx6aefotFocHd3Z/To0axdu5bIyEi8vb15uMJ0zopDP1X9HRERUekG7ZQpU2p0Luba\n",
"GzlyJPHx8Wzfvp1HHnlE8U/IkmwchbLEmsEy627sNVe1gOrWefYVKXnWyoNKruyFEPekLhZQiftP\n",
"pl4KIYQFkM5eCCEsgHT2QghFGjNmTKVFUzt27DC7uKm2cnJymDFjRp21p3TS2QshFMna2prk5GTT\n",
"zeuGnu2i9EVT1ZEbtEIIRbKysmLIkCF8/vnnjB07ttJn+fn5rFy50jTPPjw8HF9fXyIjI3nnnXew\n",
"t7dn4sSJhIeHExISwvLlywkJCaFr165mj2UwGPjPf/7DL7/8QmlpKaGhoQwdOpSUlBQ++ugjnJyc\n",
"uHDhArGxsSxdupQrV65gMBj405/+RN++fUlPT2f9+vWUlJTg7OxMREQEJSUlLFu2jNjYWAAuXrzI\n",
"e++9Z3pd36SzF0IoVmhoKJGRkYwcObLS+2vXrmXEiBH4+fmh1WqZP38+y5Ytw9fXl7S0NJo3b07L\n",
"li1JS0sjJCSEX3/9lZdeeqnK4+zduxdHR0diYmK4efMmb731lumH4bfffmPp0qW4u7tz6NAh3Nzc\n",
"mD17NlAWwVBaWsqaNWuIjo7G2dmZAwcO8OGHHzJ58mQcHBw4e/Ysbdu25ZtvvmHQoEH378uqhsQl\n",
"KJQl1gyWWfeDUPMdoxHMqSYuoZy9vT0DBgzgiy++QKPRmN4/fvw45ytM9ywpKaGkpAR/f39SU1Nx\n",
"d3fn8ccfJyEhgStXruDo6Fhp/1v9/PPPZGZmmiIaiouLyc7OxsrKCh8fH9zd3YGy5M0NGzbwn//8\n",
"h8DAQPz8/MjMzOTcuXO8++67QNm/EspX1g4ZMoR9+/bx3HPPcfDgQWJiYmpU9/0gcQkKZYk1g2XW\n",
"3dhrri4awZy7WVIVFhZGdHR0patio9HIggULTPk15fz9/fnyyy/RarU888wz/PDDDxw6dMgUfnYn\n",
"EydOvG2YJyUlpVJmzkMPPcSiRYs4evQomzdvJiAggJ49e+Lp6cm8efNua7NXr15s3bqVgIAA2rdv\n",
"j5OT011UXrfkBq0QQtGcnJzo06cPe/fuNd2k7datG7t27TJtc/bsWQCaNWtGQUEB2dnZtGjRAj8/\n",
"P3bu3FltZ9+tWze++uor003YCxcucOPGjdu2u3r1KjY2NvTv358nn3ySs2fP0qpVK/Lz8zl16hQA\n",
"paWlZGVlAWBjY0O3bt1YuXIlAwcOvNev4p7ImL0QQpEqzr558skn+eqrr0yvX3jhBVavXk1UVBR6\n",
"vZ5OnTrx4osvAtChQwcMBgMAfn5+fPjhh/j5+d3WvsFgwMbGBigbbsnNzSU6Ohqj0YirqyuRkZGo\n",
"VKpK55GZmcnGjRtRqVRYWVkxadIkrK2tefXVV1m7di1FRUUYDAZGjBhB69atAQgODiY5OZlu3brV\n",
"/Zd0FyQbR6EssWawzLobe82tHn74jjk4ZvdRQDZOcnIySUlJpsce3i87duygpKSEp59++r4epzoy\n",
"jCOEsDgfffQRW7Zs4amnnrqvx4mLi+O777675wed1wW5slcoS6wZLLPuxl5zY72ytzRyZS+EEBZA\n",
"OnshhOKMGTOGf/7zn6bXer2eiRMnsnDhQgAOHz7MJ598ctftvvnmm3e9z5YtWzh+/Phd7weQnp7O\n",
"2rVra7VvXZPZOEKI21T1QJL6YmtrS1ZWFjqdDo1Gw7Fjx2jWrJlpZkxQUBBBQUF33W75wqe7cS83\n",
"Vr29vfH29q71/nVJOnshxG3MPZCkKvfrQSWPPPIIR48epXfv3iQlJdGvXz9SU1MB2LdvH+np6UyY\n",
"MIGDBw+ybds21Go1Dg4OzJ07l3PnzvH+++9TWlqK0WhkxowZeHh4MH78eDZs2MDVq1d57733KC4u\n",
"Rq/XM2nSJDp27Mj7779Peno6KpWKwYMHExYWRnx8PIGBgfTu3ZuIiAj69OnDTz/9hEaj4eWXX8bD\n",
"w4P4+HhsbGz47bffKCoq4vnnn6dHjx6kpKSwc+dOZs2adV++o7shnb0QQpH69u3Ltm3bCAwMJDMz\n",
"k8GDB5s6+4o+/vhj3njjDZo2bUpRUREAu3fvJiwsjODgYPR6vWmxVPm/DBITE+nWrRujRo3CaDRy\n",
"48YNzp49y9WrV1myZAmAqa1b59o7OjqyePFi9u/fz7p160wd+eXLl4mJiSE7O5u5c+fyj3/84/59\n",
"ObUg2TgKZYk1g2XWrdSa7+acarqtk5cXqry8GmXjeHl5kZubS1JSEj169KhyO19fX+Lj4+nTpw+9\n",
"evUCoGPHjvz3v//l8uXL9OrVCw8Pj0r7+Pj48P7776PX63n00Udp27YtLVu25NKlS6xZs4YePXpU\n",
"uQiqX79+QNmP0QcffACU/SD06dMHAA8PD1q0aFEpu0cJJBtHoSyxZrDMupVYs7m8mzrZ9vfhoZpO\n",
"vAwMDGTDhg3MmTOH/Px8s9tMmjSJ06dPc/ToUaKjo4mNjSU4OJiOHTty5MgRYmJimDRpEgEBAaZ9\n",
"/P39eeeddzhy5AgrVqzgiSeeICQkhLi4OH7++Wd2797NwYMHmTx5cg3P9HZqtbLmvyjrbIQQooLB\n",
"gwczevRoPD09q9wmOzsbHx8fnn76aVxcXLh8+TI5OTm4u7szfPhwgoKCyMzMrLSPVqvFxcWFIUOG\n",
"MHjwYNLT0ykoKMBgMNCrVy/GjBljytu51YEDB0z/9/X1BcqC2Q4ePIjRaCQ7O5ucnBzFrSWQMXsh\n",
"hOKUj5G7ubkxbNgw03vmnla1ceNGsrOzMRqNdOnShTZt2vDJJ5/w3XffYWVlRdOmTRk1alSldk+c\n",
"OMHOnTuxtrbGzs6Ov/3tb1y5coUVK1ZQvs70L3/5i9lzu379OlFRUdjY2DBt2jRTu82bN+e1116j\n",
"qKjIlJlT1Tk3BFlBq1CWWDNYZt1KrPluVsXWZlulXfXWVEREBLGxsbdFFa9YsYLAwEDTPQMlkmEc\n",
"IYSoIaVcpdeGDOMIIe6Lhl6YdT8sX77c7PtTpkyp5zO5e9LZCyHuC3MLs+7XAixRPRnGEUIozvjx\n",
"401/Hz16lGnTpqHVau+6neTkZNNTo2ojIiKCwsLCWu+vJNLZCyEUp3xs/Pjx46xbt47XX3+d5s2b\n",
"33U7P/zwwz119g8S6eyFEIr0yy+/8O9//5tZs2bRokULAPbv389rr73GzJkz+fe//216/OD48ePZ\n",
"vHkzUVFRvP7661y7do2TJ09y5MgRNm7cSHR0NJcuXWLOnDmkp6cDkJ+fT0REBFD2iML169czY8YM\n",
"oqKi+PLLLyudi06nIyYmhoSEBKZNm2Za4GUwGHj55ZcVN5vKHBmzF0Iozs2bN1m8eDFz5swxTdPM\n",
"ysri4MGDzJs3D7VazapVq0hMTCQkJASdTkfHjh0ZO3YsGzduZM+ePYwaNYqgoKBKUyKrmk2TkJCA\n",
"VqslLi4OtVpdaeimuLiYZcuWMWDAAEJCQsjLyyMxMZGwsDCOHz9O27ZtFRl3cSvJxlEoS6wZLLNu\n",
"pdZcF9k4t75vbNKk7CZtNdk41tbW+Pr6snfvXsLDw4GyhVDp6emm4DGdTkeTJk1M25fn53h7e3Ps\n",
"2LH/HbMGOTzHjx/n8ccfN0UcVJxHv2jRIv7whz8QHBwMwKBBg1i0aBFhYWF88803DBw4sNr2lUCy\n",
"cRTKEmsGy6xbiTXXRTaOufcLUlIAqs3GUalUvPLKK7zzzjv897//5Y9//CMAAwYMMLuy1crKyvS3\n",
"Wq02De+Ut1Xxs/LO/+bNm5XaqOpHwc/Pj59++snU2Tdr1owmTZpw4sQJzpw5Y1pFq3QyZi+EUCSN\n",
"RsOsWbNITExk7969BAQE8P3335vGywsLC6udoWNnZ0dxcbHptbu7O2fOnAHg0KFDpve7du1KQkKC\n",
"6Uei4jDOmDFjcHR0ZNWqVab3Bg8ezD//+U/69OnTaBZaSWcvhLgnht+HZm79716Ud6BOTk689tpr\n",
"bN++nUuXLjFmzBjmzZtHVFQU8+bNI+/3RVtVdbj9+vVjx44dREdHk5OTw8iRI9m9ezfR0dEUFBSY\n",
"9hsyZAjNmzcnMjKSqKgokpKSKrXzwgsvoNPp2LhxI1CWxllSUtJohnBAsnEUyxJrBsusW4k1303e\n",
"TW3aaKzZOOXOnDnD+vXrmTt3bkOfSo3JbBwhLMiDGGFQ3z755BN2797Nyy+/3NCncleksxfCgtT0\n",
"2bISa1C1p556iqeeeqqhT+OuyZi9EEKxfvjhB8aMGWMaTs7JyWHGjBl33CclJYWFCxfWx+k1KtLZ\n",
"CyEUKykpCT8/PxITExv6VBo9GcYRQihSSUkJJ0+e5O233yY2Npann3660uc5OTnEx8dTUlICwMSJ\n",
"E+nYsSNQtup14cKFZGdn07lzZ1588UVUKhWrVq3izJkz6HQ6evXqZWozIiKCfv368dNPP2FlZcVL\n",
"L73Epk2byM7OZuTIkTz22GOUlJQQFxdHYWEher2esWPHEhQUVL9fyj2Qzl4IoUjJycl0796dhx56\n",
"CGdnZ9LT0yutbG3SpAlvvPEGNjY2XLx4kX/84x/ExMQAcPr0aZYtW0bz5s1ZsGAB33//Pb1792bs\n",
"2LE4OTlhMBh49913yczMxMvLCyibg79o0SI++OADVqxYwbvvvotOp2PGjBk89thjaDQaIiMjsbe3\n",
"Jz8/nzfeeEM6eyGEuFdJSUmEhYUB0KdPH5KSkkzPowUoLS1l9erVZGRkoFaruXjxoukzHx8fU3ha\n",
"v379SEtLo3fv3hw4cIA9e/ZgMBi4evUqWVlZps6+vOP28vKipKQEOzs77OzssLGxoaioCI1Gw6ZN\n",
"m0hLS0OlUnH16lWuXbuGq6trfX0l90SycRTKEmsGy6y7vmuu6bHu9ZxMOThmP7xzXk1hYSEpKSmc\n",
"O3cOKEuXVKvVhIaGmrb57LPPaNq0KVOnTsVgMPDss8+aPqu4yMpoNKJSqcjJyeGzzz5j4cKFODg4\n",
"sGLFikqRCTY2NqZ9y/8uf63X60lMTKSgoIDY2FjUajURERG3RS4omWTjKJQl1gyWWXd91lzTzJu7\n",
"ycapSnkOjjnVLak6dOgQISEhTJo0yfTenDlzKsUjFBcX06xZMwC+/fbbSnk4p0+fJicnh+bNm3Pw\n",
"4EEee+wxiouLsbW1xd7enry8PH788Uc6d+5c43qKiopwcXFBrVZz4sSJWj1MpSHJMI4QQnGSkpJu\n",
"m8veq1cvPv30U9NVe2hoKEuWLOHbb7+le/fu2NnZAWVX4u3bt2fNmjVkZ2cTEBBAz549AWjXrh3T\n",
"p0+nefPm+Pn51ehcVCoVKpWK/v37ExsbS2RkJN7e3jzcyNYiSFyCQllizWCZdddnzTWNQaiLuIQ7\n",
"tt/I4xIaI5lnL4QQFkA6eyGEsADS2QshhAWQG7RCCEW6fPkyq1ev5vz58xgMBgIDAxk3bhyJiYmk\n",
"p6czYcKE2/aJiYlh2rRpODg4NMAZK5t09kIIxTEajSxevJjQ0FAGDhyIwWDg3//+N5s3b6Z169ZV\n",
"7jd79ux6PMvGRYZxhBCKc+LECTQajelJUGq1mueff55vvvkGnU7HlStXWLBgAdOmTTM9PQrKMm7K\n",
"Hyn42WefMWPGDGbMmMGuXbsaogxFkSt7IYTinDt3Dm9v70rv2dvb07x5c/R6PRkZGSxatAhra2um\n",
"T59OWFgYbm5upm3T09PZt28fMTExGAwGXn/9dTp16kTbtm3ruRLlkCt7IYTiVPcQ74CAAOzt7bGx\n",
"saF169bk5uaaPjMajaSlpdGzZ080Gg12dnb07NmT1NTU+33aiibZOApliTWDZdatxGycO+ba1IVq\n",
"snFat27NoUOHKr1XVFSEVqvFysrKbHbNnQ9nrPYH5EEn2TgKZYk1g2XWrcRsnDvl2tSF6tbPdunS\n",
"hU2bNrF//35CQkIwGAysX7+egQMHotFo7rivSqXC39+fFStW8NRTT2EwGEhOTmbq1Kl1V0AjJGP2\n",
"QghFioyMZNWqVXz88ccYDAZ69OjBM888U6OnVrVr144BAwaYZucMGTLEosfrQbJxFMsSawbLrFuJ\n",
"2Tj3/TwkG6feyQ1aIYSwANLZCyGEBZDOXgghLIDcoBVCKNL27dtJSkpCrVajUql46aWX8PHxuet2\n",
"fvnlF6ytrenYsSMA8fHxBAYG0rt37zvul5eXx7p16zhz5gyOjo64uroSHh7OQw89VKt6yuXk5BAb\n",
"G8uSJUs4c+YM+/fv54UXXrinNmtCOnshhOKcOnWKo0ePEhsbi7W1NYWFhbV+3uuJEyewt7c3dfY1\n",
"mW9vNBqJi4tj0KBBTJ8+HYCMjAyuXbtWo86+fN5Ldcdq37497du3r7a9uiCdvRBCcfLy8nB2dsba\n",
"uqyLcnJyMn12/PhxNm7ciF6vp3379kyaNAlra2siIiKIjY3FycmJM2fOsHHjRqZMmUJCQgJqtZrE\n",
"xETTFXRqaiqff/45eXl5PPvss7dd5aekpGBtbc3QoUNN77Vp0waAkpIS4uLiKCwsRK/XM3bsWIKC\n",
"gsjJyWH+/Pl06NCB3377jdmzZ/PFF1/w008/oVKpGDVqFH379r3tODt37mTWrFls2bIFrVZLbm4u\n",
"Wq2WsLAwhg8fDkBcXByXL1/m5s2bDB8+vNJ51ZR09kIIxenatSvbtm1j2rRpdOnShb59+9KpUyd0\n",
"Oh0rVqzg7bffxsPDg+XLl/P1118TFhZmth13d3cee+wx7O3teeKJJwDYs2cPeXl5vPvuu2RlZbFo\n",
"0aLbOvvMzMzbsnnKaTQaIiMjsbe3Jz8/nzfeeIOgoCAAsrOzmTp1Kj4+Phw6dIiMjAwWL15Mfn4+\n",
"s2fPplOnTnes++LFi7z99tsUFxczffp0QkNDUavVTJ48GScnJ3Q6HbNnz6Z3796VfgBrQjp7IYTi\n",
"2NnZsXDhQtLS0jhx4gTvvfcef/nLX2jbti0tWrTAw8MDgIEDB/Lll19W2dmXq7icSKVS8eijjwJl\n",
"sQzXrl27bfs7Db8YDAY2bdpEWloaKpWKq1evmtpwd3c33Vc4efIkwcHBqFQqXF1d6dSpE6dPn8bL\n",
"y8tsuyqVih49emBtbY2zszMuLi7k5eXh5ubGrl27SE5OBuDKlStcvHiRDh063LHmW0k2jkJZYs1g\n",
"mXUrMRunLjh5eaHKyzP/YTXZOFAWa9ypUyc6deqEl5cX3377Le3atbulmf9l3lhZWWEwGACqHd8v\n",
"Hx4qb+NWnp6et2XzlEtMTKSgoIDY2FjUajURERGm49na2t52fhVVN4Zf8bzUajUGg4GUlBROnDjB\n",
"/Pnz0Wg0zJ07t1b3LyQbR6EssWawzLqVmI1TJ8fKy6tytW5162cvXLiASqUy3Qw9e/Ys7u7utGrV\n",
"itzcXLKzs/Hw8GD//v2moRF3d3fS09Pp3r17pY7a3t6eoqKiuzr3gIAAPvzwQxISEkzj4xkZGRQX\n",
"F1NUVISLiwtqtZoTJ06g1WrNtuHv78/u3bsZMGAAhYWFpKamMn78eG7cuGF2e3M/OkajkeLiYhwd\n",
"HdFoNJw/f55Tp07dVS3lZBhHCKE4JSUlrF27luvXr2NlZYWHhwd//etfsbGxYcqUKSxbtgy9Xo+P\n",
"jw+PPfYYAKNHj+b999/HwcGh0th4YGAgS5cu5ciRI6YbtBWvsKu62o6MjGTdunV8+umnaDQa3N3d\n",
"CQ8Pp3///sTGxhIZGYm3tzcPV0gHrdhWz549OXXqFFFRUahUKsaNG4erqys5OTlmj69SqW47F5VK\n",
"Rffu3dm9ezevvPIKrVq1Ms0quluSjaNQllgzWGbdD2o2zp2OJdk49U9W0AohhAWQzl4IISyAjNkL\n",
"Ie6KR+fOqKuaZSMUSzp7IcRdUd9hlk1F9/pYwzFjxjBixAiee+45AHbs2MGNGzcYPXp0jduQXJz/\n",
"kc5eCKFI1tbWJCcn88c//hFnZ+e7foasXq+XXJwKpLMXQiiSlZUVQ4YM4fPPP2fs2LGVPsvJyeH9\n",
"99+nsLAQFxcXJk+eTPPmzYmPj8fGxoaMjAyaNm3KqVOnJBfnd9LZCyEUKzQ0lMjISEaOHFnp/TVr\n",
"1jBo0CBCQkL45ptvWLt2LVFRUQBcvXqVefPmoVKp2Lp1q+Ti/E46eyEaKUu4UWpvb8+AAQP44osv\n",
"0Gg0pvd//fVXZs6cCUD//v3ZuHEjUDZ00qdPn0pDKJKLU0aycRTKEmsGy6y7tjWr8/IoyM+/q32c\n",
"XVzq5PutSRvGJk2qvklbg2yccmFhYURHRzNo0KBbmjDfRsUfBXMsMRcHJBtHsSyxZrDMumtbc21y\n",
"buoiG6embRSkpFT52d2sn3VycqJPnz7s3buXwYMHA+Dr60tSUhIhISEkJibi7+9vdl/JxfkfGcYR\n",
"QihSxSvhJ598kq+++sr0esKECaxYsYKdO3fi4uLClClTzO4nuTgV2pNsHGWyxJrBMuuubc21ybm5\n",
"m33udE/gXvN1JBun/smVvRDCrKoWT93rYinRMCQbRwghLIB09kIIYQGksxdCKM7cuXP5+eefK733\n",
"+eefs2rVqgY6o/+dg06na9BzqC3p7IUQitOvXz+SkpIqvXfgwAGCg4Or3bf8ObT3w65du6qcPql0\n",
"coNWCKE4vXv35qOPPkKv12NlZUVOTg5Xr17lxo0bvPHGG9y8eZOWLVsyZcoU7OzsiIiIoG/fvhw7\n",
"dow//OEP/Oc//6Ffv3789NNPWFlZ8dJLL7Fp0yays7MZOXIkjz32GEajkY0bN96WX5OSksLWrVtx\n",
"cXHh3LlztGvXjpdffpldu3Zx9epV5s6di4uLC2+99VZDf013Ra7shRCK4+TkRPv27fnxxx+Bsqv6\n",
"rl27sn37dt58801iY2Px9vbms88+M+3j7OxMbGysKXDM3d2dRYsW4efnx4oVK5gxYwbz589ny5Yt\n",
"AHz//fem/Jo333yTjRs3kvf7VNOzZ88SHh7O0qVLycnJ4eTJk4SFhdG0aVPmzJnT6Dp6kCt7IYRC\n",
"BQcHk5S8iuKhAAAgAElEQVSURFBQEElJSfTq1Yvk5GTefPNNAEpLSystMro1VbI8oMzLy4uSkhLs\n",
"7Oyws7PDxsaGoqKiKvNrHBwc8PHxwc3NDYC2bduSm5uLr69vPVV+f0g2jkJZYs1gmXXfS8212e9u\n",
"9jG37R0zb2qqBtk4QUFBfPDBB/z222/odDratWtH165dmTZtmtnt7ezsKr22sbEBylailv9d/lqv\n",
"1/9+Gubza27NqSnfvjGTbByFssSawTLrVmo2TlXb3inzpqZqsn7Wzs6Ozp07s2LFCoKDg+nQoQOr\n",
"V68mOzsbDw8PSkpKuHr1aq2eHqVSqarMr8nKyqpyv/KsndpEDDc0GcYRQihWv379WLx4Ma+88oop\n",
"A+fvf/87paWlAIwdO9ZsZ3+nhMnyz6rKrzl//nyV+w8dOpQFCxbg5ubW6MbtJRtHoSyxZrDMupWa\n",
"jVOb9mt8HpKNU+9kNo4QQlgA6eyFEMICSGcvhBAWQG7QCiEU6fLly6xevZrz589jMBgIDAxk3Lhx\n",
"laZFipqTK3shhOIYjUYWL15Mz549+fvf/87f//53SkpK2Lx5c6XtHoT57/VFfiKFEIpz4sQJNBoN\n",
"AwcOBMoWNj3//PP87W9/o0WLFvz444/cuHEDo9HIrFmzWL16NVlZWej1ekaPHk1QUBA3btwgPj6e\n",
"rKwsWrVqxdWrV5k4cSLe3t4kJibyySefYDQa6dGjB88++ywA48ePZ8SIERw5cgSNRsPMmTNxdXVt\n",
"wG+i7khnL4RQnHPnzuHt7V3pPXt7e5o3b45er+fs2bMsXrwYR0dHNm3aRJcuXZgyZQrXr1/ntdde\n",
"o0uXLnz11Vc4OzuzdOlSzp07x8yZMwG4cuUKmzZtIjY2FkdHR+bNm0dycjKPPvooOp2Ojh07Mnbs\n",
"WDZu3MiePXsYNWpUQ3wFdU7iEhTKEmsGy6y7scUl3AsnLy9UeXnVxiXcaVEUQJcuXXB0dATg2LFj\n",
"HDlyhJ07dwJlmTlarZaTJ08yYsQIADw9PfHy8gLgzJkzdOrUyVRbcHAwqampPProo1hbW9OjRw8A\n",
"vL29OXbsWO2LVRiJS1AoS6wZLLPuxhaXcC+cf3+ubXVLqlq3bs2hQ4cqvVdUVIRWq8XKyuq2HJzI\n",
"yEizK2nNrRm90w+JlZWV6W+1Wn1fs/Hrm9ygFUIoTpcuXdDpdOzfvx8oeyDJ+vXrGThwIBqNptK2\n",
"3bp144svvjC9/u233wDw9fXl4MGDAGRlZZGZmQmAj48PqampFBQUYDAYSEpKolOnTvVRVoOSMXsh\n",
"hCJFRkayatUqPv74YwwGAz169OCZZ54hMTGx0nZ/+tOfWLduHZGRkRiNRlq0aEF0dDShoaHEx8fz\n",
"6quv0qpVKzw9PXFwcKBJkyb85S9/Ye7cuRiNRgIDA01xyNUNHzVmko2jUJZYM1hm3ZaUjVPeZn1k\n",
"4xgMBvR6PTY2NmRnZzNv3jz+/ve/VxqqsSRyZS+EeCDduHGDd955x5SQ+eKLL1psRw/S2Qsh7jOP\n",
"zp1R//64v/pkb29PTExMvR9XqeQGrRDivlL/PgPnfsUli5qRzl4IoUhjxoxh/fr1ptc7duxg69at\n",
"ddZ+Tk4OM2bMqPTeli1bTPP169Odjlv+zN17JZ29EEKRrK2tSU5ONt28ro+ZMg01G+dOx3333Xdv\n",
"e682mUAyZi+EUCQrKyuGDBnC559/ztixYyt9lp+fz8qVK9FqtQCEh4fj6+tLZGQk77zzDvb29kyc\n",
"OJHw8HBCQkJYvnw5ISEhdO3a9Y7HrDg5MSEhgT179lBaWoqHhwdTp05Fo9EQHx+Pra0tv/32G/n5\n",
"+UyePJl9+/bx66+/0qFDB6ZMmQKU5ewMHTqUY8eO0aRJE6ZNm4aLiwu7du0iISEBKysrWrdubXqA\n",
"elZWFnPnzkWr1RIWFsbw4cNN7WzYsIGUlBQ++ugjnJycuHDhAkuXLuU///kPv/zyC6WlpYSGhjJ0\n",
"6NAqa5POXgihWKGhoURGRjJy5MhK769du5YRI0bg5+eHVqtl/vz5LFu2DF9fX9LS0mjevDktW7Yk\n",
"LS2NkJAQfv31V1566aXb2r906ZIpMwcgLy/PdKzevXubOs/Nmzezd+9ehg0bhkql4vr168yfP5/D\n",
"hw8TGxvLvHnzaN26NbNnzyYjI4M2bdqg0+lo3749zz//PNu2bWPbtm1MmDCBTz/9lPj4eKytrSkq\n",
"KgLKfmQuXLjA22+/TXFxMdOnTyc0NBS1Wl3pqv+3335j6dKluLu7k5CQgKOjIzExMdy8eZO33nqL\n",
"rl270qJFC7PfpWTjKJQl1gyWWbclZOOUt2Ns0oRWDz9cbTZOOXt7ewYMGMAXX3xRaeXs8ePHOV/h\n",
"hm9JSQklJSX4+/uTmpqKu7s7jz/+OAkJCVy5cgVHR8fbVt4CtGzZkkWLFpleb9261XR1n5mZyebN\n",
"mykqKqKkpITu3bubtgsMDATKMneaNGmCp6cnUBbzkJubS5s2bVCpVPTt2xeAkJAQFi9eDECbNm34\n",
"xz/+waOPPsqjjz4KlA3j9OjRA2tra5ydnXFxcSEvLw83N7dK5+vj44O7uzsAP//8M5mZmaZYieLi\n",
"YrKzs2vf2SthgYsstLEcllj3g56NU7GdgpQUgGqzcSoKCwsjOjqaQYMGmd4zGo0sWLDgtgeZ+Pv7\n",
"8+WXX6LVannmmWf44YcfOHToEP7+/jU+XvmVdHx8PNHR0Xh5ebFv3z5++eUX0zblx1WpVJXOQa1W\n",
"mx1PNxqNpnZnzZpFamoqR44cYfv27SxZsqRSm+XtmMvlsbW1rfR64sSJ1Q5Nmdqs0VZCCNFAnJyc\n",
"6NOnD3v37jV1mN26dWPXrl2mbc6ePQtAs2bNKCgoMF3h+vn5sXPnzrvq7Muv7EtKSmjSpAmlpaV8\n",
"9913d33eRqPRdNWdmJiIn58fRqMRrVZL586d+ctf/mL6V0M1QQZmdevWja+++sr043LhwgVu3LhR\n",
"5fYyZi+EqHN1sZCq4lj1k08+yVdffWV6/cILL7B69WqioqLQ6/V06tSJF198EYAOHTqYror9/Pz4\n",
"8MMP8fPzq/YYt743ZswYXnvtNVxcXPDx8aGkpMTsflXNpLG1teX06dN8/PHHNGnShOnTp6PX61m+\n",
"fDlFRUUYjUbCwsJwcHBApVJV2U5VxxoyZAi5ublER0djNBpxdXUlMjLSbBsg2TiKZYk1g2XW/SBm\n",
"41Tc11w79ZGN09Cee+65SusEGpoM4wghxH2gtARNGcYRwoIYymfDiPvugw8+aOhTqEQ6eyEsSPbv\n",
"s2FqQn4UHizS2QshFCkvL49169Zx5swZHB0dcXV1JTw83OzjB3NycoiNjTVNY6xLW7Zswd7enief\n",
"fLLO265P0tkLIRTHaDQSFxfHoEGDmD59OgAZGRlcu3bNbGd/t/R6fY2z7ZU29l5b0tkLIRQnJSUF\n",
"a2vrSlkvbdq0AWDDhg389NNPqFQqRo0aZVqlWk6n07Fq1SrS09OxsrLiueeeo3Pnzuzbt4/vv/+e\n",
"GzduYDQaiY6OJi4ujsLCQvR6PWPHjjU9nnD79u18++23uLq60qxZM7y9vYGy+fwrV65Ep9PRsmVL\n",
"Jk+ejKOjYz19K/dGOnshhOJkZmaaOtiKDh06REZGBosXLyY/P5/Zs2ff9rDwr776CrVazeLFi7lw\n",
"4YLpcYRQ1lkvXrwYR0dHDAYDkZGR2Nvbk5+fzxtvvEFQUBDp6ekcOHCAuLg49Ho90dHRtG/fHoDl\n",
"y5czceJE/P392bJlC1u3biU8PPy+fx91QbJxFMoSawbLrLu+s3Hqq/3b8nAqqmbFaFVDJydPniQ4\n",
"OBiVSoWrqyudOnXi9OnTeHl5VdqmPDGyVatWuLu7c/HiRQC6dOliuhI3GAxs2rSJtLQ0VCoVV69e\n",
"JS8vj9TUVHr27GnK0im/2i8qKqKoqMi0GnfAgAEsXbr0br6SBiXZOApliTWDZdZdn9k49dW+uTyc\n",
"iqpbUuXp6WmKGrjVretAzf0wVLVW1M7OzvR3YmIiBQUFxMbGolariYiI4ObNm7e1V1VbtYk4aEiy\n",
"qEoIoTgBAQGUlpaSkJBgei8jIwNHR0cOHDiAwWAgPz+f1NRUfHx8Ku3r5+dHYmIiUJYAoNVqza7Y\n",
"LSoqwsXFBbVazYkTJ9BqtahUKvz9/UlOTkan01FcXMzRo0cBcHBwwNHRkbS0NAD2799P586d79dX\n",
"UOdkzF4IoUiRkZGsW7eOTz/9FI1Gg7u7O+Hh4ZSUlBAVFYVKpWLcuHG4urqSk5NjuiIPDQ1l5cqV\n",
"REZGYmVlRURExG3pmAD9+/cnNjaWyMhIvL29efj3oaZ27drRp08foqKicHV1NY3XA0RERFS6QVv+\n",
"oJLGQLJxFMoSawbLrLs+s3Hqq/3q9rWEbBylkWEcIYSwANLZCyGEBZDOXgihOGPGjOGf//yn6bVe\n",
"r2fixIksXLiwVu0VFRXx9ddf19XpNUrS2QshFMfW1pasrCx0Oh0Ax44do1mzZrWOLigsLKz08BNL\n",
"JLNxhBC1UhdPo7qTRx55hKNHj9K7d2+SkpLo168fqampQFnnvWLFCnJzc9FoNPz1r3/Fy8uLLVu2\n",
"oNVqyc3NRavVEhYWxvDhw9m0aROXLl1i5syZdO3alT//+c9moxJycnKIiYnBz8+PU6dO4ebmRlRU\n",
"FBqNhoSEBPbs2UNpaSkeHh5MnTrV7EPMlUqu7IUQtaLOy+PC+fNm/6sLffv25cCBA9y8eZPMzEw6\n",
"dOhg+mzLli14e3sTFxfHM888w/Lly02fXbx4kddff50FCxawbds2DAYDzz77LC1btmTRokWMGzcO\n",
"jUZDZGQksbGxvPXWW5WeKJWdnc2wYcNYsmQJDg4OfP/99wD07t2bmJgY4uLiePjhh9m7d2+d1Flf\n",
"5MpeCKFIXl5e5ObmkpSURI8ePSp9dvLkSWbMmAGULcAqKCiguLgYlUpFjx49sLa2xtnZGRcXF/Ly\n",
"8m5b7WouKuHatWsAtGjRwhS65u3tTW5uLlCW17N582bTQ8K7det2v7+COiXZOApliTWDZdbdmLNx\n",
"7vR5VZ85eXnB1as1On5gYCAbNmxgzpw55Ofn12ifiguo1Gq16eHjFVUVlWBu//L34+PjiY6OxsvL\n",
"i3379vHLL7/U6HyUQrJxFMoSawbLrLuxZuPc6fM7fnYX4/yDBw/GyckJT09PUipk7Pj5+fHdd9/x\n",
"pz/9iZSUFFxcXLC3t68yr8be3p6SkhLTa3NRCeYYjUZTmyUlJTRp0oTS0lK+++47mjVrVuM6lECG\n",
"cYQQilM+68bNzY1hw4aZ3it/f/To0bz//vtERUVha2tLRETEbdtU5OzsjK+vLzNmzOCRRx7hD3/4\n",
"g9mohIrHvrW9MWPG8Nprr+Hi4oKPj0+lH4/GQOISFMoSawbLrLuxxiXc6fPqPqsu4ljUPZmNI4QQ\n",
"FkA6eyGEsAAyZi+EuO/u9wIsUT25shdC3HcVF2DVVF5eHu+99x5Tp05l1qxZxMTEmB4v2BA+//xz\n",
"U3wDQExMDEVFRXfdTm5urunhKvVJruyFEIpjNBqJi4tj0KBBTJ8+HSh7UtW1a9d46KGHGuScdu3a\n",
"RUhIiCkiYfbs2bVqJycnh8TERIKDg+vy9Kolnb0QQnFSUlKwtrZm6NChpvfKV7Vu2LCBn376CZVK\n",
"xahRo+jbty8pKSls3boVFxcXzp07R7t27Xj55ZeBsqdLDRgwgCNHjqDX63n11Vdp1aoVJSUlrFmz\n",
"hqysLPR6PaNHjyYoKAiDwcDGjRv5+eefUavVDBkyBKPRyNWrV5k7dy4uLi689dZbREREEBsbi5OT\n",
"E99++y2fffaZ6Tz/9re/ER8fT2BgIL179wbgueeeY/369WzatInz588zc+ZMBg4cSFhYWL18p9LZ\n",
"CyEUJzMzE29v79veP3ToEBkZGSxevJj8/Hxmz55Np06dADh79ixLly6ladOmvPnmm5w8eRJfX18A\n",
"XFxciI2N5euvv2bHjh383//9H9u3b6dLly5MmTKF69ev89prr9GlSxe+/fZbtFotcXFxqNVqCgsL\n",
"cXJy4rPPPmPOnDk4OTlVOqdz586xfft25s+fj5OTE9evXwfMPwgd4Nlnn2XHjh3MmjWrLr+yakln\n",
"L4RQnKo6ypMnTxIcHIxKpcLV1ZVOnTpx+vRpHBwc8PHxwc3NDYC2bduSm5tr6ux79eoFlD1ftjzY\n",
"7NixYxw5coSdO3cCUFpailar5fjx4zz++OOo1WW3NG/t3CsyGo2cOHGCPn36mLZzdHS8Y23VLG26\n",
"byQbR6EssWawzLotJRun/LWxSROqS6X39PTk0KFDZj+7tbMs/2G4NdNGr9ebXtvY2Jjer5iVExkZ\n",
"afYewN10yFX9MKnValM7BoOB0tLSGrd5P0g2jkJZYs1gmXVbQjZOxdcFKSlU97jxgIAAPvzwQxIS\n",
"Ekzj9hkZGTg6OnLgwAEGDBhAYWEhqampjB8/nqysrJoX9rtu3brxxRdfMGHCBAB+++032rVrR9eu\n",
"XUlISCAgIKDSMI69vT1FRUWVrvRVKhUBAQHExcXxxBNP4OTkZNq+RYsWpKen06dPHw4fPmz68bk1\n",
"p6e+yDCOEEKRIiMjWbduHZ9++ikajQZ3d3fCw8MpKSkhKioKlUrFuHHjcHV15fz58zV6ilXFbf70\n",
"pz+xbt06IiMjMRqNtGjRgujoaIYMGcLFixeJjIzEysqKoUOHEhoaytChQ1mwYAFubm689dZbpnZa\n",
"t27NqFGjePvtt1Gr1bRr144pU6YwZMgQFi1aRFRUFN27d8fOzg4ou4GrVquJiopi0KBB9XaDVrJx\n",
"FMoSawbLrPtBzMYxt4iq4ratWlV3bS/qmlzZCyHqXHaFOGL4PfxMNChZQSuEEBZAruyFqEO1zYCx\n",
"rPlHoiFIZy9EHSrPgLkb9zJmfz8ZmjRpsOGX8ePHs2HDhhpvn5KSws6dO5k1axaHDx8mKyuLp556\n",
"6j6eYeMjnb0Qwqxbx91vdT9/CGoys6YqQUFBBAUF1eHZPBiksxdCKNadMm9++uknPvjgAzQaDX5+\n",
"fqZ99u3bR3p6OhMmTODw4cP897//pbS0FCcnJ15++WVcXV3ZsmULWq2W3NxctFotYWFhDB8+HIC4\n",
"uDguX77MzZs3GT58eKV8nsZMOnshhKKZy7xp164d//rXv3j77bfx8PBg2bJlZv814O/vb7rK37Nn\n",
"D59++inPPfccABcvXuTtt9+muLiY6dOnExoailqtZvLkyTg5OaHT6Zg9eza9e/e+Y2RCYyGdvRBC\n",
"0W7NvMnJycHW1pYWLVrg4eEBQP/+/UlISLht38uXL7Ns2TLy8vIoLS2lZcuWQNkwUY8ePbC2tsbZ\n",
"2RkXFxfy8vJwc3Nj165dJCcnA3DlyhUuXrxIhw4d6qna+0eycRTKEmuGB6Puuz1/JWfj1NXxjbfe\n",
"7L2L7Jk7Zd5UZ82aNTz55JMEBgbyyy+/sHXr1irbNRgMpKSkcOLECebPn49Go2Hu3LncvHmzxsdT\n",
"MsnGUShLrBkaf921yatRajZOXR6/4NZFVvdwXJVKxcMPP0xubi6XLl2iZcuWVT75qbi4mKZNmwJl\n",
"Y/nlzAUHGI1GiouLcXR0RKPRcP78eU6dOnUPZ6osMowjhFCciuPv5sbibWxseOmll1i4cCEajQZ/\n",
"f38uXbp023ajR49m2bJlODo6EhAQQG5urqnNW9tVqVR0796d3bt388orr9CqVSs6duxYx5U1HMnG\n",
"UShLrBkaf921yatRajbO/Ty+ZOPUP4lLEEIICyCdvRBCWADp7IUQwgJIZy+EUKQxY8awfv160+sd\n",
"O3ZUmjp5L3Q6Ha+88gqZmZmV2v/3v/9do/23bNlienZtYyGdvRBCkaytrUlOTjbdvL6XvJxbaTQa\n",
"nn/+eVavXg2ULZ7avXs348aNq3ZfvV5fp+dSX2TqpRBCkaysrBgyZAiff/45Y8eOrfRZfn4+K1eu\n",
"RKvVAhAeHo6vry+RkZG888472NvbM3HiRMLDwwkJCWH58uWEhITQtWtXUxvdu3fnm2++Yd++fRw9\n",
"epSnn36awsJC4uLiKCwsxMXFhcmTJ9O8eXPi4+OxsbEhIyMDX19f7O3tTe0kJCSQnJzMjBkz0Gg0\n",
"9fPl1IJc2QshFCs0NJTvvvuOoqKiSu+vXbuWESNGEBMTw4wZM/h//+//AeDr60taWhrnzp2jZcuW\n",
"pKWlAfDrr79WCksrFx4ezubNmyksLKR///6sWbOGQYMGERcXR3BwMGvXrjVte/XqVebNm2fK1gH4\n",
"8ssv+fHHH4mKilJ0Rw9yZS+EUDB7e3sGDBjAF198UakzPX78OOcrzPEvKSmhpKQEf39/UlNTcXd3\n",
"5/HHHychIYErV66YVsXeqmnTpgQEBJjC0n799VdmzpwJlOXtbNy4ESgbQurTp49p+MZoNLJ//36a\n",
"NWvGzJkzUauVf90s2TgKZYk1w4NRt2TjVObk5YXq1qd33UU2TlhYGNHR0QwaNKjC7kYWLFhQKd8G\n",
"ylIuv/zyS7RaLc888ww//PADhw4dwt/fv8r21Wp1pTH4qtaZVvyxUKlUeHp6kpGRgVarpUWLFjWu\n",
"p6FINo5CWWLN0PjrlmwcM9uZeXrX3ayfdXJyok+fPuzdu5fBgwcD0K1bN3bt2sXIkSOBshjktm3b\n",
"0qxZMwoKCtDr9bRo0QI/Pz927tzJxIkTa3QsX19fkpKSCAkJITEx8Y4/Eu3atePxxx9n0aJFvP76\n",
"66YMHqVS/r89hBAWqeLV9pNPPlnph+WFF14gPT2dqKgoXn311Urxxh06dOChhx4CwM/Pj6tXr5od\n",
"rzdnwoQJ7Nu3j6ioKL777jteeOEFs+dT/trPz4/x48ezcOFCCgsLa1VnfZFsHIWyxJqh8dct2Tg1\n",
"206yceqfXNkLIYQFkM5eCCEsgEy9FELUiuHWp08JRZPOXghRK9m3PH2qKrX5QRgzZgzBwcFMnToV\n",
"KIsoeOmll+jQoQOzZs3i8OHDZGVl8dRTT9112/di9+7d2NraEhISUq/HrQvS2QshFMfW1pasrCx0\n",
"Oh0ajYZjx47RrFkz04yYoKAg00Ko+mIwGHjsscfq9Zh1STp7IYQiPfLIIxw9epTevXuTlJREv379\n",
"SE1NBcqeJ5uens6ECRM4ePAg27ZtQ61W4+DgwNy5czl37hzvv/8+paWlGI1GZsyYgYeHB5999hnf\n",
"fPMNAEOGDCEsLIycnBxiY2NZsmQJUJZ+eePGDUaPHs2cOXNo27YtJ0+epF+/fhQXF2NnZ8eTTz7Z\n",
"YN9LbUlnL4RQpL59+7Jt2zYCAwPJzMxk8ODBps6+oo8//pg33niDpk2bmjJ0du/eTVhYGMHBwej1\n",
"evR6Penp6ezbt4+YmBgMBgOvv/46nTp1wsHBoVJ7FZ9Pq1Kp0Ov1xMTEANRZxHJDkNk4QghF8vLy\n",
"Ijc3l6SkJHr06FHldr6+vsTHx7Nnzx4MBgMAHTt25L///S+ffvopubm5aDQa0tLS6NmzJxqNBjs7\n",
"O3r27ElqaqrZuOKKy4/69u1b98U1AMnGUShLrBkejLotKRunJozmZu3UMBsnMDCQDRs2MGfOHPLz\n",
"881uM2nSJE6fPs3Ro0eJjo4mNjaW4OBgOnbsyJEjR4iJiWHSpEm3n5fRiEqlwsrKqlLnrtPpKv0A\n",
"2Nra1uhclU6ycRTKEmuGxl+3JWXj1FSBmVk7NV0/O3jwYJycnPD09CSlitk/2dnZ+Pj44OPjw48/\n",
"/sjly5cpKirC3d2d4cOHo9VqyczMxN/fnxUrVvDUU09hMBhITk5m6tSpuLi4cO3aNQoLC7G1teXo\n",
"0aM88sgj91CxMsmYvRBCccqvrN3c3Bg2bJjpPXNDLhs3biQ7Oxuj0UiXLl1o06YNn3zyCd999x1W\n",
"VlY0bdqUUaNG4ejoyIABA5g9ezZQdoO2bdu2APz5z39m9uzZuLm58XA1U0Ub41OqQLJxFMsSa4bG\n",
"X7clZePcC8nGqX9yg1YIISyAdPZCCGEBpLMXQggLIJ29EEJx1q1bx65du0yv58+fb3qoOMD69evZ\n",
"tm0bn3zySUOcHleuXGHp0qUNcuzaks5eCKE4fn5+nDx5EijLpCkoKKj0gPFTp07RvXv3eg9CK+fm\n",
"5sarr77aIMeuLZl6KYRQnI4dO/LBBx8AkJWVhaenJ3l5eVy/fh2NRsP58+c5e/Ys+/fvrzIfx2Aw\n",
"sHHjRn7++WfUajVDhgxh2LBhHD9+nI0bN6LX62nfvj2TJk3C2tqaiIgIBgwYwJEjR9Dr9bz66qu0\n",
"atWKX375hXXr1gFl0y7nzp1Lfn6+KU9n3759HD58GJ1Ox6VLl3j00UcZN25cA3575klnL4RQHDc3\n",
"N6ysrNBqtZw6dYqOHTty5coVTp06hb29PV5eXlhb/6/7MpePk5CQgFarJS4uDrVaTWFhITqdjhUr\n",
"VvD222/j4eHB8uXL+frrrwkLCwPAxcWF2NhYvv76a3bs2MH//d//sXPnTl588UU6duzIjRs3sLGx\n",
"ue18MzIyWLRoEdbW1kyfPp2wsDDc3Nzq58uqIYlLUChLrBkejLolLuF/nLy8UOXl3f5BDeISOnbs\n",
"yKlTpzh58iRPPPEEV65c4eTJkzg4OODr61tp2/J8nD59+tCrVy8Ajh8/zuOPP45aXTZa7eTkxNmz\n",
"Z2nRogUeHh4ADBw4kC+//NLU2Zfv265dO77//ntT2x988AHBwcH06tXLbCceEBCAvb09AK1btyYn\n",
"J6fxdfZKWODS2Bfa1IYl1gyNv26JS6jMOS/P7MKvmiyp8vPzIy0tjczMTLy8vGjWrBk7d+7EwcGB\n",
"gQMHUlhYaNrWXD4OVA40g9tXv5bn45Qrv2pXq9WmULWnnnqKwMBAjh49yptvvsnrr79e6V8VFfcr\n",
"P0b5vkoiN2iFEIrUsWNHjh49irOzMyqVCicnJ65fv86pU6fw8/OrtG15Ps7TTz+Ni4sLWq2Wrl27\n",
"kpCQYOp4CwsLeeihh8jNzSU7OxuA/fv306lTpzueR3Z2Np6envzhD3+gffv2ikgVqA0ZsxdCKJKX\n",
"lxFBlC8AACAASURBVBcFBQX079/f9F6bNm3Q6XQ4OTlV2vbWfJy2bdvi5eXFxYsXiYyMxMrKiqFD\n",
"hxIaGsqUKVNYtmwZer0eHx8f09Onqsq82bVrFykpKajVajw9PenevTtXrlxpdBk5ko2jUJZYMzT+\n",
"uiUbp7KqzlGyceqfDOMIIYQFkGEcIUSd8OjcGbW5mTdCEaSzF0LUCbWZmTe3PaFKNBgZxhFCKM6Y\n",
"MWP45z//aXqt1+uZOHEiCxcuBODw4cN3zMXJyclhxowZZj/bsmULx48fr9sTbgTkyl4IoTi2trZk\n",
"ZWWh0+nQaDQcO3aMZs2amWbABAUFERQUVKu2n3766bo81UZDOnshhCI98sgjHD16lN69e5OUlES/\n",
"fv1ITU0FYN++faSnpzNhwgTy8vJYuXIlOTk5QNkCqyZNmmAwGPjXv/7FqVOncHNzIyoqCo1GQ3x8\n",
"PIGBgfTu3ZujR4+yYcMGbG1t6dixIzk5OcyaNYvTp0+zbt06bt68iUajYfLkybRq1arR5OCYI8M4\n",
"QghF6tu3LwcOHODmzZtkZmbSoUMHs9utXbuWzp07ExcXR2xsLK1btwbKFkMNGzaMJUuW4ODgYIo/\n",
"KH+WrU6nY+XKlbz22mssXLiQgoIC078cHn74Yd555x1iY2MZPXo0H374oel4GRkZvPLKKyxevJiD\n",
"Bw9y5cqV+/xN1A3JxlEoS6wZHoy6LTkb59bzMTZpYv4mbQ2ycby8vMjNzSUpKYkePXpUuV1KSgpT\n",
"p04FMKVeFhYW0qJFC9q0aQOAt7c3ubm5FQ5v5MKFC7Rs2RJ3d3cA+vXrR0JCAgDXr19n+fLlZGdn\n",
"o1Kp0Ov1pn0bQw6OOZKNo1CWWDM0/rotORvH3PkUpKSY3bamS6oCAwPZsGEDc+bMIT8//67Op2J+\n",
"jVqtRqfT1Xjfjz76iC5duhAVFUVubi5z5swxfdYYcnDMkWEcIYRiDR48mNGjR+Pp6VnlNgEBAXz9\n",
"9ddA2YNOyiOO70SlUtGqVSsuXbpkuuI/cOCAaRinuLiYpk2bAvDNN9/caxmKIDdohRC1cj8XUZV3\n",
"um5ubgwbNsz0nrk8mhdeeIF//etf7N27F7VazaRJk3B1db1t21tfazQaXnzxRRYsWICtrS3t27c3\n",
"fTZy5Eji4+PZvn07jzzySKPLwTFHsnEUyhJrhsZftyVl49x6/Ls5H6Vk45SUlGBnZwfAqlWraNWq\n",
"lSnb/kEjV/ZCmCFL/y3Dnj17+PbbbyktLaVdu3YMHTq0oU/pvpHOXggzzC39rwmJB2hcRowYwYgR\n",
"Ixr6NOqF3KAVQggLIJ29EEKRxowZw/r1602vd+zYwdatW+us/ZycHMaMGcPmzZtN7+Xn5/PMM8+w\n",
"Zs2aWrWp5Nwd6eyFEIpkbW1NcnLy/2fvzuOiqh7/j79mwGEbEVAQF0ARB3BF0UBzN7+u9W3V+piV\n",
"mhmaZgKipon6MQW3NNA+lanlJ9fsl6iVuylKKWjKIqSkiIiAiGyOAwy/P/hyA1lVwIuc5+Ph4+Hc\n",
"O3PvOVcfZ+6ce877SA+va2NEjI2NDefOnZNeh4WFVTrMsyqjR4+mc+fONVG0Gicae0EQZMnAwIDB\n",
"gwezb9++MvsyMzNZuXIlc+bMYc6cOcTGxgLg4+NDbm4uhYWFTJgwgd9++w2AoKAgLly4UOY4KpWK\n",
"Vq1aER8fD8Dp06fp1atXlecJDAyUjn3w4EHWrl0LQHBwMGFhYQBcvnyZ+fPn4+vry9y5c9Fqteh0\n",
"OtatW4ePjw9+fn5EVTDprDaIxl4QBNkaOnQoJ06cKDNRauPGjYwcOZKlS5fi7e3NF198AYCzszOX\n",
"Ll3i+vXrNG/enEuXLgHw119/lVmkvNizzz5LaGgot2/fRqlUSpOpKjvP5MmT2bVrFzExMezdu5eJ\n",
"EycC/8wFyM/PZ82aNYwfP57ly5fzySefoFKp+PXXX1EqlaxYsYIPP/yQ4OBg8vPza/y6lUdk48hU\n",
"Q6wzyKvedZVXU5+zcUqev8IcnPJUIxsHwMTEhP79+/Pzzz+jUqmk7RcvXuRGidFSWq0WrVaLq6sr\n",
"MTExWFtb8z//8z8cOnSI9PR0zMzMSn2+pK5du7Jt2zaaNGlS6q6+ovPcv3+fJk2aMHr0aBYtWoSv\n",
"ry9mZmYlqlaUu2NhYYGjoyOANJY/NjaW4cOHA0VzDaytrUlKSsLe3r5a1+NxiGwcmWqIdQb51PtR\n",
"c2caUjbOg+evKAenPA8zpWrEiBH4+fkxcOBAaVthYSGffvppqfwbAFdXV3755RfS0tJ44403+OOP\n",
"PwgLC8PV1bXC4xsaGuLo6Mi+fftYtWoVZ86cqfI8AAkJCTRu3PihUy+rmMdaa0Q3jiAIFbLt2JGW\n",
"rVqV+6euqNVqevXqxZEjR6SHtF27dmX//v3Se65evQpA06ZNycrKIjk5GRsbG1xcXAgJCam0sQd4\n",
"/vnnGTt2bKk79MrOc/nyZc6fP09AQAAhISFSlj78k7uTkZHBlStXgKKsHb1ej4uLCydPngSK0gnS\n",
"0tLqbDaxaOwFQahQ8eSy8v7UtpKjb55//vlSvyLGjx9PfHw8vr6+zJw5U4omBmjfvj0tWrQAwMXF\n",
"hTt37lTYX198jtatW9OvX78y+8s7T35+Pv/5z3+YMmUKlpaWjBs3jvXr15f6nKGhITNmzOCbb77B\n",
"19eXJUuWkJeXx9ChQ9Hr9fj4+LBmzRqmTp1a7q+G2iCycWSqIdYZ5FPvR82dedqycSo7x+OcXy7Z\n",
"OA2JuLMXBEFoAERjLwiC0ACIxl4QBNnZtGlTqQejS5Yskca4A3z77bfs3bv3oY4ZHR1NXFxcme0p\n",
"KSl4eXmV2e7r68vly5f54osvSExMfKhzHTx4UJp0VZH4+Hg2btz4UMd9HCL1UhAE2XFxceH06dOM\n",
"GDECvV5PVlYWWq1W2h8XF8c777zzUMeMjIzExMQEjUZTaruNjQ3NmjUjOjqaDh06AHDjxg20Wi1O\n",
"Tk44OTmVezy9Xo9SWf798pAhQ6osj6OjozQOvy6Ixl4QBNnRaDRs3rwZgMTEROzs7MjIyCAnJweV\n",
"SsWNGzdo27Yt8fHxfPvtt2i1Who3bszUqVOxsLBg//79HDp0CAMDA1q3bs2//vUvDh06hFKp5MSJ\n",
"E0yYMKHUCJ1nn32WU6dOSY19aGgozz77LAD+/v689dZbODo6Mm7cOIYMGcLFixeZOHEiSUlJ/PTT\n",
"T5iZmWFvb49KpWLChAns2LEDExMTnn/+efz9/Wnfvj1RUVHk5OTg5eWFi4sLUVFRhISEMHv2bC5f\n",
"vsymTZvIy8tDpVLh5eVV4w+xRWMvCILsWFlZYWBgQFpaGnFxcWg0GtLT04mLi8PExESacfrNN9/g\n",
"5+dH48aNOXXqFFu3bsXLy4uffvqJ4OBgDA0Nyc3NxdTUlCFDhmBiYsKoUaPKnM/T0xM/Pz8mTJiA\n",
"Uqnk9OnTeHt7A6WHgOp0OjQaDW+99Rbp6el8/vnnBAYGYmxszKJFi3BwcJA+U/y54kXJP/30U86d\n",
"O8fOnTuZP39+qfO3atWKRYsWoVQquXDhAlu3bpXOX1NEYy8IgixpNBri4uKIjY1l1KhRpKenExsb\n",
"i6mpKc7OziQlJXH9+nUWL14MFHWrFOfaODg4sHbtWnr27EnPnj2lY1Y00tzCwgI7OzsuXrxIkyZN\n",
"pF8ED1IqlXh4eABFE6s6duwoTcTy9PTk5s2b5R6/+DNt27aVFjgvKScnh6CgIJKTk1EoFBQUFFT3\n",
"MlWbyMaRqYZYZ5BXvUU2TuXneKgsnDIfrjoywMXFhUuXLpGQkIC9vT1NmzYlJCQEU1NTBg4cSGFh\n",
"IXZ2dvz73/8u89nZs2cTExNDeHg4u3fvZuXKlVWerzgQzcLCgj59+pT7nkaNGpW6Yy/55VHZlKXi\n",
"iVNKpbLchnz79u107twZX19fUlNT8ff3r7K8D0tk48hUQ6wzyKfe9SEbx8zCgsbm5g/9uYdVUdke\n",
"JgvnQdXpjdZoNOzZswdbW1sUCgVqtZqcnBwSExN5//33MTY2JjMzU+rmyc/PJzk5mVatWpGWlkbH\n",
"jh1xdnYmNDQUrVaLiYlJmfTMkjw8PPj+++8xMjLik08+qbJ87dq1Y9OmTeTk5GBsbMzvv/8udeMU\n",
"FhY+VAbOvXv3pF8lR48erfbnHoboxhGEeiq5DrLQn+Sauvb29mRlZdG3b19pm4ODAzqdDrVaDcDM\n",
"mTPZuHEjubm56PV6Ro4cSYsWLQgKCpJy7UeMGIGpqSnu7u6sWrWKs2fPlnlAC2BqaopGo+Hu3bvY\n",
"2NiUW6aS/fdWVla89NJLzJ07F7VaTcuWLTE1NZXeV9FiKyW3F//9hRdeIDg4mN27d9OtW7daWahF\n",
"xCXIVEOsM8in3vUhLqEu1FYkw9MSl6DVajE2NqagoIAVK1YwaNCgUs8I5ETc2QuCIDyinTt3cvHi\n",
"RfLy8ujatatsG3oQjb0gCMIjGzdu3JMuQrWJuARBEIQGQDT2giDITn26Y64vRGMvCILs1MZolIZO\n",
"9NkLgiBbhYWFbNmyhfPnz6NQKHj55Zfp3bs3X3/9NW5ubvTo0YPly5ejVqvx8vLiyJEjpKSk8Prr\n",
"r7N8+XJu375NXl4ew4cP57nnnnvS1XmiRGMvCIJs/f7771y7do0VK1aQmZnJnDlz6NChAx06dODS\n",
"pUv06NGD9PR07t69C8ClS5ek2a9eXl6o1Wp0Oh1z5szB09NTGp/fEInGXhAE2SpuvBUKBU2aNKFD\n",
"hw5cvnwZFxcX9u3bJyVi5uTkkJGRwV9//cWECRMA2L9/P2fOnAEgPT2dmzdv0r59+ydZnSdKZOPI\n",
"VEOsM8ir3vUhG6e2PVb+TaUHrl6UQHn5MwqFAisrK3Jzczl//jyurq5kZ2dz6tQpjI2NMTY2Jioq\n",
"isjISJYsWYJKpWLhwoXk5eXVfD3qEZGNI1MNsc4gn3rXh2ycuvA4+TeVqe78WVdXVw4ePEj//v3J\n",
"zs7m0qVLvPXWWwC0b9+e/fv3s2DBArKysli5ciW9evUCirJmzMzMpOz78laoamhEN44gCLJTPBrn\n",
"mWeeIS4uDl9fXxQKBW+++SZNmjQBilIxL1y4QPPmzWnatCnZ2dlS3o2bmxsHDx7ko48+omXLlmVW\n",
"p2qIRDaOTDXEOoN86i2ycWrX05KNU5+IcfaCIAgNgGjsBUEQGgDR2AuCIDQA4gGtIAiydPv2bTZs\n",
"2MCNGzfQ6/W4u7vz5ptvcvLkSeLj46Xx9MV27NiBiYkJzz//fIXHDA4Oxt3dHU9Pz9ouvuyIxl4Q\n",
"BNkpLCxkxYoVDB06lAEDBqDX6/nyyy/Ztm1buQuBQ/XydBpy5o5o7AVBkJ3IyEhUKhUDBgwAihbq\n",
"fvvtt/nggw8YM2aM9L6IiAh2796Nn59fqc8fOnSIw4cPk5+fj62tLdOmTUOlUgEQExPDvn37yMjI\n",
"YOzYsXh6elaYwRMVFcWOHTswMzPj+vXr9OrVCzs7O37++Wd0Oh2+vr40b96cs2fP8uOPP5Kfn49a\n",
"rWb69OnSEFG5EI29IAiyc/36dRwdHUttMzExoVmzZhQUFADwxx9/sG/fPubOnSut/VrM09NTCj7b\n",
"tm0bR44cYdiwYRQWFpKRkcHixYtJTEwkMDAQT0/PCjN4ABISEli9ejVqtZoPPviAwYMH8+mnn7J/\n",
"/35+/vln3nnnHVxdXenRowcAhw8f5qeffpImf8mFaOwFQZCdqrpbIiMjuXLlCvPnz8fY2LjM/oSE\n",
"BLZt20Zubi5arRY3NzfpuMVLB7Zu3bpMgNqDGTympqa0a9cOCwsLAJo3b07Xrl2BogXRo/5vhvHt\n",
"27dZvXo1GRkZ5OfnV7hg+ZMksnFkqiHWGeRVb5GNU0Rtb48iI6NmD1pFNk7r1q0JCwsrtS03N5e0\n",
"tDQMDAxo3rw5KSkpJCUllfoFUPwlERwcjJ+fH/b29hw7dozo6GjpPYaG/zR7xXNKH8zgKXmsku9X\n",
"KpXSa4VCIf3K+Oabb3j++edxd3cnOjqanTt3Vu861CGRjSNTDbHOIJ96i2ycfzTOyHik2cSVqWr+\n",
"bOfOnfn+++/57bff6NevH3q9nm+//ZYBAwagUqmwtrZm3LhxrFixgpkzZ0oPbYsbbK1Wi4WFBfn5\n",
"+Zw4cYKmTZtWer4HM3hiYmIYN24ciYmJ1arPvXv3sLS0BODYsWPV+kxdE904giDIko+PD19//TU/\n",
"/PADer2e7t2788Ybb3Dy5EmgKHJh+vTprFq1SnpAW3w3PmbMGObOnYu5uTlOTk5otVrpuCW7iKrK\n",
"4Llx40aFXUoKhULa99prr7F69WrMzMzo1KkTqampNX9BHpPIxpGphlhnkE+9RTbOPx71WlR6TJGN\n",
"U+fEDFpBEIQGQHTjCNVm27Ejypp+UFcO+T6qFIT6SzT2QrUpa+FB3YPk0qVRK6szyUxdfXkL8iC6\n",
"cQShgSr+8q7qz5MwZswYPv/8c+l1QUEBEydOZNmyZU+kPFFRUbV67tzcXA4cOCC9Tk1NlR5E1xTR\n",
"2AuCIDtGRkYkJiai0+kAuHDhAk2bNn1qs22ys7P59ddfpdcpKSk13tiLbhxBEGSpW7duRERE4Onp\n",
"SWhoKM8++ywxMTEAXL58mU2bNpGXl4dKpcLLy4uWLVty/fp11q9fT35+PoWFhXh7e2NhYcHq1atJ\n",
"T09Hr9fz6quv0qtXL3bt2kV4eDg6nQ5nZ2fee+89AJKTk/nqq6/IzMxEqVQyc+ZMFAoF9+/fZ9Wq\n",
"VVy/fp22bdsyffp0AKZOnUpAQABqtZorV66wZcsWFixYQHR0NJs2bQKKhmkuXLgQY2Nj9uzZw+nT\n",
"p8nPz6dnz56MHj2a77//nlu3bjFr1iy6dOlCTEwMN27cYNasWQwYMIDOnTuzbt06CgoKpHrZ2to+\n",
"1PUUjb0gCLLUu3dvdu3ahbu7OwkJCQwaNEhq7Fu1asWiRYtQKpVcuHCBrVu34u3tzcGDBxkxYgR9\n",
"+vShoKCAgoICIiIisLKyYs6cOUBRlwnAsGHDePXVVwEICgoiPDwcd3d31q5dy0svvUTPnj3Jz89H\n",
"r9eTlpbG33//zapVq7C0tGT+/PnExsbi7OxcYflDQkJ499130Wg03L9/n0aNGvHnn3+SnJzM0qVL\n",
"0ev1BAYGEhMTw9ixY7l+/TqBgYEAREdHs2fPHmbPng0UzdAdOXJkqXo9LNHYC4IgS/b29qSmphIa\n",
"Gkr37t1L7cvJySEoKIjk5ORSsQUajYYff/yR27dv4+Hhga2tLQ4ODnz33Xf897//xd3dXVqUPDIy\n",
"kpCQEO7fv092djZ2dnZ06NCBO3fuSPk5JaMSnJycsLKyAqBNmzakpqZW2tg7OzuzefNm+vTpg4eH\n",
"B1ZWVvz555/8+eefzJo1C4D79++TnJxcZobvg9OfyqvXwxLZODIl1zrXdpnkVO+GkI1TnfMWWljU\n",
"/OikKrJxirm7u/Pdd9/h7+9PZmamtH379u107twZX19fUlNT8ff3B6BPnz5oNBrCw8NZunQpkyZN\n",
"olOnTgQGBhIREcG2bdvo1KkT//u//8uGDRsICAjAysqKnTt3kpeXV+kzgQczcoq/YAwMDNDr9QDk\n",
"5eVJ73nxxRdxd3cnIiKC+fPn8/HHHwPw0ksvSYmcxVJSUiq9DhXV62GIbByZkmOdHzUv5qHOIZN6\n",
"N4RsnOqWNev/kh1rUnXnzw4aNAi1Wo2dnZ2UMAmls2iOHj0qbb916xbNmzdn+PDhpKWlkZCQQKtW\n",
"rTAzM6Nv376Ymppy9OhRqVFWq9VotVrCwsLo1asXxsbGWFlZcebMGXr27EleXl6Zu+wHWVtbEx8f\n",
"j5ubW6nwtuTkZOzs7LCzs+PKlSskJSXh5ubG9u3b6dOnD8bGxqSnp2NoaIiJiUmpSIcHX6ekpGBj\n",
"Y1OqXjXe2AuCINS14jtsKysrhg0bJm0r3v7CCy8QHBzM7t276datm7T99OnTnDhxAgMDAywtLXn5\n",
"5Ze5fPkyW7ZsQaFQYGBgwKRJkzA1NWXw4MHSA1wnJyfp3NOmTePLL79kx44dGBoa8tFHH5U694Ne\n",
"e+011q9fj6mpqZSBD7B//36ioqJQKpXY2dnh5uaGoaEhiYmJzJs3DwBjY2OmT5+OjY0Nzs7OeHt7\n",
"061bN9544w2USiW+vr4MGDCAvLy8MvV66GsqsnHkSY51ro2MlAfJpd6PWtf6NlHpSY2jF9k4dU/c\n",
"2QtCDUp+hC6PJ/UF1xBmCQv/EJOqBEEQGgDR2AuCIDQAorEXBEF2Nm3axP79+6XXS5Ys4YsvvpBe\n",
"f/vtt+zdu7dWzv3FF19Ue4Wq+kQ09oIgyI6LiwuxsbEA6PV6srKyuFHiYXJcXFylE5oex/vvvy8t\n",
"c/g0EQ9oBUGQHY1Gw+bNmwFITEzEzs6OjIwMcnJyUKlUJCYm8u233zJx4kTatGkDwPz585k0aRJW\n",
"VlasW7eO1NRUVCoVkydPxt7enh07dpCSkkJqaippaWm8/fbbxMXFcf78eaysrPDz88PAwAB/f3/e\n",
"eustHB0dGTduHCNHjiQ8PByVSsWsWbNo0qQJycnJfP7559y/f58ePXqwf/9+vv322yd4xaom7uwF\n",
"QZAdKysrDAwMSEtLIy4uDo1Gg5OTE3FxcVy5cgUHBweGDBkiLe6dlJREfn6+1Kg7OjqyfPly3njj\n",
"DYKCgqTjpqamsmDBAmbNmsXnn39Op06dWLFiBSqVioiICKD0GrU6nQ6NRsPy5ctxdXXl8OHDQFE3\n",
"08iRI1mxYkWVi5nLhWjsBUGQJY1GQ1xcHLGxsWg0GjQaDbGxsVIXjqenJxERERQUFHD06FEGDBgA\n",
"QGxsLP369QOgU6dOZGVlce/ePRQKBW5ubtIkJ71ej5ubG/BPDs+DDA0NpVweR0dHKdbgr7/+wtPT\n",
"E4Bnn322ti9FjRDZODIl1zqLbJya96TqXCuZN9U+edXZOC4uLly6dImEhATs7e1p2rQpISEhmJqa\n",
"MnDgQFQqFV26dOHMmTOEhYUREBBQ5TGL822USiUGBgbSdoVCIeXblFTyPUqlstz31BciG0em5Fhn\n",
"kY1TS+d6QnWujcyb6qrO/FmNRsOePXuwtbVFoVCgVqvJyckhMTGR999/HyjKzgkICMDV1RVTU1Og\n",
"6EvixIkTvPLKK0RFRWFubo6JiUmVGTdV7S+pffv2hIWF0bt3b06dOlXtzz1JohtHEARZsre3Jysr\n",
"i/bt20vbHBwcMDMzQ61WA0VdK8V3+sVee+014uPj8fX1ZevWrUydOhWgTL7Ng1k35WXfVJSH8847\n",
"77Bv3z58fX1JTk6WvmjkTGTjyJQc6yyycWqHXOpcl2oqGyc9PZ2FCxeyZs2aGjledel0OlQqFQCh\n",
"oaGcOnUKX1/fOi3DwxJDLwVBqJeOHz/Otm3bePvtt+v83PHx8WzYsAEAMzMzvLy86rwMD0vc2cuU\n",
"HOss7uxrh1zqXJdE6mXdE332giAIDYBo7AVBkJ2UlBS8vb1LbduxYwchISEcO3aMO3fuVHkMf39/\n",
"4uPja6uI9Y5o7AVBqBeKR8YcP368Wo19ZevJNkTiAa0gCPXKlStXWLt2LUZGRixevJg9e/YQHh6O\n",
"TqfD2dmZ9957T3rv6dOn+frrr8nJycHLywsXF5cnWPInSzT2giDUK+3atWPcuHE4OjoCMGzYMF59\n",
"9VUAgoKCCA8Px93dHShKzPz00085d+4cO3fuZP78+U+s3E+aiEuQKbnWWcQl1Dw51bkiant7FDW5\n",
"tm4Vs1Ur6oIpb3tkZCQhISHcv3+f7Oxs7OzspMbew8MDgLZt25abfdOQiLgEmZJjnUVcQi2dSyZ1\n",
"rkzjjIwaHYpa1cDLxo0bk5OTU2pbdnY2NjY2pbbpdDo2bNhAQEAAVlZW7Ny5k7y8PGl/ySycgoKC\n",
"Gil7fSUe0AqCIDvGxsZYWloSGRkJFDX058+fx8XFBWNjY+7duwcgNexqtRqtVktYWNgTK7PciT57\n",
"QRBkaerUqWzYsEFaFOS1116jefPmDBgwgK+++kp6QDt48GC8vb2xsLDAycmpwuM19NE5YgatTMmx\n",
"zmIGbe2QS50rU9PXQ8ygrXuiG0cQBKEBEN04gvAUsu3YEWVNjp4R6j3R2AvCU0hZ06NnntSKVkKN\n",
"EY29IAiytHv3bkJDQ1EqlSgUCt57771KH8BWJDo6GkNDQzQaDQDBwcG4u7tLa8hWZMyYMTg4OFBQ\n",
"UIBSqaR///6MHDmy0ge9UVFRhISEMHv27GqVbd++fQwZMkTKxq9NorEXBEF24uLiiIiIICAgAEND\n",
"Q7Kzs0uNn38YkZGRmJiYSI19dUflGBkZERgYCEBmZiZr1qwhNzeX0aNHP1I5yrN//3769esnGntB\n",
"EBqmjIwMGjduLE2KKl6GEODixYts2bKFgoIC2rVrx6RJkzA0NGTq1KkEBASgVqu5cuUKW7ZsYcqU\n",
"KRw6dAilUsnJkycZP348ADExMezbt4+MjAzGjh1b5V2+ubk5kydPZs6cOYwePZqUlBSCg4PRarUA\n",
"TJw4UfoyKXb58mW++uorvL29uXXrVpkyHzhwgDt37rBw4ULMzc355JNP+Oqrr4iPj0en0+Hh4VGj\n",
"XyyisRcEQXa6dOnCrl27+PDDD+ncuTO9e/emQ4cO6HQ61q1bx4IFC7C1tSUoKIgDBw4wYsSIco9j\n",
"bW3NkCFDMDExYdSoUQAcPnyYjIwMFi9eTGJiIoGBgVU29gA2Njbo9XoyMzOxsLBg3rx5NGrUiJs3\n",
"b7J27VqWLl0qvTc2NpaNGzcya9YsGjduzIIFC8ot8759+/D395e+zN544w3UajV6vZ7FixeTkJCA\n",
"vb19DVxRkY0jW3Kts8jGqXm1VeeaPGahhUXNPqStIhvH2NiYZcuWcenSJSIjI/nss8/417/+RZs2\n",
"bbCxscHW1haAAQMG8Msvv1TY2P9zun/Op1Ao6NmzJwCtW7fm7t27D138/Px8NmzYwLVr11Aqldy8\n",
"eVPad+PGDb788kvmz5+PhYUFV69erXaZT506xeHDh9Hr9dy5c4fExMS6a+zlMNmjPkw6qWlywUqH\n",
"rAAAIABJREFUrLPIxqmlc9VCnWu6/FlRUTV2LKg6GweK8mw6dOhAhw4dsLe35/jx47Rt27bUewoL\n",
"C6U+eAMDA/R6PUCV/fvF3UPFx6iOW7duoVQqMTc3Z8eOHVhaWjJt2jT0ej1jx46V3mdpaUleXh7x\n",
"8fF07969zDOCkmUuKSUlhb1797Js2TJMTU1Zt24dOp2uWmWrDjGpShAE2UlKSip1t3z16lWsra1p\n",
"2bIlqampJCcnA/Dbb7/RoUMHoKjLpnhlqpIZOSYmJlKWzqPKzMzkq6++YtiwYQDcu3cPCwsLoGgx\n",
"leIvGQBTU1Nmz57N1q1biY6OpkWLFhWW2cTEhNzcXAByc3MxMjLCxMSEjIwMzp07V6MRD6LPXhAE\n",
"2dFqtWzcuJGcnBwMDAywtbVl8uTJNGrUiClTprB69WoKCgpwcnJiyJAhQFF2zvr16zE1NZUaUwB3\n",
"d3dWrVpFeHi49IC2ZCNaUYOq0+mYNWtWmaGXAEOHDmXlypUcP34cNzc3jI2NSx2vSZMm+Pn5sXTp\n",
"Ury8vCos83PPPcenn36KlZUVn3zyCW3btmXGjBk0a9asxhdaEdk4MiXHOotsnNpRG3Wuy/I/CpGN\n",
"U/dEN44gCEIDILpxBKEc+poefVIFeYw/Ep5morEXhHIk1/Dok8rUVjeOIJQkunEEQZCdMWPGSIuW\n",
"AOzZs4edO3fW6jmnTp1KdnZ2rZ7jSRKNvSAIsmNoaMiZM2ekXzwNfZWpmiC6cQRBkB0DAwMGDx7M\n",
"vn37eP3110vtKx7znpaWBsA777xD+/btmTZtGsuXL8fU1BSA6dOn8+9//5u4uDh+/PFH8vPzUavV\n",
"TJ8+nSZNmpCVlcWaNWu4c+cO7du3L3WO5cuXc/v2bfLy8hg+fDjPPfdc3VS8FonGXhAEWRo6dCg+\n",
"Pj688MILpbZv3LiRkSNH4uLiQlpaGkuWLGH16tX07NmTP/74gwEDBvDXX39hY2ODubk5rq6u9OjR\n",
"AyjKxfnpp59466232LlzJ66urrzyyitERERw9OhR6RxeXl6o1Wp0Oh1z5szB09OzVBhbfSSycWRK\n",
"rnVuSNk4daU+ZONURm1vj+JhV8WqRkSBiYkJ/fv35+effy4VAXzx4kVulJhDoNVquX//Pr1792bX\n",
"rl0MGDCA0NBQevfuDcDt27dZvXo1GRkZ5Ofn07x5cwAuXbqEj48PAN27d8fMzEw65v79+zlz5gwA\n",
"6enp3Lx5s8zdf30jsnFkSo51bkjZOHWpPmTjVHquR1gVq7pTqkaMGIGfnx8DBw6UthUWFvLpp5+W\n",
"yrcBaN++PcnJyWRmZnL27FleffVVAL755huef/553N3diY6OrvJBb1RUFJGRkSxZsgSVSsXChQsf\n",
"OUtfTsQDWkEQZEutVtOrVy+OHDkiPaTt2rUr+/fvl95z9epVoOgh7jPPPMPmzZtp3bq11O1y7949\n",
"LC0tATh27Jj0OVdXV06ePAnAuXPnyMnJkd5vZmaGSqXixo0bxMXF1XY164Ro7AVBkJ2So2+ef/75\n",
"Ur9Sxo8fT3x8PL6+vsycOZNDhw5J+3r37s3JkyelLhwoysxZvXo1s2fPxtzcvNT2mJgYvL29+eOP\n",
"P2jWrBkAbm5u6PV6PvroI77//vsyi5LUVyIbR6bkWOeGlI1Tl+p7Ns6jnEtk49Q9cWcvCILQAIih\n",
"l4LwFKrrbB9B/kRjLwhPobrM9qmNL5Vx48bx3XffPdYx4uPjOX78uJRh/6D09HQ2bdrEzJkzH+s8\n",
"9YVo7AVBkJ2aiEdwdHTE0dGxwv1WVlYNpqEH0dgLglBPXL16la+++gqdTkfz5s3x8vLCzMwMf39/\n",
"3nrrLRwdHcnMzGTOnDkEBwcTFRVFSEgIs2fPJjo6mk2bNgFFXyQLFy4kMzOTgIAAVq5cSUpKCsHB\n",
"wWi1WgAmTpyIRqMhKiqKnTt3Ym5uzvXr12nbti3Tp08HYNeuXYSHh6PT6XB2dua99957UpemWkRj\n",
"LwhCvRAUFMTEiRNxdXVlx44d7Ny5k3feeadavwJCQkJ499130Wg03L9/n0aNGpXab2Fhwbx582jU\n",
"qBE3b95k7dq1LF26FCj6klm1ahWWlpbMnz+fS5cu4eLiwrBhw6SJW0FBQYSHh+Pu7l7zFa8horEX\n",
"BEH2cnNzyc3NxdXVFYD+/fuzatWqan/e2dmZzZs306dPHzw8PLCysiq1Pz8/nw0bNnDt2jWUSmWp\n",
"xc6dnJyk97dp04bU1FRcXFyIjIwkJCSE+/fvk52dTevWret3Yy+HnBKRlyIfIhun5tX3Ohc+ysif\n",
"amTjVP7xfz6vVCql1xXFGrz44ou4u7sTERHB/Pnz+fjjj0vFLezduxdLS0umTZuGXq9n7Nix0r6S\n",
"71Mqlej1enQ6HRs2bCAgIAArKyt27twp+0gFkY0jU3Kss8jGqR31vc5ZjzDy52GnVJmammJmZiZ1\n",
"ofz222907NgRAGtra65cuUK7du0ICwsr9/PJycnY2dlhZ2fHlStXSEpKwt7eXtp/7949mjZtCsDx\n",
"48fR6/WVlqe4YVer1Wi1WsLCwujVq9dD1qpuiW4cQRBk5/79+3h5eUmvR40axdSpU0s9oJ0yZQoA\n",
"L7zwAqtXr+bw4cN069atVB9+8d/3799PVFQUSqUSOzs73NzcSE9Pl/YPHTqUlStXcvz4cdzc3DA2\n",
"Ni5zjJLMzMwYPHgw3t7eWFhY4OTkVCvXoSaJuASZkmOdRVxC7WiIdRZxCXVPxCUIgiA0AKKxFwRB\n",
"aABEYy8IgtAAiMZeEATZGTdunPT3iIgIPvzwQ2mBceHRiMZeEATZKR4Bc/HiRTZt2sTHH38sLS4i\n",
"PBox9FIQBFmKjo7myy+/ZM6cOdjY2ABw6NAhDh8+TH5+Pra2tkybNg2VSkVwcDCmpqbEx8eTkZHB\n",
"2LFj8fT05M6dO3z22Wfcu3ePgoICJk2ahIuLC19//TVXrlxBp9Ph4eHB6NGjAfjvf/9LeHg4BgYG\n",
"dOnSpdQvjPpONPaCIMhOXl4eK1aswN/fv9QwTU9PT5577jkAtm3bxpEjRxg2bBgAGRkZLF68mMTE\n",
"RAIDA/H09OTkyZN07dqVl19+mcLCQu7fvw/A66+/jlqtRq/Xs3jxYhISErC0tOTMmTN89tlnQFFE\n",
"w9NENPaCIMiOoaEhzs7OHDlyhHfeeUfanpCQwLZt28jNzUWr1eLm5gYUdfv07NkTgNatW3P37l2g\n",
"KNdm/fr1FBQU0LNnT9q0aQPAqVOnOHz4MHq9njt37pCYmEjr1q1p1KgR69evx93dne7du9dpnWub\n",
"yMaRKbnWWWTj1Lynuc5qe3sUGRlld1SRjaNQKPjoo49YtGgRP/74Iy+99BIAwcHB+Pn5YW9vz7Fj\n",
"x4iOjpY+UzLDpniuqKurK4sWLSI8PJx169YxatQoXFxc2Lt3L8uWLcPU1JR169ah0+lQKpUsXbqU\n",
"ixcvEhYWxi+//MInn3xSA1dBHkQ2jkzJsc4iG6d2PM11bpyRUe6s6+rMn1WpVMyePZsFCxbQpEkT\n",
"Bg0ahFarxcLCgvz8fE6cOCHl2VQkLS0NKysrBg8eTF5eHn///TcODg4YGRlhYmJCRkYG586do2PH\n",
"jmi1Wu7fv0+3bt1wdnZm2rRpj1hreRLdOIIgyE7xaBy1Ws3cuXNZsGAB5ubmjBkzhrlz52Jubo6T\n",
"k5O02EjJz5T8e3EMsaGhIcbGxnzwwQdYW1vTtm1bZsyYQbNmzXBxcQFAq9USGBhIXl4ehYWFvP32\n",
"23VY49onsnFkSo51Ftk4teNprnNF/2dENk7dE+PsBUEQGgDR2AuCIDQAos9eEITHYtuxI8ryRtwI\n",
"slLjjX3HjrZkZNTGD4anc2ha5eRV5wUs4L0nXQhBdpQVjLgBHn65wv8zZswYHBwcpNe+vr6kpKQQ\n",
"EhLC7Nmzq32c+Ph4jh8/zvjx48vsmzp1KgEBAajV6kcqY31T4419RoaSGzdq9qHu0/wAqyJyrHPL\n",
"VgtJEs29UAeMjIwIDAwstS0lJeWhjlFQUICjoyOOjo41WbR6S3TjCIJQ72RnZ7Nu3TpSU1NRqVRM\n",
"njwZe3t7duzYwa1bt0hJSaFZs2YMGTKEPXv2MHv2bLKyslizZg137tyhffv2pY63fPlybt++TV5e\n",
"HsOHD5ciGZ4morEXBEF2dDods2bNAsDGxgYfH59S+3fs2IGjoyOzZs0iMjKSoKAg6ZdAUlISixYt\n",
"olGjRkSVWAx9586duLq68sorrxAREcHRo0elfV5eXqjVanQ6HXPmzMHT0/Op694Rjb0gCLKjUqnK\n",
"dOOUFBsbi7e3NwCdOnUiKyuLe/fuoVAocHd3p1GjRmU+c+nSJelLo3v37piZmUn79u/fz5kzZwBI\n",
"T0/n5s2bZe7+67taycap6ZyPpzk7pCJyrbPIxql5T0OdKyp/oYVF+Q9pq8jGeRxGRkYP9f6oqCgi\n",
"IyNZsmQJKpWKhQsXkpeXV0ule3JqIRun5h8syvFhZW2TY51FNk7tqO91ruz/RVaJbpSSHnf+rIuL\n",
"CydOnOCVV14hKioKc3NzTExMqCwQwNXVlZMnT/Lyyy9z7tw5cnJyALh37x5mZmaoVCpu3LhBXFzc\n",
"Y5ZOnsSkKkEQZKdkzk3JbcXbX3vtNeLj4/H19WXr1q1MnTq1zHvK+0xMTAze3t788ccf0spXbm5u\n",
"6PV6PvroI77//ns0Gk1tV++JqPFsnFatWoqhlzVAjnUW2Ti1Q451ftiJUg/7/0Jk49Q98YBWEIQy\n",
"Kpso9aBHnTgl1C3RjSMIgtAAiMZeEAShARCNvSAIsvXHH38wZsyYCp8dpqSkSOPthcqJxl4QBNkK\n",
"DQ3FxcWFkydPltlXUFDwBEpUf4kHtIIgyJJWqyU2NpYFCxYQEBDA6NGjiYqKYvv27ajVapKSkvj4\n",
"44+l99+6dYtVq1YxefJk9Ho9mzZtIi8vD5VKhZeXFy1btuTYsWOcPXsWnU7HrVu36NmzJ2+++SZ6\n",
"vZ7169cTHx+PQqFg0KBBjBgxgkOHDnH48GHy8/OxtbVl2rRpqFQqTp8+za5du1AqlZiamrJw4cIn\n",
"eKWqRzT2giDI0pkzZ3Bzc6NFixY0btyY+Ph4AP7++29WrVqFtbW1lISZlJTEmjVrmDp1Kvb29ty7\n",
"d49FixahVCq5cOECW7dulbp7rl27RmBgIIaGhsyYMYPhw4dz9+5d7ty5w8qVKwHIzc0FwNPTUwpF\n",
"27ZtG0eOHGHYsGH88MMPzJs3D0tLS+m9cicae0EQZCk0NJQRI0YA0KtXL0JDQ3F3d8fJyQlra2vp\n",
"fZmZmSxfvhwfHx9a/d8w0JycHIKCgkhOTkahUJTq8unUqRMmJiYAtG7dmrS0NFq3bs2tW7f45ptv\n",
"6N69O127dgUgISGBbdu2kZubi1arxc3NDQBnZ2eCg4Pp1asXHh4edXI9HpfIxpEpudZZZOPUPLnW\n",
"ubplqjD/ptIPVZ6Nk52dTVRUFNevXwdAr9ejUCjo3r17mewbU1NTmjVrRkxMjNTYb9++nc6dO+Pr\n",
"60tqair+/v7S+0uGpBV/EZiZmbF8+XL+/PNPDh48yOnTp/Hy8iI4OBg/Pz/s7e05duwY0dHRAEya\n",
"NInLly8TERGBn59fvVgERWTjyJQc6yyycWqHHOv8MP/WFeXfVKaq+bNhYWH069ePSZMmSdv8/f2J\n",
"iYkp815DQ0N8fHxYsmQJxsbG9OnTh3v37mFpaQlQKsq4IllZWRgYGODh4UGLFi0IDg4Gip4bWFhY\n",
"kJ+fz4kTJ2jatCkAycnJODk54eTkxLlz57h9+3b9b+wFQRDqWmhoKC+++GKpbR4eHhw4cABbW9tS\n",
"2xUKBUZGRsyePZvFixdjYmLCCy+8QHBwMLt376Zbt27lZu2UlJ6ezrp166QgtX/9619A0fKIc+fO\n",
"xdzcHCcnJ7RaLQBbtmwhOTmZwsJCOnfuXGoJRbkS2TgyJcc6i2yc2iHHOtf2v7XIxql7Ypy9IAhC\n",
"AyAae0EQhAZANPaCIAgNgGjsBUGQnU2bNrF//37p9ZIlS/jiiy+k199++y179+6t9vF27NhBSEhI\n",
"ufvmz5//yOWMjo6uNytbicZeEATZcXFxITY2FigaY5+VlcWNEg+M4+LicHFxqfbxKhuNs3jx4kcu\n",
"Z2RkpFROuRNDLwWhHnnYFaTqK41Gw+bNmwFITEzEzs6OjIwMcnJypLViz58/z4YNG9DpdDg7O/Pe\n",
"e+8BsH//fg4dOoSBgQGtW7fmww8/lI6zcOFC0tLSGDFiBMOHDwdg3LhxfPfdd0RFRbFz507Mzc25\n",
"fv06bdu2Zfr06QBERETw3XffYWRkhEajISUlhYkTJ3Lo0CGUSiUnTpxgwoQJWFlZsX79erKzszE3\n",
"N8fLy4tmzZoRHByMqakp8fHxZGRkMHbsWDw9Pev0morGXhDqkYdZQepxPOnVp6ysrDAwMCAtLY24\n",
"uDg0Gg3p6enExcVhYmKCvb09w4cP59VXXwUgKCiI8PBw3N3d+emnnwgODsbQ0FDKrSksLCQpKYkF\n",
"CxZw7949ZsyYwdChQ1EqlaXu+q9evcqqVauwtLRk/vz5xMbG0rZtW7766isWLVqEtbU1a9asQaFQ\n",
"YG1tzZAhQzAxMWHUqFEALFu2jIEDB9KvXz+OHj3Kxo0b8fX1BSAjI4PFixeTmJhIYGBgnTf2ohtH\n",
"EARZ0mg0xMXFERsbi0ajQaPREBsbS1xcHM7Ozly8eJGPP/4YHx8fIiMjSUxMBMDBwYG1a9dy4sQJ\n",
"lMqiJq44asHQ0JDGjRtjbm5ORjm/kJycnLCyskKhUNCmTRtSUlJISkqiefPmUh7Ps88+S8npSSX/\n",
"/tdff9GnTx8A+vbty6VLl6Tz9+zZEyjK47l7924tXLHKiWwcmZJrnUU2Ts172DrX1fWp6fOo7e1R\n",
"FDewVWTjQFG//aVLl0hISMDe3p6mTZsSEhKCqakpAwYM4D//+Q8BAQFYWVmxc+dOdDodALNnzyYm\n",
"Jobw8HB2794tJVkaGv7T3CmVSvR6fZlzPvieR8nMr2ieasljVzGXtVaIbByZkmOdRTZO7XiYOtfF\n",
"v0FtnadxiS6o6syf1Wg07NmzB1tbWxQKBWq1mpycHG7cuMHkyZMBUKvVaLVawsLC6NWrF4WFhaSl\n",
"pdGxY0ecnZ0JDQ1Fq9U+cuOqUCho2bIlt27dIjU1FWtra06dOiV1/ZiYmJSKOC4+Z79+/Th58iSu\n",
"rq6PdN7aIPrsBUGQJXt7e7Kysujbt6+0zcHBAZ1OR+PGjRk8eDDe3t5YWFjg5OQEFI3cCQoKIjc3\n",
"l8LCQkaMGIGpqSkKhaLCETklt5f3HpVKxbvvvsunn36KkZER7dq1k/a5u7uzatUqzp49y4QJE5gw\n",
"YQLr1q0jJCQEc3NzpkyZUu3z1DaRjSNTcqyzyMapHQ9T57r4N6it85Q8Zn3LxtFqtRgbGwPw9ddf\n",
"07JlSylrv74Qd/aCIAhVOHz4MMePHyc/P5+2bdtKq1fVJ6KxFwShxjyt8wBGjhzJyJEjn3QxHoto\n",
"7AVBqDGVzQN40mP3Gzoxzl4QBFkaM2YMs2bNwtvbm4CAAGnUS1RUFMuWLXvk4z7s51NSUqTFyisy\n",
"bty4Ry7Pw57rUYnGXhAEWTIyMiIwMJCVK1eiVqv55ZdfnnSRKvQkRtc8LNGNIwiC7Gk0Gq5duya9\n",
"vn//PqtWrSqTYXPx4kW2bNlCQUEB7dq1Y9KkSRgaGnL+/Hk2b96MSqUqFaCm1Wr55ptvSExMpKCg\n",
"gNdee40ePXpUWI7r16+zfv168vPzKSwsxNvbu9QyiVqtluXLl5OdnU1BQQGvv/46PXr0ICUlhaVL\n",
"l+Li4kJcXBxWVlb4+vqiUqmIj49n/fr1AHTt2rWmL51ENPaCIMiaXq/n4sWLDB48WNr2999/l5th\n",
"s27dOhYsWICtrS1BQUEcOHCA5557jv/85z/S9tWrV0t34rt376Zz585MmTKFnJwc5s6dS+fOnTEy\n",
"Miq3LAcPHmTEiBH06dOHgoKCMjNsVSoVPj4+mJiYkJmZybx586Qvj+TkZGbMmMHkyZNZvXo1v//+\n",
"O3379mXdunW8++67uLi4sGXLllq6iiIuQbbkWmcRl1Dznra4hIo+V2hh8c9D2mrMaNXpdMyaNYv0\n",
"9HRatWpF586dpX3FGTaAlGFjZGSEjY2NdKc9YMAAfvnlFzp06FBqe9++fTl06BAAFy5cIDw8XMq6\n",
"z8/P5/bt2xXOA9BoNPz444/cvn0bDw+PMouf6/V6vv/+ey5duoRCoeDOnTtSDo6NjY20MLmjoyOp\n",
"qank5uaSm5sr/dro168f586dq/LaPAoRlyBTcqyziEuoHU9TXEJln8uKipL+Xp0pVSqVisDAQHQ6\n",
"HUuWLOHXX3+VYonLy7B5sN+8uhEJPj4+tGjRolrv7dOnDxqNhvDwcJYuXcqkSZPo1KmTtP/kyZNk\n",
"ZWUREBCAUqlk6tSp5OXllVvm4iyfRynzoxAPaAVBkDWVSsX48ePZu3dvueFl8E+GTWpqKsnJyQD8\n",
"9ttvdOzYkVatWpGamsqtW7eAoga5WNeuXfn555+l13///XelZbl16xY2NjYMHz6cHj16kJCQUGp/\n",
"bm4u5ubmKJVKIiMjSUtLq/R4pqammJmZSemYJ06cqPT9j0P02QuCUIa+ZJfLE1LyTr1NmzbY29tz\n",
"8uRJmjVrVu7ol0aNGjFlyhRWr15NQUEBTk5ODBkyBENDQ9577z2WLVuGSqXC1dVVavhfeeUVNm3a\n",
"hI+PD4WFhdjY2ODn51dhWU6fPs2JEycwMDDA0tKSl19+udT+vn37EhAQgI+PD46OjrQqcQ0fLHPx\n",
"ay8vL9avX49CoaBLly61NrJHZOPIlBzrLLJxaoccs3EeVXXLV9+ycZ4GohtHEAShARCNvSAIQgMg\n",
"GntBEIQGQDygFQRBljIyMti8eTOXL1/GzMwMQ0NDXnjhBZ555plaO+cXX3zBqFGjaN26da2d40kR\n",
"jb0gCLJTWFjI8uXLGThwIB9++CEAaWlpnD179rGOW1BQgIGBQYX733///cc6vpyJxl4QBNmJjIyk\n",
"UaNGpRYJadasGcOGDUOv1/Pf//6X6Oho8vPzGTp0KM899xyFhYVs2bKF8+fPo1AoePnll+nduzdR\n",
"UVFs374dtVpNUlISq1evZsOGDURFRdG0aVMMDAwYOHAgnp6e+Pv789Zbb+Ho6MjXX3/NlStX0Ol0\n",
"eHh4MHr06Cd4RR6faOwFQZCd4oCz8hw5cgQzMzOWLl1KXl4en3zyCV26dCE+Pp5r166xYsUKMjMz\n",
"mTNnDh06dAD+ydKxtrYmLCyM1NRUVq9eTUZGBh999BGDBg0CSo+Ff/3111Gr1ej1ehYvXkxCQgL2\n",
"9va1X/laIrJxZEqudRbZODVPrtk4j6KwupOxqogFeHBi0ddff01sbCyGhoZYW1tz7do1wsLCALh3\n",
"7x7JycnExsbSp08fFAoFTZo0oUOHDly+fBlTU1OcnJywtrYG4NKlS/Tq1QsACwsLOnbsWG4ZTp06\n",
"xeHDh9Hr9dy5c4fExMSnu7EX2ThPhhzrLLJxaoccs3EeVcn8m8pUNaXKzs6O33//XXr97rvvkpWV\n",
"xezZs7G2tmbixIl06dKl1GfOnTtXJlum+EujohTLiqSkpLB3716WLVuGqakp69atKzfLpj4R3TiC\n",
"UIW6WFdVvvfqT0anTp3YunUrBw4c4H/+53+Aogx7KMqz+fXXX+nYsSMGBgYkJSXRtGlTXF1dOXjw\n",
"IP379yc7O5uYmBjGjRtHYmJiqWO7uLhw7Ngx+vfvz927d4mOjqZv376l3pObm4uRkREmJiZkZGRw\n",
"7ty5Cn8B1BeisReEKlS2rmpNeNi4hIbC19eXTZs2sWfPHszNzTEyMuLNN9/E09OTlJQU/Pz8KCws\n",
"pEmTJvj6+vLMM88QFxeHr68vCoWCN998kyZNmnDjxo1S3UIeHh5cvHiRmTNn0rRpU9q2bYupqWmp\n",
"c7dp04a2bdsyY8YMmjVrVmrBk/pKZOPIlBzr3FCzcWq73k9TNk51PelsHK1Wi7GxMVlZWcydO5d/\n",
"//vfNGnS5ImWqbaJO3tBEBqcgIAAcnJyyM/P59VXX33qG3oQjb0gCA3QggULnnQR6pzIxhEEQWgA\n",
"xJ29IAiyM2bMGBwcHCgoKKBVq1Z88MEHqFSqJ1KWY8eOER8fz4QJE2rsmOnp6WzatImZM2fW2DGr\n",
"Iu7sBUGQHSMjIwIDA1m5ciWGhoYcOHDgSRepRllZWdVpQw/izl4QBJlzcXEhISGB+/fvs2HDBhIT\n",
"EykoKOC1116jR48eHDt2jLNnz6LT6bh16xY9e/bkzTffBGDcuHGMHDmS8PBwVCoVs2bNokmTJpw+\n",
"fZpdu3ahVCoxMzPD39+fBQsWMH78eNq0aQPA/Pnzeffdd6Vy5Obm4uvrS3BwMFA0ouejjz4iKCiI\n",
"o0ePcvjwYfLz87G1tWXatGmoVCqCg4MxNTUlPj6ejIwMxo4dKw0dDQgIYOXKlaSkpBAcHIxWqwVg\n",
"4sSJaDSaGr+OorEXBEG2CgoKOH/+PN26deOHH36gc+fOTJkyhZycHObOnUvnzp0BuHbtGoGBgRga\n",
"GjJjxgxGjBiBlZUVOp0OjUbD66+/zpYtWzh8+DAvv/wyP/zwA/PmzcPS0pLc3FwABg0axLFjx3jn\n",
"nXdISkoiPz8fBwcHaRFyU1NTHBwciIqKomPHjkRERODm5oaBgQGenp5SaNu2bds4cuQIw4YNA4qi\n",
"mhcvXkxiYiKBgYF4enqWqqOFhQXz5s2jUaNG3Lx5k7Vr17J06dIav5YiG0em5FrnhpqNU5tlepqy\n",
"cSqitrdHUXIWchXZODqdjlmzZgHg6urKwIEDmTdvHuHh4YSEhACQn59PWloaUDTj1sTEBIDWrVuT\n",
"mpqKlZUVhoaGdO/eHQBHR0cuXLgAgLOzM8HBwfTq1QsPDw8APD09+eGHHxg3bhxHjx5lwIABZcrV\n",
"u3dvTp06RceOHQkNDZUa9ISEBLZt20Zubi5arRY3NzegKK6hZ8+eUrnu3r1b5pj5+fmOsMYsAAAg\n",
"AElEQVRs2LCBa9euoVQquXnzZtUX9BGIbByZkmOdG2o2Tm3X+2nKxqlI4wdmIVc1pUqlUhEYGFhm\n",
"u4+PDy1atCi17a+//qJRo0bSa4VCQUFBAUCp7HqlUolerwdg0qRJXL58mYiICPz8/AgICECtVtOl\n",
"SxfOnDlDWFgYAQEBZc7fo0cPtm7dSnZ2Nn///TedOnUCIDg4GD8/P+zt7Tl27BjR0dHSZwwN/2lm\n",
"y5vDunfvXiwtLZk2bRp6vZ6xY8dWcXUejXhAKwhCvdC1a1d+/vln6XVx98qjSE5OxsnJidGjR2Nu\n",
"bs7t27eBoq6cjRs30q5duzIRCgDGxsa0a9eOjRs34u7uLsUwaLVaLCwsyM/P58SJEw9Vlnv37mFh\n",
"YQHA8ePHpS+kmib67AVBkJ0HI44BXnnlFTZt2oSPjw+FhYXY2Njg5+f30McB2LJlC8nJyRQWFtK5\n",
"c2ccHByAoq4eU1NTBg4cWOExe/fuzerVq/H395e2jRkzhrlz52Jubo6Tk5P0sPXBMpT396FDh7Jy\n",
"5UqOHz+Om5sbxsbGldbpUYlsHJmSY51FNk7taAjZOA+W+0ln41QkPT2dhQsXsmbNmiddlBon7uwF\n",
"QRAo6kLZtm0bb7/99pMuSq0Qjb0gCI+lLvL+60L//v3p37//ky5GrREPaAVBeCzFef+V/XlUf/zx\n",
"B2PGjKm0O3n+/PmPfPyGRDT2giDIVmhoKC4uLpw8ebLMvuLhlYsXL67rYtVLohtHEARZ0mq1xMbG\n",
"smDBAgICAhg9ejRRUVFs374dtVpNUlISn332GePGjeO7775j+/bthIeHA3D37l26du3KlClT2Lt3\n",
"L0ePHgVg8ODBjBgxgpSUFJYuXYqLiwtxcXFYWVnh6+uLSqXi0KFD5UYf1Hfizl4QBFk6c+YMbm5u\n",
"tGjRgsaNGxMfHw8Uja8fP348n332GfDPEMYxY8YQGBiIv78/jRs3Zvjw4cTHx3Ps2DGWLl3KkiVL\n",
"OHz4MFevXgWKxtoPGzaMlStXYmpqKi1w7unpydKlS1m+fDmtWrXiyJEjdV/5WiDu7AVBkKXQ0FBG\n",
"jBgBQK9evQgNDcXd3R0nJyesra3L/UxhYSFr165l1KhRtG3blv379/PMM89Id+bPPPMMMTEx9OjR\n",
"Axsbm1Lj61NTU4Gy0Qddu3atg9rWPpGNI1NyrbPIxql5T0M2TlVlKrSwKL1YehXZONnZ2URFRXH9\n",
"+nUA9Ho9CoWC7t27Y2RkVOHndu7cSbNmzcrNtSk6baH0S6BkjIFSqSQvLw+oPPqgPhPZODIlxzqL\n",
"bJxaOn49z8apTpmyoqJKva5qSlVYWBj9+vVj0qRJ0jZ/f39iYmIq/MzZs2e5ePFiqSUHXV1dWbdu\n",
"HS+++CJ6vZ4zZ84wbdq0Mhk1hYWF0rYHow+aNm1aRWnrB9GNIwiC7ISGhvLiiy+W2ubh4cGBAwew\n",
"tbUttb34Tn3fvn3cuXOHuXPnAkWhZaNHj6Z///7MmTMHKHpA26ZNG1JSUspEF5Ts+68o+qA+E3EJ\n",
"MiXHOou4hNpR3+MSHqVMco1LeJqJ0TiCIAgNgGjsBUEQGgDRZy8I9Yj+wVEtglBNorEXhHok+YFR\n",
"LXJQG18+Y8aMoU+fPkybNg0oikZ47733aN++PbNnz37s40dFRRESElIjxzp27Bjx8fFMmDDhsY9V\n",
"m0Q3jiAIsmNkZERiYiI6nQ6ACxcu0LRp0woXIylPcXaOUETc2QuCIEvdunUjIiICT09PQkNDefbZ\n",
"Z6Vx9pcvX2bTpk3k5eWhUqnw8vKiZcuWHDt2jN9//5379++j1+tp1qwZHh4e0qLfa9eupXfv3qWW\n",
"HKzsWGfPnkWn03Hr1i169uzJm2++CcDRo0f5f//v/2FmZoaDg0OpNXDlSjT2QrXVVX+x/OaHCk9C\n",
"79692bVrF+7u7iQkJDBo0CCpsW/VqhWLFi1CqVRy4cIFtm7dire3NwBXr15lxYoVmJmZER0dzb59\n",
"++jZsye5ubnExcXxwQcflJqcVdmxrl27RmBgIIaGhsyYMYMRI0agUCjYuXMnAQEBmJiYsHDhQtq2\n",
"bVv3F+ghicZeqLa66C+W6zh7oe7Z29uTmppKaGgo3bt3L7UvJyeHoKAgkpOTUSgUpbpsunTpgpmZ\n",
"GQAdOnRgw4YNZGZmEhYWhqenJ0qlstrH6tSpEyYmJgC0bt2alJQUMjMz6dChgxQR0bt3b27evFkr\n",
"16AmiWwcmWqIdQb51ltO2ThyVJ3yq+3tURSvaFVFNk4xd3d3vvvuO/z9/cnMzJS2b9++nc6dO+Pr\n",
"60tqamqpxb8fzM7p168fv/32G6dPn2bKlCllzlHZsUp2zygUCimjp6Qq5qXKhsjGkamGWGeQZ73l\n",
"lI0jR9W9Po3/b0UrqDobp9igQYNQq9XY2dkRVeKX5b1797C0tPz/7d17XFR1/sfx1ww3kdtAZl5Y\n",
"NxUVtFUzTLwslrqZaPdVy7LUdPeBWQ9T8ZJtapoXXMRKoM2HWuZuj2wftS7iurmWtoJu6oMu4v0x\n",
"CmLCCMwIBMgw5/z+4McEeQEUmMOcz/MvmDlzzvcz9fhw/J7veR8AZ1b9jTzwwAMsWrSI4OBgOl/n\n",
"X2mN2RdAjx49+OCDDygtLaVNmzYcOnSIu+++u4EVuY5M4wghNKfm7DkkJISHH37Y+VrN648++ihJ\n",
"SUl89tln3HvvvTddpRMUFERoaCj3339/nf3fyr4ATCYT48ePZ/Hixfj5+bWKRg+SjaNZeqwZtFm3\n",
"lrJxtKih30/t7VoyG+fq1avMmzeP+Ph45/y7HsmZvRDCbX3//ff85S9/YezYsbpu9CDNXgjhxvr2\n",
"7UtSUpKrh6EJ0uyFELdF8npaB2n2Qojb0tD7LxrzB+FWs3HMZjP79+9n6tSpDT6WXkizF0JoTu1s\n",
"HG9v7wZn43Tr1o1u3bq10ChbF2n2QghNupVsnNppltu3b6egoIDLly9TUFBATEwMY8aMAeDrr79m\n",
"9+7dVFVVERYWxvTp06+5s9bduHd1QohWa8iQIWRkZGC328nJyaFHjx7O92rybNasWcP48eP5+OOP\n",
"r7uPS5cusXjxYlauXMnf//53FEUhNzeXgwcPsmLFCuLj4zEajRw4cKClynIZObMXQmjSrWbj1DAY\n",
"DAwYMABPT08CAgIIDAzEZrNx7NgxzGazc+6/srISk8nUIjW5kmTjaJQeawbt1i3ZOLdPrb1qpxmz\n",
"cWrz9Py5xRmNRucfheHDhzNp0qRbK6SVkmwcjdJjzaDNuiUbp2mU1Fq10xLZONcLBzAYDNxzzz2s\n",
"XbuWcePGERgYSGlpKRUVFbRr167hxbRCMo0jhNCc28nGqfm59va1hYaGMnHiRFasWIGqqnh4eDB9\n",
"+nS3b/aSjaNReqwZtFm3ZOM0vZbMxhHVZDWOEELogDR7IYTQAWn2QgihA9LshRCas2zZMr777rs6\n",
"r6WlpTFr1ix27NjRqH0VFRWxbt26erdbtWoVZWVljdp3ayLNXgihOUOHDiU9Pb3OaxkZGcyaNYvH\n",
"Hnvsmu0VRbnhvkJCQpgzZ069x1y0aBFt27Zt/GBbCVl6KYTQnKioKD755BMcDgceHh5YLBasVit5\n",
"eXlkZGQwbdo0kpKS8PLyIjs7m169evHQQw/x7rvvcvXqVSIjI9m1axdbt27FYrGwZs0aEhIS2Ldv\n",
"H0eOHKGyspL8/HwGDhzIc889B8BLL73EmjVr8Pf3Z+3atRQWFmK32xkzZgyjRo1y8Tdy+6TZCyE0\n",
"x9/fn+7du5OZmUlkZCQZGRkMGTLkmu2sVisrVqzAYDCwevVqxo4dy5AhQ9izZ88N952dnU18fDye\n",
"np7Mnj2bmJgYQkJC6mwTGxuLv78/lZWVLFq0iKioKPz9/Zu8zpYk0zhCCE0aNmyYcyonIyODoUOH\n",
"1nnfYDAwePBg541TZ86cISoqCuCabWu755578PX1xcvLi9DQUC5fvnzNNrt27SIuLo7FixdTVFTE\n",
"pUuXmqosl5FsHI3SY82g3br1mI3j36ULBputeXbegGycyMhIPvzwQ86dO8fVq1fp2rUr2dnZdbbx\n",
"9vZu9KG9vLycP18vRC0rK4tjx47x1ltv4e3tzbJly7Db7Y0+jtZINo5G6bFm0Gbdes3GCbDZmu3O\n",
"4YbcP9umTRv69OlDcnIyw4YNq3f7Hj16cOjQIWc08q0qLy/Hz88Pb29vLl68yOnTp295X1oi0zhC\n",
"CM0aOnQoOTk5N5yWqZ19M2XKFNLS0oiLiyMvL6/Oypr6nnBVW//+/VEUhVdffZW//e1v9OzZ89YL\n",
"0BDJxtEoPdYM2qxbr9k4zVl3c2Tj1DzCECA9PZ2MjAzi4uKa/DitlazGEUK4BbPZzKZNmwDw8/Mj\n",
"NjbWxSPSFmn2Qgi3EB4eztq1a109DM2SZi9EPZTaT1hqJtpbiyPcjTR7IeqRV+sJSc1By3P2rjJ5\n",
"8mQ++uijOne/ZmVlkZqaysKFCzly5Ai5ubk8/vjjjd53UVERH3zwQYMiFNyJNHshhObUt3omMjKS\n",
"yMjIW9p3Q7Ny3I00eyFEq7Nv3z7MZrMzI6dt27aYzWZsNhvPPvssUVFRqKrKtm3b+PbbbzEYDDz5\n",
"5JMMGTKkzr8WLly4QEpKClVVVaiqyty5c+nQoYOry2sW0uyFEK2ezWZj+fLl5ObmEh8fT1RUFP/7\n",
"3//Izs7mz3/+M8XFxSxatIjevXvX+dyePXuIiYlh2LBhOByOa+6mdSdyU5UQolUzGAwMHDgQqH6Y\n",
"+JUrVwA4efIkw4YNw2AwEBQURO/evTl79mydz/bs2ZPPP/+cHTt2cPny5VuKX2gtJBtHo/RYM+iz\n",
"bq3WrDbnKqQGZOM0hqfnz62s5j5Rg8HAL+8Z/eW1gGHDhtGzZ0+OHj3KqlWrmDFjBvfcc0+Tjk0r\n",
"JBtHo/RYM+izbq3WXNKMq5Ca/v7Za0VERLBnzx6GDx9OaWkpJ06cYPLkyVy9etW5TX5+PnfddRdj\n",
"xoyhoKCAnJwc/TZ7IYRoabXPwG/0c33b33///Zw+fZq4uDgMBgPPPfccQUFBWCwW5zYHDx7kv//9\n",
"Lx4eHgQHB/Pkk082RzmaINk4GqXHmkGfdeux5ubIxhE3JxdohRBCB6TZCyGEDkizF0IIHZALtEII\n",
"zSkpKWH58uVA9Q1TRqORwMBADAYDK1euxMPDw8UjbH2k2QshNCcgIID4+HgAPv30U3x9fRk3bpyL\n",
"R9W6SbMXQmieqqqYzWa2bt1KRUUFAQEBvPTSS3h7e/Paa68xf/58OnXqxPr16+nbty8jRoxg48aN\n",
"mM1mKisrGTRoEBMmTADgr3/9K0ePHsXDw4O+ffsyefJkF1fXMqTZCyE0T1VVtmzZQlxcHIGBgWRk\n",
"ZPDxxx8TGxvLtGnTSE5OZsyYMZSXlzNixAgAnnnmGfz9/VEUheXLl5OTk0NwcDCHDx9m/fr1AJSV\n",
"lbmyrBYlcQkapceaQZ91663mLkldsC60NuozVVVV5OTksGLFCgAURSE4OBiAvn37cvDgQTZv3lzn\n",
"SVUZGRns3bsXRVGwWq3k5uYSGhqKl5cXKSkp3HfffQwYMKDpCtM4iUvQKD3WDPqsW281267aGv0Z\n",
"VVX51a9+5Wz2tSmKwsWLF/Hx8aG0tJSQkBAsFgs7d+5k9erVtG3bluTkZCorKzEajaxatYoffviB\n",
"Q4cOsXv3bt54442mKEvzZOmlEELzvLy8KC4u5vTp00D1mX5ubi4AaWlphIaG8sorr5CSkoLD4aCs\n",
"rAwfHx98fX2x2WxkZmZiMBioqKjgp59+4t577+WFF14gOzvblWW1KJmzF0JontFoZM6cOWzZsoWy\n",
"sjIURWHs2LEYjUa+/PJLVq1aRZs2bYiIiOCzzz5j/PjxdO3aldmzZ9OuXTvCw8MBqKioID4+Hrvd\n",
"jqqqvPDCCy6urOVINo5G6bFm0Gfdequ588bOqEuaNuJY1E+mcYQQQgdkGkcIN9Jna59bugAq3J80\n",
"eyHciO2qjYszLrp6GDfVeWMzPf1K3JRM4wghNGfixIls3brV+fs///lPPv3005t+Zvv27aSmpjb5\n",
"WJYuXYrZbG7y/bY0afZCCM3x9PTk8OHDzgvXN3pCVW0N2cbhcDR6LA3Zb2sg0zhCCM3x8PBg5MiR\n",
"pKWl8fTTT9d5r7i4mI0bN1JQUADAlClT6NWrFwDZ2dm8/vrrlJSU8OijjzJy5EiysrL45JNP8Pf3\n",
"58cff2T9+vXEx8dTVFSE3W5nzJgxjBo1CkVRSElJwWw2YzAYGDFiBDExMc7j1rzfrl07Jk6cyNq1\n",
"ayksLKyzDy2TZi+E0KTRo0czb948Hn300Tqvb9myhbFjxxIeHk5BQQFvvfUWiYmJqKpKdnY2K1eu\n",
"pKKigvnz5zvjEM6dO8e6deu48847AZg5cyb+/v5UVlayaNEioqKisFgsWK1WEhISgLq5OQ6Hg3fe\n",
"eYdf//rXPPHEEwDExsZesw9/f/+W+GpuiWTjaJQeawZ91t3UNWv9+zP5mBq0na+vL8OHD+df//oX\n",
"3t7eztd/+OEHLl78+SJ0RUUFFRUVGAwGBg4ciJeXF15eXvTp04ezZ8/i5+dHWFiYs9ED7Nq1i8OH\n",
"DwNQWFhIXl4eHTt2JD8/n82bNzNgwAD69esHVEc1vP/++wwZMsTZ6H+5j6KiIi5dukSPHj1u/Ytp\n",
"ZpKNo1F6rBn0WXdT16z17y/r+awGbxsTE8OCBQt48MEHna+pqsrKlSvx9Kx/YqJmvt3Hx+fn42dl\n",
"cezYMd566y28vb1ZtmwZlZWV+Pn5sXbtWr777jv27NnDwYMHiY2NxWAw0KtXL44dO8a4cePw8vK6\n",
"7j7sdnsjvoWWJxdohRCa5e/vz+DBg/nyyy+djbtfv37s2rXLuc358+eB6j8CR44cwW63U1JSwvHj\n",
"xwkLC+OXIQHl5eX4+fnh7e3NxYsXnXk7JSUlKIrCoEGDmDhxonO/ACNGjODee+8lMTERRVFuuA8t\n",
"kzl7oUty85G21V4B88gjj/Dvf//b+fvUqVPZtGkTcXFxOBwOevfuzfTp0zEYDHTp0oVly5ZRUlLC\n",
"73//e0wmEz/++GOd/fXv3589e/bw6quv0qlTJ3r27AlUT8UkJyc7/zhMmjSpzpjGjRtHWVkZGzZs\n",
"YObMmdfdh5ZJNo5G6bFmaLm6O2/srJmbj5qyZi3VdTOdOnVy9RB0R6ZxhBBCB6TZCyGEDkizF0II\n",
"HZBmL4TQpFvJx/ml48eP11kpk5SUxKFDhxp07Pnz5zN37lzi4uLYuXPnNat6fikrK4vVq1c3eGxp\n",
"aWlUVlY2ePvbJatxhBCaVJOP88QTTxAQENDojBqHw8GxY8fw9fV1rpZp6D58fHyIj48HquMZ3n77\n",
"bcrKypgwYULjiriJXbt2ER0dXeeGseYkzV4IoUk3y8exWCykpKRQWlpKYGAgsbGxtGvXjqSkJLy8\n",
"vMjOziY4OJjTp09jNBo5cOAAU6dOBeDEiROkpaVhs9l49tlniYqKuuk4AgMD+eMf/8iiRYuYMGEC\n",
"FouFpKQkKioqAHjxxRevWXp59uxZNm7cyNy5c8nPz2fbtm04HA66d+/OjBkz+OKLL7BarSxbtozA\n",
"wEDeeOMNNm7ciNlsprKykkGDBjXpHxaQZi+E0LAb5eNs3ryZBx98kOjoaL766iu2bNlCXFwcAFar\n",
"lRUrVmAwGPj000/x9fVl3LhxAOzduxebzcby5cvJzc0lPj6+3mYP0L59exRFobi4GJPJxOuvv46X\n",
"lxeXLl3inXfeYdWqVc5tT506xZYtW5g/fz4BAQEsWbKEJUuW0KFDBzZs2MAXX3xBTEwMaWlpLF26\n",
"1Jmn88wzz+Dv74+iKCxfvpycnBy6dOnSVF+lZONolR5rhpatWyvfb1PWbPIxtYqHgzT0GbQ3ysc5\n",
"c+YM8+fPB+C3v/0t27ZtA6qnaQYPHlxnuqb2XHtNfg5AaGgoV65cafTYq6qq2LRpE9nZ2RiNRi5d\n",
"uuR87+LFi7z//vv86U9/wmQycf78edq3b0+HDh0AeOCBB9i9e3edNM0aGRkZ7N27F0VRsFqt5Obm\n",
"tmyzl2wc19BjzdCydWvl+23KmhuTO9NaXC8fB7jhBdP65sBrZ+rUd9G1Rn5+PkajkcDAQLZv305w\n",
"cDAvv/wyiqLw7LPPOrcLDg7GbrdjNpsZMGDANdcIVFW97nUDi8XCzp07Wb16NW3btiU5ObnJL97K\n",
"ahwhhKZdLx+nV69epKenA3DgwAEiIiKu+1lfX1/Ky8tv6/g1+fkPP/wwUJ2tYzJVJ3fu378fRVGc\n",
"27Zt25aFCxfy8ccfc/z4cTp27Mjly5fJy8sD4Ouvv6Z3797OsdXEKJeVleHj44Ovry82m43MzMwm\n",
"f2iKzNkLITTpZvk406ZNIzk5mdTUVAIDA5k5c+Z1P3ffffexbt06jh496rxAW/v9GzXUyspK5s+f\n",
"j8PhwGg0Mnz4cMaOHQtUX0dISEhg//799O/fnzZt2tTZX1BQEAsWLGDVqlXExsYyc+ZMEhMTcTgc\n",
"hIWF8bvf/Q6AUaNGsXLlSkJCQnjjjTfo2rUrs2fPpl27doSHh9/OV3ddko2jUXqsGSQbRy8kG6fl\n",
"NfmZvcmk0Llzc/yH1MbFtJalx5qhReoevgRmNP9hhNCKJm/2WVl5Tb1LXZ756LFmaMkz+2XAH5r9\n",
"OEJohVygFUJozuTJk+v8vm/fPjZv3twsxyoqKmLdunUAmM1mtmzZ0izHcTW5QCuE0JymXolyMyEh\n",
"IcyZMweAbt260a1btxY7dkuSM3shRKty5MgRFi9ezIIFC1i+fLnzxqh58+ZRVlaGqqpMmzaNr7/+\n",
"GoANGzbw/fffc/nyZZYsWcKCBQtYsGCBMyDNYrEwd+5coPFhZq2JnNkLITSnZuljjdLSUiIjIwGI\n",
"iIhw/rx371527NjB888/T69evTh58iTt2rXjrrvu4uTJk0RHR3PmzBn+8Ifq6zM3izlwd9LshRCa\n",
"4+3t7UydhOo5e7PZDEBhYSGJiYnYbDaqqqq46667gOo/AidOnODOO+/koYce4j//+Q9FRUXOB4OX\n",
"lZXdMOZAD5olG6ep6TEnRo81g2TjuIMuSV3qfZh7Q7Nxrmfz5s088sgj3HfffRw/ftyZcR8REcHu\n",
"3bspKCjgmWee4ZtvvuHQoUPOu2t37tx5w5gDPWiGbJymp8dliHqsGSQbxx3Yrtqa9Ya18vJygoOD\n",
"geoz/hp33HEHJSUlOBwO2rdvT3h4OKmpqbz44ovOz91xxx3AtTEHeiAXaIUQmnOz1Tjjx48nMTGR\n",
"hQsXEhgYWOe9Hj160LFjRwDCw8OxWq3O6IHRo0ezf/9+4uLi+PHHH6+JOWjIsVuzJo9LaA7udubT\n",
"EHqsGSQuwR005LuVuISWJ2f2QgihA9LshRBCB2TppdCl1vJEJyGaijR7oUtaeqKTO87ZN5VvvvmG\n",
"hIQEEhMT6dSpExaLhTVr1pCQkNDofU2ePJmPPvqoycbW2sg0jhBCs9LT0wkPD+fAgQO3vS93XWXT\n",
"UHJmL4TQpIqKCk6dOsWSJUtYs2YNEyZMqPO+xWIhKSmJiooKAF588UV69uyJ1Wpl/fr1lJeX43A4\n",
"mDFjRp0nPxUXFxMfH89TTz1FaGgoGzZsuGYf7kiavRBCkw4fPkz//v3p2LEjAQEBmM1m/P39ne+b\n",
"TKbrZt0cOHCAfv368eSTT6IoSp0Hd1+5coX4+HiefvppfvOb31BZWambvBxp9kIITUpPTycmJgaA\n",
"wYMHk56e7nzoN0BVVdV1s27CwsJISUnB4XAwcOBA7r77buf2b775JtOnT3dGKNxoH+5IsnE0So81\n",
"gz7rdreaG7LSqb5snNLSUrKysrhw4QIAiqJgNBoZPXq0c5sbZd1ERETw5ptvcvToUZKTkxk3bhzR\n",
"0dF4eHjQvXt3vv32W13m5Ug2jkbpsWbQZ93uVnNTrHQ6dOgQ0dHRzJjx84OCly5dSkFBgfP3G2Xd\n",
"FBQUEBISwsiRI7Hb7Zw7d47o6GgMBgOxsbEkJCSwY8cOHnvsMV3l5cg0jhBCc9LT03n88cfrvDZo\n",
"0CB27NjhXFUzevRoEhIS2L9/P/3793dm3Rw7dozU1FQ8PT1p06YNs2bNAqpX4xgMBmbPns2aNWvw\n",
"9fW94T7ckWTjaJQeawZ91q3HmiUbp+XJOnshhNABafZCCKED9U7jCCGEaP1axZn99u3bXT2EFqfH\n",
"mkGfdUvNoiW0imYvhBDi9kizF0IIHWgVzb5Pnz6uHkKL02PNoM+6pWbREuQCrRBC6ECrOLMXQghx\n",
"e6TZCyGEDmgmG0dRFBYuXEhISAgLFy6ktLSUxMRECgoKuPPOO3n11Vfx8/MD4PPPP+err77CaDQy\n",
"depU+vXr5+LRN05lZSVLly7FbrejKAqDBg1iwoQJbl0zVAdUJSUlceXKFQwGAyNHjiQmJsat605O\n",
"TiYzM5PAwEDno/Tcud6G+Pbbb/nggw9QFIURI0Zck4EjmomqEampqerbb7+trl69WlVVVf3oo4/U\n",
"f/zjH6qqqurnn3+ubtu2TVVVVb1w4YI6b9481W63q/n5+eqsWbNUh8PhsnHfqoqKClVVVbWqqkp9\n",
"7bXX1NOnT7t9zVarVT137pyqqqpaXl6uvvLKK+qFCxfcuu7jx4+rZrNZnTNnjvM1d663Pg6HQ501\n",
"a5aan5+v2u12dd68eeqFCxdcPSxd0MQ0TmFhIZmZmYwYMQL1/68XHzlyhOHDhwPwwAMPcPjwYaD6\n",
"6TVDhw7F09OT9u3b06FDB86ePeuysd8qHx8foPrhCVVVVRgMBrev2WQyOR8k0aZNGzp37kxRUZFb\n",
"1x0REeE8a6/hzvXW5+zZs3To0IH27dvj6enJ0KFDOXLkiKuHpQuaaPYffvghzz33HEbjz8O5cuUK\n",
"JpMJgKCgIK5cuQKA1Wp15k8D3HHHHRQVFbXsgJuAoijExcUxY8YM+vXrR1hYmNvXXJvFYuH8+fP0\n",
"6NFDV3WD+/+/fTNFRUV1agwJCXG7GrXK5c3+6NGjBAYG0rVrV+dZ/S/V91T41uLy9KsAAAHXSURB\n",
"VPjUeKPRyNq1a3nvvfc4c+YMOTk5dd53x5prVFRUkJCQwJQpU/D19a3znjvXfT16q1e4jssv0J46\n",
"dYqjR4+SmZmJ3W6nvLycd999l6CgIGw2GyaTCavVSlBQEFB9JlBYWOj8fGFhISEhIa4a/m1r27Yt\n",
"ffr04bvvvtNFzVVVVSQkJBAdHc39998PoIu6a9NbvbXpoUatcvmZ/aRJk0hJSSEpKYnZs2fTp08f\n",
"Xn75ZSIjI9m3bx9Q/biwgQMHAhAZGUl6ejpVVVVYLBby8vIICwtzYQWNV1xczE8//QRUr8z54Ycf\n",
"6Ny5s1vXDKCqKu+99x6dO3dm7Nixztfdve5f0lu9tXXv3p28vDwsFgtVVVVkZGQQGRnp6mHpgqbu\n",
"oD1+/DipqaksWLDgpsvTPvvsM7766is8PDyYMmUK/fv3d/HIGycnJ4ekpCQURUFRFIYMGcJTTz3l\n",
"1jUDnDx5kiVLltClSxfn9MSkSZMICwtz27rXr1/PiRMnKC4uxmQyMWHCBAYOHOi29TZEZmZmnaWX\n",
"TzzxhKuHpAuaavZCCCGah8uncYQQQjQ/afZCCKED0uyFEEIHpNkLIYQOSLMXQggdkGYvhBA6IM1e\n",
"CCF0QJq9EELowP8BNmE222QZOi4AAAAASUVORK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# perform clustering and plot the dendrogram\n",
"from scipy.cluster.hierarchy import linkage, dendrogram\n",
"from scipy.spatial.distance import pdist, squareform\n",
"# compute distance matrix\n",
"distxy = squareform(pdist(df[['twshare','shareGov']], metric='euclidean'))\n",
"ax = plt.subplot(111)\n",
"ax.figure.set_size_inches(5,10)\n",
"l = linkage(distxy,method='complete')\n",
"dendrogram(l,labels=df['state'].tolist(),orientation='right');"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" state | \n",
" party | \n",
" since | \n",
" twgov | \n",
" twch | \n",
" shareGov | \n",
" shareCh | \n",
" voterCnt | \n",
" folgov | \n",
" folch | \n",
" twshare | \n",
" shareDiff | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" Alaska | \n",
" I | \n",
" 2014 | \n",
" AkGovBillWalker | \n",
" SeanParnellAK | \n",
" 50.899471 | \n",
" 46.4 | \n",
" 243597 | \n",
" 985 | \n",
" 6198 | \n",
" 13.712933 | \n",
" 37.186538 | \n",
"
\n",
" \n",
" 9 | \n",
" Hawaii | \n",
" D | \n",
" 2014 | \n",
" GovHawaii | \n",
" DukeAiona2014 | \n",
" 57.159353 | \n",
" 37.1 | \n",
" 366125 | \n",
" 599 | \n",
" 4558 | \n",
" 11.615280 | \n",
" 45.544073 | \n",
"
\n",
" \n",
" 11 | \n",
" Illinois | \n",
" R | \n",
" 2015 | \n",
" BruceRauner | \n",
" GovernorQuinn | \n",
" 52.533609 | \n",
" 45.9 | \n",
" 3508302 | \n",
" 19654 | \n",
" 20236 | \n",
" 49.270494 | \n",
" 3.263115 | \n",
"
\n",
" \n",
" 24 | \n",
" Nebraska | \n",
" R | \n",
" 2015 | \n",
" GovRicketts | \n",
" Vote4Chuck | \n",
" 59.689119 | \n",
" 38.9 | \n",
" 524068 | \n",
" 740 | \n",
" 2169 | \n",
" 25.438295 | \n",
" 34.250824 | \n",
"
\n",
" \n",
" 31 | \n",
" North Dakota | \n",
" R | \n",
" 2010 | \n",
" NDGovDalrymple | \n",
" TaylorforND | \n",
" 64.820513 | \n",
" 34.3 | \n",
" 316336 | \n",
" 332 | \n",
" 594 | \n",
" 35.853132 | \n",
" 28.967381 | \n",
"
\n",
" \n",
" 39 | \n",
" Texas | \n",
" R | \n",
" 2015 | \n",
" GregAbbott_TX | \n",
" WendyDavisTexas | \n",
" 60.386965 | \n",
" 38.9 | \n",
" 4707388 | \n",
" 58374 | \n",
" 171906 | \n",
" 25.349140 | \n",
" 35.037825 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" state party since twgov twch shareGov \\\n",
"1 Alaska I 2014 AkGovBillWalker SeanParnellAK 50.899471 \n",
"9 Hawaii D 2014 GovHawaii DukeAiona2014 57.159353 \n",
"11 Illinois R 2015 BruceRauner GovernorQuinn 52.533609 \n",
"24 Nebraska R 2015 GovRicketts Vote4Chuck 59.689119 \n",
"31 North Dakota R 2010 NDGovDalrymple TaylorforND 64.820513 \n",
"39 Texas R 2015 GregAbbott_TX WendyDavisTexas 60.386965 \n",
"\n",
" shareCh voterCnt folgov folch twshare shareDiff \n",
"1 46.4 243597 985 6198 13.712933 37.186538 \n",
"9 37.1 366125 599 4558 11.615280 45.544073 \n",
"11 45.9 3508302 19654 20236 49.270494 3.263115 \n",
"24 38.9 524068 740 2169 25.438295 34.250824 \n",
"31 34.3 316336 332 594 35.853132 28.967381 \n",
"39 38.9 4707388 58374 171906 25.349140 35.037825 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# states whose incumbent governors have less followers than their challengers...\n",
"df[df['folch']>df['folgov']]"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[('33.528370,-112.076300', 50),\n",
" ('38.880344,-77.108260', 50),\n",
" ('38.913611,-77.013222', 50),\n",
" ('39.307956,-76.617016', 49),\n",
" ('39.998012,-75.144793', 49),\n",
" ('39.726287,-104.965486', 48),\n",
" ('38.816242,-77.071282', 48),\n",
" ('42.321597,-71.089115', 48),\n",
" ('33.759506,-84.403176', 48),\n",
" ('40.441419,-79.977292', 47)]"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import json\n",
"from collections import Counter\n",
"f = json.load(open('../data/geocoded.json'))\n",
"c2 = Counter()\n",
"c = Counter()\n",
"for state in f:\n",
" #print(state,f[state]['flocs'])\n",
" c2.update(f[state]['flocs'].keys())\n",
" c.update(f[state]['flocs'])\n",
"c2.most_common(10)"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA7AAAAIACAYAAAC7AIADAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0VPX9//HXDCFkMplsJBCTSAJhCwFBNmVpiAi2LhW0\n",
"Op7KIvpDqaLiuAH1i0LVWqR2RGotblSLBeNSqq22X/yyRBAVXBDDHiEKYYAQEkJCDMnc3x/5Zr4M\n",
"SWBYJpPMPB/n5JyZe+987nvuvDMn73w+9/MxGYZhCAAAAACAFs4c6AAAAAAAAPAFBSwAAAAAoFWg\n",
"gAUAAAAAtAoUsAAAAACAVoECFgAAAADQKlDAAgAAAABaBQpYADjPdu/eLbPZrE8++STQoXg5cuSI\n",
"rrvuOsXGxspsNuv777/3+zlnz56tbt26+f08aPlOzoW//OUvatu2bQAjalpOTo5uv/32JvevWrVK\n",
"ZrNZRUVFzRhV8+jcubN++9vfnvKYlvodByA0UMACCCqTJk2S2WzW9OnTvbbv2bNHZrNZeXl5AYos\n",
"8F544QV9+umnWrt2rVwul1JTUxscc6o/zCdNmqTRo0ef0TkfeughffbZZ2cdsz+UlJRo5syZysrK\n",
"ktVqVXx8vC6++GL913/9l/bs2RPo8Fqs9PR0mc1mr582bdrowIEDgQ7tvDOZTDKZTM1+3lMVhif/\n",
"A8AwDP3+979X7969FRUVpbi4OPXr10+zZs06pxg2bNig++67z/O8a9eumjNnjtcxnTp1ksvl0uDB\n",
"g8/pXABwNsICHQAAnE8mk0kRERF67rnnNHXqVHXq1CnQIZ1XNTU1Cgs7u6/uHTt2KCsrS1lZWWf1\n",
"+rP5o95qtcpqtZ7V+fzhhx9+0PDhwxUeHq7Zs2erb9++iomJ0XfffaelS5fq97//vZ599tmAxnj8\n",
"+HG/9kyebfsmk0kzZszwKm4kKTEx8XyFhjMwZ84cPffcc/rjH/+oIUOGqKqqSps2bTrnfxi1b9/e\n",
"63ljv/Nms1kdOnQ4p/MAwNmiBxZA0Bk6dKj69u2rX//6100e01RPx8m9DWazWX/84x910003KSoq\n",
"SmlpaXrnnXdUVlamcePGKTo6WhkZGXr33XcbnGPXrl26/PLLFRkZqYyMDL355pte+/fv369Jkyap\n",
"Q4cOio6O1vDhw/Xxxx979tf3hn7wwQcaPny4LBaLXnnllUbfz/HjxzVjxgylpqaqXbt2ysrK0pIl\n",
"Szz709PT9eqrr2rFihUym80aOXLkqS9iIwzDkGEYnuf1wywff/xxXXDBBWrfvr1uueUWVVRUeI5p\n",
"bAjxggULlJqaKqvVqp/97Gd6/fXXvXp9Gxta2lgP+s6dO/WLX/xCcXFxio+P109/+lN9++23p3wP\n",
"d911l2pqavTVV19p3Lhx6t27ty688EKNGDFCL7zwglfxerprOm7cOP30pz9tcI4rr7xSEyZM8Dxf\n",
"vny5hg0bpsjISKWmpuq2225TSUmJZ399z/aCBQuUnp4ui8Wiqqoqmc1mvfDCC5owYYKio6N14YUX\n",
"6ne/+53XucrLyzVlyhR16NBBERERGjRokJYvX+7ZX5/nf/vb33TVVVcpKipKjz76qGpqanT//ffr\n",
"wgsvVEREhJKTk/XLX/7ylNdOkqKiotShQwevn/oC54MPPtCAAQMUERGhjh07aurUqaqsrDxtmyc6\n",
"VRsFBQUym83auXOn5/j09HRdeOGFnuc7duyQ2WzWjh07JNV9hrNnz1aXLl1ksVjUu3dvvfjii17n\n",
"LCws1M9+9jNFRkaqU6dOWrBggc/xfvnllxo8eLAsFov69OmjlStXSqr7XenSpYueeuopr+MrKioU\n",
"HR2tN95444yuS2OWLVumyZMn6+abb1bnzp2VmZkpu92uZ5555pSvq6mp0Zw5c5SRkaGIiAilpqbq\n",
"3nvv9exPT0/Xk08+Kanud7ygoEBz5szx9Lp///33jX5/nu777Pjx42eVcwBwMgpYAEHFMAyZTCb9\n",
"/ve/15IlS/TFF1+c0esb62V88skndc011+ibb77RNddcowkTJuiXv/ylfvrTn+rrr7/W1VdfrYkT\n",
"J3oVJZL08MMPa/Lkydq4caNuvvlmjRs3Tl9//bUk6dixY7rssstUUVGhf//73/r666911VVXafTo\n",
"0dq6datXOw888IBmzpyprVu36pprrmk07l//+td6+eWXNX/+fOXn52v8+PEaP368VqxYIaluWKDd\n",
"bld2drZcLlejBffZePvtt1VaWqrVq1dr6dKl+uc//6m5c+c2efw//vEP3X///XrwwQe1ceNG2e12\n",
"PfTQQ2fcs7t//34NHz5cSUlJWrNmjT777DP16NFDOTk5Ki4ubvQ1JSUl+vDDD3XPPfcoKirqtOc4\n",
"3TWdNGmS/ud//kf79u3zvGbfvn366KOPdMstt0iSVqxYobFjx+rmm2/Wpk2btGzZMu3evVvXX3+9\n",
"17k+//xzrVq1Su+//742btzoKeDnzJmjnJwcbdy4UTNnztSvf/1rz/kl6bbbbtPy5cv1xhtvaOPG\n",
"jRo2bJiuueYabdu2zav96dOna8KECcrPz9eUKVP03HPP6a233tIbb7yhnTt36r333tOQIUNOe01O\n",
"/AfGib755htde+21ysnJ0TfffKPXXntN//znP/WrX/3qtG362kZGRoY6derkef8FBQU6cOCAjhw5\n",
"4ilYV6xYodTUVM8/TW6//XYtW7ZML774orZu3apHH31U06dP16uvvup5P9ddd50OHz6s1atX6/33\n",
"39f777+vL7/80qeY77//fs2ePVtff/21LrnkEv385z+Xy+WSyWTSHXfc0eAfTkuXLlV4eLhuvPFG\n",
"n69LU5KTk7Vq1aozvg/3//2//6c//elP+s1vfqMtW7Zo2bJl6tq1q2f/id+Bf//735Wenq4HH3xQ\n",
"LperyVsPfPk+W7BgwVnlHAA0YABAELnllluM0aNHG4ZhGNddd52Rk5NjGIZh/PDDD4bJZDJWr15t\n",
"GIZh7Nq1yzCZTMbatWu9Xt+1a1djzpw5nucmk8lwOBye5wcPHjRMJpNx7733erYdPnzYMJlMxr/+\n",
"9S+vth999FGvtocOHWpMmDDBMAzDWLRokZGammrU1NR4HXPZZZcZ9913n2EYhrFy5UrDZDIZixcv\n",
"PuV7rqioMNq1a2e88MILXtuvu+46Y+TIkV7XZtSoUadsq/6ce/fubbDv5NePGDHC6Nevn9cxd955\n",
"pzFkyBDP88cee8zo2rWr5/mwYcOM8ePHe73mwQcf9DrnokWLjLCwMK9jTv78HnvsMePSSy/1Osbt\n",
"dhsZGRnGs88+2+h7++yzzwyTyWQsW7bMa/uQIUOMqKgoIyoqysjKyjIMw7drWltba6SkpBjz5s3z\n",
"7J83b55x4YUXel2jmTNnerVRWFhomEwmY+PGjYZh1F3XuLg4o6Kiwus4k8lkTJs2zWtbZmamp70d\n",
"O3YYJpPJ+PDDD72O6d+/v3HbbbcZhvF/ufjEE094HTNt2jSv3PBFWlqa0a5dO8+1ioqKMm6//XbD\n",
"MAxj/PjxxiWXXOJ1/D/+8Q/DbDYb33//vWEYDXPh5M/ZlzYmTZpk2O12wzAM48UXXzQuv/xy46qr\n",
"rjL+/Oc/G4ZhGHa73Zg4caJhGIbx3XffGWaz2di2bZtXm3PmzPHk7fLlyw2TyWTs2LHDs//gwYOG\n",
"xWLxvLfG1P+evPrqq55tNTU1RlpamjFr1izDMAzD5XIZ4eHhxkcffeQ55tJLL/X8fjemqe8lw2h4\n",
"/bZu3Wr07t3bMJvNRo8ePYxbbrnFeOONNxp8p5yoPmfeeeedJo9JT083nnzySc/zk78TG4vTl++z\n",
"s8k5AGgMPbAAgo7xv71Ec+fO1dq1a/X++++fU3t9+/b1PE5ISFCbNm100UUXebbFxsYqPDy8wWQ2\n",
"J/cuDB06VPn5+ZKk9evXy+VyKTY2VjabzfOzZs0aryGSkk47UcrOnTtVXV2t7Oxsr+3Z2dme8/mD\n",
"yWTyujaSdMEFF2j//v1NvmbLli0aOnSo17Zhw4ad8bnXr1+vL774wuvaRUdHq7CwsMH1O5lxUi/i\n",
"W2+9pY0bN+qOO+7wDFf15ZqazWaNHz9ef/3rXz37//rXv2rcuHFecTqdTq84s7KyZDKZPL2GkpSZ\n",
"manIyMgGsfbr18/reXJysifPNm/e7ImpqRjrnZxDt956qzZt2qSuXbvqzjvv1Lvvvqvjx483OP+J\n",
"TCaT7r77bm3cuNHzUz/UdPPmzY3GYRiGJ87T8aWNnJwcrVq1SlJdb+uoUaN02WWXeXplV61a5Rke\n",
"v2HDBhmGoQEDBnhd/6eeesqTI5s3b1ZCQoJXD2RCQoJ69OjhU8wn/o63adNGgwcP9lz7jh07asyY\n",
"MXrppZckSd9++60+++yzU85ufCZ69OihTZs26YsvvtDdd9+t6upqTZ48WZdeeqmqqqoafU19z/IV\n",
"V1xxXmKo58v32dnkHAA0hkmcAAStbt26acqUKZo+fbo+/PBDr31mc93/704uZhr7g6qxCW9O3mYy\n",
"meR2u08bU/3QPLfbrczMTC1btqzBMScXMs05CVJMTIwkqaysTMnJyV77SktLZbFYvLaFh4d7Pff1\n",
"OpxK/WdzopM/F8MwNGrUKP3xj39scGz9ezhZ165dZTabtXnzZo0dO9azPSUlRZIUFxfX5BDZpkyc\n",
"OFFPP/20Nm7cKMMwtGnTJq97nQ3D0IwZM7zuia3XsWNHz+PGilep4fWVdNrr29h7ODmH+vbtq127\n",
"dmn58uVauXKlpk2bplmzZunTTz+VzWZrsu34+Hh16dLF5/OeqdO1MXLkSB08eFDffPONVq1aJYfD\n",
"obCwMM2bN0+bNm3SwYMHPQVs/XVat25dg+t7uiHrZ/tejP+9haHer371K1111VU6dOiQXn75ZQ0d\n",
"OlS9evVq8vUn/v6drLS0VBEREQ229+vXT/369dPdd9+ttWvX6ic/+Ylyc3M1ceLEs3oPZ8OX77Oz\n",
"zTkAOBk9sACCzol/QD722GMqKirSwoULvY6pnzl17969nm0HDhzwen6u1q1b5/X8k08+8fzxOmjQ\n",
"IH333Xey2Wzq0qWL109SUtIZnadr165q166dVq9e7bV99erV6tOnj9e20/3h3q1bN5nN5gYzmdZP\n",
"fNSzZ88ziu1kvXr10tq1a722nfy8Q4cOqq2t9erRPvmexIEDB+rbb79VSkpKg+t38iyq9eLj43Xl\n",
"lVdqwYIFOnLkyCnj9PWa9urVSwMGDNBf//pXvf766xo4cKDXNaqP8+QYu3Tpclb/mDjx86ufTfrk\n",
"GPPy8hp87o2xWq0aO3as5s+frw0bNmjLli1nvcxUVlZWg9euXr1aJpPJ51mvfWnjwgsvVEZGhp57\n",
"7jkdO3ZMgwYNUr9+/VRTU6P58+crIyPDM6nTgAEDJNVN0nTyte/cubOkus+vuLjYq9e+uLhY27dv\n",
"9ynmE3/Ha2pq9Pnnn3sVqJdddpk6deqkP//5z1q8ePFpe1/j4uLUoUOHRmcS/vzzz5WZmXnK19fn\n",
"3sGDBxvd379/f0nSf/7zn1O2c6Lw8HDV1tae8hhfv8/OZ84BCF30wAIIOif2niQkJGjGjBn6zW9+\n",
"43WMxWLRsGHD9PTTT6tnz546fvy4HnnkEbVr1+68xfHqq6+qZ8+eGjBggBYvXqxPP/1Uzz//vKS6\n",
"GWydTqeuvvpqPfnkk+rWrZv279+vFStWqFevXhozZozP54mMjNS9996rWbNmKTExURdddJHefvtt\n",
"vffee/roo4+8jj1dz1JUVJTuvPNOzZw5UxaLRQMHDlRpaamcTqdKSko0ZcoUr7bOtKfqgQce0I03\n",
"3qjBgwfryiuv1Jo1a7R48WKvwuySSy6RzWbTjBkzNHPmTBUUFDT4/O6++2698sorGjNmjP7rv/5L\n",
"qamp2rNnjz788ENdc801TU4O86c//UnDhg3TxRdf7FlGJyoqStu2bdM///lPzxJFZ3JNJ06cqN/+\n",
"9rcymUx65JFHvPb95je/0RVXXKEHHnhAEyZMkM1m044dO/T222/r+eefP+N8O/GaZ2Rk6MYbb9Rd\n",
"d92lhQsXqlOnTnrhhRe0efNmLV269JTtzJs3TykpKerbt68iIyO1ZMkShYWFqXv37qc8d1Meeugh\n",
"9e/fX/fff7/uuOMO7d69W/fcc4/Gjx/f6KQ/59LGyJEjtWjRIl155ZWeCYdGjBih119/Xbfeeqvn\n",
"uK5du+q2227T7bffrqefflqXXnqpKioq9MUXX6i4uFgPP/ywRo0apb59+2r8+PFasGCB2rZtq+nT\n",
"p/u8zNDcuXOVlJSk9PR0/eEPf9ChQ4d01113efbXT+b0yCOPyGq16qabbvLpOsyZM0cpKSkaMWKE\n",
"qqqq9Nprr2n9+vWaN2+e57hf/OIXGjZsmIYMGaLk5GTt3btXTzzxhMLDw3X11Vc32nbXrl01btw4\n",
"3XXXXaqqqtKll16qkpISrVu3zjMT8cmfc+fOnbVmzRr98MMPslgsjf6DyJfvs7PJOQBoVDPebwsA\n",
"fjdp0iTPJE71qqqqjE6dOhlms9kzCZBhGMb27duNESNGGFar1ejevbvx7rvvNjqJ0xtvvOHVXlhY\n",
"mPHaa695bYuIiDBeeeUVwzDqJjgxm83G4sWLjZycHCMiIsLo0qWLsWTJEq/XHDp0yLjzzjuNlJQU\n",
"Izw83EhJSTGuv/564+uvvzYMo26iGLPZ3OiESic7fvy4MWPGDE9bWVlZDc7X2LVpTHV1tTF37lyj\n",
"T58+htVqNZKTk42xY8ca+fn5Xsfl5OQ0mOjmiSeeMDp37ux5Pnv2bKNbt25ex8yfP99ISUkxLBaL\n",
"MXr0aOO1115rMHHUv/71LyMzM9OwWCzG8OHDjf/85z8NPr/CwkJj3LhxRmJiotGuXTsjLS3NmDBh\n",
"grF79+5Tvr/i4mJj+vTpnvYtFovRq1cv4/777zcKCws9x/lyTevbCw8PN9q1a2ccOnSowf6PP/7Y\n",
"GDVqlGGz2Qyr1WpkZmYaDofDM+FNU59LY7k3atQo49Zbb/U8P3LkiDFlyhTPNRg0aJCxfPlyz/76\n",
"XDx5UqCFCxcaAwYMMKKjo42oqChj8ODBxnvvvXfK63by5D4n++CDD4wBAwYY7dq1MxITE4277rrL\n",
"qKys9Ow/ORcWLVpktG3b9ozaMAzDWLJkiWE2m70m61qwYIFhNpuNpUuXeh1bW1trPP3000bPnj2N\n",
"8PBwIyEhwcjJyTHefvttzzG7d+82rrjiCiMiIsK48MILjeeee67R3D5R/e/m+++/74k3KyvLa8Km\n",
"evX5cffddzfZ3oncbrfx0ksvGf379zeio6ONDh06GKNHj27wGb700kvG6NGjjQsuuMBo166dkZKS\n",
"Ylx33XXGp59+esr2jx8/bsyaNctIT083wsPDjdTUVK+J6k7+nDds2GD079/fsFgshtlsNgoLCxvN\n",
"q9N9n51NzgFAY0yGcR5uWmmB8vPzfR62BAQTch+tTf3EO3v27Glw362vyHu0VPn5+erTp482btzo\n",
"09Dus2mf3EeoIe9DW9DeA+vPmTeBlozcRygi79HSVFdXa+/evZo5c6ZGjhzpl+JVIvcRmsj70Ba0\n",
"BSwAoPU43eRSQGvzt7/9TZ06dVJhYaFeeOGFQIcDAEGDSZwAAAGVk5Nz2llOgdZm0qRJmjRpUqDD\n",
"AICgE7T3wAIAAAAAgkur7YEtKio65X6bzaby8vJmigZoOch9hCLyHqGK3EcoIu9DQ1MTO3IPLAAA\n",
"AACgVaCABQAAAAC0ChSwAAAAAIBWoVnvgZ06daosFovMZrPatGmjp556SkePHpXT6VRxcbESExPl\n",
"cDhktVqbMywAAAAAQCvQ7JM4zZ49W1FRUZ7ny5Yt00UXXaQxY8Zo2bJlWrZsmcaNG3dO5ygsjJTJ\n",
"5FanTucaLQAAAACgpWj2IcQnr9qzYcMGjRgxQlLdWoDr168/p/bz8my6/vpoXXedTXl5tnNqCwAA\n",
"AADQcjRrD6zJZNLjjz8us9msUaNGadSoUSorK1NsbKwkKSYmRmVlZWfdfmFhpBwOq1yuurrc4bDq\n",
"3XdrlZZWeV7iBwAAAAAETrMWsI8//rji4uJ05MgRPf7440pJSfHabzKZGn1dfn6+8vPzPc/tdrts\n",
"toa9qyaTu5FtpkaPBYJVeHg4OY+QQ94jVJH7CEXkfejIzc31PM7KylJWVlbzFrBxcXGSpOjoaA0e\n",
"PFg7d+5UTEyMSktLFRsbq8OHDysmJqbB6+qDPVFjixd36iQ5nWY5HHWTQDmdFerUqUKsc4xQwuLe\n",
"CEXkPUIVuY9QRN6HBpvNJrvd3mB7s90D++OPP+rYsWOSpKqqKn3zzTfq1KmTBg4cqFWrVkmSVq9e\n",
"rUGDBp3TebKzy/Xuu0f097+XKzubxAYAAACAYNFsPbBlZWWaN2+eJMntdmv48OHq27evMjIy5HQ6\n",
"tXLlSs8yOucqLa3yf/8zc85NAQAAAABaCJNx8rTArURRUdEp9zO0AKGK3EcoIu8Rqsh9hCLyPjQk\n",
"Jyc3ur3Zl9EBAAAAAOBsBG0Bu2OHW3v3WgIdBgAAAADgPAnKAnbNGpuuvtqma6+N0Zo1TLENAAAA\n",
"AMEg6ArYvXstmjbNKpfLLJfLrGnTrPTEAgAAAEAQCLoCFgAAAAAQnIKugE1JOab58yuUlORWUpJb\n",
"8+dXKCXlWKDDAgAAAACco2ZbB7Y5DR9ern/9y63aWjfFKwAAAAAEiaAsYCWpWzezyssrAh0GAAAA\n",
"AOA8CbohxAAAAACA4EQBCwAAAABoFYK2gN20ya1duyIDHQYAAAAA4DwJygI2L8+mX/zCphtuiFZe\n",
"ni3Q4QAAAAAAzoOgK2B37YqUw2GVy2WWy2WWw2GlJxYAAAAAgkDQFbAAAAAAgOAUdAVs586Vcjor\n",
"lJTkVlKSW05nhTp3rgx0WAAAAACAcxSU68BmZ5frnXfcMgyD4hUAAAAAgkRQFrCS1KePWeXl5YEO\n",
"AwAAAABwngTdEGIAAAAAQHAK2gI2P9+twkJmHwYAAACAYBGUBWxenk3XXWfT9dezDiwAAAAABIug\n",
"K2ALCxuuA0tPLAAAAAC0fkFXwAIAAAAAglPQFbBpaQ3XgU1LYykdAAAAAGjtgnIZnezscv3973Xr\n",
"wFK8AgAAAEBwCMoCVpKyslgHFgAAAACCSdANIQYAAAAABCcKWAAAAABAqxC0Q4hLSmr0/fd1y+dk\n",
"ZHAfLAAAAAC0dkHZA7tnj0Xr1oXJbo+W3R6tvDxboEMCAAAAAJyjoCtgS0rCdeyYWQ6HVS6XWS5X\n",
"3eOCgshAhwYAAAAAOAdBV8ACAAAAAIJT0BWw8fHVsljccjorlJTkVlJS3WPugwUAAACA1i0oJ3FK\n",
"TT2mjh0tys09IolJnAAAAAAgGARlAStJ8fFhatu2PNBhAAAAAADOk6AbQgwAAAAACE4UsAAAAACA\n",
"ViFoC9iamhrt2hWpXbtYPgcAAAAAgkHQFrD/+U+YbrghWjfcEK28PFugwwEAAAAAnKOgLGB37YqU\n",
"w2GVy2WWy2WWw2GlJxYAAAAAWrmgLGABAAAAAMEnKAvYzp0r5XRWKCnJraQkt5zOCnXuzFqwAAAA\n",
"ANCaBe06sD/9aY3efvuIJFG8AgAAAEAQCNoCNiwsTJ07lwc6DAAAAADAeRKUQ4gBAAAAAMGHAhYA\n",
"AAAA0CoEfQFbUhKukpLwQIcBAAAAADhHQVvAGoahDRusGj06XqNHx2vDBmugQwIAAAAAnIOgLWBd\n",
"LmnKFJtcLrNcLrOmTLHREwsAAAAArVjQFrAAAAAAgOAStAVsUpK0cGG5kpLcSkpya+HCcsXHVwc6\n",
"LAAAAADAWQradWBNJpMGDjyq5cuPSxLFKwAAAAC0ckFbwNajcAUAAACA4BC0Q4gBAAAAAMEl6AvY\n",
"wsJIFRZGBjoMAAAAAMA5CtoCtra2Vnl5Nl1/fbSuvz5aeXm2QIcEAAAAADgHQVvAbt1qksNh9awD\n",
"63BY6YkFAAAAgFYsaAtYAAAAAEBwCdoCtmdPQ05nhWcdWKezQmlplYEOCwAAAABwloJ2GZ02bdoo\n",
"O7tc775bK0kUrwAAAADQygVtAVuPwhUAAAAAgkPQDiEGAAAAAAQXClgAAAAAQKsQ9AXsrl2R2rWL\n",
"5XMAAAAAoLUL2gK2pqZGeXk23XBDtG64IVp5ebZAhwQAAAAAOAdBW8Bu2WKWw2GVy2WWy1X3mJ5Y\n",
"AAAAAGi9graABQAAAAAEl6AtYDMz3XI6K5SU5FZSUt3jzp1ZUgcAAAAAWqugXQc2LCxM2dnlevvt\n",
"WkmieAUAAACAVi5oC9h6FK4AAAAAEByCdggxAAAAACC4UMACAAAAAFqFoC9g9+61aO9eS6DDAAAA\n",
"AACco6AtYN1ut9assenaa2N07bUxWrPGFuiQAAAAAADnIGgL2IICado0q1wus1wus6ZNs9ITCwAA\n",
"AACtWNAWsAAAAACA4BK0BWxGhjR/foWSktxKSnJr/vwKpaQcC3RYAAAAAICzFLTrwJrNZg0fXq73\n",
"3quRJIpXAAAAAGjlgraArUfhCgAAAADBoVkLWLfbrRkzZig+Pl4zZszQ0aNH5XQ6VVxcrMTERDkc\n",
"Dlmt1uYMCQAAAADQSjTrPbAffPCBUlNTZTKZJEnLli3TRRddpPnz56t3795atmxZc4YDAAAAAGhF\n",
"mq2APXTokL766iuNHDlShmFIkjZs2KARI0ZIknJycrR+/Xq/nLugIFIFBZF+aRsAAAAA0DyarYB9\n",
"7bXXNH78eJnN/3fKsrIyxcbGSpJiYmJUVlZ23s+bl2eT3R4tuz1aeXm2894+AAAAAKB5NEsB+8UX\n",
"Xyg6OlqdO3f29L6erH5Y8flUUBAph8Mql8ssl8ssh8NKTywAAAAAtFLNMonTtm3b9MUXX+irr77S\n",
"8ePHdezYMS1YsEAxMTEqLS1VbGysDh8+rJiYmEZfn5+fr/z8fM9zu90um+3Uvanh4eGSqhrZYzrt\n",
"a4HWLDw8nBxHyCHvEarIfYQi8j505Obmeh5nZWUpKytLJqOpLlE/2bx5s9577z3NmDFDixcvVlRU\n",
"lMaOHatly5apoqJC48aN86mdoqKiU+632WwqLy9XXp5NDkfdzMZOZ4Wys8vP+T0ALVl97gOhhLxH\n",
"qCL3EYpIjbYGAAAgAElEQVTI+9CQnJzc6PaArANbP1x47NixcjqdWrlypWcZnfMtO7tcubm1kqSM\n",
"jMrz3j4AAAAAoHk0ew/s+eJrDywQash9hCLyHqGK3EcoIu9DQ1M9sM26DiwAAAAAAGcrIEOIm1th\n",
"oUU1NSbFxdUoPr460OEAAAAAAM5C0PfArlsXpc8+C5fdHq3Ro+O1YYM10CEBAAAAAM5CUBew330X\n",
"qTVr2mruXItnLdgpU2wqKQkPdGgAAAAAgDMU1AUsAAAAACB4BPU9sF26VGr4cLPS0tyaO9ciSVq4\n",
"sJz7YAEAAACgFQrqAlaShgw5quRki3JzjzOJEwAAAAC0YkFfwEpSWtqxQIcAAAAAADhH3AMLAAAA\n",
"AGgVKGABAAAAAK1CyBSwBQWRKiiIDHQYAAAAAICzFBIFbF6eTXZ7tOz2aOXl2QIdDgAAAADgLAR9\n",
"AVtQECmHwyqXyyyXyyyHw0pPLAAAAAC0QkFfwAIAAAAAgkPQF7AZGZVyOiuUlORWUpJbTmeFMjIq\n",
"Ax0WAAAAAOAMhcQ6sNnZ5crNrZUkilcAAAAAaKVCooCVKFwBAAAAoLUL+iHEAAAAAIDgQAELAAAA\n",
"AGgVQqqALSiIZAkdAAAAAGilQqaAzcuzyW6Plt0erbw8W6DDAQAAAACcoZAoYAsKIuVwWOVymeVy\n",
"meVwWOmJBQAAAIBWJiQKWAAAAABA6xcSBWxGRqWczgolJbmVlOSW01nBsjoAAAAA0MqEzDqw2dnl\n",
"ys2tlcSasAAAAADQGoVMAStRuAIAAABAaxYSQ4gBAAAAAK0fBSwAAAAAoFUIqSHER4+Ga//+MJlM\n",
"UpcuDCcGAAAAgNYkZHpgv/vOoi+/bCe7PVo33hitvDxboEMCAAAAAJyBkChgS0rCVV1tlsNhlctl\n",
"lstV9/i77yIDHRoAAAAAwEchUcACAAAAAFq/kChg4+OrFR7ultNZoaQkt5KS6h5zHywAAAAAtB4h\n",
"M4lTly7H1KFDuHJza5nECQAAAABaoZApYCUpKqpaUVHVgQ4DAAAAAHAWQmIIMQAAAACg9QupHlhJ\n",
"2rPHoh9/NCkiwlBKyrFAhwMAAAAA8FFI9cBu2GDV9u1hstujde21MVqzhrVgAQAAAKC1CJkC9rvv\n",
"IrV/fxs99ND/rQU7bZpVe/daAh0aAAAAAMAHIVPAAgAAAABat5ApYLt0qVTHjrWaN+//1oKdP7+C\n",
"+2ABAAAAoJUIqUmcBg6s0J49FuXmHmESJwAAAABoZUKqgJWk1FSKVgAAAABojUJmCDEAAAAAoHVr\n",
"sgd2wYIFXs9NJpMMw/A8rnf33Xf7KTQAAAAAAP5Pkz2wHTt2VFJSkpKSkmS1WrV+/XoZhqH27dvL\n",
"7XZr/fr1ioyMbM5Yz5vduy0qKIhUSUl4oEMBAAAAAPioyR5Yu93uefzEE09oxowZyszM9GzbunWr\n",
"3n77bf9G5wfr1kXphx/aaO7cuvVfFy4s18CBFQGOCgAAAABwOj7dA7tjxw5169bNa1vXrl21fft2\n",
"vwTlLwUFkVqzpq3mzrXI5TLL5TJryhQbPbEAAAAA0Ar4VMCmp6frb3/7m6qrqyVJP/74o5YsWaLO\n",
"nTv7NTgAAAAAAOr5tIzO1KlTNX/+fN1yyy2yWq2qqKhQly5dNG3aNH/Hd15lZFRq+HCz0tLcXkOI\n",
"4+OrAxwZAAAAAOB0TEb91MI+KC4uVklJieLi4pSYmOjPuE6rqKjolPttNpvKy8sb3bd7t0W1tSbF\n",
"xdVQvCLonCr3gWBF3iNUkfsIReR9aEhOTm50u089sJJUXl6u/Px8lZaWasyYMSopKZHb7VZCQsJ5\n",
"C7K5pKcfC3QIAAAAAIAz5NM9sJs3b9Z9992nNWvW6J133pEk7du3Ty+//LJfgwMAAAAAoJ5PBeyi\n",
"RYs0bdo0PfLII2rTpo0kqVu3btq5c6dfgwMAAAAAoJ5PQ4iLi4t10UUXeb8wLExut9svQTWHH36w\n",
"qLrapIgIQykpDCkGAAAAgJbOpx7YlJQUff31117bNm3apE6dOvklKH/bsMGqHTvCZLdH69prY7Rm\n",
"jS3QIQEAAAAATsOnHtiJEydq7ty5uvjii1VdXa2FCxfqiy++0MMPP+zv+M67goJI7d/fRo8+GimX\n",
"q65+nzbNqvfeq6EnFgAAAABaMJ96YLt376558+YpNTVVl112mTp27KinnnpKXbt29Xd8AAAAAABI\n",
"8rEHtqKiQvHx8Ro7dqy/4/G7jIxKHT5s1bx5FXroIaskaf78CnpfAQAAAKCF86mAveOOO5SSkqJe\n",
"vXqpV69eyszMlM3Weu8bHTiwQj/8YFFu7hEmcQIAAACAVsJkGIZxuoOqq6u1fft2bd68WVu2bNHO\n",
"nTvVoUMHZWZmavLkyc0RZwNFRUWn3G+z2VReXt5M0QAtB7mPUETeI1SR+whF5H1oSE5ObnS7T/fA\n",
"hoeHq3fv3rr22ms1duxYjRo1SsXFxfrss8/Oa5AAAAAAADTFpyHEixcv1pYtW1RSUqLu3burV69e\n",
"evLJJ5WSkuLv+AAAAAAAkORjAfuf//xHsbGxuuKKK9SrVy9lZGQoLMynl7ZoBQWRkuomdgIAAAAA\n",
"tGw+VaGLFi1SQUGBtmzZonfffVe7d+9WamqqMjMzdcMNN/g7Rr/Iy7PJ4aibhdjpbKPsbMbRAwAA\n",
"AEBL5tM9sGFhYerRo4dGjRqlyy+/XIMHD9bOnTv1zjvv+Ds+vygoiJTDYZXLZZbLZZbDYfX0xgIA\n",
"AAAAWiafemBfffVVbd68Wfv27VNGRoZ69eqlBx54QN27d/d3fAAAAAAASPKxgI2KitKkSZPUvXt3\n",
"hYeH+zsmv8vIqJTT2eaEIcQV3AcLAAAAAC2cTwWs3W6XJBUXF6ukpETx8fFKSEjwa2D+lp1drtzc\n",
"WklM4gQAAAAArYFPBezhw4f17LPPavv27Z6Fg7t3765p06YpPj7e3zH6DYUrAAAAALQePk3i9NJL\n",
"LyktLU2LFi3Siy++qEWLFik9PV0vvfSSv+MDAAAAAECSjwXs1q1bNXHiREVEREiSIiIiNH78eG3b\n",
"ts2vwflbWZlFBQWRzEAMAAAAAK2ATwVsVFSU9uzZ47Vt7969slqtfgmqOezcadHGjWGy26Nlt0cr\n",
"L88W6JAAAAAAAKfg0z2w1157rR5//HGNHDlSiYmJOnDggFatWqWbbrrJ3/H5xd69FrndZs9asJLk\n",
"cFiVm1vLfbEAAAAA0EL5VMCOGjVKSUlJ+vjjj/X9998rLi5O06ZNU58+ffwdHwAAAAAAknwsYCWp\n",
"d+/e6t27tz9jaTYpKce0c6dFTmcFa8ECAAAAQCvRZAG7dOlSmUwmGYbh2WYymTyPDcOQyWRqtcOI\n",
"u3Y9psREi3Jzj0hiSR0AAAAAaOmaLGAPHTrkVbCerL6Abc1iYo4pJibQUQAAAAAAfNFkATt16tTm\n",
"jAMAAAAAgFNqsoDdv3+/Tw107NjxtMdUV1dr9uzZOn78uNxuty655BLZ7XYdPXpUTqdTxcXFSkxM\n",
"lMPhaNVL8wAAAAAA/MdknHiT6wl8vbf1zTff9Om4H3/8Ue3atVNtba0effRRTZo0SZ999plsNpvG\n",
"jBmjZcuWqaKiQuPGjfOpvaKiolPut9lsKi8vP207JSXhkqT4+Gqfzgu0dL7mPhBMyHuEKnIfoYi8\n",
"Dw3JycmNbm+yB9bXwtRX7dq1kyTV1NSopqZGJpNJGzZs0OzZsyVJOTk5mj17ts8F7PmwYYNVU6bY\n",
"JEkLF5Zr4MCKZjs3AAAAAODM+LyMjiQVFxerpKRE8fHxSkhIOKMTud1uTZ8+Xfv379fPfvYzde3a\n",
"VWVlZYqNjZUkxcTEqKys7IzaPBclJeGaMsUml8ssSZoyxably4/TEwsAAAAALZRPBezhw4f17LPP\n",
"avv27Z4u++7du2vatGmKj4/36URms1nz5s1TZWWl5s2bp++//95r/6lmNM7Pz1d+fr7nud1ul81m\n",
"O+X5wsPDT3nM0aMNR07XvabdKdsFWrrT5T4QjMh7hCpyH6GIvA8dubm5nsdZWVnKysryrYB96aWX\n",
"lJaWppkzZyoiIkJVVVVasmSJXnrpJU2fPv2MgoiMjFRWVpY2btyomJgYlZaWKjY2VocPH1ZME2va\n",
"1Ad7otONez/d2PioKGnhQsNrCHFUVIUYTo/WjvtCEIrIe4Qqch+hiLwPDTabTXa7vcF2sy8v3rp1\n",
"qyZOnKiIiAhJUkREhMaPH69t27b5dPIjR46ooqLu/tLq6mpt2rRJKSkpGjhwoFatWiVJWr16tQYN\n",
"GuRTe+fLwIEVWr68RMuXl3D/KwAAAAC0cD71wEZFRWnPnj1KT0/3bNu7d6/PS96Ulpbq+eefl9vt\n",
"ltvt1tChQ9W/f391795dTqdTK1eu9Cyj09y45xUAAAAAWocml9E50UcffaQlS5Zo5MiRSkxM1IED\n",
"B7Rq1SrddNNNGj16dHPE2cD5WkYHCDbkPkIReY9QRe4jFJH3oeGMl9E50ahRo5SUlKSPP/5Y33//\n",
"veLi4jRt2jT16dPnvAYJAAAAAEBTmixgH3nkET355JOSpLfeeks33nijevfu3WyBNZfiYovKykwy\n",
"maQuXSoDHQ4AAAAAoAlNTuJUVFSk6uq6+0Pff//9ZguoOW3datHmzWGy26N1443RystjOm4AAAAA\n",
"aKma7IEdNGiQpk2bpsTERFVXV+vRRx9tcIzJZNKcOXP8GqC/FBZGSjLJ4bDK5aqr4x0Oq956q5ae\n",
"WAAAAABogZosYO+66y5t2bJFBw8eVEFBgUaOHNmccQEAAAAA4OWUkzhlZmYqMzNTNTU1ysnJaaaQ\n",
"mkdaWqW2brXI6ayQw1G3HJDTWUHvKwAAAAC0UD7NQhysva89ex5TQoJFublHmMQJAAAAAFo4nwrY\n",
"YJaQcEwJCYGOAgAAAABwOk3OQgwAAAAAQEtCAQsAAAAAaBV8GkK8Zs0apaenKzU1VUVFRVq4cKHM\n",
"ZrMmT56slJQUf8fod2VlFhUXmyRJGRncBwsAAAAALZFPPbBLly5VVFSUJOn1119XRkaGMjMz9fLL\n",
"L/s1uOawZ49FGzeGyW6Plt0erbw8W6BDAgAAAAA0wqcCtry8XLGxsaqurta2bdv0y1/+UjfccIN2\n",
"797t5/D8q6AgUlVVZjkcVrlcZrlcdY8LCiIDHRoAAAAA4CQ+DSGOjo7Wvn379P333ysjI0Nt27ZV\n",
"VVWVDMPwd3wAAAAAAEjysYD9xS9+oRkzZshsNuu+++6TJG3atEnp6en+jM3vMjIqtWePRU5nhRwO\n",
"qyTJ6azgPlgAAAAAaIFMxmm6UQ3D0P79+xUdHS2z2ayIiAhJUllZmQzDUGxsbLMEerKioqJT7rfZ\n",
"bCovL/epLSZxQjA5k9wHggV5j1BF7iMUkfehITk5udHtPt0D++CDDyoiIsJTvEpSTExMwIrX8y0m\n",
"5pgyMiopXgEAAACgBTttAWsymdS5c+fT9ngCAAAAAOBPPt0Dm5WVpaeeekojRoxQQkKC176RI0f6\n",
"JbDmVl0drh9+qLsc9MQCAAAAQMvjUwG7detWJSYmasuWLQ32BUMBW1xs0ebNYSdM5NRG2dmMqwcA\n",
"AACAluS0kzi1VOdrEqeSknCVlLTVTTfZ5HLVjahOSnIrN/cIPbFolZjYAKGIvEeoIvcRisj70NDU\n",
"JE4+9cBK0tGjR7VhwwYdPnxY8fHxGjBggKKios5bgAAAAAAAnIpPsxBv375d99xzjz766CMVFhZq\n",
"+fLluueee7Rt2zZ/x+d38fHVio11y+msUFKSW0lJbtaCBQAAAIAWyKce2EWLFmny5MkaNmyYZ9sn\n",
"n3yiv/zlL3rqqaf8FlxzSUg4pksvDVdubq0kJnECAAAAgJbIpx7Yffv2aciQIV7bLrnkEu3bt88v\n",
"QQVCeHg1a8ECAAAAQAvmUwF7wQUXaO3atV7b1q1bp6SkJL8EBQAAAADAyXwaQjxp0iT97ne/07//\n",
"/W+1b99excXF2rdvn6ZPn+7v+AAAAAAAkORjAdujRw8tWLBAX375pUpKSjRw4EBdfPHFstls/o6v\n",
"2e3da1FVlUlhYVJaGsOJAQAAAKCl8HkZnaioKGVnZ/szloD7+utIlZW10f33WyVJTmcbZWezxhQA\n",
"AAAAtAQ+FbD79+/XkiVLVFhYqKqqKq99L7zwgl8Ca24FBZGqrjbr/vutcrnqbg12OKx6991aemIB\n",
"AAAAoAXwqYB97rnn1LFjR02cOFHh4eH+jgkAAAAAgAZ8KmD37Nmjxx9/XGazT5MWt0oZGZUqL4/U\n",
"H/5QccIQ4gp6XwEAAACghfCpgM3MzNSuXbuUkZHh73gCql+/Su3da1Fu7hEmcQIAAACAFsanAjYh\n",
"IUG//e1vNXjwYMXExHi2m0wm3XTTTX4LLhBSUo4FOgQAAAAAQCN8KmCrq6vVv39/1dbWqqSkRJJk\n",
"GIZMJpNfgwMAAAAAoN5pC1i32634+Hhdf/31TOAEAAAAAAiY087KZDabtXz5coWF+bxkbKu3e7dF\n",
"BQWRKimhYAcAAACAlsKnaYWzs7P13//93/6OpUVYty5Kn38eLrs9WqNHx2vDBmugQwIAAAAAyMd7\n",
"YHfu3Kl///vfeu+999S+fXvPva8mk0lz5szxa4DNqaAgUmvWtNXSpe3kctXV9lOm2LR8+XHFx1cH\n",
"ODoAAAAACG0+FbCXX365Lr/8cn/HAgAAAABAk3wqYHNycvwcRsuQkVGp4cPNSktza+5ciyRp4cJy\n",
"el8BAAAAoAXwqYB1u91asWKF1q5dqyNHjuiZZ57R5s2bVVpaqqFDh/o7xmY1ZMhRXXCBRbm5xxUX\n",
"V0PxCgAAAAAthE+TOOXm5mrFihW6/PLLVVxcLEmKj4/XP/7xD78GFyjp6ceUkVFJ8QoAAAAALYhP\n",
"BeyqVas0Y8YMDR8+XGZz3Us6dOig/fv3+zU4AAAAAADq+VTAGoahiIgIr20//vijLBaLX4ICAAAA\n",
"AOBkPhWw/fr102uvvabq6rohtW63W2+++aYGDBjg1+ACafduiwoKIlVSEh7oUAAAAAAA8rGAveWW\n",
"W1RaWqpbb71VlZWVmjhxog4cOKCbb77Z3/EFxLp1Ufr883DZ7dEaPTpeGzZYAx0SAAAAAIQ8n2Yh\n",
"joyM1EMPPaTS0lIVFxerffv2iouL83dsAVFQEKk1a9pq6dJ2crnq6vspU2xavvw4kzoBAAAAQAD5\n",
"1AO7aNEi7dy5U7GxseratWvQFq8AAAAAgJbLpx5YSZo3b57Cw8P1k5/8RMOHD1dycrI/4wqYjIxK\n",
"DR9uVlqaW3Pn1k1StXBhOb2vAAAAABBgJsMwDF8OdLvd+vbbb7VmzRqtX79eHTp00PDhw/Xzn//c\n",
"3zE2qqio6JT7bTabysvLz7r93bstqq01KS6uhuIVrcq55j7QGpH3CFXkPkIReR8amuow9bkH1mw2\n",
"66KLLtJFF12kkpISPf/881q8eHHAClh/S08/FugQAAAAAAAn8LmAraqq0ueff661a9cqPz9fWVlZ\n",
"mjp1qj9jAwAAAADAw6cC9g9/+IO++uorde7cWcOHD9fUqVMVHR3t79gCbv9+i44eNclkkrp0qQx0\n",
"OAAAAAAQ0nwqYLt06aIJEyYoMTHR3/G0GFu3WnTgQJgcjro1YJ3ONsrOZqw9AAAAAASKTwXs2LFj\n",
"VVtbq82bN6ukpETx8fHq0aOH2rRp4+/4AqKgIFKSSQ6H1bMWrMNh1Vtv1dITCwAAAAAB4lMBu3fv\n",
"Xs2dO1fV1dVq3769Dh06pLZt22r69OlKTU31d4wAAAAAAPhWwL788ssaNWqUfv7zn8tkMskwDL3/\n",
"/vt65ZVX9Nhjj/k7xmaXkVGprVstcjorThhCXEHvKwAAAAAEkNmXg3bv3q1rrrlGJpNJkmQymXTV\n",
"VVdp165dfg0ukHr2PKYePWqUm3tEb711hPtfAQAAACDAfCpg4+LilJ+f77Vt69atio+P90tQLUXH\n",
"jseUkVFJzysAAAAAtAA+DSG++eab9fTTT2vAgAFKSEjQwYMH9eWXX+qee+7xd3wAAAAAAEiSTIZh\n",
"GL4cWFRUpE8++USHDx9WfHy8hgwZouTkZH/Hd8p4TsVms6m8nGG/CD3kPkIReY9QRe4jFJH3oaGp\n",
"WtOnHtj6Bm644YbzFlBrUVpq0aFDdff+ZmQwlBgAAAAAAsWnAnbBggWeCZy8XhwWpvbt22vQoEFK\n",
"T08/37EFXGGhRYWFYSfMRNyGyZwAAAAAIEB8msTJYrFo/fr1MgxD8fHxcrvd2rBhg8xms/bs2aNH\n",
"HnlEq1at8nOozeu77yJ1/LhZDodVLpdZLlfd44KCyECHBgAAAAAhyace2H379mnmzJnq2bOnZ9v2\n",
"7dv15ptvatasWfrqq6/02muvKScnx19xAgAAAABCnE89sDt37lS3bt28tnXp0kU7d+6UJPXt21eH\n",
"Dh06/9EFUJculWrb1i2ns0JJSW4lJdU95j5YAAAAAAgMn3pg09PTtWTJEtntdoWHh6u6ulq5ubme\n",
"+14PHDigqKgof8YZEGlpxxQTY1Fu7hFJTOIEAAAAAIHkUwE7depUzZ8/X7fccouioqJ09OhRdenS\n",
"Rffee68kqaKiQpMnT/ZroIESG3tMsbGBjgIAAAAA4FMB26FDBz355JMqLi5WSUmJ4uLilJiY6Nmf\n",
"kZHhtwABAAAAAJDOYB1YSUpISFBCQoK/YgEAAAAAoElnVMCGqvJyi6qrpdLSurVwuRcWAAAAAJqf\n",
"T7MQh7KiIosOHpTy88Nkt0fLbo9WXp4t0GEBAAAAQMihgD2FwsJIVVaaVVtrlsNhlctllstV97ig\n",
"IDLQ4QEAAABASPF5CPGePXv06aefqrS0VJMnT9bevXtVU1OjtLQ0f8YHAAAAAIAkH3tg161bp8ce\n",
"e0wlJSXKy8uTJB07dkyvv/66X4MLtLS0SkVGutWmjVtOZ4WSktxKSqp7zH2wAAAAANC8fOqBffPN\n",
"NzVr1iylp6dr3bp1kqT09HTt3r3bn7G1CMnJx1ReblFMTI1yc49IYhInAAAAAAgEnwrYI0eOqFOn\n",
"Tg22m0ym8x5QS2SzHZMktW8f4EAAAAAAIIT5NIS4c+fOnqHD9T755BN17drVL0EBAAAAAHAyn3pg\n",
"b7vtNj3xxBNauXKlfvzxRz3xxBPat2+fHnnkEZ9PVFxcrOeff15lZWUymUy6/PLLddVVV+no0aNy\n",
"Op0qLi5WYmKiHA6HrFbrWb8hAAAAAEBwMhmGYfhyYFVVlb788ksdPHhQCQkJ6t+/vywWi88nKi0t\n",
"VWlpqdLT01VVVaXp06froYce0qpVq2Sz2TRmzBgtW7ZMFRUVGjdu3GnbKyoqOuV+m82m8vJyn+Pz\n",
"RXm5RUePSpWVJpnNUufO3AuLlscfuQ+0dOQ9QhW5j1BE3oeG5OTkRrf7vA5sRESEhg4dqjFjxmjY\n",
"sGFnVLxKUmxsrNLT0z1tpaSkqKSkRBs2bNCIESMkSTk5OVq/fv0ZtdtcioosKiyUduwIk90erRtu\n",
"iFZeni3QYQEAAABAyPBpCPGjjz7a6HaTyaQ5c+ac8UkPHDig3bt3q1u3biorK1NsbKwkKSYmRmVl\n",
"ZWfcnr/t2hWp2lqTDENyOKxyuerqfofDqrffrqUnFgAAAACagU8F7MiRI72el5aWasWKFfrJT35y\n",
"xiesqqrSM888o0mTJjXoxW1qVuP8/Hzl5+d7ntvtdtlsp+79DA8PP+0xvjKZ3KfYZzpv5wHOh/OZ\n",
"+0BrQd4jVJH7CEXkfejIzc31PM7KylJWVpZvBWxOTk6DbZdeeqn+9Kc/6cYbb/Q5gJqaGj3zzDPK\n",
"zs7W4MGDJdX1upaWlio2NlaHDx9WTExMg9fVB3ui0417P59j49PT64YQV1VJTmeFHI66Saaczgql\n",
"p1eIIfhoSbgvBKGIvEeoIvcRisj70GCz2WS32xts96mAbUx8fLwKCwt9Pt4wDP35z39WSkqKrr76\n",
"as/2gQMHatWqVRo7dqxWr16tQYMGnW1IfpWcfEw2m0Xt29coN/cIkzgBAAAAQDPzqYBdsWKF1/Mf\n",
"f/xRn3/+ubp37+7zibZt26aPP/5YnTp10sMPPyxJuvnmmzV27Fg5nU6tXLnSs4xOS2WzHROjFQAA\n",
"AAAgMHwqYPPy8rzuT23Xrp169Ojh1ZN6Oj179tSbb77Z6L5Zs2b53A4AAAAAIDT5VMDOnj3bz2G0\n",
"LkeOWGQySYcOSbW1JsXF1Sg+vjrQYQEAAABAUPOpgN2/f79PjXXs2PGcgmkNioosMpulXbva6Icf\n",
"2mju3LqZlBcuLNfAgRUBjg4AAAAAgpdPBey9997rU2NNDREOFgUFkTKMuqHUa9a01dKl7Txrwk6Z\n",
"YtPy5cfpiQUAAAAAP/GpgJ0yZYo2bdoku92uhIQEFRcX66233lKfPn102WWX+TtGAAAAAABk9uWg\n",
"3Nxc/epXv9IFF1ygtm3b6oILLtCUKVOCvsf1ZBkZlYqMdCsqyq3hw49r+vRjSkpyKynJrYULy+l9\n",
"BQAAAAA/8qkH1jAMHTx4UKmpqZ5tBw8elNvt9ltgLVVy8jEdOWJR7961uuCCWuXmHmcSJwAAAABo\n",
"Bj4VsFdffbXmzJmjyy67zDOEeNWqVbrq/7d398FRVfcfxz+7CSGbsEtYMAkJ8hR0rHF4Ep+KBtTa\n",
"Tn0oaJ0wtZ0O2OnYUrGNtValVWt/atHC1tLwMC2OWlvp+kCqdPqH0wKC2goaSwe0QkAE4iYmC9nN\n",
"7oZkd+/vj5RtAkkIySZ37+77NcOc3bt3735v9sDwzfmec66/fqjjS0kuV0SS2BMWAAAAAIZRvxLY\n",
"r3zlK5o4caLeeustffzxxyooKNDSpUs1c+bMoY4PAAAAAABJ/UxgJWnmzJkkrAAAAAAA0/SawL78\n",
"8sv66le/KknauHGjbDZbt9cNw5DNZtOiRYuGNsIUFww6FI1Kfn/nz6esLGxyRAAAAACQnnpNYP1+\n",
"f+Jxc3NzrwlsJvP5HDpxQjp0KFtVVfmSJI8nSxUVQZMjAwAAAID0YzMMwzA7iIGor6/v83Wn06lg\n",
"cI+FQYsAAB33SURBVOgSybq6PBlGZwK/aJFTPl/njkTFxXF5vQFGYmGaoe77QCqi3yNT0feRiej3\n",
"maGkpKTH4/2eAxsOh1VfX6+2trZuxy+66KLBRQYAAAAAQD/0K4HdunWrNmzYoNzcXOXk5HR7rbq6\n",
"ekgCS3VlZeFECbHHE+pSQhxi9BUAAAAAhkC/EtgXXnhBd999t2bNmjXU8VhKcXFEwaBDLldUXm9A\n",
"Eos4AQAAAMBQ6VcCG4/HNWPGjKGOxZKczogkacwYkwMBAAAAgDRn789JCxYs0EsvvaR4PD7U8QAA\n",
"AAAA0KN+jcBu3rxZLS0tevXVV+V0Oru9tnbt2iEJDAAAAACArvqVwC5btmyo47C8cNihaFSy2aTW\n",
"Vikctslul6ZMYU4sAAAAACRDvxLY8vLyoY7D0hoaHIrFJLtdamqS/P7sLqsSZ6mign2qAAAAAGCw\n",
"+kxgV69efdqxrKwsFRYW6vLLL9eECROGLDCrOHrUoUjkf1OJDUOqqsqXz9d5rKoqXy+9FGMkFgAA\n",
"AAAGqc9FnIqKilRcXKyioqLEnzFjxujo0aNavny53n333eGKEwAAAACQ4focga2srOz1td27d+uP\n",
"f/yjLr744qQHZSWlpZFuJcRtbZLHE+pSQhxi9BUAAAAAkqBfc2B7ctFFF8nn8yUzFssqKookFnGa\n",
"NEkaOzYqrzfAIk4AAAAAkEQDTmCPHz+u/Pz8ZMZiaXl5kcTjU3YaAgAAAAAkQZ8JbENDw2nHYrGY\n",
"Ghsb9fLLL+uKK64YssAAAAAAAOiqzwT2rrvuOu2Y3W7XuHHjdMUVV+jWW28dssAAAAAAAOiqzwT2\n",
"T3/603DFkXaCQYcMQ7LZOrfW8fulWMymMWOicrvbzQ4PAAAAACxnwHNg0Tufz6F4vHNV4nhcOnQo\n",
"S4cPZ2nFCockaf36oObMCZkcJQAAAABYCwlsktXV5ckwbN2O7dgxQhs3jpTP17nt7h13OPX66x2M\n",
"xAIAAADAWbCbHQAAAAAAAP3BCGySlZWFTyshvvLKDk2aFO9WQszoKwAAAACcHRLYIVBcHOm2iFN5\n",
"eUzjx8fk9XawiBMAAAAADBAJ7BBxOiPdnrtcJgUCAAAAAGmCObAAAAAAAEsggQUAAAAAWAIlxMMo\n",
"EHDIZlNibqxhSKGQFA7bZLdLU6aEzQ4RAAAAAFIWCewwqa93JFYlPtn6/ZLfn62qqnxJkseTpYqK\n",
"oMmRAgAAAEBqooR4GNTV5Skctqu11d6tNQy7qqry5fPZ5fN1Pj54MM/scAEAAAAgJZHAAgAAAAAs\n",
"gQR2GJSVhZWXF9eoUfFurc0Wl8cTUnFxXMXFnY+ZBwsAAAAAPWMO7DApKYmctojTqFHS2LFReb0B\n",
"FnECAAAAgDMggR1GLlekh2MmBAIAAAAAFkQJMQAAAADAEhiBTQE97Q9rGFJTk01S5xxaAAAAAMh0\n",
"JLAm62l/2HhcOnCA/WEBAAAAoCsSWBPV1eXJMGw9vnZyf9iTj73eGCOxAAAAADIac2ABAAAAAJZA\n",
"Amui3vaHzc09fX9YRl8BAAAAZDpKiE3W0/6whiHNmNG5P6zEIk4AAAAAIJHApoSe9oeVpNGjhzkQ\n",
"AAAAAEhhlBADAAAAACyBBBYAAAAAYAmUEKewUMiheLz73NiubSAgtbXZlJ0tTZrEPFkAAAAA6Y0E\n",
"NkV9+mnnwk7xuGS3n976fDa1tGTp7rvzJUkeT5YqKoImRw0AAAAAQ4cENgUdPepQJNJ3dXd7u013\n",
"350vn6/zvKqqfL3ySoyRWAAAAABpizmwAAAAAABLIIFNQaWlEeXnxzVqVFx5eT23OTlxrVoVUnFx\n",
"XMXFcXk8IUZfAQAAAKQ1SohT1PjxkT4XcSorMxQIROX1BljECQAAAEBGIIFNYfn5kT5fdzqHKRAA\n",
"AAAASAGUEAMAAAAALIEEFgAAAABgCZQQW1ww6OhxjmzXNhqV/H6bJKmsjLmyAAAAAKyJBNbCfL7O\n",
"RZ7sdvXanjghHTqUraqqfEmSx5OlioqgyZEDAAAAwNkjgbWouro8GYatX+dWVeXL57MnHnu9MUZi\n",
"AQAAAFgOc2ABAAAAAJZAAmtRZWVhjRoVV15evM92xIi4PJ6QiovjKi7ufMzoKwAAAAArooTYwoqL\n",
"I2dcxCk/X3K5ovJ6A5JYxAkAAACAdZHAWpzTGenXeWPGDHEgAAAAADDEKCEGAAAAAFgCCSwAAAAA\n",
"wBIoIc4Q4bBD0Wjvc2VPtn6/FIvZNGZMVG53u9lhAwAAAEACCWwGaGhwKBaT7HYpHu+9PXQoS4cP\n",
"Z2nFCockaf36oObMCZkcPQAAAAB0IoFNc0ePOhSJ9K9SfMeOEdq4caR8vs7z77jDqddf72AkFgAA\n",
"AEBKYA4sAAAAAMASGIFNc6WlkX6XEF95ZYcmTYp3KyFm9BUAAABAqiCBzQBFRZF+LeJUXh7T+PEx\n",
"eb0dLOIEAAAAIOWQwGaIvLxIv85zuYY4EAAAAAAYoGFLYNesWaPa2lq5XC6tXLlSktTa2iqPx6Om\n",
"piadc845qqqqUn5+/nCFBAAAAACwkGFLYK+++mp9+ctf1m9+85vEsZqaGk2fPl0LFixQTU2Nampq\n",
"9PWvf324QkIvAgHHGfeLZR9ZAAAAAMNt2FYh/tznPnfa6OquXbs0b948SdL8+fO1c+fO4QoHvaiv\n",
"dygcloJBnXW7Z0+W3nknR5WVLl13nVu7djGaDgAAACB5TJ0D29LSooKCAknS6NGj1dLSYmY4Ga+u\n",
"Lk+GYRvw+9lHFgAAAMBQSplFnGy23hOnPXv2aM+ePYnnlZWVcjqdfV4vJyfnjOfgVPGkX7HzexiZ\n",
"9Ouid/R9ZCL6PTIVfR+ZiH6fObxeb+JxeXm5ysvLzU1gR48erePHj6ugoEDHjh3T6NGjezzvZLBd\n",
"BYPBPq/tdDrPeA66KyvrLCE+036xZ7OP7KhRIfE1DC/6PjIR/R6Zir6PTES/zwxOp1OVlZWnHTc1\n",
"gZ0zZ462bt2qhQsXatu2bbrkkkvMDAeSSkoiA17EiX1kAQAAAAylYUtgf/WrX+mDDz5QIBDQd7/7\n",
"XVVWVmrhwoXyeDzasmVLYhsdmM/l6t+esT2/N4mBAAAAAEAXNsMwDLODGIj6+vo+X6e0AJmKvo9M\n",
"RL9HpqLvIxPR7zNDSUlJj8eHbRsdAAAAAAAGI2VWIUb6GOgc2v60LS1Se7tNubmGSksHXuoMAAAA\n",
"wHpIYJFUg1nF+Extfb1dgYBdP/pRviTpqaeydeWVlI8AAAAAmYIEFklTV5cnw+h9P9/BamjI0oMP\n",
"5snn66x8//738/Xqq1FGYgEAAIAMwRxYAAAAAIAlMAKLpCkrCw9pCXFRkfTkk6EuJcQhRl8BAACA\n",
"DEICi6QqKYkM2SJO558fV0tLXF5vgEWcAAAAgAxEAoukc7mGLrF0uYbs0gAAAABSHHNgAQAAAACW\n",
"QAILAAAAALAESohhOQOdYyud3Xsk6bPPOt9YVhY26W4BAAAAnEQCC0sZ6CrH0tm9R5L2789WVVXn\n",
"isceT5YqKoIm3TUAAAAAiQQWFlJXlyfDsA3b51VV5cvnsycee70xRmIBAAAAEzEHFgAAAABgCYzA\n",
"wjLKysLDWkLs8YS6lBCHGH0FAAAATEYCC0spKYkM2yJOM2dG5fUGJLGIEwAAAJAKSGBhOS5XZBg/\n",
"a9g+CgAAAMAZMAcWAAAAAGAJJLAAAAAAAEughBjow4kTOWpvzzrr+bbJbsNhqbXVJptNmjqV+bgA\n",
"AADITCSwQC8aGx2Kx89+xeNkt8ePS42N2V1WRM5SRUXQ5J8OAAAAMPxIYIEe+P05CgRSp8K+qipf\n",
"Pp898fjFF2OMxAIAACDjpM7/0AEAAAAA6AMjsEAP3O52RaNZKVNC7PGEupQQhxh9BQAAQEYigQV6\n",
"UVgYSYlFnPLzpTFjovJ6AyziBAAAgIxGAgv0YeTIdo0caXYUktMpFRWZHQUAAABgLubAAgAAAAAs\n",
"gRFYwCKCQUe/So6DwagMwzGspc7xuNTUZJMklZVR4gwAAIChQQILWIDP5zB9Mane2mhUOnCAfWoB\n",
"AAAw9EhggRR34ECe4nGb2WH06dR9ar3eGCOxAAAASDrmwAIAAAAALIERWCDFTZ0aTvkS4lP3qWX0\n",
"FQAAAEOBBBawgOLiSL8XcTKjnTGjc59aiUWcAAAAMHRIYAGLcDoj/TzPqWBw+BdRGj162D8SAAAA\n",
"GYY5sAAAAAAASyCBBQAAAABYAiXEAJKivT1HbW1ZKTEndzBtS4vU3m5Tbq6h0tL+lW0DAABgeJDA\n",
"Ahi0piaH2ttTY1XkwbT19XYFAnb96EedKyo/9VS2rrxy+OcTAwAAoGcksAAGxe/P0fHj6TEboaEh\n",
"Sw8+mCefr/N+vv/9fL36apSRWAAAgBSRHv/rBAAAAACkPUZgAQyK292ueDwrLUqIi4qkJ58MdSkh\n",
"DjH6CgAAkEJIYAEM2rhxkbRYxOn88+NqaYnL6w2wiBMAAEAKIoEFkBQ5Oe3KyTE7isFzucyOAAAA\n",
"AL1hDiwAAAAAwBJIYAEAAAAAlkAJMQCcIhBwpMScXDNav1+KxWwaMyYqt7vd7K8CAACgGxJYAOii\n",
"vt5h+mrIZrWHDmXp8OEsrVjhkCStXx/UnDkhk78RAACA/yGBBYD/qqvLk2HYzA7DNDt2jNDGjSPl\n",
"83XOLrnjDqdef72DkVgAAJAymAMLAAAAALAERmAB4L/KysIZXUJ85ZUdmjQp3q2EmNFXAACQSkhg\n",
"AaCLkpJIxi7iVF4e0/jxMXm9HSziBAAAUhIJLACcwuWKmB2CaVwusyMAAADoHXNgAQAAAACWQAIL\n",
"AAAAALAESogBAN1YcQ5wMBiVYZgTt3T27wmHpdZWm2w2aerUsLlfOAAAFkICCwBIyORVmAfSSmf/\n",
"nuPHpcbGbFVV5UuSPJ4sVVQETfzWAQCwDhJYAIAkqa4uT4ZhMzuMjFBVlS+fz554/OKLMUZiAQDo\n",
"B+bAAgAAAAAsgRFYAIAkqawsTAnxMJUQezyhLiXEIUZfAQDoJxJYAEBCSUnEkos4mdlKZ/ee/Hxp\n",
"zJiovN4AizgBAHCWSGABAN24XBGzQzhrTqdTwaB1FkJyOqWiIrOjAADAepgDCwAAAACwBEZgAQAw\n",
"QTDoML38mdb67ck9kCMR9hYGkBlIYAEAGGY+n8P0Baho06cNBNhbGEDmIIEFAGAYHTiQp3ic/XaR\n",
"XOwtDCBTMAcWAAAAAGAJjMACADCMpk4NU0JMm/QSYvYWBpApSGABABhmxcURFnGiTVo7ahR7CwPI\n",
"HCSwAACYwOm03n67SD0n90B2udhbGEBmYA4sAAAAAMASSGABAAAAAJZACTEAAEAaCAQcKTEnlzY5\n",
"rWR+DKnaBgJR2WysI2C1NhyWWlttstkGN1efBBYAAMDi6usdpq+GTJu8VjI/BlraZLbHj0uNjdld\n",
"VkvPUkVFcED/3pHAAgAAWFhdXZ4Mw2Z2GADQp6qqfPl89sTjF1+MDWgk1p7swAAAAAAAGAqMwAIA\n",
"AFhYWVmYEuI0ayXzY6ClTWZ7/Ljk8YS6lBCHBjwPlgQWAADA4kpKIizilGatZH4MtLTJavPzpTFj\n",
"ovJ6A7LZWMQJAAAg47lcEbNDAIaF0+lUMDiwBYBgHqdTKioa/HXsg78EAAAAAABDLyVGYN9//309\n",
"88wzisfjuuaaa7Rw4UKzQwIAAAAApBjTR2Dj8bg2bNigBx54QKtWrdKbb76pI0eOmB0WAAAAACDF\n",
"mJ7A7t+/X8XFxSosLFR2drbmzp2rXbt2mR0WAAAAACDFmJ7A+v1+jR07NvHc7XbL7/ebGBEAAAAA\n",
"IBWlxBzYM9mzZ4/27NmTeF5ZWamSkpIzvs/pdA5lWEDKou8jE9Hvkano+8hE9PvM4PV6E4/Ly8tV\n",
"Xl5u/gis2+1Wc3Nz4nlzc7Pcbne3c8rLy1VZWZn40x9dbxbIJPR9ZCL6PTIVfR+ZiH6fObrmgOXl\n",
"5ZJSoIS4rKxMPp9PjY2NikajeuuttzRnzhyzwwIAAAAApBjTS4izsrJ0++2369FHH01sozNhwgSz\n",
"wwIAAAAApBjTE1hJmjVrlmbNmpXUa54cYgYyDX0fmYh+j0xF30cmot9nNpthGIbZQQAAAAAAcCam\n",
"z4EFAAAAAKA/SGABAAAAAJZAAgsAAAAAsISUWMQp2d5//30988wziVWNFy5caHZIwIA1NTWpurpa\n",
"LS0tstlsuvbaa3X99dertbVVHo9HTU1NOuecc1RVVaX8/HxJ0qZNm7RlyxbZ7XYtWbJEM2bMkCQd\n",
"OHBA1dXV6ujo0KxZs7RkyRIzbw04o3g8rvvuu09ut1v33Xcf/R4ZIRQKad26dTpy5IgkaenSpRo/\n",
"fjx9H2lt8+bN2rJliyRp4sSJWrp0qU6cOEG/x+mMNBOLxYw777zTaGhoMDo6Oox77rnHOHz4sNlh\n",
"AQN27Ngx4+DBg4ZhGEYkEjHuuusu4/Dhw8bvf/97o6amxjAMw9i0aZPx/PPPG4ZhGIcPHzbuuece\n",
"o6Ojw2hoaDDuvPNOIx6PG4ZhGPfdd5+xb98+wzAM47HHHjNqa2uH/4aAs/Daa68ZTz31lPGLX/zC\n",
"MAyDfo+MsHr1auNvf/ubYRiGEY1GjVAoRN9HWmtubja+973vGe3t7YZhGMaqVauMLVu20O/Ro7Qr\n",
"Id6/f7+Ki4tVWFio7OxszZ07V7t27TI7LGDACgoKNHnyZElSbm6uSktL5ff7tWvXLs2bN0+SNH/+\n",
"fO3cuVOStHPnTs2dO1fZ2dkqLCxUcXGx9u3bp2PHjqmtrU3Tpk2TJFVUVOidd94x5Z6A/mhublZt\n",
"ba2uueYaGf9dMJ9+j3QXDof14Ycf6pprrpEkZWVlKS8vj76PtBeLxXTixIlE63a76ffoUdqVEPv9\n",
"fo0dOzbx3O12a//+/SZGBCRPY2OjPv74Y5133nlqaWlRQUGBJGn06NFqaWmRJB07dkznnXde4j1j\n",
"x46V3+9Xdna23G534rjb7Zbf7x/eGwDOwrPPPqtvfOMbikQiiWP0e6S7xsZGuVwurVmzRocOHdKU\n",
"KVO0ePFi+j7Smtvt1k033aSlS5cqJydHM2bM0PTp0+n36FHajcAC6aqtrU0rV67U4sWL5XA4ur1m\n",
"s9lMigoYGu+++65cLpemTJmSGH09Ff0e6SgWi+ngwYP64he/qBUrVig3N1c1NTXdzqHvI920trZq\n",
"165dqq6u1vr169XW1qY33nij2zn0e5yUdiOwbrdbzc3NiefNzc3dfhMDWFE0GtXKlStVUVGhSy+9\n",
"VFLnbyKPHz+ugoICHTt2TKNHj5bU89+BsWPHnvZbSP5uIJX95z//0bvvvqva2lp1dHQoEolo9erV\n",
"9HukvZP99mQJ5OWXX65NmzapoKCAvo+09e9//1uFhYVyOp2SpMsuu0wfffQR/R49SrsR2LKyMvl8\n",
"PjU2Nioajeqtt97SnDlzzA4LGDDDMLRu3TqVlpbqhhtuSByfM2eOtm7dKknatm2bLrnkksTxN998\n",
"U9FoVI2NjfL5fJo2bZoKCgrkcDi0b98+GYah7du3J5JhINXcdtttWrt2raqrq/WDH/xA5eXlWrZs\n",
"Gf0eaa+goEDjxo1TfX29JGn37t0699xzdfHFF9P3kbbOOecc7du3T+3t7TIMQ7t379aECRPo9+iR\n",
"zeitNsvCamtru22jc/PNN5sdEjBgH374oR566CFNnDgxUT5z2223adq0ab0uLf/KK69oy5YtysrK\n",
"0uLFizVz5kxJ/1tavr29XbNmzdLtt99u2n0B/bV371699tpr+vGPf9znNjr0e6SLjz/+WOvXr1c0\n",
"GlVRUZGWLl2qeDxO30da83q9evvtt2W32zVlyhR95zvfUVtbG/0ep0nLBBYAAAAAkH7SroQYAAAA\n",
"AJCeSGABAAAAAJZAAgsAAAAAsAQSWAAAAACAJZDAAgAAAAAsgQQWAAAAAGAJJLAAAPRg06ZNWrdu\n",
"Xa+vb9++XY8++mjSPzcQCKiqqkodHR1Jv7YkVVdXa+PGjYO+ztatW/Xggw9Kkjo6OlRVVaVAIDDo\n",
"6wIA0JdsswMAAMAsO3bs0ObNm1VfXy+Hw6HJkyfr5ptv1gUXXKCbb745cV5jY6OWLVumF154QXZ7\n",
"5+9+r7rqKl111VVJj6mmpkbz58/XiBEjkn5tSbLZbLLZbEm95ogRI3T11VerpqZG3/zmN5N6bQAA\n",
"umIEFgCQkTZv3qxnn31Wt9xyi373u99p7dq1+tKXvqRdu3aZFlNHR4e2bdvWa2JsGIYMwxj05yTj\n",
"GqeaO3eutm3bpmg0mvRrAwBwEiOwAICMEw6H5fV6tXTpUl166aWJ47Nnz9bs2bMlSV6vVw0NDVq2\n",
"bJkeeughSdLixYtls9m0fPly1dfX6+9//7seeeQRSdLRo0f19NNP6+DBg3K5XFq0aJGuuOIKSdJ7\n",
"772n559/Xs3NzXI4HLrhhht00003nRbXvn37lJ+fL7fbnTj28MMP64ILLtCePXt08OBB/fKXv9QH\n",
"H3ygV199VX6/Xy6XSwsWLNAXvvAFSdKePXu0evVq3Xjjjfrzn/8su92ur33ta5o/f/5pnxeJRPTE\n",
"E09o0qRJWrx4cZ/3EAwGtWbNGu3du1elpaWaPn16t2uNHTtWo0aN0kcffaQLL7xwoF8NAAB9IoEF\n",
"AGScjz76SB0dHd2S11N1LbN95JFHdOedd+qZZ55JlBDX19cnXm9ra9P//d//adGiRVq+fLk++eQT\n",
"/fznP9fEiRNVWlqqdevW6e6779YFF1ygcDishoaGHj/zk08+UUlJyWnHt2/frvvvv18lJSUyDEP1\n",
"9fW6//77VVhYqL179+rxxx9XWVmZpkyZIklqaWlROBzW+vXr9a9//UurVq3SpZdeqry8vMS9BYNB\n",
"PfbYY5o5c6YWLVrU6z2ce+65mjBhgjZs2KCRI0fqt7/9rRoaGvToo4+qqKioW5ylpaU6dOgQCSwA\n",
"YMhQQgwAyDjBYFBOpzORjPaka5ntmUpu33vvPRUWFmr+/Pmy2+2aPHmyLrvsMr399tuSpOzsbB05\n",
"ckThcFh5eXmJRPNU4XBYubm53Y7ZbDbNmzdPEyZMkN1uV1ZWlmbPnq3CwkJJ0oUXXqjp06frgw8+\n",
"SLwnKytLt956q+x2u2bNmqXc3NxuCbff79fDDz+sz3/+81q0aFGf9/CPf/xD8Xhc//znP1VZWamc\n",
"nByde+65mjdv3mk/l9zcXIVCoT5/VgAADAYjsACAjON0OhUMBhWPx/tMYvvrs88+0759+7RkyZLE\n",
"sVgspoqKCknSD3/4Q7388sv6wx/+oEmTJum2227T+eeff9p1Ro0apba2ttOOjxs3rtvz2tpavfTS\n",
"S/r0009lGIZOnDihSZMmdbu/rveVk5OTuK5hGKqtrZXD4dB1113Xr3sIBAKKx+Pd4jg1JqlzJHrU\n",
"qFG9/6AAABgkElgAQMY5//zzlZ2drXfeeUeXX355j+d0LSE+06q948aN04UXXqif/OQnPb5eVlam\n",
"e++9V/F4XH/961/l8Xi0du3a086bOHGi/vKXv/T5WR0dHVq5cqWWLVumSy65RHa7XU8++WS/F2ay\n",
"2Wy69tprFQqF9Pjjj+uBBx7QyJEj+7yHk4l+U1NTosS5qanptPOOHj3a49xeAACShRJiAEDGycvL\n",
"06JFi7Rhwwbt3LlTJ06cUDQaVW1trZ5//nlJ3cuGXS6XbDZbr3NXZ8+erU8//VRvvPGGotGootGo\n",
"9u/fr6NHjyoajWr79u0Kh8Oy2+1yOBy9jvpOmzZNoVBIfr+/19hPXt/pdMpms6m2tla7d+/u972f\n",
"vK9vfetbGj9+vFasWKH29vY+78Fut+uyyy6T1+tVe3u7jhw5om3btnVL7P1+v1pbW3Xeeef1OxYA\n",
"AM4WI7AAgIx04403qqCgQK+88op+/etfy+FwaOrUqbrlllskdd8vdeTIkbrlllv005/+VLFYTA88\n",
"8EDiHElyOBxavny5nnvuOT333HMyDEOTJ09O7Im6fft2Pf3004rH4yotLdVdd93VY0zZ2dmaP3++\n",
"tm/frgULFvR4jsPh0JIlS+TxeBSNRnXxxRdrzpw5/b7vrvd1xx13qLq6Wk8++aTuvffePu/h9ttv\n",
"15o1a/Ttb39bEyZM0NVXX629e/cmrrtjxw7NmzdP2dn81wIAMHRsxlBsBgcAAAYkEAjooYce0hNP\n",
"PKERI0aYHU6/dHR06N5779XPfvYzuVwus8MBAKQxElgAAAAAgCUwBxYAAAAAYAkksAAAAAAASyCB\n",
"BQAAAABYAgksAAAAAMASSGABAAAAAJZAAgsAAAAAsAQSWAAAAACAJfw/4QZyPNV4kA0AAAAASUVO\n",
"RK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax = plt.gca()\n",
"ax.scatter(range(len(c2)),sorted(list(c2.values()),reverse = True))\n",
"#ax.set_yscale('log')\n",
"#ax.set_xscale('log')\n",
"ax.set_xlim(-100,len(c2)+100)\n",
"ax.set_ylim(0,c2.most_common(1)[0][1]+1)\n",
"ax.set_xlabel('Cities (ranked)')\n",
"ax.set_ylabel('Unique governors followed')\n",
"ax.set_title('Number of Unique Governors Followed by US cities');"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAYEAAAELCAYAAAA/cjqaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAGKpJREFUeJzt3X10VPWdx/HP704eSEIihBIgsMICPpBBLAiiIi7JKVbq\n",
"tmJ3nbW67W7Zg4Dbo4huz5rtnvWJ7cMWNq0r7Z4jFY/I1rEg7VZLi6d1raQoEagysNpspRUxRIOa\n",
"AEGSuXf/CARCEjIPN3PvzH2/zskxc+/cmS9fJ/nkd+/v3mscx3EEAAgky+sCAADeIQQAIMAIAQAI\n",
"MEIAAAKMEACAACMEACDACAEACDBCAAACLG8wXnTHjh3auXOn2tvbVVNTo2nTpg3G2wAA0jQoI4FZ\n",
"s2ZpyZIlWrx4serr6xPaJhaLDUYpgUU/3UMv3UU/3ZVuPxMOgTVr1mjx4sW6++67eyzfvXu3li9f\n",
"rjvuuEObN2/usW7jxo267rrrEnp9Phjuop/uoZfuop/uylgIVFdXq7a2tscy27a1du1a1dbWavXq\n",
"1dq2bZsOHDggx3G0fv16TZ8+XRMmTEirQDel06xEtx3oeeda39+6vpafvcyLH6xs7Kdfe5nO+yaz\n",
"Xar95LOZ2vOyoZ8Jh8CUKVNUUlLSY1ljY6NGjx6tiooK5eXlac6cOWpoaNCWLVu0Z88ebd++XVu3\n",
"bnW14HT44YNBCCS3LSHg7naEgHvb5koImGSuItrc3KxvfvObWrVqlSRp+/bt2r17t5YuXSpJevHF\n",
"F9XY2KhFixYN+FqxWKzHPyYSiSRbOwBAUjQa7f4+HA4rHA4nvO2gzA5KRF+FHjx40KNqck9paana\n",
"2tq8LiMn0Et30U93VVZWpvVHdFqzg8rLy9XS0tL9uKWlReXl5em8JAAgg9IKgUmTJqmpqUnNzc3q\n",
"7OxUfX29Zs6c6VZtAIBBlvDuoLq6Ou3bt09tbW1atmyZIpGIqqurtWjRIq1cuVK2baumpkbjxo0b\n",
"zHoBAC5K6sDwYDh1gDgSiXBMwEXsd3UPvXQX/XRXZWWlotFo0geET/E8BM5ECLiHHzT30Et30U93\n",
"VVZWprU9F5ADgAAjBAAgwAgBAAgwQgAAAszzEIjFYj1OeQYAJCcajaZ8TSFmB+UoZmC4h166i366\n",
"i9lBAICUEQIAEGCEAAAEGCEAAAHmeQgwOwgA0sPsIPTCDAz30Et30U93MTsIAJAyQgAAAowQAIAA\n",
"IwQAIMAIAQAIMEIAAALM8xDgPAEASA/nCaAX5mK7h166i366i/MEAAApIwQAIMAIAQAIMEIAAAKM\n",
"EACAAMvzuoAzOe8eGNw3yMuTikukomIZKzS47wUAWcDzEIjFYorFYopEIrLXrBzcN+vokI4dlY63\n",
"S0OKugKhZKhU3PVlSoaeXFZ6xrKSru/z8hN7j7w8afhImcLCwf23AMBJ0WhU4XBY4XA46W0DeZ6A\n",
"Y8el9mPS0SPSsa4v5+jR7u9PLXeOHekKjaNHpHhnYi/ecUI6/L5UVCyNqJBGjJQZMer0f4eXS+mO\n",
"QkJ5UsUYmVD/r8NcbPfQS3fRT3ele56A5yMBLxgr1PXXfknp6WUuvr5j21Lrh1JLs5yWZqnlPeng\n",
"H2W//qr0YYuUbu6e+Fg60ir96UUyF4ZlJldJZcN6PCXeWtIVbJJUNqxrlAMAZwlkCAw2Y1nSsHJp\n",
"WLnMpIsH5T2ctlapca+c38Vkb1wntR/tsf6oZcm27a4HH30gTbxI5rI5MhdPk84xgkhI2XCZPD46\n",
"QC4I5O6gIDhzyO0cb5f2vCqnYZuct96Q0vk/bttSYaGsm74sXXxp7/WFQ2SMm+Mq77H7wl30013p\n",
"7g4iBHLUYP6gOXt2do0+3mvqucK2pQuqZC26S+a84YPy3l7gl5a76Ke7OCaAjDNTZyg0dUav5U48\n",
"LuenP5T94HJZf3OHzCWXeVAdgGQQAnCNCYVkbrhVzsXTZK/9d6mgsOuIu7Fk/vyvZF1+jdclAjgL\n",
"IQDXmYsukfXAI9IHLV0LWj+Q/YM6xV/aevp8C8uS9ZmbZCZe5F2hADgmkKv8tt/VaftI+v2bpx9/\n",
"2CLnx0/KXFkjM22WzEVTPazu3PzWy2xHP93FMQFkBVN6nnTprNOPJTmV58t54zXZ3/+GzMK/7jpb\n",
"+8xtxk+WqRiT4UqBYPE8BM68bASCxVxQJXNBlZxJU+S8+PMe6xw7Lufpx2Qtv6/rEh+nFA+VOfMx\n",
"AC4bgd5yYchtPxuV8z9bei237vuuTHHmzoDOhV76Cf10F+cJoE+5+oNmP/k9Obu2S4VDeq0zn7tF\n",
"1uw/c/09c7WXXqGf7uKYAALFfGGJzKdu6L2i+V3Z674j+603e29z6eUyU/o4uxkAIYDsYixLGtXH\n",
"Xz6jKmXdulTO4fd6Lj96VPbjD8v6uxVdj4ePkPnEqMEvFMgShAByhplxVZ9Xg7WPfCR70+NdDw6+\n",
"Letbj3G/B+AkQgA5z7p1Wff38f94SPbXlnSdtGaMrL+9U+bC5GdUALmCEECgWEu+Kn14WJLk7Pi1\n",
"7E2Py1w6u3u9GXu+zLRZ/W0O5BxCAIFi8gukkaO7HlRf33UnuKMnZ6rEO2Vv3SzrWz+QjHVyA2/q\n",
"BDKFEEBgmaJimRtu7bEs/ru9sv/+ptMLrJDs726Q8jmGgNzEeQI5irnY7oh/7+vKLyhQ5/CRMuHp\n",
"Mhdd4nVJWY/PprvSPU/AcqkOICdZ10cUGj9ZOtIq+7mnvS4HcB27g4BzMOdP0pDwJ3Xi4Dty/nGR\n",
"4ksWSsaSdfdDMhdUeV0ekDZCAEiAKS2T9fBTkiM5P3pMTuNeQgA5wfPdQbFYTNFo1OsygAEZKyQT\n",
"CknjJ8v5Q6PX5QDdotGoYrFYSttyYDhHcfDNPWf30mk6IPuhu6XxE6WCIbJuv7dr6ikSwmfTXRwY\n",
"BjLMjB4na8UDsj53q9T8rrS/UU77sa6v4+1elwckhWMCQApO3RvZTJ0h+7v3n17RcULWXQ8wlRRZ\n",
"g91BOYoht3uS6aX95PclSWbaTElGunAqF6s7C59Nd7E7CPARM322nPcPyf7ls7KfeETOrnqvSwLO\n",
"id1BgItM1XSFqqZLkuxn1st5+UXZJy9YZ66YJzNshJflAb0QAsAgMZdfI8U7pCOtcv73dalwiEz1\n",
"9V6XBfRACACDxIw9X+YvvyxJsp97Ws5vfiW7uUnmU5+VGVHhcXVAF44JABlgZs+TmTVXzltvyNm7\n",
"2+tygG6MBIAMMCNGysy/QfbRNjkvbZX9x9/LVH9GpvJ8r0tDwDESADLIXD1f5op5cg69I+f1V70u\n",
"B2AkAGSS+cQomerrZX98XM6u38g+dkQyRqbmepmy4V6XhwAiBAAPmMvmSPG4pK57HZtxE6SZV3tb\n",
"FAKJEAA8YEaOlrk+IkmyP2yR8/qrcjo6ZCZMlhnzJ94Wh0DhmADgMTP9CsmOy/n1z+X89w+9LgcB\n",
"w0gA8Jipmi5TNV3Onp2yf/a0nMPvd60oHCJTMtTb4pDzCAHALyrGSC3vyf76P0hypI4Oheqe9Loq\n",
"5DhCAPAJUzFGoW88KklyHEf20hvldHbK5PFjisHDpwvwIWOMVFIqe9XXpFBIZtpMWdfe6HVZyEGe\n",
"HxjmHsNA36y7H5J1wy0y02ZxYhnOKZ17DHs+EgiHwwqHw16XAfiOGTu+65vCoq6ZQ/t+e3rlJ0bJ\n",
"jBztTWHwnUgkkvK2nocAgAGMHCWVV8h+9uSIuf2oVFKq0IoHva0LOYEQAHzODC1T6K7T9zF23nqz\n",
"+zaWQLoIASDbDCmSmt+VvXZ112NjyXz+SzLDyr2tC1mJEACyzahKmS/eLnV2SpKcLRtlDv5BIgSQ\n",
"AkIAyDLGCsnMmtv9OP7qNunjjz2sCNmMEACynCkeKvuJR6To2tPLPnOTrLnXelgVsgUhAGQ5c+tS\n",
"mdYPux8721+Q/vh/3hWErEIIAFnOFA6RzjhnwKkYI737tocVIZsQAkCOMcNHyN5Zr/idt/RYbi1a\n",
"LnPp5R5VBb8iBIAcYy6cKmv1E5LjdC9znnlCzqGDMh7WBX8iBIAcZIp73ofAKRsmtR/zqBr4GSEA\n",
"BEFJmZxnn1L8tR09lxcWyrrrQZn8fG/qgucIASAAzNz5MpMv7rXcrvsX6WgbJ5oFGCEABIApKJTG\n",
"T+69oqhE+vh45guCbxACQJAVFsl54Tk5Z44E8gpkqhfIWCHv6kLGeH5TGQDeMZ++UbJCUutH3V/O\n",
"j9dLH7R4XRoyhJEAEGDWFfOkK+b1WBZ/7RXpxAlP6kHmMRIA0FNBoXSCC9IFBSMBAD0Vlch++EHp\n",
"rGmj5sKpsr58p0dFYbAQAgB6sG6v7Zo2eqamA7I3Pu5NQRhUhACAHkxxiVRc0mOZE+/svokNcgvH\n",
"BAAMLL9A6uBgcS5iJABgYEXFUuuHit+2sPe68HSF7vyXzNcEVxACAAZkiofKeuRpSU7PFW/vl/1Y\n",
"nSc1wR2EAICEGKv33mOncAi7ibIcxwQApK6ggBPLshwjAQCpKyyS2j5U/Btf7bHYnD9R1i1LPSoK\n",
"yXA9BJqbm7Vp0yYdO3ZMK1ascPvlAfiIKRkqq/bbPc4wdj5okfPMEx5WhWS4vjuooqJCS5fyFwAQ\n",
"FOb8STKTq05/TbxY6ujwuiwkKKGRwJo1a7Rr1y6VlZVp1apV3ct3796tdevWybZt1dTUaOHCPqaP\n",
"AQiW/HypkxDIFgmNBKqrq1VbW9tjmW3bWrt2rWpra7V69Wpt27ZNBw4cGJQiAWSRvHyp44Scpnf6\n",
"/uJAsq8kNBKYMmWKmpubeyxrbGzU6NGjVVFRIUmaM2eOGhoaNGzYMG3YsEH79+/X5s2b+x0dxGIx\n",
"xWKx7seRSESlpaWp/jtwloKCAvrpEnqZHKe4WEfGjpfzyMre6462qmPBX6j081/yoLLcFY1Gu78P\n",
"h8MKh8MJb5vygeHDhw9rxIgR3Y/Ly8vV2NiooUOH6rbbbhtw+74KbWtr6+fZSFZpaSn9dAm9TMG9\n",
"/ybTx2LnF5sVP9JKP11UWlqqSCSS8vacJwAgc/Lz5XByma+kHALl5eVqaTl9C7qWlhaVl5efYwsA\n",
"gZeXz8whn0k5BCZNmqSmpiY1Nzers7NT9fX1mjlzppu1Acg1+flyPj5+7q943OsqAyWhYwJ1dXXa\n",
"t2+f2tratGzZMkUiEVVXV2vRokVauXJl9xTRcePGJV3AqQPE6ezTApAdzLAR6tj5G+nV+r6fYNvS\n",
"tJkKLbs3s4VluWg0mvQB4VOM4zjOwE/LjIMHD3pdQs7gYKZ76KW7ztVPZ99vZT8bVeie3jOL0LfK\n",
"ysq0tufAMAD/COVJce5glkmEAAD/CIUkjglkFCEAwD/yGAlkGpeSBuAfoTzpSKvsHS/1udoYSVNn\n",
"yAwpzmxdOczzEGB2EIBu5SNlJoelV7f1udp+6w0ZRzKzrs5wYf7G7CD0wowW99BLd6XTT/vRVdLU\n",
"GbKuqHa5quzF7CAAwRHK48CxywgBANmD2UOuIwQAZA9CwHWEAIDswclkrvN8dhAAJKygUM5Pn1L8\n",
"lz/te33xUFn/tErG9HU3A/TF8xBgiiiARJnP3ixz9fx+19v/vKxrd1Ge57/aMiqdKaKedyrVwgEE\n",
"j8kvkCrG9P+EUJ5kx+WDX20ZxZ3FAECSrNDJEECiCAEAuSNkSXHb6yqyCiEAIHcwEkgaIQAgd3Ae\n",
"QdKCdfQEQG6zQnK2/0pOSWmfq81lc2SKSzJclL95HgJMEQXgFlNzvXSo7wtROnt3y5SWSZ+8IsNV\n",
"DT6uIopeuPKle+ilu7zqZ3zNv8qaPU/msqsy/t6DiauIAkAiLEuOzcyhsxECAALBMHOoT4QAgGBg\n",
"5lCfCAEAwWCFJIfdQWcjBAAEg2UxEugDIQAgGKyQxIHhXjw/TwAAMiJkyWl4SXY/5xGYyRfLXDYn\n",
"w0V5z/ORQCwWUzQa9boMADnOzP20zLRZ0vARvb9OHJf94s+9LjFl0WhUsVgspW05WSxHcYKTe+il\n",
"u/zYT2fvbtk/+5FCdz/kdSlJ42QxAEiXZQX2eAEhAACGEACA4LKswJ5DQAgAALuDACDACAEACDBj\n",
"JP9MlMwoQgAAGAkAQIAF+MAwl40AgFCe9F6T4qu+1u9TrBu/KDPxogwWlRmehwD3GAbguVFjZd15\n",
"nxTv7HO1/Ytn5LzzB9+GQDr3GPY8BFItHADcYixLurD/30Nmx699feA4nT+iOSYAAAPJ4dlDhAAA\n",
"DMSYnD1wTAgAwECMxUgAAALLGMkmBAAgmCxLcnLz/sSEAAAMxFiMBAAgsCxmBwFAcDE7CAACjNlB\n",
"ABBgxuTsVUYJAQAYSA6PBDy/dhAA+F5enpwXfqb47pf7f86QIll3PSATCmWuLhd4HgJcRRSA35n5\n",
"n5O55LJzPsf+1r1SxwkpVJShqk7jKqIAMIjMkGJpwgXnfpIVkuTNLiOuIgoAXrOy89IShAAAuMLI\n",
"q5FAOggBAHBDlt5zgBAAADdk6ZVGCQEAcIOR2B0EAEFlrKy8vhAhAABuyb6BACEAAK6wGAkAQIAZ\n",
"RgIAEFhZes8BQgAA3GAYCQBAcDESAIAA44xhAAgwQgAAAsxwATkACK4svXaQ5zeVAYDcYKT3D8kx\n",
"ZuCnFhXJlA0f/JIS4HkIcHtJALnAjJ8k+7/+c+An2rbUcUKhbz/u2nunc3tJ4zj+OZJx8OBBr0vI\n",
"GaWlpWpra/O6jJxAL90V9H46R9tk1y5R6DsbXHm9ysrKtLbnmAAAZJS/DiATAgCQaf7JAEIAADLK\n",
"ZzefIQQAIKMSmD2UQYQAAGSSz84sJgQAIJP8dVyYEACAzPJXChACAJBJ7A4CgCBjJAAAweafDCAE\n",
"ACCjjNgdBACBlchVRjOIEACAjOKYAAAEl78ygBAAgMzyVwoQAgCQSZwnAAAB5q+BACEAAJnnnxQg\n",
"BAAgo9gdBADBxXkCABBchhAAADg+2SVECABApvlomighAAAZ5595ooQAAGSafzKAEAAAT7A7CAAC\n",
"yvhnKJDn9gseP35cjz76qPLz8xUOh3X11Ve7/RYAkOX8M03U9ZHAK6+8oquuukpLlixRQ0OD2y8P\n",
"ANnPPwOBxEYCa9as0a5du1RWVqZVq1Z1L9+9e7fWrVsn27ZVU1OjhQsX6vDhwxo/frwkybLY2wQA\n",
"vfknBRL6LV1dXa3a2toey2zb1tq1a1VbW6vVq1dr27ZtOnDggMrLy9XS0tL9HADAWXx0nkBCI4Ep\n",
"U6aoubm5x7LGxkaNHj1aFRUVkqQ5c+aooaFBCxYs0Nq1a7Vz507NnDnT/YoBINsZydn4uJxQKLXN\n",
"P/sFmaJiV0pJ+cDw4cOHNWLEiO7H5eXlamxsVGFhoW6//fYBt4/FYorFYt2PI5GIKisrUy0HfSgt\n",
"LfW6hJxBL90V+H4+U+/qy0Wj0e7vw+GwwuFwwtt6ttM+HA4rEol0f535jxgs6bxHotsO9Lxzre9v\n",
"XV/Lz1420OPBkI399Gsv03mfZLZLtZ98NlN7Xqb6eebv0mQCQEojBM7c9y9JLS0tKi8vT/XlMiLZ\n",
"5qSy7UDPO9f6/tb1tfzsZen821KVjf30ay/Ted9ktku1n3w2U3teVvTTSdChQ4ecFStWdD/u7Ox0\n",
"vvKVrziHDh1yOjo6nHvuucd5++23E325Xp566qmUt0Vv9NM99NJd9NNd6fYzdN999903UFDU1dUp\n",
"Go2qpaVFzz//vEpKSjRx4kSNGTNGDz/8sLZs2aJrrrlGs2fPTiuQTh1khjvop3vopbvop7vS6adx\n",
"HJ/MUwIAZBxncwFAgBECABBghAAABBghAAABRggAQIC5fj8Bt3BfAvc0Nzdr06ZNOnbsmFasWOF1\n",
"OVlvx44d2rlzp9rb21VTU6Np06Z5XVJWe+edd/Tcc8+pra1NU6dO1bXXXut1SVnt+PHjuv/++3XT\n",
"TTdpxowZAz7ftyMB7kvgnoqKCi1dutTrMnLGrFmztGTJEi1evFj19e5eAyaIxo4dq8WLF2v58uV6\n",
"4403vC4n6/3kJz/RlVdemfDzMzoS4L4E7kmmlxhYKv3cuHGjrrvuOi/K9b1k+9nQ0KCtW7dq7ty5\n",
"XpXsW8n08rXXXtO4ceN04sSJhF8/o79duS+Be5LpJQaWTD8dx9H69es1ffp0TZgwwZuCfS7Zz+fM\n",
"mTN177336qWXXvKiXF9Lppd79+7Vm2++qW3btun5559XIucCZ3QkwH0J3JNML4cNG6YNGzZo//79\n",
"2rx5M6ODPiTTz9dff1179uxRe3u7mpqaNH/+fC9K9rVk+tna2qqXX35ZHR0dCe3DDppkennzzTdL\n",
"kl544QWVlZXJmIHvZez5geF070uA0/rr5dChQ3Xbbbd5WFl26q+fixYt0oIFCzysLDv118+qqipV\n",
"VVV5WFn26a+Xp8ybNy/h12JnOwAEmOchkI33JfAreuku+uku+ukeN3vpeQhMmjRJTU1Nam5uVmdn\n",
"p+rr6zkGkCJ66S766S766R43e5nRS0nX1dVp3759amtr03nnnadIJKLq6mrt2rWrx1SnG2+8MVMl\n",
"ZS166S766S766Z7B7iX3EwCAAPN8dxAAwDuEAAAEGCEAAAFGCABAgBECABBghAAABBghAAABRggA\n",
"QID9P8JQFmNY7zlgAAAAAElFTkSuQmCC\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(range(len(c2)),sorted(list(c2.values()),reverse = True));"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.99584757388 0.0346080955597\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Calculating best minimal value for power law fit\n"
]
}
],
"source": [
"import powerlaw\n",
"fit = powerlaw.Fit(list(c.values()))\n",
"print(fit.alpha,fit.sigma)\n",
"#print(fit.distribution_compare('power_law', 'lognormal'))"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA7cAAAIACAYAAABZ3Jt6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VNX9//H3nSSTTPZMWMKaABGFwaIsooBsoq1A1Z+t\n",
"Uakr1SpufNFaBUVEcUG/fJVWtKigoK0Qad2qoqiAslkRQR2WgLLIkoCEQMg2Seb8/kiZMiSQATKZ\n",
"JPN6Ph48zJy5c+9n7pw75pNz7udYxhgjAAAAAAAaMVuoAwAAAAAA4FSR3AIAAAAAGj2SWwAAAABA\n",
"o0dyCwAAAABo9EhuAQAAAACNHsktAAAAAKDRI7kFEFa2bt0qm82m5cuXhzqUWmVkZOixxx4LdRjV\n",
"jBs3Ti1btpTNZtOcOXNCFkegn2VDPY915YYbbtCFF17oe/zwww/rtNNOC+oxO3TooMcffzyoxwiG\n",
"pt4XACDckdwCCAmbzXbcfx07djzu62+66SYNHjw4KLG9+uqrstlsOvfcc6s9l5mZqUmTJgXluEez\n",
"LEuWZdXLsQL15ZdfasqUKZo5c6Zyc3OVlZVV43YZGRm+z9LhcOi0007ThAkTVF5eXmextG/fXrm5\n",
"uTrnnHOOu12wzmNkZGSdJPc19f/Y2NiAX1/T+wt2v1m1apXGjh0b1GMEaunSpbLZbNq+fXut24bi\n",
"mgrmd1VdW79+vW644QZlZGQoJiZGrVu31vnnn68XXnhBRUVFoQ4PAGoVGeoAAISn3Nxc38/Lli3T\n",
"b37zG33zzTdq1aqVJCkiIiJUoUmq+iX422+/1bx583TllVf6tTe0hPNEeTwe2e32k3rtpk2bZLPZ\n",
"NGLEiONuZ1mW7r//fv3P//yPPB6PVq5cqd///vfyer11NnJms9nUokWLOtnXybAsS8aYOtnX9OnT\n",
"9Zvf/MZv34EyxlSLo67iOpbU1NSg7v9kBPs9N3UfffSR/t//+3/q27evnn/+eZ1++um+78GZM2cq\n",
"JSVFV111VUhjPJXvrtoYY1RZWanISH41BhozRm4BhESLFi18/1JSUiRJzZs397V9+eWX6tmzp2Ji\n",
"YtSyZUvdfvvtKi4ullQ17XLWrFlasmSJb6Tr8AjatGnTdPbZZyshIUGtWrXS1Vdf7ZdIB8pms+nO\n",
"O+/U+PHjjzvaWNM0x6NHagYNGqSbbrpJDz74oFq2bKmUlBQ9+OCDMsbokUceUVpamlq0aKEHH3yw\n",
"2v6Li4t10003KSkpSc2bN9cDDzzg90t8eXm5Hn74YXXs2FEOh0PdunXTiy++WO29/OUvf9HIkSOV\n",
"nJys66+//pjvZ/bs2eratauio6PVrl07TZgwQZWVlZKqpr9ed9118nq9stlstf4BIj4+Xi1atFDb\n",
"tm3129/+VkOHDtVHH33kt81f/vIXnXHGGXI4HOrcubMef/xx3/Ek6Z133tHZZ5+tuLg4paSkqE+f\n",
"PlqzZo2kmqclr127Vn379lVMTIw6d+6s7OzsanEdOnRIY8aMUdu2bRUXF6cePXrorbfe8j1/eL9v\n",
"vvmmRowYobi4OHXq1EmzZ8/2bZORkaHKykrdeOONfufi4MGDuvHGG9WqVSvFxMSoffv2uueee457\n",
"niQpKSnJ75po3rx5QJ9JoI63j08//VTR0dEqLS2VJJWWliomJkbnn3++7/ULFy5UdHS07xo8ut9n\n",
"ZGRo4sSJGjNmjFJTU5WWlqa7777bL86SkhL94Q9/UHJyspxOp+666y6NHz++1inUx7umt27dqgED\n",
"Bkiqmipts9k0ZMiQgM9LINdPbd8p5eXluvvuu9WuXTvfaOfVV18t6fjfVTX54IMPjvm9J/13CvqL\n",
"L76o9PR0JSUl6dJLL9WePXv89rNw4UL169dPsbGxatu2rUaNGqX8/PxjHre4uFjXXXedhg4dqk8+\n",
"+UTDhg1Tp06d1LFjR1122WV67733/BLb3bt366qrrlJKSopiY2M1ePBgff3115Ikr9er9u3b64kn\n",
"nvA7RllZmVJSUjRr1ixfW23Xf0ZGhiZMmKDbbrtNzZo108CBA33n8pNPPtGAAQMUFxcnl8ulBQsW\n",
"+B1v48aNGj58uBISEpSQkKBLLrlEP/zwg+/5V199VVFRUVq8eLHOPvtsxcTE6NNPPz3mOQLQSBgA\n",
"CLFFixYZy7LMzp07jTHGrF271kRERJi7777bbNy40Xz44Yemffv25tprrzXGGHPo0CHzu9/9zvTr\n",
"18/k5eWZvLw8U1JSYowxZtq0aebTTz81W7duNStWrDB9+/Y1AwcO9B1ry5YtxrIss2zZsmPG88or\n",
"r5jIyEhTUFBgmjVrZqZOnep7LjMz00yaNMn3OCMjwzz22GN+r//9739vBg8e7Hs8cOBAk5SUZO6/\n",
"/36zadMmM2vWLGNZlrn44ovNfffdZzZt2mRmz55tLMsyH374oe916enpJjEx0UycONHk5OSY1157\n",
"zcTFxZlp06b5trn++utN9+7dzcKFC83WrVvNvHnzTHJyspk5c6ZvG8uyTGpqqpk+fbr58ccfzebN\n",
"m2t83//6179MRESEefLJJ82mTZvMvHnzTEpKipkwYYIxxpgDBw6YadOmmcjISN95P5aMjAwzefJk\n",
"3+PVq1ebFi1amL59+/raJk6caNLT083bb79ttm7daj744APTvn173/F2795toqKizNNPP222bt1q\n",
"NmzYYN544w3z3XffGWOqf5bFxcWmdevWZvjw4ebbb781K1asML179zaxsbG+z8jr9ZpBgwaZwYMH\n",
"m2XLlpktW7aYF1980djtdvPpp5/67bdjx47mzTffND/88IMZP368iYyMNDk5OcYYY/bu3WsiIyPN\n",
"n//8Z79zceedd5ru3bubf//73+ann34yy5cvNy+//PIxz9Phz+f1118/qc/EmKo+MHToUL/zmpmZ\n",
"GfA+iouLTUxMjPnoo4+MMcZ88sknpnnz5iYmJsYUFxcbY4y5//77Tf/+/f0+3yP7fXp6uklJSTFT\n",
"pkwxmzdvNtnZ2SYqKsqvH955552mZcuW5r333jM5OTlm3LhxJjk52Zx22mnHPT/Hu6YrKyvNu+++\n",
"ayzLMqtWrTJ5eXlm//79x9zX0XEHcv3U9p0ydepU07ZtW7NkyRLz008/ma+++sp3jR7vu+potX3v\n",
"HY43KSnJjBw50rjdbrNixQrToUMHv20+/fRTExsba5577jmzefNm89VXX5nBgwf7xXy0t956y1iW\n",
"ZVasWHHMbQ7zer3mnHPOMWeffbZZtmyZ+e6778yVV15pUlJSzM8//2yMMWb8+PGmS5cufq+bN2+e\n",
"cTgc5uDBg8aY2q9/Y/77HThp0iSzadMms379et//L7p3724++ugjs3nzZnPjjTeaxMRE32dfXFxs\n",
"2rdvb4YOHWpWr15tvv76azN48GCTmZlpPB6PMabqe95ms5k+ffqYxYsXmy1btpi9e/fW+v4BNGwk\n",
"twBC7ujk9pprrjF9+vTx2+add94xNpvNbN++3RhTlUAOGjSo1n2vXr3aWJZldu3aZYw5seTWmKpf\n",
"bJ1Op++XpkCT2yNjGzhwoDn77LP9tnG5XOYXv/iFX1v37t3NH//4R9/j9PR0M2DAAL9txo8fb9q1\n",
"a2eMMebHH380NpvNbNy40W+bSZMmmbPOOsv32LIsc9NNNx3z/R7Wv39/c+WVV/q1TZs2zTgcDlNe\n",
"Xm6M8T83x5Oenm6io6NNfHy8iY6ONpZlmaioKPPOO+8YY4wpKioysbGxvoTqsNmzZ5vk5GRjzH8/\n",
"u61bt9Z4jKM/y5deesnEx8ebgoIC3zbff/+9sSzL9xktWrTIxMTEmAMHDvjt68YbbzSXXXaZ336f\n",
"eeYZ3/OVlZUmISHBzJgxw9cWGRlpZs+e7befSy+91Nxwww21np8jWZZlYmJiTHx8vO/f4T8MBPKZ\n",
"1JbcBrKPQYMGmT/96U/GmKo+9vvf/9507drVLFiwwBhjzDnnnGMeeugh3+trSm4vvfRSv2NcfPHF\n",
"5uqrrzbGVCV50dHRZtasWX7bnHvuubUmt0c7+pr+4osvjGVZZtu2bbW+9si4A71+ajv+mDFjzJAh\n",
"Q465faDfVYF8711//fWmZcuWvgTNGGOmTJliWrVq5Xs8cOBAM27cOL/9bNu2zViWZdasWVPjsadM\n",
"mWIsy/K7dgoKCkxcXJyvT956663GmKo/fliWZdavX+/btqyszLRq1co88sgjxhhj1q9fbyzLMl99\n",
"9ZVvm+HDh5uRI0caYwK7/o2p6ldH9m1j/vv/i7feesvXlpeXZyzLMh9//LExxpiXX37ZxMbGmn37\n",
"9vlt43A4zJw5c4wxVd9llmWZpUuX1nhOADROTEsG0OCsW7fON9XwsAEDBsgYo3Xr1h33tYsXL9Yv\n",
"f/lLtW/fXomJib6pldu2bTupWEaPHi2n06lHH330pF4vVd0/2b17d7+2tLQ0/eIXv6jWduT0Qsuy\n",
"dN555/lt07dvX+3YsUOHDh3SqlWrZIxRz549fVPvEhIS9MQTT2jz5s1+r6ut6JJ07PNeWlrqN50v\n",
"EJZl6Y477tDatWu1dOlSXXrppbrjjjt0ySWXSJLcbrdKSkp0+eWX+8V+66236uDBg9q3b5+6d++u\n",
"X/7yl+rWrZsuv/xy/fnPf9aOHTuOG3/Xrl2VlJTka3O5XH6Pv/rqK3k8HrVp08bvuH/729+qnbOz\n",
"zjrL9/Ph+3uPnv55tNtuu03z58/XmWeeqf/5n//RggULAroX9PHHH9fatWt9/26//XbfezrVzySQ\n",
"fQwePFifffaZJOmzzz7TBRdc4Gs7ePCgVq9efdzpvpZl+Z0vSWrVqpXy8vIkSZs3b5bH46lWpO3c\n",
"c8+t9fzU9TV9WKDXT23Hv/HGG/Xdd98pMzNTo0eP1j//+c+TKpwW6PfeGWecoaioKN/jI8+zVNXH\n",
"n3nmGb/35HK5ZFlWtT5+tCM/i8TERH377bdas2aNunfvrrKyMklV125qaqrOOOMM37Z2u119+vSR\n",
"2+32xXjOOefotddekyTt2bNHH3/8sa677jrfPmq7/qWqfnWs764j+1uLFi0UERHhOw9ut1sul0tO\n",
"p9Nvm9NPP73a/0N69+593HMCoHHhrnkADVIgCcHRtm/frmHDhun666/Xww8/rGbNmumnn37S0KFD\n",
"5fF4TiqOqKgoPfnkk/rd736nO+64o9rzNputWqw1/WJ75C+jUtUvbUe3SSf2vr1eryRpxYoV1arr\n",
"Hl2QKC4uLuD91hWn06mOHTuqY8eOmjdvnrp06aJevXpp5MiRvtjnz5+vzp07V3ttSkqKbDabPvzw\n",
"Q3311Vf65JNP9I9//EP333+/3nzzTQ0fPrzGY9Z2/rxer5KSkrRq1apqzx1dqObox5Zl+eI+losu\n",
"ukjbt2/XRx99pMWLF+uaa67RmWeeqU8//VQ227H/ntyyZctaK4QH0+DBg/XII4/op59+0urVq3XB\n",
"BRcoOjpaTzzxhPr376+oqCj17dv3uPsI5HydaDG2YFzThwVy/QRy/O7du2vLli1auHChFi1apDFj\n",
"xmjChAlauXKlEhISTiimQK7/mr5LjnydMUb333+/rr322mqvbdmyZY37PP300yVVJdiHP2fLsnx9\n",
"0uFwBBT7kZ/vddddp0mTJmnq1Kn6+9//rubNm+uiiy6SpICu/8OO9d1VU2GpI/tbTefy6LaIiIig\n",
"FagCEBqM3AJocFwulz7//HO/tiVLlsiyLLlcLklVv9gcXVTnq6++UmlpqZ599lmdd955Ou20006q\n",
"mNTRfvOb36hnz5667777qj3XokUL7dy506/tm2++OamKyke/xhijFStW+LUtX75cbdu2VXx8vHr2\n",
"7CmpagTpcBJ5+F+HDh1O+Pgul0tLlizxa1uyZIliY2PVqVOnE97fkex2ux544AH98Y9/VGlpqVwu\n",
"l2JiYvTDDz9Ui71jx45+iWDv3r01btw4LVmyRAMHDtQrr7xyzPjXr1+vAwcO+Nrcbrff4169eqmg\n",
"oEAlJSXVjtm2bdsTfk81FXY6XFX2r3/9q95//30tWbJE69evP6F9H/meTvUzCWQfffr0UUxMjB55\n",
"5BF17txZLVq00KBBg7R27Vq99dZb6tevX41/jAlUZmam7HZ7tTWJV65cedxrJZBr+nBycqJFtgK5\n",
"fgL9TomLi9Nll12madOmadWqVVq/fr3vO+xY/eRogXzvSbX/gaBXr176/vvva7yujpUoXnTRRWrR\n",
"ooUmT55c4/PmiIrcLpdL+/bt8+vTZWVl+vLLL9WtWzdf21VXXaUDBw5owYIFmjNnjn73u9/5Yj+R\n",
"6/9kdOvWTevWrfONAEtSXl6ecnJy/GIE0PSQ3AJocO69916tXr1ad999tzZs2KAFCxbozjvv1DXX\n",
"XONLQDp27KgNGzZo3bp1+vnnn+XxeNS5c2dZlqX//d//1ZYtW/T222+f0nTiI02dOlXz58/Xzp07\n",
"/f76P3ToUM2bN08LFy7Uxo0bNXbsWG3fvr3aSMrRIwaBtq1Zs0aTJk1STk6O/v73v+vPf/6zr/pu\n",
"ZmamRo0apZtvvlmvv/66Nm/erLVr12rWrFl66qmnTvg9jhs3Tv/4xz80ZcoU5eTkKDs7W5MmTdI9\n",
"99xzwstj1DRqcs0110iSnn32WcXHx2v8+PEaP368nn/+eW3cuFFut1tz587V/fffL6kqkX/00Uf1\n",
"73//W9u3b9enn36qb7/91u8X/SONHDlSCQkJuuaaa/Ttt99q5cqVGjVqlN+o0wUXXKChQ4fq8ssv\n",
"1zvvvKMff/xRX3/9tf7yl7/o5ZdfPqH31KFDB3322WfatWuXfv75Z0nSAw88oLfeeksbN27Upk2b\n",
"9PrrryshIUHt27cP/OQdoS4+k0D2Ybfb1a9fP82ePds3/djpdKpbt256/fXXq01JrqnvHk9cXJxu\n",
"ueUWPfjgg3r//feVk5OjBx54QOvXrz9ushbINZ2eni6bzab3339fe/bs8ftjxtGOjDOQ6+e0006r\n",
"9fhPP/20/v73v8vtdmvLli2aOXOmIiMjfSOSNX1X1SSQ772j30NNHnnkEb3zzju65557tGbNGv3w\n",
"ww9asGCBbrrpJl9F7KM5HA69+uqrWrRokYYMGaL3339fmzZt0oYNGzRnzhytX7/e11cuuOACnXPO\n",
"ORo5cqSWL1+u77//Xtddd508Ho9Gjx7t26fT6dTw4cM1YcIErVmzxq9KeyDXfyDv9VhGjhyp5s2b\n",
"68orr9Q333yjr7/+WldddZXatm3rt7QbgCYoyPf0AkCtFi1aZGw2m6+glDHGfPDBB6Znz54mOjra\n",
"NG/e3Nx2222+yq3GGJOfn2+GDRtmkpKSjGVZvsI+06dPN+3atTMOh8Ocf/75ZsGCBcZms5klS5YY\n",
"Y6qKBdlstloLSkVFRVVrv+KKK4zNZvMrKFVYWGiuvfZak5KSYlq0aGEmTZpkbrrpJr9qyYMGDTI3\n",
"33yz376GDh1qbrzxRr+2X/3qV35VTzMyMsyDDz7oqwTarFkzM27cOOP1en3bVFZWmqeeesqcccYZ\n",
"xm63m2bNmplBgwaZ+fPn+7axLMv87W9/O+b7PdLs2bNNly5djN1uN23atDEPPvigqaysrPXcHK2m\n",
"QlvGGPP4448bp9PpK1zz8ssvm7POOsvExMSYlJQUc+6555q//vWvxhhj3G63GTZsmElLSzPR0dEm\n",
"PT3d/OlPf/IVQarps/zmm2/MeeedZ6Kjo01mZqaZO3dutVhKSkrM/fffbzp06GDsdrtJS0szF198\n",
"sVm0aNEx92tM9WJiCxYs8J0rm81mjDHm0UcfNd26dTPx8fEmKSnJDBo06Lh9zZjaP5/aPpMbbrjB\n",
"XHjhhb7HDz/8cLUiTbXtwxhjnnjiCWOz2czbb7/ta7vnnnuMzWYzK1eu9Nv26HNa0+d99HVQUlJi\n",
"/vCHP5jExESTnJxsbrvtNjNmzBhz5plnHu/01HpNG2PMU089Zdq0aWMiIiL8jnm0o+MM5Pqp7fgz\n",
"ZswwPXv2NImJiSY+Pt6cc8455t133/W9/ljfVTWp7Xvv6M/aGGNee+01X/877IsvvjBDhw41CQkJ\n",
"Ji4uznTp0sWMHTvWVFRUHPPYxlRdc9ddd51p166dsdvtJjEx0Zx33nnm6aefNocOHfJtt3v3bnPV\n",
"VVeZ5ORk43A4zKBBg8zXX39dbX/vvPOOsSzL9OjRo8bjHe/6N6bmflXT/y+MqV7gbePGjWbYsGG+\n",
"gli//vWvzQ8//OB7PtDvMgCNi2VM+K16frjQABBu6PsIR/T7hmvIkCFKTU3Vm2++GepQmiT6PsIR\n",
"/T68heW05MPV/IBwQ99HOKLfNwzff/+9Zs+erZycHH3//fe67777tHjxYt18882hDq3Jou8jHNHv\n",
"wxvVkgEAQNBZlqW//vWvGjNmjLxer7p06aK3337bV0EXAIBTRXILAACCzuVyVav+DQBAXQrLe24B\n",
"AAAAAE1Lkxy53bVr13GfT0hIUGFhYT1FAzQc9H2EI/o9whV9H+GIfh8eWrduXWN7kyko5Xa7lZ2d\n",
"HeowAAAAAABBlp2dXa2AWJMZuXW5XJT9BgAAAIAwkJWVVa2tyYzcAgAAAADCV5MZuQ1Ufr5dhw4Z\n",
"xceHOhIAAAAAQF0Jq5HbVavidOGFTg0cGK9Vq+JCHQ4AAAAAoI6ETXKbn2/XLbckKDfXptxcm265\n",
"JUH5+fZQhwUAAAAAqANhk9wCAAAAAJqusElunU6PZswoVFqaV2lpXs2YUSin0xPqsAAAAAAAdSCs\n",
"Ckr16lWkhQvLZbfbFR9fFOpwAAAAAAB1JGxGbg9zOj1q1coKdRgAAAAAgDoUdsktAAAAAKDpIbkF\n",
"AAAAADR6JLcAAAAAgEaP5BYAAAAA0OiR3AIAAAAAGj2SWwAAAABAo0dyCwAAAABo9EhuAQAAAACN\n",
"XpNJbt1ut7Kzs0MdBgAAAAAgyLKzs+V2u/3aIkMUS51zuVxyuVyhDgMAAAAAEGRZWVnV2prMyC0A\n",
"AAAAIHyR3AIAAAAAGj2SWwAAAABAo0dyCwAAAABo9EhuAQAAAACNHsktAAAAAKDRI7kFAAAAADR6\n",
"JLcAAAAAgEaP5BYAAAAA0OiFZXK7e7dRfr491GEAAAAAAOpI2CW3q1bFaeDAeF14oVOrVsWFOhwA\n",
"AAAAQB0Iq+Q2P9+uW25JUG6uTbm5Nt1ySwIjuAAAAADQBIRVcgsAAAAAaJrCKrl1Oj2aMaNQaWle\n",
"paV5NWNGoZxOT6jDAgAAAACcoshQB1DfevUq0pIlljweD4ktAAAAADQRYZfcSlKrVpYKC0lsAQAA\n",
"AKCpCKtpyQAAAACAponkFgAAAADQ6JHcAgAAAAAaPZJbAAAAAECjR3ILAAAAAGj0SG4BAAAAAI0e\n",
"yS0AAAAAoNFr0MltaWmpxo0bp9WrV4c6FAAAAABAA9agk9t3331X5513XqjDAAAAAAA0cJH1ebDn\n",
"n39e33zzjRITEzV16lRf+5o1a/Tqq6/K6/VqyJAhuuyyy/Ttt9+qbdu28ng89RkiAAAAAKARqtfk\n",
"dvDgwbr44ov13HPP+dq8Xq9mzpypCRMmyOl0aty4cerVq5fWrVun0tJS7dy5U1FRUTr77LNlWVZ9\n",
"hgsAAAAAaCTqNbnt0qWL9uzZ49e2efNmpaWlqUWLFpKkfv36adWqVbrqqqskSYsXL1ZiYuIxE1u3\n",
"2y232+17nJWVpYSEhOPGYbfba90GaIro+whH9HuEK/o+whH9PnxkZ2f7fna5XHK5XPWb3NYkPz9f\n",
"qampvsdOp1ObN2/2PR40aNBxX3/4jRypsLDwuK9JSEiodRugKaLvIxzR7xGu6PsIR/T78JCQkKCs\n",
"rKxq7Q26oBQAAAAAAIEIeXLrdDq1b98+3+N9+/bJ6XSGMCIAAAAAQGMT8uS2U6dOys3N1Z49e1RR\n",
"UaHly5erV69eoQ4LAAAAANCI1Os9t88++6zWr1+vwsJCjR49WllZWRo8eLBGjRqlxx57zLcUUNu2\n",
"bU9434cLS9U09/pomzZ5VVnpUJs2JSfzNgAAAAAAIZSdnV2t/pJljDEhjCkodu3adcznli5N0Jgx\n",
"cZKkadOK1L8/N5wjfFBkAeGIfo9wRd9HOKLfh4fWrVvX2B7yacn1aedOh8aMiVNurk25uTaNGROn\n",
"nTsdoQ4LAAAAAHCKwiq5BQAAAAA0TWGV3LZpU6Jp04qUluZVWppX06YVcd8tAAAAADQBTSa5dbvd\n",
"ys7OrnW7/v0L9f77hXr33QPcbwsAAAAAjVB2drbcbrdfW9gVlJK40Rzhi76PcES/R7ii7yMc0e/D\n",
"AwWlAAAAAABNFsktAAAAAKDRI7kFAAAAADR6YZnc7t5tlJ9vD3UYAAAAAIA60mSS20CrJa9ZE6sX\n",
"XojSzJlxWrMmth4iAwAAAADUpZqqJUeGKJY653K55HK5jrtNQYFdOTlRmjs3WpKUnu5VRoZdycme\n",
"+ggRAAAAAFAHsrKyqrU1mZHbQBQVRWjKFIdyc23KzbVpyhSHiooiQh0WAAAAAOAUhVVy63BUBtQG\n",
"AAAAAGhcmsy05EA4nR7NnHlQCxdWTUu+8MIyOZ1MSQYAAACAxi6skltJqqiwfPfcDh5MYgsAAAAA\n",
"TUGTmZYcSLXk/Hy7brklwXfP7S23JLAkEAAAAAA0MmFfLVmSkpO9GjGiasR26dIm8/YBAAAAIGzU\n",
"VC05rLI7p9OjSZNKNGZMnCRp2rQi7rkFAAAAgCagyUxLDkR+vl1jxsT5piWPGRPHtGQAAAAAaALC\n",
"KrkFAAAAADRNYZXcOp0ezZhRqLQ0r9LSvJoxo5BpyQAAAADQBITVPbeS1KtXkZYsseTxeEhsAQAA\n",
"AKCJCKuRWwAAAABA09RkkttA1rmVpDVrYvXCC1GaOTNOa9bE1kNkAAAAAIC6FPbr3BYU2LVt23/f\n",
"8rZtkcrIsCs5menJAAAAANBY1LTObZMZuQ1ESUmEysoszZ0brblzo1VWZqmkJCLUYQEAAAAATlFY\n",
"JbderzRlisO3zu2UKQ55vaGOCgAAAABwqprMtORAOByVkiSn06vLL/coPt4oLq4yxFEBAAAAAE5V\n",
"WCW3TqdHM2ceVE5OlKZMcUiSBg/2qFcv7rkFAAAAgMYsrKYlS1L79hV+U5NvuSVB+fn2UIcFAAAA\n",
"ADgFYTXKRnFqAAAgAElEQVRye1hyslcjRlSN1i5dGpanAAAAAACalLDL7JxOjyZNKtGYMXGSpGnT\n",
"iuR0Mi0ZAAAAABqzJjMt2e12Kzs7u9bt8vPtmjjRoREjPBoxwqOJEx1MSwYAAACARiQ7O1tut9uv\n",
"zTLGmBDFEzS7du065nMFBXYtWRKjnJyq9W07d67UwIGlSk5m9BZNX0JCggoLC0MdBlCv6PcIV/R9\n",
"hCP6fXho3bp1je1NZuQWAAAAABC+wi65LSmJCKgNAAAAANB4hF1yK0llZZbmzo3W3LnRKiuzQh0O\n",
"AAAAAOAUhV1y6/XKb53bKVMc8npDHRUAAAAA4FSEXXLrcFQG1AYAAAAAaDzCLrl1Oj166aUipaV5\n",
"lZbm1YwZhaxzCwAAAACNXGSoAwiFAQOMFi7MlyQSWwAAAABoAsIyubUsi6QWAAAAAJqQsJuWLEle\n",
"r1c7dzq0c6cj1KEAAAAAAOpAWI7cfvGFtHt3lCQpL8+mHj2KQhwRAAAAAOBU1DpyW1lZqTvvvFPl\n",
"5eX1EU/Q5eU5VFBg00MPxeqhh2JVUGBTXh4juAAAAADQmNWa3EZERMiyLHk8DfseVbfbrezs7Fq3\n",
"Ky62dO+9cb51bu+9N07FxVY9RAgAAAAAqAvZ2dlyu91+bQFNSx4+fLieffZZXXbZZUpNTZVl/TcZ\n",
"bNmyZd1GeZJcLpdcLlet29ntRsnJXmVllalz50r99JNNMTGmHiIEAAAAANSFrKysam0BJbezZs2S\n",
"JH377bfVnps3b94phlW/2rQp0eTJESoosOT1WurUyat9+6RWrUIdGQAAAADgZAWU3Da2BPZ48vPt\n",
"WrcuQp07V2rlyqq3n5jo1YEDdiUlNeyp1wAAAACAmp1QteSff/5Z+fn5cjqdatasWbBiCrqzz67Q\n",
"5s2Rmjs3WpKUnu5Vhw4RSkoKcWAAAAAAgJMSUHK7f/9+Pfvss8rJyVFCQoIKCwvVuXNnjRkzRk6n\n",
"M9gx1imn06N9+6I0ZYpDublV9bSmTHHon/9sGtWgAQAAACAc1VotWZJeeuklpaen65VXXtGLL76o\n",
"V155RRkZGXrppZeCHV9QpKVVLyCVkFARgkgAAAAAAHUhoJHbDRs26MUXX1RkZNXmMTExuuaaa3TL\n",
"LbcENbhgadXKppkzD2rhwqppyRdeWCank/ttAQAAAKCxCmjkNj4+Xjt27PBr27lzp+Li4oISFAAA\n",
"AAAAJyKgkdtLLrlEjz76qIYMGaLmzZtrz549Wrx4sa688spgxxcUeXlGOTlRfgWlMjLsSk5m9BYA\n",
"AAAAGiPLGFP9BtQafP/99/riiy9UUFCglJQU9evXT2eeeWaw4zspu3btOu7zublxGj48wVdQKi3N\n",
"q3ffPaA2bUrqIzwgZA4XhAPCCf0e4Yq+j3BEvw8PrVu3rrE94KWAunXrpm7dutVZQKEUH1+9zeGo\n",
"rP9AAAAAAAB1IqDktry8XIsXL9bWrVtVVlYmSTLGyLIs3XHHHUENMBjS0izNnn1A27ZFSZLS08sp\n",
"KAUAAAAAjVhAye306dO1bds29ezZU0lJSb52y7KCFlgwGWNUVBShdesiJEnNmnlDHBEAAAAA4FQE\n",
"lNyuWbNGzz33nOJrms/bCG3ZYpSbGyGHw6hDB6+8Xikvz6GWLbnnFgAAAAAao4CS2+bNm6uioiLY\n",
"sdSb8vKq/7Zr5/3P6G2E7HapZcuQhgUAAAAAOEkBJbcDBgzQ008/rYsvvljJycl+zzXGIlMREZZ+\n",
"+smmFi2M33JAnTqxHBAAAAAANEYBJbcLFiyQJL3xxhvVnps+fXrdRnSS3G633G63srKyat02Pl7q\n",
"0MGrhx6K9S0HNGWKQ/36eXRU7g4AAAAAaGCys7Plcrnkcrl8bbUmt16vV7feeqvOOOMMRUVFBTXA\n",
"U3H0GzuetDRLHTpUKDnZqxEjqkZqly6NZDkgAAAAAGgEahrUtNX2IpvNpqeeeqpBJ7YnyrIsde1a\n",
"rMceK1Z8vFF8vNHjjxezHBAAAAAANFK1JreS1LVrV+Xk5AQ7lnpVUGDX9u0Rmjs3WnPnRmvbtggV\n",
"FNhDHRYAAAAA4CQEdM9ts2bN9Pjjj6t3795KTU31tVuWpSuvvDJowQVTUVGEpkxxcM8tAAAAADQB\n",
"ASW3Ho9HvXv3liTl5+dLkowxsiwreJEFmcNRyT23AAAAANBEBJTc3n777cGOo945nR5NmlSiMWPi\n",
"JEnTphVxzy0AAAAANFIB3XMrSTt27ND8+fP18ssvS5J27typbdu2BS2wYMvPt2vMmDjl5tqUm2vT\n",
"mDFxys/nnlsAAAAAaIwCSm5XrFihiRMnKj8/X59//rkkqaSkRHPmzAlqcMGWnl6h5547pOeeO6T0\n",
"9IpQhwMAAAAAOEkBTUueN2+eJkyYoIyMDK1YsUKSlJGRoa1btwYztqByOj166KFieTxV+f1DD7EU\n",
"EAAAAAA0VgGN3B48eFDt27ev1t6YC0rt3evQgQMRGj06XqNHx+vAgQjt3esIdVgAAAAAgJMQUHLb\n",
"oUMH33Tkw5YvX67MzMygBFUfCgstPfKIQ6NHl+iVVwoVG2tUXh7qqAAAAAAAJyOgacmjRo3S5MmT\n",
"tWjRIpWVlWny5MnavXu3HnjggWDHFzR2u9H48cWKjLR0440JkqRnnilS69YhDgwAAAAAcMIsY4wJ\n",
"ZMPS0lKtXr1ae/fuVbNmzdSzZ0/FxMQEO76TsmvXruM+n5CQoG3byrR5s12jR8crN7dqADstzat/\n",
"/vOg0tOL6yNMoN4lJCSosLAw1GEA9Yp+j3BF30c4ot+Hh9bHGJEMaOT23//+t3r06KG+ffvWaVAN\n",
"QXKyVyNGVBWSWro0oNMBAAAAAGhgAsrm3nzzTb3wwgvq06eP+vfvr27dugU7rqBzOj1KSYnQxIkl\n",
"Gjs2TlLVtGRGbQEAAACg8Ql4WvKOHTv0xRdfaPny5fJ4POrXr5/69++vjh07BjvGExbItOTCwkLl\n",
"59t1xRXJ6t+/ao3bpUsj9eabBSwJhCaLqToIR/R7hCv6PsIR/T48HGtacsDJ7ZFycnKUnZ2t7777\n",
"TvPmzTvl4OpaoMltQYFdH3/s0JQpVUsA3XdfiS66qETJySS3aJr4wkc4ot8jXNH3EY7o9+HhlO65\n",
"Peznn3/WsmXLtGzZMu3du1eDBw+uk+BCxeuV5s6N0oMPVk1Ffu01u4YOLQlxVAAAAACAExVQcrtg\n",
"wQItW7ZMW7duVY8ePfTb3/5WPXr0UGRk4y7AFBEhjR1bqpUroyRV/RwREeKgAAAAAAAnLKDsdPXq\n",
"1brwwgvVu3dvORyOYMdUb4qLI7R7d4Tmzo2WJKWne5WZGaGkpBAHBgAAAAA4IQElt+PHj5ckeb1e\n",
"7d+/X0lJSbLZbEENrD54PJZmzIj2LQU0Y0a0+vQpD3FUAAAAAIATFVByW1xcrFmzZmnZsmXyer2y\n",
"2Wzq16+fRo0apdjY2GDHGDRJSRW6665S5eRUzUW+665SJSVVhDgqAAAAAMCJCmj4ddasWSotLdXU\n",
"qVP12muvaerUqSorK9OsWbOCHV/QlZVZmjs3WnPnRquszAp1OAAAAACAkxBQcrt27Vrdcccdat26\n",
"tex2u1q3bq3bb79da9asCXZ8QVVUFKEpUxzyeKQRIzzats2mkhIqSgEAAABAYxPQtGS73a6DBw8q\n",
"JibG13bw4EFFRUUFLbCdO3fqgw8+UGFhobp166aLLrqozo/hcFQqOdmrsWNLZf1n0HbvXkutWtX5\n",
"oQAAAAAAQRRQcjtkyBBNnjxZI0aMUPPmzbV37169//77uuCCC4IWWJs2bXTzzTfL6/Vq+vTpQUlu\n",
"nU6PZswo1Pbtkbr33jhJ0tNPF+nAAbuSkjx1fjwAAAAAQHAElNxefvnlSklJ0dKlS7V//345nU5d\n",
"eumlGjx48Akd7Pnnn9c333yjxMRETZ061de+Zs0avfrqq/J6vRoyZIguu+wySdKqVau0cOFCnX/+\n",
"+Sd0nBMRFWXpscccvorJjz3m0KxZlSS3AAAAANCIBJTcWpalIUOGaMiQIad0sMGDB+viiy/Wc889\n",
"52vzer2aOXOmJkyYIKfTqXHjxqlXr15q27atevXqpV69eunJJ59U//79T+nYx2K3G/3xjyXyeqvm\n",
"JZ97brnsdhOUYwEAAAAAgiOg5Pazzz6rsT0qKkqpqak67bTTArr/tkuXLtqzZ49f2+bNm5WWlqYW\n",
"LVpIkvr166dVq1bp4MGD+vLLL1VeXq4ePXoEEuZJiY2tVHR0pO69t2pJo6efLlJsbGXQjgcAAAAA\n",
"qHsBJbdLlixRTk6OkpOTlZqaqn379qmgoECdOnXS3r17JUn33nuvMjMzTziA/Px8paam+h47nU5t\n",
"3rxZXbt2VdeuXWt9vdvtltvt9j3OyspSQkLCcV9jt9t922zf7tW998YpN9f2n/cRp7fe8qpt2+gT\n",
"fi9AQ3dk3wfCBf0e4Yq+j3BEvw8f2dnZvp9dLpdcLldgyW27du3Up08fDRs2TJJkjNFHH32kHTt2\n",
"6JFHHtFbb72lV155RY899lhwIj+Ow2/kSIWFhcd9TUJCgm+biAiHkpO9vntuly6NVESEV4WFRcEJ\n",
"GAihI/s+EC7o9whX9H2EI/p9eEhISFBWVla19oDWuV26dKl+9atf+R5blqULL7xQS5culc1m0yWX\n",
"XKIdO3acVGBOp1P79u3zPd63b5+cTudJ7etktGlTosmTixUfbxQfbzR5crHatCmpt+MDAAAAAE5d\n",
"QMltUlKSVq1a5de2evVqJSUlSZI8Ho8iIwMaBK6mU6dOys3N1Z49e1RRUaHly5erV69eJ7Wvk1FQ\n",
"YFdBgaWuXSvVtWulCgosFRTY6+34AAAAAIBTF1BGOmrUKP3f//2f3nvvPTmdTuXn52v79u0aO3as\n",
"pKqiUEeO7B7Ls88+q/Xr16uwsFCjR49WVlaWBg8erFGjRumxxx7zLQXUtm3bE34jh++9rWl4+njK\n",
"yiIUHS2/glJlZREnfHwAAAAAQP3Izs6udouqZYwJaN2bgwcP6ptvvtH+/fuVkpKiHj16NNibtXft\n",
"2nXc54+ci79tW6wuvzzRV1AqLc2rf/7zoNLTi4MeJ1DfuA8F4Yh+j3BF30c4ot+Hh9atW9fYHvBc\n",
"4sTERA0cOLDOAmooIiNNtYJSkZGscwsAAAAAjcnJ3SjbhLRpU6KJEyM1dmycJOmZZ4ooKAUAAAAA\n",
"jUxABaWasvx8u8aOjVNcnFcPPliswkJLBw5QUAoAAAAAGpMmk9y63W6/hXxPRHp6hSZOLNHkybF6\n",
"6KFYffttdB1HBwAAAACoK9nZ2XK73X5tAReUqqioUE5OjgoKCtS3b1+VlpZKkmJiYuo+0lN0IgWl\n",
"JGnjxjjddluc+vevkFR13+2cOYVMT0aTQ5EFhCP6PcIVfR/hiH4fHk6poNT27ds1ZcoURUVFad++\n",
"ferbt6/WrVunJUuW+JYDaswSE726665S5eRULQF0112lsjWZMW0AAAAAaPoCSuFeeuklZWVl6dln\n",
"n1VkZFU+3LVrV23YsCGowdUXh6MyoDYAAAAAQMMUUHK7Y8cODRgwwK8tOjpaHo8nKEHVt5KSCJWV\n",
"WZo7N1pz50arrMxSSUlEqMMCAAAAAAQooOS2WbNm+uGHH/zafvjhB6WlpQUlqPrm9UozZkRrxAiP\n",
"RozwaMaMaHm9oY4KAAAAABCoiIcffvjh2jZKTU3VtGnTVFJS4puK/Prrr+v6669vMAmu2+3W4sWL\n",
"5XK5ar2J/OhRZ6/XprQ0qbDQkt0uDRtWrtNOK1dMDFOT0bQ0pRkXQKDo9whX9H2EI/p9eEhISPCt\n",
"lNOiRQtfe8DVkrds2aJPPvlEP//8s1JTUzV06FB17NgxONGeohOtllxQYNfXX9uVkmIUFSV5PFJm\n",
"ZrmSkrgw0LRQQRDhiH6PcEXfRzii34eHU6qWLEkdOnTQzTffXGcBNSTl5RFyOKS8PJu8XkuSFBUl\n",
"/eIXJLcAAAAA0BgElNyWl5dr8eLF2rp1q0pLS2VZlowxsixLd9xxR7BjDLpDhyytXx8hl6tC+/ZV\n",
"FZIqLpYOHLAzegsAAAAAjUBAye306dO1bds29ezZU0lJSb52y7KCFlh9stmk3r3LZYxR+/ZVbV6v\n",
"V0VFETri7QIAAAAAGqiAkts1a9boueeeU3x8fLDjCYn09GLt2uXQ5s2RGjs2TpL0zDNFSkurCHFk\n",
"AAAAAIBABLQUUPPmzVVR0bATPbfb7auYdTJKSiw9+2y0Hn20SM89d0gbNthUUlKHAQIAAAAA6kR2\n",
"drbcbrdfW0DVkt977z2tXLlSF198sZKTk/2e69atW91GWQdOtFqyJO3c6dCPP0bo0CHLV1SqbdtK\n",
"de9eFLQ4gfpGBUGEI/o9whV9H+GIfh8eTqla8oIFCyRJb7zxRrXnpk+ffgphNSw5ORHq3LlSK1dW\n",
"nZbERC9FpQAAAACgEQi4oFQ4OPvsCuXl2dS1a6WkqirKhYUUlQIAAACAhi7gdW4rKyu1ceNG5efn\n",
"y+l06vTTT1dEREQwY6tXbdqUqLzcIY9HvuWAUlK8sgV0VzIAAAAAIJQCSm537typKVOmyOPxKDU1\n",
"Vfv27VNUVJTuu+8+tW3bNtgx1hu7PdQRAAAAAABORkDJ7csvv6yhQ4fq17/+tSzLkjFG7733nmbO\n",
"nKmJEycGO8Z6Y4xUXGzTm29G6bbbypSUJEVFhToqAAAAAEBtApp0u3XrVo0YMUKWVVVF2LIsDRs2\n",
"TFu2bAlqcPXN47E0Z45dY8ZUrQF04IClnTutEEcFAAAAAKhNQMltSkpKtTWENmzYIKfTGZSgTsap\n",
"rnMrSXa70Z/+VOzXZoyUm+s4pf0CAAAAAOpOTevcBjQteeTIkXrqqafUs2dPNWvWTHv37tXq1at1\n",
"5513BiXQk+FyueRyuU5pH23alEhyaNcuSwcOWEpKMoqKqpqGDQAAAABoGLKysqq1BZTc9urVS1Om\n",
"TNHy5ctVUFCg9u3b68orrzzm4rmNmdcrlZZaqqiQ9u6tGtiurJRatQpxYAAAAACAYwp4KaDWrVvr\n",
"t7/9bTBjaRDKyy3l5ETorLPKVVlZldxWVBgdOGBXUpInxNEBAAAAAGrCKq5HiY42Ou88j9/6tjab\n",
"VFLSdNb0BQAAAICmhuT2KG3alCgpSSopsenf/47U3r02RURQMRkAAAAAGjKS2xqUl1fdb9uunVfr\n",
"1kXoo4/s2rGDkVsAAAAAaKgCSm5nzZpVY/urr75al7E0GMZY+uknm+x2o65dK9W1a6X27rVUUGAP\n",
"dWgAAAAAgBoElNwuXry4xvYlS5bUZSwNRlJShc48s0IpKV5fW0qKV2VljN4CAAAAQEN03GrJn332\n",
"mSSpsrLS9/NheXl5SkxMDF5kIeR0epSREaHt2yO0bl1VQnvuuV5VVoY4MAAAAABAjY6b3H7++eey\n",
"LEuVlZX64osv/J5LSkrS7bffHtTgToTb7Zbb7a5xMd+TYVmSMUaXXloqyaaKiqo2AAAAAEBoZWdn\n",
"y+VyyeVy+dosY4yp7YVvvPGGrr766qAGV5d27dp13OcTEhJUWFh43G327HFo+3abSkosrVwZJUk6\n",
"//xynXvuoTqLE6hvgfR9oKmh3yNc0fcRjuj34aF169Y1th935PawYcOGqaSkRA6HQ5WVlVqyZIls\n",
"NpsGDBggm61pFlw+dMjS/v022WxGAweWS5IKC6Xdux1q1aokxNEBAAAAAI4UUGb65JNPKjc3V1LV\n",
"KO6//vUvvf/++5ozZ05Qgwsly5LatKlQZKSl0aPjNXp0vCIjLaYmAwAAAEADFFBym5ubq4yMDEnS\n",
"F198oXHjxmnixIlatmxZMGMLqQ4dimW32zR/fpReeaVQr7xSqPnzo1RSQnYLAAAAAA1NQMmtzWZT\n",
"eXm5tm/frri4ODVv3lyxsbEqLS0NdnwhlZjo1RVXlOuNN+yy26UxY8qUmlrrLcoAAAAAgHoW0D23\n",
"3bt31zPPPKNDhw6pb9++kqQdO3YoNTU1qMGFWlGRpQ8/jNRvfuPRDz9ULQlUUCD16hXiwAAAAAAA\n",
"fgJKbm+99VYtWbJEkZGRGjBggCSpsLBQV1xxRVCDawhuvrlU+/dbat7cK0myLKMdOxxq25aiUgAA\n",
"AADQUASU3Nrtdl144YV+bUeuJ9RUdehQrJ07HSors2n9+gideWalYmMtRUUxNRkAAAAAGpKAkltJ\n",
"+uqrr7Ru3ToVFhbKGCPrP2WD77jjjqAF1xBUVEgHDlhyuSq0d2+E9u6Vioulli1DHRkAAAAA4LCA\n",
"Ckq9+eabevHFF2WM0YoVK5SQkKC1a9cqNjY22PGFnNdrKTbWyOHwqn37SrVvX6nISK/y8hyhDg0A\n",
"AAAA8B8BJbefffaZJkyYoBtuuEFRUVG64YYbdN9992nPnj3Bji/kkpIqlJ5eqfJym/Lzq0arY2Js\n",
"igx4zBsAAAAAEGwBJbfFxcVq3769JCkyMlIVFRXKzMzU+vXrgxrciXC73crOzq7z/TqdHtlsVdOT\n",
"k5MrJUkej5SbW+eHAgAAAAAEIDs7W263268toPHHli1b6qefflK7du3Url07ffzxx4qLi1N8fHxQ\n",
"Aj0ZLpcraEWuysstRUQYRUf7t+/b51BqKlWTAQAAAKA+ZWVlVWsLaOT2qquuUmFhoSRp5MiR+vDD\n",
"D/X666/r2muvrdsIG6iYGKO2bY327InU7Nl2SVJkpE1RUSEODAAAAAAgSbKMMU1uXZtdu3Yd9/mE\n",
"hARfsh6ozZvjNHOmXVdeWSaPp+pvAna7V2edVXzScQL17WT6PtDY0e8Rruj7CEf0+/DQunXrGtsD\n",
"GrmVpB07dmj+/Pl6+eWXJUk7d+7Utm3b6ia6RsBmM7r11lKVl1sqKZEcDiOHw9KePVRNBgAAAIBQ\n",
"Cyi5XbFihSZOnKj8/Hx9/vnnkqSSkhLNmTMnqME1JB07FsuypMpKKT7eq5ISSwcOWNq92wp1aAAA\n",
"AAAQ9gIqKDVv3jxNmDBBGRkZWrFihSQpIyNDW7duDWZsDU5FhSWvt2rt2717q/4u0KKF0d69DjVv\n",
"TmEpAAAAAAiVgJLbgwcP+pYCOpJlhdeoZXS0UVqaUWGhdPh0eL1elZWFNi4AAAAACHcBTUvu0KGD\n",
"bzryYcuXL1dmZmZQgmqo2rQpkcMhHTgQqXfeiVJ0tBQXZ1NiYqgjAwAAAIDwFtDI7ahRozR58mQt\n",
"WrRIZWVlmjx5snbv3q0HHngg2PE1OMXFlj7/PEKXXVY1XOv12pSXZ5HgAgAAAEAIBbwUUGlpqVav\n",
"Xq29e/eqWbNm6tGjhxyOhlkpOBhLAR22ZUus7Haj3bttSk72ypiqwe/ISK86dOC+WzRslMdHOKLf\n",
"I1zR9xGO6Pfh4VhLAQU0citJMTEx6tu3b50F1Fh16FCszZvjFBfnVUGBTfv325SUZBQXZ1NhoUMJ\n",
"CSS4AAAAAFDfjpncPvTQQ7W+2LIsTZo0qU4DagwiIozsdunnny1VVEh799q0d69UUSF17x7q6AAA\n",
"AAAg/BwzuR0yZEh9xtGoHB69zcmJUK9eHtlsVVOTvV6vDhywKynJE+IIAQAAACC8HDO5HTRoUD2G\n",
"0fg4HF717+9RSYmliAivIiNtsixLxkSEOjQAAAAACDsBLQWE6tq0KVF8vGSMVFZmqaDA0v79Nm3d\n",
"Gl5r/wIAAABAQxBwQSlUV1pqKTrayLKkpKRKVVZW/a3g558dataMwlIAAAAAUF+azMit2+1WdnZ2\n",
"vR4zMlJKSZGKimwqKZEqK6XKSkv79tVrGAAAAAAQVrKzs+V2u/3aAkpuV6xYUWP7ypUrTz2qOuJy\n",
"uZSVlVWvx0xPL1ZRUdU9t+Xlljyew0sGWzp4sGGuAQwAAAAAjV1WVpZcLpdfW0DJ7QsvvFBj+4wZ\n",
"M049qkbOZpOaN5fKyy0lJxtFRxtFRFjav597bwEAAACgvhz3ntu8vDwZY2SMUV5eXrXn7HZ7UINr\n",
"DDp2rFoWyOn0aufOCEVFVSox0VJZmaUtWxzq0IF7bwEAAAAg2I6b3N511101/ixJSUlJuuKKK4IT\n",
"VSMTFWVUXm7TwYNGLVtaMsYrm82mykpLZWV2RUez7i0AAAAABNNxk9t58+ZJkiZOnKhJkybVS0CN\n",
"UXp61eity+XV/v1SeXnVEkGSpU2bItStW6gjBAAAAICmLaB7bklsa5eZWaTSUpsSEqSKCkslJVX/\n",
"Kios5eVRXAoAAAAAgimgdW4rKir08ccfa926dSosLJSpGpaUZVkkvkeIijKKjJQOHIjQrl1G557r\n",
"VWWl9Z9RXAAAAABAsAQ0cjtnzhwtXLhQXbp00Y8//qg+ffrowIED1Uovh7v09GKVlFjatcsoI0Mq\n",
"KqrKag8dsrRrF6O3AAAAABAsASW3X375pcaPH6/hw4fLZrNp+PDh+tOf/lRt0VxIUVFS795GlZWV\n",
"Ki21qaTEK0kqLrapspLq0gAAAAAQDAEltx6PR6mpqZKk6OholZaWqnXr1tqyZUtQg2uM0tOLJUnt\n",
"20sJCV5ZlpSSUpXgbtkS0CxwAAAAAMAJCii5bd26tX788UdJUseOHTV//nz94x//8CW88JeZWSSP\n",
"x6b4eMnplHJyIvTTT0aSpc2b40IdHgAAAAA0OQEltzfeeKNstqpNr7vuOv34449avXq1/vCHPwQ1\n",
"uMbM4fCqpMSmsjJLDkelUlKkiIiqEdzNm2NDHB0AAAAANC2WMU2vlu+uXbuO+3xCQoIKCwuDHkdV\n",
"EmspJsar4mLJ65X++/cEr844oyToMQBHqq++DzQk9HuEK/o+whH9Pjy0bt26xvaARm5xcjIzixUV\n",
"ZXzr3+7ZE6lvvrEUHW0UGWlTXh4juAAAAABQF0hugyw9vViWZVRUZNPOnVVLBB04YGSMdPCgpR07\n",
"WCIIAAAAAE4VyW096NSpWJJR795GpaVeSZZiY6sqKZeWWiwRBAAAAACniOS2nmRmVi0R1LmzUXKy\n",
"0e7dNm3ZYlN+vk0bNkSFODoAAAAAaNwCWnj1s88+q7E9KipKqampOu200xQVRYJWm8zMov/f3r2H\n",
"R52171AAACAASURBVFne+R//PDM5zYQZwuRASJCDQUViURSxrRYB2+1idT1sr3Ct28tV210VtZW2\n",
"a6X+FHvQFl3UFkH5VayHHme36i716u6v19aKrHYrEtQOx2CIhhBCMpBMMpNMZp7n98eYISEHJpBh\n",
"MjPv13X1ujPPTJ75jn6hfuf+3veturpC5eWZCoUM5eebcjhiG03t3u3QOeewwRQAAAAAnIyEitvX\n",
"X39de/bsUVFRkYqLi9XW1qajR4+qqqpKhw8fliT98z//s2bNmpXUYDNBbq6lcNimQ4cMnX9+VB6P\n",
"dOSITZKh3t485eaGUx0iAAAAAKSdhIrbM844Q5dccomuvPJKSZJlWfqv//ovNTY26rvf/a5efvll\n",
"/fSnP9VDDz2U1GAzwfTpQX3wgVOXXRZRT49UX29TSYmpSMSmhoZczZpFcQsAAAAAo5XQmtstW7bo\n",
"r//6r+OPDcPQ5z73OW3ZskU2m01/8zd/o8bGxqQFmWnOPDOozk6bDEOaMsXUwYN2tbWZkqS6usIU\n",
"RwcAAAAA6Seh4nbixInaunXrgGvbtm3TxIkTJUnhcFg5OQlNAuNjhhFrTw6HDU2aFJVp2hUMUuAC\n",
"AAAAwMlIqCK95ZZb9Nhjj2nTpk3yeDzy+/368MMPtWLFCklSXV3dgJldnFhVVaw9ORo1lJ8vTZ4c\n",
"VWNjjn75yxz9wz+EVVdXqFmzulIdJgAAAACkBcOyLCuRF3Z0dKi2tlZHjhzRpEmTNG/ePLnd7mTH\n",
"d1KamppGfN7lcikQCJymaEb24YdOhcOGJGnjxjz9wz90y+2WgkGbJCt+hBAwFsZT7gOnC3mPbEXu\n",
"IxuR99mhoqJiyOsJF7ep8Pbbb2vbtm0KhUJasmSJ5s6dm9DvpVNxKx0rcJ1OUx0dfVf7OsZNzZ7N\n",
"EUEYG+Mt94HTgbxHtiL3kY3I++wwXHGbUFvyoUOH9Mtf/lINDQ3q7u4e8NxTTz116tEN4+KLL9bF\n",
"F1+srq4uvfjiiwkXt+lm2rSgDh92qL3dJrfbVEODXfn5UZ1xhtTebtO+fU5VVTGDCwAAAADDSai4\n",
"/fGPf6zJkyfrxhtvVF5e3im94fr161VbWyu32601a9bEr2/fvl3PPfecTNPUkiVLdO2118af+81v\n",
"fpPxa3pLS0Pq6HCqp8dQSUlUktTWJk2YYKq726a6OictygAAAAAwjISK28bGRn3ve9+TzZbQ5soj\n",
"Wrx4sZYuXaonn3wyfs00TW3cuFH333+/PB6PVq5cqfnz56uyslI///nPNW/ePM2YMeOU33u8q6oK\n",
"qq7OKcOwqbDQVFubFApJTqepUIgCFwAAAACGk1C1eu6556q+vn5M3vDcc89VYeHAo27q6upUXl6u\n",
"srIy5eTk6NJLL9XWrVv1n//5n/rLX/6iP/3pT/r9738/Ju8/3nk8EUlSV5dNkyZJPT2x/5WWmpIM\n",
"7dvnTG2AAAAAADAOJTRzW1JSoocfflgLFiyIn20rSYZhaNmyZacchN/vV3Fxcfyxx+NRXV2dbrnl\n",
"Fi1dunTE3/X5fPL5fPHHNTU1crlcI/5OXl7eCV+TKhMmWIpGo2pvNxQK2VRcbMqypHffzdG+fdJn\n",
"PmOqrq5Qn/iEydnCGLXxnPtAspD3yFbkPrIReZ89vF5v/Ofq6mpVV1cnVtz29PTowgsvVDQald/v\n",
"lyRZliXDMJIT6Sj0fZD+TrRD2njfRa20VPJ48lRfn6Ourtjk+r59+rigNeVwSO+/b5PNFtWZZ9Km\n",
"jMSN99wHkoG8R7Yi95GNyPvs4HK5VFNTM+h6QsXtHXfcMeYB9efxeNTW1hZ/3NbWJo/Hk9T3HO/s\n",
"9rBmzQqrrs4pydAVV0Rkt0uBgNTbK5WUmGprYx0uAAAAAEgjrLltaWmJ/3zo0KFh/zcWqqqq1Nzc\n",
"rJaWFkUiEb355puaP3/+mNw73c2aFZTTaSoctikUsqmoSHI4pF277AoGTdntUl1dofz+U9vFGgAA\n",
"AADSmWFZljXUEzfeeKNeeOEFSRpxXe2vf/3rUb3hE088oZ07dyoQCGjixImqqanR4sWLVVtbO+Ao\n",
"oOuuu25U9+1be1tTU6OmpqYRX5uO7QqNjU51d8fawO12S5Zl6dAhuyZNisrplMJhm3JyLM2YwSwu\n",
"hpeOuQ+cKvIe2YrcRzYi77NDRUWFvF7voCWqwxa36SwTi1tJOnjQoa4uQ1KsyG1rM2W321RWZio3\n",
"N7bDsmFYqqqiwMXQ0jX3gVNB3iNbkfvIRuR9dqioqBjyekJHATU0NIxpMDg5U6aENH26pZyc2PcR\n",
"xcU2TZpkqqND6uyUyspMFRRYqqtzqqGBI4MAAAAAZI+ENpT64Q9/qO7ubp177rmaM2eO5syZo5kz\n",
"Z46L3ZKzTW5uSDNmSIcPO9TebpNlxQpcu1364ANDLpclt9tSR4dN+/Y5mcUFAAAAkBUSbks+dOiQ\n",
"duzYoZ07d2rHjh3q7OzUOeeco5UrVyY7xlHL1Lbk40Wjeaqvz40/zssz1dMjdXUZCodt8WsXXECB\n",
"i5hMyX1gNMh7ZCtyH9mIvM8Op9SWLEmTJ0/WOeeco7PPPltnnXWWDMNQR0fHmAV4qnw+34CDfLNB\n",
"7LigLkmx7yfCYZsKCqTeXkNTpkQ1e3ZUEyYY2rePFmUAAAAAmcPr9crn8w24ltDM7WOPPaa9e/fK\n",
"4/HEW5Nnz54tp3N8Fk3ZMnPbX3OzQ52dhvLyLOXmSpYl1dXlqLXV1Lx5lqJRQx5PrzyecKpDRQpl\n",
"Yu4DJ0LeI1uR+8hG5H12OKWZ2/3798tms2n69OmaMWOGZsyYMW4L22xVXh7StGmWwmFDXV02BYM2\n",
"tbaamjLFUE+PpcJCU35/LrO4AAAAADJSwmtu/X6/du7cqZ07d2rXrl3q7e3V7Nmzdfvttyc7xlHL\n",
"xpnbPgcOOBQKHfvOoq3NVGGhFPsuwpBpGhwXlMUyOfeB4ZD3yFbkPrIReZ8dTnnNrcfjUUVFhcrL\n",
"y1VaWqojR45o+/btYxYgxkZlZUgulymn05QUOy6ouFg6dMiucNhSaakpy2IdLgAAAIDMktBRQKtX\n",
"r9auXbtUUFCgOXPmaP78+brxxhs1ZcqUZMeHkzB5ckjBoEOTJ5uqr7epq8smmy2qCROkvXttKimJ\n",
"Fbh1dYWswwUAAACQERIqbhcsWKCbbrpJkydPTnY8J83n88nn86mmpibVoYwLTmdIkjRrllRX51Rx\n",
"sU2maWrKFFMffmhXSUlUkydbOnrUriNHnCoosFRZGUpx1AAAAABwYl6vV9XV1aquro5fS3jNbTQa\n",
"1e7du+X3++XxeHTOOefIbrcnLdhTkc1rbodTV1cY/7mjw1R5udTUZFNZWax9ORy2yW63NHMma3Ez\n",
"WTbmPkDeI1uR+8hG5H12GG7NbUIztwcOHNDq1asVDodVXFystrY25ebm6lvf+pamTp06poEiOWbN\n",
"6tIHHzhlmobcbpuCQWnSJFMtLTYVF5uaPNmUaSq+FpcNpwAAAACkk4SK22eeeUaf/exndfXVV8sw\n",
"DFmWpU2bNmnjxo1atWpVsmPEGDnzzKAOHnSoqyu2j5hl2eR2m3I4pPZ26aOP7CosjMrlYj0uAAAA\n",
"gPSS8Dm3V111lQzDkCQZhqErr7xS9fX1SQ0OY2/KlJBmzjy2m7LNZlNnp029vYYmT46qq8uunh5L\n",
"kyeb6uy0a98+pw4ccKQ4agAAAAAYWULF7aRJk+Tz+QZc27VrlzweT1KCQnLZ7SFVVIQ0fboZvxaN\n",
"GjLN2K7KRUXS7t02RaPShAmWQiEbRwcBAAAAGNcSaku+4YYb9Mgjj+iiiy5SSUmJDh8+rG3btumu\n",
"u+5KdnxIotzckGbNkpqbHeruNhSJGCoutqmzU3K7TfX0SJGI5HSaCoVsqqtzatYs1uICAAAAGH8S\n",
"mrmdP3++Vq9eralTpyoUCmnatGlavXq1FixYkOz4Eubz+eT1elMdRloqLw+ppMTSxInHZnJtNpuK\n",
"iqSeHikYlMrKTBUWWqqrc6q+nllcAAAAAKnj9XoHdRcnfBRQOuEooJMXjebp8GG7Ojtj33s4HKbs\n",
"dqm1VcrPl4qKpPZ2mySLWdw0RO4jG5H3yFbkPrIReZ8dRn0U0Nq1a094U8MwdOedd558VBh37Paw\n",
"ysul3l6HGhoMhUKxInfSpFib8qFD0pQppsJhqa7OKbtdnI0LAAAAIOWGLW4nT54cP/ZnOH27JyPz\n",
"9K3HratzSooVuU6nqYIC6eBByemUSkstdXbGzsbNyZGmT6fIBQAAAJAawxa3NTU1pzMOjFOzZgXV\n",
"3OxQZ6ehYDA2i1tcbMqypPp6Q0VFlkpLLRmGdPiwQx0dsS88qqoodAEAAACcPsMWt3/5y18SusF5\n",
"5503ZsFgfCovD6mnx6HGRsmyDHV1xYrc0lJThhHbcCoQiG0+NWWKpSNH2FkZAAAAwOk1bHH71FNP\n",
"JXSDdevWjVkwGL/y80OqqpKamhwKBg31tSr3cTpNFRZKe/bYlZ8fVUmJVFdXKIfDVGVlKHWBAwAA\n",
"AMgKwxa36Va0+nw++Xw+2qmTrKIipHDYodZWK17kSlIoZJPdbqmkJPrxbsqm7HZLoZBNDQ1O1uMC\n",
"AAAAGDNer1fV1dWqrq6OX0v4KKBoNKrdu3fL7/fL4/HonHPOkd1uT1qwp4KjgE6PWJEr2WxSZ+ex\n",
"QtcwTLW02DVpUlSlpdKRIzYZhsU63HGA3Ec2Iu+Rrch9ZCPyPjuM+iig/g4cOKDVq1crHA6ruLhY\n",
"bW1tys3N1be+9S1NnTp1TANF+sjLC6miQurocGjiREstLVJvryHLsslmiyovL7az8qRJpkIh1uEC\n",
"AAAASJ6EittnnnlGn/3sZ3X11VfHjwfatGmTNm7cqFWrViU7RoxzbndsTe306dKhQw4FAjYVF9tU\n",
"UGAqGpWOHJEqK00dPWqors4pjycijyec4qgBAAAAZBLbiV8i7d+/X1dddVX8XFvDMHTllVeqvr4+\n",
"qcEh/UyeHNLMmb2SpGDQJqdTKimRdu2yq6fHUmGhJb8/V/v2OVMcKQAAAIBMklBxO2nSJPl8vgHX\n",
"du3aJY/Hk5SgkN7s9rBmzeqSYcQ2lOrsjLUpRyJSKBQ7QqikxNK+fU6KXAAAAABjIqG25BtuuEGP\n",
"PPKILrroIpWUlOjw4cPatm2b7rrrrmTHhzRWVRVUXZ1TkqHiYpsKC01ZVuxM3OZmm0pKTOXnx44M\n",
"ststzZzJelwAAAAAJyfh3ZKbmpr05ptv6ujRo5o0aZI+9alPDbtLVaqxW/L40tzsUGfnsSaBvDxT\n",
"dntsLa7TKRUXS6Yp+f2xtnd2VU4ech/ZiLxHtiL3kY3I++ww6t2Sb731Vm3YsEGStH79ei1fvlxf\n",
"/OIXkxMdMlp5eUjRqEP19bHjgsLhWKFbXBybyT16VDpyxNCUKZYiEamuzqncXHE2LgAAAICEDbvm\n",
"NhKJxL/1+NOf/nTaAkJmsttDmjUrKKfTlM0Waxbo6rIpGLQpJ0cqLbV08KCh3l6prMySx2PpwAGH\n",
"9u1zqqGBdbkAAAAARjbszO3nPvc53X777XK5XOrp6dHtt98+5OueeuqppAU3Gj6fTz6fTzU1NakO\n",
"BSOoqAips9OhQMBSV1dsJjcUin3HUlpqyjCkYFBqbjbkclkqLY0Vwvv3OxSNGpo0iWOEAAAAgGzn\n",
"9XpVXV2t6urq+LUR19y2traqtbVV3//+9/Xtb39bQ720/83GC9bcpodIxKGWFikUMmRZxoDn8vJM\n",
"5eXF1uI2NNhVUhJVSYnU1maTYVisyz1J5D6yEXmPbEXuIxuR99lh1GtuJamkpEQlJSW65557NGfO\n",
"nKQEhuyVkxNSRYXU1eVQe7ulYDA2kytJ4bBN4Y8naPPzo8rLk95/P0crVhRKkh5/3K6FC/mLCwAA\n",
"AEBMQkcBzZ07N9lxIIsVFoZUWCj19jp0+LAlm03q7DxW6LrdNvX2Sk88ka+XXmrXpEmx83L37XPK\n",
"MKQzz2QWFwAAAMh2CRW3wOmQmxubye3ocMjjseT3WzJNKRi0KS/P1Lp1XbIsqalJsttjG0+ZZmx3\n",
"ZcPgCCEAAAAgm1HcYtxxu0OSpPJyKRBwqKzM1IcfGgqHYzO5RUWmTHPgEUJOZ6woDoVis77M6AIA\n",
"AADZheIW45rLFSt08/MdCoVixW1nZ2x3ZYfDVGmpJcuSAgGpo+PYjK7NFit229ulcNhQQYGlyspQ\n",
"yj4HAAAAgOQa9pzb/jZt2qT6+npJ0p49e3T77bfrjjvu0O7du5MaHNCnsjIkl8uU02lKiu3aHQrZ\n",
"FArZ1NkZOy+3qEgqLIytxw0EpD17bNq7N0c1NW79zd9M1JYtrtR+CAAAAABJk9DM7auvvqorrrhC\n",
"kvSLX/xCV111lRwOh55//nk9/PDDSQ0Q6DN5ckjB4LH1uMcfIdQ3o9vn0CG7WlosvfZauwxD6u6O\n",
"bUIlsT4XAAAAyDQJFbehUEhOp1PBYFANDQ164IEHZLPZ9Pzzzyc7PmAApzPWWtz/CCGbTR9vPHVs\n",
"h2VJmj27V/PmScFgbCa3p0eqrLRkt0tHjjjk98deS6ELAAAApL+Eitvi4mLt2rVLjY2NOvfcc2Wz\n",
"2RQMBmWzJdTVDCRF3xFCgYBDkuIzuseKXZuCH9etTqcplyvWstzbKzU0cGYuAAAAkEkSKm6/9KUv\n",
"6bHHHlNOTo6+8Y1vSJLeeecdnXXWWUkNDkhE36ZTkuJHCRmGFApZ8bblUGjgFzHPPpunV19tV2Gh\n",
"ZFlSW5tDR48ykwsAAACkK8OyLOtkfjESiUiScnLGx4bLPp9PPp9PNTU1ampqGvG1LpdLgQAzddmg\n",
"qckhmy12PFBfy7LDYUqK7axsmrG1uMGgNGWKlJcXK3YtS2ptzbxil9xHNiLvka3IfWQj8j47VFRU\n",
"yOv1qrq6WtXV1fHrCfUV33zzzYOu5eTk6Lbbbhu7CE9RdXW1ampqUh0GxpmKipCcztha2wkTYrst\n",
"d3cbA3ZZLiiQPJ5Yu3LfkULvvhvbZbmmxq3Nm9llGQAAABhPampqBhS2UoJtydFodNC1SCQi0zTH\n",
"JjIgidzuWNuywyF1djoUDksfNx5Iiq3NPd4TT+TrX/+1XaWlsVncw4cd6ujIvJlcAAAAIFOMWNw+\n",
"8MADkqRwOBz/uU9bW5vOPvvs5EUGJMGECSFNmHCsXdk0NehIobw8U2vXdsluj83kdnVJ0ahUXh7b\n",
"abmjw6HeXrFGFwAAABhHRixulyxZIknat29f/Oc+RUVFOu+885IXGZBEFRWh+C7LRUWWjh49tsty\n",
"d7ehcPhYsTthginLiq3N7Vuj29jIbssAAADAeDJicbto0SJJ0qxZszR16tTTEQ9w2vTfZdnpPHak\n",
"UCQihcPHXtfVNbBt2bKkf/3XXP2//9ce34AqEHDINDNzEyoAAAAgHSS05nbq1Knavn279u/fr56e\n",
"HkmSZVkyDEPLli1LaoDA6dJX7Lpc0sGDseOEYuflHttpWZIKC02tXBlSb6/U0yPZbLGC+IMPmM0F\n",
"AAAAUiWh4nbjxo166623VF1drfz8fEnHilsgE02ZElJXV2w2dtIkS0eOWMOu0e3zne849H//b7vO\n",
"OksyjNjaXEk6fJjZXAAAACDZEiput2zZokcffVQlJSXJjgcYNwoLj7UtOxyxYtUwYmtujz8d2m63\n",
"9JOfBFRQEDszt28j8bo6ZnMBAACA0yGh4tbtdsvpdCY7FmBc6ztSyOUauNuyzRbbhCoatSl43OTs\n",
"d77j0Lp17aquPrY217L6ZnZjv5eTI02fzqwuAAAAcCoSKm6vuuoqrV27Vtdee62KiooGPDd58uSk\n",
"BAaMZ/13W+6bxe3sHPgau93S008H5HLFjhTqXww3NxtyuSyVlsZ+uX/R29YmRaOGJk2KyOMJCwAA\n",
"AMCJJVTcPvPMM5Kkbdu2DXru17/+9dhGBKSJ/rstu91Sa6tD4fCxIra315Bh2AYVvZLk8ZjKy4sV\n",
"xP2L3vp6uz76yK7Vq2OF84YNAc2f33W6PhIAAACQthIqbilggRMrKQkpHM5Td7ddhhErXHt7h35t\n",
"OGwbcNxQny1bclVSEtEf/9jer305tta373FLCxtUAQAAAMdLqLjt09raKr/fr7PPPjtZ8QBpLS8v\n",
"rLy82M8ul9TSEttxuW9mtm/s7Bx4vFCfhQu7NX364DbmvnHPHjaoAgAAAIaSUHHb2tqqH/3oR9q/\n",
"f78k6cUXX9Rbb72ld999V7fddlsy4wPSWllZSD09eQqH7fGZV8uSPB5Lfr81qHiVhm5j7rNiRaFu\n",
"v71Ly5ZFBm1QFXvMJlUAAADITrZEXrRhwwbNmzdPzz//vHJyYvXw+eefr3fffTepwQGZID8/LJcr\n",
"JLc7FB/z8kIqLw/J5ZKcTsVHw7BGvNc3v9mpq66KKBCIHTnUf/zgA0N1dTmqqXHr+uvd2rzZdZo+\n",
"IQAAAJB6Cc3c1tXVaeXKlbLZjtXCTqdTwePPPQEwKv03pZJiG1M1NzsGzej2jRdfbFNn59DfSYXD\n",
"hr7+9UI1N8eeX7GiUC+9FGUGFwAAAFkhoeK2qKhIzc3NqqioiF9rbGxUaWlp0gIbLZ/PJ5/Pp5qa\n",
"mlSHApyS8vLQoHbjvrGry5JlDV6r2+crXwnq7/++d8Dv9W1IFQxK+/ZFZRhOnXkmBS8AAADSl9fr\n",
"VXV1taqrq+PXEipur776av3whz/Utddeq2g0qi1btujll1/WNddck7RgR+v4Dwaks+NndPuMNLM7\n",
"YYI0dWpUweDgGd+jR6WWFjajAgAAQGYYalIzoeJ2yZIlcrlc+v3vf6/i4mK9/vrrWrZsmRYsWDDm\n",
"QQIY2XAzuy0txoizur/7XY7+8Id2GcbgI4aiUcnv54ghAAAApC/DsqyRd7BJQ01NTSM+73K5FAgw\n",
"a4XMsm+fc9ji1uk0h1zDa5qxs3gbGvrP6nYxq4uMwt/5yFbkPrIReZ8d+i+X7W/Ymds//OEPCd14\n",
"yZIlJxcRgDFVVRVUU5NjyCJ2uHN1+zz7bJ5efbVdhYUa8oghZnYBAAAw3g1b3G7evFmGEfuPWcuy\n",
"tHv3bhUVFam4uFhtbW06evSoZs+eTXELjCMVFaEB7cbHNqKKjUNxOEw99FCsYA0EEpnZZb0uAAAA\n",
"xp9hi9sHH3ww/vOzzz6riy++WF/4whckxYrd3/3ud2pubk56gABGx+0evBnVSBtRhUIjr9WVYscK\n",
"9T9iyOuNMoMLAACAcWXoAzOPs3nzZi1dujT+2DAMff7zn9fmzZuTFhiAsVVeHpLLJTmdGjDa7Sf+\n",
"3U98olfvvHNEu3Yd0WuvtauszFJHh0OBgCM+Hjzo0L59TtXXO5P/YQAAAIDjJHzO7dtvv61LLrkk\n",
"fu2dd97RxIkTkxYYgLFXUZEzaJMFl0vDrtXtGx9+ePi2ZZtNam2V/H5alwEAAJA6CRW3t9xyi9as\n",
"WaNNmzbJ4/Gora1NjY2NWrFiRbLjA3AaVFTEjheSNOiIobY2Q5HIyG3LljW4dfnf/i2qmTNpXQYA\n",
"AMDpkVBxO3fuXK1du1a1tbU6cuSILrroIs2bN09utzvZ8QE4TVyuwWt1JcnvT6zN+LrruvXVr/ZI\n",
"OlYcH7/rcleXFAwastlE4QsAAIAxlVBxK0lut1uXX355MmMBMA5Nnz78EUN9o9MpfeUrPersHPp5\n",
"05T8flqXAQAAkDzDFrcPPfSQ7rvvPknSAw88MORrDMPQd77zneREBmDcGKlt2bKkw4dPvOMyrcsA\n",
"AABIpmGL24ULF8Z/5ixbAMO1LUvS4cOJtS7//d+H9OUvh2WzHSuOhzqXNxqV/P5YscyRQwAAAEiE\n",
"YVmWleogxlpTU9OIz7tcrkE7xgLZIJm5P9w5uqMde3ulhob+7ctdtC/jlPB3PrIVuY9sRN5nh4qK\n",
"iiGvJ7TmdsuWLZoxY4amTp2qpqYmbdiwQTabTV/5yldUWVk5poECSE/l5aFBG0j1H1taTty63Of4\n",
"9mWvN8oMLgAAAEaUUHH7q1/9St///vclSS+88IKqqqpUUFCgZ555RqtWrUpqgADSx0ityy0tibUu\n",
"S9InPtGrV18NqrBw5PblvrG3Vzp6lDZmAACAbJZQcRsIBFRUVKRwOKzdu3frG9/4hux2u7785S8n\n",
"Oz4AGaKq6sS7LveNDz8cK1ADgRO3MXd3S42N7MIMAACQ7RIqbt1utw4ePKgPP/xQVVVVys3NVXd3\n",
"tzJwuS6AJKqoCI04A2sYUluboUgksfZlaehdmGljBgAAyD4JFbd/+7d/q3vvvVc2m0133323JOn9\n",
"99/XjBkzkhkbgAzkdg/fuixJfn/i7ct9Pv3psB58MKS8vMTamC1Lam2ljRkAACCTJLxbcnd3twzD\n",
"UH5+viSpvb1dlmWpqKgoqQGeDHZLBoaWLrmfaPvyyYymKX3wAbsxZ5N0yXtgrJH7yEbkfXY4pd2S\n",
"Jam3t1fbtm3T0aNHdc011ygajdKWDCApKipiOy9Lw7cv942HDxsyzcTbmCXamAEAADKRLZEX7dix\n",
"Q3fffbe2bNmi3/zmN5KkgwcP6ic/+UlSgwOQvVyukFyukNzukUdjdHUtAAAAMlRCM7c//elP9bWv\n",
"fU1z587VzTffLEk666yzVFdXl9TgAOBEZs5MfBfmvrbkDRsCKikxVVyc2BrdgRteSdGooUmTIvJ4\n",
"wqn++AAAAPhYQsVta2ur5s6dO/AXc3JkmmZSggKA0RhNG7NhSHa7KcNI7Kih/mN9vV0ffWTX6tWx\n",
"99qwIaD587tS+dEBAADwsYSK28rKSm3fvl0XXHBB/Nr777+vadOmJS2wlpYWvfTSSwoGg/r617+e\n",
"tPcBkBlcrpF3Ye5z4IBDoVBCKzIG2bIlV7/6VX58ve6tt7r0+9/3MoMLAAAwDiT0X3g33nij1q5d\n",
"qyeffFLhcFgbNmzQunXr9KUvfSlpgZWVlem2225L2v0BAAAAAJkjoZnbs88+W48++qg2b96sxYsX\n",
"q6SkRD/4wQ9UXFw8qjdbv369amtr5Xa7tWbNmvj17du367nnnpNpmlqyZImuvfba0X0KAEhQ90yg\n",
"+AAAGVRJREFUZWVIBw/G1teO9iihyy7r1dVXd6uysn+7s12BgOOE7dB9o2lyxi4AAEAyJHwUkMfj\n",
"GVB0NjQ06Pnnnx9Vy/DixYu1dOlSPfnkk/Frpmlq48aNuv/+++XxeLRy5UrNnz9fU6dOTfi+ADAa\n",
"U6aE1NXlkGmeuBjtP158cVStraNfq9s3RiLHn7Fr54xdAACAMTJicdvd3a1XXnlF+/fvV3l5uWpq\n",
"atTR0aEXX3xR7733ni6//PJRvdm5556rlpaWAdfq6upUXl6usrIySdKll16qrVu3qqioSL/4xS+0\n",
"f/9+vfLKK8zmAhhThYWJrdHtb98+pyzr1M4e4oxdAACA5BixuH322WdVX1+v888/X9u3b9dHH32k\n",
"AwcOaNGiRbr11lvldrtPOQC/3z+gvdnj8aiurk4TJkzQP/3TP53w930+n3w+X/xxTU2NXC7XiL+T\n",
"l5d3wtcAmYjcP1XJ2CHe4N9JkpH3yFbkPrIReZ89vF5v/Ofq6mpVV1ePXNxu375djzzyiIqKirR0\n",
"6VItX75cq1at0pw5c5IebKL6Pkh/gcDIbX4ul+uErwEyEbl/aqqqpOZmx6jbkfu3JT/+eFe/tuQu\n",
"VVV1iX8lyUXeI1uR+8hG5H12cLlcqqmpGXT9hG3JRUVFkqTi4mIVFBSMeWHr8XjU1tYWf9zW1iaP\n",
"xzOm7wEAY6W8PDSqDaSOHy+4IKI//rE9/rijw3FS9+k/+v1SNGpo0qQIxxIBAICsNWJxa5qm/vKX\n",
"v0iSLMuSZVnxx33OO++8UwqgqqpKzc3Namlpkcfj0Ztvvqmvfe1rp3RPAEimRM/UHUprq0Ph8MnN\n",
"/A41NjTY9dFHdq1e7ZAkbdgQ0Pz5XWP1UQEAANKGYVmWNdyTd9xxxwlvsG7duoTf7IknntDOnTsV\n",
"CAQ0ceJE1dTUaPHixaqtrR1wFNB1112X8D2H0tTUNOLztCsgW5H7qeX358nvzx3Te778cp5+9av8\n",
"+CZV5eWmfv97PzO4/ZD3yFbkPrIReZ8dKioqhrw+4sztaArXRNx9991DXp83b57mzZt3Svfu21hq\n",
"qN5rAAAAAEDm8Hq9g/ZfSvic2/FuqI2lAGA88XjCMk37mLYlX3ZZr6ZPNwe0JTNrCwAAMt2oN5QC\n",
"AIytkpKQwuE8dXfbT3kjKcOQqqujOu+8qP76r8Px66ey4dXxY0tL7FxfzuIFAADjHcUtAJxmeXlh\n",
"5eWN3f2amhxjNhPcf9yzJ6ffsUV2LVzIGiYAADB+UdwCQBrbt88pyzKScu8VKwrjG1WtWFEorzfK\n",
"DC4AABi3bKkOYKz4fD55vd5UhwEAAAAASDKv1yufzzfg2ohHAaUrjgIChkbuZ6bT05bclbZtyeQ9\n",
"shW5j2xE3meHkzoKCAAw/lVUhNTR4RiTDaT6j/PmRfTaa+0DNqqSxvY9+o/d3VJHBxtYAQCAk0Nx\n",
"CwAZwO0OJeW+zc2O+EyuNPazw31jICAdPMgGVgAA4ORR3AIAhpTMzaqOZ1lsYAUAAE4NG0oBAAAA\n",
"ANIKG0p9jIXmyFbkPkYrdW3JY7eBFXmPbEXuIxuR99mBDaUAAKNWXh5SIOCIb/okJWdDqcJCqago\n",
"Iq+3QxIbSgEAgNGjuAUAjMjlSs5mVYPfRyotPS1vBQAAMhDFLQBg3OjsjLVBj+XMcEdHRIbhSOj1\n",
"knT4MMcRAQCQjihuAQDjQv/1vakYJamujuOIAABIVxS3AICUq693Kho9PccOjYTjiAAASF8cBQQA\n",
"AAAASCscBfQxtghHtiL3MZ6Nv7bksTuOCEgF/s5HNiLvswNHAQEAxrXy8lBSNpQazXjBBRxHBABA\n",
"uqK4BQCMGxMmjP2xQ6P9Ft/tHvMQAADAaZAxa24BAAAAANmLmVsAAPrp6clTOGxPSVt0omNPj9TR\n",
"wXm8AAD0R3ELAMDHWlpia35TubHVicauLungQc7jBQDgeBS3AABI8vvz1NEx/lfrWBbn8QIAMJTx\n",
"///iCeKcWwAAAADIDpxz+zHOv0K2IveRjUaT9+nZlsx5vBgaf+cjG5H32YFzbgEAOIGystC431Bq\n",
"wgSpqIjzeAEAOB7FLQAA/eTnh5Wfn+ooTqy0NNURAAAwvmTMmlsAAAAAQPaiuAUAAAAApD3akgEA\n",
"SEMdHY5xsQZ4rMaWFkMSa4gBACeP4hYAgDTT1ORI+a7NYznu2dN/92c7uz8DAE4KxS0AAGnkgw+c\n",
"Mk0j1WGMqRUrCtXcbIv/7PVGmcEFAIxaxqy59fl88nq9qQ4DAAAAAJBkXq9XPp9vwDXDsiwrRfEk\n",
"TVNT04jPc7gzshW5j2yUiXmf2W3JXbQlj5FMzH3gRMj77FBRUTHkddqSAQBIMxUVoYzaUGrevIi8\n",
"3g5JbCgFADh5FLcAAKQhtzuU6hDGlMuV6ggAAOkuY9bcAgAAAACyF8UtAAAAACDtUdwCAAAAANIe\n",
"xS0AAAAAIO1R3AIAAAAA0h67JQMAgHEhEHCMi6OJxuN49KgUDhsqKLBUWZlZO2UDwFihuAUAACnX\n",
"3OyQaUo2mxiPGxsbberosOmf/7lQkvSjH+XosssCKf43BgDjD8UtAABIqX37nLIsI9VhjFuHDtn1\n",
"wANONTfHVpN97WuF+o//iDCDCwDHyZg1tz6fT16vN9VhAAAAAACSzOv1yufzDbhmWJZlpSiepGlq\n",
"ahrxeZfLpUCAdh5kH3If2Yi8Tw+0JY+mLbkrobZkch/ZiLzPDhUVFUNepy0ZAACkXHl5iA2lhhnP\n",
"OcfU0aOmvN4ONpQCgBFQ3AIAgHHB5aJoG47LleoIAGD8y5g1twAAAACA7EVxCwAAAABIexS3AAAA\n",
"AIC0R3ELAAAAAEh7FLcAAAAAgLRHcQsAAAAASHsUtwAAAACAtEdxCwAAAABIexS3AAAAAIC0R3EL\n",
"AAAAAEh7FLcAAAAAgLSXk+oAAAAAcGKBgEOWJRmGEhoDgYgsy5Hw61M5SqmPIdljOCwdPRr7sFVV\n",
"wRRmEpC5KG4BAADGueZmh0xTstmUcaOU+hiSPQaDUmNjjlasKJQkPf64XQsXBlKYUUBmorgFAAAY\n",
"x/btc8qyjFSHgVNgWdKKFYVqbo5V8ytWFMrrjTKDC4yxjFlz6/P55PV6Ux0GAAAAACDJvF6vfD7f\n",
"gGuGZVlWiuJJmqamphGfd7lcCgRoBUH2IfeRjch7ZALaktN7HNyW3EVbcpLwd352qKioGPI6bckA\n",
"AADjXHl5aNQbSqXTKKU+hmSOhYXSxIkReb0dkthQCkgWilsAAIA04HKFRvl6ZrDGm+LiVEcAZLaM\n",
"WXMLAAAAAMheFLcAAAAAgLRHcQsAAAAASHsUtwAAAACAtEdxCwAAAABIexS3AAAAAIC0R3ELAAAA\n",
"AEh7FLcAAAAAgLRHcQsAAAAASHsUtwAAAACAtEdxCwAAAABIexS3AAAAAIC0R3ELAAAAAEh7FLcA\n",
"AAAAgLRHcQsAAAAASHsUtwAAAACAtEdxCwAAAABIexS3AAAAAIC0R3ELAAAAAEh7FLcAAAAAgLRH\n",
"cQsAAAAASHs5qQ5gON3d3XrmmWeUm5ur6upqXXbZZakOCQAAAAAwTo3b4vbPf/6zPv3pT+vCCy/U\n",
"E088QXELAACAtNbZ6ZBpSoYhWRZjMsaOjogMw5HyOBhHN4bD0tGjhiSpqip40n/GTmtxu379etXW\n",
"1srtdmvNmjXx69u3b9dzzz0n0zS1ZMkSXXvttfL7/Zo+fbokyWajexoAAADpq7k5VtjabGJkZOw3\n",
"BoNSY2OOVqwolCQ9/rhdCxcGTurP2WktbhcvXqylS5fqySefjF8zTVMbN27U/fffL4/Ho5UrV2r+\n",
"/PnyeDxqa2vT9OnTZZrm6QwTAAAAGDMNDU719hqpDgMYlyxLWrGiUM3NsQnNFSsK5fVGT2oG97QW\n",
"t+eee65aWloGXKurq1N5ebnKysokSZdeeqm2bt2qpUuXauPGjdq2bZvmz58/7D19Pp98Pl/8cU1N\n",
"jVwu14hx5OXlnfA1QCYi95GNyHtkK3J//DAMJmqA0TFO+PeX1+uN/1xdXa3q6urUr7n1+/0qLi6O\n",
"P/Z4PKqrq1N+fr6WL19+wt/v+yD9BQIjT2O7XK4TvgbIROQ+shF5j2xF7o8f06bRlszIOFJb8uOP\n",
"d/VrS+5SVVWXRvrry+VyqaamZtD1lBe3AAAAQKYrLw+xoRQj4xBjYaE0cWJEXm+HpDTaUGoofWtr\n",
"+7S1tcnj8aQwIgAAAGDsTZgQSnUIGY+OhfTVr5n3pNlO/RanpqqqSs3NzWppaVEkEtGbb7454hpb\n",
"AAAAAACOZ1iWZZ2uN3viiSe0c+dOBQIBTZw4UTU1NVq8eLFqa2sHHAV03XXXjfrefRtLDdV7DQAA\n",
"AADIHF6vd9D+S6e1uB0vvF4vRTCyErmPbETeI1uR+8hG5H12S3lbMgAAAAAAp4riFgAAAACQ9rKy\n",
"uD3+XFwgW5D7yEbkPbIVuY9sRN5nt6xccwsAAAAAyCxZOXMLAAAAAMgsFLcAAAAAgLRHcQsAAAAA\n",
"SHs5qQ7gdNu+fbuee+45maapJUuW6Nprr011SMBJa21t1bp169Te3i7DMHTFFVfoyiuvVGdnpx5/\n",
"/HG1traqtLRUK1asUGFhoSTp5Zdf1muvvSabzaabb75Z559/viTpgw8+0Lp169Tb26t58+bp5ptv\n",
"TuVHA07INE3de++98ng8uvfee8l7ZIWuri49/fTTamxslCQtX75cU6ZMIfeR0X7729/qtddekyRN\n",
"mzZNy5cvV09PD3mPwawsEo1GrTvvvNM6dOiQ1dvba33zm9+0Pvroo1SHBZy0I0eOWPX19ZZlWVYo\n",
"FLK++tWvWh999JH14osvWq+88oplWZb18ssvWz/72c8sy7Ksjz76yPrmN79p9fb2WocOHbLuvPNO\n",
"yzRNy7Is695777X27t1rWZZlPfzww1Ztbe3p/0DAKGzatMn60Y9+ZP3whz+0LMsi75EV1q5da/33\n",
"f/+3ZVmWFYlErK6uLnIfGa2trc264447rHA4bFmWZT322GPWa6+9Rt5jSFnVllxXV6fy8nKVlZUp\n",
"JydHl156qbZu3ZrqsICTVlRUpBkzZkiSCgoKVFlZKb/fr61bt+ryyy+XJC1atEhvv/22JOntt9/W\n",
"pZdeqpycHJWVlam8vFx79+7VkSNH1N3drVmzZkmSFi5cqD//+c8p+UxAItra2lRbW6slS5bI+njT\n",
"f/IemS4YDGrXrl1asmSJJMlut8vpdJL7yHjRaFQ9PT3x0ePxkPcYUla1Jfv9fhUXF8cfezwe1dXV\n",
"pTAiYOy0tLRo//79Ouuss9Te3q6ioiJJ0sSJE9Xe3i5JOnLkiM4666z47xQXF8vv9ysnJ0cejyd+\n",
"3ePxyO/3n94PAIzC888/ry996UsKhULxa+Q9Ml1LS4vcbrfWr1+vhoYGzZw5UzfddBO5j4zm8Xh0\n",
"9dVXa/ny5crLy9P555+vuXPnkvcYUlbN3AKZqru7W2vWrNFNN90kh8Mx4DnDMFIUFZAc77zzjtxu\n",
"t2bOnBmftT0eeY9MFI1GVV9fr7/6q7/S6tWrVVBQoFdeeWXAa8h9ZJrOzk5t3bpV69at04YNG9Td\n",
"3a3NmzcPeA15jz5ZNXPr8XjU1tYWf9zW1jbgGxwgHUUiEa1Zs0YLFy7UggULJMW+wTx69KiKiop0\n",
"5MgRTZw4UdLQfwaKi4sHfXvJnw2MZ7t379Y777yj2tpa9fb2KhQKae3ateQ9Ml5f3va1VX7yk5/U\n",
"yy+/rKKiInIfGev9999XWVmZXC6XJOmSSy7Rnj17yHsMKatmbquqqtTc3KyWlhZFIhG9+eabmj9/\n",
"fqrDAk6aZVl6+umnVVlZqS984Qvx6/Pnz9cf//hHSdLrr7+uiy++OH79f/7nfxSJRNTS0qLm5mbN\n",
"mjVLRUVFcjgc2rt3ryzL0htvvBEvlIHx5oYbbtBTTz2ldevW6e6771Z1dbXuuusu8h4Zr6ioSCUl\n",
"JWpqapIkvffeezrjjDN00UUXkfvIWKWlpdq7d6/C4bAsy9J7772nqVOnkvcYkmEN19OVoWprawcc\n",
"BXTdddelOiTgpO3atUurVq3StGnT4i05N9xwg2bNmjXs9vgvvfSSXnvtNdntdt1000264IILJB3b\n",
"Hj8cDmvevHm65ZZbUva5gETt2LFDmzZt0re+9a0RjwIi75Ep9u/frw0bNigSiWjy5Mlavny5TNMk\n",
"95HRvF6v3nrrLdlsNs2cOVO33Xaburu7yXsMknXFLQAAAAAg82RVWzIAAAAAIDNR3AIAAAAA0h7F\n",
"LQAAAAAg7VHcAgAAAADSHsUtAAAAACDtUdwCAAAAANIexS0AACfh5Zdf1tNPPz3s82+88YYeeuih\n",
"MX/fjo4OrVixQr29vWN+b0lat26dfvWrX53yff74xz/qgQcekCT19vZqxYoV6ujoOOX7AgAwnJxU\n",
"BwAAwHi1ZcsW/fa3v1VTU5McDodmzJih6667TrNnz9Z1110Xf11LS4vuuusu/fKXv5TNFvve+DOf\n",
"+Yw+85nPjHlMr7zyihYtWqTc3Nwxv7ckGYYhwzDG9J65ublavHixXnnlFd14441jem8AAPowcwsA\n",
"wBB++9vf6vnnn9f111+vZ555Rk899ZQ+//nPa+vWrSmLqbe3V6+//vqwRbNlWbIs65TfZyzucbxL\n",
"L71Ur7/+uiKRyJjfGwAAiZlbAAAGCQaD8nq9Wr58uRYsWBC/fuGFF+rCCy+UJHm9Xh06dEh33XWX\n",
"Vq1aJUm66aabZBiG7rvvPjU1NekPf/iDvvvd70qSDhw4oGeffVb19fVyu91atmyZPvWpT0mStm3b\n",
"pp/97Gdqa2uTw+HQF77wBV199dWD4tq7d68KCwvl8Xji1x588EHNnj1bPp9P9fX1+pd/+Rft3LlT\n",
"//Ef/yG/3y+3261rrrlGn/3sZyVJPp9Pa9eu1VVXXaV///d/l81m09/93d9p0aJFg94vFArpkUce\n",
"0fTp03XTTTeN+BkCgYDWr1+vHTt2qLKyUnPnzh1wr+LiYk2YMEF79uzRnDlzTvZfDQAAw6K4BQDg\n",
"OHv27FFvb++AwvZ4/Vt3v/vd7+rOO+/Uc889F29Lbmpqij/f3d2t73//+1q2bJnuu+8+ffjhh/re\n",
"976nadOmqbKyUk8//bS+/vWva/bs2QoGgzp06NCQ7/nhhx+qoqJi0PU33nhDK1euVEVFhSzLUlNT\n",
"k1auXKmysjLt2LFDP/jBD1RVVaWZM2dKktrb2xUMBrVhwwa9++67euyxx7RgwQI5nc74ZwsEAnr4\n",
"4Yd1wQUXaNmyZcN+hjPOOENTp07Vxo0blZ+fr5/85Cc6dOiQHnroIU2ePHlAnJWVlWpoaKC4BQAk\n",
"BW3JAAAcJxAIyOVyxQvVofRv3T1RG++2bdtUVlamRYsWyWazacaMGbrkkkv01ltvSZJycnLU2Nio\n",
"YDAop9MZL0KPFwwGVVBQMOCaYRi6/PLLNXXqVNlsNtntdl144YUqKyuTJM2ZM0dz587Vzp07479j\n",
"t9v1xS9+UTabTfPmzVNBQcGAYtzv9+vBBx/Upz/9aS1btmzEz/CnP/1Jpmnqf//3f1VTU6O8vDyd\n",
"ccYZuvzyywf9cykoKFBXV9eI/6wAADhZzNwCAHAcl8ulQCAg0zRHLHATdfjwYe3du1c333xz/Fo0\n",
"GtXChQslSd/4xjf0m9/8Rj//+c81ffp03XDDDTr77LMH3WfChAnq7u4edL2kpGTA49raWv3bv/2b\n",
"Dh48KMuy1NPTo+nTpw/4fP0/V15eXvy+lmWptrZWDodDn/vc5xL6DB0dHTJNc0Acx8ckxWawJ0yY\n",
"MPw/KAAATgHFLQAAxzn77LOVk5OjP//5z/rkJz855Gv6tyWfaHfhkpISzZkzR//n//yfIZ+vqqrS\n",
"PffcI9M09bvf/U6PP/64nnrqqUGvmzZtml599dUR36u3t1dr1qzRXXfdpYsvvlg2m02PPvpowptE\n",
"GYahK664Ql1dXfrBD36gb3/728rPzx/xM/R9CdDa2hpvm25tbR30ugMHDgy5lhgAgLFAWzIAAMdx\n",
"Op1atmyZNm7cqLfffls9PT2KRCKqra3Vz372M0kDW5HdbrcMwxh2reyFF16ogwcPavPmzYpEIopE\n",
"Iqqrq9OBAwcUiUT0xhtvKBgMymazyeFwDDtbPGvWLHV1dcnv9w8be9/9XS6XDMNQbW2t3nvvvYQ/\n",
"e9/n+vKXv6wpU6Zo9erVCofDI34Gm82mSy65RF6vV+FwWI2NjXr99dcHFP1+v1+dnZ0666yzEo4F\n",
"AIDRYOYWAIAhXHXVVSoqKtJLL72kH//4x3I4HDrzzDN1/fXXSxp4Hmx+fr6uv/563X///YpGo/r2\n",
"t78df40kORwO3XfffXrhhRf0wgsvyLIszZgxI37m6xtvvKFnn31WpmmqsrJSX/3qV4eMKScnR4sW\n",
"LdIbb7yha665ZsjXOBwO3XzzzXr88ccViUR00UUXaf78+Ql/7v6f69Zbb9W6dev06KOP6p577hnx\n",
"M9xyyy1av369/vEf/1FTp07V4sWLtWPHjvh9t2zZossvv1w5OfynBwAgOQwrGYfZAQCApOjo6NCq\n",
"Vav0yCOPKDc3N9XhJKS3t1f33HOPvvOd78jtdqc6HABAhqK4BQAAAACkPdbcAgAAAADSHsUtAAAA\n",
"ACDtUdwCAAAAANIexS0AAAAAIO1R3AIAAAAA0h7FLQAAAAAg7VHcAgAAAADS3v8HbaMVJ6agqG4A\n",
"AAAASUVORK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax = plt.gca()\n",
"ax.scatter(range(len(c)),sorted(list(c.values()),reverse = True))\n",
"ax.set_yscale('log')\n",
"#ax.set_xscale('log')\n",
"ax.set_xlim(-100,len(c)+100)\n",
"ax.set_ylim(0.9,c.most_common(1)[0][1]+5000)\n",
"ax.set_xlabel('Cities (ranked)')\n",
"ax.set_ylabel('Residents following at least one governor')\n",
"ax.set_title('Total Number of Residents Following at least one Governor');"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"116 West Rose Lane, Phoenix, AZ 85013, USA \t # of govs followed: 50\n",
"4075 Wilson Boulevard, Arlington, VA 22203, USA \t # of govs followed: 50\n",
"139 Randolph Place Northwest, Washington, DC 20001, USA \t # of govs followed: 50\n",
"North Charles Street & Interstate 83, Baltimore, MD 21201, USA \t # of govs followed: 49\n",
"3023 North 9th Street, Philadelphia, PA 19133, USA \t # of govs followed: 49\n",
"636 Williams Street, Denver, CO 80218, USA \t # of govs followed: 48\n",
"2729 King Street, Alexandria, VA 22302, USA \t # of govs followed: 48\n",
"146 Dale Street, Boston, MA 02119, USA \t # of govs followed: 48\n",
"182 Northside Drive Northwest, Atlanta, GA 30314, USA \t # of govs followed: 48\n",
"Elmore Street, Pittsburgh, PA 15219, USA \t # of govs followed: 47\n"
]
}
],
"source": [
"# http://code.xster.net/pygeocoder/wiki/Home\n",
"from pygeocoder import Geocoder\n",
"for i in range(10):\n",
" x = c2.most_common(10)[i]\n",
" results = Geocoder.reverse_geocode(\n",
" float(x[0].split(',')[0]),\n",
" float(x[0].split(',')[1]))\n",
" print(results, '\\t # of govs followed:',x[1])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"states = folium.Map(location=[40, -99], zoom_start=4, tiles='Mapbox Bright')\n",
"for k,v in c2.items():\n",
" states.circle_marker(location=k.split(','), radius=v*10)\n",
"states.create_map(path='unique_govs.html')\n",
"HTML('')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import json\n",
"from collections import Counter\n",
"f = json.load(open('../data/geocoded.json'))\n",
"c = Counter()\n",
"for state in f:\n",
" #print(state,f[state]['flocs'])\n",
" c.update(f[state]['flocs'])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"139 Randolph Place Northwest, Washington, DC 20001, USA \t # of followers: 26485\n",
"146 Dale Street, Boston, MA 02119, USA \t # of followers: 14453\n",
"182 Northside Drive Northwest, Atlanta, GA 30314, USA \t # of followers: 8384\n",
"636 Williams Street, Denver, CO 80218, USA \t # of followers: 8379\n",
"1017 West 31st Street, Austin, TX 78705, USA \t # of followers: 6633\n",
"2801 South Leavitt Street, Chicago, IL 60608, USA \t # of followers: 6432\n",
"2513 East Burnside Street, Portland, OR 97214, USA \t # of followers: 5856\n",
"Buffalo Bayou Bike Trail, Houston, TX 77019, USA \t # of followers: 5521\n",
"1816 Portland Avenue, Minneapolis, MN 55404, USA \t # of followers: 4804\n",
"3814 Munger Avenue, Dallas, TX 75204, USA \t # of followers: 4674\n"
]
}
],
"source": [
"# http://code.xster.net/pygeocoder/wiki/Home\n",
"from pygeocoder import Geocoder\n",
"for i in range(10):\n",
" x = c.most_common(10)[i]\n",
" lat,lon = x[0].split(',')\n",
" results = Geocoder.reverse_geocode(float(lat), float(lon))\n",
" print(results, '\\t # of followers:',x[1])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"states = folium.Map(location=[40, -99], zoom_start=4, tiles='Mapbox Bright')\n",
"for k,v in c.items():\n",
" states.circle_marker(location=k.split(','), radius=v)\n",
"states.create_map(path='all_followers.html')\n",
"HTML('')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n",
"1\n"
]
}
],
"source": [
"from mpl_toolkits.basemap import Basemap\n",
"from matplotlib.path import Path\n",
"\n",
"# Mercator Projection\n",
"# http://matplotlib.org/basemap/users/merc.html\n",
"m = Basemap(projection='merc', llcrnrlat=-80, urcrnrlat=80,\n",
" llcrnrlon=-180, urcrnrlon=180, lat_ts=20, resolution='c')\n",
"\n",
"# Poly vertices\n",
"p = [[25.774252, -80.190262], [18.466465, -66.118292], [32.321384, -64.75737]]\n",
"\n",
"# Projected vertices\n",
"p_projected = [m(x[1], x[0]) for x in p]\n",
"\n",
"# Create the Path\n",
"p_path = Path(p_projected)\n",
"\n",
"# Test points\n",
"p1 = [27.254629577800088, -76.728515625]\n",
"p2 = [27.254629577800088, -74.928515625]\n",
"\n",
"# Test point projection\n",
"p1_projected = m(p1[1], p1[0])\n",
"p2_projected = m(p2[1], p2[0])\n",
"\n",
"print(p_path.contains_point(p1_projected))\n",
"print(p_path.contains_point(p2_projected))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}