AMILIO-Model-Playground/channel_experiments.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a853eaac-8442-45f9-a83a-65680038469c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from experiment_loader import load_2d_experiment, load_3d_experiment\n",
    "from modeling import *\n",
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "from plotly.subplots import make_subplots\n",
    "PLOT_WIDTH = 2000\n",
    "PLOT_HEIGHT = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6bf319ac-120f-48b2-8239-68a72cb7caf5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "81811eea-db29-4f40-989c-20e6a5ad0a52",
   "metadata": {},
   "outputs": [],
   "source": [
    "channels, channel_meas = load_2d_experiment(\"./lut_channnel_sweep.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "284d739a-7a6b-4002-994a-86b62d793df2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.034859607127407585\n",
      "0.03090997176087061\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/nix-shell.8CxYvC/ipykernel_43044/936966914.py:46: DeprecationWarning:\n",
      "\n",
      "\n",
      "Support for Kaleido versions less than 1.0.0 is deprecated and will be removed after September 2025.\n",
      "Please upgrade Kaleido to version 1.0.0 or greater (`pip install 'kaleido>=1.0.0'` or `pip install 'plotly[kaleido]'`).\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "mode": "markers",
         "name": "Layer Execution Time",
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
          1041,
          1042,
          1043,
          1044,
          1045,
          1046,
          1047,
          1048,
          1049
         ],
         "xaxis": "x",
         "y": [
          0.7428208023309708,
          0.9806959956884385,
          0.8071743994951248,
          0.8075008004903793,
          1.3809375941753388,
          1.5973904073238372,
          1.7183567941188813,
          1.1534016013145447,
          1.554955208301544,
          1.2423552036285401,
          1.3295455932617188,
          1.5566479980945587,
          1.0148719906806947,
          1.7998144149780273,
          1.8006223917007447,
          1.0898143887519836,
          1.6281296014785767,
          1.6241929977136624,
          1.6306752026081086,
          1.6271631956100463,
          1.7464960038661956,
          1.7473760008811952,
          1.7470502660589575,
          1.6451856076717377,
          2.031230401992798,
          2.0328997668098,
          1.6870134555101395,
          2.032071205973625,
          1.7669376015663147,
          1.6070608079433442,
          2.4245919942855836,
          1.607860340136234,
          2.578500807285309,
          2.579713451391083,
          2.5800685627119884,
          2.5799905143717607,
          2.2708613177140555,
          2.3926784727308483,
          2.3905824104944866,
          2.3926090792323764,
          2.7121942809649875,
          2.801771640777588,
          2.8004931021820414,
          2.7000719805558524,
          2.3126170120047567,
          2.313502601955248,
          2.405004226443563,
          2.313037203151291,
          3.195670272707939,
          2.7460645880454626,
          2.743395621126348,
          2.7461876327341255,
          3.0081018274480646,
          3.0114552058597157,
          3.0320079922676086,
          3.0112568747322515,
          2.8047360646443105,
          3.555940794944763,
          3.0697855949401855,
          3.3255346715450287,
          2.767937407903145,
          2.7683143676519393,
          2.5758607983589172,
          2.7685652269381227,
          3.79461590051651,
          3.7950675762616672,
          3.79271599650383,
          3.794319585347787,
          3.6729070639904635,
          3.5885999675993614,
          3.58777117729187,
          3.67252801656723,
          3.810280787206329,
          3.8089733322461448,
          3.8097636310766774,
          3.810499083611273,
          3.513378491666582,
          3.5131117230528717,
          3.512128007411957,
          3.512839323066803,
          3.8476256370544433,
          3.843883161151081,
          3.847783759959693,
          3.8451231837272646,
          3.5936224362812936,
          3.5931333237224155,
          3.593180799484253,
          3.7723760043873504,
          3.906960000594457,
          3.907467210292816,
          3.9075447104193946,
          3.9138368010520934,
          3.561730288323902,
          3.5604116139411928,
          3.5617488026618958,
          3.5613492742369446,
          4.9109807968139645,
          4.905825424664126,
          4.912051430770329,
          4.905048407001413,
          4.579596012830734,
          4.57807735602061,
          4.578809642791748,
          4.579058282034738,
          4.918105443318685,
          4.918118716336557,
          4.9186927556991575,
          4.919711968478034,
          4.511002589848416,
          4.510258767915809,
          4.510987136674964,
          4.510189706628973,
          4.947619199752808,
          4.948425949596968,
          4.946892762184143,
          4.9484412025002875,
          4.5883743842442835,
          4.589877300792271,
          4.587195205688476,
          4.5904828442467585,
          5.013685110138684,
          5.015241599082946,
          5.014796136300775,
          5.015500831604004,
          4.549872016906738,
          4.550425892784482,
          4.550661440320343,
          4.551167436548181,
          6.01450400352478,
          6.014834797900656,
          6.013169598579407,
          6.01626906269475,
          5.5750223875045775,
          5.577913594245911,
          5.576248002052307,
          5.573977589607239,
          6.028419184684753,
          6.028427219390869,
          6.028403186798096,
          6.029003432818821,
          5.572332763671875,
          5.571463335267361,
          5.574510407447815,
          5.571836221785772,
          6.058700799942017,
          6.061012852191925,
          6.059156799316407,
          6.060633863721575,
          5.587884570613052,
          5.586108827590943,
          5.588825281276259,
          5.586995220184326,
          6.136863253837408,
          6.13724799156189,
          6.138238406181335,
          6.137601542472839,
          5.546949552453083,
          5.547539186477661,
          5.545606970787048,
          5.546932901654925,
          7.131637346176874,
          7.131435019629342,
          7.130643259154426,
          7.133411663376155,
          6.567292801539103,
          6.5671451432364325,
          6.57075089393778,
          6.567265415191651,
          7.1305132279029255,
          7.133052902836954,
          7.131648018956184,
          7.1307328526429306,
          6.56855696085337,
          6.566053703096178,
          6.569841623306274,
          6.564873863052536,
          7.168139518835606,
          7.170779122977422,
          7.171222874096462,
          7.167452925727481,
          6.581262083053589,
          6.58056273111483,
          6.578937578201294,
          6.577673625946045,
          7.242790195677015,
          7.242805661381902,
          7.243236736319531,
          7.2423406555539085,
          6.536874648502895,
          6.535423018715599,
          6.5385097322009855,
          6.536744560993893,
          8.241518449783324,
          8.241991901397705,
          8.239758435417624,
          8.238673246823824,
          7.558028918046218,
          7.5603280544281,
          7.5614784240722654,
          7.558285326957702,
          8.237451340327098,
          8.234402881969105,
          8.24107837677002,
          8.234361120370718,
          7.554019410559472,
          7.557184004783631,
          7.5541199207305905,
          7.553742456436157,
          8.268179647384152,
          8.269387197494506,
          8.265734434127808,
          8.267261025399872,
          7.565769648551941,
          7.565326404571533,
          7.564620796839396,
          7.56484840130806,
          8.346794677503182,
          8.34925109392976,
          8.3523344039917,
          8.347849559783935,
          7.525642918377388,
          7.526523137092591,
          7.527411150932312,
          7.527631998062134,
          9.338392066955567,
          9.335700750350952,
          9.335177612304687,
          9.33732476234436,
          8.54993067847358,
          8.547337579727174,
          8.548200188159942,
          8.54507360458374,
          9.336318302154542,
          9.336088957609954,
          9.336063934094978,
          9.338268804550172,
          8.546333465576172,
          8.545960876676771,
          8.545671615960464,
          8.545711105748227,
          9.367499075203298,
          9.365949995974278,
          9.36869764328003,
          9.367668091656757,
          8.55595830887083,
          8.552952730430746,
          8.552001953125,
          8.554979193444346,
          9.449024768102737,
          9.449428796768188,
          9.451120024635678,
          9.451097583770752,
          8.514450311660767,
          8.514121532440186,
          8.514422416687012,
          8.513974332809449,
          10.446578287284014,
          10.441190433502197,
          10.44538722038269,
          10.447366380691529,
          9.530629917066925,
          9.53077597618103,
          9.533125432332357,
          9.529580879211426,
          10.439903974533081,
          10.438553619384766,
          10.435932922363282,
          10.435595273971558,
          9.528327941894531,
          9.530166387557983,
          9.5287504196167,
          9.53004961013794,
          10.473734378814697,
          10.473520135879516,
          10.475777530670166,
          10.47605809500051,
          9.541369699452021,
          9.540708154547517,
          9.542011578877768,
          9.542145442962646,
          10.56618399620056,
          10.566536970305862,
          10.566606476193382,
          10.566749170091416,
          9.504780817031861,
          9.50236954689026,
          9.503698805104131,
          9.50385594367981,
          11.55935196876526,
          11.557815980911254,
          11.561163234710694,
          11.555635166168212,
          10.523289585113526,
          10.522056102752686,
          10.522563123703003,
          10.522756250281082,
          11.542137575149535,
          11.544529581069947,
          11.544806289672852,
          11.543078279495239,
          10.52088794708252,
          10.521635246276855,
          10.519148778915405,
          10.521179012615809,
          11.576604652404786,
          11.580672966109383,
          11.579154118247654,
          11.580238389968873,
          10.532838624099206,
          10.532726464448151,
          10.535415935516358,
          10.532236766815185,
          11.677207946777344,
          11.676162510587458,
          11.675615741781993,
          11.674668741226196,
          10.493343683594432,
          10.493337712802616,
          10.494390392303467,
          10.494247961044312,
          12.680256006194323,
          12.675089269071012,
          12.675419187545776,
          12.677777576446534,
          11.513156652450562,
          11.517214298248291,
          11.514733097769998,
          11.515998458862304,
          12.650009376246755,
          12.65112476348877,
          12.653079938888549,
          12.652332782745361,
          11.508875226974487,
          11.509838485717774,
          11.508762142874978,
          11.510977745056152,
          12.681846427917481,
          12.684791946411133,
          12.68293924331665,
          12.680009603500366,
          11.520990324020385,
          11.519702386856078,
          11.520830392837524,
          11.520308780670167,
          12.7801374516017,
          12.780536031723022,
          12.77922077178955,
          12.782796859741211,
          11.483640003204346,
          11.48378882408142,
          11.4833664894104,
          11.483118391036987,
          13.780438470840455,
          13.784934377670288,
          13.784395217895508,
          13.784941066395152,
          12.506177425384521,
          12.503923225402833,
          12.50623984336853,
          12.505356740951537,
          13.755116844177246,
          13.756777477264404,
          13.757831709725517,
          13.760446405410766,
          12.50141282081604,
          12.502500820159913,
          12.500916307622736,
          12.49962239265442,
          13.786121654510499,
          13.788860702514649,
          13.790561485290528,
          13.789494466781616,
          12.512390422821046,
          12.515948642383922,
          12.515652797840259,
          12.516332769393921,
          13.893288363581119,
          13.891054344177245,
          13.895180797576904,
          13.892267179489135,
          12.471523793538411,
          12.474910402297974,
          12.474252796173095,
          12.47154478593306,
          14.89758882522583,
          14.895435190200805,
          14.892395114898681,
          14.893023920059203,
          13.499345938364664,
          13.498790407180786,
          13.501499271392822,
          13.50037922859192,
          14.863808012008667,
          14.869803190231323,
          14.867019176483154,
          14.865825849420885,
          13.494320056507888,
          13.496812772750854,
          13.494294261932373,
          13.491361618041992,
          14.898664647882635,
          14.902946295561614,
          14.897555947303772,
          14.899149894714355,
          13.50944800376892,
          13.507161458333334,
          13.509571313858032,
          13.509543943405152,
          15.004462337493896,
          15.008468866348267,
          15.011848002672195,
          15.009468793869019,
          13.465078751246134,
          13.46594877243042,
          13.465763235092163,
          13.465735764339053,
          16.003387260437012,
          16.00558729171753,
          16.003081464767455,
          16.003676934675738,
          14.489073657989502,
          14.488737678527832,
          14.490846347808837,
          14.49280333518982,
          15.970196158797652,
          15.9701566696167,
          15.966442260742188,
          15.967785549163818,
          14.48070569038391,
          14.482166433334351,
          14.479481649398803,
          14.486259174346923,
          15.991906413325557,
          15.993027114868164,
          15.991604709625244,
          15.995182323455811,
          14.498036861419678,
          14.499287939071655,
          14.497806220219053,
          14.498575973510743,
          16.11172170639038,
          16.111352062225343,
          16.11338777253122,
          16.115065574645996,
          14.453655286268754,
          14.452729511260987,
          14.454234026279687,
          14.454582161373562,
          17.10611515045166,
          17.10645761489868,
          17.106218631450947,
          17.111108735267152,
          15.481206369400024,
          15.483865642547608,
          15.48065915107727,
          15.478884744644166,
          17.080723190307616,
          17.0815598487854,
          17.081520544516074,
          17.0834303855896,
          15.46762399673462,
          15.473745536804199,
          15.468528032302856,
          15.471071814313348,
          17.10914554595947,
          17.106430753072104,
          17.107355213165285,
          17.106658823349896,
          15.489711999893188,
          15.490531319066099,
          15.487161493301391,
          15.492758959531784,
          17.232703072684153,
          17.233113765716553,
          17.232455215454102,
          17.231212515580026,
          15.442867183685303,
          15.441571235656738,
          15.442305995571997,
          15.44583721818595,
          18.230593490600587,
          18.232848789380945,
          18.22902642763578,
          18.229939270019532,
          16.47475061416626,
          16.47347745895386,
          16.474086082587807,
          16.47434558868408,
          18.175217628479004,
          18.169480817071324,
          18.17076089647081,
          18.176035118103027,
          16.457640361785888,
          16.456618911341618,
          16.456588249206543,
          16.457601107083836,
          18.203035068511962,
          18.204734230041502,
          18.200711743584996,
          18.203604698181152,
          16.478859233856202,
          16.483025455474852,
          16.476358207496435,
          16.479316589512777,
          18.321973576265222,
          18.32124964396159,
          18.32223455111186,
          18.319774436950684,
          16.427748918533325,
          16.432134188138523,
          16.432278663881362,
          16.42967987060547,
          19.318998432159425,
          19.312437057495117,
          19.309582328796388,
          19.31791524887085,
          17.461555549076625,
          17.45852632522583,
          17.461551856994628,
          17.4583423464906,
          19.268063953944615,
          19.27448454770175,
          19.269721755981447,
          19.273051166534422,
          17.44170560836792,
          17.442211151123047,
          17.440523052215575,
          17.442846134730747,
          19.30822099423876,
          19.309811115264893,
          19.309851264953615,
          19.311379146575927,
          17.46993932723999,
          17.471237087249754,
          17.469723320007326,
          17.468601186224756,
          19.444679816563923,
          19.44747986112322,
          19.446702194213866,
          19.445740737915038,
          17.416721534729003,
          17.42089921337063,
          17.4185471534729,
          17.416613006591795,
          20.44474353790283,
          20.44305772781372,
          20.44233112335205,
          20.436046854654947,
          18.45475845336914,
          18.455330408536472,
          18.45188636779785,
          18.454540634155272,
          20.384453501020158,
          20.383574199676513,
          20.386057758331297,
          20.383376121520996,
          18.4317006111145,
          18.43120611474869,
          18.4319635738026,
          18.434047794342042,
          20.412372493743895,
          20.416399355287904,
          20.411412715911865,
          20.41244125366211,
          18.463219589657253,
          18.46932418529804,
          18.465862369537355,
          18.46816840924715,
          20.552083206176757,
          20.550164794921876,
          20.55186102940486,
          20.553585529327393,
          18.40528621673584,
          18.404933373133343,
          18.408756732940674,
          18.40487184524536,
          21.543340969085694,
          21.54628791809082,
          21.540643838735726,
          21.545917708298255,
          19.448710250854493,
          19.446117043495178,
          19.4461407661438,
          19.448684883117675,
          21.482633876800538,
          21.483681678771973,
          21.480636882781983,
          21.483550357818604,
          19.416507244110107,
          19.42096338272095,
          19.421347173055015,
          19.42200174331665,
          21.518609821796417,
          21.515917257829145,
          21.518858521072953,
          21.51669111251831,
          19.45228796005249,
          19.451418331691197,
          19.453464279174806,
          19.453820579930355,
          21.661313438415526,
          21.662024116516115,
          21.663249588012697,
          21.660906164986745,
          19.398209667205812,
          19.3909117380778,
          19.396220874786376,
          19.397684926572055,
          22.66328803698222,
          22.657978194100515,
          22.66369915008545,
          22.663374252319336,
          20.43612043207342,
          20.437539196014406,
          20.437113761901855,
          20.438358306884766,
          22.59591064453125,
          22.59247689020066,
          22.598081515385555,
          22.59668951034546,
          20.407213756016322,
          20.406507396697997,
          20.406867294311525,
          20.40878562927246,
          22.63247673852103,
          22.629037720816477,
          22.629081872793343,
          22.630527877807616,
          20.45808963775635,
          20.45392484664917,
          20.460287857055665,
          20.45557516271418,
          22.768014430999756,
          22.765664100646973,
          22.770202142220956,
          22.767686367034912,
          20.387567901611327,
          20.387116718292237,
          20.385636711120604,
          20.381257724761962,
          23.767428985008827,
          23.769987446921213,
          23.7699032659116,
          23.765539264678956,
          21.442159423828127,
          21.44308304786682,
          21.44006530098293,
          21.437940979003905,
          23.71126045227051,
          23.70149803161621,
          23.70802356885827,
          23.705341692324037,
          21.40482911196622,
          21.400828742980956,
          21.40240020751953,
          21.40415156515021,
          23.74081403017044,
          23.734791657020306,
          23.740035102480935,
          23.736814403533934,
          21.44331828030673,
          21.44533069928487,
          21.44444793065389,
          21.444212039311726,
          23.884797255198162,
          23.88511610031128,
          23.887282397295976,
          23.88472865178035,
          21.375401337941486,
          21.3771502494812,
          21.377014636993408,
          21.37327702840169,
          24.885374450683592,
          24.87913203239441,
          24.878390092116135,
          24.879828929901123,
          22.429076671600342,
          22.42805052863227,
          22.426214599609374,
          22.42426476111779,
          24.79923078748915,
          24.80214666283649,
          24.801414984243888,
          24.798222255706786,
          22.38576946258545,
          22.389733028411865,
          22.38847491615697,
          22.389961528778077,
          24.827816092449687,
          24.833462424900222,
          24.827608632677386,
          24.82650399208069,
          22.435619990030926,
          22.43593282699585,
          22.43934545516968,
          22.4356032371521,
          24.99564676699431,
          24.989723478044784,
          24.99293270111084,
          24.99117431640625,
          22.36924303494967,
          22.37291374206543,
          22.368955230712892,
          22.367165664146686,
          25.983397006988525,
          25.982331371307374,
          25.98432870344682,
          25.988239895213734,
          23.428300762176512,
          23.427251052856445,
          23.425694783528645,
          23.426756313868932,
          25.90881882644281,
          25.910636953405433,
          25.905160511241238,
          25.911674976348877,
          23.382324695587158,
          23.3808030128479,
          23.38010721206665,
          23.381931767319188,
          25.942924976348877,
          25.946308612823486,
          25.941243444170272,
          25.94025218848026,
          23.437502966986763,
          23.43124595201348,
          23.43158531188965,
          23.429780183015048,
          26.103644256591796,
          26.10659477927468,
          26.1039457321167,
          26.10936164855957,
          23.35434579849243,
          23.354751873016358,
          23.357070982456207,
          23.358227157592772,
          27.105785522460938,
          27.105291434696742,
          27.102660655975342,
          27.105356057484943,
          24.42029822956432,
          24.419657309850056,
          24.41516460516514,
          24.41606947580973,
          27.019049549102782,
          27.018348598480223,
          27.024276733398438,
          27.018427276611327,
          24.36357765197754,
          24.37160978317261,
          24.372079769770306,
          24.369587230682374,
          27.055730295181274,
          27.05433769226074,
          27.05940515344793,
          27.060917952965045,
          24.44032881810115,
          24.436574459075928,
          24.436916419437953,
          24.437771224975585,
          27.2158696101262,
          27.21436544565054,
          27.215230560302736,
          27.211054515838622,
          24.346485208581996,
          24.34557004128733,
          24.34613929476057,
          24.344584506490957,
          28.209825801849366,
          28.20617202758789,
          28.199591343219463,
          28.20092589514596,
          25.419120121002198,
          25.426029378717597,
          25.427002906799316,
          25.420763301849366,
          28.135595397949217,
          28.133241835094633,
          28.12739839553833,
          28.130327901532574,
          25.357087993621825,
          25.355696201324463,
          25.355801486968993,
          25.35488579489968,
          28.161114331838245,
          28.15925588607788,
          28.15569694369447,
          28.160029707283808,
          25.42809114456177,
          25.424185276031494,
          25.421697253272647,
          25.423748874664305,
          28.333028078079224,
          28.331272193363734,
          28.327144549443172,
          28.33071336746216,
          25.330332095806416,
          25.33228144645691,
          25.328305671954976,
          25.33164644241333,
          29.34602665901184,
          29.336627388000487,
          29.32684222134677,
          29.325899124145508,
          26.420419216156006,
          26.416382710138958,
          26.424926376342775,
          26.425061763416636,
          29.236276920025166,
          29.23240205515986,
          29.23435013382523,
          29.23591833114624,
          26.339525388634723,
          26.3565185546875,
          26.358873653411866,
          26.3465615272522,
          29.26744485938031,
          29.264023008800688,
          29.256104729392312,
          29.269204946664665,
          26.427437562208908,
          26.433244514465333,
          26.42934732437134,
          26.439955234527588,
          29.434316968917848,
          29.448046597567473,
          29.432155036926268,
          29.441718292236327,
          26.316204217764046,
          26.333950328826905,
          26.324298949468705,
          26.325401306152344,
          30.431276480356853,
          30.44150522020128,
          30.4440654407848,
          30.444243748982746,
          27.414432048797607,
          27.415974502563476,
          27.417786164717242,
          27.435370581490652,
          30.334231009850136,
          30.34584275607405,
          30.332361016954696,
          30.341321659088134,
          27.34750629606701,
          27.347937629336403,
          27.330200782189003,
          27.347649574279785,
          30.381307235130897,
          30.387156859688137,
          30.374106060374867,
          30.384731565202987,
          27.428327878316242,
          27.437004852294923,
          27.428675128567605,
          27.439093726021902,
          30.55873289975253,
          30.572684860229494,
          30.55989953449794,
          30.568445205688477,
          27.313568210601808,
          27.320174407958984,
          27.323291110992432,
          27.321289560069207,
          31.555421389066257,
          31.569909962740812,
          31.56499445879901,
          31.560439482979152,
          28.41786479949951,
          28.43090675354004,
          28.422250509262085,
          28.424042205810547,
          31.46697733952449,
          31.467066153501854,
          31.472001143864222,
          31.470811760943867,
          28.325142288208006,
          28.337721729278563,
          28.33282302856445,
          28.334212875366212,
          31.485361735026043,
          31.493688992091588,
          31.48600149154663,
          31.488593174861027,
          28.448621681758336,
          28.450927352905275,
          28.45285921096802,
          28.44877162346473,
          31.6886625289917,
          31.67993848751753,
          31.684307098388672,
          31.685600090026856,
          28.308460235595703,
          28.312481293311485,
          28.3152760664622,
          28.312757260871656,
          32.683385555560776,
          32.68802486766469,
          32.69004370949485,
          32.68936259929951,
          29.46704978942871,
          29.452755314963206,
          29.461466244288854,
          29.458571990331013,
          32.59952389110219,
          32.60178264494865,
          32.59690143751062,
          32.599653652736116,
          29.357101712908065,
          29.36078483581543,
          29.354787473325377,
          29.360416065562855,
          32.65849622090658,
          32.65864936341631,
          32.66056182861328,
          32.64819960160689,
          29.48897535904594,
          29.487034252711705,
          29.483163833618164,
          29.48511401089755,
          32.8567416978919,
          32.8578914642334,
          32.856766973223,
          32.85821689258922,
          29.338124656677245,
          29.340984924979832,
          29.318665313720704,
          29.33778247833252,
          33.85528564453125,
          33.8568240574428,
          33.85508859568629,
          33.85215029509171,
          30.49853821804649,
          30.482151641845704,
          30.485490052596383,
          30.492526531219482,
          33.738943862915036,
          33.75105304718018,
          33.7241813659668,
          33.74126924787249,
          30.36223281513561,
          30.380606365203857,
          30.386353413263958,
          30.377592268444243,
          33.782289211566635,
          33.780256390571594,
          33.79291734241304,
          33.79298767089844,
          30.515115879200124,
          30.525750505163316,
          30.5295893351237,
          30.524430888039724,
          33.99295978546142,
          33.9943499357804,
          33.98346026738485,
          33.97808423249618,
          30.347758806668796,
          30.36318668242424,
          30.33506627516313,
          30.35709503718785,
          34.98013451520134,
          34.97740919693656,
          34.97549457550049,
          35.00372634062896,
          31.504738894375887,
          31.530254908970424,
          31.546620655059815,
          31.528402935374867,
          34.88881567250127,
          34.88886890411377,
          34.88468017578125,
          34.88287284157493,
          31.395929527282714,
          31.40033769607544,
          31.39511365890503,
          31.396091365814208,
          34.936449397693984,
          34.91740572894061,
          34.93002548217773,
          34.91656322479248,
          31.544728719271145,
          31.545810089111328,
          31.539038276672365,
          31.54097604751587,
          35.13221039090838,
          35.128132695737094,
          35.139889457009055,
          35.12038054833045,
          31.380923522146123,
          31.368134221723004,
          31.373822298916902,
          31.374602817353747,
          36.08992942174276,
          36.117817878723145,
          36.09612548828125,
          36.12298304999052,
          32.557438560154125,
          32.54595031738281,
          32.5516103108724,
          32.548971259075664,
          36.00846004486084,
          36.00678283691406,
          36.01051197052002,
          36.00755062103271,
          32.4138988494873,
          32.40939498901367,
          32.41483364105225,
          32.41396081858668,
          36.03464052754064,
          36.03784027099609,
          36.042692531238906,
          36.03968902587891,
          32.56859149932861,
          32.56439971923828,
          32.56528186798096,
          32.565205082748875,
          36.24532961845398,
          36.23380860038426,
          36.24202052029696,
          36.239148053255946,
          32.38985277811686,
          32.39202553885324,
          32.352739334106445,
          32.39117988380226,
          37.22674671808878,
          37.231458517221306,
          37.225411954133406,
          37.231652860288264,
          33.56038856506348,
          33.55804500579834,
          33.562102913856506,
          33.558756598110854,
          37.11854946997858,
          37.11847343444824,
          37.11831226348877,
          37.116611621997976,
          33.40654772803897,
          33.40807902018229,
          33.40840816497803,
          33.40688507080078,
          37.15084438323974,
          37.15640730016372,
          37.156206665039065,
          37.1582883199056,
          33.576711654663086,
          33.575452995300296,
          33.58163809776306,
          33.583977699279785,
          37.376403427124025
         ],
         "yaxis": "y"
        },
        {
         "name": "Point to point variance",
         "type": "scatter",
         "x": [
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
          1041,
          1042,
          1043,
          1044,
          1045,
          1046,
          1047,
          1048,
          1049
         ],
         "xaxis": "x",
         "y": [
          3.2023227218599093,
          -1.7693719252060696,
          0.004043748110181156,
          7.1013774021861344,
          1.5674337063562866,
          0.757275029575915,
          -3.2877641869133907,
          3.481472598350342,
          -2.010347327074795,
          0.7018153051439882,
          1.7081204735198199,
          -3.480401529935053,
          7.734398342896981,
          0.00448922242200922,
          -3.947568386492076,
          4.939512804038609,
          -0.024178687994734105,
          0.03991031178912152,
          -0.021537133774065964,
          0.7333794703450742,
          0.005038643163519652,
          -0.0018641369806697838,
          -0.5830665571919056,
          2.3465121049009774,
          0.008218490700830472,
          -1.70144301724455,
          2.045376397778302,
          -1.3047456389712337,
          -0.9048242194927916,
          5.087120426939444,
          -3.3685323389430852,
          6.036845632169971,
          0.004702903727423546,
          0.0013765533560103904,
          -0.00030250490764416327,
          -1.1981795860709958,
          0.5364359067924891,
          -0.008760317193681644,
          0.008477719609217615,
          1.3357184193046034,
          0.3302763391298402,
          -0.004563321924379693,
          -0.3585837135179677,
          -1.4349801462379244,
          0.003829384398256863,
          0.39551122359224067,
          -0.3823985932376921,
          3.815905201845201,
          -1.4069213851699747,
          -0.009719243060535732,
          0.010177210994566366,
          0.9537374343688789,
          0.011147822128400264,
          0.06824868710615917,
          -0.06844018085795867,
          -0.6858292689038823,
          2.678343747812571,
          -1.367163369805569,
          0.833117065329855,
          -1.676714630020161,
          0.0013618795992940136,
          -0.6952012803959811,
          0.7481166245550916,
          3.706073686091699,
          0.0011903068900753766,
          -0.006196410763662286,
          0.0042280751984478115,
          -0.3199849633809766,
          -0.2295377882485976,
          -0.0023095087637905465,
          0.23623814085974182,
          0.37508977472106153,
          -0.0034313874310107906,
          0.002074834244288226,
          0.0019304413759329009,
          -0.7797419325531116,
          -0.0007592936950668872,
          -0.0028001262654413495,
          0.0020253124411890866,
          0.9530362285268517,
          -0.009726715269076536,
          0.01014754779238558,
          -0.006914567965369045,
          -0.6540772178907908,
          -0.0013610571715609865,
          0.00013212914066862425,
          0.49870912404078993,
          0.3567618817704883,
          0.001298220862977928,
          0.00019833852060102686,
          0.01610241494082132,
          -0.8996453624063747,
          -0.0037023420527724227,
          0.0037557138491166597,
          -0.001121719826656431,
          3.789663463621359,
          -0.010497642656600803,
          0.01269104700485535,
          -0.014256820938491899,
          -0.6635049589034256,
          -0.0033161370694472225,
          0.0015995508904520506,
          0.0005430215763180257,
          0.7404298884208327,
          2.6988070967348676e-05,
          0.0011671929770500356,
          0.002072121251517345,
          -0.830758754269219,
          -0.0016489060198754402,
          0.0016149156769813544,
          -0.0017677506537499,
          0.9698693881565816,
          0.0016305819255446607,
          -0.0030983335477596796,
          0.003130127113289305,
          -0.7276368527407655,
          0.0032754880533474307,
          -0.005843500660313694,
          0.007166990744595481,
          0.9219123134777067,
          0.0031044808560380943,
          -0.000888217991837692,
          0.0014052322050090993,
          -0.9283794985402345,
          0.0012173438630487254,
          0.0005176384395895184,
          0.001111917980438193,
          3.2152993432525996,
          0.0005499944395772616,
          -0.002768487210705217,
          0.005154459831093305,
          -0.7334224426999505,
          0.0051860002352892565,
          -0.00298604875364461,
          -0.004071577240168267,
          0.815291392496496,
          1.3328048149574556e-05,
          -3.986544400014225e-05,
          0.0009956965420609976,
          -0.7574563097129179,
          -0.001560259305012579,
          0.0054690697884822725,
          -0.004797166865937896,
          0.8737955653696599,
          0.0038160858676672404,
          -0.0030622817023839843,
          0.0024377392005021647,
          -0.7800327552178317,
          -0.003177844852858769,
          0.004862872831798981,
          -0.0032745004537257927,
          0.9841927762289018,
          0.0006269289514335696,
          0.0016137764366153107,
          -0.0010375349837410397,
          -0.9623498461612137,
          0.0010629878981287533,
          -0.0034830140458002035,
          0.002390957157370366,
          2.8569021342391814,
          -0.0002837027988249474,
          -0.0011102400466906914,
          0.0038824046037859716,
          -0.7936158580943502,
          -0.00022483892089653068,
          0.005490590846864762,
          -0.005304536425731143,
          0.8576595844723265,
          0.0035617000527956577,
          -0.001969540812197579,
          -0.0012832466083878558,
          -0.7883844527721937,
          -0.0038109706166995494,
          0.00576894491178237,
          -0.007561461201920139,
          0.9189295458946773,
          0.0036824117818579083,
          0.0006188325026190711,
          -0.005257050903548333,
          -0.8178509838129084,
          -0.0010626410708667322,
          -0.0024696260486241073,
          -0.0019212102869570202,
          1.011172958030901,
          2.1353241594468386e-05,
          0.0005951767281668907,
          -0.0012371275415166139,
          -0.9740856452395885,
          -0.0022206786352079178,
          0.00472305079035884,
          -0.0026996537122201403,
          2.6079860898376985,
          0.0005744713395543499,
          -0.0027098618960099685,
          -0.0013170150585182228,
          -0.8261576935825303,
          0.0030419788106286205,
          0.0015215869415747818,
          -0.0042228476172034846,
          0.898571546309654,
          -0.0037007300341418414,
          0.008106835306215032,
          -0.008150943471470384,
          -0.8262228239276155,
          0.004189285269422527,
          -0.004054531490963242,
          -0.0004996800400238754,
          0.9458055991030747,
          0.0014604788016860937,
          -0.004417211674168087,
          0.001846891264447592,
          -0.8485172715518576,
          -0.0005858544483867689,
          -0.0009326864359895382,
          0.0003008802090356255,
          1.0336575628665763,
          0.0029429457911547274,
          0.003692918115948629,
          -0.005369569740432567,
          -0.9849322697039931,
          0.001169625937277985,
          0.0011798460239162978,
          0.0002933905500768219,
          2.405484313472794,
          -0.002881991444906973,
          -0.0005603629124948384,
          0.002300063404090835,
          -0.8432758888779261,
          -0.0030328886208810246,
          0.0010092130148393608,
          -0.003657592835194734,
          0.9259659239756157,
          -0.00024564773518243044,
          -2.6802995439112465e-05,
          0.0023616702614255303,
          -0.8480536976919328,
          -0.00043596344666596565,
          -0.0003384765276628343,
          4.6210279938563303e-05,
          0.9616379014992678,
          -0.0016536742801740445,
          0.0029336557497465776,
          -0.0010989271534569411,
          -0.8665014332743812,
          -0.0035128483935782384,
          -0.0011116363385994532,
          0.0034813372771242967,
          1.0450587364882136,
          0.0004275876880086571,
          0.0017897673011386672,
          -2.3744132830572084e-05,
          -0.9910460280490359,
          -0.0003861426264126777,
          0.00035339435275894004,
          -0.0005262645610404348,
          2.2699198739971322,
          -0.005157529703650354,
          0.004019452482186381,
          0.001894769688362885,
          -0.8774809174098515,
          0.00015325231949603335,
          0.0024651257748580235,
          -0.0037181437987889865,
          0.9552603696428079,
          -0.0012934555256531866,
          -0.002510594012390399,
          -0.00032354404176082596,
          -0.8693968175825404,
          0.0019294525489303993,
          -0.0014857746273282402,
          0.001363442701329376,
          0.9902202058558824,
          -0.00020455257640961122,
          0.002155335323141827,
          0.000267821963117143,
          -0.8922138337458723,
          -0.000693343749736286,
          0.0013661714719042095,
          0.00014028916625363763,
          1.0731743289378866,
          0.00033406015400316846,
          6.577924983020011e-05,
          0.00013504231311678438,
          -1.0050095218171702,
          -0.002536902415762654,
          0.001398870257901308,
          0.0001653446504352729,
          2.162802169210469,
          -0.0013287837053113094,
          0.0028960954257861715,
          -0.004781585062206162,
          -0.8933698288408376,
          -0.0011721452221422624,
          0.00048186489918400355,
          0.0001835356802395438,
          0.9687398440320454,
          0.0020724115484132,
          0.0002396880712751681,
          -0.0014967857703762633,
          -0.8855439664032296,
          0.0007103004975377303,
          -0.0023631947917319707,
          0.001930036111357225,
          1.003143885797808,
          0.0035142546772135574,
          -0.0013115367873464123,
          0.0009363997664646462,
          -0.9044716789051197,
          -0.00010648568259519209,
          0.002553442432294162,
          -0.0030176015077447715,
          1.0871111287297648,
          -0.0008952792436787149,
          -0.0004682778309827995,
          -0.0008110926025146625,
          -1.0118703012619168,
          -5.6900755343036735e-06,
          0.001003188432186164,
          -0.00013572132713868257,
          2.0830535482529946,
          -0.004074631553800501,
          0.00026028887667628453,
          0.0018606003208745392,
          -0.918631768835942,
          0.003524355587455119,
          -0.0021543408102342454,
          0.0010989061418626989,
          0.9847265275654475,
          0.0008817283915281138,
          0.001545455788580341,
          -0.0005904934978655518,
          -0.9037523557159872,
          0.000836970359214817,
          -0.0009351502578685,
          0.0019251437762530799,
          1.0171756985319558,
          0.0023226258971007496,
          -0.001460570344637091,
          -0.002309906055748101,
          -0.914052367247443,
          -0.0011179049092859827,
          0.0009791971559369728,
          -0.00045275570386138497,
          1.0935719648811748,
          0.00031187467492443943,
          -0.0010291117134748617,
          0.0027983615085158675,
          -1.0163322399564176,
          0.00012959381958488336,
          -0.00036776596773968606,
          -0.00021605020935488994,
          2.0006064568633324,
          0.0032625281404108364,
          -0.00039112248198591715,
          0.0003959901693306733,
          -0.9276525992033395,
          -0.0018024692158231659,
          0.0018527128837355633,
          -0.0007061294426247144,
          0.9993798090806116,
          0.001207283882768806,
          0.0007663367840731183,
          0.0019005143691348536,
          -0.914965654093649,
          0.0008703011087369816,
          -0.0012673564752923028,
          -0.001035056100269216,
          1.0292305010846636,
          0.0019868154893671885,
          0.0012334469196346731,
          -0.0007737310116411322,
          -0.9261427581968782,
          0.002843756822345611,
          -0.00023637404731857714,
          0.0005432969135892307,
          1.100127025668618,
          -0.001607984622078007,
          0.0029705832958519807,
          -0.002096855111290097,
          -1.0226864827710358,
          0.002715473117500977,
          -0.0005271429642945691,
          -0.002170879718635277,
          1.9452634624935623,
          -0.0014456265710443006,
          -0.002040944264672717,
          0.00042223239154637326,
          -0.9357924818863772,
          -0.00041152451860604344,
          0.0020067458863533005,
          -0.0008295692044182346,
          1.0099188773373076,
          0.004033406659862848,
          -0.0018722599839104959,
          -0.0008026673323708877,
          -0.9225897079686458,
          0.001847233675002613,
          -0.0018660041158504725,
          -0.0021732473247269013,
          1.0431141568087945,
          0.0028738466031512644,
          -0.0036169681826265787,
          0.001069938865288833,
          -0.9327390493859298,
          -0.0016925528229947417,
          0.0017841317231095388,
          -2.0260045447528796e-05,
          1.1065646629903512,
          0.0026702248732757283,
          0.0022514863801355034,
          -0.00158488735214668,
          -1.0289438379416378,
          0.0006461315231476306,
          -0.00013778259622831968,
          -2.0400442686252518e-05,
          1.884524945765202,
          0.0013747285151026745,
          -0.0015655951290032277,
          0.00037209702993479254,
          -0.9464095550469978,
          -0.0002318847081603792,
          0.0014553850913667787,
          0.0013504990212513945,
          1.0193975516252216,
          -2.4726797692053992e-05,
          -0.002325843729247268,
          0.0008413198129524346,
          -0.9312999941045561,
          0.0010087512181193858,
          -0.0018538551865887598,
          0.004680778713098022,
          1.0393623508026941,
          0.0007007929596642981,
          -0.0008893908781022475,
          0.0022371825064020356,
          -0.9359977471720811,
          0.0008629290047590388,
          -0.0010219252551078029,
          0.0005309446684531594,
          1.112623567877904,
          -0.00022942561432692798,
          0.0012635254310211508,
          0.0010412472773957404,
          -1.0309671286669513,
          -0.0006405127211301931,
          0.0010409902278514238,
          0.0002408533674227442,
          1.8343892334457728,
          0.000200200012690388,
          -0.00013970364473792074,
          0.0028586702424213684,
          -0.9525404759469431,
          0.0017177428451837784,
          -0.0020708597867997725,
          -0.0011462085792270926,
          1.0348539136307622,
          0.0004898261440473561,
          -2.3009765895309897e-05,
          0.001118074394225843,
          -0.9458325127826566,
          0.003957647322479829,
          -0.0033718432870255555,
          0.0016444887355664406,
          1.0587978333412096,
          -0.0015867495428540934,
          0.0005404167044105179,
          -0.0004070704131127201,
          -0.9452148664177713,
          0.0005289440971623094,
          -0.002175410058761429,
          0.003614262195698714,
          1.123069246541064,
          0.00023832188755790185,
          -0.00038214235187084,
          -0.0007211391868064965,
          -1.0378522871084943,
          -0.0008391887420575728,
          0.00047583235154391446,
          0.0022867197521954097,
          1.8029170145182292,
          0.001237095644484043,
          -0.002096414986663575,
          0.0005007631029414483,
          -0.962805541947036,
          -0.0007727917964999165,
          0.0003694566829999246,
          0.00015752381951550376,
          1.0324367852057321,
          -0.003156392140631681,
          0.0007045217265009285,
          0.0029025871080854415,
          -0.945417823607551,
          -0.0006206542504365586,
          -1.8632098877091607e-05,
          0.0006154725766691627,
          1.0605640214945051,
          0.0009334495720878522,
          -0.002209582631460094,
          0.0015894733331922595,
          -0.9474746858776175,
          0.002528222105382838,
          -0.004044917601095932,
          0.0017955314997930572,
          1.1181634728257421,
          -0.0003951169892371098,
          0.0005375764041239961,
          -0.0013426933021261078,
          -1.032777736936092,
          0.002669428189427947,
          8.792268927848568e-05,
          -0.0015815172862208016,
          1.7585969929476661,
          -0.0033963327277817257,
          -0.0014781814901088097,
          0.004315432582938428,
          -0.96095239878575,
          -0.001734796102375924,
          0.0017329823333529504,
          -0.001838044253062776,
          1.036594180327663,
          0.0033322464428593435,
          -0.00247103454752029,
          0.0017277937871327254,
          -0.9502104998021483,
          0.00028984708633394973,
          -0.0009678239145518575,
          0.0013320027777936616,
          1.0694211512843843,
          0.0008235461084726836,
          2.079237776086984e-05,
          0.0007912446353675051,
          -0.9535516885454758,
          0.000742853186523007,
          -0.0008664339192865356,
          -0.0006423305979232907,
          1.1312174393777141,
          0.001440005485155993,
          -0.00039988055774209386,
          -0.0004944058325300205,
          -1.0434260286263513,
          0.002398659606113185,
          -0.0013501369067832059,
          -0.0011103950657105344,
          1.7386448962062584,
          -0.0008245689587571547,
          -0.00035542846444158727,
          -0.003074144851280991,
          -0.9695066836443988,
          0.000309922868282797,
          -0.0018661495960152763,
          0.0014384796787236809,
          1.0457658660400604,
          -0.0004313588017463843,
          0.0012184117615774426,
          -0.0013154268677588732,
          -0.9574839314012831,
          -0.00026828580620019693,
          0.0004109655381174804,
          0.0011307642460867129,
          1.073190609828547,
          0.001972755271461679,
          -0.0024424675915000194,
          0.0005039032645903774,
          -0.9549184439931473,
          0.003306354891757124,
          -0.0018743597361510211,
          0.0012488123563603182,
          1.1283819546968044,
          -0.0009334388322752574,
          0.0008254116207400131,
          0.0008390967222204893,
          -1.0452187573434326,
          -0.0001917077508828413,
          0.002077355962022409,
          -0.0021103476740300664,
          1.7052382381304731,
          0.0013679164291886536,
          -0.0026195135684385917,
          0.0024483342290100296,
          -0.9733665030364609,
          -0.0013333569814495405,
          1.2199169924898001e-05,
          0.001308288880796482,
          1.045802842663372,
          0.0004877437177608357,
          -0.0014172598698465322,
          0.001356326189265289,
          -0.9621515435209389,
          0.002295025853422672,
          0.00019761652730565515,
          0.0003370364866039921,
          1.0795015396398249,
          -0.0012512722659927533,
          0.0013670173614084291,
          -0.0010072135343612842,
          -0.9594426678666963,
          -0.0004470571086958586,
          0.0010518243187824794,
          0.00018315542693869702,
          1.134734870929437,
          0.0003280863381665,
          0.0005657234476288409,
          -0.0010817504624274221,
          -1.0445991873776794,
          -0.003762166330405492,
          0.0027379510464946577,
          0.0007548129066634601,
          1.6835014708052896,
          -0.0023429269720445234,
          0.0025249190090690377,
          -0.0001433560179044946,
          -0.9827547281570315,
          0.0006942432863930037,
          -0.00020816308092186375,
          0.0006089631820849206,
          1.055638767679154,
          -0.001519635293576016,
          0.002480748442117431,
          -0.0006159837237280641,
          -0.9689365131678827,
          -0.00034613217010992514,
          0.00017636414038513237,
          0.0009400438260662725,
          1.0895754160204003,
          -0.001519505683928557,
          1.9511203884547967e-05,
          0.0006390029531022634,
          -0.9599591541926191,
          -0.0020357673570323698,
          0.003110899474894069,
          -0.0023033372621199533,
          1.1304689552316383,
          -0.0010322948274232857,
          0.0019933710494530743,
          -0.0011048541292382197,
          -1.0453932064303793,
          -0.0002213031594884285,
          -0.0007259521746423303,
          -0.002148074362697372,
          1.6614142787335808,
          0.0010764571607637663,
          -3.541483132885048e-05,
          -0.0018359356299537666,
          -0.9776255505819318,
          0.0004307514091461684,
          -0.001407328823542997,
          -0.000990818800783444,
          1.0604187573298525,
          -0.004117208646055914,
          0.0027532172157869184,
          -0.00113121050620002,
          -0.97046168336934,
          -0.0018689095644432996,
          0.0007343007868758633,
          0.0008182996363501616,
          1.0916865627249308,
          -0.0025367172088035517,
          0.002209181161729745,
          -0.0013566529843362929,
          -0.9662190065764467,
          0.0009384830052105997,
          -0.0004116367536397547,
          -0.00011000112613146484,
          1.1381090671050682,
          0.00013349291170960953,
          0.0009069652312341248,
          -0.0010690816448484242,
          -1.0505990461197143,
          0.0008181888667557757,
          -6.34380570883053e-05,
          -0.0017484240223364367,
          1.6432189680669378,
          -0.002508468699778277,
          -0.000298217911021581,
          0.0005783484299666242,
          -0.9850358156423713,
          -0.00045750566690472283,
          -0.0008185860918015209,
          -0.0008694461042111357,
          1.0591054162406248,
          0.0011757926575732824,
          -0.0002950061551310057,
          -0.0012873170902256703,
          -0.9728329588489597,
          0.001770573860790492,
          -0.0005619148085855841,
          0.0006640079892328288,
          1.0888158787312818,
          0.0022741961796040044,
          -0.0023572195140086905,
          -0.0004449242828989952,
          -0.9630369232866709,
          0.00013943762867540954,
          0.0015210547295474441,
          -0.0016677037327390565,
          1.1410629358977609,
          -0.0023697282189729663,
          0.0012842171178384376,
          -0.0007035527705436806,
          -1.0491428887098486,
          0.0016409617035417767,
          -0.0017693320584761807,
          -0.0008000224184581128,
          1.6167588675030267,
          -0.0004101217715550831,
          0.0007687270672143143,
          0.0015052117803584508,
          -0.9850375182617448,
          -0.0004480518372727005,
          -0.0006642987366660691,
          0.0004531478575522385,
          1.0594990101572304,
          0.000701740582925936,
          -0.00211358839770881,
          0.002514736438252285,
          -0.9761431027019327,
          -0.0006507833412925379,
          -0.0002975949033334757,
          0.000780387889578904,
          1.095287264762776,
          0.0013042617506293652,
          -0.0019521731313680846,
          -0.0003821157193719671,
          -0.9648129876720866,
          -0.002669659383977674,
          0.00014483219409733294,
          -0.000770382733637831,
          1.1412245666372556,
          0.0011303106393434348,
          -0.0010147042080284052,
          0.002074750115729884,
          -1.0551831512200653,
          0.00017387535811508315,
          0.0009929925406417794,
          0.0004950000526307008,
          1.6043847589905784,
          -0.00018228129333763832,
          -0.0009705775448818343,
          0.000994515462453549,
          -0.990600463696607,
          -0.0002624536802287025,
          -0.0018397902263380672,
          0.00037061828549056486,
          1.066092999068486,
          -0.0002594283049397461,
          0.0021941144539638913,
          -0.0021645192745829434,
          -0.982607017593498,
          0.0032967782112329758,
          0.00019284183600376537,
          -0.0010227026628335523,
          1.1022521797648377,
          -0.0005147164409677885,
          0.0018730679142215934,
          0.0005590660653975732,
          -0.968403636350688,
          -0.0015361327800320623,
          0.00013993792894240187,
          0.00034980090079983484,
          1.1368051364321552,
          -0.0005526791894610028,
          0.0003178889671051621,
          -0.001534451253263569,
          -1.0527226372609917,
          -0.0003758929828361346,
          0.00023382219938739013,
          -0.0006386179963850935,
          1.587721201127021,
          -0.0012952133370625063,
          -0.002333065387954747,
          0.00047325222208272066,
          -0.9864235608741403,
          0.002718134098468994,
          0.00038288639850847517,
          -0.002453928594267296,
          1.0679585281777708,
          -0.0008365072148990293,
          -0.0020770587302223475,
          0.001041513314900655,
          -0.9858540993969935,
          -0.0005488770231476536,
          4.152346821584274e-05,
          -0.00036113710299545687,
          1.1067801920460862,
          -0.0006599333174346356,
          -0.0012638623683116634,
          0.0015388585826876522,
          -0.9701476138767724,
          -0.0015360447263095267,
          -0.0009786047150903698,
          0.0008070355693483577,
          1.144315583731288,
          -0.0006197306940336489,
          -0.0014569214867563574,
          0.0012598580180789298,
          -1.0590560261365276,
          0.0007695716910145478,
          -0.0015694498382785582,
          0.0013189869474992122,
          1.5847292933463422,
          -0.0032029109496036767,
          -0.003335477703110712,
          -0.0003215815716330894,
          -0.9907556101484616,
          -0.00152779786877133,
          0.0032342301735877044,
          5.1234607783001707e-05,
          1.0638443087767655,
          -0.001325361938492975,
          0.0006664107389102725,
          0.0005364228429343143,
          -0.990696755171145,
          0.006451583998590138,
          0.0008935545563346636,
          -0.004670960649365341,
          1.108639292116667,
          -0.0011691661489621197,
          -0.002705806855740178,
          0.004477772209774855,
          -0.970906927480307,
          0.0021973194498166038,
          -0.0014743517739042034,
          0.004013686008230266,
          1.1325139198722862,
          0.004664497112035093,
          -0.005396473612792718,
          0.003249254190887285,
          -1.0615936350754591,
          0.0067434159257970805,
          -0.0036649948973419555,
          0.00041876012947383856,
          1.5596628998946933,
          0.0033612588847624636,
          0.0008410295630927322,
          5.8569115315876275e-05,
          -0.9952001846938234,
          0.0005626429769272079,
          0.0006608053102752365,
          0.006413507154723774,
          1.0566142781811756,
          0.003827934922808751,
          -0.004442697218108194,
          0.002954152539732746,
          -0.9867122456494535,
          0.00015772307161299182,
          -0.006485625127496064,
          0.00638443611513928,
          1.109293744828527,
          0.0019254025220067916,
          -0.00429484053856477,
          0.0034982115381438916,
          -0.9729898980817246,
          0.003163508186563746,
          -0.003035944984578265,
          0.0037984326277022973,
          1.1369322926187309,
          0.004565621396256603,
          -0.00418194404253569,
          0.0027963675668800647,
          -1.0647832996363746,
          0.0024186504327232683,
          0.0011408064190625566,
          -0.0007325438634371295,
          1.5497554826933744,
          0.004591468925710274,
          -0.0015570218437748196,
          -0.0014430466084203175,
          -0.9957322315408383,
          0.004589350442948614,
          -0.003044659937508243,
          0.0006303851793436621,
          1.0705497521010194,
          2.822450228023854e-05,
          0.0015683032978959233,
          -0.00037791779268125936,
          -0.9995514245488017,
          0.004441086629878299,
          -0.001728685446526157,
          0.0004905430003780964,
          1.1121356621130793,
          0.002644802729479423,
          -0.0024409654095727262,
          0.0008231224009485061,
          -0.9654199145135696,
          0.0008104684904353121,
          0.0006790140928547572,
          -0.0014366174847246782,
          1.1388508960628325,
          -0.0027530481812512164,
          0.001378983381821186,
          0.0004080858180586233,
          -1.065827961230287,
          0.0014204438116074414,
          0.0009871169968338478,
          -0.0008895571368014998,
          1.5436957462031948,
          0.001419471093662139,
          0.0006176089985050481,
          -0.0002083540179373955,
          -0.9857374245467394,
          -0.004851002922807268,
          0.0029575940289774394,
          -0.000982386257982526,
          1.0662268021009673,
          0.0006928793972598157,
          -0.0014972210235217887,
          0.00084431804991425,
          -0.9946584017023454,
          0.0012545935029208977,
          -0.002042643792933063,
          0.001917435867181183,
          1.123308384996653,
          4.6892088567673795e-05,
          0.0005855922502142619,
          -0.0037850625691202566,
          -0.9676564959512977,
          -0.0006582481454859845,
          -0.00131258337490614,
          0.00066145454754718,
          1.1435016618040592,
          0.0003499331589456034,
          -0.00034222859723698207,
          0.00044128485538408313,
          -1.0712974010180965,
          0.0009749322208065792,
          -0.007606974106764142,
          0.006520475747191057,
          1.5398243440979709,
          0.0004544084866697773,
          -0.0005125884677088521,
          -0.0008679051559052908,
          -0.990664418009354,
          -0.005372905443412179,
          0.0010952018052741153,
          0.0023081402368667625,
          1.0646600006633555,
          0.0035890821936650497,
          -0.007961731201636013,
          0.0050669523213198175,
          -1.0014550454262903,
          0.006051448910270096,
          0.0018916831320012761,
          -0.002883249826183487,
          1.1207922316671333,
          -0.0006017416351831173,
          0.0037480330803454365,
          2.081160519296077e-05,
          -0.9699857922065664,
          0.003485035418279381,
          0.0012575710332605183,
          -0.0016896549204616917,
          1.1363123886384265,
          0.000408952420663411,
          -0.00320337597751319,
          -0.0015819562947303467,
          -1.068431463347597,
          0.005083695258594645,
          -0.009261349131508112,
          0.00726181437182305,
          1.5228859916768087,
          -0.0007791045696521337,
          -0.0005473880084405636,
          0.008071870168276263,
          -0.9996042741860265,
          0.008099103655512252,
          0.005190489622313166,
          -0.0057748561673669485,
          1.0658366502148535,
          1.5257500569632043e-05,
          -0.0012005916110489068,
          -0.0005180882258954966,
          -0.9996147192717224,
          0.0014040574237164094,
          -0.0016636882128384656,
          0.00031142008906215324,
          1.1276429255568772,
          -0.0054509456689757485,
          0.0036141726378779993,
          -0.0038540645760818393,
          -0.9656833875125397,
          0.00034280524324969974,
          -0.0021466598638077983,
          0.0006144039100064447,
          1.1385932819524633,
          -0.0011606713969634086,
          0.0033468221535688514,
          -0.005551784305545482,
          -1.064754130735663,
          -0.004075501606603638,
          0.0018133297803739623,
          0.00024878015480744864,
          1.5029119673129046,
          0.007727490030386974,
          -0.006006008035903676,
          0.007440566361614387,
          -0.987057044791138,
          -0.0035286076790370657,
          0.0017390776531005514,
          -0.0008107284928549063,
          1.0628565671858414,
          -0.00046578163706278986,
          0.0010356753123019757,
          -0.0008223569522520791,
          -0.9980272774917065,
          -0.0013894843365029885,
          0.0016781097087488206,
          -0.00026926637206692305,
          1.117012428446511,
          0.0008879631955842626,
          0.001346434804730734,
          -0.0008333188086311338,
          -0.9631319304830335,
          -0.0012870621348231026,
          0.00027089359861776074,
          -2.3578863034501296e-05,
          1.1300787224750568,
          -0.00317862140888181,
          0.002266369512316402,
          -0.0007925791663314641,
          -1.0621925409179802,
          0.0006708152554004698,
          -0.012128356931452089,
          0.011881698578546818,
          1.4928652959334254,
          0.0012657026326259313,
          -0.0016240467950243698,
          0.0016765176870432441,
          -0.9860599820806257,
          -0.0006983111237204298,
          0.0012092206376923542,
          -0.0009970518695574526,
          1.0607642334603433,
          -2.0484510152130042e-05,
          -4.342068640283969e-05,
          -0.00045816778487051124,
          -0.9995696621617665,
          0.0004583808407225831,
          9.852251472963758e-05,
          -0.00045590145143137306,
          1.120714877937349,
          0.0014973864030096706,
          -5.3997450033094196e-05,
          0.0005602441835090843,
          -0.9638701961747458,
          -0.0003748608189315661,
          0.0018421501159302522,
          0.0006966907063663541,
          1.129236614495957
         ],
         "yaxis": "y2"
        },
        {
         "line": {
          "width": 0.75
         },
         "name": "Stepwise Approximation",
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
          1041,
          1042,
          1043,
          1044,
          1045,
          1046,
          1047,
          1048,
          1049
         ],
         "y": [
          0.7119108305701012,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          1.7010299269179607,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          2.6901490232658203,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          3.67926811961368,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          4.668387215961539,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          5.657506312309399,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          6.6466254086572585,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          7.635744505005118,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          8.624863601352978,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          9.613982697700838,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          10.603101794048698,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          11.592220890396556,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          12.581339986744416,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          13.570459083092276,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          14.559578179440134,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          15.548697275787994,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          16.537816372135854,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          17.526935468483714,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          18.516054564831574,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          19.505173661179434,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          20.494292757527294,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          21.48341185387515,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          22.47253095022301,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          23.46165004657087,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          24.45076914291873,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          25.43988823926659,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          26.42900733561445,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          27.41812643196231,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          28.407245528310167,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          29.396364624658027,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          30.385483721005887,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          31.374602817353747,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          32.36372191370161,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          33.35284101004946,
          33.35284101004946,
          33.35284101004946,
          33.35284101004946,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          33.35284101004946,
          33.35284101004946,
          33.35284101004946,
          33.35284101004946,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          33.35284101004946,
          33.35284101004946,
          33.35284101004946,
          33.35284101004946,
          37.170577242692396
         ]
        }
       ],
       "layout": {
        "autosize": false,
        "font": {
         "size": 16
        },
        "height": 666.6666666666666,
        "legend": {
         "x": 0,
         "y": 1
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "<b>Latency Measurements for a Singular Neural Network Layer With Changing Input Channels</b>"
        },
        "width": 2000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.94
         ],
         "title": {
          "text": "<b>#Channels</b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "range": [
          -10,
          40
         ],
         "title": {
          "text": "<b style=\"color:blue\";>Layer Execution Time (ms)</b>"
         }
        },
        "yaxis2": {
         "anchor": "x",
         "overlaying": "y",
         "range": [
          -4,
          40
         ],
         "side": "right",
         "title": {
          "text": "<b style=\"color:red\";>Point to point variance (%)</b>"
         }
        }
       }
      },
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "upper_sampled_channels = [7, 993]\n",
    "lower_sampled_channels = [1, 992]\n",
    "\n",
    "upper_sampled_channel_meas = [channel_meas[channels.index(c)] for c in upper_sampled_channels]\n",
    "lower_sampled_channel_meas = [channel_meas[channels.index(c)] for c in lower_sampled_channels]\n",
    "\n",
    "upper_m, upper_b = lin_interpol(upper_sampled_channels[0], upper_sampled_channels[1], \n",
    "                                upper_sampled_channel_meas[0], upper_sampled_channel_meas[1])\n",
    "lower_m, lower_b = lin_interpol(lower_sampled_channels[0], lower_sampled_channels[1], \n",
    "                                lower_sampled_channel_meas[0], lower_sampled_channel_meas[1])\n",
    "\n",
    "r_c = list(range(0, 1050))\n",
    "\n",
    "r_v_upper = [calc_upper(c, upper_m, upper_b) for c in r_c]\n",
    "r_v_lower = [calc_lower(c, lower_m, lower_b) for c in r_c]\n",
    "r_v_rect = [calc_rect(c, upper_m, upper_b, lower_m, lower_b) for c in r_c]\n",
    "\n",
    "print(upper_m)\n",
    "print(lower_m)\n",
    "\n",
    "fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n",
    "lv = channel_meas[0]\n",
    "deltas = []\n",
    "for meas in channel_meas[1:]:\n",
    "    deltas.append((meas / lv) * 10 - 10 )\n",
    "    lv = meas\n",
    "fig.add_trace(go.Scatter(x=channels, y=channel_meas, name=\"Layer Execution Time\", mode=\"markers\"), secondary_y=False)\n",
    "fig.add_trace(go.Scatter(x=channels[1:], y=deltas, name=\"Point to point variance\"), secondary_y=True)\n",
    "fig.add_trace(go.Scatter(x=r_c, y=r_v_rect, name=\"Stepwise Approximation\", line=dict(width=0.75)))\n",
    "\n",
    "fig.update_xaxes(title_text=\"<b>#Channels</b>\")\n",
    "\n",
    "fig.update_yaxes(title_text=f\"\"\"<b style=\"color:blue\";>Layer Execution Time (ms)</b>\"\"\", secondary_y=False, range=[-10, 40])\n",
    "fig.update_yaxes(title_text=f\"\"\"<b style=\"color:red\";>Point to point variance (%)</b>\"\"\", secondary_y=True, range=[-4, 40],)\n",
    "fig.update_layout(\n",
    "    title_text=\"<b>Latency Measurements for a Singular Neural Network Layer With Changing Input Channels</b>\",\n",
    "    autosize=False,\n",
    "    width=PLOT_WIDTH,\n",
    "    height=PLOT_HEIGHT / 3 * 2,\n",
    "    legend_x=0, \n",
    "    legend_y=1,\n",
    "    font=dict(\n",
    "        size=16,\n",
    "     )\n",
    ")\n",
    "fig.write_image(\"images/sweep.svg\")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b615e79b-639f-4850-b9f8-5518ba98edd9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.016604167625824784\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "mode": "markers",
         "name": "Channel Measurements",
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
          1041,
          1042,
          1043,
          1044,
          1045,
          1046,
          1047,
          1048,
          1049
         ],
         "y": [
          0.7428208023309708,
          0.9806959956884385,
          0.8071743994951248,
          0.8075008004903793,
          1.3809375941753388,
          1.5973904073238372,
          1.7183567941188813,
          1.1534016013145447,
          1.554955208301544,
          1.2423552036285401,
          1.3295455932617188,
          1.5566479980945587,
          1.0148719906806947,
          1.7998144149780273,
          1.8006223917007447,
          1.0898143887519836,
          1.6281296014785767,
          1.6241929977136624,
          1.6306752026081086,
          1.6271631956100463,
          1.7464960038661956,
          1.7473760008811952,
          1.7470502660589575,
          1.6451856076717377,
          2.031230401992798,
          2.0328997668098,
          1.6870134555101395,
          2.032071205973625,
          1.7669376015663147,
          1.6070608079433442,
          2.4245919942855836,
          1.607860340136234,
          2.578500807285309,
          2.579713451391083,
          2.5800685627119884,
          2.5799905143717607,
          2.2708613177140555,
          2.3926784727308483,
          2.3905824104944866,
          2.3926090792323764,
          2.7121942809649875,
          2.801771640777588,
          2.8004931021820414,
          2.7000719805558524,
          2.3126170120047567,
          2.313502601955248,
          2.405004226443563,
          2.313037203151291,
          3.195670272707939,
          2.7460645880454626,
          2.743395621126348,
          2.7461876327341255,
          3.0081018274480646,
          3.0114552058597157,
          3.0320079922676086,
          3.0112568747322515,
          2.8047360646443105,
          3.555940794944763,
          3.0697855949401855,
          3.3255346715450287,
          2.767937407903145,
          2.7683143676519393,
          2.5758607983589172,
          2.7685652269381227,
          3.79461590051651,
          3.7950675762616672,
          3.79271599650383,
          3.794319585347787,
          3.6729070639904635,
          3.5885999675993614,
          3.58777117729187,
          3.67252801656723,
          3.810280787206329,
          3.8089733322461448,
          3.8097636310766774,
          3.810499083611273,
          3.513378491666582,
          3.5131117230528717,
          3.512128007411957,
          3.512839323066803,
          3.8476256370544433,
          3.843883161151081,
          3.847783759959693,
          3.8451231837272646,
          3.5936224362812936,
          3.5931333237224155,
          3.593180799484253,
          3.7723760043873504,
          3.906960000594457,
          3.907467210292816,
          3.9075447104193946,
          3.9138368010520934,
          3.561730288323902,
          3.5604116139411928,
          3.5617488026618958,
          3.5613492742369446,
          4.9109807968139645,
          4.905825424664126,
          4.912051430770329,
          4.905048407001413,
          4.579596012830734,
          4.57807735602061,
          4.578809642791748,
          4.579058282034738,
          4.918105443318685,
          4.918118716336557,
          4.9186927556991575,
          4.919711968478034,
          4.511002589848416,
          4.510258767915809,
          4.510987136674964,
          4.510189706628973,
          4.947619199752808,
          4.948425949596968,
          4.946892762184143,
          4.9484412025002875,
          4.5883743842442835,
          4.589877300792271,
          4.587195205688476,
          4.5904828442467585,
          5.013685110138684,
          5.015241599082946,
          5.014796136300775,
          5.015500831604004,
          4.549872016906738,
          4.550425892784482,
          4.550661440320343,
          4.551167436548181,
          6.01450400352478,
          6.014834797900656,
          6.013169598579407,
          6.01626906269475,
          5.5750223875045775,
          5.577913594245911,
          5.576248002052307,
          5.573977589607239,
          6.028419184684753,
          6.028427219390869,
          6.028403186798096,
          6.029003432818821,
          5.572332763671875,
          5.571463335267361,
          5.574510407447815,
          5.571836221785772,
          6.058700799942017,
          6.061012852191925,
          6.059156799316407,
          6.060633863721575,
          5.587884570613052,
          5.586108827590943,
          5.588825281276259,
          5.586995220184326,
          6.136863253837408,
          6.13724799156189,
          6.138238406181335,
          6.137601542472839,
          5.546949552453083,
          5.547539186477661,
          5.545606970787048,
          5.546932901654925,
          7.131637346176874,
          7.131435019629342,
          7.130643259154426,
          7.133411663376155,
          6.567292801539103,
          6.5671451432364325,
          6.57075089393778,
          6.567265415191651,
          7.1305132279029255,
          7.133052902836954,
          7.131648018956184,
          7.1307328526429306,
          6.56855696085337,
          6.566053703096178,
          6.569841623306274,
          6.564873863052536,
          7.168139518835606,
          7.170779122977422,
          7.171222874096462,
          7.167452925727481,
          6.581262083053589,
          6.58056273111483,
          6.578937578201294,
          6.577673625946045,
          7.242790195677015,
          7.242805661381902,
          7.243236736319531,
          7.2423406555539085,
          6.536874648502895,
          6.535423018715599,
          6.5385097322009855,
          6.536744560993893,
          8.241518449783324,
          8.241991901397705,
          8.239758435417624,
          8.238673246823824,
          7.558028918046218,
          7.5603280544281,
          7.5614784240722654,
          7.558285326957702,
          8.237451340327098,
          8.234402881969105,
          8.24107837677002,
          8.234361120370718,
          7.554019410559472,
          7.557184004783631,
          7.5541199207305905,
          7.553742456436157,
          8.268179647384152,
          8.269387197494506,
          8.265734434127808,
          8.267261025399872,
          7.565769648551941,
          7.565326404571533,
          7.564620796839396,
          7.56484840130806,
          8.346794677503182,
          8.34925109392976,
          8.3523344039917,
          8.347849559783935,
          7.525642918377388,
          7.526523137092591,
          7.527411150932312,
          7.527631998062134,
          9.338392066955567,
          9.335700750350952,
          9.335177612304687,
          9.33732476234436,
          8.54993067847358,
          8.547337579727174,
          8.548200188159942,
          8.54507360458374,
          9.336318302154542,
          9.336088957609954,
          9.336063934094978,
          9.338268804550172,
          8.546333465576172,
          8.545960876676771,
          8.545671615960464,
          8.545711105748227,
          9.367499075203298,
          9.365949995974278,
          9.36869764328003,
          9.367668091656757,
          8.55595830887083,
          8.552952730430746,
          8.552001953125,
          8.554979193444346,
          9.449024768102737,
          9.449428796768188,
          9.451120024635678,
          9.451097583770752,
          8.514450311660767,
          8.514121532440186,
          8.514422416687012,
          8.513974332809449,
          10.446578287284014,
          10.441190433502197,
          10.44538722038269,
          10.447366380691529,
          9.530629917066925,
          9.53077597618103,
          9.533125432332357,
          9.529580879211426,
          10.439903974533081,
          10.438553619384766,
          10.435932922363282,
          10.435595273971558,
          9.528327941894531,
          9.530166387557983,
          9.5287504196167,
          9.53004961013794,
          10.473734378814697,
          10.473520135879516,
          10.475777530670166,
          10.47605809500051,
          9.541369699452021,
          9.540708154547517,
          9.542011578877768,
          9.542145442962646,
          10.56618399620056,
          10.566536970305862,
          10.566606476193382,
          10.566749170091416,
          9.504780817031861,
          9.50236954689026,
          9.503698805104131,
          9.50385594367981,
          11.55935196876526,
          11.557815980911254,
          11.561163234710694,
          11.555635166168212,
          10.523289585113526,
          10.522056102752686,
          10.522563123703003,
          10.522756250281082,
          11.542137575149535,
          11.544529581069947,
          11.544806289672852,
          11.543078279495239,
          10.52088794708252,
          10.521635246276855,
          10.519148778915405,
          10.521179012615809,
          11.576604652404786,
          11.580672966109383,
          11.579154118247654,
          11.580238389968873,
          10.532838624099206,
          10.532726464448151,
          10.535415935516358,
          10.532236766815185,
          11.677207946777344,
          11.676162510587458,
          11.675615741781993,
          11.674668741226196,
          10.493343683594432,
          10.493337712802616,
          10.494390392303467,
          10.494247961044312,
          12.680256006194323,
          12.675089269071012,
          12.675419187545776,
          12.677777576446534,
          11.513156652450562,
          11.517214298248291,
          11.514733097769998,
          11.515998458862304,
          12.650009376246755,
          12.65112476348877,
          12.653079938888549,
          12.652332782745361,
          11.508875226974487,
          11.509838485717774,
          11.508762142874978,
          11.510977745056152,
          12.681846427917481,
          12.684791946411133,
          12.68293924331665,
          12.680009603500366,
          11.520990324020385,
          11.519702386856078,
          11.520830392837524,
          11.520308780670167,
          12.7801374516017,
          12.780536031723022,
          12.77922077178955,
          12.782796859741211,
          11.483640003204346,
          11.48378882408142,
          11.4833664894104,
          11.483118391036987,
          13.780438470840455,
          13.784934377670288,
          13.784395217895508,
          13.784941066395152,
          12.506177425384521,
          12.503923225402833,
          12.50623984336853,
          12.505356740951537,
          13.755116844177246,
          13.756777477264404,
          13.757831709725517,
          13.760446405410766,
          12.50141282081604,
          12.502500820159913,
          12.500916307622736,
          12.49962239265442,
          13.786121654510499,
          13.788860702514649,
          13.790561485290528,
          13.789494466781616,
          12.512390422821046,
          12.515948642383922,
          12.515652797840259,
          12.516332769393921,
          13.893288363581119,
          13.891054344177245,
          13.895180797576904,
          13.892267179489135,
          12.471523793538411,
          12.474910402297974,
          12.474252796173095,
          12.47154478593306,
          14.89758882522583,
          14.895435190200805,
          14.892395114898681,
          14.893023920059203,
          13.499345938364664,
          13.498790407180786,
          13.501499271392822,
          13.50037922859192,
          14.863808012008667,
          14.869803190231323,
          14.867019176483154,
          14.865825849420885,
          13.494320056507888,
          13.496812772750854,
          13.494294261932373,
          13.491361618041992,
          14.898664647882635,
          14.902946295561614,
          14.897555947303772,
          14.899149894714355,
          13.50944800376892,
          13.507161458333334,
          13.509571313858032,
          13.509543943405152,
          15.004462337493896,
          15.008468866348267,
          15.011848002672195,
          15.009468793869019,
          13.465078751246134,
          13.46594877243042,
          13.465763235092163,
          13.465735764339053,
          16.003387260437012,
          16.00558729171753,
          16.003081464767455,
          16.003676934675738,
          14.489073657989502,
          14.488737678527832,
          14.490846347808837,
          14.49280333518982,
          15.970196158797652,
          15.9701566696167,
          15.966442260742188,
          15.967785549163818,
          14.48070569038391,
          14.482166433334351,
          14.479481649398803,
          14.486259174346923,
          15.991906413325557,
          15.993027114868164,
          15.991604709625244,
          15.995182323455811,
          14.498036861419678,
          14.499287939071655,
          14.497806220219053,
          14.498575973510743,
          16.11172170639038,
          16.111352062225343,
          16.11338777253122,
          16.115065574645996,
          14.453655286268754,
          14.452729511260987,
          14.454234026279687,
          14.454582161373562,
          17.10611515045166,
          17.10645761489868,
          17.106218631450947,
          17.111108735267152,
          15.481206369400024,
          15.483865642547608,
          15.48065915107727,
          15.478884744644166,
          17.080723190307616,
          17.0815598487854,
          17.081520544516074,
          17.0834303855896,
          15.46762399673462,
          15.473745536804199,
          15.468528032302856,
          15.471071814313348,
          17.10914554595947,
          17.106430753072104,
          17.107355213165285,
          17.106658823349896,
          15.489711999893188,
          15.490531319066099,
          15.487161493301391,
          15.492758959531784,
          17.232703072684153,
          17.233113765716553,
          17.232455215454102,
          17.231212515580026,
          15.442867183685303,
          15.441571235656738,
          15.442305995571997,
          15.44583721818595,
          18.230593490600587,
          18.232848789380945,
          18.22902642763578,
          18.229939270019532,
          16.47475061416626,
          16.47347745895386,
          16.474086082587807,
          16.47434558868408,
          18.175217628479004,
          18.169480817071324,
          18.17076089647081,
          18.176035118103027,
          16.457640361785888,
          16.456618911341618,
          16.456588249206543,
          16.457601107083836,
          18.203035068511962,
          18.204734230041502,
          18.200711743584996,
          18.203604698181152,
          16.478859233856202,
          16.483025455474852,
          16.476358207496435,
          16.479316589512777,
          18.321973576265222,
          18.32124964396159,
          18.32223455111186,
          18.319774436950684,
          16.427748918533325,
          16.432134188138523,
          16.432278663881362,
          16.42967987060547,
          19.318998432159425,
          19.312437057495117,
          19.309582328796388,
          19.31791524887085,
          17.461555549076625,
          17.45852632522583,
          17.461551856994628,
          17.4583423464906,
          19.268063953944615,
          19.27448454770175,
          19.269721755981447,
          19.273051166534422,
          17.44170560836792,
          17.442211151123047,
          17.440523052215575,
          17.442846134730747,
          19.30822099423876,
          19.309811115264893,
          19.309851264953615,
          19.311379146575927,
          17.46993932723999,
          17.471237087249754,
          17.469723320007326,
          17.468601186224756,
          19.444679816563923,
          19.44747986112322,
          19.446702194213866,
          19.445740737915038,
          17.416721534729003,
          17.42089921337063,
          17.4185471534729,
          17.416613006591795,
          20.44474353790283,
          20.44305772781372,
          20.44233112335205,
          20.436046854654947,
          18.45475845336914,
          18.455330408536472,
          18.45188636779785,
          18.454540634155272,
          20.384453501020158,
          20.383574199676513,
          20.386057758331297,
          20.383376121520996,
          18.4317006111145,
          18.43120611474869,
          18.4319635738026,
          18.434047794342042,
          20.412372493743895,
          20.416399355287904,
          20.411412715911865,
          20.41244125366211,
          18.463219589657253,
          18.46932418529804,
          18.465862369537355,
          18.46816840924715,
          20.552083206176757,
          20.550164794921876,
          20.55186102940486,
          20.553585529327393,
          18.40528621673584,
          18.404933373133343,
          18.408756732940674,
          18.40487184524536,
          21.543340969085694,
          21.54628791809082,
          21.540643838735726,
          21.545917708298255,
          19.448710250854493,
          19.446117043495178,
          19.4461407661438,
          19.448684883117675,
          21.482633876800538,
          21.483681678771973,
          21.480636882781983,
          21.483550357818604,
          19.416507244110107,
          19.42096338272095,
          19.421347173055015,
          19.42200174331665,
          21.518609821796417,
          21.515917257829145,
          21.518858521072953,
          21.51669111251831,
          19.45228796005249,
          19.451418331691197,
          19.453464279174806,
          19.453820579930355,
          21.661313438415526,
          21.662024116516115,
          21.663249588012697,
          21.660906164986745,
          19.398209667205812,
          19.3909117380778,
          19.396220874786376,
          19.397684926572055,
          22.66328803698222,
          22.657978194100515,
          22.66369915008545,
          22.663374252319336,
          20.43612043207342,
          20.437539196014406,
          20.437113761901855,
          20.438358306884766,
          22.59591064453125,
          22.59247689020066,
          22.598081515385555,
          22.59668951034546,
          20.407213756016322,
          20.406507396697997,
          20.406867294311525,
          20.40878562927246,
          22.63247673852103,
          22.629037720816477,
          22.629081872793343,
          22.630527877807616,
          20.45808963775635,
          20.45392484664917,
          20.460287857055665,
          20.45557516271418,
          22.768014430999756,
          22.765664100646973,
          22.770202142220956,
          22.767686367034912,
          20.387567901611327,
          20.387116718292237,
          20.385636711120604,
          20.381257724761962,
          23.767428985008827,
          23.769987446921213,
          23.7699032659116,
          23.765539264678956,
          21.442159423828127,
          21.44308304786682,
          21.44006530098293,
          21.437940979003905,
          23.71126045227051,
          23.70149803161621,
          23.70802356885827,
          23.705341692324037,
          21.40482911196622,
          21.400828742980956,
          21.40240020751953,
          21.40415156515021,
          23.74081403017044,
          23.734791657020306,
          23.740035102480935,
          23.736814403533934,
          21.44331828030673,
          21.44533069928487,
          21.44444793065389,
          21.444212039311726,
          23.884797255198162,
          23.88511610031128,
          23.887282397295976,
          23.88472865178035,
          21.375401337941486,
          21.3771502494812,
          21.377014636993408,
          21.37327702840169,
          24.885374450683592,
          24.87913203239441,
          24.878390092116135,
          24.879828929901123,
          22.429076671600342,
          22.42805052863227,
          22.426214599609374,
          22.42426476111779,
          24.79923078748915,
          24.80214666283649,
          24.801414984243888,
          24.798222255706786,
          22.38576946258545,
          22.389733028411865,
          22.38847491615697,
          22.389961528778077,
          24.827816092449687,
          24.833462424900222,
          24.827608632677386,
          24.82650399208069,
          22.435619990030926,
          22.43593282699585,
          22.43934545516968,
          22.4356032371521,
          24.99564676699431,
          24.989723478044784,
          24.99293270111084,
          24.99117431640625,
          22.36924303494967,
          22.37291374206543,
          22.368955230712892,
          22.367165664146686,
          25.983397006988525,
          25.982331371307374,
          25.98432870344682,
          25.988239895213734,
          23.428300762176512,
          23.427251052856445,
          23.425694783528645,
          23.426756313868932,
          25.90881882644281,
          25.910636953405433,
          25.905160511241238,
          25.911674976348877,
          23.382324695587158,
          23.3808030128479,
          23.38010721206665,
          23.381931767319188,
          25.942924976348877,
          25.946308612823486,
          25.941243444170272,
          25.94025218848026,
          23.437502966986763,
          23.43124595201348,
          23.43158531188965,
          23.429780183015048,
          26.103644256591796,
          26.10659477927468,
          26.1039457321167,
          26.10936164855957,
          23.35434579849243,
          23.354751873016358,
          23.357070982456207,
          23.358227157592772,
          27.105785522460938,
          27.105291434696742,
          27.102660655975342,
          27.105356057484943,
          24.42029822956432,
          24.419657309850056,
          24.41516460516514,
          24.41606947580973,
          27.019049549102782,
          27.018348598480223,
          27.024276733398438,
          27.018427276611327,
          24.36357765197754,
          24.37160978317261,
          24.372079769770306,
          24.369587230682374,
          27.055730295181274,
          27.05433769226074,
          27.05940515344793,
          27.060917952965045,
          24.44032881810115,
          24.436574459075928,
          24.436916419437953,
          24.437771224975585,
          27.2158696101262,
          27.21436544565054,
          27.215230560302736,
          27.211054515838622,
          24.346485208581996,
          24.34557004128733,
          24.34613929476057,
          24.344584506490957,
          28.209825801849366,
          28.20617202758789,
          28.199591343219463,
          28.20092589514596,
          25.419120121002198,
          25.426029378717597,
          25.427002906799316,
          25.420763301849366,
          28.135595397949217,
          28.133241835094633,
          28.12739839553833,
          28.130327901532574,
          25.357087993621825,
          25.355696201324463,
          25.355801486968993,
          25.35488579489968,
          28.161114331838245,
          28.15925588607788,
          28.15569694369447,
          28.160029707283808,
          25.42809114456177,
          25.424185276031494,
          25.421697253272647,
          25.423748874664305,
          28.333028078079224,
          28.331272193363734,
          28.327144549443172,
          28.33071336746216,
          25.330332095806416,
          25.33228144645691,
          25.328305671954976,
          25.33164644241333,
          29.34602665901184,
          29.336627388000487,
          29.32684222134677,
          29.325899124145508,
          26.420419216156006,
          26.416382710138958,
          26.424926376342775,
          26.425061763416636,
          29.236276920025166,
          29.23240205515986,
          29.23435013382523,
          29.23591833114624,
          26.339525388634723,
          26.3565185546875,
          26.358873653411866,
          26.3465615272522,
          29.26744485938031,
          29.264023008800688,
          29.256104729392312,
          29.269204946664665,
          26.427437562208908,
          26.433244514465333,
          26.42934732437134,
          26.439955234527588,
          29.434316968917848,
          29.448046597567473,
          29.432155036926268,
          29.441718292236327,
          26.316204217764046,
          26.333950328826905,
          26.324298949468705,
          26.325401306152344,
          30.431276480356853,
          30.44150522020128,
          30.4440654407848,
          30.444243748982746,
          27.414432048797607,
          27.415974502563476,
          27.417786164717242,
          27.435370581490652,
          30.334231009850136,
          30.34584275607405,
          30.332361016954696,
          30.341321659088134,
          27.34750629606701,
          27.347937629336403,
          27.330200782189003,
          27.347649574279785,
          30.381307235130897,
          30.387156859688137,
          30.374106060374867,
          30.384731565202987,
          27.428327878316242,
          27.437004852294923,
          27.428675128567605,
          27.439093726021902,
          30.55873289975253,
          30.572684860229494,
          30.55989953449794,
          30.568445205688477,
          27.313568210601808,
          27.320174407958984,
          27.323291110992432,
          27.321289560069207,
          31.555421389066257,
          31.569909962740812,
          31.56499445879901,
          31.560439482979152,
          28.41786479949951,
          28.43090675354004,
          28.422250509262085,
          28.424042205810547,
          31.46697733952449,
          31.467066153501854,
          31.472001143864222,
          31.470811760943867,
          28.325142288208006,
          28.337721729278563,
          28.33282302856445,
          28.334212875366212,
          31.485361735026043,
          31.493688992091588,
          31.48600149154663,
          31.488593174861027,
          28.448621681758336,
          28.450927352905275,
          28.45285921096802,
          28.44877162346473,
          31.6886625289917,
          31.67993848751753,
          31.684307098388672,
          31.685600090026856,
          28.308460235595703,
          28.312481293311485,
          28.3152760664622,
          28.312757260871656,
          32.683385555560776,
          32.68802486766469,
          32.69004370949485,
          32.68936259929951,
          29.46704978942871,
          29.452755314963206,
          29.461466244288854,
          29.458571990331013,
          32.59952389110219,
          32.60178264494865,
          32.59690143751062,
          32.599653652736116,
          29.357101712908065,
          29.36078483581543,
          29.354787473325377,
          29.360416065562855,
          32.65849622090658,
          32.65864936341631,
          32.66056182861328,
          32.64819960160689,
          29.48897535904594,
          29.487034252711705,
          29.483163833618164,
          29.48511401089755,
          32.8567416978919,
          32.8578914642334,
          32.856766973223,
          32.85821689258922,
          29.338124656677245,
          29.340984924979832,
          29.318665313720704,
          29.33778247833252,
          33.85528564453125,
          33.8568240574428,
          33.85508859568629,
          33.85215029509171,
          30.49853821804649,
          30.482151641845704,
          30.485490052596383,
          30.492526531219482,
          33.738943862915036,
          33.75105304718018,
          33.7241813659668,
          33.74126924787249,
          30.36223281513561,
          30.380606365203857,
          30.386353413263958,
          30.377592268444243,
          33.782289211566635,
          33.780256390571594,
          33.79291734241304,
          33.79298767089844,
          30.515115879200124,
          30.525750505163316,
          30.5295893351237,
          30.524430888039724,
          33.99295978546142,
          33.9943499357804,
          33.98346026738485,
          33.97808423249618,
          30.347758806668796,
          30.36318668242424,
          30.33506627516313,
          30.35709503718785,
          34.98013451520134,
          34.97740919693656,
          34.97549457550049,
          35.00372634062896,
          31.504738894375887,
          31.530254908970424,
          31.546620655059815,
          31.528402935374867,
          34.88881567250127,
          34.88886890411377,
          34.88468017578125,
          34.88287284157493,
          31.395929527282714,
          31.40033769607544,
          31.39511365890503,
          31.396091365814208,
          34.936449397693984,
          34.91740572894061,
          34.93002548217773,
          34.91656322479248,
          31.544728719271145,
          31.545810089111328,
          31.539038276672365,
          31.54097604751587,
          35.13221039090838,
          35.128132695737094,
          35.139889457009055,
          35.12038054833045,
          31.380923522146123,
          31.368134221723004,
          31.373822298916902,
          31.374602817353747,
          36.08992942174276,
          36.117817878723145,
          36.09612548828125,
          36.12298304999052,
          32.557438560154125,
          32.54595031738281,
          32.5516103108724,
          32.548971259075664,
          36.00846004486084,
          36.00678283691406,
          36.01051197052002,
          36.00755062103271,
          32.4138988494873,
          32.40939498901367,
          32.41483364105225,
          32.41396081858668,
          36.03464052754064,
          36.03784027099609,
          36.042692531238906,
          36.03968902587891,
          32.56859149932861,
          32.56439971923828,
          32.56528186798096,
          32.565205082748875,
          36.24532961845398,
          36.23380860038426,
          36.24202052029696,
          36.239148053255946,
          32.38985277811686,
          32.39202553885324,
          32.352739334106445,
          32.39117988380226,
          37.22674671808878,
          37.231458517221306,
          37.225411954133406,
          37.231652860288264,
          33.56038856506348,
          33.55804500579834,
          33.562102913856506,
          33.558756598110854,
          37.11854946997858,
          37.11847343444824,
          37.11831226348877,
          37.116611621997976,
          33.40654772803897,
          33.40807902018229,
          33.40840816497803,
          33.40688507080078,
          37.15084438323974,
          37.15640730016372,
          37.156206665039065,
          37.1582883199056,
          33.576711654663086,
          33.575452995300296,
          33.58163809776306,
          33.583977699279785,
          37.376403427124025
         ]
        },
        {
         "name": "Upper Sampled Channels",
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023
         ],
         "y": [
          1.4743395442270284,
          1.509199151354436,
          1.5440587584818435,
          1.5789183656092511,
          1.6137779727366588,
          1.6486375798640664,
          1.6834971869914739,
          1.7183567941188815,
          1.7532164012462892,
          1.7880760083736966,
          1.8229356155011043,
          1.857795222628512,
          1.8926548297559194,
          1.927514436883327,
          1.9623740440107347,
          1.997233651138142,
          2.03209325826555,
          2.0669528653929574,
          2.101812472520365,
          2.1366720796477727,
          2.17153168677518,
          2.2063912939025876,
          2.2412509010299955,
          2.276110508157403,
          2.3109701152848103,
          2.345829722412218,
          2.3806893295396256,
          2.415548936667033,
          2.450408543794441,
          2.4852681509218484,
          2.520127758049256,
          2.5549873651766637,
          2.589846972304071,
          2.6247065794314786,
          2.6595661865588864,
          2.694425793686294,
          2.7292854008137013,
          2.764145007941109,
          2.7990046150685166,
          2.833864222195924,
          2.868723829323332,
          2.9035834364507394,
          2.938443043578147,
          2.9733026507055547,
          3.008162257832962,
          3.0430218649603695,
          3.0778814720877774,
          3.112741079215185,
          3.1476006863425923,
          3.18246029347,
          3.2173199005974076,
          3.252179507724815,
          3.287039114852223,
          3.3218987219796303,
          3.3567583291070378,
          3.3916179362344456,
          3.426477543361853,
          3.4613371504892605,
          3.4961967576166684,
          3.531056364744076,
          3.5659159718714837,
          3.600775578998891,
          3.6356351861262985,
          3.6704947932537064,
          3.705354400381114,
          3.7402140075085213,
          3.775073614635929,
          3.8099332217633366,
          3.844792828890744,
          3.879652436018152,
          3.9145120431455593,
          3.9493716502729668,
          3.9842312574003746,
          4.019090864527782,
          4.05395047165519,
          4.088810078782597,
          4.123669685910005,
          4.158529293037413,
          4.19338890016482,
          4.228248507292228,
          4.263108114419635,
          4.297967721547042,
          4.33282732867445,
          4.367686935801858,
          4.402546542929265,
          4.437406150056673,
          4.472265757184081,
          4.507125364311488,
          4.541984971438896,
          4.576844578566304,
          4.611704185693711,
          4.6465637928211185,
          4.681423399948526,
          4.716283007075933,
          4.751142614203341,
          4.786002221330749,
          4.820861828458156,
          4.855721435585564,
          4.890581042712972,
          4.925440649840379,
          4.960300256967787,
          4.995159864095195,
          5.030019471222602,
          5.0648790783500095,
          5.099738685477417,
          5.134598292604824,
          5.169457899732232,
          5.20431750685964,
          5.239177113987047,
          5.274036721114455,
          5.308896328241863,
          5.34375593536927,
          5.378615542496678,
          5.413475149624086,
          5.448334756751493,
          5.4831943638789005,
          5.518053971006308,
          5.552913578133716,
          5.587773185261123,
          5.622632792388531,
          5.657492399515939,
          5.692352006643346,
          5.727211613770754,
          5.762071220898162,
          5.796930828025569,
          5.831790435152977,
          5.8666500422803844,
          5.901509649407791,
          5.936369256535199,
          5.971228863662607,
          6.006088470790014,
          6.040948077917422,
          6.07580768504483,
          6.110667292172237,
          6.145526899299645,
          6.180386506427053,
          6.21524611355446,
          6.2501057206818675,
          6.284965327809275,
          6.319824934936682,
          6.35468454206409,
          6.389544149191498,
          6.424403756318905,
          6.459263363446313,
          6.494122970573721,
          6.528982577701128,
          6.563842184828536,
          6.598701791955944,
          6.633561399083351,
          6.6684210062107585,
          6.703280613338166,
          6.738140220465573,
          6.772999827592981,
          6.807859434720389,
          6.842719041847796,
          6.877578648975204,
          6.912438256102612,
          6.947297863230019,
          6.982157470357427,
          7.017017077484835,
          7.0518766846122425,
          7.0867362917396495,
          7.121595898867057,
          7.156455505994465,
          7.191315113121872,
          7.22617472024928,
          7.261034327376688,
          7.295893934504095,
          7.330753541631503,
          7.365613148758911,
          7.400472755886318,
          7.435332363013726,
          7.4701919701411335,
          7.50505157726854,
          7.539911184395948,
          7.574770791523356,
          7.609630398650763,
          7.644490005778171,
          7.679349612905579,
          7.714209220032986,
          7.749068827160394,
          7.783928434287802,
          7.818788041415209,
          7.8536476485426165,
          7.888507255670024,
          7.923366862797431,
          7.958226469924839,
          7.993086077052247,
          8.027945684179654,
          8.062805291307061,
          8.09766489843447,
          8.132524505561877,
          8.167384112689284,
          8.202243719816693,
          8.2371033269441,
          8.271962934071507,
          8.306822541198915,
          8.341682148326322,
          8.37654175545373,
          8.411401362581138,
          8.446260969708545,
          8.481120576835952,
          8.51598018396336,
          8.550839791090768,
          8.585699398218175,
          8.620559005345584,
          8.65541861247299,
          8.690278219600398,
          8.725137826727806,
          8.759997433855213,
          8.79485704098262,
          8.829716648110029,
          8.864576255237436,
          8.899435862364843,
          8.934295469492252,
          8.969155076619659,
          9.004014683747066,
          9.038874290874475,
          9.073733898001882,
          9.108593505129289,
          9.143453112256697,
          9.178312719384104,
          9.213172326511511,
          9.24803193363892,
          9.282891540766327,
          9.317751147893734,
          9.352610755021143,
          9.387470362148552,
          9.422329969275957,
          9.457189576403366,
          9.492049183530773,
          9.526908790658181,
          9.561768397785588,
          9.596628004912995,
          9.631487612040404,
          9.666347219167811,
          9.701206826295218,
          9.736066433422627,
          9.770926040550034,
          9.80578564767744,
          9.84064525480485,
          9.875504861932257,
          9.910364469059664,
          9.945224076187072,
          9.98008368331448,
          10.014943290441886,
          10.049802897569295,
          10.084662504696702,
          10.119522111824109,
          10.154381718951518,
          10.189241326078925,
          10.224100933206332,
          10.25896054033374,
          10.293820147461147,
          10.328679754588554,
          10.363539361715963,
          10.39839896884337,
          10.433258575970777,
          10.468118183098186,
          10.502977790225593,
          10.537837397353,
          10.572697004480409,
          10.607556611607816,
          10.642416218735223,
          10.677275825862631,
          10.712135432990038,
          10.746995040117445,
          10.781854647244854,
          10.816714254372261,
          10.851573861499668,
          10.886433468627077,
          10.921293075754484,
          10.956152682881891,
          10.9910122900093,
          11.025871897136707,
          11.060731504264114,
          11.095591111391522,
          11.13045071851893,
          11.165310325646336,
          11.200169932773745,
          11.235029539901152,
          11.26988914702856,
          11.304748754155968,
          11.339608361283375,
          11.374467968410782,
          11.40932757553819,
          11.444187182665598,
          11.479046789793005,
          11.513906396920413,
          11.54876600404782,
          11.583625611175227,
          11.618485218302636,
          11.653344825430043,
          11.68820443255745,
          11.723064039684859,
          11.757923646812266,
          11.792783253939673,
          11.827642861067082,
          11.862502468194489,
          11.897362075321896,
          11.932221682449304,
          11.967081289576711,
          12.001940896704118,
          12.036800503831527,
          12.071660110958934,
          12.106519718086341,
          12.14137932521375,
          12.176238932341157,
          12.211098539468564,
          12.245958146595973,
          12.28081775372338,
          12.315677360850787,
          12.350536967978195,
          12.385396575105602,
          12.42025618223301,
          12.455115789360418,
          12.489975396487825,
          12.524835003615232,
          12.55969461074264,
          12.594554217870048,
          12.629413824997457,
          12.664273432124864,
          12.69913303925227,
          12.73399264637968,
          12.768852253507086,
          12.803711860634493,
          12.838571467761902,
          12.873431074889309,
          12.908290682016716,
          12.943150289144125,
          12.978009896271532,
          13.012869503398939,
          13.047729110526348,
          13.082588717653755,
          13.117448324781162,
          13.15230793190857,
          13.187167539035977,
          13.222027146163384,
          13.256886753290793,
          13.2917463604182,
          13.326605967545607,
          13.361465574673016,
          13.396325181800423,
          13.43118478892783,
          13.466044396055239,
          13.500904003182645,
          13.535763610310052,
          13.570623217437461,
          13.605482824564868,
          13.640342431692275,
          13.675202038819684,
          13.710061645947091,
          13.744921253074498,
          13.779780860201907,
          13.814640467329314,
          13.84950007445672,
          13.88435968158413,
          13.919219288711536,
          13.954078895838943,
          13.988938502966352,
          14.02379811009376,
          14.058657717221166,
          14.093517324348575,
          14.128376931475982,
          14.163236538603389,
          14.198096145730798,
          14.232955752858205,
          14.267815359985612,
          14.30267496711302,
          14.337534574240427,
          14.372394181367834,
          14.407253788495243,
          14.44211339562265,
          14.476973002750057,
          14.511832609877466,
          14.546692217004873,
          14.58155182413228,
          14.616411431259689,
          14.651271038387096,
          14.686130645514503,
          14.720990252641911,
          14.755849859769318,
          14.790709466896725,
          14.825569074024134,
          14.860428681151541,
          14.895288288278948,
          14.930147895406357,
          14.965007502533764,
          14.99986710966117,
          15.03472671678858,
          15.069586323915987,
          15.104445931043394,
          15.139305538170802,
          15.17416514529821,
          15.209024752425616,
          15.243884359553025,
          15.278743966680432,
          15.313603573807839,
          15.348463180935248,
          15.383322788062655,
          15.418182395190062,
          15.45304200231747,
          15.487901609444878,
          15.522761216572285,
          15.557620823699693,
          15.5924804308271,
          15.627340037954507,
          15.662199645081916,
          15.697059252209323,
          15.73191885933673,
          15.766778466464139,
          15.801638073591546,
          15.836497680718953,
          15.871357287846362,
          15.906216894973769,
          15.941076502101176,
          15.975936109228584,
          16.010795716355993,
          16.0456553234834,
          16.080514930610807,
          16.115374537738212,
          16.15023414486562,
          16.18509375199303,
          16.21995335912044,
          16.254812966247844,
          16.289672573375253,
          16.324532180502658,
          16.359391787630067,
          16.394251394757475,
          16.429111001884884,
          16.46397060901229,
          16.498830216139698,
          16.533689823267103,
          16.568549430394512,
          16.60340903752192,
          16.63826864464933,
          16.673128251776735,
          16.707987858904144,
          16.74284746603155,
          16.777707073158957,
          16.812566680286366,
          16.847426287413775,
          16.88228589454118,
          16.91714550166859,
          16.952005108795994,
          16.986864715923403,
          17.02172432305081,
          17.05658393017822,
          17.091443537305626,
          17.126303144433034,
          17.16116275156044,
          17.19602235868785,
          17.230881965815257,
          17.265741572942666,
          17.300601180070075,
          17.33546078719748,
          17.370320394324885,
          17.405180001452294,
          17.440039608579703,
          17.47489921570711,
          17.509758822834517,
          17.544618429961925,
          17.579478037089334,
          17.61433764421674,
          17.649197251344148,
          17.684056858471557,
          17.718916465598962,
          17.75377607272637,
          17.78863567985378,
          17.823495286981185,
          17.858354894108594,
          17.893214501236002,
          17.928074108363408,
          17.962933715490816,
          17.997793322618225,
          18.03265292974563,
          18.06751253687304,
          18.102372144000448,
          18.137231751127853,
          18.172091358255262,
          18.20695096538267,
          18.241810572510076,
          18.276670179637485,
          18.311529786764893,
          18.3463893938923,
          18.381249001019707,
          18.416108608147116,
          18.45096821527452,
          18.48582782240193,
          18.52068742952934,
          18.555547036656744,
          18.590406643784153,
          18.62526625091156,
          18.660125858038967,
          18.694985465166376,
          18.729845072293784,
          18.76470467942119,
          18.7995642865486,
          18.834423893676007,
          18.869283500803412,
          18.90414310793082,
          18.93900271505823,
          18.973862322185635,
          19.008721929313044,
          19.043581536440453,
          19.078441143567858,
          19.113300750695267,
          19.148160357822675,
          19.18301996495008,
          19.21787957207749,
          19.252739179204898,
          19.287598786332303,
          19.322458393459712,
          19.35731800058712,
          19.392177607714526,
          19.427037214841935,
          19.461896821969344,
          19.49675642909675,
          19.531616036224158,
          19.566475643351566,
          19.60133525047897,
          19.63619485760638,
          19.67105446473379,
          19.705914071861194,
          19.740773678988603,
          19.775633286116012,
          19.810492893243417,
          19.845352500370826,
          19.880212107498235,
          19.91507171462564,
          19.94993132175305,
          19.984790928880457,
          20.019650536007862,
          20.05451014313527,
          20.08936975026268,
          20.124229357390085,
          20.159088964517494,
          20.193948571644903,
          20.228808178772308,
          20.263667785899717,
          20.298527393027125,
          20.33338700015453,
          20.36824660728194,
          20.40310621440935,
          20.437965821536753,
          20.472825428664162,
          20.50768503579157,
          20.542544642918976,
          20.577404250046385,
          20.612263857173794,
          20.6471234643012,
          20.681983071428608,
          20.716842678556016,
          20.75170228568342,
          20.78656189281083,
          20.82142149993824,
          20.856281107065644,
          20.891140714193053,
          20.926000321320462,
          20.960859928447867,
          20.995719535575276,
          21.030579142702685,
          21.06543874983009,
          21.1002983569575,
          21.135157964084907,
          21.170017571212313,
          21.20487717833972,
          21.23973678546713,
          21.274596392594535,
          21.309455999721944,
          21.344315606849353,
          21.379175213976758,
          21.414034821104167,
          21.448894428231576,
          21.48375403535898,
          21.51861364248639,
          21.5534732496138,
          21.588332856741204,
          21.623192463868612,
          21.65805207099602,
          21.692911678123426,
          21.727771285250835,
          21.762630892378244,
          21.79749049950565,
          21.832350106633058,
          21.867209713760467,
          21.902069320887872,
          21.93692892801528,
          21.97178853514269,
          22.006648142270095,
          22.041507749397503,
          22.076367356524912,
          22.111226963652317,
          22.146086570779726,
          22.180946177907135,
          22.21580578503454,
          22.25066539216195,
          22.285524999289358,
          22.320384606416763,
          22.35524421354417,
          22.39010382067158,
          22.424963427798986,
          22.459823034926394,
          22.494682642053803,
          22.52954224918121,
          22.564401856308617,
          22.599261463436026,
          22.63412107056343,
          22.66898067769084,
          22.70384028481825,
          22.738699891945654,
          22.773559499073063,
          22.80841910620047,
          22.843278713327877,
          22.878138320455285,
          22.912997927582694,
          22.9478575347101,
          22.982717141837508,
          23.017576748964917,
          23.052436356092322,
          23.08729596321973,
          23.12215557034714,
          23.157015177474545,
          23.191874784601954,
          23.226734391729362,
          23.261593998856767,
          23.296453605984176,
          23.331313213111585,
          23.36617282023899,
          23.4010324273664,
          23.435892034493808,
          23.470751641621213,
          23.50561124874862,
          23.54047085587603,
          23.575330463003436,
          23.610190070130844,
          23.645049677258253,
          23.67990928438566,
          23.714768891513067,
          23.749628498640476,
          23.784488105767885,
          23.81934771289529,
          23.8542073200227,
          23.889066927150107,
          23.923926534277513,
          23.95878614140492,
          23.99364574853233,
          24.028505355659735,
          24.063364962787144,
          24.098224569914553,
          24.133084177041958,
          24.167943784169367,
          24.202803391296776,
          24.23766299842418,
          24.27252260555159,
          24.307382212679,
          24.342241819806404,
          24.377101426933812,
          24.41196103406122,
          24.446820641188626,
          24.481680248316035,
          24.516539855443444,
          24.55139946257085,
          24.586259069698258,
          24.621118676825667,
          24.655978283953072,
          24.69083789108048,
          24.72569749820789,
          24.760557105335295,
          24.795416712462703,
          24.830276319590112,
          24.865135926717517,
          24.899995533844926,
          24.934855140972335,
          24.96971474809974,
          25.00457435522715,
          25.039433962354558,
          25.074293569481963,
          25.10915317660937,
          25.14401278373678,
          25.178872390864186,
          25.213731997991594,
          25.248591605119003,
          25.28345121224641,
          25.318310819373817,
          25.353170426501226,
          25.38803003362863,
          25.42288964075604,
          25.45774924788345,
          25.492608855010854,
          25.527468462138263,
          25.56232806926567,
          25.597187676393077,
          25.632047283520485,
          25.666906890647894,
          25.7017664977753,
          25.736626104902708,
          25.771485712030117,
          25.806345319157522,
          25.84120492628493,
          25.87606453341234,
          25.910924140539745,
          25.945783747667154,
          25.980643354794562,
          26.015502961921968,
          26.050362569049376,
          26.085222176176785,
          26.12008178330419,
          26.1549413904316,
          26.189800997559008,
          26.224660604686413,
          26.259520211813822,
          26.29437981894123,
          26.329239426068636,
          26.364099033196045,
          26.398958640323453,
          26.43381824745086,
          26.468677854578267,
          26.503537461705676,
          26.53839706883308,
          26.57325667596049,
          26.6081162830879,
          26.642975890215304,
          26.677835497342713,
          26.71269510447012,
          26.747554711597527,
          26.782414318724935,
          26.817273925852344,
          26.85213353297975,
          26.88699314010716,
          26.921852747234567,
          26.956712354361972,
          26.99157196148938,
          27.02643156861679,
          27.061291175744195,
          27.096150782871604,
          27.131010389999012,
          27.165869997126418,
          27.200729604253826,
          27.235589211381235,
          27.27044881850864,
          27.30530842563605,
          27.340168032763458,
          27.375027639890863,
          27.409887247018272,
          27.44474685414568,
          27.479606461273086,
          27.514466068400495,
          27.549325675527903,
          27.58418528265531,
          27.619044889782717,
          27.653904496910126,
          27.68876410403753,
          27.72362371116494,
          27.75848331829235,
          27.793342925419754,
          27.828202532547163,
          27.86306213967457,
          27.897921746801977,
          27.932781353929386,
          27.967640961056794,
          28.0025005681842,
          28.03736017531161,
          28.072219782439017,
          28.107079389566422,
          28.14193899669383,
          28.17679860382124,
          28.211658210948645,
          28.246517818076054,
          28.281377425203463,
          28.316237032330868,
          28.351096639458277,
          28.385956246585685,
          28.42081585371309,
          28.4556754608405,
          28.490535067967908,
          28.525394675095313,
          28.560254282222722,
          28.59511388935013,
          28.629973496477536,
          28.664833103604945,
          28.699692710732354,
          28.73455231785976,
          28.769411924987168,
          28.804271532114576,
          28.83913113924198,
          28.87399074636939,
          28.9088503534968,
          28.943709960624204,
          28.978569567751613,
          29.013429174879022,
          29.048288782006427,
          29.083148389133836,
          29.118007996261245,
          29.15286760338865,
          29.18772721051606,
          29.222586817643467,
          29.257446424770873,
          29.29230603189828,
          29.32716563902569,
          29.362025246153095,
          29.396884853280504,
          29.431744460407913,
          29.466604067535318,
          29.501463674662727,
          29.536323281790136,
          29.57118288891754,
          29.60604249604495,
          29.64090210317236,
          29.675761710299764,
          29.710621317427172,
          29.74548092455458,
          29.780340531681986,
          29.815200138809395,
          29.850059745936804,
          29.88491935306421,
          29.919778960191618,
          29.954638567319027,
          29.98949817444643,
          30.02435778157384,
          30.05921738870125,
          30.094076995828654,
          30.128936602956063,
          30.163796210083472,
          30.198655817210877,
          30.233515424338286,
          30.268375031465695,
          30.3032346385931,
          30.33809424572051,
          30.372953852847917,
          30.407813459975323,
          30.44267306710273,
          30.47753267423014,
          30.512392281357545,
          30.547251888484954,
          30.582111495612363,
          30.616971102739768,
          30.651830709867177,
          30.686690316994586,
          30.72154992412199,
          30.7564095312494,
          30.79126913837681,
          30.826128745504214,
          30.860988352631622,
          30.89584795975903,
          30.930707566886436,
          30.965567174013845,
          31.000426781141254,
          31.03528638826866,
          31.070145995396068,
          31.105005602523477,
          31.139865209650882,
          31.17472481677829,
          31.2095844239057,
          31.244444031033105,
          31.279303638160513,
          31.314163245287922,
          31.349022852415327,
          31.383882459542736,
          31.418742066670145,
          31.45360167379755,
          31.48846128092496,
          31.523320888052368,
          31.558180495179773,
          31.59304010230718,
          31.62789970943459,
          31.662759316561996,
          31.697618923689404,
          31.732478530816813,
          31.76733813794422,
          31.802197745071627,
          31.837057352199036,
          31.87191695932644,
          31.90677656645385,
          31.94163617358126,
          31.976495780708664,
          32.011355387836076,
          32.04621499496348,
          32.08107460209089,
          32.115934209218295,
          32.150793816345704,
          32.18565342347311,
          32.220513030600515,
          32.25537263772793,
          32.29023224485533,
          32.32509185198274,
          32.35995145911015,
          32.39481106623755,
          32.42967067336497,
          32.46453028049237,
          32.49938988761978,
          32.534249494747186,
          32.569109101874595,
          32.603968709002004,
          32.638828316129405,
          32.67368792325682,
          32.70854753038422,
          32.74340713751163,
          32.77826674463904,
          32.81312635176645,
          32.84798595889386,
          32.88284556602126,
          32.917705173148676,
          32.95256478027608,
          32.987424387403486,
          33.022283994530895,
          33.0571436016583,
          33.09200320878571,
          33.126862815913114,
          33.16172242304052,
          33.19658203016793,
          33.23144163729534,
          33.26630124442275,
          33.30116085155015,
          33.33602045867757,
          33.37088006580497,
          33.40573967293238,
          33.440599280059786,
          33.475458887187195,
          33.510318494314596,
          33.545178101442005,
          33.580037708569414,
          33.61489731569682,
          33.64975692282423,
          33.68461652995164,
          33.71947613707904,
          33.75433574420645,
          33.78919535133386,
          33.82405495846127,
          33.85891456558868,
          33.893774172716086,
          33.92863377984349,
          33.963493386970896,
          33.998352994098305,
          34.03321260122571,
          34.06807220835312,
          34.10293181548053,
          34.13779142260793,
          34.17265102973534,
          34.20751063686275,
          34.24237024399016,
          34.27722985111757,
          34.31208945824498,
          34.34694906537238,
          34.38180867249979,
          34.416668279627196,
          34.451527886754604,
          34.48638749388201,
          34.52124710100942,
          34.556106708136824,
          34.59096631526423,
          34.62582592239164,
          34.66068552951905,
          34.69554513664646,
          34.73040474377387,
          34.76526435090127,
          34.80012395802868,
          34.83498356515609,
          34.869843172283495,
          34.904702779410904,
          34.93956238653831,
          34.974421993665715,
          35.00928160079312,
          35.04414120792053,
          35.07900081504794,
          35.11386042217535,
          35.14872002930276,
          35.18357963643016,
          35.21843924355757,
          35.25329885068498,
          35.288158457812386,
          35.323018064939795,
          35.357877672067204,
          35.392737279194606,
          35.427596886322014,
          35.46245649344942,
          35.49731610057683,
          35.53217570770424,
          35.56703531483165,
          35.60189492195905,
          35.63675452908646,
          35.67161413621387,
          35.70647374334128,
          35.741333350468686,
          35.776192957596095,
          35.8110525647235,
          35.845912171850905,
          35.880771778978314,
          35.91563138610572,
          35.95049099323313,
          35.98535060036054,
          36.02021020748794,
          36.05506981461535,
          36.08992942174276,
          36.12478902887017,
          36.15964863599758,
          36.194508243124986,
          36.22936785025239,
          36.264227457379796,
          36.299087064507205,
          36.333946671634614,
          36.36880627876202,
          36.40366588588943,
          36.43852549301683,
          36.47338510014424,
          36.50824470727165,
          36.54310431439906,
          36.57796392152647,
          36.61282352865388,
          36.64768313578128,
          36.68254274290869,
          36.717402350036096,
          36.752261957163505,
          36.78712156429091,
          36.82198117141832,
          36.856840778545724,
          36.89170038567313,
          36.92655999280054,
          36.96141959992795,
          36.99627920705536,
          37.03113881418277,
          37.06599842131017,
          37.10085802843758,
          37.13571763556499
         ]
        },
        {
         "name": "Lower Sampled Channels",
         "type": "scatter",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023
         ],
         "y": [
          0.7118803967788665,
          0.7428208023309735,
          0.7737612078830804,
          0.8047016134351875,
          0.8356420189872945,
          0.8665824245394015,
          0.8975228300915085,
          0.9284632356436155,
          0.9594036411957225,
          0.9903440467478295,
          1.0212844522999365,
          1.0522248578520434,
          1.0831652634041504,
          1.1141056689562574,
          1.1450460745083646,
          1.1759864800604716,
          1.2069268856125785,
          1.2378672911646855,
          1.2688076967167925,
          1.2997481022688995,
          1.3306885078210064,
          1.3616289133731136,
          1.3925693189252204,
          1.4235097244773276,
          1.4544501300294344,
          1.4853905355815415,
          1.5163309411336485,
          1.5472713466857555,
          1.5782117522378625,
          1.6091521577899695,
          1.6400925633420766,
          1.6710329688941834,
          1.7019733744462906,
          1.7329137799983976,
          1.7638541855505045,
          1.7947945911026115,
          1.8257349966547185,
          1.8566754022068255,
          1.8876158077589325,
          1.9185562133110394,
          1.9494966188631464,
          1.9804370244152534,
          2.011377429967361,
          2.0423178355194676,
          2.0732582410715743,
          2.1041986466236815,
          2.1351390521757887,
          2.1660794577278955,
          2.197019863280002,
          2.2279602688321094,
          2.2589006743842166,
          2.2898410799363234,
          2.3207814854884306,
          2.3517218910405377,
          2.3826622965926445,
          2.4136027021447513,
          2.4445431076968585,
          2.4754835132489657,
          2.5064239188010724,
          2.537364324353179,
          2.568304729905287,
          2.5992451354573936,
          2.6301855410095003,
          2.6611259465616075,
          2.6920663521137147,
          2.7230067576658215,
          2.7539471632179287,
          2.7848875687700354,
          2.8158279743221426,
          2.8467683798742494,
          2.8777087854263566,
          2.9086491909784633,
          2.9395895965305705,
          2.9705300020826773,
          3.0014704076347845,
          3.0324108131868917,
          3.0633512187389984,
          3.0942916242911056,
          3.1252320298432124,
          3.1561724353953196,
          3.1871128409474263,
          3.2180532464995335,
          3.2489936520516403,
          3.2799340576037475,
          3.3108744631558547,
          3.3418148687079614,
          3.3727552742600686,
          3.4036956798121754,
          3.4346360853642826,
          3.4655764909163893,
          3.4965168964684965,
          3.5274573020206033,
          3.5583977075727105,
          3.5893381131248177,
          3.6202785186769244,
          3.6512189242290316,
          3.6821593297811384,
          3.7130997353332456,
          3.7440401408853523,
          3.7749805464374595,
          3.8059209519895663,
          3.8368613575416735,
          3.8678017630937807,
          3.8987421686458874,
          3.9296825741979946,
          3.9606229797501014,
          3.9915633853022086,
          4.022503790854316,
          4.0534441964064225,
          4.084384601958529,
          4.115325007510636,
          4.146265413062744,
          4.17720581861485,
          4.208146224166958,
          4.239086629719065,
          4.270027035271172,
          4.300967440823278,
          4.331907846375385,
          4.362848251927492,
          4.3937886574795995,
          4.424729063031707,
          4.455669468583814,
          4.486609874135921,
          4.517550279688027,
          4.548490685240134,
          4.579431090792241,
          4.6103714963443485,
          4.641311901896455,
          4.672252307448563,
          4.70319271300067,
          4.734133118552776,
          4.765073524104883,
          4.796013929656991,
          4.826954335209098,
          4.857894740761204,
          4.888835146313311,
          4.919775551865419,
          4.9507159574175255,
          4.981656362969632,
          5.01259676852174,
          5.043537174073847,
          5.074477579625953,
          5.10541798517806,
          5.136358390730168,
          5.1672987962822745,
          5.198239201834381,
          5.229179607386488,
          5.260120012938596,
          5.291060418490702,
          5.322000824042809,
          5.352941229594917,
          5.383881635147024,
          5.41482204069913,
          5.445762446251237,
          5.476702851803345,
          5.5076432573554515,
          5.538583662907558,
          5.569524068459666,
          5.600464474011773,
          5.631404879563879,
          5.662345285115986,
          5.693285690668094,
          5.7242260962202005,
          5.755166501772307,
          5.786106907324414,
          5.817047312876522,
          5.847987718428628,
          5.878928123980735,
          5.909868529532843,
          5.94080893508495,
          5.971749340637056,
          6.002689746189163,
          6.033630151741271,
          6.0645705572933775,
          6.095510962845484,
          6.126451368397592,
          6.157391773949699,
          6.188332179501805,
          6.219272585053912,
          6.25021299060602,
          6.2811533961581265,
          6.312093801710233,
          6.34303420726234,
          6.373974612814448,
          6.404915018366554,
          6.435855423918661,
          6.466795829470769,
          6.497736235022876,
          6.528676640574982,
          6.559617046127089,
          6.590557451679197,
          6.6214978572313035,
          6.65243826278341,
          6.683378668335518,
          6.714319073887625,
          6.745259479439731,
          6.776199884991838,
          6.807140290543946,
          6.8380806960960525,
          6.869021101648159,
          6.899961507200266,
          6.930901912752374,
          6.96184231830448,
          6.992782723856587,
          7.023723129408695,
          7.054663534960802,
          7.085603940512908,
          7.116544346065015,
          7.147484751617123,
          7.1784251571692295,
          7.209365562721336,
          7.240305968273444,
          7.271246373825551,
          7.302186779377657,
          7.333127184929764,
          7.364067590481872,
          7.3950079960339785,
          7.425948401586085,
          7.456888807138192,
          7.4878292126903,
          7.518769618242406,
          7.549710023794513,
          7.580650429346621,
          7.611590834898728,
          7.642531240450834,
          7.673471646002941,
          7.704412051555049,
          7.7353524571071555,
          7.766292862659262,
          7.79723326821137,
          7.828173673763477,
          7.859114079315583,
          7.89005448486769,
          7.920994890419798,
          7.9519352959719045,
          7.982875701524011,
          8.013816107076117,
          8.044756512628226,
          8.075696918180332,
          8.10663732373244,
          8.137577729284548,
          8.168518134836653,
          8.199458540388761,
          8.230398945940866,
          8.261339351492975,
          8.292279757045081,
          8.323220162597188,
          8.354160568149297,
          8.385100973701402,
          8.41604137925351,
          8.446981784805615,
          8.477922190357724,
          8.50886259590983,
          8.539803001461937,
          8.570743407014044,
          8.60168381256615,
          8.63262421811826,
          8.663564623670364,
          8.694505029222473,
          8.72544543477458,
          8.756385840326686,
          8.787326245878793,
          8.8182666514309,
          8.849207056983007,
          8.880147462535115,
          8.911087868087222,
          8.942028273639329,
          8.972968679191435,
          9.003909084743542,
          9.034849490295649,
          9.065789895847756,
          9.096730301399864,
          9.127670706951971,
          9.158611112504078,
          9.189551518056184,
          9.220491923608291,
          9.251432329160398,
          9.282372734712505,
          9.313313140264613,
          9.34425354581672,
          9.375193951368827,
          9.406134356920933,
          9.43707476247304,
          9.468015168025147,
          9.498955573577254,
          9.529895979129362,
          9.560836384681469,
          9.591776790233576,
          9.622717195785683,
          9.65365760133779,
          9.684598006889896,
          9.715538412442003,
          9.74647881799411,
          9.777419223546218,
          9.808359629098325,
          9.839300034650432,
          9.870240440202538,
          9.901180845754645,
          9.932121251306752,
          9.963061656858859,
          9.994002062410967,
          10.024942467963074,
          10.05588287351518,
          10.086823279067287,
          10.117763684619394,
          10.1487040901715,
          10.179644495723608,
          10.210584901275716,
          10.241525306827823,
          10.27246571237993,
          10.303406117932036,
          10.334346523484143,
          10.36528692903625,
          10.396227334588357,
          10.427167740140465,
          10.458108145692572,
          10.489048551244679,
          10.519988956796785,
          10.550929362348892,
          10.581869767900999,
          10.612810173453106,
          10.643750579005214,
          10.674690984557321,
          10.705631390109428,
          10.736571795661535,
          10.767512201213641,
          10.798452606765748,
          10.829393012317855,
          10.860333417869962,
          10.89127382342207,
          10.922214228974177,
          10.953154634526284,
          10.98409504007839,
          11.015035445630497,
          11.045975851182604,
          11.07691625673471,
          11.10785666228682,
          11.138797067838926,
          11.169737473391033,
          11.20067787894314,
          11.231618284495246,
          11.262558690047353,
          11.29349909559946,
          11.324439501151568,
          11.355379906703675,
          11.386320312255782,
          11.417260717807888,
          11.448201123359995,
          11.479141528912102,
          11.510081934464209,
          11.541022340016317,
          11.571962745568424,
          11.60290315112053,
          11.633843556672637,
          11.664783962224744,
          11.695724367776851,
          11.726664773328958,
          11.757605178881066,
          11.788545584433173,
          11.81948598998528,
          11.850426395537387,
          11.881366801089493,
          11.9123072066416,
          11.943247612193707,
          11.974188017745814,
          12.005128423297922,
          12.036068828850029,
          12.067009234402136,
          12.097949639954242,
          12.128890045506349,
          12.159830451058456,
          12.190770856610563,
          12.221711262162671,
          12.252651667714778,
          12.283592073266885,
          12.314532478818991,
          12.345472884371098,
          12.376413289923205,
          12.407353695475312,
          12.43829410102742,
          12.469234506579527,
          12.500174912131634,
          12.53111531768374,
          12.562055723235847,
          12.592996128787954,
          12.62393653434006,
          12.65487693989217,
          12.685817345444276,
          12.716757750996383,
          12.74769815654849,
          12.778638562100596,
          12.809578967652703,
          12.84051937320481,
          12.871459778756916,
          12.902400184309025,
          12.933340589861132,
          12.964280995413239,
          12.995221400965345,
          13.026161806517452,
          13.057102212069559,
          13.088042617621666,
          13.118983023173774,
          13.14992342872588,
          13.180863834277988,
          13.211804239830094,
          13.242744645382201,
          13.273685050934308,
          13.304625456486415,
          13.335565862038523,
          13.36650626759063,
          13.397446673142737,
          13.428387078694843,
          13.45932748424695,
          13.490267889799057,
          13.521208295351164,
          13.552148700903272,
          13.583089106455379,
          13.614029512007486,
          13.644969917559592,
          13.6759103231117,
          13.706850728663806,
          13.737791134215913,
          13.768731539768021,
          13.799671945320128,
          13.830612350872235,
          13.861552756424341,
          13.892493161976448,
          13.923433567528555,
          13.954373973080662,
          13.985314378632768,
          14.016254784184877,
          14.047195189736984,
          14.07813559528909,
          14.109076000841197,
          14.140016406393304,
          14.17095681194541,
          14.201897217497518,
          14.232837623049626,
          14.263778028601733,
          14.29471843415384,
          14.325658839705946,
          14.356599245258053,
          14.38753965081016,
          14.418480056362267,
          14.449420461914375,
          14.480360867466482,
          14.511301273018589,
          14.542241678570695,
          14.573182084122802,
          14.604122489674909,
          14.635062895227016,
          14.666003300779124,
          14.696943706331231,
          14.727884111883338,
          14.758824517435444,
          14.789764922987551,
          14.820705328539658,
          14.851645734091765,
          14.882586139643873,
          14.91352654519598,
          14.944466950748087,
          14.975407356300193,
          15.0063477618523,
          15.037288167404407,
          15.068228572956514,
          15.09916897850862,
          15.130109384060729,
          15.161049789612836,
          15.191990195164943,
          15.22293060071705,
          15.253871006269156,
          15.284811411821263,
          15.31575181737337,
          15.346692222925478,
          15.377632628477585,
          15.408573034029692,
          15.439513439581798,
          15.470453845133905,
          15.501394250686012,
          15.532334656238119,
          15.563275061790227,
          15.594215467342334,
          15.62515587289444,
          15.656096278446547,
          15.687036683998654,
          15.717977089550761,
          15.748917495102868,
          15.779857900654976,
          15.810798306207083,
          15.84173871175919,
          15.872679117311296,
          15.903619522863403,
          15.93455992841551,
          15.965500333967617,
          15.996440739519725,
          16.027381145071832,
          16.058321550623937,
          16.089261956176045,
          16.120202361728154,
          16.15114276728026,
          16.182083172832364,
          16.213023578384473,
          16.24396398393658,
          16.27490438948869,
          16.305844795040795,
          16.3367852005929,
          16.367725606145008,
          16.398666011697117,
          16.42960641724922,
          16.46054682280133,
          16.491487228353435,
          16.522427633905544,
          16.553368039457652,
          16.584308445009757,
          16.615248850561862,
          16.64618925611397,
          16.67712966166608,
          16.708070067218188,
          16.739010472770293,
          16.769950878322398,
          16.800891283874506,
          16.831831689426615,
          16.86277209497872,
          16.893712500530828,
          16.924652906082933,
          16.95559331163504,
          16.986533717187147,
          17.017474122739255,
          17.048414528291364,
          17.07935493384347,
          17.110295339395577,
          17.141235744947682,
          17.17217615049979,
          17.203116556051896,
          17.234056961604004,
          17.264997367156113,
          17.295937772708218,
          17.326878178260326,
          17.35781858381243,
          17.38875898936454,
          17.419699394916645,
          17.450639800468753,
          17.481580206020862,
          17.512520611572967,
          17.543461017125075,
          17.57440142267718,
          17.60534182822929,
          17.636282233781394,
          17.667222639333502,
          17.69816304488561,
          17.729103450437716,
          17.760043855989824,
          17.79098426154193,
          17.821924667094038,
          17.852865072646143,
          17.88380547819825,
          17.91474588375036,
          17.945686289302465,
          17.976626694854573,
          18.00756710040668,
          18.038507505958787,
          18.069447911510892,
          18.100388317063,
          18.13132872261511,
          18.162269128167214,
          18.193209533719322,
          18.224149939271427,
          18.255090344823536,
          18.28603075037564,
          18.31697115592775,
          18.347911561479858,
          18.378851967031963,
          18.40979237258407,
          18.440732778136177,
          18.471673183688285,
          18.50261358924039,
          18.5335539947925,
          18.564494400344607,
          18.595434805896712,
          18.62637521144882,
          18.657315617000926,
          18.688256022553034,
          18.71919642810514,
          18.750136833657248,
          18.781077239209353,
          18.81201764476146,
          18.84295805031357,
          18.873898455865675,
          18.904838861417783,
          18.935779266969888,
          18.966719672521997,
          18.9976600780741,
          19.02860048362621,
          19.05954088917832,
          19.090481294730424,
          19.121421700282532,
          19.152362105834637,
          19.183302511386746,
          19.21424291693885,
          19.24518332249096,
          19.276123728043068,
          19.307064133595173,
          19.33800453914728,
          19.368944944699386,
          19.399885350251495,
          19.4308257558036,
          19.46176616135571,
          19.492706566907817,
          19.52364697245992,
          19.55458737801203,
          19.585527783564135,
          19.616468189116244,
          19.64740859466835,
          19.678349000220457,
          19.709289405772566,
          19.74022981132467,
          19.77117021687678,
          19.802110622428884,
          19.833051027980993,
          19.863991433533098,
          19.894931839085206,
          19.925872244637315,
          19.95681265018942,
          19.98775305574153,
          20.018693461293633,
          20.049633866845742,
          20.080574272397847,
          20.111514677949955,
          20.142455083502064,
          20.17339548905417,
          20.204335894606277,
          20.235276300158382,
          20.26621670571049,
          20.297157111262596,
          20.328097516814704,
          20.359037922366813,
          20.389978327918918,
          20.420918733471026,
          20.45185913902313,
          20.48279954457524,
          20.513739950127345,
          20.544680355679453,
          20.575620761231562,
          20.606561166783667,
          20.637501572335776,
          20.66844197788788,
          20.69938238343999,
          20.730322788992094,
          20.761263194544203,
          20.792203600096308,
          20.823144005648416,
          20.854084411200525,
          20.88502481675263,
          20.915965222304738,
          20.946905627856843,
          20.97784603340895,
          21.008786438961057,
          21.039726844513165,
          21.070667250065274,
          21.10160765561738,
          21.132548061169487,
          21.163488466721592,
          21.1944288722737,
          21.225369277825806,
          21.256309683377914,
          21.287250088930023,
          21.318190494482128,
          21.349130900034236,
          21.38007130558634,
          21.41101171113845,
          21.441952116690555,
          21.472892522242663,
          21.50383292779477,
          21.534773333346877,
          21.565713738898985,
          21.59665414445109,
          21.6275945500032,
          21.658534955555304,
          21.689475361107412,
          21.72041576665952,
          21.751356172211626,
          21.782296577763734,
          21.81323698331584,
          21.844177388867948,
          21.875117794420053,
          21.90605819997216,
          21.93699860552427,
          21.967939011076375,
          21.998879416628483,
          22.02981982218059,
          22.060760227732697,
          22.091700633284802,
          22.12264103883691,
          22.15358144438902,
          22.184521849941124,
          22.215462255493232,
          22.246402661045337,
          22.277343066597446,
          22.30828347214955,
          22.33922387770166,
          22.370164283253768,
          22.401104688805873,
          22.43204509435798,
          22.462985499910086,
          22.493925905462195,
          22.5248663110143,
          22.55580671656641,
          22.586747122118517,
          22.617687527670622,
          22.64862793322273,
          22.679568338774835,
          22.710508744326944,
          22.74144914987905,
          22.772389555431158,
          22.803329960983266,
          22.83427036653537,
          22.86521077208748,
          22.896151177639585,
          22.927091583191693,
          22.958031988743798,
          22.988972394295907,
          23.01991279984801,
          23.05085320540012,
          23.08179361095223,
          23.112734016504334,
          23.143674422056442,
          23.174614827608547,
          23.205555233160656,
          23.23649563871276,
          23.26743604426487,
          23.298376449816978,
          23.329316855369083,
          23.36025726092119,
          23.391197666473296,
          23.422138072025405,
          23.45307847757751,
          23.484018883129618,
          23.514959288681727,
          23.54589969423383,
          23.57684009978594,
          23.607780505338045,
          23.638720910890154,
          23.66966131644226,
          23.700601721994367,
          23.731542127546476,
          23.76248253309858,
          23.79342293865069,
          23.824363344202794,
          23.855303749754903,
          23.886244155307008,
          23.917184560859116,
          23.948124966411225,
          23.97906537196333,
          24.01000577751544,
          24.040946183067543,
          24.071886588619652,
          24.102826994171757,
          24.133767399723865,
          24.164707805275974,
          24.19564821082808,
          24.226588616380187,
          24.257529021932292,
          24.2884694274844,
          24.319409833036506,
          24.350350238588614,
          24.381290644140723,
          24.412231049692828,
          24.443171455244936,
          24.47411186079704,
          24.50505226634915,
          24.535992671901255,
          24.566933077453363,
          24.597873483005472,
          24.628813888557577,
          24.659754294109685,
          24.69069469966179,
          24.7216351052139,
          24.752575510766004,
          24.783515916318112,
          24.81445632187022,
          24.845396727422326,
          24.876337132974434,
          24.90727753852654,
          24.938217944078648,
          24.969158349630753,
          25.00009875518286,
          25.031039160734966,
          25.061979566287075,
          25.092919971839184,
          25.12386037739129,
          25.154800782943397,
          25.185741188495502,
          25.21668159404761,
          25.247621999599716,
          25.278562405151824,
          25.309502810703933,
          25.340443216256038,
          25.371383621808146,
          25.40232402736025,
          25.43326443291236,
          25.464204838464465,
          25.495145244016573,
          25.52608564956868,
          25.557026055120787,
          25.587966460672895,
          25.618906866225,
          25.64984727177711,
          25.680787677329214,
          25.711728082881322,
          25.74266848843343,
          25.773608893985536,
          25.804549299537644,
          25.83548970508975,
          25.866430110641858,
          25.897370516193963,
          25.92831092174607,
          25.95925132729818,
          25.990191732850285,
          26.021132138402393,
          26.0520725439545,
          26.083012949506607,
          26.11395335505871,
          26.14489376061082,
          26.17583416616293,
          26.206774571715034,
          26.237714977267142,
          26.268655382819247,
          26.299595788371356,
          26.33053619392346,
          26.36147659947557,
          26.392417005027678,
          26.423357410579783,
          26.45429781613189,
          26.485238221683996,
          26.516178627236105,
          26.54711903278821,
          26.57805943834032,
          26.608999843892427,
          26.639940249444532,
          26.67088065499664,
          26.701821060548745,
          26.732761466100854,
          26.76370187165296,
          26.794642277205067,
          26.825582682757176,
          26.85652308830928,
          26.88746349386139,
          26.918403899413494,
          26.949344304965603,
          26.980284710517708,
          27.011225116069816,
          27.042165521621925,
          27.07310592717403,
          27.10404633272614,
          27.134986738278243,
          27.165927143830352,
          27.196867549382457,
          27.227807954934566,
          27.25874836048667,
          27.28968876603878,
          27.320629171590888,
          27.351569577142993,
          27.3825099826951,
          27.413450388247206,
          27.444390793799315,
          27.47533119935142,
          27.506271604903528,
          27.537212010455637,
          27.56815241600774,
          27.59909282155985,
          27.630033227111955,
          27.660973632664064,
          27.69191403821617,
          27.722854443768277,
          27.753794849320386,
          27.78473525487249,
          27.8156756604246,
          27.846616065976704,
          27.877556471528813,
          27.908496877080918,
          27.939437282633026,
          27.970377688185135,
          28.00131809373724,
          28.032258499289348,
          28.063198904841453,
          28.09413931039356,
          28.125079715945667,
          28.156020121497775,
          28.186960527049884,
          28.21790093260199,
          28.248841338154097,
          28.279781743706202,
          28.31072214925831,
          28.341662554810416,
          28.372602960362524,
          28.403543365914633,
          28.434483771466738,
          28.465424177018846,
          28.49636458257095,
          28.52730498812306,
          28.558245393675165,
          28.589185799227273,
          28.620126204779382,
          28.651066610331487,
          28.682007015883595,
          28.7129474214357,
          28.74388782698781,
          28.774828232539914,
          28.805768638092022,
          28.83670904364413,
          28.867649449196236,
          28.898589854748344,
          28.92953026030045,
          28.960470665852558,
          28.991411071404663,
          29.02235147695677,
          29.05329188250888,
          29.084232288060985,
          29.115172693613093,
          29.1461130991652,
          29.177053504717307,
          29.207993910269412,
          29.23893431582152,
          29.269874721373625,
          29.300815126925734,
          29.331755532477843,
          29.362695938029947,
          29.393636343582056,
          29.42457674913416,
          29.45551715468627,
          29.486457560238374,
          29.517397965790483,
          29.54833837134259,
          29.579278776894697,
          29.610219182446805,
          29.64115958799891,
          29.67209999355102,
          29.703040399103124,
          29.733980804655232,
          29.76492121020734,
          29.795861615759446,
          29.826802021311554,
          29.85774242686366,
          29.888682832415768,
          29.919623237967873,
          29.95056364351998,
          29.98150404907209,
          30.012444454624195,
          30.043384860176303,
          30.074325265728408,
          30.105265671280517,
          30.13620607683262,
          30.16714648238473,
          30.19808688793684,
          30.229027293488944,
          30.259967699041052,
          30.290908104593157,
          30.321848510145266,
          30.35278891569737,
          30.38372932124948,
          30.414669726801588,
          30.445610132353693,
          30.4765505379058,
          30.507490943457906,
          30.538431349010015,
          30.56937175456212,
          30.60031216011423,
          30.631252565666337,
          30.662192971218442,
          30.69313337677055,
          30.724073782322655,
          30.755014187874764,
          30.78595459342687,
          30.816894998978977,
          30.847835404531086,
          30.87877581008319,
          30.9097162156353,
          30.940656621187404,
          30.971597026739513,
          31.002537432291618,
          31.033477837843726,
          31.064418243395835,
          31.09535864894794,
          31.12629905450005,
          31.157239460052153,
          31.188179865604262,
          31.219120271156367,
          31.250060676708475,
          31.281001082260584,
          31.31194148781269,
          31.342881893364797,
          31.373822298916902,
          31.40476270446901,
          31.435703110021116,
          31.466643515573224,
          31.49758392112533,
          31.528524326677438,
          31.559464732229547,
          31.59040513778165,
          31.62134554333376,
          31.652285948885865,
          31.683226354437974,
          31.71416675999008,
          31.745107165542187,
          31.776047571094296,
          31.8069879766464,
          31.83792838219851,
          31.868868787750614,
          31.899809193302723,
          31.930749598854828,
          31.961690004406936,
          31.992630409959045,
          32.02357081551115,
          32.05451122106326,
          32.08545162661537,
          32.11639203216747,
          32.14733243771958,
          32.178272843271685,
          32.209213248823794,
          32.2401536543759,
          32.271094059928004,
          32.30203446548011,
          32.33297487103222,
          32.36391527658432
         ]
        },
        {
         "name": "Mean Steps",
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
          1041,
          1042,
          1043,
          1044,
          1045,
          1046,
          1047,
          1048,
          1049
         ],
         "y": [
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          1.5881564593366595,
          2.1459101733751806,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          2.640956662208893,
          3.1987103762474143,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          3.6937568650811263,
          4.251510579119647,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          4.7465570679533595,
          5.304310781991881,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          5.799357270825593,
          6.357110984864114,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          6.852157473697826,
          7.409911187736347,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          7.904957676570059,
          8.46271139060858,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          8.957757879442294,
          9.515511593480815,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.010558082314526,
          10.568311796353047,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.063358285186759,
          11.621111999225281,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.116158488058993,
          12.673912202097515,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.168958690931227,
          13.726712404969748,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.221758893803461,
          14.779512607841982,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.274559096675693,
          15.832312810714214,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.327359299547926,
          16.885113013586448,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.380159502420163,
          17.937913216458682,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.432959705292394,
          18.990713419330916,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          19.485759908164624,
          20.04351362220315,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          20.53856011103686,
          21.09631382507538,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          21.591360313909092,
          22.149114027947615,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          22.644160516781326,
          23.20191423081985,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          23.69696071965356,
          24.25471443369208,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          24.749760922525795,
          25.307514636564314,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          25.80256112539803,
          26.360314839436548,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          26.85536132827026,
          27.41311504230878,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          27.908161531142493,
          28.465915245181016,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          28.960961734014727,
          29.51871544805325,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.013761936886958,
          30.57151565092548,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.066562139759192,
          31.624315853797714,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.119362342631426,
          32.67711605666995,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.17216254550366,
          33.72991625954218,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.224962748375894,
          34.78271646241441,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813,
          35.27776295124813
         ]
        },
        {
         "name": "Rect Steps",
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
          1041,
          1042,
          1043,
          1044,
          1045,
          1046,
          1047,
          1048,
          1049
         ],
         "y": [
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.4743395442270284,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          1.7019733744462906,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.589846972304071,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          2.6920663521137147,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.705354400381114,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          3.6821593297811384,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.820861828458156,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          4.672252307448563,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.936369256535199,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          5.662345285115986,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          7.0518766846122425,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          6.65243826278341,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          8.167384112689284,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          7.642531240450834,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          9.282891540766327,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          8.63262421811826,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          10.39839896884337,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          9.622717195785683,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          11.513906396920413,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          10.612810173453106,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          12.629413824997457,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          11.60290315112053,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          13.744921253074498,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          12.592996128787954,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          14.860428681151541,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          13.583089106455379,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          15.975936109228584,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          14.573182084122802,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          17.091443537305626,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          15.563275061790227,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          18.20695096538267,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          16.553368039457652,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          19.322458393459712,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          17.543461017125075,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          20.437965821536753,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          18.5335539947925,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          21.5534732496138,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          19.52364697245992,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          22.66898067769084,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          20.513739950127345,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          23.784488105767885,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          21.50383292779477,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          24.899995533844926,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          22.493925905462195,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          26.015502961921968,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          23.484018883129618,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          27.131010389999012,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          24.47411186079704,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          28.246517818076054,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          25.464204838464465,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          29.362025246153095,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          26.45429781613189,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          30.47753267423014,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          27.444390793799315,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          31.59304010230718,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          28.434483771466738,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          32.70854753038422,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          29.42457674913416,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          33.82405495846127,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          30.414669726801588,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          34.93956238653831,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          31.40476270446901,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          36.05506981461535,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          32.39485568213644,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          33.38494865980386,
          33.38494865980386,
          33.38494865980386,
          33.38494865980386,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          33.38494865980386,
          33.38494865980386,
          33.38494865980386,
          33.38494865980386,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          37.170577242692396,
          33.38494865980386,
          33.38494865980386,
          33.38494865980386,
          33.38494865980386,
          37.170577242692396
         ]
        },
        {
         "mode": "markers",
         "name": "Rect Errors",
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
          21,
          22,
          23,
          24,
          25,
          26,
          27,
          28,
          29,
          30,
          31,
          32,
          33,
          34,
          35,
          36,
          37,
          38,
          39,
          40,
          41,
          42,
          43,
          44,
          45,
          46,
          47,
          48,
          49,
          50,
          51,
          52,
          53,
          54,
          55,
          56,
          57,
          58,
          59,
          60,
          61,
          62,
          63,
          64,
          65,
          66,
          67,
          68,
          69,
          70,
          71,
          72,
          73,
          74,
          75,
          76,
          77,
          78,
          79,
          80,
          81,
          82,
          83,
          84,
          85,
          86,
          87,
          88,
          89,
          90,
          91,
          92,
          93,
          94,
          95,
          96,
          97,
          98,
          99,
          100,
          101,
          102,
          103,
          104,
          105,
          106,
          107,
          108,
          109,
          110,
          111,
          112,
          113,
          114,
          115,
          116,
          117,
          118,
          119,
          120,
          121,
          122,
          123,
          124,
          125,
          126,
          127,
          128,
          129,
          130,
          131,
          132,
          133,
          134,
          135,
          136,
          137,
          138,
          139,
          140,
          141,
          142,
          143,
          144,
          145,
          146,
          147,
          148,
          149,
          150,
          151,
          152,
          153,
          154,
          155,
          156,
          157,
          158,
          159,
          160,
          161,
          162,
          163,
          164,
          165,
          166,
          167,
          168,
          169,
          170,
          171,
          172,
          173,
          174,
          175,
          176,
          177,
          178,
          179,
          180,
          181,
          182,
          183,
          184,
          185,
          186,
          187,
          188,
          189,
          190,
          191,
          192,
          193,
          194,
          195,
          196,
          197,
          198,
          199,
          200,
          201,
          202,
          203,
          204,
          205,
          206,
          207,
          208,
          209,
          210,
          211,
          212,
          213,
          214,
          215,
          216,
          217,
          218,
          219,
          220,
          221,
          222,
          223,
          224,
          225,
          226,
          227,
          228,
          229,
          230,
          231,
          232,
          233,
          234,
          235,
          236,
          237,
          238,
          239,
          240,
          241,
          242,
          243,
          244,
          245,
          246,
          247,
          248,
          249,
          250,
          251,
          252,
          253,
          254,
          255,
          256,
          257,
          258,
          259,
          260,
          261,
          262,
          263,
          264,
          265,
          266,
          267,
          268,
          269,
          270,
          271,
          272,
          273,
          274,
          275,
          276,
          277,
          278,
          279,
          280,
          281,
          282,
          283,
          284,
          285,
          286,
          287,
          288,
          289,
          290,
          291,
          292,
          293,
          294,
          295,
          296,
          297,
          298,
          299,
          300,
          301,
          302,
          303,
          304,
          305,
          306,
          307,
          308,
          309,
          310,
          311,
          312,
          313,
          314,
          315,
          316,
          317,
          318,
          319,
          320,
          321,
          322,
          323,
          324,
          325,
          326,
          327,
          328,
          329,
          330,
          331,
          332,
          333,
          334,
          335,
          336,
          337,
          338,
          339,
          340,
          341,
          342,
          343,
          344,
          345,
          346,
          347,
          348,
          349,
          350,
          351,
          352,
          353,
          354,
          355,
          356,
          357,
          358,
          359,
          360,
          361,
          362,
          363,
          364,
          365,
          366,
          367,
          368,
          369,
          370,
          371,
          372,
          373,
          374,
          375,
          376,
          377,
          378,
          379,
          380,
          381,
          382,
          383,
          384,
          385,
          386,
          387,
          388,
          389,
          390,
          391,
          392,
          393,
          394,
          395,
          396,
          397,
          398,
          399,
          400,
          401,
          402,
          403,
          404,
          405,
          406,
          407,
          408,
          409,
          410,
          411,
          412,
          413,
          414,
          415,
          416,
          417,
          418,
          419,
          420,
          421,
          422,
          423,
          424,
          425,
          426,
          427,
          428,
          429,
          430,
          431,
          432,
          433,
          434,
          435,
          436,
          437,
          438,
          439,
          440,
          441,
          442,
          443,
          444,
          445,
          446,
          447,
          448,
          449,
          450,
          451,
          452,
          453,
          454,
          455,
          456,
          457,
          458,
          459,
          460,
          461,
          462,
          463,
          464,
          465,
          466,
          467,
          468,
          469,
          470,
          471,
          472,
          473,
          474,
          475,
          476,
          477,
          478,
          479,
          480,
          481,
          482,
          483,
          484,
          485,
          486,
          487,
          488,
          489,
          490,
          491,
          492,
          493,
          494,
          495,
          496,
          497,
          498,
          499,
          500,
          501,
          502,
          503,
          504,
          505,
          506,
          507,
          508,
          509,
          510,
          511,
          512,
          513,
          514,
          515,
          516,
          517,
          518,
          519,
          520,
          521,
          522,
          523,
          524,
          525,
          526,
          527,
          528,
          529,
          530,
          531,
          532,
          533,
          534,
          535,
          536,
          537,
          538,
          539,
          540,
          541,
          542,
          543,
          544,
          545,
          546,
          547,
          548,
          549,
          550,
          551,
          552,
          553,
          554,
          555,
          556,
          557,
          558,
          559,
          560,
          561,
          562,
          563,
          564,
          565,
          566,
          567,
          568,
          569,
          570,
          571,
          572,
          573,
          574,
          575,
          576,
          577,
          578,
          579,
          580,
          581,
          582,
          583,
          584,
          585,
          586,
          587,
          588,
          589,
          590,
          591,
          592,
          593,
          594,
          595,
          596,
          597,
          598,
          599,
          600,
          601,
          602,
          603,
          604,
          605,
          606,
          607,
          608,
          609,
          610,
          611,
          612,
          613,
          614,
          615,
          616,
          617,
          618,
          619,
          620,
          621,
          622,
          623,
          624,
          625,
          626,
          627,
          628,
          629,
          630,
          631,
          632,
          633,
          634,
          635,
          636,
          637,
          638,
          639,
          640,
          641,
          642,
          643,
          644,
          645,
          646,
          647,
          648,
          649,
          650,
          651,
          652,
          653,
          654,
          655,
          656,
          657,
          658,
          659,
          660,
          661,
          662,
          663,
          664,
          665,
          666,
          667,
          668,
          669,
          670,
          671,
          672,
          673,
          674,
          675,
          676,
          677,
          678,
          679,
          680,
          681,
          682,
          683,
          684,
          685,
          686,
          687,
          688,
          689,
          690,
          691,
          692,
          693,
          694,
          695,
          696,
          697,
          698,
          699,
          700,
          701,
          702,
          703,
          704,
          705,
          706,
          707,
          708,
          709,
          710,
          711,
          712,
          713,
          714,
          715,
          716,
          717,
          718,
          719,
          720,
          721,
          722,
          723,
          724,
          725,
          726,
          727,
          728,
          729,
          730,
          731,
          732,
          733,
          734,
          735,
          736,
          737,
          738,
          739,
          740,
          741,
          742,
          743,
          744,
          745,
          746,
          747,
          748,
          749,
          750,
          751,
          752,
          753,
          754,
          755,
          756,
          757,
          758,
          759,
          760,
          761,
          762,
          763,
          764,
          765,
          766,
          767,
          768,
          769,
          770,
          771,
          772,
          773,
          774,
          775,
          776,
          777,
          778,
          779,
          780,
          781,
          782,
          783,
          784,
          785,
          786,
          787,
          788,
          789,
          790,
          791,
          792,
          793,
          794,
          795,
          796,
          797,
          798,
          799,
          800,
          801,
          802,
          803,
          804,
          805,
          806,
          807,
          808,
          809,
          810,
          811,
          812,
          813,
          814,
          815,
          816,
          817,
          818,
          819,
          820,
          821,
          822,
          823,
          824,
          825,
          826,
          827,
          828,
          829,
          830,
          831,
          832,
          833,
          834,
          835,
          836,
          837,
          838,
          839,
          840,
          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          855,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          882,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          910,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          938,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          966,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          994,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1022,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
          1041,
          1042,
          1043,
          1044,
          1045,
          1046,
          1047,
          1048,
          1049
         ],
         "y": [
          0.9847849435564441,
          0.5033604202615891,
          0.8265439849792128,
          0.8258056751543665,
          0.23247667499606767,
          0.06547113757723438,
          0.00953435266102091,
          0.47561211334068937,
          0.051844364161827576,
          0.18672947955700017,
          0.10890484064566194,
          0.05287544388216304,
          0.6770325618157453,
          0.054361738475647875,
          0.05478606603424328,
          0.5617093993366427,
          0.09445811753062207,
          0.0922633293565353,
          0.09587173345804015,
          0.09392029748172996,
          0.025492545829676028,
          0.025983318079227474,
          0.025801714174116225,
          0.03451754410550599,
          0.27416429825952565,
          0.27476033580313314,
          0.12606533195599212,
          0.2744646251110925,
          0.036766565532611976,
          0.05905972321259702,
          0.2980372044213631,
          0.058533090194937264,
          0.004400295313736097,
          0.003928157566307852,
          0.0037899805196666466,
          0.0038203465777898304,
          0.18548250001618852,
          0.12512666569911687,
          0.12611317656138313,
          0.12515929805692014,
          0.045110082828353174,
          0.07563952228979674,
          0.07521751427055562,
          0.040822988811242626,
          0.1640778988216565,
          0.16363229928443776,
          0.11936034145546984,
          0.16386643001073783,
          0.18957628563177983,
          0.056887815538446906,
          0.05597029011777565,
          0.05693007228147786,
          0.10506142858949025,
          0.10605797925352879,
          0.11211765965684509,
          0.10599910133768241,
          0.07661651128213771,
          0.2716844509937064,
          0.15634271768920266,
          0.22122388484951813,
          0.027410683338719873,
          0.027543120257291262,
          0.04511328944049776,
          0.027631234431493394,
          0.023523197729510982,
          0.02363941460271055,
          0.023034046367628645,
          0.02344694034477818,
          0.002519057964026629,
          0.026071270976565454,
          0.026308297777372338,
          0.002622529541084577,
          0.027537704616815536,
          0.027203900585968926,
          0.027405697782373027,
          0.027593415172931072,
          0.048039469278612974,
          0.048119052297421784,
          0.04841262106914928,
          0.04820032775268363,
          0.03697637194824531,
          0.036038754291502315,
          0.0370159469616534,
          0.036349624359931706,
          0.024637227496682523,
          0.024776705465104677,
          0.02476316535746185,
          0.023915080177927185,
          0.05160165453003571,
          0.05172476159986929,
          0.05174356917763322,
          0.053268036269406176,
          0.03381194860599862,
          0.03419484291176579,
          0.033806574744758254,
          0.03392255188732606,
          0.018350503104038546,
          0.017318919621316736,
          0.01856446407318496,
          0.017163251319414038,
          0.020232416649466872,
          0.020570851932876145,
          0.020407632539150837,
          0.02035222521177735,
          0.019772576245317246,
          0.01977522168290525,
          0.019889619478193128,
          0.020092668158875646,
          0.03574587120899116,
          0.03591668413464701,
          0.03574941933717575,
          0.03593254638078624,
          0.025619872139914186,
          0.025778726899854103,
          0.02547678710349531,
          0.025781729805674895,
          0.018280531661126503,
          0.01794710430321815,
          0.018542289557376836,
          0.017812824048408313,
          0.03845939213266504,
          0.038757807930994446,
          0.038672421085830334,
          0.03880749095272311,
          0.026897523729695165,
          0.026772530205855887,
          0.026719383263910938,
          0.0266052331821521,
          0.01299105411581573,
          0.013045336073543294,
          0.012772023270780763,
          0.013280623809694254,
          0.01566323712118671,
          0.01513678715948087,
          0.015440002494865934,
          0.01585361514074082,
          0.015269331035142265,
          0.015270643487169992,
          0.015266717804218287,
          0.01536475759482381,
          0.016153472030768893,
          0.016312043062967383,
          0.015756518734061264,
          0.016244027951920988,
          0.02019105208297925,
          0.020564812960534976,
          0.020264790439993262,
          0.020503566125354162,
          0.01332538522619575,
          0.013647506677366507,
          0.013154822371354942,
          0.01348668863353249,
          0.0326704358577387,
          0.03273107674691962,
          0.03288714714026899,
          0.03278679538661668,
          0.020803458111832034,
          0.020694959472872053,
          0.0210505928285015,
          0.020806522362408236,
          0.01118406022249433,
          0.011156006441636892,
          0.011046208831308704,
          0.01143001169868313,
          0.0129650776685871,
          0.012987853578174976,
          0.012431968608183797,
          0.012969301864172318,
          0.011028174379224865,
          0.011380291066175321,
          0.011185540022713788,
          0.011058634457391131,
          0.012770126289525592,
          0.013156237154517683,
          0.012572089893937051,
          0.013338321734358335,
          0.01621938773901668,
          0.016581522917667128,
          0.016642376283592584,
          0.016125148265763885,
          0.010814974214914888,
          0.010922398980976512,
          0.01117212068186423,
          0.011366425439908014,
          0.0263591110479388,
          0.026361190082412177,
          0.02641913534977506,
          0.02629867607727145,
          0.017678725766445913,
          0.01790476970392171,
          0.017424235070163947,
          0.017698978552701247,
          0.008995227948071833,
          0.009052155061662862,
          0.008783549092561689,
          0.008652987198153961,
          0.011180470903313323,
          0.010872965489187645,
          0.010719175779241004,
          0.011146167397604965,
          0.008505935239312987,
          0.00813887421352341,
          0.008942308362030058,
          0.008133843865037876,
          0.011717183274328767,
          0.011293523568194123,
          0.011703722028242996,
          0.011754277370024033,
          0.012190777050515213,
          0.012335023426660633,
          0.011898558104220242,
          0.012081015998373804,
          0.01014590655870492,
          0.010205089873273416,
          0.010299319120396685,
          0.010268922127949295,
          0.021494546319374145,
          0.021782430447289013,
          0.022143544829098954,
          0.02161819589610835,
          0.015532004818885146,
          0.015413239452693189,
          0.01529345045863002,
          0.015263663582156974,
          0.0059432636573090395,
          0.005656694767410991,
          0.005600972333878417,
          0.005829637820626352,
          0.009671837439908139,
          0.009978152564533205,
          0.009876234540605657,
          0.010245741299121825,
          0.005722465714979467,
          0.005698040912545641,
          0.005695375878315026,
          0.005930142400362408,
          0.010096815539629753,
          0.010140853988462033,
          0.010175046042653606,
          0.01017037801705826,
          0.009032030188392095,
          0.008868129260101897,
          0.009158807956114281,
          0.009049909759925793,
          0.008960528614070293,
          0.009315085701812411,
          0.009427297308298556,
          0.009076003917509495,
          0.017582050149474563,
          0.017624055335367896,
          0.017799846307193175,
          0.017797514152564125,
          0.013879217346027657,
          0.013918369056227268,
          0.013882539019862286,
          0.013935898872936643,
          0.0046119712230836,
          0.004098331979610601,
          0.004498469089554568,
          0.004687057968854081,
          0.00966224473304255,
          0.00964677166207968,
          0.009397942373596412,
          0.009773390640655653,
          0.003975611824683197,
          0.0038467638339115765,
          0.003596607394771558,
          0.0035643683136085532,
          0.00990617183484385,
          0.009711352820505625,
          0.00986139546435546,
          0.009723725419977227,
          0.0071927936346856906,
          0.007172485092075273,
          0.007386426601772824,
          0.007413010261388461,
          0.008525767148330211,
          0.008595697500617595,
          0.00845792485586218,
          0.008443777482186525,
          0.015879434563842873,
          0.01591230901240337,
          0.01591878222483102,
          0.015932071305766553,
          0.012408111351972286,
          0.012665014584157936,
          0.012523375700588351,
          0.012506634445034625,
          0.0039314982334343156,
          0.0037991246844006946,
          0.004087550433368068,
          0.0036111186142298245,
          0.008506901536399583,
          0.008625127048759788,
          0.008576527286095627,
          0.008558016647930804,
          0.0024459228670003328,
          0.002652614290992625,
          0.0026765189451536902,
          0.002527218638605745,
          0.008737116756012683,
          0.008665471197408577,
          0.008903894840373034,
          0.008709210320195398,
          0.005415945120951183,
          0.005765344499785138,
          0.005634929862831399,
          0.005728033466557822,
          0.007592592292349782,
          0.007603321825100706,
          0.0073461017970672445,
          0.007650170464434524,
          0.013984640044198068,
          0.013896356231760028,
          0.013850177021747246,
          0.013770184650986271,
          0.011384978273936718,
          0.011385553759956219,
          0.011284102908586958,
          0.011297828376926881,
          0.004009554789117049,
          0.0036035599516454925,
          0.0036294943676120767,
          0.0038148446095891565,
          0.007795125297011117,
          0.007440067593886183,
          0.0076571512862602265,
          0.0075464313900934585,
          0.001628105611365916,
          0.0017161271347170318,
          0.0018703836540505854,
          0.0018114412686931947,
          0.008170035932413382,
          0.008085662150536533,
          0.008179942123822111,
          0.00798589034748672,
          0.004134461272500577,
          0.004365709871129936,
          0.004220269236675453,
          0.003990200329891113,
          0.007109877258499532,
          0.007222475153471324,
          0.007123857871740805,
          0.00716945804342922,
          0.011793584159406168,
          0.011824402853719104,
          0.01172269807896238,
          0.011999176426469443,
          0.010385482989967085,
          0.010372389188255388,
          0.010409548612801245,
          0.010431379003898485,
          0.002577364852440046,
          0.0029026706620095023,
          0.0028636704183991335,
          0.002903154473268984,
          0.006942065544921139,
          0.007123596472838354,
          0.006937039950135544,
          0.007008147760345144,
          0.0007412217008585014,
          0.0008618460398520075,
          0.0009384078046173857,
          0.0011282448169823624,
          0.007325836630194285,
          0.007238176580010305,
          0.00736584574276925,
          0.007470124552595019,
          0.0029885418443642542,
          0.003186590276609123,
          0.0033095267560143563,
          0.0032324037559529656,
          0.0064420708787901555,
          0.006155944595611311,
          0.006179728073076746,
          0.00612506560879373,
          0.010679049237582956,
          0.01051994236593009,
          0.01081378836960573,
          0.010606326851543857,
          0.009739975424051896,
          0.00946585768409428,
          0.009519073771800357,
          0.009738275806208152,
          0.0024943730499103287,
          0.0023501501367542282,
          0.002146493797707544,
          0.002188624626041202,
          0.0062034981896952265,
          0.006244907634816605,
          0.0060430203655553105,
          0.00612648552036906,
          0.00022735296731465378,
          0.0006304393514731021,
          0.0004432963496837407,
          0.0003630587579871265,
          0.0065782528927554335,
          0.006392348709075315,
          0.006580176984393912,
          0.006798979303224636,
          0.0025664022672345775,
          0.0028529670285892227,
          0.0024921716208725023,
          0.0025988874423332783,
          0.0054510815442580665,
          0.005621288259288626,
          0.0054419041795895195,
          0.005443941213583958,
          0.009599388042211717,
          0.009863776679355923,
          0.010086654320887128,
          0.00992973933750117,
          0.008764178612644485,
          0.008699003390298617,
          0.008712901698543229,
          0.008714959521715084,
          0.0017153338078802758,
          0.0018525519837868105,
          0.00169625803621845,
          0.0017334032397921507,
          0.005804955383529376,
          0.005828279003223052,
          0.005681913556858254,
          0.005546114652492112,
          0.0003594164012675773,
          0.00036188997587484583,
          0.0005946126464090165,
          0.000510437720977126,
          0.0063861800464808695,
          0.006284670957720509,
          0.006471256153557792,
          0.006000369641998879,
          0.0009986491719126869,
          0.00106865357738881,
          0.0009798016322420321,
          0.001203250693741935,
          0.005183130890161499,
          0.005096398206702448,
          0.005199122043625352,
          0.005145754365695393,
          0.008427752144448925,
          0.008405002415300388,
          0.00853027713619298,
          0.008633502902793374,
          0.008269658815483229,
          0.008334243906520445,
          0.008229288222873082,
          0.008205005265816011,
          0.0008576823561045521,
          0.0008776847861229998,
          0.0008637264882231811,
          0.0011492649755065142,
          0.005301181990081824,
          0.005128526756549269,
          0.005336717894677448,
          0.005451963661352359,
          0.0006276284018286275,
          0.00057861744522874,
          0.0005809197585010758,
          0.00046905987469495706,
          0.006183953338651123,
          0.0057858987517329435,
          0.006125148384481761,
          0.005959719441776227,
          0.0010346518244463742,
          0.0008761158878094182,
          0.0009301072936986651,
          0.0008894364587140899,
          0.004749156207523156,
          0.004696013404949756,
          0.004914623542975065,
          0.004551552273073909,
          0.008197178050519536,
          0.008220814319276699,
          0.00818291278784332,
          0.008111383812835266,
          0.007796989812366551,
          0.007881570099062055,
          0.007833614115205135,
          0.007603203500423105,
          0.0012968598762352805,
          0.0014203937243947198,
          0.0012110061028625498,
          0.0012610192659647116,
          0.004771994862476984,
          0.004849648819009383,
          0.004812525348744058,
          0.00479669740738294,
          0.001745967368992784,
          0.0020622575123963225,
          0.001991665022618264,
          0.0017009126071093669,
          0.005816610131671169,
          0.005879040441858708,
          0.005880914609124706,
          0.005819009207398745,
          0.000215123294328114,
          0.00012176697078664909,
          0.0003428009786415854,
          0.00018382442691983224,
          0.00452147837080677,
          0.0042675772219617405,
          0.004673959560200546,
          0.004493599570263756,
          0.0062778504948590675,
          0.006238585293039233,
          0.006292004690126173,
          0.0061585622659442,
          0.007646764115234739,
          0.007377851831726237,
          0.007368994772614688,
          0.007528337120766139,
          0.00017909630835349997,
          0.0005189058188130435,
          0.0006668225362970092,
          0.00023517778861398034,
          0.004690616928042345,
          0.004864940506262765,
          0.004690829360486452,
          0.004875529929769405,
          0.002823036068652907,
          0.0024889820342138516,
          0.0027367617522497637,
          0.002563539446783599,
          0.005834028565895422,
          0.0058048756046339516,
          0.0059022292279487425,
          0.005768260616253014,
          0.000737374987845902,
          0.00065496643749257,
          0.0006528858422114645,
          0.0005737159837053625,
          0.004208468530308232,
          0.004133876125350553,
          0.0042208852290923846,
          0.004285393552825029,
          0.006285597101994797,
          0.00642867191822804,
          0.006388939343716678,
          0.006339812204476836,
          0.007276885155645002,
          0.007035331658447158,
          0.007171313574638152,
          0.007283161799901666,
          0.0003315138853912177,
          0.00024907752767526394,
          0.00021354227113126983,
          9.390108054921486e-05,
          0.004269659861572023,
          0.004238536212813842,
          0.004425977125957901,
          0.004281513271101979,
          0.002625153552138048,
          0.0026684045362909753,
          0.00254625312165823,
          0.002678148099230772,
          0.005525989480133993,
          0.005552967038977958,
          0.005511643975592907,
          0.005397957169287449,
          0.001253814459867533,
          0.0010563305445562567,
          0.0013008950431044174,
          0.001250441706479612,
          0.003809433386940014,
          0.003477648063895497,
          0.0036657711348922805,
          0.003540447763764758,
          0.00555259452266652,
          0.005459760274664479,
          0.005541844006494145,
          0.005625281663175716,
          0.006969072718903271,
          0.006988377466604157,
          0.006779233582271864,
          0.0069917438507121074,
          0.0004703207614196875,
          0.00033348350074476264,
          0.0005955908734260873,
          0.0003506715943982983,
          0.0038530432423988866,
          0.0039869105380437725,
          0.003985685758845432,
          0.0038543526100994685,
          0.0032975180426903436,
          0.003248585223210917,
          0.003390791773506398,
          0.003254717708693192,
          0.005517971229470974,
          0.005287255205389647,
          0.005267389460337582,
          0.005233509423314214,
          0.0016201524218384985,
          0.0017454980577687425,
          0.0016085764264376502,
          0.0017094699600018705,
          0.003668412299569837,
          0.003713284015440964,
          0.003607722114577146,
          0.003589340831158061,
          0.004978469523942948,
          0.005011113749963567,
          0.005067399420059435,
          0.0049597608961809685,
          0.006466437233440741,
          0.006845229155546607,
          0.006569635316908039,
          0.006493663876111174,
          0.00025118335430105603,
          0.00048558982165449165,
          0.0002330390802672946,
          0.00024737822837346573,
          0.0037981532900004666,
          0.0037284701148267117,
          0.003749364470844867,
          0.003688243552183281,
          0.003233772442681927,
          0.003386250558625629,
          0.0031373974050413964,
          0.0031991928424861963,
          0.005220026378153538,
          0.005254821481440758,
          0.00523709270386697,
          0.005142604893862309,
          0.0016129007704966606,
          0.001765119549808307,
          0.0017631649892728043,
          0.0016991561173847986,
          0.0027202106040385794,
          0.0029243826760209724,
          0.0026124800122617736,
          0.00284346868521138,
          0.004349687743261301,
          0.004246896665464955,
          0.00444534764767984,
          0.004335341226721535,
          0.006188675820721425,
          0.006210943586814112,
          0.006283994992261345,
          0.006500198719553265,
          0.0007177520450284094,
          0.0006100406606882573,
          0.0006135843168196416,
          0.0007973242634174337,
          0.0028762729885362655,
          0.0028330758124818205,
          0.0029742272664122172,
          0.0030736136859132505,
          0.0030883070786042644,
          0.0035014695712891485,
          0.00322525986561171,
          0.0033387586001123095,
          0.004625302790817681,
          0.004813093270866879,
          0.004739315183892495,
          0.004657104129596016,
          0.0018396199701468505,
          0.002093822834668925,
          0.001872491051300282,
          0.002008428823829577,
          0.002822074769258881,
          0.0027279704533468606,
          0.0027692481211415705,
          0.0027802788171348274,
          0.004199706966675067,
          0.004213000017282023,
          0.00430330624549103,
          0.004196846758189696,
          0.0060083826180759616,
          0.005926078866225199,
          0.005932460306309638,
          0.00610837071075213,
          0.0005875371974132452,
          0.0008385944261781799,
          0.0008684421157797546,
          0.0008105603941499144,
          0.0028913019831959975,
          0.0029371869278530154,
          0.003019292692133642,
          0.0031065073966301325,
          0.004063220638545354,
          0.003945177501714172,
          0.0039747953761374456,
          0.004104055407226572,
          0.004831482029577408,
          0.004653600689124473,
          0.0047100568350515615,
          0.004643347714130346,
          0.0029072005820596145,
          0.0026791716679020836,
          0.0029155808857187666,
          0.002960205020718199,
          0.002598810082234278,
          0.00258483027710648,
          0.0024323548296700114,
          0.0025995587323239364,
          0.003826715669373517,
          0.003590593720602391,
          0.003718537891384855,
          0.0036484393012883778,
          0.005573852915707595,
          0.005408869170636469,
          0.005586790865302301,
          0.005667246499573187,
          0.0012356334672024175,
          0.0012766980045226,
          0.001199733071072636,
          0.0010490539881946469,
          0.002378239955116986,
          0.0024231537086913985,
          0.0024897489760680675,
          0.0024443234263202772,
          0.004117676540710278,
          0.00404721847267255,
          0.004259477590684973,
          0.004006996292901194,
          0.004349190632942166,
          0.004414556259038725,
          0.004444448013879827,
          0.004366068502223468,
          0.002797602261088795,
          0.0026668282618161404,
          0.0028626044048934585,
          0.0029009268258048683,
          0.00198467883751848,
          0.002252246048896224,
          0.00223773041994576,
          0.0023149470328317386,
          0.003376589636428659,
          0.0034892263094008545,
          0.0033880996804983815,
          0.0035948288549130757,
          0.005552417770809798,
          0.005534933996135181,
          0.005435095041187444,
          0.005385328462137015,
          0.0009306082466111345,
          0.0009488536717723094,
          0.0010460129499286043,
          0.0009464672760491098,
          0.002203643490625838,
          0.0022299473844385395,
          0.0024143706006156725,
          0.0023772206679218196,
          0.00414377421725216,
          0.004169825224815054,
          0.003949547203558136,
          0.004166901064783444,
          0.0045368627874949954,
          0.0042057984079166225,
          0.0041864334923640955,
          0.004289142410383814,
          0.002782408532182421,
          0.002834026048259325,
          0.002646223601185063,
          0.0025901721869079123,
          0.0013822662922141347,
          0.0015361155379604347,
          0.0015221004451077943,
          0.0014870683372433103,
          0.0031180050956599093,
          0.0030629064571795483,
          0.0030945969800663877,
          0.0029416032294161515,
          0.0052420976219622085,
          0.00527988538743261,
          0.005256380261654586,
          0.005320581843224671,
          0.0013006821270155628,
          0.0014303887265773854,
          0.001664083506936135,
          0.0016166817749037315,
          0.001773653739690855,
          0.0015014322204323879,
          0.001463087560948844,
          0.001708899772177111,
          0.00394242306082216,
          0.0040264105944632055,
          0.0042349961010478806,
          0.004130414581379604,
          0.004224335415390891,
          0.004279458007322777,
          0.004275287908023068,
          0.004311557324654768,
          0.003032674248307481,
          0.0030988720849444503,
          0.0032256660015629397,
          0.0030713075125014836,
          0.0014202282702773432,
          0.001574074527796124,
          0.0016720986316657166,
          0.0015912666538519507,
          0.003053336190002976,
          0.0029915485160434472,
          0.002846271046712451,
          0.0029718824335289904,
          0.005285076490576785,
          0.005207718550198147,
          0.005365505623219196,
          0.00523291671358515,
          0.0005451704698271809,
          0.0008657388532328998,
          0.0011996867763934165,
          0.0012318845486937854,
          0.0012822885094559298,
          0.0014352875792634978,
          0.0011115050755793824,
          0.0011063759463272199,
          0.004301106001694743,
          0.004434229891496581,
          0.004367297776191695,
          0.00431342410997596,
          0.004357422003765184,
          0.0037098701500164794,
          0.0036201912105479437,
          0.004089197323462989,
          0.0032315901585263764,
          0.0033488983152772465,
          0.003620458627028676,
          0.00317126138744016,
          0.001016377537918894,
          0.0007964705829069677,
          0.0009440449457314109,
          0.0005424586190514299,
          0.00245603534272909,
          0.0029211224971874023,
          0.002382760986587165,
          0.0027068068953110965,
          0.005247474036344084,
          0.004570050668518423,
          0.004938360064696419,
          0.004896279015105613,
          0.001520021478663402,
          0.0011834977859423738,
          0.0010993023750535166,
          0.0010934390593461967,
          0.0010928092527461692,
          0.001036486637860784,
          0.0009703419861195375,
          0.0003287804070978429,
          0.004724090890369745,
          0.004339636213587516,
          0.004786032224603239,
          0.004489290765658091,
          0.0035427178143199816,
          0.0035268898799683136,
          0.0041781621920878404,
          0.003537460111764546,
          0.0031672580233142217,
          0.0029741451284604,
          0.003405091614867319,
          0.0030542020365725503,
          0.0005856323270720039,
          0.0002691963479306013,
          0.000572964795348122,
          0.00019304820451811048,
          0.002657185616588458,
          0.003112326785637731,
          0.002695259523835135,
          0.002974064622737778,
          0.004789655536354547,
          0.0045466908075134345,
          0.004432104548275395,
          0.004505688996101528,
          0.0011921473897337617,
          0.0007326640967195565,
          0.0008885046232078072,
          0.0010329583447534403,
          0.0005848072008393378,
          0.00012581441589979895,
          0.00043041145530211655,
          0.00036734978018207324,
          0.004006192314644363,
          0.004003358565136159,
          0.0038459250776481666,
          0.003883863635033494,
          0.0038602271489471445,
          0.003414602031616399,
          0.0035880908443113617,
          0.0035388629478287368,
          0.0034199501402377556,
          0.003154635528424176,
          0.0033995618906798477,
          0.0033169766228089283,
          0.0004969629267017818,
          0.0005779629336706995,
          0.0006458204908347889,
          0.0005022308937306432,
          0.0030175595639933815,
          0.002743009909712622,
          0.0028805110302106527,
          0.0029212004019708655,
          0.004451797618881786,
          0.0043091411484331545,
          0.004210013871124933,
          0.004299352036733917,
          0.0007698705135877954,
          0.0006278342849597213,
          0.0005660384260666215,
          0.0005868860558672133,
          0.0014413740295706975,
          0.0009567378511011049,
          0.001252126925687001,
          0.001154001667426712,
          0.0033443322560852825,
          0.003274817411007925,
          0.003425052319394083,
          0.0033403384835951366,
          0.002298422946718465,
          0.0021726910120234647,
          0.0023774410178306095,
          0.0021852784179908235,
          0.0015325662620560103,
          0.001527869888698124,
          0.0014692246270209992,
          0.001848430526452745,
          0.0021838198556473638,
          0.0021181344669072835,
          0.001987136957710053,
          0.002053146606148968,
          0.004510312339253762,
          0.00454514660539732,
          0.004511078127667677,
          0.0045550056077069785,
          0.0029467491009940935,
          0.0028489781228564683,
          0.0036124234947316025,
          0.0029584468719045867,
          0.0009224759288074953,
          0.0009678727965131942,
          0.0009166609367247722,
          0.000829942452267697,
          0.002749918394294612,
          0.0022138173130625462,
          0.0023230830691128553,
          0.002553307753563212,
          0.002522636627039877,
          0.002162952106384381,
          0.0029614830797718636,
          0.0024535446482648274,
          0.0017270439886699818,
          0.001121220596727299,
          0.0009318760021157887,
          0.001220552900628022,
          0.0012363208020945192,
          0.0012965729858077201,
          0.0009214243248879385,
          0.0009193412510720775,
          0.0032916851043978145,
          0.0036389204695537083,
          0.0037642041974635596,
          0.0035958462793533592,
          0.004968817898357721,
          0.005009508275370445,
          0.00469067327662829,
          0.004533194778756835,
          0.0022048059811944965,
          0.0016955744769421744,
          0.002624139697483837,
          0.0018965809983862978,
          0.0011598619966826644,
          0.0010820358416244458,
          0.0010273532768668224,
          0.0018330606709197701,
          0.0031733698934011236,
          0.0039800567697189735,
          0.00449677168727267,
          0.0039215507096660406,
          0.0014545267031530992,
          0.001452998736183295,
          0.001573246779976685,
          0.001625139799145735,
          0.00028134784729405457,
          0.00014092231861966806,
          0.00030734227207505243,
          0.0002761916620055845,
          8.910432794393651e-05,
          0.0006345447817545308,
          0.0002730288406301324,
          0.0006586891612946336,
          0.00443706509723847,
          0.004471192346745343,
          0.004257440287983345,
          0.0043186153415688665,
          0.005483515048626648,
          0.005368070965572966,
          0.005700845209425788,
          0.005148525128972011,
          0.0007596711519998541,
          0.0011676972078448057,
          0.0009861854018716955,
          0.0009612834715658078,
          0.0009659095400282835,
          0.0017373160338337713,
          0.0011373983526079738,
          0.0018800561205365455,
          0.004993724482265222,
          0.004642501871136748,
          0.004815572171051816,
          0.004734883192237726,
          0.0012944116381662122,
          0.0013410522656243616,
          0.0012373565844275433,
          0.0013197008061659283,
          0.0005875000548157366,
          0.0004486139553719152,
          0.0006163215007375018,
          0.0005894107343798484,
          0.0005669346710729286,
          0.00047809589835840096,
          0.00034340618048213806,
          0.000426773625194136,
          0.0053344590353486925,
          0.0052064229208463155,
          0.005233370512050958,
          0.005231024959909692,
          0.005249222612718624,
          0.004932928463032489,
          0.005158396331046462,
          0.005079541008251051,
          0.000154458992260587,
          8.7371605699786e-05,
          0.001301786151554503,
          0.00011348145845149594,
          0.0015088472764420886,
          0.001635210570672367,
          0.0014730451205905836,
          0.0016404218696670445,
          0.0052275886174407826,
          0.005158117702165659,
          0.005278401490733323,
          0.005179212698147979,
          0.0014016650288528549,
          0.0014037163553121607,
          0.0014080645378652568,
          0.0014539479315627026,
          0.0006465519397858426,
          0.0006923582874806365,
          0.0007022036206669359,
          0.0006566434119922028,
          0.0005311550727916903,
          0.00038135932826347565,
          0.0003867611616783387,
          0.0003307182150317522,
          0.005711190447459831,
          0.005673917058486169,
          0.0058570531129719505,
          0.005926309303147031,
          0.005506848320303105
         ]
        }
       ],
       "layout": {
        "autosize": false,
        "height": 1000,
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "width": 2000
       }
      },
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACIcAAAPoCAYAAABObgxdAAAgAElEQVR4XuzdeYCO1fvH8c+strHvKu2lorRYo5RKItpQSSmhSCF8s4QoW2ixhRShRIUK2cmSJJIlS7Jm33djlu+578k0Y4x0HuQ8835+f2Tmfq77vs7ruvv+8fPpnJB48xEfBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgaAUCCEcEpRzZVEIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAvQDiEFwEBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAO4R1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCWIBwSBAPl6UhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKEQ3gHEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBIBYgHBLEw2VpCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA4RDeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIgFCIcE8XBZGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggQDiEdwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhiAcIhQTxcloYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBAOCfAd2LzrSIB3oNxGIGumCGVKH659h47r0NEYm1tQgwACCDgnEBEWoqxRkdq575hzvdMwAgggYCuQPjJMGdOFafeBaNtbUIcAAgg4J5AxfZgiQkO17/Bx53qnYQQQQMBWIEvGCMXFx+vgEf5/fbaG1CGAgHsC2aIidCw6TkeiY91rno7TvECBnBnSvAEACLgmQDgkwIkRDgkQ0LKccIglHGUIIOC0AOEQp8dH8wggYClAOMQSjjIEEHBagHCI0+OjeQQQsBQgHGIJRxkCCDgtQDjE6fGl+eYJh6T5VwAABwUIhwQ4NMIhAQJalhMOsYSjDAEEnBYgHOL0+GgeAQQsBQiHWMJRhgACTgsQDnF6fDSPAAKWAoRDLOEoQwABpwUIhzg9vjTfPOGQNP8KAOCgAOGQAIdGOCRAQMtywiGWcJQhgIDTAoRDnB4fzSOAgKUA4RBLOMoQQMBpAcIhTo+P5hFAwFKAcIglHGUIIOC0AOEQp8eX5psnHJLmXwEAHBQgHBLg0AiHBAhoWU44xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8dE8AghYChAOsYSjDAEEnBYgHOL0+NJ884RD0vwrAICDAoRDAhwa4ZAAAS3LCYdYwlGGAAJOCxAOcXp8NI8AApYChEMs4ShDAAGnBQiHOD0+mkcAAUsBwiGWcJQhgIDTAoRDnB5fmm+ecEiafwUAcFCAcEiAQyMcEiCgZTnhEEs4yhBAwGkBwiFOj4/mEUDAUoBwiCUcZQgg4LQA4RCnx0fzCCBgKUA4xBKOMgQQcFqAcIjT40vzzRMOSfOvAAAOChAOCXBohEMCBLQsJxxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFiAc4vT4aB4BBCwFCIdYwlGGAAJOCxAOcXp8ab55wiFp/hUAwEEBwiEBDo1wSICAluWEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOjy/NN084JM2/AgA4KEA4JMChEQ4JENCynHCIJRxlCCDgtADhEKfHR/MIIGApQDjEEo4yBBBwWoBwiNPjo3kEELAUIBxiCUcZAgg4LUA4xOnxpfnmCYek+VcAAAcFCIcEODTCIQECWpYTDrGEowwBBJwWIBzi9PhoHgEELAUIh1jCUYYAAk4LEA5xenw0jwAClgKEQyzhKEMAAacFCIc4Pb403zzhEPtX4Pt5i9V3yFitXLNRGdJF6rai16rZCzVU8KK8Wr12k+o1767pX7xr/4CzUFmi0osaO/gt5cudI9ndnnrpLW3buUeTPntbISEhidfGTZ2nFh0/0Ifdm6vUbTechQ7cusUPC5bp8kvzp/C60FZBOCTAiRAOCRDQspxwiCUcZQgg4LQA4RCnx0fzCCBgKUA4xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8aX55oM9HLLw13jt2BmvwteF6KL8f4cgAh38jLm/qLkJUbz20pMqX+YWxcTGasjIiRrz3Sx9O7SLtpvgxYUeDtmybZfebvuibilydSLHS63e09KVa9W5Zd3/JBwSFxev0NCzN6d/O2dv/XWfqqybrr/y35ae1+8TDgmQm3BIgICW5YRDLOEoQwABpwUIhzg9PppHAAFLAcIhlnCUIYCA0wKEQ5weH80jgIClAOEQSzjKEEDAaQHCIU6PL803H6zhkOjjUq8BMfptVXzijGtVD9Odt4eelZk/Uud1VbnvdtWucX+y+3057nvdWeom7dl3QA1avqtHH7hDX47/XrEmPNKh+XMqU7yI4uPj1bXPZ5o2e6HizJ+LFy2kDi2eU3hYmEpWbqCm9app0vcLtGnzDj3yQFnVe+pBrfh9g1p1HmjuXVQ//7pSO3btU+tXnvLv5336D/1GX0+a4+8CUvKW6/W/hk8oIiJcp9s55PKC+RVpvvN6k6f9e+w/eFjeugoWyKO6NSv74ZB1G7eqXfePtXP3PmXMkF6tXq6pmwsnhEnGTpxjnvu1YmJilT9vTnVpXV/58+TQn1t36rW3BpiavWbdcar2YDn/fgOHf6vN5lq7V2v79Ul/LlbxBbPOyhr02XhNG/WOH6451XNPOJQtcaMWLF6p/QcOqW3TZ/TJqIlav2mbihnLE+uZ+cNivTNglI7HxOiSArnVsUUd5c6ZTUO/mOTv9hJtXpINm7f7Pb7X4SWNn/ajen88WnlzZVezF2vo+msuO+U6zsoLFOBNCIcECEg4JEBAy3LCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOj4/mEUDAUoBwiCUcZQgg4LQA4RCnx5fmmw/WcMg3E+M0dnxsivn2fDNCWTIHNvYDJkThhTgmj+iuAvlynfJm3rEy1eq1N4GQZ/0QychvZmjsd7M1vE8bTZ+7SO/0H6VRA9+Qt0dGjRfeMOGJB/VA+RIqXaWhqj94lxrXfUzbduxRhSea6Ydv+2nTlu1+cKNv56YqW6KIxk/9UcO/muzfzwuZvDvwC//PXoCjcbveKnHzdXrq0XtPGw557vGKeqPnEE0d1dMPpnxlQixe+MILTrxQq4ofDnn0+bZ6/KG7Va1yOS1ZsVaNWr/nr/vwkWMq91hjfW2OrLnEhEnadx9sginygx9vvjtUuXJk1QtPV5Fn9Xq3j0ww4zmNGDst1XBI6Qcb6mEThPGO5fECLqk9d92mrb7DJ++38kMqzTv206o/Nmlk//Z+6KbsQ400flhX/x6Vn26pob1a6erLL9bgz7/TwqWr9H7Hl43bFPUZPNr03snv840eg5U1S5RvXqV2a79Xb+eQ1NaROSpjYC/QWagmHBIgIuGQAAEtywmHWMJRhgACTgsQDnF6fDSPAAKWAoRDLOEoQwABpwUIhzg9PppHAAFLAcIhlnCUIYCA0wKEQ5weX5pvPljDIe/0i9GyFX/vGnJi0I1fCPePmAnk4x3Hck+NV7Vw0kCli4w45a28cMiTDd7UTxM+8K97gYuGLd/RlJE9/RDDkaPH/CCH9/GCFQXy5fR3CPHCIYN6tNB1V1/qXytlQiheiMT7fs2Gb2r++JT3a9N1kC67JJ+ef7KSX+PtmPHx5xM0+N3XThsOaVq/mgYM+1ZPPlxed5S8SXVe7aZGzz3i77bhhUO8ez74TEvzzP6JR71Ur99ezV983N+h49Dho8qUMWEN46bO0+gJs/Rh9+b+LiZzFyz1gx43XHt5Yu3pdg7x1t2vS1M/lOH5pvbcbFmjVLtxF80Z29t/7vuDvtTe/Wb3kL92P6lYs4V6tm/oB0bGm576d3vV/97hI0f9QM+iSR/6IZUfFixT706v+NeGfTlZy1auU+dWdZOFQ1JbRyDvztmqJRwSoCThkAABLcsJh1jCUYYAAk4LEA5xenw0jwAClgKEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgNMChEOcHl+abz5YwyHfTorTmHHnZucQb9eMYhXra8Lwrip4Ud5TvkNeOKRe8+6a/sW7/vWkP+/ee0Dd+43QH+s3y9tuwztq5cmH7/F32vBCEiP6tU2874mfj5kjUFK734uvvaPFy39PDJvExcUpZ/asGjWg/T+GQzZv3aXv5y3W/156Uk+99KZZUzc980pnPxySOXNGPfFiB+XNnSNxjV5IpW2TZ3TvHbf5u2/Mmb/Ev7bvwGEVMEfLDOrZQjHmCJ2PR0zQuCnztHvvftUxoZVnqlU47bEy3jo/69tWl16cV0tXrk31uVdcml/eeqd83sN/bh9zDIw3j+YNHvd/rlTrNXVtU18/LVrh95ct69/bxBw8dETfftJZE2f8pF+Xr/G/5328nURO/Jx055DU1nEh/I8G4ZAAp0A4JEBAy3LCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOj4/mEUDAUoBwiCUcZQgg4LQA4RCnx5fmmw/WcIjJUqjXgBj9turv3UNq1QjTnaVDz8rMvR007jS7bTR89uFk9+v90Wjdf1dxxZv/Sy3M4e0UEn38uDm+pI7CwkL9Y1cuMsfT2IZDvPqrL79IT5sAxsmfEpVe1Fhz9Eu+JAEP7ztPvfSWvJ1DCl11qe5/srm/a8nO3fv8o1VOhEMuN0GMquaYlR/H9UtxX2+nkAHDvjHHtrRWFnPMyjeT5mqMOTbHC4ck/azftM3s9NFZfTo11ryFy7Vh03a1b1bb/4p3FM6+/Qf9o2iShmK27tid6nO9kM2ZhEPWrt+iSTN/Uq+3EnYHSfpJGgbxfp9aOCS1dVx/zWVn5R0K5CaEQwLRM7WEQwIEtCwnHGIJRxkCCDgtQDjE6fHRPAIIWAoQDrGEowwBBJwWIBzi9PhoHgEELAUIh1jCUYYAAk4LEA5xenxpvvlgDYecGOzCX+O1Y2e8ilwfYo5uCew4maQvi3dsykut3jMBi+qqeHcJ/9KQkd9pwvT5GvPRm9q8bWeq4ZDGbXur6A1XqXaN+7Xi9w16uc37fqDEu5fNziHT5ixSvyFj/WNkvGNeRn4zQxHhYXq4Ytl/3DnkliLXqFmHfvr515XmCJZmuuaKixPDIaVuu0GP1W2nZx+vqErlS5pdQA6oc69heqPZs+YImdma89MS9e3cxOwackhN2/XRIXN0i7friXe/qhXKqGyJIvJ2PHns+bbq3Lqe1m3cqhFjpmlY79Y6eizaHLvT0T9G5uRwiGeZ2nP/NLusnEk4xDWd/VUAACAASURBVAvDPPRsGw3v08bfjWTJirUmwDJHrV5+KlkYxHtW0nDIo6bXxnWr+b2nto7C5qic//pDOCTACRAOCRDQspxwiCUcZQgg4LQA4RCnx0fzCCBgKUA4xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8aX55oM9HHIuB/zDgmXqO2SMflu9XpGRESpb/Ea9+kIN5cmVLdkxMl4PSY+VWbR0tVp2GugHOIpcd4XKl7lVrbt+qM6t6qp1lw//9bEy3v29XTy8nTtiYmJ12SX59Ob/nvf7+KedQ7xwyPS5i/TOgC/0tdlhxPuc2DnEC4d4gY72PQZr6/bd5gScENWuXkE1qt7tB0UatHzH7PxxSPnyZFcTE6hoZEIuXiClfNlb1aHnEO01u4KEmpoq95X2d1g5cjRaL7V+V3v3HVT+PDl15WUFtGffAXVo/lyKUExqzz3TnUO8AMfMHxabdY3ygyheaKb1K0/JW+/pdg7p64VsPp+gV55/VDdef9Up13Eu36kzvTfhkDOVSuV7hEMCBLQsJxxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFiAc4vT4aB4BBCwFCIdYwlGGAAJOCxAOcXp8ab55wiFp/hUAwEEBwiEBDo1wSICAluWEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOjy/NN084JM2/AgA4KEA4JMChEQ4JENCynHCIJRxlCCDgtADhEKfHR/MIIGApQDjEEo4yBBBwWoBwiNPjo3kEELAUIBxiCUcZAgg4LUA4xOnxpfnmCYek+VcAAAcFCIcEODTCIQECWpYTDrGEowwBBJwWIBzi9PhoHgEELAUIh1jCUYYAAk4LEA5xenw0jwAClgKEQyzhKEMAAacFCIc4Pb403zzhkDT/CgDgoADhkACHRjgkQEDLcsIhlnCUIYCA0wKEQ5weH80jgIClAOEQSzjKEEDAaQHCIU6Pj+YRQMBSgHCIJRxlCCDgtADhEKfHl+abJxyS5l8BABwUIBwS4NAIhwQIaFlOOMQSjjIEEHBagHCI0+OjeQQQsBQgHGIJRxkCCDgtQDjE6fHRPAIIWAoQDrGEowwBBJwWIBzi9PjSfPOEQ9L8KwCAgwKEQwIcGuGQAAEtywmHWMJRhgACTgsQDnF6fDSPAAKWAoRDLOEoQwABpwUIhzg9PppHAAFLAcIhlnCUIYCA0wKEQ5weX5pvnnBImn8FAHBQgHBIgEMjHBIgoGU54RBLOMoQQMBpAcIhTo+P5hFAwFKAcIglHGUIIOC0AOEQp8dH8wggYClAOMQSjjIEEHBagHCI0+NL880TDknzrwAADgoQDglwaIRDAgS0LCccYglHGQIIOC1AOMTp8dE8AghYChAOsYSjDAEEnBYgHOL0+GgeAQQsBQiHWMJRhgACTgsQDnF6fGm+ecIhaf4VAMBBAcIhAQ6NcEiAgJblhEMs4ShDAAGnBQiHOD0+mkcAAUsBwiGWcJQhgIDTAoRDnB4fzSOAgKUA4RBLOMoQQMBpAcIhTo8vzTdPOCTNvwIAOChAOCTAoREOCRDQspxwiCUcZQgg4LQA4RCnx0fzCCBgKUA4xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8aX55gmH2L0CVWq3VtN61VSudNHEG/y5dafuf7K5lkz72O6mAVTtP3hYXXt/qrkLlupY9HFlzZxJTz58j2o9dl8Adz2z0k9GTdTqtX+qY4vnzqzAfGvF7xvUuG1vffdptxQ18fHxGjJyokZ+M12bjWn2bJl17x3F1LjuY8qYIZ2GfzVFvy5fo65t6p/x8872F0/X/9l+1qnuRzgkQGXCIQECWpYTDrGEowwBBJwWIBzi9PhoHgEELAUIh1jCUYYAAk4LEA5xenw0jwAClgKEQyzhKEMAAacFCIc4Pb403zzhELtX4L8Mh8TGxiksLDRZ4+26fyzv961fqaUM6SNNWGOT6jTtprdeq6uyJYrYLfIMq852OKT7B59r8swFeqPZs7rx+iu0dccedevzqY7HxGpQjxaEQ8xcCIec4cuZ2tcIhwQIaFlOOMQSjjIEEHBagHCI0+OjeQQQsBQgHGIJRxkCCDgtQDjE6fHRPAIIWAoQDrGEowwBBJwWIBzi9PjSfPOEQ+xegX8KhyxbuU4tOw1QqdtukPdnb2ePNia4UfzmQhr8+Xdatmqtv8PHtu17FBkZobfbvqB8uXNo3cat8oIeO3fvM7tkpFerl2vq5sJXa/mqdWrTdZCuvvxibdu5R4PffS1Z47UavaXHHyqvSuVLJv5+y7ZdypY1sx8WWbJirTr0HKL9Bw4pnXle68a1VOLm6/wdPFp1HmgCJDdqweKV/vW2TZ+RF/hYv2mbihUtpNebPO2vIbX1JA2HpNa/19TA4d9qxJhpypolkyqUK67RE2al2Dlk1579Kl+tiYb1aaPC116euJZDh4/q28lz9UilOzXy6+latHS14uLi9POvq5QrR1b1evNlFciX6x/XeWepoqZmpXbs2meCNE+pTPEiGvrFJK1cs1HRZh4bNm/3QzbvdXjJv19q60m6c4i3Y8xrbw0wM9vr11Z7sJzq1qxs92KdYRXhkDOESu1rhEMCBLQsJxxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFiAc4vT4aB4BBCwFCIdYwlGGAAJOCxAOcXp8ab55V8Ihx2dPVuzmDed9XpFl7lVogYIpnvtP4RAvPPDo8201sHszlb6tsKbNXqi3+32uCcO7+sGLfkPGatywrsphjkzpYo6DOXzkqDo0f86vefyhu1Wtcjk/6NCo9XuaPKK71prQyJMNOpijW+qo4t0lUvTj3XPQZ+P9UELpYoV1RcH8yb7zWN12/hEzVSvcrnFT56nv4DEaN7SLv8PII3Ve1yfvt/JDKM079tOqPzZpZP/28o53KftQI403fXqhjdOt58SxMqn174UuajZ8U99+0lk5s2fxwxSLzdEwJx8rM23OInXuNdxfc2of71iZPh+P1tDerXXlpQX8ni/Kl9s/duaf1tm3c1N/J5XxU380O5BM1nATQvHvN3i0vh7cyQ+avNFjsAmwRPn3S209a9ZvTjwW5813h/p1LzxdRQdMCOj1bh/5R+xkjsp4zt5XwiEB0hIOCRDQspxwiCUcZQgg4LQA4RCnx0fzCCBgKUA4xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8aX55l0Jhxzq+j8d/3nOeZ9XphZdFHFbmRTPPZNwyDOvdNaP4/r5tTGxsbqpfB3NHttL30yaq/mLVqh3p1f8a/N+Xq5OJhDRv2tTPfhMS80f31+hoSH+ter126v5i4+bHUCiVKP+G1rw3YDEayc3NX3uIn01fpa5929m15F0ql7lLtWr+aB/BM3RY9GKCA/3/7xj117dU/1VLZ46yA+H1G7cRXPG9vZv9/6gL7V3v9k9xOwW4n0q1myhnu0bKiQkRKdbjxcOafBM1VT7/8OEKWb9uCRxzbPnL5EXqjg5HDJ24hx9NmaqRvRrm+qsvTDH3AVL1adTY/87w76c7O9s0rlV3dOu0wunzB//gV/j7RTSsOU7mjKypx8O+WHBssTeTtzv5TqPpLoeL/jRuG1vv//+Q7/x+2n2Qg3dYHY7OTG7c/myEg4JUJdwSICAluWEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOjy/NN+9KOORC2znkoWfbyAsP3F3mlsR3yDuGpeqzrfXL5A/941peMrt+TPm8R+L1WyvU01eDOmrmD7/41zu1rOtfO7FDiBcWeeLFDsprjpc58Tly9JgJajyjKy7Nr7rNumvGl+/+4zsbFxfvH7vyerdBeuSBO/T8k5X8nTI+GzNFx2Ni/aNPVvy+XkumfeyHQ158zYQk/urT25Hj8JFjat7gcf85lWq9pq5t6is8LOy06/HCITWq3pVq/+s3bfWPaEm65uYd+qUIh3w/b7F/rM70L1Jfpxfm+NXsOuL15X2S/ny6ddZr3j3xvt66T/yc2v1qVbsv1fVcenHexHCIF/z5eMQEjZsyT7v37lcd4/1MtQr/OKdAvkA4JBA9U0s4JEBAy3LCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOj4/mEUDAUoBwiCUcZQgg4LQA4RCnx5fmm3clHHKhDap+ix4qdesNql3j/sTWps5aqO4fJBwd44U/ajXqZHaq6OfvuhEdfVw331dXc7/uo7ETZ2vewuXq27mJXzvnp6V6u+8IfdCtqarWbp2420jSNScNM5xsceRotKbO+lmV7inpP+vEZ+Dwb/0dMrydR+43O4B8MfAN/xiWrTt2694ar/7rcMjp1uOFQxo++1Cq/Y8YO01zzG4hvd5K2C1lxtxf/ON0Tt45ZL85lqVs1UbmOJ7mKn5zocS1HDN+XczuKs0bPKHRE2adMhzStH71067z34ZDmtSvlup6vPme2Dkk6Ty8gFDtxp39XU2uv+ayc/baEg4JkJZwSICAluWEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOjy/NN084xO4VmDhjvjr3+tQ/cqVIocv9HTiad/xA1SqX8wMjXnigWr126t62gSqUK+YfJTPw03H6evBb+mTURPUdMtYPa1ycP7fZ4eMjpYuMUJvGtfRY3XZ69vGKqlS+pNmF4oB5xjC90exZ/bl1Z+JOFyd37O0E4h3/UrXC7XruiUrKkD5Sm7bs0Cuv99Kjle5UsaLX+kfHTB/1jjlWJkzvDBzl73Tx88QB2rh5+xnvHHK69XjhkI4tnku1/w1/btezpoevh3RSjmxZ9OobfX2jk8Mh3tp6ffSVvvh2pr/uYkUL+cfgdOk93BhF6r2OjZLtFOJ9/8TOH8/XrHTadf7bcIi3M0lq8/DWcyIc0szsgFK1QhmVLVFEXojlsefbqnPreipsjpg5Vx/CIQHKEg4JENCynHCIJRxlCCDgtADhEKfHR/MIIGApQDjEEo4yBBBwWoBwiNPjo3kEELAUIBxiCUcZAgg4LUA4xOnxpfnmCYfYvwIjv5nhhyy2bNup3Lmyq0aVu1TniQf83Tu84EOTdn10V+mimmGOkfF+17FFHd1S5Go/HPLLsjXyjoz5fd2fKpA3p3q0a6BcObL6R6+07zFYW7fv9mtqV69gjmu52w+fJA03nNy1F1bo/sEILfx1tbxjTrJnzWyOlCnrHynj3adlp4H6afEKZc2cyT8yps/HYxQXF6f2zWqfcTjkdOs5EQ5JrX+v3xOhj6hMGXyrT76YlOzYnaRr+nT0VI0YM1UbTcglh1nLg/eVVsPaDykiIjzVcIgX5jjdOm3CIamtJ+nOId6xQB16DtHe/QcVaqyreL0++7D9i3UGlYRDzgDpdF8hHBIgoGU54RBLOMoQQMBpAcIhTo+P5hFAwFKAcIglHGUIIOC0AOEQp8dH8wggYClAOMQSjjIEEHBagHCI0+NL880TDjk3r0BCOKS3OWKmW4oHeOEQLxTSoflz5+bh5+Cup1vPOXgct/wHAcIhAb4ihEMCBLQsJxxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFiAc4vT4aB4BBCwFCIdYwlGGAAJOCxAOcXp8ab55wiHn5hVIurPEyU/wwiEndto4N08/+3c93XrO/tO44z8JEA75J6F/uE44JEBAy3LCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOj4/mEUDAUoBwiCUcZQgg4LQA4RCnx5fmmycccm5eAcIh58aVuyYIEA4J8E0gHBIgoGU54RBLOMoQQMBpAcIhTo+P5hFAwFKAcIglHGUIIOC0AOEQp8dH8wggYClAOMQSjjIEEHBagHCI3fh27AzxC3Pnire7AVVnRYBwyFlh5CYInFcBwiEBchMOCRDQspxwiCUcZQgg4LQA4RCnx0fzCCBgKUA4xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOOTfje/oUenTz8O0bn1COOTyy+L1RPVYpU//7+7Dt8+OAOGQs+PIXRA4nwKEQwLUJhwSIKBlOeEQSzjKEEDAaQHCIU6Pj+YRQMBSgHCIJRxlCCDgtADhEKfHR/MIIGApQDjEEo4yBBBwWoBwyL8b34hRoVr+W2iyouuvi9Pj1eL+3Y349lkRIBxyVhi5CQLnVYBwSIDchEMCBLQsJxxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFiAc4vT4aB4BBCwFCIdYwlGGAAJOC1zI4ZBYk7fYslnatTdEB/aFKHv2OMXFhWr/ASl//nhdYXbtON+fTl3DdfRY8qemTye1+l/M+W6F5xkBwiG8Bgi4J0A4JMCZEQ4JENCynHCIJRxlCCDgtADhEKfHR/MIIGApQDjEEo4yBBBwWoBwiNPjo3kEELAUIBxiCUcZAgg4LXChhkO2bpOGfham/SYUEuKd4GJyIPHmnwmHuSR8iheLU+WK53fHjvf6hGnXrqRdSDlzxuuVhrFOvweuNk84xNXJ0XdaFiAcEuD0CYcECGhZTjjEEo4yBBBwWoBwiNPjo3kEELAUIBxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFrgQwyHRZmeOHu+H6/BhEwb5KxiSLBWSRPzx6nG6vtDfAZHoaGnHzhCFR0hxMfGKM6GSjBmkI0ekvPmksOQnwmivCZ/MnBWiNX+Y3Un2h/gBlHhzu7AwKSJcKlUyTneWjUvow3yWLg/VqC9DFf/XpiXe76s9GqfC15/fkIrTL91ZbJ5wyFnE5FYInCcBwiEBQhMOCRDQspxwiCUcZQgg4LQA4RCnx0fzCCBgKUA4xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1wIYZDNm4K0cCPwpQ+7JAKZtjg50K8LEbS/Tp2RufSrujcKlM6TvfdkxDMWLosRNMn7FH2kB2JNSeG44U49kVcokeqp1e+vAm/9XYnGTw0XDniNihj2MGEJ5y0O8nKg9epVKk4Vbz37/DH2nUh+unnhJRJCbN7yaUFz//xNk6/dGexecIhZxGTWyFwngQIhwQITTgkQEDLcsIhlnCUIYCA0wKEQ5weH80jgIClAOEQSzjKEEDAaQHCIU6Pj+YRQMBSgHCIJRxlCCDgtMCFFg4JXb/KhD6y6p3PLlKhqGVqdu3bp/T9dksVjdn8iGo+Hqdrr4nTpj9DNGBQmB7MN0ZVLxpzypoeq5prY/wNatwwRpHppK/GhmnRLyFqcU0XXZtlxSlrnv95sKKipBZNY5Jdj9zlfT9E0TmvdXr+rjdPOMRugk+99JZqVLlLD95X2u4GZ7lq/8HD6tr7U81dsFTHoo8ra+ZMevLhe1TrsfvO8pNS3u6TURO1eu2f6tjiuTN+1orfN6hx29767tNuKWrizbZCQ0ZO1Mhvpmvz1p3Kni2z7r2jmBrXfczsYpROw7+aol+Xr1HXNvXP+Hln+4un6/9sP+tU9yMcEqAy4ZAAAS3LCYdYwlGGAAJOCxAOcXp8NI8AApYChEMs4ShDAAGnBQiHOD0+mkcAAUsBwiGWcJQhgIDTAhdEOOR4tMIWzVLE9NEKXbdSMWUq6ascTXVw5TI1vbqHDsVk0qYjF/vOOSL3KHe67Rq/pZI2XfSoKldM2NHj+9mhmjItVI8U+EIP5P9WO47l0e7o7P61izNsUqbwQ3pn9atatr+I6j4Xq0sujtd7fcK00xxB06pQR10ZtUbrD12qo3Hp/ZprM6/0/9lgYX9FZEznh0NOHC3j/b7AuOf965srfej0/F1vnnCI3QT/y3BIbGycObYp+flO7bp/LO/3rV+ppQzpI01YY5PqNO2mt16rq7Ilitgt8gyrznY4pPsHn2vyzAV6o9mzuvH6K7R1xx516/OpjsfEalCPFoRDzFwIh5zhy5na1wiHBAhoWU44xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8dE8AghYChAOsYSjDAEEnBb4L8MhIft2Kfz7bxU+61uFHNjrO8bnyq/j99VQTNlK2jh3sUrs6aU1MTfpm5jGOnw4XiXST1b5jJ9pc857pZI1Eu2XLA3RqK/CVO2iEaqQ7zuN3FhDk7ZV9I+JeemK91Q0+yL1XvOyftl7i5q8HGv+a/54zZ0Xqu8mher1Qu11aaZ16rC8vdYfucw/kua9mxr6gZKXf+mjm4pnSHasjGKjVeC7BooPi9CW+/s5PX/XmyccYjfB04VDJs6Yrz6DxyomJka5cmRVexNyCDdhjtqNu2jaqHf8B77Rc4hW/7FJw3q39n9u2OpdPXR/GV19+cXygh47d+8zu2SkV6uXa+rmwldr+ap1atN1kH992849Gvzua8kar9XoLT3+UHlVKl8y8fdbtu1StqyZ/bDIkhVr1cE8c/+BQ0oXGaHWjWupxM3XydsBo1XngSZAcqMWLF7pX2/b9Bl5gY/1m7apWNFCer3J01q2cp1adhqgUrfd4P/Z26mkjQmiFL+5kP/dEzuHrNu49ZT9e00NHP6tRoyZpqxZMqlCueIaPWFWip1Ddu3Zr/LVmmhYnzYqfO3liWs5dPiovp08V49UulMjv56uRUtXKy4uTj//uso37vXmyyqQL9c/rvPOUkVNzUrt2LXPBGmeUpniRTT0i0lauWajos2OKxs2b/dDNu91eMm/X2rrSbpzyJ9md5PX3hpgZrbXr632YDnVrVnZ7sU6wyrCIWcIldrXCIcECGhZTjjEEo4yBBBwWoBwiNPjo3kEELAUIBxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFvgvwiFhfyxXmNklJNzsFmL+NtL3iylSQrF3VlXs9beZQIcXz5DSb12oHD/31dF8N2v3rQ3932VaZ/5ydtmnOnTpXdpXuGaivfl7UQ0eEqYyoZ/qnryT9emGmpq6414/6PHCFX10W/af1G9NA4VddZsqP5Cw24g5/UGTpoTqnn1tdYnZXaTdsje19fjF5i9tpR5FXlaWiP0aleldlb4zKtmuISExh5V/4suKD8+gLRV6OT1/15t3JRzy2e7VWnk0IQB1Pj9P5rxa16TLluKRqYVDvEDGw3Ve18j+7VTworzmaJQZ+mrcTI34oJ0JPTT1Qw/58+RQ9frt/XsO69VaERHhKvvQyxo3tIuea9rVhDzuVrXK5fygQ6PW72nyiO5aa0IXTzboYI5uqaOKd5dI0Y8X0Bj02Xg/lFC6WGFdUTB/su88Vredf8RM1Qq3a9zUeeo7eIz/PG+HkUdMv5+838oPoTTv2E+rTGhlZP/25t/veNNXI40f1lVeaOPR59tqYPdmKn1bYU2bvVBv9/tcE4Z3TRYO8b5zqv690EXNhm/q2086K2f2LH6YYrE5GubkY2WmzVmkzr2G+2tO7eMdK9Pn49EaaoI1V15awO/5ony5/WNn/mmdfTs39XdSGT/1R7MDyWQNN/Pw7zd4tL4e3MkPmrzRY7AJsET590ttPWvWb048FufNd4f6dS88XUUHTGjm9W4f+UfsZI7KeM5eVcIhAdISDgkQ0LKccIglHGUIIOC0AOEQp8dH8wggYClAOMQSjjIEEHBagHCI0+OjeQQQsBQgHGIJRxkCCDgtcN7CIebomPD5UxU+c6xCN67xzeLTZVRsqXt1/O5HFZ87+V8Ge9fTb1mgHAs/0JH8t2nPLS/4NRnXz1S2pUN1uOAd2lvk6WT2XkAketowXRMzQ2P3PK35B+/yr9fI+YFuzPijfs5aV/nLpPyL6VzT2yjy8FZtKdtR8VkS+sg7tbnCju7R1vJvKy59wvE0Jz6h0QeUb3ITxUVGaeu97zo9f9ebdyUcUuX38fpm3/rzzv31VRX1YNbLUjw3tXDIl+O+15RZP6tflyZ+zTHzL9Ut99XVvG/7qtP7w3VnqZtU6tYb9JIJfVxxaX4T1iijrJkz6rVOA/V+x0Z68JmWmj++v0JDEwJeXoik+YuPmx1AolSj/hta8N2AxGsnNzV97iJ9NX6W5i/6zew6kk7Vq9ylejUf9I+gOXosWhHh4f6fd+zaq3uqv6rFUwf54RBvR5M5Y3v7t3t/0Jfau9/sHmJ2C/E+FWu2UM/2DU24K0TPvNJZP45L2OknxoTSbipfR7PH9tI3k+b6O4c0eKZqqv3/YcIUs35cot6dXvHrZ89fIi9UcXI4ZOzEOfpszFSN6Nc21Vl7YY65C5aqT6fG/neGfTnZ382kc6u6p12nF06ZP/4Dv8bbKaRhy3c0ZWRPPxzyw4Jlib2duN/LdR5JdT1e8KNx295+//2HfuP30+yFGrrB7HZyYnbn8mUlHBKgLuGQAAEtywmHWMJRhgACTgsQDnF6fDSPAAKWAoRDLOEoQwABpwUIhzg9PppHAAFLAcIhlnCUIYCA0wLnOhwSunu7wmaPU/js8X8fHZOngI7fYXYJuf1+xadP/b9Oz7B5nrIv+lBHChTXnpvr+c4ZN81RtsUf6/DFt2vvTc+msM/26xBl3DhLe298RocvKetfz7b4I1M31/++V3fyJ+/0lgo7vEPb7uqs2Iy5/cun+t2JulCzA0S+qc0Uly6rtt7Tw+n5u968K+EQV3YO8Y5O+WP9Fj+ocOJza4V6Gv1RR/8IFC+UUNwc1bLQHIvi7Xqxe+8Bf4eJjX9uV4W7iumJFzsob+4cibVHjh4zQY1n/CBJ3WbdNePLfw5TxcXF+8euvN5tkB554A49/2Qlf6eMz8ZM0fGYWP/okxW/r9eSaR/74ZAXXzMhic8T/j30duQ4fOSYmjd43P+5Uq3XXvWw2wAAIABJREFU1LVNfXMsTpgfaDnxPe+at66vBnXUzB9+8cMhNarelWr/6zdt9Y9o6dQywcXbFaV5h34pwiHfz1vsH0sz/YvU1+mFOX41u454fXmfpD+fbp31mndPvK+37hM/p3a/WtXuS3U9l16cNzEc4gVlPh4xQeOmzDPz3K86xvuZahXO6f80EA4JkJdwSICAluWEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGmBcxUOCV31iyKmj1XYr3Pln9NiPqc6OuZ0eBlMoCO7CXYcvqiU9hat4381w58mMPKLFxgpYQIjf/8F9on7ZP9lkPnOD9pjvn/E1HmfbEtMYGSDCYwUqWV2HLkzxSNP7BKy7e5uis2Q8BfbeWa0Ufihrdpe7k3FZMqXrCbsyC7lnfY/892c2nZ3V6fn73rzroRDLjTn0+0cMvn7n/RB11f9lo8cjdZt99fzd6zYt/+gmr7RV7cWuUa33niNLjNHv/T8YKSiojLowXtL68rLCqhq7daJu3MkXXPSMMPJFt4zpprdSirdU9Lf4ePExwuqeGEUb+eR+80OIF8MfMMPpGzdsVv31nj1X4dDajXqZNbRz39GtNkR5WazI8rcr/to7MTZfjik4bMPpdr/iLHTNMfsFtLrrYSdQ2bM/UVden+aIhyy3xzLUrZqI3N8TXMVv7lQ4lq8HVi6mONmmjd4QqMnzDplOKRp/eqnXee/DYc0qV8t1fWs+H1DYjgk6TzWb9pmdmLp7O9qcv01l52z15ZwSIC0hEMCBLQsJxxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFiAc4vT4aB4BBCwFCIdYwlGGAAJOC5zVcIjF0TGnw/N2APF2Ajl8SRmzE0ht/6unOmom6T2yLxqgDJvn+zuNeDuOeJ+sS4cp0/oZ2le4pg5dmnDUTNJPvimvKvTYPn8XEG83EO+T5/v2Cj+wSdvvaK+YzBcn+37YwW3KO7O1CY3kMeGRTk7P3/XmCYfYTTC1cIgXvPACHqMGtFfBi/KaXS0m67vpP2lor1b+gyo/3VLp00Wa8EMzZcsSZY4taaVQE7b4vH97ZUgfqcfqttOzj1dUpfIl/V1FOvcapjeaPas/t+5M3Oni5I69nUC841+qVrhdzz1Ryb/Ppi079MrrvfRopTtVrOi1/tEx00e9Y46VCdM7A0f5O138PHGANm7efsY7h1Sr107d2zZQhXLF/KNkBn46Tl8PfkufjJroh0M6tngu1f43mJ1RnjU9fD2kk3Jky6JXTUjGC1icfKyMt7ZeH32lL76d6a+7mNllxTsGp0vv4UoXGan3zNE7qe308XzNSqdd578Nh3g7k6Q2D289J46VaWZ2QPGOBypbooh/jNBjz7dV59b1VNgcMXOuPoRDApQlHBIgoGU54RBLOMoQQMBpAcIhTo+P5hFAwFKAcIglHGUIIOC0AOEQp8dH8wggYClAOMQSjjIEEHBa4GyEQ051dExcvoKKueshxRYvf9qjY06Hl3HDTLPrx1ATDrnDhEOe9r+afusi5fi5j47mLardt72UojzHz33NdxZq960NdDTfLf71rMs/U6a1U7Xv+ho6dPm9KWryTXpFoccPacu97yo+Msq/nnt2R0XsW68dZdroeNbLktWEH9ysPDPbKiaqgLbf2cHp+bvePOEQuwl64ZBflv1udtH4u76OCWY0rvuYJs74SX0Gj9Hx4zEqkDen2jerrUsK5PG/2KbrIC1cskrjhyXsmPPC/3qa3UWOach7Lf2fvaNX2vcYrK3bd/s7dNSuXsEc13K3f/xL0nDDyV17YYXuH4zQwl9XyzvmJHvWzOZImbL+kTLefVp2GqifFq9Q1syZ/CNj+nw8xmxIFOf3dqbHyjRp10d3lS6qGeYYGe+eHVvU0S1Frk4WDkmtf6/fE6GPqEwZVKPKXfrki0nJjqlJuqZPR0/ViDFTtdGEXHKYtTx4X2k1rP2QIiLCUw2HeGGO063TJhyS2nqS7hziHZHToecQ7TU7w3hBnyper88+bPdinWEV4ZAzhErta4RDAgS0LCccYglHGQIIOC1AOMTp8dE8AghYChAOsYSjDAEEnBYgHOL0+GgeAQQsBQiHWMJRhgACTgsEEg457dExNxQL2CXTumnKuuxTf7cPb9cP75Nu+6/K+dP7OpaniHYVSzjiIeknh7mW3nxn922NTIDkJv9Slt9GKeqPidp/3WM6eMX9KWryf9dQIbHHtKVCb8WHp/ev55rTSZF7/9CO21vpeLYrktVE7NtgwiMddDxLQe0o2zbgdXIDewHCIfZ2aanSC0M0addbE4Z3S0vLvmDXSjgkwNEQDgkQ0LKccIglHGUIIOC0AOEQp8dH8wggYClAOMQSjjIEEHBagHCI0+OjeQQQsBQgHGIJRxkCCDgt8K/DIdHHFP7TNIXPHKvQjWsS1p4xs46Xvl8xdzyo+Nz5z5pHprVTzK4fI8xuH+XNrh9P+PdNt3OZcv74jo7lul67SjRN8ayc899Vuh1Ltat4Yx3LXdi/nmXlaEX9Pk77r3lIB6+unKKmwIQXpLgYba7YTwqN8K/n+qGrInev1s6SLRSd85pkNRF71yr3nLf8HUW8nUX4/HcChEP+O3uXnpx0pwyX+g7WXgmHBDhZwiEBAlqWEw6xhKMMAQScFiAc4vT4aB4BBCwFCIdYwlGGAAJOCxAOcXp8NI8AApYChEMs4ShDAAGnBc40HOIfHTN9jCLmficdPuCv+cTRMTEl75Mi0511B2+3D2/Xj4OX36f911f37x+5a6VyzXvbD2x4wY2TP7nmdTffWWGuNTPfKeRfzrzqa2Ve/bUOXFNFB66ukqKmwLjn/d9trvRh4rWc83oo3a7fzH1eNfe5LllN5O7fTXiki6KzX6WdpV876+vmhmcuQDjkzK3S8jcJh1xY0yccEuA8CIcECGhZTjjEEo4yBBBwWoBwiNPjo3kEELAUIBxiCUcZAgg4LUA4xOnx0TwCCFgKEA6xhKMMAQScFvincEiKo2NCQxV7Y2kdv6uq4q4pek7XHrVmvLKs+EoHr6yo/YUe9Z8VuccEM+Z6wYwrTDCjVYrne6ENL7yxs9Rris5xlX/d2zXE2z3k4JUPmPs8krwmPk4FxteTQkK0+YGBidcSdyAxR9d4R9gk/XjhEy+EEp3jWvOc5ufUgJufXoBwCG8IAu4JEA4JcGaEQwIEtCwnHGIJRxkCCDgtQDjE6fHRPAIIWAoQDrGEowwBBJwWIBzi9PhoHgEELAUIh1jCUYYAAk4LnDIc4h0dM2+Sws1OIaFbNySs76+jY2LvekhxOfKclzVnXv2N2fVjrNnto7LZ9eMh/5kR+9Yp9+w3zZEul5ojXV5P0Yd33It37MuO21vreLbL/euJO5BcUUH7r6uWvCY2WgW+a6D4sAhtud8cK/PXJ8dPvZR++2LtLtZIR/PclKzGO7bGC48cy3WDOdqmyXmx4CGnFiAcwpuBgHsChEMCnBnhkAABLcsJh1jCUYYAAk4LEA5xenw0jwAClgKEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgNMCScMhITu2KPz7b87r0TGnw/OCIV5AxDsKxjsSxvuE79+gPLM6KCbLxdpetn2K8tyzO5gAyQYTHGlrAiQF/euZ1k5R1uUjdOiy8tp3wxPJakJijij/xEaKD8+gLRV6JV7L8XNfpd+6ULtveVFH89+arCbdtsXKuaCXCY3caMIjLzs9f9ebJxzi+gTpPy0KEA4JcOqEQwIEtCwnHGIJRxkCCDgtQDjE6fHRPAIIWAoQDrGEowwBBJwWIBzi9PhoHgEELAUIh1jCUYYAAk4L+OGQn+cpdupohS/5MWEt5+jomB07Q/zb584Vf0Zm3lEw3pEw+699WAevquTXhB/crDwz2yomKr+239kxxX28a953tt/xhmIyX+Rfz7R+hrIuHaZDBctpX5GnktWERh9QvslNFBcZpa33vpt4LfuiAcqweb72FK2nIxcVT1bjhUa88MjRfDdr960Nz2gtfOncCBAOOTeu3BWBcylAOCRAXcIhAQJalhMOsYSjDAEEnBYgHOL0+GgeAQQsBQiHWMJRhgACTgsQDnF6fDSPAAKWAoRDLOEoQwABNwX+Ojom3cyxit+8PmEN5+jomMNHpBEjw7R2vQmHmFxIiPlHWFi84uND5MVFcuSQ7rsnVtdekzw0kuW3Uf6RMPsLPaqDV1b0Www7tF15Z7RSbKY82lauUwr7PDNaK/zQNm278y3FRuVNWNaG75VtySc6XLCs9hZ5JllN6NG9yje1meLSZdXWe3okXsv2yyBl/PMHEw6pY8IhpZLVZNj8k7Iv6q8j+W/TnltecHP+QdI14ZAgGSTLSFMChEMCHDfhkAABLcsJh1jCUYYAAk4LEA5xenw0jwAClgKEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAgFMCpzo6RgWvVPQdVRVT7G4pMt1ZX88nw8O0+ncTA/GSIH+FQ7wYSMI+IgkfLzDy1BOxuvqqvwMiWZZ/rqi1k7Xvuho6dMW9/vfCjuxS3mn/U2yGHNp2d7cUvXrXvO9su6uLYjPm8q9n3DRH2RZ/rMMm5LHXhD2SflK7X7Zfhyjjxll+mMQLlST9ZDChkewmPHKkQEntufn5s+7FDc9cgHDImVvxTQQuFAHCIQFOgnBIgICW5YRDLOEoQwABpwUIhzg9PppHAAFLAcIhlnCUIYCA0wKEQ5weH80jgIClAOEQSzjKEEDgghM4cECaNSdUu3ZL+fLEKzomRJnW/KRbd49W3s3Jj45J98CjOn7lTToSHXtO1hFvsh4du4Tr+PG/siF/ZT+8MMjJn8I3xKv6o3/3kXXZp8q0bpr23fCEDl1W3v96ajt9nLiXtwuI952t5bsrLn02/9cZ/vzRhDkGmjBHcRPmqJfssantRJJ1yTBl2jDDhEOeMuGQcslqMm6crWy/Dtbhi2/X3puePSdu3PTMBAiHnJkT30LgQhIgHBLgNAiHBAhoWU44xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8dE8AghYChAOsYSjDAEELhgB7/iW0WPCtHJ1wvEt6eIO65ajk1XmsAmFxCQcHXM4PJvC7n5A8XdWUlyOPMoWFaFj0XEBhUOORUs7dob4QZTw8JQc3XqG68BBi3DIkqEmoDFT+wo/pUOXlvNvHBp9QPkmN1FcZJS23vtuiod517zvbL2npzkqJot/Pf2WBcqx8AMdzXeLdt/aIFlN+MHNyjOzrWKi8mv7nR0Tr2Vd9pkJpkzVvutNMOXyhGDKiU9G01M209vhS+7Q3hufvmDmnxYbIRxiN/WnXnpL23bu0aTP3ja79vyd1Bo3dZ5adPxAH3ZvrlK33WB3839RNXXWQvUdMkbbduzxqwoXulxtGtfSxflzKyY2Vt9Nm6/K9yY/1ulf3J6vXqAChEMCHAzhkAABLcsJh1jCUYYAAk4LEA5xenw0jwAClgKEQyzhKEMAAacFCIc4PT6aRwABSwHCIZZwlCGAwAUhEGM23Og/MFzbtks5YjbrjkNf6LbDE5Veh/3+/oy4UnMyPKKFGe7Rw4+FqUjhhC08vHDIshVxWv1HvL+7R8JxLyGKj49Tpkwh5piXOOXJnXyJS5eHatqMUO3elfD9uDi/yD8mJkN6qVTJON1ZNs4/Ksb7/Lo0RF98FeZ/2b9/QnYlxbEytZ6M1VVX/n2sTLYl5miXDd7RLk+b3Tvu8O8VEnNE+Sc2Unx4Bm2p0CuFvXfN+86WCu+b72T0r6ff9otyLOito3lu0u5ijZLVROzboNyzO+h4lku0o2y7xGtZfhulqD8man+hajp4ZYVkNd5uJt6uJocuu9vsavLkBTH/tNoE4RC7yXvhkC3bduntti/qliJXJ97kpVbvaenKtercsu45D4ds3rpTjz7fVgNMEKWICYVERx/XuwO/0MKlqzWiX1v9tnq93hkwSgPebma3SKouWAHCIQGOhnBIgICW5YRDLOEoQwABpwUIhzg9PppHAAFLAcIhlnCUIYCA0wKEQ5weH80jgIClAOEQSzjKEEDgghDYuFH6vt9ClY8fpevzrPZ7ileotoVfqg2R12lvWB4t33+9fj94jcqUjtN993iJDmnixHDtXPabrs288q+tPf5azl/Bjrm7yqpcpWy68a8wybLfQjXyi1CVzjFLOdOZdEjCgxKTHnHxIfp2S1XdUSZO99yd8Azvs3adueHCr3XgQIiOx3hfjzcBlIREydHwXMpdupSuufrvYIhXk23xx8q4aY5/dIt3hIv/iT2uAt+9aLYQidDmiv1S2Of/roFCYqO1+f6+Ulikfz3d9iXK+dN7Opa7sHYVb5ysJmLvWuWe85aOZ71MO8q0SbyWZeVoRf0+TvuvfVgHr6qUrCbTH5OV9bfPdfCKe7X/uhopeuAX50+AcIidtRcOubxgfkVGhOv1Jgm73+w/eFiP1HldBQvkUd2alf1wyLqNW9Wu+8fauXufMprkV6uXa+rmwglhkrET56j/0K8VY5Jp+fPmVJfW9ZU/Tw4N/WKSVq7Z6Ic9NmzertjYOL3X4SUVyJcrWbPzfl6uDu8M0fhhXRN/f8zUeM/KliVKVZ5pZXo6pBuvu1KDerbQzB8W+2GR4zExuqRAbnVsUUe5c2bT4M+/07JVa80OSMdNOG6PIiMjTOjlBeXLnUMfj5igkd9MNwG2eOXKkdX0WM/U5rFDo+qsCRAOCZCScEiAgJblhEMs4ShDAAGnBQiHOD0+mkcAAUsBwiGWcJQhgIDTAoRDnB4fzSOAgKUA4RBLOMoQQOA/FQg5elhhc76Tpo1V5O7NCs+dQVElTv2Xn2M2P6zx26rqhboxypdX8oIen48K1SMFRumB/ONOuY5uK1/TmiOF1LJ5jPlLV+mT4WFa/XuIWhfqqCui1pyy5vmfBysqSmrR1KRAknwKjHv+lN+PznG1dpb6X4pr2X/5UBn+nKc9RZ/XkYtKJl4/cZ/NlT5MUXOqa+l2LlfOH3vqWM7rtKvkq8lqIvf8rlxzuyg6+5XaWbpl4rXMq75W5tUmzHJ1FR24pkqymqg1E5RlxZdmR5GKZmeRR//T+af1h7sSDtn4Y5wObE0efjofsytYMkxR5t/1kz9eOOS5xyvqjZ5DNHVUT4WHhemr8d9rxe8b/GDHC7Wq+OEQb2ePxx+6W9Uql9OSFWvVqPV7mjyiuw4fOaZyjzXW14Pf8sMW7bsP9ncEavdqbQ3/aor6DB5trnXyAxlv9BisrCbs0bjuY8naOHT4qB8AKVr4Kj10fxmzg8k1ypTRbD3012fijJ/05biZ/s4hXmCk8tMtNbRXK119+cV+IGTh0lV6v+PL+mTURPUbMlbjTMgkR7bM6tL7U9PfUTWpV00P1Pyfpozs6d939IRZOmrOwHrioeTHRJ2POfCM5AKEQwJ8IwiHBAhoWU44xBKOMgQQcFqAcIjT46N5BBCwFCAcYglHGQIIOC1AOMTp8dE8AghYChAOsYSjDAEE/hOB0G0bFT5jrMJ+mKyQYwlHx2zPcKXW5i2hCoXnaOuR/Jq/p4T/+6ujVuq6LL9pnAmGRJaqqhuuS9jRY9KUUM2eG6rqF32m+/JN1NJ9RfTH4Sv9ayWzz1We9NvVY1Vz/XbgBtV9LlaXXByvkV+GaYk5Jqbtde10aab1mrmjnPbFZPNrquQf4//zlOEQs5tHAbOrh/c5EbYIO7rXHBvzvaKzXaGdt7dK4Zh90QBl2Dxfe26upyMFiide/7fhkMhdq5RrXjdF57xGO0u2SPacyF0rzLXuis5xrQmoNE+85u0a4u0ecuDqyqbfh5LVZF79jTKvGmuuPWiuVf1P5s9DEwRcCYfM6RWjLYvPfzjk9kbhyn/TX9sAJXlpvHBI0/rVNGDYt3ry4fK6o+RNqvNqNzV67hF/dw4vHHLZJfn04DMtNX98f4WGJtyjev32av7i4ypWtJC8cMeJMMe4qfP88MWH5ogYLxzyw4Jl6t3pFb9m2JeTtWzlOnVuVTfFa7t77wE/3DFj7i9au2GLStxynemrugpdVVBJwyHeLiXjzTP6d0sId3nhj5KVG2jRpA/N8yZr/qIVic/zdiTp1Gu4RvZvp3KPNlYTE0qpUK64smU1iTU+F4QA4ZAAx0A4JEBAy3LCIZZwlCGAgNMChEOcHh/NI4CApQDhEEs4yhBAwGkBwiFOj4/mEUDAUoBwiCUcZQggcP4E4uMVtmSewqePUdiKhQnPNf/Ff8zNZRV718M6kO96rZy0SJUi+mjp4ds0N6qB9u+XSmWYoNvDRmnfpffrUOG//+v9EzuHPHHJMJXPM0WfbnhKU7ff4+8A8PKV7+jGbIv13urGWn6oaOLOIcu93UbMsTLtr2utizL8qbbL39Sfhy/2a/rcXF/pQo+pwaL+Klk6ItmxMiHHDyn/pFcUH55RWyq877cesW+9cs/uaI50KWiOdGmbwjHHz32VfutC7b7lRR3Nf2vi9QITXpDiYhKOlTHHyyR+zO/8a6Fh5lr/xF9H7PlDued2OmUIJd2Opco5/10dy3W9dpVomlgT9cd3yvLbF+bomPvN0THJdzzwgiFeQMQLhngBET7/nYAr4ZALcecQLxyyeesufT9vsf730pN66qU3NWF4Nz3zSmc/HJI5c0Y98WIH5TXHs5z4HDn6f/bOAkyqqo3j/4nt7qC7Qbo7pAQUE7GRDgMxCClBQkERREIxUFH5pLu7pDuW3oLt3p3Z+d5zl7kzd3cW9S4wDL7neXx077nvPWd+Z3ZR57f/Nwtj3n4F7VvUk9JBdh84IU0lpaQjnFrLiPYvQg45fvoSpozqJ83l/7qwd4sQRX5augG/Lt+Czb/NkPZlTg4R7WHEer4+XnJ5aloGVv0wWZJGROLJpA/z5BNzwsm2pTNx5sJVzF+8CntIVqlWqTTGDX8NxcOC7PeG5ZUlAiyHFPGNwHJIEQGqLGc5RCU4LmMCTMChCbAc4tDHx5tnAkxAJQGWQ1SC4zImwAQcmgDLIQ59fLx5JsAEVBJgOUQlOC5jAkzgvhMwt45x2rEcmthIaT2Tly8MzTrD0LIbTD4B8h5E0oZI3MgIr0+JG3kfznpc3gif00uQWqY9kqs+p9jvxk16lL6xCC2DtuGHK69i++1W0vyg8rNQx/cvfB0xBGVaPYaaNSypB+fOa1D99CgEOUVh9KnJiDeFQu+kweTyg+CuS8OfPrPQoKmbJIyYhzYrGaGb3kGuizei230uXdan3ETwjo9h8CqG2BbjCnD0PzgLrrHHEF9vMDJDHpPnw9YNgsaYRZLJLJJN3OTrGkMWwtYPgknngqiOs+XrTolXELR7IkkopUhCGa1YxyXmGAIOzUJWcA3E1c9LOrBmllamHZKqPq+oES1lRGuZ5MpPUWuZzvf9/HmBwgk4ihzysJ2hOTmkcvlS6NjrPfTt/YTUukW0fjHLIWVKhaH7qyOxfzVJWPmGSAqZ99NKavMyEt6e7li5YQ+Wrdv1r+SQk+cuQ0s/JKpWLC0/3UQCXN3H+2LpgvE4H3FDlkPE8zdsP4hZn1i+R81FInlk3+HTmDP5benS7oMnMW3Or1j23UT5uTkGI+YsWkbPvI7Zk9562I7jP7cflkOKeOQshxQRoMpylkNUguMyJsAEHJoAyyEOfXy8eSbABFQSYDlEJTguYwJMwKEJsBzi0MfHm2cCTEAlAZZDVILjMibABO4bAVutY3JLV0IOpYQYKS0ETs4F1na7uRd+RxeSHNKI5JA+0rzHlS3wOfUz0kq1RlL1FxU1vp5OSN8wH4EJu7Bb/zou6JtBS3e0yJ6D0rmHcLV8fzhVqldgnZCtH0CXfhsxrSfD6J73m/hC/hASiJA/hARiPbSZCQjd/B5yXX0R3Xa6NKVPjUbw9lEweIQgttUnBdYIOPgFXGJPkLQxlOSNmvJ8KCWQaCmJJKr9TJicLa0i5HQSJw9EdfhCvl+ffAPBO8eShFKcJJSxinVEMolIKBHyiZBQzMPj6lb4nFxsk5n3mSXwjNhIiSLPUrJIh/t2/vzgvyfAcsjfM7J1h1kOqVOjIoaP/xp/HT9HLVuGo2LZ4rIc0rheNTz95sd47flO6NK2EUSyx+RZP0npG3+upZ8XB09IQkZSShre+Xg20qjVy69fj/nHySH/W7NDamszc/xgqY2MEDh+X7kN3/y4Apt++xw7KTlk/s+r8fPsUYhLSEaP10ZhMf1zqeIhUjrIyg278dHQ3lJbmjnfL8cf88dJqSCjp34LF2cnPNGhCRb+shrTRg+QvhatadZtPYCvP82TSHjYjwDLIUVkz3JIEQGqLGc5RCU4LmMCTMChCbAc4tDHx5tnAkxAJQGWQ1SC4zImwAQcmgDLIQ59fLx5JsAEVBJgOUQlOC5jAkzg3hK4S+sYQ7tnkFuq4l3Xc7+xG77HvkN68aZIrPWadK/7te3wPfEj0ku2QGKNlxX1Qg7R754L5xt7kfBYH2QUayTN+x1dALeb++jaG3StcYE1QzcPhzYzkUSPaSR8+EnzISR/6EgCsb5mLtSl30LI1g9JJAkkoeRT6bKQS4RkYnQLQEybKQXWCNj/OVxun0Zcg7eQFVRdnpclFJJMhGxiHrbSScScPjWKJJTRJKGEkoRiSRMQc26RBylp5RtkhNVDQh1qSXNn3I2ZEG2EcJNU7QWklW57b8+fn/avCLAc8q9wyTdbyyFb9xzBjHl/YMWiPEHLnBwi5JAr16Mx9rNFiI6NpyQgDV599nE8172NJIoM/HAGkpLTEBrsh7fffAZDRn2JJzs1R1CA7z9uK/PT0o1YQm1kblFqiZNeh+qVy+Ltvs9IkopIMnm+/zgYc3Ox9Y+Z2L73GO3zd2RmZcPD3RUjh/WGkFuEHHL01CWIljcXr9zYlUzyAAAgAElEQVSU2tt89vFA+Pt6Y9rXv2IjJY5otVppX+Pfew3lShdTB42r7hkBlkOKiJLlkCICVFnOcohKcFzGBJiAQxNgOcShj483zwSYgEoCLIeoBMdlTIAJODQBlkMc+vh480yACagkwHKISnBcxgSYwL0hkJ4C/d6NULSO8faHoUVXqX2MdeuYuy1okRqakwjyinSrLWHE/AxJDtn1FZxvHkQ8yRGZJEmI4Xt8Edyv70JizVeRXqJZgSVDN74NbXaKIiVEyB9CArFOEzEX6tMoJWSbSAmxCBpCLhGSiXWaiPVCgfumwznuLG43Go7sgMrylFlCiWkzlcQSf/m6OZ3ESLJKDEkr5mERU4KkvVkPW0krf8vsxA8k3Owgvi+RcNPy3pw/P0UVAZZDVGF7pIqEHCKkkPHvvf5Iva5H+cWwHFLE02U5pIgAVZazHKISHJcxASbg0ARYDnHo4+PNMwEmoJIAyyEqwXEZE2ACDk2A5RCHPj7ePBNgAioJsByiEhyXMQEmUCQCUuuYTX9Ad2AzNNlZ0rPk1jF1SDzQ6//V8z2ubqN2KD8hrWQrJNXoLdW6Re6jdIwF1GqmIbWaeVPxPCGHOO2YCaeoI1JbFdFeRQzfvxEgwtYPhcaQLrVvMVEbFzGE/CEkEJHOISQQ66FPodYuO5StXeSkD2cvRLefUeB1Bu79FM7xF0kOGUFyiCUxRZZQWk2C0SNYritMAtFlxCNkywjkl0ZEoRBghAhjnbTyt8womUUIN4k1XyFxhtr78LAbAZZD7Ib+oVlYyCEXLt/EhBEshzw0h/I3G2E5pIgnxXJIEQGqLGc5RCU4LmMCTMChCbAc4tDHx5tnAkxAJQGWQ1SC4zImwAQcmgDLIQ59fLx5JsAEVBJgOUQlOC5jAkzg3xPINUJ38gD0W5dBd/ZwXr3eCYZ6rWFo1f1vW8fcbUGPy5vhc/oXanfShtqe9JJudY06BP/DcykVpC6lgwxQlEtyyLbpcIo5gbj6Q5EVXFOa/7vWKWHrBkJjzEbU47Nh0rtINUL+EBJIbHOSQLyLK9ZxSrqCoF0TkeNTCreajZbmhFwiJBOT3o2eM6vAywrcPQnOiRG41eQj5PiVledlCaXlBBg8w+TrttJJxKQ2Kwmhm95Frou3lHRiPeSklRLUcqempeWOmVn+djOi9u9a7vz7NwRXqCXAcohaco9OHcshjneWLIcU8cxYDikiQJXlLIeoBMdlTIAJODQBlkMc+vh480yACagkwHKISnBcxgSYgEMTYDnEoY+PN88EmIBKAiyHqATHZUyACfxzAtQ6xmnnauh2rIQ2PlaqM5lbx7R4AiYv33/+rELu9IzYAO8zvyG1bHskV3lOuss15ij8D30lpYKIdBDrIeQQ561ToY89hbiG7yArsKo07X36N3he3kDPeJae1aHAauFr+tLmcxHZ+RuyPHTSfNDOCXBKvopbTUchx7e0osYpIQJBeyYh27csbjf9KG+O5JJwkkxMOmdEdZxTYI2gXfS8JHpeM3qej+V5FgnlY5JQSsh1+mRKJ9mpTCcRk5rsVIRtfEtKOBFJJ9bD4wrJNKdIpinVGknVX5Sn7sbMj0QbNxJuEmr3pTSWBkU+M36AegIsh6hnx5VMwF4EWA4pInmWQ4oIUGU5yyEqwXEZE2ACDk2A5RCHPj7ePBNgAioJsByiEhyXMQEm4NAEWA5x6OPjzTMBJqCSAMshKsFxGRNgAn9LQHMzgtI5lt+z1jF3W9Dz0lp4n11KQkdHEjuelm51iT2BgINfUCpIDUoHGaYol+SQzZOgv31O0b5FPEM8K7nyU0gt17nAkuGr+0jXIrsskOfMSR+3m3yIbL9yihrnuPMI3DdVag8j2sRIw2RE+Jp+ZG9oSTKZV2CNoJ3jSDa5TnLIGJJDSsrzhUkocjqJN6WTNM9LJxFDY8ikhJLBJKG4kIQyW7GOLNOUIZmmap5M83fMhGgj5JH4ugORGVrnb8+fb7h/BFgOuX9s+clM4H4RYDmkiGRZDikiQJXlLIeoBMdlTIAJODQBlkMc+vh480yACagkwHKISnBcxgSYgEMTYDnEoY+PN88EmIBKAiyHqATHZUyACdgmIFrHHNlFUsgyaC+ezLvnHrWOuRtyzwur4H1+GVLKd0FKpSelW11un0bA/s+RFVAFcY3eVZRLcsjG8dDHX1K0b/E6vxxeF1YipUI3pFTsplwy14Dwtf2pX4sOkZ0oOeTOEPKHkECE/CEkEOsh74GSSURCiXnYkkzMc8Hbx0CfGonYFuNg8CpmWedOu5n8EorNdBJRlZtD+6V2Ovn2K6Y8L60hmeZ/CplGwSzffsWc/8Ev4Rp7nFJYhlAaSy3+DrAjAZZD7Aifl2YCKgmwHKISnLmM5ZAiAlRZznKISnBcxgSYgEMTYDnEoY+PN88EmIBKAiyHqATHZUyACTg0AZZDHPr4ePNMgAmoJMByiEpwXMYEmICSwANoHXM35F4XVsDr/ApJ6BBihxg2UzvuPETIIS7rP4Yu8YqiHYwsmVToSs/qoViysCQOIaAICcS6PY25sLD0EkkyIdkkstNckjf0inWCt42CPi0asa0mwuARKs8VJqHc7XUWJqEIAUaIMCn5XufdniW/zgZvISuoOn8H2JEAyyF2hM9LMwGVBFgOUQnOXMZySBEBqixnOUQlOC5jAkzAoQmwHOLQx8ebZwJMQCUBlkNUguMyJsAEHJoAyyEOfXy8eSbABFQSYDlEJTguYwJMQCJgs3VM+erIadUDxlpNKTVEKT7cL2xe5/6E18XVSCahI5WEBzEKTdSgOUkOWTsSuuQbiG0+Fgbv4lKNrfY05j1rslMRtvEtmJw8ENXhC/mliNY1QgKJqz+UWtjUVLxE0YZFtGPJDHmMEjcGy3Nh6wZBY8xC1ONfwaR3VdSEbP0QuvRbiGk1CUaPYMs6+z6DS9yZAhLK3RJSwte8SW1sTNS+hpJONDr5WV6UsuJFaSv5E1KcEy4hcM9kao9TFrebfKTYV+DeaXCOF214hlNCSuX7dZT83H9AgOWQfwCJb2ECDxkBlkOKeCAshxQRoMpylkNUguMyJsAEHJoAyyEOfXy8eSbABFQSYDlEJTguYwJMwKEJsBzi0MfHm2cCTEAlAZZDVILjMibwXyZwl9YxOe16wlSs7AOn433mD3hGrENy5Z5ILddJWt8p6QqCdk1Ejk8p3Go2WrEnIYe4rn4f2lRlQofH5Y3wOb0EaWXaIanq84oabWYiQjcPR66LN6LbfS7PCflDSCDxdQchM7S2osY16hD8D89FRlg9JNShtJA7I3TDMGhz0hDVfiZMzp6KmpDNI6DLjMeF8lNhcAqQ50pcnwnP1BO4VuItpHnWkK970LWSNJdK167TnPWofLY/NKYcnK30NUxaZ3kqOPYPBMStRWxwT8QFdJavu2ZcQZkrE5DpWhqXyyiZlb4yCW4Zl3C78QfI9i//wM+YF7QQYDmE3w1MwPEIsBxSxDNjOaSIAFWWsxyiEhyXMQEm4NAEWA5x6OPjzTMBJqCSAMshKsFxGRNgAg5NgOUQhz4+3jwTYAIqCbAcohIclzGB/yABTUoi9HvWQbdjJbTxsRKBXP9gGFs8AUOTjjB5+d4TKikpwOmzWmi0Jnh5AZnpQHqmBgH+JpQsYYK7W8FlvM8sITlkI5KrPIvUsh2kG/QpNxC8g1JBvIojtsVYRZEkh6x6D9q0WMS0ngyje5A073F1K3xOLkZaqdZIqv6iokaXEY+QLSNgdPVDTNtp8pwfyR9uJIHEk/yRSRKI9XCL3Ae/IwuQEd4ICbX7yFOhm96FNiuJJJPPSDbxUdQErx8OvSERq/bOQGaOnzzXpOoXCA88gj2nhiIyro58Pcz/MJpW/xKRt2tjz+lhimf1aDKAwlsysGzPHBgM7vJcrbK/oELx9Th+6Tmcv5kn04jh43Ed7euORlJacWz8a6LiWW0fGwc/78vUhmckcnzL3JOz5oeoI8ByiDpuXMUE7EmA5ZA79HNzTfhs7hKs2LAbxtxcNG9QEx+/+yr94e6C5weMx9kLVynqSiPd7e3pjh1/fin9M8sh9nn7shxiH+68KhNgAvYlwHKIffnz6kyACdiHAMsh9uHOqzIBJmBfAiyH2Jc/r84EmIB9CLAcYh/uvCoTcCQCUuuYTUuhP7QVMORIW881t46p3QzQWtqVFPV1Xb+pwU+LdcjIlLqh0OdD9Nedv+d9UgQ0bZyLx9vnKpbyOfUzPK5sobSPFyj1o600p0+LRvC2UTB4hCK2lVJ0kOSQFW9DS8JHNIkeuSR8iOF+bTt8T/yI9JItkFjjZcUaOhJJQrZ9JIkkQigxD78j8+EWuR8Jj/VBRrFGihr3G7vhe+w7pBdvisRar8lzIZvfo3SQBMS0mQqjm7+iJnjN29CbUrDuxBfQ+nnLc7UCZiPE7RCOxQ1ETEZ9y7NcD6FW4Gy6Vo/mBime1TpsCJx0qdga+SVycsm0uTMq+y5GSc9NOJvYC9dS28vXPfRRaBr6EdJywrA7ZpLiWY2Dx8DL+TqlsIyhNJaSRT1qri8CAZZD1MHrPfgTnDgTQeJZ3k8TZyc9alQui4+G9Ua5UuGqHmowGrFuywF0bd+4QH1yajqmfPUz9hw6iazsHPh4eaDXk+3w0tN5AtveQ6dQplQYQoOUPwNUbYSLHnoCLIfcOaLfV23D0lXbMXfKu3Cib8KBH85Ao7pVMeDl7ujy0gf4YvwQlC9TrMCBshxin/c4yyH24c6rMgEmYF8CLIfYlz+vzgSYgH0IsBxiH+68KhNgAvYlwHKIffnz6kyACdiHAMsh9uHOqzKBh56AwQDdsd1w2rYM2osnpe2anF1gbNAWOa2637fWMbPm6HDrtsbsg+QJIjTu/A6xjK1Lx1w0bGARRHxO/ASPa9so7aM3pX60ku7Tpd9CyNYPSeYIJJnjUwVyIYe4LRsCTVay1CJGtIoRwyJzNCGZ43VFjT41EsHbxxSQTYT8IeoSa76K9BIky1gN96skm5wk2aQEySY1LbKJ2JfYX0yrSTB6BCtqglcPgx5pOOwxC6GtLDEpfkfmkYRyQEogEUkk5uF2cz/8js6naw1orq/iWXJCSdvpJMBYkl18j/8A9+s7SIDpTSJMHi+JWSECjJgTr10wiG0xjtJYCn5up1iYv7ivBFgOUYdXyCHPdWuNJzo0kR6QmZWNr777U5I0li4Yr+qhZyjkYMa83zFv2vAC9R9P/w5GYy5GDnsJbq7OuHD5Bt54Zyo++eBNNG9YA4M/+gJv9u6KWlXLqVqbixyLAMshd87r2OlLcHF2QuXyeZbhgp9X49KVSEz+6E20fGoYlnzzsU1jiuUQ+7zhWQ6xD3delQkwAfsSYDnEvvx5dSbABOxDgOUQ+3DnVZkAE7AvAZZD7MufV2cCTMA+BFgOsQ93XpUJPAwEoqKBiAgt3D2BQP9cJCYCR3eloNyVFWicvhIeOXHSNs2tY3KadyF7wpI+ca9fQ2oqMG2GHhQ4LwWGSIaIGObIEKsFy5cz4eUXjfIV3xPfU+rHTpIdXiLZoaV0XUvJHKGU0JG/DYyYk+SQPwdCk52GqA5fwOTkIdVYRIuGJFq8qXiJ+uTrCN5JYoQ3talpPtaytlm0qE5rl8pb2zxEmolINUkr3QZJ1XrJ14O3jybRIgqxLSfA4BmmqAlZOQg6bRZOl/4KvtVcLesc+5YklD1SAolIIjEPN7rmR3PpxQsKLSFb3ocuI44SSqZQQkmA1bPMQssrJK40l6/LrXMozUSkmlgPkZoi5JGYlp/A6BmimOMvHiwBlkPU8c4vh4inXLsZg64vf4hjmxaShKbB9r3HJNkjhwS5EuFBmDDiDQQF+JKoZsKsb/+HlRv3IpeED5H+8cwTrdDtlY+QnJqGmlXKYeHnIxQbe2nIJ3i+R1t0aWuRuaJi4uDr44XF/9soiSkhgX4YPuA5tG9RD9/8uFLqtCH20ahOVbw/6AUpWKF+p37o91I37D54ArG3E/EsCS6vPPM4cnIMGDV1IY6evCh156hTvQLGj3gdri7O6gBx1X0lwHKIDbw3o29j2OhZ6NOrCzq2boDaHd5Ei4Y1cfjEefhTdNY7fZ9Fy8a1pEqWQ+7r+7PQh7McYh/uvCoTYAL2JcByiH358+pMgAnYhwDLIfbhzqsyASZgXwIsh9iXP6/OBJiAfQiwHGIf7rwqE7A3gYN/abBqjU4SMYSEUSL7HJpl/InHMrZQakVe65hrrjXg07M7nJqobx1DnRRw7pwGSUka+Pmb6ENVIDlFA28fIDTYhKBAswGSR8ScHGLmI5JD8qeGiLn6dXLxRFdLcoic3mElTmgpFSR00ztSKohIB7EeQg5xX0opG4YsRD0+Gya9izTtGnUI/ofnIjOsLuLrDFDUOCVdQdCuicjxLoVbzUfLcz4nF8Pj6lZJ/hASiPXwiNgInzNLkFqmPZKrPidPBe8cC33yDZJMPibZpISiJnTFAOrUk4MrDefCOVAvz9kSYMSk+7Ud1ArnB5JimpMc84riWYUJHX5HFlAKyT5qhfMGtcKxtMPQZiaSUDOcmPkQs8+UzzKLJpTCItJYeNiPgMPIIZf30Dd81IMHVYaSQbyV0pXYRH45JCMzGzPn/47T56/gx1kjcTs+SRJFfpz1ESqUKY5FS9bh8Mnz+HLCUGzYfgjf/roGi2Z+gKysHPR4fSRmUveL6Nh4LF293WZyyA+/r8fCX9bgzRe7okn96ihbUrmnbq+OJPnkdSk5ZMuuw7SXP7B49ii4u7nirY+/QsPaVdC7Z3s07DIALz7VDkPf6IlbcYno9OIIrPx+Mo5Ti5zfVm7FgunvSSlLn81dgrbN66JOjQoPnjmv+LcEWA7Jh+i5fuNw8txlPN+9jRSvI8Zosp3ataiLZg1qYteB4xgxYS5W0Js9LNgf8SnZfwuZb7j3BDxc9XBx0iIt04CsHGVPv3u/Gj+RCTABJvBwENBpAfHzLznd8HBs6B7sQpjOwkDmwQSYABMojICTXiv9e19qxqPzs49PmwncKwL85+i9IvnwPUf83NNR/+n0LMtvoT58u+QdMQEmwATuLQF3F/HhsAmZ2Q/m//Xxn6P39vz4aUxADQGREDL5Mw00RgNqZW5D8/SlKJlzVnpUNlzwl3t77HZ/EtFOZdHrWRMeq5m3SmYWsHU7pY1cBv1WvQauriYEBmjog0wTPDw0qFoF9Bv2FtkjLR2Y960GIqFEkjzoGXIYyJ3/LVWlkgkvPE1Sxp3uKdduAAsX0b+PZdy5/06R9f/G8nAHBvWlta38BM+D8+B8Yy9S672J7BJ5LSNEKojf6sGUCuKOhK6zFag8XHVw+fU12pAR8d0XUMyITpp3ijoCr31fIif0MaQ0Hqao0cdfgPf2STD4l0Nyy1HynPvxX+B6aQPSazyPzPKPK2pcz6+B+6nfkVmxM9KrPSPP+WwbB13CFSS1GgOjXxn5OrkqCFr1BjTaXMT3oH1p8vYlhsexH+ESsQVptXojq2xb+bq4JuayyrahubzP18zDZ9NI6FIikdSO0j68wuXrngfmwPnmQaTW74/s4g3l65qsVPitGUIthDyR0GWW4ll+a9+GhuSRhI6fw+Tmp5jjLx4sAX8vB0mG2DIduHHkwcIRq7V5Fyhep8C6Qg4RbWD0+rzvq9S0DCmx44MhvaQuFsvX78aazfvwzVSqp5GekYlGXQfiyIYFGDPtW1QsV0JK7DDXurm6YNPOvwqVQ8R9W/ccwf/W7MSBI2foZ6WLlPrR98UnoKMPHazlkFFTFqJ0iVApQEEMkWDy3ZK1kowi5BDx9yoVSklzIpGkd88O9PPWB++Om4Ox776GRnWrSp06eDy8BFgOsXE2cQnJ+PSrxfDx8sSot5R/gInbX397Cp7q3AJd2zem/1jh/1Fjj7e3+JBA/I+yHEMuRRQpjV577IfXZAJMgAk8CAJa+q9PPf38y855dP7sET/Dxc9zHkyACTCBwgiInxHir2z69z4eTIAJKAkYjfTnqI7/HH0U3xfiXLX0sUUOxQTzYAJMgAn8VwjoxW9E0DA8oJ99/N+j/5V3Fr/Oh5nA0T0JuPrDMjTTrEJAWF5KSIbWEzf0lXDduSIMGhecTKqOiLTy6P0stTeorwF9RorPZ5vgm3YCFbwu5r28fG1f9sS3QLenA1CnVt6/K//2pwnb95jQPHA7/J0SLHbInX+VNuZqsTq6m3T/670t/36dmASk7P4f4qmEOjuAuirk/Zyif871DEbZNs0obV5J2GnPHOiu7UNOk4EwlrzTwoFMC9c/qDUMpYJkPj1fUSB91vFTb+la5vM/yHPayONw3jEduWE1kd1yuKJGG3sGzlsmIze4MrLbfCTP6Y/9Bv2ZVTDUehaGKl0VNfpTy6A/8T8YqvWAocZT8pzzpgnQ3r6A7HajkRto+S3/hEsmhB3MS/+w3pf42unwYujOr0dOnRdhrGiRUMQ1MSeuiTnr4bJuNDSJV5HVcQJMvnkfLIvhvHMmtDcPI7vZUOQWr2cpMWQSM0pUcXJDZs9vFM9ypTY8IHkk80kSbVzuX3sh5cnyV7YIiLRXhxgPeXKICC4QrWGe7prXDuq7X9di9qI/pbYv5iEEklU/TIaQNx5vVR9PdrK0YRL3rN928K5yiPk5ufT/44+cvCAFI4jPuoUEYi2HDPhgBo6dviilhoiRS21iAvx88Pu8sZIc8r+FE1AsNM+I6//+55QQUgfPdG0lrf/Lss2S9CK6cnww+EW4uTqIPOQQb+J7t0mWQ+6w3Ln/OIqFBclROgePnsXYzxbRm30czkdcx2PVysvUXx46iWJz2kvffNxW5t69Gf/Nk7itzL+hxfcyASbwqBDgtjKPykny62ACTODfEOC2Mv+GFt/LBJjAo0KA28o8KifJr4MJMIF/Q4DbyvwbWnwvE3BsAtqr56Hfthy6Q1uhMeTAKcQNHvWDbb6oP248gz3pndGvjxFe9Dnpgb+0WLVai+eK/4z2IRts1kw+NxJXMyvgg+EGONNnk7O/0SOaUkPGVBmLUh5XbNb0+WsRPD2BEe9YUis1JCiErR9s8/6sgMqIa6SUNsSN/n/NgWv0YakVjGgJYx7hq/tI/xjZhVI4rIbUVmZJnoRhPeccdwaB+z5DVkAVWicvPcA8XG6fQsD+GcgKrIq4hu/I173OL4fXhZVIqdgdKRWeUNQUNhe4dxqc48/hdqP3kB1QSa6J2a9B7dtv2Nyz95nf4RmxHslVnkZq2Y5yjbgm5sQ1MWc9RBsc0Q7nVtORyPG1JJT4H/wSrrHHEV9vCDJDailqJGZaJ0R2+lpxPWz9EHrfZFAbni+pDQ/Ft/CwGwGHaStjN0K2F87fVmbf4dN4f+I3WLt4iiRlrNywh9rHHMSsT5SpQeJpIz9dgLKlwvHGC52lh0ffioebiwvEM2y1lREtazZTqkiXdo0UCd7zF6/CuUvXMX3MAIUcMnrqt9TKphhevpNMYv0KhBzy7efvo1ql0tLlXgMn4LXnO0mpJ+aRnJqOd8fOQdMG1fHqs5afDw/ZEfynt8NyyJ3jnzFP9HK6ihnjBklxNxO/+BEp9AYeO/w1tH3mbbo+mNrK1KC2Mifw3vivserHT8mU8mY5xE7fPiyH2Ak8L8sEmIBdCbAcYlf8vDgTYAJ2IsByiJ3A87JMgAnYlQDLIXbFz4szASZgJwIsh9gJPC/LBB4UAYrb0B3eDqetf0J75Zy0qsnZBVFl2+FIbjW8WHEJIjPCcSixgTRXyfMMKnmdw+aUJxHWqSv9Bn1ePMj/lutw9JgGL5b4Aa2Dt+B4Yi1cyciTDZr470agyy1MO/c+zqVWwZuvG1GiuAmr1mix/6AW46qOQnH3G9ga2wYpRm+pplvYMunvQg4JoFY0wwZZEns12akI2/gWTDpnpJbL+5BTlxEP9+u7kO1fHrcbf1CAnv/BWSQ7HCPZYTDJDo/J84XKIa65cF/al9YgFh0tLWecqXVM4N4pJGxUJHFjhGIdl5hjCDg0C5nBNRFff6g8J8QQIYGkVOhKgkgPRY332aXwvLQWyZV70mvpJM8JyUTIJkIyEbKJeVxZaUQTbT8KZXFCVBelnOF17k94XVyN5EpPIrV8XusJMTzpmjfNpdC1FJqzHoF7PoVzwkXcbvIBsv0sv4wdsP9zWv804hq8hayg6oqawpiFrRtArYhyENlxDh0IJxMUeBM+wAssh6iDnV8OEU95c/h0VK9cBsP69MTt+CT0eG0UFs8ehVLFQ3Di7GUSRnbjo6G9KaHjAOb+sAI/zhpJnRVy8WzfsZgyqh8lHCVj/s+r8TPVWLdxN1IiW6cXR6D7403x+gtdpDSPG1G3MGz0LPTs0hK9nmyLnn3G4K03n0HzhjWwZfcRfP39cql9jIe7K35buY1Sk3RSUomQQ3p0bIYPh7yI65Gx0h7X/TxVSg1JSk7FwFfzfu4IwaQcCSxCHOHx8BFgOeTOmWRmZWPizB+xbc9R6m2Zi9rVK+Djd15FcKAvdu4/gWlf/4oYsq+KU7rIiEEvoGFtalpHg5ND7POmZjnEPtx5VSbABOxLgOUQ+/Ln1ZkAE7APAZZD7MOdV2UCTMC+BFgOsS9/Xp0JMAH7EGA5xD7ceVUmcL8JaJLioN+1Bvodq6BJjpeWMwWHI6dFdxgatwfcvZB5+gDKXp6HM9kN8cut/hCN9Z4IW4GGWhIN8okOV65q8O33OrxS6ltqE7MD3199FTtvtZJaxbxdfjqq+ZzE5+ffxfmMGnJySHo6tWn4UY8hgR8i1DUKI09ORkxWGEzkm3xT9w3oNUYMPLYAT/fUonIlS1s/bWYiQjcPR66LD6LbfSbt3SnxMoJ2fyKlX4gUjPwj4OAXcIk9gTiSNrJI3jCP8LX9qD+DkVIwqEWK1tKKw9c5G+7UJsXk5IGoDl/I9zslRtA6k5DtWxa3m1pax4gbRDKJSCgR8uNcoJMAACAASURBVImQUMxDyB9CArGV3OF9egk8L29EUpXnkFaWuN8Z5uSO/Ps9uzAbbUIHIlfjiujOXyleptf5FZRQsoIElG50Pt3kOXFNzIlrYs56WBJKhpPwUlmeCtw3Fc5x50mAUV4XN4SvoVY8dEiRnakVD7XbllnK14mlxkHamtzvbzQ7PZ/lEHXgbckhp89fwUtDJknhBGHB/ti+9xhEsIH4/FpIGiOH9UadGhWpzYsJXy5cihUki5jo++Olpzvg9ec7S0LJ8/3HScLI1j9mKjZ27WYsps/9FYePX6D2fUb4Ubuapzo3l1rKCJFkjpBBlqyVxBTROWPeTyuxbN0uaqFlROkSoZj4fh/p83Ihh/R76QksX78bqakZ6PNiF7zQoy0SklKkRJPzlESi0WpRgySXie+/IbemUUeJq+4XAZZDikiW5ZAiAlRZznKISnBcxgSYgEMTYDnEoY+PN88EmIBKAiyHqATHZUyACTg0AZZDHPr4ePNMgAmoJMByiEpwXMYEHlICUuuYTb9Df2QnQB9GimGsXAeG1j1grNFI8WG/28298Du6EBnFGiHhsbz2K3cTHQ4f1SDg+EI0DtiDhZf7YE9cM6lmaIWZqOVzFF9dfguV29VE1coW0SMnGwje+gHcDLcxK34KMvTBcHUB+jv3h7MmCwdrzEaxknTBaugy4hCy5X0Y3fwR02aqNOOUdA1Bu8Yjx7skbjUfU4B+YUkYYesHUSuULGqFMptaoVjW8dWnw335UBJQvElA+Vx+nmjBIlqx5PiUwq1moxXruEUegN+RecgIq4eEOv3lOc+IDdTW5TeklWmHpKrPK2p8Ti6Gx9WtSKrWC2ml28hz/oe+gmvMUcTXHYTM0Nry9WNTM9Gp2mDk6j0Q/bhFWpHO5k5CSGq5zpRE8pRcI1JDxFz+RBFxQ2FcAvdMpkSRS5TC8j6lsVRQ7Dl87QASakRCCCWX6JzkucISRR7Sb4VHelsshzzSx1vgxQk5ZMWiSQgJ8vtvvfBH7NWyHFLEA2U5pIgAVZazHKISHJcxASbg0ARYDnHo4+PNMwEmoJIAyyEqwXEZE2ACDk2A5RCHPj7ePBNgAioJsByiEhyXMYGHiQAZGDqSQRStY1zcYaSEEEOr7sgNKWFzt+7Xd8L3+PdIL94UibVek+7xoJQLH0q7sCU6iHmfQ/PgEXMAEaX74oKpIRKTNGiUPBulcv/C1YoD4VShToG1RAqISAOJbjsNua55H26GbhgGbU4aotrPpDY3nooaXVosQrZ9BKNHMGJaTZLm9KmRCN4+BgbPcMS2HF9gjcB90ykJ42yBJIwwWkcj1qF0EJESYh5+2hS4rXwbRtpPDO3LPPQpNxC8YywMXsUQ22KcYh1ZpgknmaZ2nkwjMbuyBT6nfkZaqdZIqv6iosb3+A/UDmcHEmu8hPSSLS3rH54Lt6hD9Jx+yAivL13PNQBHxqbjicYkrTh7Ibr9DMWzPCPWk4TyOyWUPI7kKs/Ic+KamBPXxJz1kBNK6g1BVkgteSpo1wQSbq5KKSwijcV6hK0fQkJNBgk1s0ioccubIllEkkYofUVKYeFhVwIsh9gV/wNfXMghyxd9gtAg/we+Ni947wiwHFJEliyHFBGgynKWQ1SC4zImwAQcmgDLIQ59fLx5JsAEVBJgOUQlOC5jAkzAoQmwHOLQx8ebZwJMQCUBlkNUguMyJvAQEJBax2xfIbWP0aQkSjsyt44xNu0Ik6v7XXfpfnU7fE/+iPQSLZBY82XpXpFyIdIu0kq1ItGhd4F60VZFtFeJrzMAmWF1pXmRpiFSNRIe60spJA0K1IRufBva7BQpoUMkdYgRuuldaLOSSBiZTsKIr6LGlghiSxixLgrc+ymc4y+SHDKC2qdUlKdCN71D6yRL7WlEmxrz8NMkwG3VezC6ByGm9WT5uj41miSUUTB4hCC21SeKfdmSacQNMseSxLFGHkfz8D32Hdxv7JbkGyHhyOsfXQC3m/uI2RvErLF0OS0KODc7BV0bv61oqWOu8bi8icSdXymBpC0lkbwgP8vn9C8k9Wym1JIXSOppq1jfklAykBJKLOJO0M5xcEq+LqWjiJQU6xG68S06r1SSU2aSpJIn7mgMmQhbP1hKXxEpLDzsS4DlEPvyf9CrsxzyoInfn/VYDikiV5ZDighQZTnLISrBcRkTYAIOTYDlEIc+Pt48E2ACKgmwHKISHJcxASbg0ARYDnHo4+PNMwEmoJIAyyEqwXEZE7AjAV3Eaei2/vmPWsfcbZuWxAuLCOJ+bQd8T/xAKRfNSXR4pUC5OYkivv4QZAbnJVH4Umsad2pRk1DrdWQUb1KgxpJE8SXJBXnCSsiWEdBlxFPbmCnUPiZAUWOrhYytVjPWRYG7J8E5MQK3mnyEHL+y8lTI5vegy0xQpJaISb/cW3Bb+yFJIKEkgUyU79el30YItcExugeSNPKpYl/u17YRm5+IjVICEfKHkEDS6bUnEgPr4XdkPokz+6WkkQxKHDEP3+OLKFFkF0k5r5Kck9eeJ+6kFtd+i0eXhsMVLXXMNR5Xt5G48xPSStJ51bCIOz60Jw/am5B5hNSjWN9GQomYD94+mtJYoqR0FJGSYj1siTsakkXCSBoR6SsihYWHfQmwHGJf/rw6E1BDgOUQNdSsalgOKSJAleUsh6gEx2VMgAk4NAGWQxz6+HjzTIAJqCTAcohKcFzGBJiAQxNgOcShj483zwSYgEoCLIeoBMdlTOBBE6DWMfoDmykpZDm01y9Jq5v+QeuYu23T0kKGkigodUIMtxt74HfsW6RTmkUipVrkHwH7Z8Dl9inENXgLWUHVpWnfE9/D/dpOKTVDiBP5R9i6AdAYcxDZcQ6gc5amRdsYkQYi2saI9jHWwynxMoJ2fyK1OxFtT8QQbWlEexqR/iFSQPKPoJ3UJiWZ2qQ0G0VJGKXl6ZCtH0KXfktKBxEpIebhZ4iC2/rRMHgXR2zzsfJ1LYkkoSSUiDQTkWpiPUQ6h0jpSCvdhpI7eslTIgHEj5JAMsIbkATSV1Hjf/hruEb9RUkr/SlppZ48JwQcIeJYt5u5sVWLuG230KnB+wUSTUShLO6UIHGnpkXcsfB/RZJ6rIffEUooiVQmlFjzj205kVr1hCpqbIk7IuVFSCMi+UUkwPCwLwGWQ+zLn1dnAmoIsByihppVDcshRQSospzlEJXguIwJMAGHJsByiEMfH2+eCTABlQRYDlEJjsuYABNwaAIshzj08fHmmQATUEmA5RCV4LiMCTwgAkVtHXO3bXpGrIf3md+RWvZxJFd5RrrV7eYBEh3m2RQdxHzgvulwjjtL7VuGU/uWylKNSLMQqRa2kivEfPiaN8lkMSGy8zzqT6KVaoK3j6HkikjEthxPckK4YpvO8RcQuHcKsv3L43bjD6Q5c3KFaHMi2p3kH+Y2KbHNx5DwUVKeDt42Cvq0aFpnAq0TJl/3z74B141jpZYqorWKeYgWNKIVTa6zF60zQ7GM5yXidVbwak+8npPnXKMOwZ8SOkSbHdFux3rIbV3qDUZmyGPylM+pnyGSW0R7GNEmRoyLf+iQfjIaHesXTDSRzqYQceduyS1yWxurhBLxLFkAoXQUkZJiPWyJOyLlRdQYXf0Q03ZaAf584cESYDnkwfLm1ZjAvSDAckgRKbIcUkSAKstZDlEJjsuYABNwaAIshzj08fHmmQATUEmA5RCV4LiMCTABhybAcohDHx9vngkwAZUEWA5RCY7LmMB9JmCrdYyhRkMYW3aHsSolUGg0Rd6B58XV8D73J1LLdUJy5Z7S80TKhUi7yAytg/i6AwusEbjnUzgnXJSkDSFviCHSNESqRlLV55FWpl2BmvDVfaRrkV0WyHOFyRziBue4MyShfIYskk/iSEIRQ2PIgGhPY9K5IqrjVwXWkGWTfG1SgneOhT75hpQOIlJCzMM/8ypcN09ANrWguU2taMxDY0indYZK7W+iHv9SsY4tXhKzmKMQEohosyPa7ViPgINfwCX2BOLqD0NWcA15yvv0b/C8vIEkk2dJNukgXT/xtQ6a2Eh0qDdSEmaEOGM93G7uJ3FnfgFxx+/IPEoHOYCEx/oio1gDRY3vcUooua5MKBE3WFrHTKOUFD9FjdxyxkrcEekrIoXFVrudAofBF+47AZZD7jtiXoAJ3HMCLIcUESnLIUUEqLKc5RCV4LiMCTABhybAcohDHx9vngkwAZUEWA5RCY7LmAATcGgCLIc49PHx5pkAE1BJgOUQleC4jAncDwJ3aR2T06YnTEGW5It7sbzX+RXwurACKRWeQErF7tIjXWOPwf/gLBIdapLoMLTAMkG7JsIp6YrU7kW0fRFDpI+IFJLkKk+T6NBRWUPtZMKprQy0Tojs9LU8Z+s55kkhUwipQrStEe1rpJFLz1krnqOn58wtsK/gbSMpISSGhAplmxS53UxTajfjW1qu80+/BNetkyn9pCKloIyQr2sMWSSHDCIJxZkkFGqDYzVs8RLTLrHHab9fKvd7py6AJBcXkl3iGr6DrMCq8tO8zy6F56W1JOU8RXJOZ+n6wYl6uOdeQ/u6Y5DjXQK3mn+sWL8wccf/rzlwjT4spZaI9BLrYUko6SW1wzGP0I1vQZudKrWIEa1irIdF3PmYhJoS0pQ+NYrSXqgNj0coYltNLMCfLzxYAiyHPFjevBoTuBcEWA4pIkWWQ4oIUGU5yyEqwXEZE2ACDk2A5RCHPj7ePBNgAioJsByiEhyXMQEm4NAEWA5x6OPjzTMBJqCSAMshKsFxGRO4hwS08bHQ7VoN/a410KQkSk/ODS0JQ+seMDZoC5Or+z1czfIor/PLSQ5ZKYkhQhARw+XWSQQcmGlTdBDzthI/vCh9xItSSJIr9kBqha6KvcqJH3o3SuKYJc/ZSiAxTxaWxGErgcRcE7L1A+jSbyOm9WRKtwiyWmcSJZ1EUDrIh5QSUk6+7p92Hq7bpkrChhA35GEyUhucflL7G6kNjtUwv05rXhKz26cRsP9zSjqpQkkn7ypqAvdNpSSU85KAIkQU85DZV+hG/LvBmAXsH6OHv18E2tQYX6DdjaizcFGKO/4kpriSoCJSS0R6ifXwPr2EEko2KhJKxHzYusHQGDMR1eELmJw8FDVBuyaQAHSV2u2QUONTWpoT6SsihcXgVQyxlM7Cw74EWA6xL39enQmoIcByiBpqVjUshxQRoMpylkNUguMyJsAEHJoAyyEOfXy8eSbABFQSYDlEJTguYwJMwKEJsBzi0MfHm2cCTEAlAZZDVILjMiZwDwhozx+F09bl0B3fQzZIrvREuXVMtfr3YIW7P0JOr6j0JFLLd5Fudo47Sy1dppPIUJmEhryWLtbDVsuRwhI1RJ02OwWhG99GrrMnotvPlB8l1hBriTXEWtbDNeoQtbaZK6VgiDQM8whf0xcw5ZK08Q3JGzpFTcjm96DLTEBMm6kwuvlbrWNbzghIOQ2XHSR0UKsX0fLFehQmocgJKdSCR7TiMQ8hfwgJJNu/ArXbeV/xrMDdJKckRuAWta7JoRY25uF5YRW8zy8jKacrySEk1dwAjs/So1jZC2hc/BNk+1K7m6aWdjeizmaiCl0XMo+QekTKikhbsR6WhBLlnqUUFkpjiXp8NrXQcVHuec9kEmouKYQap8QrCNo90aa0cvd3Gc/eDwIsh9wPqvxMJnB/CbAcUkS+LIcUEaDKcpZDVILjMibABByaAMshDn18vHkmwARUEmA5RCU4LmMCTMChCbAc4tDHx5tnAkxAJQGWQ1SC4zImoJZAdhb0B7dAv305tNcv5T3F3Qs5TTrC0OKJe9465m7b9D79G6VKbKBUiWeoHczj0q3O8RcRuPdTStkoT3LABwXKQ7Z+SAkdtxDTahKMHsHSvOelNfA++z9JmEgmccJ6aDMTEbp5OLUu8aEWJp/JU3cTGtwi98HvyAJkhDdEQu035ZqwdQMp7SLbptAQsv5d6AxJ2BY1A9lGX7mmbuB0BLiewqFbwxGfVU2+Hup+GDX9ZyE2ozaOxinb57Qv1gcajREbb8yHCXq5ppLvYpTy3IRziS/gamoH+bqP80U0DP4ESdllsT92tOL1NwoeC2/nq9gb+zFSskvLc6U916Ci7++4nNwJF5KfhSFdg/RooFyds6jtSfxtiCaWhJLKlFBiEXcCSLRxkUSbd0m0qaJY34sEFC8SUfKnnYSvFlxN1KKHRButUrSxpJ28R8+rJD3PidJXgvZMkloJiZZCPOxLgOUQdfx7D/4EJ85EUDCQJu/nnZMeNSqXxUfDeqNcqXBVDzUYjVi35QC6tm9coF6sd/TURfp5opwa8EoPDHwlr5UXj/8OAZZDinjWLIcUEaDKcpZDVILjMibABByaAMshDn18vHkmwARUEmA5RCU4LmMCTMChCbAc4tDHx5tnAkxAJQGWQ1SC4zIm8C8JSK1jti6D0551QHqKVG1uHWNoRKKBszK94V8+XtXtPqd/gcflzUiq+jzSyrSTnuGUeJkSIj6R2omItiL5h62EDs+IDfA+8xsJJu1JNHlOUSJavYiWL0a3AEr1mCLP3a0VivuN3fA99h3SizdFYq3X5Jqw9UOhMaTbbIUSsvYt6HJTsWLvLGTneMk1zap/jlD/49h18m1Ex1tarhQPPIBGVefgRmx97Ds7SLHnHk37Qa/Lwp+758JodJXnapf7AeWKbcGRC71xKSqPlxi+nlfQrs5YJKaWxKbD4xXP6lB3JLw9bmLDoYlITi8uz1Uoth61yv2CCzc64FhEL/l6tTanUcVAKSQ2klsKSygJ3DuFpJ4LUmqJkEqsh2gbJFrYiLZBQhAxj7u16BEtcoSIItrtiLY7YtwtHUXVm4+LikTgUZdD1iYbcDXbhFZeOlR20RaJlXWxkDWe69YaT3RoIl3OzMrGV9/9ib2HTmHpAuX37j9d9MyFq5gx73fMm1YwaSn/eoU9MzfXBO0dYUXck//ru+3FaMyFTnfvGP3T1833/XsCLIf8e2aKCpZDighQZTnLISrBcRkTYAIOTYDlEIc+Pt48E2ACKgmwHKISHJcxASbg0ARYDnHo4+PNMwEmoJIAyyEqwXEZE/iHBB5065jsHCD2lgbBgSY4O999kz4nf4LH1W1IqtYLaaXbSDfrk68heOd45HiXwK3mHxd4QOimd6DNSpZSQEQaiBgeV7bA59TP0jPEs6yHPjUawdtHweARgthWn8hT/n/NgWv0YaltjGgfYz3cr26H78kfkV6iBRJrvixPWdb+nNb2VtSErB4CHTKwO/Ur+Nd3k+eKX/8KXqlHcL34YKR61ZavB6cfQMDVb5Dk0wiR4ZZ0EnFDxXNDSTRJw7mKXyJX5yHXhEUtgm/iTkSFvYxE35bydZfMGyh7+WNkuRRDRFnlB8zlLo2Ec3Y0LpWjVjHOoXKNX8IWhEYvRoJfG0SHvmjhojuJkJMzJClDyBnWo7D0DiHzCKnnFrWhyaF2NNbDZqqLMQfh66itDLXmkVr05BsBB7+QWtjE1R9KbXdqSrOFpZYUKOYLD4TAoyqHZJiAV69kYGeaUeY4JdwFL/k73ROutmSNazdj0PXlD3Fs00JK+NBg+95jkuyRYzCgRHgQJox4A0EBvjCZTJj17f+wcuNe5JKQ8dLTHfDME63Q7ZWPkJyahppVymHh5yMU+/w7OaR+p/7o27srFv6yBlt+n4GWTw1TfH0j6hbGfbYI8YkpcHF2wrA3e6J1k9o4ff4KRk1ZiApliiPmdgLmk5gyaupCHD15EUZqUVanegWMH/E6XF3+5g+Be0KVH/JPCbAc8k9JFXIfyyFFBKiynOUQleC4jAkwAYcmwHKIQx8fb54JMAGVBFgOUQmOy5gAE3BoAiyHOPTx8eaZABNQSYDlEJXguIwJ3I2AaB2zbwP0lBSijb6Wd+d9bB1DnwVi42YtDh7WgpamDzHzltRTRxQvLxMqVjChZbNc+mflpn1P/AD3azuQWP0lpJfKkx30qZEkc4yBwTMMsS0nFHiVYRuGQZOTpkjvKEzmkJ6XcgPBO8bC4FUMsS3Gyc/zOzIPbpEHkPDYm8go1lCxTmGyiTm1JLrtNOS6+ilqQlYNgk6TheMhcxBYz/KBqN/huXCLOkQSSn+SUOrJNYG39sL5wMIC6STiBlsCjLjue3Qh3G/uldJMRKqJeehTo4jZ6AICjJgXqSkiPSWm9WQY3YPkGvdrJMCcIAGmJAkwNSwCjEvscQQc/JKkjBokZwxTvEanpCsI2jWRUl1KUaqLpX1N0K4JcEq6Kl0Tc9bDVqqLxpCBsPVDYNK7SC168g//Q1/BNeYo4usNRmbIY9K0kEWENJIVVB1xDd4qUMMXHiyBR1UOmRGbjWn0V/5xrLIHgvT5erOoQJ5f1sjIzMbM+b9LssWPs0bidnySJIr8OOsjSbxYtGQdDp88jy8nDMWG7Yfw7a9rsGjmB8jKykGP10di5vghiI6Nx9LV21UlhzR5YhCe7Nwcw/s/J4kp1l+Ln+PdX/0I/an9TJe2jXDx8k30GjQB63+ZhltxSeg1cLwkrnRq0xDrtx3Ebyu3YsH096Sf/5/NXYK2zeuiTg1lkpAKZFxyDwmwHFJEmCyHFBGgynKWQ1SC4zImwAQcmgDLIQ59fLx5JsAEVBJgOUQlOC5jAkzAoQmwHOLQx8ebZwJMQCUBlkNUguMyJmCDgL1axyxfpcOhv+iDU/HZKX0wSJ8xSh8Qir+bhzdJIq++nIvAgDvmCE2I1i2ihUtizVcppaOZdKsuLRYh2z6C0SMYMa0mFXiVYesGQWPMkqQCIReIUVgbGDEnpAUhL+QXGnyPfUt1e5BQ63VkFM9r8WAeHhEb4XNmSYE2NSFbPyTR4lYB0ULUha7qB63GiAs158KjBFkxd4bfkQUkoewjCaUPSSiN5OuBMbvgfGhRATlD3GCrdY64LgsttelZ4ZZniT2JveVvnSPta/NwaDMTkV9osTBrQrLJ6/K+hJQh5IzM4FqIrz9EwUWfTKLNzoKiTfCOj0nCuUnyjZiztK4RxR5XNlOqyy+KVBdtdipCN75F5+dO5/hlgTO2JdRY9lWT9jW0QA1feLAEHlU5pBelhmxLtaSGmKkuLu2G1p66IkMWcohoA6PX5z0rNS0D7VvUwwdDeiE0yB/L1+/Gms378M3Ud6X59IxMNOo6EEc2LMCYad+iYrkSeOWZx+VaN1cXbNr5113lkBNnIqCxahkjild+P4lSSYLRpNsgfP3pO6hVtZz0TOuvr92MRc8+o3FgzVxJHBHjhYET8GavLihRLBjP9RuHQ+vmSe1oDp84j3fHzcHYd19Do7pVpZQRHg8fAZZDingmLIcUEaDKcpZDVILjMibABByaAMshDn18vHkmwARUEmA5RCU4LmMCTMChCbAc4tDHx5tnAkxAJQGWQ1SC47L/LIGoaODiRS0yMk30gZ9WsjDKZh1BqXPL4X1xNyBiPOi6sWYT5LTujtyKeckL92sICWTCp3rk0C/bS1KIWCifGGJeu36dXDzRlfZ3Z/gdJXHiphAn3iBxorF0VZcRh5At75Po4I+YNlMLbDt8bT96jUZEdppLrzNPwhDPEM8SwkQCiRPWwykxAkG7J1G7kzLU9mSkPOV74ntKLdkppWaI9Azr4XlpLbzPLkVquU5IrtxTngreNgr6tGhqTzORUjosLVpM9JKKraHWMBoTbnSYD62TxYqRBZh8aR+BUdvgfPgnm61wCpNQLK1wlCkk2swEkkDek9rsiHY71iN049vQZqfQdWUrHLeb+4nZfGLWkJhZ2tq4Rv0F/8NfIzO0DuLrDlQ8S7x2wUC8dsHAPGQuLYmLp4WLmLeVUCJkFSGtiNY8Yl/5hyzUWEkwrpS+4k8pLLb2db/e2/zcwgk8qnLIF7eyMSXmwSWHCMFCtIZ5umtectJ3v67F7EV/wtfHErMkBJJVP0yW2rg83qo+nuzUXHEwIrVDdXIIySG/zBmDUsVDpGcKOcT89dFTFzGchI9Nv1m+R/u//znaUSJIrWrl8Obw6di2dKa8F7GPX5ZtluSXjq0b4IPBL8LNldvKPEw/R1gOKeJpsBxSRIAqy1kOUQmOy5gAE3BoAiyHOPTx8eaZABNQSYDlEJXguIwJMAGHJsByiEMfH2+eCTABlQRYDlEJjsv+kwT2H9Bi9TqtlMrhjCzUS1+HZul/IsRwVeKRofVCcu2O8HmqB3L9g+8Zo8xMIC5eQ8kYJri6auDnZ0n/EHuZSHJIdo4cHCKta6sBQ/FiJvR9w/Jb+X5HvqFUjYMkh/QlOaSBVGcRBwqKDmI+fHWe/BHZZYH8+sziQAa1bUmg9i3WwznuPAL3TUW2fwXcbvy+POVz8id4XN2GpOovIq1Ua0WN14WV8Dq/HCkVnkBKxe7ynGhPI9rUxDanhAxvS0JG5i0Nyh54o8C+xAXf49Q657qydY64HnhzM5yP/oLUMh2QXPVZxfoW2WKC1F7HPPyp3YsrtX2xbrciMctKolY07yLX2QvR7WconhW2fig0hnQpoUMkdZiHLFuE1aWWNwPk66LVjkgoyQivT9IIiThWQ04ocQ+k9JRP5ZnCWteIG9yv7yQG3yva55gFoFxXX0o0ma5YQ2JmTpSxEmosMksD2lffAjV84cESeFTlkAz6efYqpYfsTLP8nJoa7oLe/vcmCSN/W5l9h0/j/YnfYO3iKXB3c8XKDXuofcxBzPpE2dJJnO7ITxegbKlwvPFCZ+mwo2/Fw83FBeIZRZFDfv16DEoWs8gh5q/NySH7V8+V0kHEeL7/OPR7uRuKhwWh73vTsfUPixxifgcmp6bj3bFz0LRBdbz6bMcH+8bk1e5KgOWQIr5BWA4pIkCV5SyHqATHZUyACTg0AZZDHPr4ePNMgAmoJMByiEpwXMYEmIBDE2A5xKGPjzfPBJiASgIsh6gEx2X/OQK34zSYNUcH3+xINM1YgQbpa+BuSpE4M/gBiAAAIABJREFU3HQqh91uT+GIe1sYdS4YPMCoaN+SRb8If/WaBvFC8KBuBlUr5UqCSWoqtTChzwRFAIn1OH5Cgy3btUhK1MBIqRi5IgmEbjC3ialYIRfPPpUL57yuLli1Rov9h0SKSd7Xd7rLKNrKiOvduxpRt45FLLEkYQxAJkkKUi21HAmjliO5Th6I7vCFcmOUGCIlh2h0iOz8jTwntxwJeUwSJ6yHy+3TCNj/ObICqiCuUV6rBjF8Tv8Kj8ubkFT1OaSVaa+o8Tq/DF4XVkliiBBEzCNo5wQ4JV+lBJJRlERSWr6ecDIX1a72JaY6RHW17Eta59TP1FplC5Kq9ZJSQuRnXV8Pp+O/F0gnEfOidYto4RLb/GOSUErINQEHZsLl1knE1R+GrOAa8nVNThrCNgwj+cONJJBZitcStm4gteHJVrThETcU1j7G7eZeShRZaDOFxZxQYnT1Q0zbafI65jY4+VvXiBvk51FLHdFaRwy5dVA+ycT8QFmoqfESpbrkJSrIbXAoYSaRkmZ42JfAoyqHmKmuTTbgarYJbbx0qOiS7wdkEdDnl0PEo0QCR/XKZTCsT0/cjk9Cj9dGYfHsUVKax4mzl0kY2Y2PhvbG+m0HMPeHFfhx1kj6uUw/g/uOxZRR/RCfkIz5P6/Gz1Rjbv9i3qKt9ay3L5JCCpNDTPSHRPdXR6LvS0+ga7vGOHvxGl5/ewrW/jwVsbcTFHLIT0s3Iik5FQNf7SE9fvTUb1GORJbXnu9UBFpceq8JsBxSRKIshxQRoMpylkNUguMyJsAEHJoAyyEOfXy8eSbABFQSYDlEJTguYwJMwKEJsBzi0MfHm2cCTEAlAZZDVILjsv8cgWurDyF343LUcD8Ct8o+9Po1SNP6IEkbSIkhnhKPzbHtcDixPrp2yUWDunntWw4f1SB531bU9T1ok9mypNfQ6ekgWSY5ckyDP5fr8HLJ7xDiSj1s8o3sXBd8cfEdVK9mwrM98367XnSy2bo5B40TZ0rSidRehv4u2q0IFeRiakUkV3oSLZtbWsqIOv9DX0mSQnz9IcgMriU9S2PIQtj6QTDpXBHV8SvF6pY5F5qbLc8JYUKIE0KYEOKE9XCJPYGAg18UmBNtY0T7mOQqTyO1rPK32wubC9wzGc4Jl3CryUfI8SsrLxO5JQf1MgYgFy6I7mLZl7jB+/Rv8Ly8oYCEEnR1DZxO/o/kk24koXRT7DloF0koSSShNCMJxae0PBewbzpc4s4iruE7yAqsKl+3cHEmLnMUz7KVtCJuKIyZ24098Dv2rSLpw/xAOaEkXzuY0E3vUHpJcoHWNaLOVhKJPjUKwdtHF2hPY15HFmqsUl3cr+2A74kfSBZpTq2AXrH5XuaLD47Aoy6H3C+StmSN0+ev4KUhk7Dqx08RFuyP7XuPYca835FJVp+HuytGDuuNOjUq0s9ZE75cuBQrSBYR4sZLT3fA6893loQSkeghhJH8SR5iPdEexiz2mV9XozrVMH/6cKmNTGFyiLj3fMQNjPtsERKSUuDq4ozhA55Dk3rVceHyDYUcIuZFssn5S9eldmc1SHaZ+P4bUhoKj4eHAMshRTwLlkOKCFBlOcshKsFxGRNgAg5NgOUQhz4+3jwTYAIqCbAcohIclzEBJuDQBFgOcejj480zASagkgDLISrBcdl/goAmMx26A5uh37oM2uhr0ms2hgcioI6Hzdf/2/XnsCG2E17qZUSF8iZcitDg+5906FXiR7QJ3myzZsKZsUh2LoW3hhilDxB/WKzDhYsajKs6CsXdbxSoyc51wsAj8+FJPsqIdwzyvDnxw9Yi6QE1kNioYJsEIW0IeSN/EkZhQoM5ISN/qoicDkLChBAnrEdhqSLmdBAhraSW76Ko8T69hIQO+k34qs9Tqkg7eS5w7zQ4x5/D7UYjkB1QUb4esSQbzTwHwqhxR0znL5XPMksolXtKKSHmEXRlJZxOLUdyxR5IrdBVUVOYhBK4dwqtf6HA+qK4MGaFXXcmySSQZBMhmVgzc79GbWBOUBsYGxJGYfxFaomYy9+6RuzLNfoI/P+ajczQOoivO1B6nfrk65SOMg4Gr2KIbTGuwFvG+wzxjxD8XyD+baV50QJItAJKK9WKWgH1/k98/z/ML5LlkIf5dHhvTMA2AZZDivjOYDmkiABVlrMcohIclzEBJuDQBFgOcejj480zASagkgDLISrBcRkTYAIOTYDlEIc+Pt48E2ACKgmwHKISHJc90gQ0t6LgtGUpdHs3QpOVLr3W3BLlcKH0kzh12xuvl1uIk0k1sDqqsyR0NA/cicYBe/C/mz1xxrUrXn7RCB21j9mwSYtde7RSCkiLoO1YF90Zx6lOtH15ocRiSf6YfG4kLqVWwJCBRgQFmmQ55JPqHyLUNQrzI/ohMcdX2sN7laZIf+/z1yKpHc2gfhY5RJuZiNDNw5Hr7In4Ov2l+5xIAvAh0SJ/Sxfz4Yl2L0LsyJ+EUZjQINIpREpFrosPpVR8Jr8HhDAhxAkhbAhxw3q4Rh2C/+G5yAirh4Q7+xLzXhdWwuv8cim1Q6R3WA+fk4tJRtgqSQhCRrDsdwbt91SB/Z75KgNtywyhlj6eiOk4U/EssYZYq0CLmog/4XRmtc3kksIklKDdn8Ap8TK1taHkEl9LcolY8K5yiNYJkZ2+VuyrMGbu17aRHEISRkmSMGooJYzCUl3C1g2m1jWZiBSpJTpnxTouMccQcGgWJcPUpISYoXnvi6QrCNo1kVJRSlE6ymjF/eILW8ktLhc3I+DcL0gp1RYp1V8oUMMXHiwBlkMeLG9ejQncCwIshxSRIsshRQSospzlEJXguIwJMAGHJsByiEMfH2+eCTABlQRYDlEJjsuYABNwaAIshzj08fHmmQATUEmA5RCV4Ljs0SNAbQJ0pw9Bt3059Cf2570+iuc31myCnNbdkVvxMelS9sldKH11ES5om2KPSx/kZJtQNWM5mjgvx0mX7vBu/QT0JIaIceAvLVat1uL10vPQhOSRhVf6Yu/tJqIjDd6r8CkqeZ/FtPPv43xqFYz8wABnJ+DkaS1++0OLKdWHI8DlNkYcn4b47CCpPcz8uq9BqzGh/9Fv8dwzQKWKljYxuvTbCNn6AYxuAYhpkyeRyAKCf3ncbvxBgTOzSBDDSeyoLM+Hr+lH/WiMJDR8QwzuvBia1WXEI2TLCBhd/RDTdpp8v1NiBIJ2TyJhogyJEyMV67jd3Ae/owuQEd4ICbX7yHOipYyQEESaRzKlelgPkZwhEjQSa7xMCRot5Cn/g1/CNfY44uoNQVZIXhscMY6MT0WXum+RGOON6PafK54lSygVnpAEEfMIvvAb9OcLtpsR84VJM0E7x5Nwc61AuxlRY2FGEgjJIGJoDJnUomcwtehRtuERc2Zm2SSZ3CbZxDw8rmyGz6lfkFa6DZKq9VK8lugoA+oc7g+jSYdZWQuQnQWkpgEfh/WBTmPE4drfIDTccl6iWG5fE1iNpJq3pec5J1xE4J5PbZ5XSgoQR+2TmrisxLLIp7Amupv03usQvAbPFP8Nm+M6waX50yhbRlzlYS8CLIfYizyvywTUE2A5RD07qZLlkCICVFnOcohKcFzGBJiAQxNgOcShj483zwSYgEoCLIeoBMdlTIAJODQBlkMc+vh480yACagkwHKISnBc9sgQkFrH7F4Hpx3LoYmNlF6XycsXhmadYWzWBbn+wYrX6n51O3xP/oj0Ei2QWPNlac7z4mp4n/uTRIfOJDo8Jd+fSR/eL/hOjx4ec9DA/wDmXhqIQ4kNQB4K3q7wGar7nMCMC+8i6LFqaNPKInocP6FBk4h34a1PxPATM5Gl9YW7hwkTS/WFkyYHB2p8jeIl8wQE89CnRiN4+ygYPEIQ2+oT6bJIuRBpF7akDTEvBAEhCtxu/D6y/SvIzwpbP4jEhixqUzIbJr2LfF2XfosElA9hdA9CTOvJ8nWnpKuURDHBZhKF+/Vd8D2+COnFmyKx1mtyjQe1LfGh9iWpZdtTesdzitfie3Qh3G/uRUKt15FRnGSaO0O0RxFtUuLrDqI2KbWlq9nJwKnpyehC7WzySyvS2RQioQSf+xn6i1soneRFSidprVjf0m5nKLIoccM8grePgT41ErHNx8LgXVxRE7ZuIKV3ZBOzWcTMTZozt/rJ34ZHOptC0jtkLmWIS1ULl4grGiz+RYeva74qPfsNSo8hT0gSjRbUzbs2gDi/Qqk1JUtaxA1z+5ps/0p0zu9J9znHnaOWNtPozJXSkJBNvp6vQ2MSnXoUW4aVkd2xPOpJqaZz6Eo8VWwp1kR1xYrYpzFkgBF+fiyIKN4ED/ALlkMeIGxeigncIwIshxQRJMshRQSospzlEJXguIwJMAGHJsByiEMfH2+eCTABlQRYDlEJjsuYABNwaAIshzj08fHmmQATUEmA5RCV4LjM4QkU1jrG0LI7DA3a0qf3yvYc5hcs2p2ItidCKBBigRiel9ZTCsbvNkUHIYjot85BSeNhLEkcgm3X6iI7GxhafiZq+R7FX0FDENbAkoJhXid041vQZqdSEsZMqVWMGGHrh5C0kYGoDl/A5OShOAN9yg0E7yBpwasYYluMk+ackq6RtDEeOd4lcKv5xwXOrLA2KWHrh9I66QXW0adGkYAyGgbPMMS2nCA/z9ba5kn3ayTTnCCZhhJARBKIzPHKFkrI+NlmQobfkXlwizyAhMf6IqNYA7nGj9rTuFGbmoTa/SiJpL50PTlCg4jv49C5ASWaWKWmyOuYJZR8skXwmZ+gj9hWIJ1E1Pkf+gquMUcVEoq4HrztI+jTYkm+mUgSTqiCp8yMzst057y0WUnUhufdAm14RGFhzGSZpezjJM1QPMyd8e33Oly5qsE3dV6nlJBc9D28UEoQ0cOIb+q+AWOuDv2OLET5ciaprZF5OMdTSsjeT5HtRyJIk7z0GNGaJ2D/DGo3VBlxjYbL9164qMGPP+vQKWQVehb/QxJBlt58Wmqd1C18GbqFLcOKqB5YEdkDzzxlRI3qLIcU+KZ6QBdYDnlAoHkZJnAPCbAcUkSYLIcUEaDKcpZDVILjMibABByaAMshDn18vHkmwARUEmA5RCU4LmMCTMChCbAc4tDHx5tnAkxAJQGWQ1SC4zLHJGCrdYxOB0Pt5jC2fhLGslX/9nV5XN4En9O/Iq1MWyRVfUG63+MuooOYl9uh1B+KNP+aiInVoOrN2fCIPYz4OgOQGVa3wLph6wZTEkWmIokidNM70GYlI7rd5yQceCtqbCVRiJQLkXaRX+YwF4q0D5H6cavpKEoXKS0/r7B19MnXEbxzXAHZxFZqiflhhbVJsZXAYq7x/2sOJYQQm7oDKSGkjrwv0Z5GtKlJeOwNkkYaS9dj9msQs+YWOjb4gISNYBI3Jim4FHY2wacXQX95l5RmIlJNrIdZQomv05/Opp48FbLlfWqtEyelpoj0FOshM2s7HbmuvtJUYW14xJyFWagkm5iHnEJTvguSK+WldogxaYoeQjSaU/tNOGtzMOCvb5ADFzhrsjCnTj9k5bpg0JFv4Eke0Yh3DHLdjSNX0CByIm5ml8Gc2DF0XYOKLsfwStAM3NRUR0art+Dunne7WQ7pELwWz5ZYgvXRHfHbjeclOeTJ8KXoErYSf958Cqup1cxLvYyoUJ7lEMWb4AF+wXLIA4TNSzGBe0SA5ZAigmQ5pIgAVZazHKISHJcxASbg0ARYDnHo4+PNMwEmoJIAyyEqwXEZE2ACDk2A5RCHPj7ePBNgAioJsByiEhyXORSBu7WOMbTsBpNPwD9+PZ4RlBJyRqSEWJId7iY6iAcH7P+c0hpOI45an2QF5gkolnSMN0l0aFhg/fC1/YH/s3eWUVJcWxt+28bdZ4ABBmZwd3dNCLnRG3dFYpAE4kaEEIGEEOIebgwJAYK76+DOMIy7S8u3Tw1d3TXdTZLqCPVln7WygDq165x6Tt37p5/1bqsZGaPeA/R1LWRiV06GoaoQWUOmk4AQrqgxFZ5E9KZpqAlLQl6fqdKcgVIuYinton4bGHuhSBoRCRY5lCpipnQR+/C0jkNAaYLcvk/K9xsq8qjdzONukzvkVJWmw6lNyjVyTUD6RoTt/cSl3Yy4wS7TFHSdgKpYR6qKaE8j2tQUtb+F2vr0k551erEepTsyMaLrE24lGE9nE7v/QxjOCNHElX/4bpJQMsTcnXQ2PeU9ixQQkQbijn/cyknQVxUhe/CrEoff4u9o0RNFsskr8hrBRxci+NhClCaPQWnKWPn6kmV6bN6qx6wO98HfWIkJe2ajwhKAAEM5ZnUchwpzACbunY3ePa0YObyuRdGmzXrsX5+OZ9s8jbTyRDx3+HnqmQR0DtuJcc1nYW9RR3xV8ABuu8WK0BAbRFuZ2R8a0FG/AtcnfoUV2cPwbfoNogTXNJyHEbFL8F36NTgVMhLXXWMFeVU8/iECLIf8Q+B5WSbgBQGWQ7yAJ0pZDvESoMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DQBlkM0fXy8eSbABFQSYDlEJTgu0wQBffZZGNcsgGHzcuiqK6Q9W5u0QK1ICaG0EE+tYy70cnLbj2ajUdLyCunWC4kOYj5q83T4FBxBXs9HUROZItUIMULUFXa4HZUNe7ssmbD4TulaxiUfynOxq6dASAXukit88o8iastrqIlogbxek6UaPYkkcSSUWEgkySahpP4QLWJEqxjRIkaki9iHEEqEWFJ/HZ9CalGyiVqURFCLkl51LUrq1imidSa5XccdL1Ej5AshYQj5QkgYziNy21vwzd2P/O4Pojq6rTwVmvolAtNEK5ibqE3NAOn6oU/1sKadw7AuT7ltn+PpbGL3vQ/D2e0u6STOZ1M/VURu9eMmuUXIMUKSyabkEgslmIhhLM+iVjRPupVWPDELPrqA5JBFKEm5HGXJl8rvXlsLLFhkwG36iQg2lWLW8YmoNPvD30CiSPJMFNeE4jPbW7h8rAVGkjYoJAcvvGJElOEcXmzzBPKqo/HJqdtFcAhSgo5gbIP52FHYDXNOjkPf3lYMH1onlJSWknCzbB1G+H+OPcWdsSJnmCSUDIlbiU4hO7Db/zpEDxwCvd7lc+ILfyMBlkP+Rti8FBP4kwiwHOIlSJZDvASospzlEJXguIwJMAFNE2A5RNPHx5tnAkxAJQGWQ1SC4zImwAQ0TYDlEE0fH2+eCTABlQRYDlEJjssuXgKidUzqFhhXz4fh8K66fZ5vHWMeejWsjevkDLVD/HAvfsAvTbmM0h0ukx5zIdFBzEdRoocPJXvkUqJHLSV7iBG273NKwVhHosPNJDr0d9mOOzlEljmoDYk5ME5RI5JJREKJSCYRCSViiBY0ot2J1TeUWtHMcFkjhiQQo5BAnIQGcZOndXzyj5CAMp0El5YkukySn6evKYMQJ6w+wcga9qZiHUcSBvEiZvbhl7kTEbveQyW1bSmk9i3OI2rL6/DJP0xrTKa1WshTop2PaOsj2vmItj5i7JpugF/VGQzt/CxqQxtToslTimd5OptYSt4wnNuFfEonqXZKJxHFoalfkISyFkVtSUJpXCehiBG/bAJ05kpq9TMTNuP5Xizn54QEImQQZ9HG0YYnEbn9REsXx5CZUXsg0SbIPkIO/4igE7+QeHQlypqNcj2zFZNhrC50uW72DUfOUIcAlJkFvDfXiBifbExr95jL/eLC1oIe+ODUfWjezIabb7DI9wScXU/f52dua4rb3oDyxoPczvHFv48AyyF/H2teiQn8WQRYDvGSJMshXgJUWc5yiEpwXMYEmICmCbAcounj480zASagkgDLISrBcRkTYAKaJsByiKaPjzfPBJiASgIsh6gEx2UXH4GKUhgpIcS0bgF0ORnS/mwhETD3vxTmvqP/UOuYC72cu2SHC4kO4lnRG16AqfgMiQtPk8CQKD0+9MDXCDy9CsVtrkd5k8GKJXXmahIRxsFm8EXmyHfluej1z8NUkubSBkbc4JuzD5HbZ6Iqpj0Kuk2UanTmCnrORNhMgcgc/rbLa8WuegyGynxFKxRpvx7WEWkeItVDpHmIVA/7EMKEECeEMCHECecRfHQ+JWH8jJIW/0FZ80vkKb/sPYjY8Q61jemIgq7jFTVRm1+hpJXjyOv9OGrCm8tzop2PaOtT0vJqEidGwEZhF5unGhAedApDOj2vaKljL/J0NrG7ZsKQuc8lneRCZxO/9D7oLLX0ju/Su/oq9uyuRY+p6DSiN75IZ65sw1N3NueZ1Tub+u9Y/9DCd1PiCbW2qT8svmEo7HS34vKcDwwozS3GvUnUmsjNOFDSFr9kjcE1V1nRtnVdcoj0LeUdQPDxxW5rSpuOcJFp3N7IF/9SAiyH/KV4+eFM4C8hwHKIl1hZDvESoMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DQBlkM0fXy8eSbABFQSYDlEJTguu2gISK1jVnwPw7aV0NVUS/uSW8d0ptQHo/FP3WvI4R8o2WGJ1FKmjFrLiCGLDjEdSMyY4LJezLpnYCw9h5z+z8Ec3ECaDzk0j0SH5ShpdQ3KkoYranS15Yj/9QEXqcMhmTwpCQfOwy9rFyJ2zkZVXCdqlTJOmpIlExIZhNBQf4hWMKK9SRa1nLFS6xn78LSOX/ZeEjpmKQQUqYaEiQQSJ6A3IWOUUkSQZYdWJHQkjZDX8M1JJZnlbRfRRNzgaf2QIz8hiKQFu2hSmafDbkoOiYs/gr7JL0siiRBKFFw8SChx22dAn3OI0kkeoXSSVooaT2cjp7mMep/elXq3OA15z32eoHSYptKM3IYnvBnta4ryjGUByIcEoNnyXOjBbygdZSWlo/yX0lGGupzZH7lQXKLDl98YkJVNVdQaRrSUEX/qxJ/in/TnyOFW9OrhEEP+yPP53n+OAMsh/xx7XpkJqCXAcohacufrWA7xEqDKcpZDVILjMibABDRNgOUQTR8fb54JMAGVBFgOUQmOy5gAE9A0AZZDNH18vHkmwARUEmA5RCU4LvtnCVgtMOzf9pe1jrnQy7lLdriQ6CCeFbPmCWo5ko3sAS/BEhQrPd6dZGJfV0/JEHErHqF2MMqWI1GbXibh4IRLooao88/YhvDdc1GZ0I0SJO6pexRxSlhCf9cZkDGahIZ6Q7ScEa1nRMsZ0XrGPhzrTCHhopl83SGgdCYB5X7F0yRxgmyDjNEfKK6HHiDZ4bSQHRytYMQNPvmHqEXNDFSTmJFPgobziFn/LIwl6S4JKfVb1BQc0uHwpwY0aXkQXWNeQ01EC+T1mqx4lnw2Me2Q3+0BeS5u26vQ5x6j+x+jumRFjduzoZiShF/qkjkyLvnQhWXURmodVHSSnkdpJxF1aSeiNY5okeNuX7DR2fwizkZPzObKzwvd/xUCz6x2myjjsujvuEBdlpCdI1wWHWpqaE8mcnnMNlisOkRF2uDn9zsewrdcdARYDrnojoQ3xAR+kwDLIb+J6MI3sBziJUCV5SyHqATHZUyACWiaAMshmj4+3jwTYAIqCbAcohIclzEBJqBpAiyHaPr4ePNMgAmoJMByiEpwXPbPEKDWMab1i2FYtwj6AvrFm8Zf0TrmQi/nLtnBITq0JNFhkku5u/Yt9vY0pcmXoTTlMkWNobIAsasehYXSPLIp1cM+ojZPp3YrRyjtYhKlXbRU1Pif24zwPR+hskEvFHa8Q56T0y7cCA1xSx+A3lKOBZveQa05SK4Z0P5lRIcdwZq9jyOv2LFOw+it6NnqPZzN6YGthykpxGlc1e82Eh1s+H7dp4rrnZt/hqSE1dh17GaczHS0z4kKOYKBHV9GXlEK1uybqqgZ0WUKggMzsWz7NJRWJshzLRstQtumP+Bw2hjsP32lfL1Fr1S0M5FoEtUa+T0eVjzLN+8gIre+4TIXt2Ua9PknkeuU9GEvlM8mZSxKk8fUXZbTUUi0Eckh9UbUltdIBjmqOBvRniVy65u0dhva10MuNe7OJmzf5wg4uw5F7W5CRSIl3/BgAm4IsBzCnwUT0B4BlkO8PDOWQ7wEqLKc5RCV4LiMCTABTRNgOUTTx8ebZwJMQCUBlkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7L/lYCf3frmAu9XOj+LynZYQ2K296A8saDpFt9Co4havOrUmKESI6oP0QKiEgDyRryOrVvCZOmg479jJCj81Ha/BKUtviPosRQnoPYNVNhCYhG9qCX5TkhGgjhIL/7g1I7FucRkLYeYamfoaJRPxS1v0WekpJDKEEkY9Qcio9QttiJWzweelRh/ob3YLb6yzX92k1HbPgBrEudhJxCxzqJsZvQvcVcnMnug+1H7lKsf0WfuyidohY/rv8AVhvFU5wfXZI/RtP4ddhx9HaczuovX48IPoHBnV5AQUkSVu15WvGsUV0fRWBADpZsew3lVTHyXErDJWifNA9H00dh38lr5esdRuxFciVJGPXSQaSzIWFDiBs1kSkkbjwq18RtegH6wjPI7fsUtehprFg/+NgiCEGkNPlSEncul+Z05krEL5sAm4cWPZGUguJLaSjOZ+NLbXgi3bXhOb+au7MJ2/cpySEbpDMUZ8mDCbgjwHIIfxdMQHsEWA7x8sxYDvESoMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DSBQD8DDHo9SipqNf0evHkmwASYwB8hwHLIH6HF9/6tBNy1jjGaYO46COaBY2FtnPK3bse+WFgqJTukKZMdTEWnEL3xJZIMmpBs8KTLvuKWPwh9TRmyhr0Fq09dQkfQyaUIOfQ9ypJGoKTV1YoaY1kGYtY+DXNQPHIGvCDPRWyfCb+cfSjoNgFVMR0UNUJYEeJKeeJAFLe7UZ6LXzoOOks1MkfMIrHBIYCIG+J+vg96XS12hc5BXF+HOGJfJ7/rBFTHOtYqW5GsAAAgAElEQVSRBZREElDaOQQU8SwhTgiBov46Is1EpJqINBORamIfpuIziN7wAjFLJGZKOSR25WQYqgqRPfg1WPwj5JrAUyshklvKmwyhtivXydf9svcgYsc7xKQ9sZmo4GIqPInoTdNQE5aEvD6OhJL49c9AV3IOOf2fgzm4gaIm6MQSqe1PWdJIOpurpDl9TSnilj8EmykQmcPfdjnjyO1vQ7SwKSBmVeeZOdrwdKI2PONcahxn8w6dTV1/F5lXh9tR2bD3P/KN86IXPwGWQy7+M+IdMoH6BFgO8fKbYDnES4Aqy1kOUQmOy5gAE9A0AZZDNH18vHkmwARUEmA5RCU4LmMCTEDTBFgO0fTx8eaZABNQSYDlEJXguOyvI3Ch1jH9x8AWXJe88U+NsL2fICB9I4o63IaKhn2kbRhL0hCz/nnUhjRCbr9nXLYWv3Q8CRpVCnEi8NQKEh2+dREdRLGpOI3ECdfnReycDSEcFHS+D1XxXRTrBJ5aTs+bh/KmJE60dogT7sQUe2H84ruggw2HUuYiNFkvPy9i57u0zm4SGu5HVVxn+bosoDQmAaWtQ0ARNzjWeZMEmGC5Jnz3+/DP2I7CTnejMqG7fN1Yeg4x654hASaBBJjnFe8St+JhSlopQdbQGbD6hspzAWlrKB1FCDADSIC5Sb7ukDA6S3t2Hqbi08TyRTqbxnQ2T8lT8WufgK4sG9kDXoIlKNYty7Kmw1DSui6hRF9VhLiVk2g/IbSvN1zOWMgpQlJxZuafsQ3hu+fSe3ej96cEl3oj7ldq61NbLskmQjoRQ9wv6go73kUyTY9/6jPndS9yAiyHXOQHxNtjAm4IsBzi5WfBcoiXAFWWsxyiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnBcxgSYgKYJsByi6ePjzTMBJqCSAMshKsFx2Z9OQHfuJExrFsCwbSV0NdXS863N26J24OWwdCAJw6hsieLtBswWYOUqPXbu1sNMoWEWK7UOEX6Ejf7TAdGRwMgRFjRrKi44RvieDykJY4siCcNT0oe9KmHJvfQyZkVrF0+ig6iRk0jCmiK3zxPy4hcSB9ylXYhCdy1t5H0tvlP66+l+H8InxOkdPQgdstDSdCgJKP9VcPG0jifRxEBiRiwJGubAGOQMnKZ4VjxJE7p60oS4IeAstc7ZJ1rn9KW2K7fKNbKEEd8VhZ2JtdMwlqSTuPMspYM0pJSQZ+WZ+NWPQ1eRR+kkr1I6CR220wg8vQqhB76W2gaJ9kFiGCrzEbvqMVj8wpE9ZLrifvGPiF3vwS9zp0KCEYkpIglEJKaI5JT6w50EE75rDvwzd5AAdC8JQF1davgCExAEWA7h74AJaI8AyyFenhnLIV4CVFnOcohKcFzGBJiApgmwHKLp4+PNMwEmoJIAyyEqwXEZE2ACmibAcoimj483zwSYgEoCLIeoBMdlfw4B0Tpm9waSQuZDf3x/3TPPt46pHXolbA2S/px13Dxl/kIDdu7RCQ9E8kGkQX/RiQvnh4FkkdtusSCxkUMQcZeEYSjPQeyaqbAERCN70MsuqyWclzAyLvlQnvMkOogbfAqOIWrzq6iJaI68Xo/LNWF7P6bUkk2K1BL7ZPCxRQg+ugClyZeiNOVyuUYIDUJsqC9B1JZZ0HjtPbDZ9Mi8dK5iz55awTha4TjardgL5XUGvUIcouTneWpRI8sWJGaIvTmP+GXUCscsWuG8S+1WfOUph2zRk2SLOrFFDCHrCGmnMoGud3JcF3PG8izErHmSJJQ4klBelGviV02CrrIIWUNeh9VPmUYTkLaWEkq+QEVif2qfc7NUY5dZPJ1x+O4PKPFjq0IautAZi2e6a5/jLoHE5YPiC/96AiyH/Os/AQagQQIsh3h5aCyHeAlQZTnLISrBcRkTYAKaJsByiKaPjzfPBJiASgIsh6gEx2VMgAlomgDLIZo+Pt48E2ACKgmwHKISHJd5RUBXWgTjpqUwrFsEfUGO9CxrRAws1DbG3HvkX946poaSQl553Yha+lOSQ4QUIjbhJIbYX7BbZyvGXEqxIueH3NrFqeWKobKAUiUedZ8qYbMg4RdqKaIzIGP0+/JzPIkO4gaf/EOI2jID1ZEtkd9zklwTlvo5AtLWkbBwE4kLAxRnIMQQIYiUpowlQWSMPBdD0oqR5JX67VNKj9egxZH7YbWZkHXpe4pniXQOITYUtbuF1uknzwUd+xkhR+e7CCjihpg1T9A62dQi5kVqFRMn10RufQO+eQeR3+MhVEe1ka872rSESu1jnIfEi7hljCJeeoODGbWnEXJOZb2EENHmR7T7qWjYm8SZ2xXPMlTkInb1FBdxJ2HFg0B1GbKGKdvgiGLH8/pIIo4YchucepKJfTG53ZATswulw4g6sS+xPyEUCelEDLtMU9B1AqpiOyjehf/BBOwEWA7hb4EJaI8AyyFenhnLIV4CVFnOcohKcFzGBJiApgmwHKLp4+PNMwEmoJIAyyEqwXEZE2ACmibAcoimj483zwSYgEoCLIeoBMdlf4hARgZw4pQepqwTaHzwBzTJXAWDjcwMGkUx7eB76VjYuvRViAB/aIE/eLOQQV58xQghidiTQ3Tn28nUf5SLHLJ9Fvxy9qKgG/14H1P3472+ulhq32L1DSHR4Q3FI0QChkjCEAkYIgnDPvw9iA5i3jcnFZHb30Z1dFvkdyeJ4fwI3f8VAs+sRnGb61HeZLBinZDDP0C0lilpeSXKmo2S52LWPg3R9ian/3PUWqWBfD1nczU6FoyDxeaP7EtnKZ4VmvolAtPWUEuVG6m1ykB5zpOAIm6IWfeMJFCI1i2ihYt9RG15jWSXo8jrORk1kS3k6/qaMsQtfxBWnyASNN5SrO8uaUXc4Je1G6JNTVVsRxR0HS/XCGFGiDNCZBFCi/PQVxUibuVkF3En4dcJQG0lncksOht/RY1/BiWR7BZJJD0oieQuac5UfAbRG15waU9jL7SLO87MAk+tROjBb+ishtCZXadYQ2JGiSYi2SRnAD03KF6aj9z2Fnxz9yO/2wOopv9t8GAC7giwHMLfBRPQHgGWQ7w8M5ZDvASospzlEJXguIwJMAFNE2A5RNPHx5tnAkxAJQGWQ1SC4zImwAQ0TYDlEE0fH2+eCTABlQRYDlEJjst+N4FNG23IWLQBfSt+QlJtqlRnhgl7/AdjTeA1yDIloWkTG26+gVrMOEIifvfz7Tfu2avDmvV6FBfrYKWgDxE4YaM/AwNtaNwI6NXTikYNHe1h3LWVqR8cItrK3E5tZRo5tZUR0oaQN5x/vNfVliP+1wdgMwUic/jbir17mvMkOohiv+w9EO1FhHwiJBT7CDk4D0GnlqO41bUoTxqmWMfTXPSG50lsSENu36dQG9pYrklbUIGexomwIBDZlyj3LIQGITYUt74O5U2HONY//CMJKL+4CCjiBiFOCIGi/jpRm6bBp/Ak8npPQU14M/lZOnMlSTMTJDFDCBrysJqRsORe6QCl5BCn4Zuzj6SZmcSlPXGZKM8EnlmD0P1fopzSVIopVcV56KtLSNx52EXcSVh6H2CpRcbI2dQzxkdR45e5AxG75qAqvgsKOtN9NExFpxC98SXUhjRGbr+nXL5PWdxxYhZ0YhlCDn+HsqbDUdL6GpeamPXPwliSjpx+z8AcQh8pjUhKjPGl5Jj8Hg9T0krrP/y/Ay74dxBgOeTfcc78lv+/CLAc4uV5shziJUCV5SyHqATHZUyACWiaAMshmj4+3jwTYAIqCbAcohIclzEBJqBpAiyHaPr4ePNMgAmoJMByiEpwXPabBETrmOoVy2BduQixsaUI7FzXNqP++CLtZqzNHYybrrcguXmdvJF+Tgfdxq/QLXCV25pvbS+i54g4+Jjqpnfs1GHhYgNeaDMV8X4UU1JvlJsD8fD+d3H9tY41hECyfmU5rqt5wO0aByq6oqjbfZK44jwcbVIcP957SgcRdZ5SReyig0iHEKKJ83AnJ4h5T+kgYk7IEUKSqJ8qIoQGITbk9pmK2rAkeZljH5RiQMJDMBtCkDNSmXYScug7BJ1chpJWV6MsaYRcE3LwfySn/OpWTvG0TvR6kkZKSBrp8ySt38TxmiRmSIKG3kQSiKOtjc5cRdLIeNgMlLQy0pG0Igp98w4gcuubkjQh5An7CDxNCR0HRELHYOn9nYcnOSfhF0oEoQiZjNFzKT6GLCCnIcs5TgklPgXHELX5VRJckkh0meryzQTvn4fgM8uR2fhqpIcTMzKNEvMWI/bsTyhpOhplra9wqZGFGic2npJW3H6kfPFfS4DlkH/t0fOLa5gAyyFeHh7LIV4CVFnOcohKcFzGBJiApgmwHKLp4+PNMwEmoJIAyyEqwXEZE2ACmibAcoimj483zwSYgEoCLIeoBMdlHgnozp2EacUPMO5YTREh51vHJLZAk/ZVbmu+SbsBK3OHYehgK/r3tSIrG5j7sRE3xH+MftHr3NY8f/A5+DVMxI3XWaT5uR8ZcDZdh5fbPooYvxyXmmqLL8bteR8NG9hw9x11NWLoq4qo5cgkt2vUT6ew3+T2x3urhdIu7iEhgNIuRivTLgyVBYhd9Sgs/hHIHvyavJZv3kESHd5AdWQr5Pd8RLEH/3PU1mSPaGvSk9qa3CnPXaitS1jqZwhIW09tVW6m9ir95RohNAixIa/no9TWJUW+vv/VYgxv+wgsvuHIHjpdsX7IkZ8QdHwxSlr8B2XNL5HnQg98jcDTq9y2tfG0Tsw6SscoFekY1G4mxNFuRjzUXfsYHbWbiRftZiiFJateCotP/hFEbZkuvYd4H/sIPLkcoYfmUULHMErouFbxLju21eKy3PtQbfXFo0fnUKqMDlXVwAedbpXuWxj3Ebp2UQpAclsfJ3HHh9I8oijVo/7a4hnHT+hQs+EHDI36BT+euxKLs8ZAtCkaEz8fYxvMx5LcyxEycIyLaOQuVSVq0yuUtHIceb0eR01Ec7ffJl9kAiyH8DfABLRHgOUQL8+M5RAvAaosZzlEJTguYwJMQNMEWA7R9PHx5pkAE1BJgOUQleC4jAkwAU0TYDlE08fHm2cCTEAlAZZDVILjMiUBsxmGvRthWjMf+uP7pTmbjy/KOwzFnFNXoHlcOm5t8jHW5/bHZ2m3S/NXNZiHkXFL8F36tViZPwoT7rMgPNyGX1fosWGTHnc0mYtekZvw4am7sTm/N3SUxDC15fNICjyJlw4/hVPlzTD5ITOCgx1yyPR2DyPCtwCT9r2BotoIGKhpyvtd7oDZZsC9uz6Cny894zGzvHdDRR5iVz9O4kYkiRuvStcd6RRtKJ3iIZeTln+8700/3oc7frx3JzqIYkN5DmLXTIUlMAbZA6fJz/PJP0qywWskACSTCPCYYp2AsxsQtu9TVDTsg6IOt8lzwccWQQgipcmXojTlckVN2J6PEHBuMwo73I7Khr3lOXdtSqhzC/a9UIDR3YW04nh3e1Hw0YUIPraQ1riM1rpMflZY6uckoKwjAeUmElAGKNb31A4lZs2TMJZnIWfgizAHxilq3KV32IUdq28osobOUNzvU3gCUZtedknvCDqxREpVESknIu3EPjZv1ePXZTbpG7BYDbiHvgGR6GHU1WJO57tQazHhvj0f4LJLLApBxJ2445u7H5Hb3nJJLSks1GHWewZcGvMjLo1fiAUZl2Nh5uViGVye8ANdWyQJIysKxmDiOAtCgh0iijvRyFMCC/9fDhNwJsByCH8PTEB7BFgO8fLMWA7xEqDKcpZDVILjMibABDRNgOUQTR8fb54JMAGVBFgOUQmOy5gAE9A0AZZDNH18vHkmwARUEmA5RCU4LpMIiNYxxnWL6L+foSspkK5ZI2Jg6T8Gtf0ocSIgWBI9qveswU2NP8eanEH4Iu0W6b7/NKj74fzn7CsQMuASNG9W96O5XQ65p+m76BaxHXNO3o/tBd0lOeTRlGlICT6K145MwdGyFrIcYm8r80b7iQgxleChPTNRagmRnvdhl1ulP+/c+Sk6d7Lh8jGO5BAhLQh5wRwYS/LCS9J9ntIp7Efu+PH+CWqT0lT+EqTkEEoQkVqkUKsU+zCWZSBm7dMwByUgZ8Dz8nVT0UlEb5wmPSO3zxOKLyogbS3CUr+QEkBEEoh9eJIgxHz47rnwz9iGwo53o7JBd7kmcvvbEEkY+d0mojqmvXS9/Bxw4oNcjOw2hd49ht7dIa2IeZEaItJDypqNRklLRzuUsL2fICB9oySsCHHFeTjWeYDWaSdPCflGSDjZg16GJUDZWiie2sroqL1MxsjZZNH4SDWGynxKWnnMJWlFzJmKThOzF1Eb0hi5/Z5ycLHvl1JORNqJfbz9rgF5+Tp8dP4buIO+ASFt+Oor8W6n+1Bl8cP4PXNcEmVMJO5Ek7hTHpKCA80eg4mOMzh/D5qfmIWKyHYo6uloA5S6X4fvfiQ5JH4BySA/YXHmGPxEMohYyCFAXYNl2aNx9RUWtGvrkEPctSiSW830pTY8oU0UjPkfTMBOgOUQ/haYgPYIsBzi5ZmxHOIlQJXlLIeoBMdlTIAJaJoAyyGaPj7ePBNgAioJsByiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnD/8jL9maMwrlmgaB1jadkZ5kGXw9KWxAS9QUHIvHcVEtO/xiHDEKSG3IBISghpW7sQsWcXoLjZGJS3HCvfb28rc0+jmegUvguzjk/EnqLOkhzycPJ0tA45gBlHJ8MS11puKyOK9+zVYdCZCfA3VGDi3tmosgUIVwNzqC2LUW/G9OIPcM1VOpjqHARpGEvSEbOe2p0EN0RO/2ela6ZCkjY2TXNJp7DXRG94HqbiNOT2fYp+vG8sPyt+6XgSHaqQOWIWbEZ/pzXSaI3nSWhIJKHhafm6qfgMhAhQG0rX+zquixsCT69E6IFvUN5ksNTCxT4CT61A6MFvUd50CIpbX6dgHLFzNvyydqGgy/2oiussz0XseAd+2Xvo+ji63km6nkesMudnYUTXJ1ykFTEfdGIZJXF8R21ahlOblmvkZ4Xv/pAElC0koNxFAkoP5fr2dbqOR1VsR3lOtO0RaSBZQ6bD6heuqIlfNgE6cyUxm0nMAqQ5T0krns5LXJeTTpLHUNqJ41uyyyFzO90Bg96Ce3Z8BAu1/gk0lOHtjuNRZg7Cg3vfUcghIglk/U+ncW/sCzhR1gzTKKVGfHudw7bj/mbvSt/iiebj0auHVdrvseM6fPG1AaNif8aVDb8nCWQU/nf2Wqnmv42+wtCY5fj27PVYkTMcd91uQaOGdXJIRSVJKqvfRiNbKj7PewjFoe1JkLKix5lnEKFLx5YGzyGxYwMFL/4HE7ATYDmEvwUmoD0CLId4eWYsh3gJUGU5yyEqwXEZE2ACmibAcoimj483zwSYgEoCLIeoBMdlTIAJaJoAyyGaPj7ePBNgAioJsByiEty/sUy0jtm1FqbVP0F/+ohEQLSOsXQfAvPQq2CNbeSRSuDJ5Qg9NI9kg2EkG1wr3SenYDQbRekUlLTgNM6m6xBBLTySfVMx88TD2FfUHjb6Tf3B5DfQLnQflugeRKthbeHjCOiQqusnUYgaIW3orULaeIcEBD/FOqZiSqLYoEyikK+R+CEEkPojZt0zMJaek2QSIZXYR9zyB6GvKUPWsLdg9QmSr5uKTlHaxUsuCSHiGeJZ9RNF6ti4lzMCz6xB6P4vUZ44EMXtblRsLWL7TPjl7ENB1wkkZ3SQ58J3zYF/5g4UdroHlQndpOvp1LqneFM6hnWhRJMQEmP6Pat4lic5xf6sgs6UuhHfRVHjmLuX5ro6cXmIuJRSi5g3YPWtS3NxMHOd85S0ImocSS9xUpsa+wg+Op/a4PwsiSGlJIjYh0itWUbvOpve3Vdfjft3vY8amy9CTUWY0f5BFNeG4ZF9bynaygihJLDyDJ5u9SzOlDfG84eek1JAeoRvwd1Jc7CjoBu1ShqHG/5rQYsUGywkIM37Xo9GRb/i2obfYkX2MHybfoP0vd6Y+DkGxazCl2duRmbEQFx/rVWSRopLdfj4Ez2uj5glCVDvHJ+A3YVdpLkX2k5FvF8GnjrwEjr0i0fvXnUSCg8m4EyA5RD+HpiA9giwHOLlmbEc4iVAleUsh6gEx2VMgAlomgDLIZo+Pt48E2ACKgmwHKISHJcxASagaQIsh2j6+HjzTIAJqCTAcohKcP+iMl1xPowbflG0jrHFJKC2/1iYew2TWsf81nC0QxmJklZXSbe7E0acnxO5ZQZ88w8hr+cjqAhthawcHdqmz0JArkjBUKZj2OsSfrmLjBUbMi75UH6UJ2lD3OBTeBxRm16hlJBmyOs9RaqRpY3gBiSAkBhQb4g2NEJSEHKCOTDOsc6KR6CvLqaEjNcpISNMvu5TcAxRm19FTURz5PV6XL5uKMtG7NonYKG2Ltm/s61LQNp6ajfzGSoa9UNR+7r2PPYhtyjp/iCqo9vK18P3UNrHOZH2cQelffSSrh/71gDzsdMY0vk5lxYtYt5TWxs5haQbCSgxDgFF1DhSRe6kdXrK67tLB7FPuksVEaksIp2lftKKqDFU5CJ29RRqTxNFbWpekdcIOfyDJBuJFjiiFY7zEC2Hhp6biABDuctZFtZGYXPTV9GxQ12aR2GRDm/ONCDBLx3Pt3nS5X5xYUt+L3x4+h5062zFmEvrxA0r/ZG7djU6VXzltmZ7wG2IH9AHen3ddP3WSe6Kpu5/BYXWODz5uFmSRngwAWcCLIfw98AEtEeA5RAvz4zlEC8BqixnOUQlOC5jAkxA0wRYDtH08fHmmQATUEmA5RCV4LiMCTABTRNgOUTTx8ebZwJMQCUBlkNUgvsXlEmtY1Z8B+Pu9ZDiEWjIrWPa0Y//f+AX6yBKdQihdIfS5pegtMV/pGcFnllNKRhfobzxIBS3vcGFqBAqhFiR1+sxEiuSpfnw3e9TW5PtlIJxN6VgUPuaeiNh8Z3SvjJGfyDPxHmQNsQNPvmHEbXldXp+C1pnslRjlzbMgbEkgLzksoaQE4SkIIQOIXbYR+yqx2CozEf24Fdh8Y+Ur/uQ4BJFokt1ZCvkk+hiH+JeUWPxj6Ca1xTrBB9bKLVKKU2+jNIwLpPn/M9tRviejyTJQ8geziNqy2v0PkdJppmMmsgW8lTYvk8RcHaDJJMIqUSMfe8Y4FN0EoM7vYCasCTk9ZmqeJa4X9RVNOyDog63yXOR29+Gb04q8usJKOKGsL2fICB9I61zK63TV66pn+bivFDs6seJZR6JHi+T8BEtTXlKWhFz+qpCxK2cLMk3QsKxj5CD/0PQqV9JDrma5JARLmcWt+JhEndKXK5b6fyynMSc2hrgxVeNiPHNxEtt6mSh+mNjXl98cuZODB1sRf++jlQPu1Djrqaww+2obNhbnvr8K4PUjuaupu+jZ+Rmt+s8nvoa8mpiMOF+C6Kj6uQVHkzAToDlEP4WmID2CLAc4uWZsRziJUCV5SyHqATHZUyACWiaAMshmj4+3jwTYAIqCbAcohIclzEBJqBpAiyHaPr4ePNMgAmoJMByiEpw/1/LvGgdcyEk7mSHgLR1lILxOSoSKQWjnTIFQzxLtGIRokBunyeklixiCDFCCBLOKRjyupYaJCy9HzaDCZkj35Mve5I2xA2+ufsRSe1rqqPaIL/HQ1KNQ9qIlESP+iN21aN0T4GLBBKzZioliuQge8BLsATFymVCphBSRXVMO+R3e0C+rq8qItFhErVaCaWWKzMUy4Qc/pGSMH5BCYk0ZSTU2Id/xjYSZOZK7WFEmxjnEbVpGiWhnJQSUEQSin2Epn6BwLS1xPhGYj1QurzlKQMi/I5iYMeXXRJNxLxDQulJrEm4OT/s6SR5PSeRgNJSsX7Yvs9JQlmHorY3oaLxAHlOTnMZPZfEnfPRGednY9Y8QcyykTOAUliC6lJYPCWtiDkheAjRQ7SnEW1q5Hc88A1EK5zi1v9FedOhLmfm7kJYkAnVNVZU1tSJT/axZp0eK1fTPimtQ0dOhu18aodzeEdEuA1332FBQMDvWsrlpjUHKvDG0ZM41uwYSkKK5flG6YkYvmq4g128DffepdyfuhW56v8bAZZD/r+dKL/Pv4EAyyFenjLLIV4CVFnOcohKcFzGBJiApgmwHKLp4+PNMwEmoJIAyyEqwXEZE2ACmibAcoimj483zwSYgEoCLIeoBPf/rOzPaB1zISQhR35C0PHFCtnBP30Twvd+jApKwSiql4IhnhW9/nmYStKQ0+9pmEMSpceH7fuMBIT1kkwipBLnoTNXIH7ZRNiMAcgcMVOesgsI9aUNcYNfzl5EbJ9FLVLao6DbRKnmQtKGmPeURBKz9mkYyzKkVjRmakljH37ZeyDasVTFdkRB1/HydV1NGeKXPwirKRBZw99WvIunJAy/rF2I2DkbVXGdqLXOOEVN9PoXiNcZkmmeJJmmiTwXKosT15E4MQS1ZcD2F4yIjTqAfq2nS5KHkD2ch0hnESktlfFdUdj5XnlKTieh9jiiTY7zCD3wNQkaq1Dc5nqUNxksT0lpLjScW/3YJ2PWPSO18cnp/ywxayhdtqe5VNO+8uvtS1dbjvhfH3A549D9X1ISzRopgUYk0fye4UkOEbUHD+mxYxdQViYMEWobY9ZBZ6BUE6MNiY1s6N/PigD/37OK454amxXLKs5gXtlxrKvMgAV1aSAGix6N05qg+YkUNMhoAL1YkEYkhc/cepMFoSGcGvLHSP877mY55N9xzvyW/78IsBzi5XmyHOIlQJXlLIeoBMdlTIAJaJoAyyGaPj7ePBNgAioJsByiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnD/T8r+zNYxF0IScug7BJ1chpJWV6EsaaR0q/85SsHYI1IwukttYuoPWbYY8DylSiRI06GpJAGkuZcAPKVKuBMQ7Gv5Ze5ExK73SLboTLLF/dJlWdrwCULWsLdc9li5h9sAACAASURBVBW3/CHoa0ql5AqRYGEf0RtIZilOQ27fp1Ab2li+7pe5g9aY4yJa6MxVJLOMp6QTX0o6eVexjkO0IKGjyRB5zjd7LyJ3KGUW+2TMumdJtEgnmYZEi5A60UIMB3tquZI0AqWndUh9z4DGzfehW8IbitQUmUvWbpJQ3nURWqI2UjoJtaNxTnNxrDOPzng5nfE1tM759AtrLRKW3EfGjREZo+a4sIzeQEJLMQktfUloCW0izctpLtFtpfY1zkNnriZm44iZDzGbLU+JBBqRRFM/tcRlQacLF5JDLlT3R+dSq/MkIeSn8lMoslbL5R18InGFXzL6VCbBUO6LdRv1yMzSITbGhj69LGjd6g91bvqj2+L7NU6A5RCNHyBv/19JgOUQL4+d5RAvAaosZzlEJTguYwJMQNMEWA7R9PHx5pkAE1BJgOUQleC4jAkwAU0TYDlE08fHm2cCTEAlAZZDVILTclltDQy718O0+ifoTx+R3sTmGwBLr2EwDxwLa2yjP/3tQg9+i8BTK6jtx7WUXjFMev6FUjDEfOzqKTBU5CJ74DRYAmOkGnfPsW9WX1VIbVomw+IXjuwh0+V3kBM1nAQE+6R/xhZKyPhQIahcSNoQdXFLJ0JvqcAO0yxYdIHyOm1qX0SQ7SQOmJ5Amc7R1iXSuhnNzR8gT98LJ4x3yffrYEb3mrspP8KAbT4fKJg3NX+GGOtanDLcjBzDQHku1HoALc0zUKxrjcMmZdpHh9qp8LNlYa9pGqp0dS1axGhk+REJlp9x1nAFMgyXoiILyN+vR4sue9AukFrq1Gt3I2p8c/ZRK5yZLnMOmeNpkjnq0lzsI+TwD9QKZwlKWl6Bsmajpcs6cyXJHBNI5vAjmeMdxf3iH7Js0nsqasOTpHl3aS5yoc2ChF+onQ61p8kQbWrOj7C9nyAgfSOK2t+KikZ9XdZxd+GvlEMKLFX4ofwk/kdSyMGaAnn5KIM/rghKwnVByUgxhf2uffJNTMAdAZZD+LtgAtojwHKIl2fGcoiXAFWWsxyiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnBcxgSYgKYJsByi6ePjzTMBJqCSAMshKsFpsExqHbN2IYwbfoGutEh6A1tMAmr7j4Wlz0jY/AL+srdy13LkQikYYiOxJHoYSPjIItHDSsKHGCGHvqd0iqUkIFxJAsIoxX6FSCKEEktANLIHvSzPRW2itItCSrtwEhDsk0IoEGJBRcM+KOpwW91lKwkIS0hA0Bso7eJ9FyZxv4yD3laNnza8D4vVV54f2H4aosKOYs2eKcgraSFfbxK7Hl1bfITTmX2x41hdixX7uKr/rdJfv1/3qeJ615QP0SRuA3YcuQOnsx3tc6JCD2Ngh1eQW9QCa/dNUdSM7jaJWp3k4Zdtr6Giqk6mEaN14ny0bjIfB89cLv1nH+0H7UCKxbXdjZj3zTuIyK0iVaQ18ns8LNfIKSxOaS72yeCjCxB8bBFKky9Dacpl0mU9tc6JE61zPKSwyG1qej5K7W1SpBp3aS7OL+quTU34ng8piWYLCqk9USW1Kfo948+WQ0SbmFWV6ZhXegwr6M9aaiMjhpHaxAz2b4hrg5MxlP40ktjCgwl4S4DlEG8Jcj0T+PsJsBziJXOWQ7wEqLKc5RCV4LiMCTABTRNgOUTTx8ebZwJMQCUBlkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCU5DZYaTB2GglBAjpYXAYpF2bm7XA5YBJIW07vq39K6Q2360uwkViQOkPfjmHSAB4U0XAcGONm7FwxCtYpzbtwQfnU8Cws8kH4wlCWGM4hSMZRkQrWjMQfHIGfCCPOcQECaTgOCQNsQNAWlrEZb6BaVN9KfUiZvlGncCgn0yfvG99HO/GcvPfYCQpga5plXtdITYDuGQcRJK9K3l6zGWNWhq+Rw5+oE4ZXSsIW7oXn0XdDoLJYfMJbXAKNc0N89FpHULjlPSSD4ljthHkPU42pinSckkIqHEeXSueRgmFGGXaQZqdXUyjRgiNUSkh2ToR+Os8Sr5emL8NsSfmYOq+C4o6EytX5yGT/5RCG5C2MgjccM+YtY8AWN5tiLNRd4bnUsInU9p80tQ2uI/0mV9VRGluUyi9juhdI4zFGuIfwgBRYgoQkARIooY/ue2UruhDzy2G0pYci8JPGYSd96jBUxSTfjuufDP2EZyyN0kh3R3WcfdhT9LDjlRW4yvSQj5sfwEciyV8lItKBnk2qDmuDKoGURiCA8m8GcSYDnkz6TJz2ICfw8BlkO85MxyiJcAVZazHKISHJcxASagaQIsh2j6+HjzTIAJqCTAcohKcFzGBJiApgmwHKLp4+PNMwEmoJIAyyEqwV3sZdQ6xrhtJSWFLID+7Alpt/bWMbWDr4QtOv5vfYOwfZ8i4OwGEjBuIRGjLgnDk4Bg31j8sonUlqQCmSNmwmasSzURyRQioaI0+VISRBwpGGLOWJKGmPXPozYkEbn9npbfTwgoQkTJ7/EQCQhtFO8deHolQg98g/Img1Hc5np5ziEgzCEBwSFtiBsSfqbWMDob9jb4CNEdbY51tr9N7VhSkd9tIrVjaS9fd6wxhNa4TrF+/NJx0Fmq6R3foXf0k+cidr0nJWgUdL6X5A0SeM4PU/FpRG94kVq6NEZu36cUzxIJHSKpI2vYm5TUESzPBZ38lRJX/oeypGEoaXWtfP1CEoaJklaiKXGlJiwJeX2myjWxqx6DoTIf2YNfhcU/UrG+SHQRyS5lSSNonaulOXGvqBH3ipr6I9INM0eaS29Kc7ndpSZ+6XhiVkXMZhGzOukiYudsqU1RfV4uxU4XvJFDSqw1WFB+itrGHMOu6jz5qaF6H4wNbCqlhHT0ibrQ8jzHBLwiwHKIV/i4mAn8IwRYDvESO8shXgJUWc5yiEpwXMYEmICmCbAcounj480zASagkgDLISrBcRkTYAKaJsByiKaPjzfPBJiASgIsh6gEd5GW6QtyYNiwWNE6xhqXCPOgy2HpPuQvbR1zISThez6iRIjNirYfngQE+3Pil95PEkANMkbOJsvAR7ocdGIJQg7/QALCSBIQHCkYYs5UdArRG19CbVhT5PZxpGpEbJ8Jv5x9yO86AdWxHRTbDDqxjJ73HcqaDkdJ62vkOYeAoJQ2xA1SqohNh2OdP0BgguNxETvegV/2HhR0GYequE7yhLyGkzRhn4z79QHoa8uROewt2Kj1in1EbJ9Fe96Lgq7jURXbUb5uLE1HzLpnYQ5ugJz+zyneJX7ZBJJpKhXShLgh8PQqEmC+dhFg/NM3IXzvx1IbFtGOxXl4klDiVjxCaS7F1OrndWr1E6aoCTy1AqEHv0V5U5JgWtdJMIaybMSufQLmwBjkDJzm8om4YyanuSRSmks7ZdKKeIBDgnlLalcjhvycerwu9E3+UTlEaEAbKjMwr+w4llScQZWtLoVHNInp55+AawOTMTIwEb46R5rMhdbnOSbgDQGWQ7yhx7VM4J8hwHKIl9xZDvESoMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DQBlkM0fXy8eSbABFQSYDlEJbiLrEx/dA9MqxfAsG8TtdywSruTW8e06faP79Zd2w+HgEBJH30dSR/2zSb8QgkdNhsyRs+lpA7xEzyJDqeWk4AwTyEg2O/3KTiGqM2voiaiOfJ6PS6/s5wq0eV+kjY6K1gEHV+MkCM/oazZaJS0vEKecycgiElrTS0aLr+PEBuprckcRahI+K458M/cgcJO91BLFAdzeQ1qt1Jyvt2KfSFPskXktrfgm7ufUkgeoBSSdvK+jGVZ1DrnSZItYkm2eEnxLglLqDWMtZZkGmq3YqhrtyJGwBlqnbPftXVOwNn1CNv3GSW59KVEl1sVz3JIKA1JQnnWictDlE5S6iKzSGdzZg1C93+J8sYDUdz2RqnGWHqOZJZnqNVPArX6ed7lO7Qzc078kGWWxoPoOTe41LhjJieQuBGAPH38v1cOSTeX4RtKCPmOpJBz5nL5cU1MwbgmsDmuoZSQeENdsg0PJvB3EWA55O8izeswgT+PAMshXrJkOcRLgCrLWQ5RCY7LmAAT0DQBlkM0fXy8eSbABFQSYDlEJTguYwJMQNMEWA7R9PHx5pkAE1BJgOUQleAuhrKLrHXMhZA42n7cR21Suki3/pY4ICV06HQkh3wgP1oWEBJJQGhXJyDYh0/+IURtmYHqyFbI7/mIfN2dmGKfDD62kNrULKQ2NZdRm5rL5BpP0kZFejWa7x0Hi9UX2WPeVawfvudDSkfZokhHETeI54t16q8h5mJXPUqtVwpc2rREbnkdvvmHkUfvUUPvYx+GijzErn7cbZsWiReNjEs+VOzL0aalD7VpuU2ekxM6GlFCR3tlQoexnCSUNUJCiSMJ5UW5xpFO4pqoEpC2DmGpn6MisR8lftwi1ZiKz1AbnBeoDY57ASh8NzHLEMzupASTnlJN4EkSgA7NozQXaoPT2tEGx74Jd8zk1kHdH0R1dFvF+3v6x4XkkEqrGT9XnJZSQrZUZcHePCiAWgxdGtAE1wY1R0+/uN+1Dt/EBP4KAiyH/BVU+ZlM4K8lwHKIl3xZDvESoMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DQBlkM0fXy8eSbABFQSYDlEJbh/sOyfbB1jpk4aK1fpsWOXHhb6u/hPT6EeFPBBIgfJDjE2DB9qRbOm9p/T60C5a5NywZYjllokLL0PNkrAyBRJGOdHQBqlXaSKtAsSENrXCQj24ZuTCpEgIZI2ROKGfYRR65QAaqFS2OF2VDbsragJOfwjtar5RUr0KKNkD/uIXfUYSRv5LtJGwa4KtM2cCLM1ADljZiqeFbbvUwSc3SDtS+zPPkQyiUgPqb+GmI9dMxWG8hxkU8sVC7VesY+oza/Ap+A4JaA8RkkoyfJ1fVUR4lZOgtU3FFlDZzjWt1mR8MvdLjKNuEHIF0LCqEzoQakmlMZyflwoocNQkUsSyhRYAqKQPegVuSaezkRHZyNSUxSxKWKd821qKqhNTdH5NjWmopPU6meaS6sfx9l8QmezUUouEQkmYsitg5qNojSXKxWMPTGLIpnGx41M41LsdMGdHLK9Kgfzyo9hUdlplNlq5bt7+MVKQogQQwL1jlSWCz2f55jAX0mA5ZC/ki4/mwn8NQRYDvGSK8shXgJUWc5yiEpwXMYEmICmCbAcounj480zASagkgDLISrBcRkTYAKaJsByiKaPjzfPBJiASgIsh6gE9w+UXQytY77/0YC9+3XCA6kTQs4PCviQh4FkkdtusSCxkeMGue2HU5sUIV8ICcPiH0ESxmsKojpzBeKXTYTN6I/MEbPkOf9zmxG+5yMpZUKkTTgPv+w9iNjxDqpiO6Kg63h5SqRZiFSLonY3UarFAEVNCCVUBFFSRUnLq6m1zAh5LmbNEzCWZ1MrlBepJYojISJjWRm6mh+EGcHIueRNxbNCU79AYNpaWudGWmegPBdy8H8IOvWryxrihpi1T8NYlkGtW56DObiBXBO94UVK3TiN3D5PSGKFfYiWLnHLH4LVJwhZw95y8DdXE69xLjKNuMGPWt1EUMsbkdhS0Jlaz5wfF2rRo68qJAllMqx+Ycga8rpcI7f6qZdOIm7wP7eNzmYuSSjdSUIhUYWGT/5RSnN5TRJchOhSf7g7m+BjiyhtZQElrYyhNJexLjUyM2pTI9rViCHaCYm2Qnk9H6WklRSXGncX7HLIycpSfE8JISIl5FRtiXyraBVzNQkh/w1KRmNqIcODCVxMBFgOuZhOg/fCBH4fAZZDfh8nj3exHOIlQJXlLIeoBMdlTIAJaJoAyyGaPj7ePBNgAioJsByiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnB/Q1l6hg5H9tciZP9KtEr/CTGVJ6RVa+mH6tIuI+E/egxs0fF/w07qlqihIIWXXjHCapUCKqRWG7rziSH1N9GtsxVjLqUbz4/IrW/AN+8g8ns8jOqo1tJVjykYYq66BHErHqaEjBBKyHhDfo5/xnZKwXgflfFdUdj5XsWydgmi/lzoga8hUjKK21yP8iaDFTWe5mLWPUttb9JJ2niWpI2Gcs2pL4vRJ/wRmPVhyBnlkCbEDaEHvqF1VqK49XUobzpErrnQ+tEbnicJJA25fZ+i1iuN5Zro9c/BVHIWOf2ehjkkUb6uM1eSBDLBRZrR1ZYj/tcH6HoAyTTKRBNZmonpgIJuE+RnBZ1cipBD36MsaQRKWl2t4CLz9wkmCeVNlJcDxcVA192i1Y+BWv287/Ld+WXtgmgfVBXXGQVd7pfmxZmLs6/f6sdeHJz6NYLTViGj6XU4F0rM6LtqkjMf0ed+RnHyWJSnjHFZJ3o9MSsRzJ6W2tWIEUXpJD6UUpLXewpqwpu51NS/UENJK+ut6fis4ChWl6fD/qX66vQYEdCYhJDm6OefAL2kQfFgAhcfAZZDLr4z4R0xgd8iwHLIbxH6jXmWQ7wEqLKc5RCV4LiMCTABTRNgOUTTx8ebZwJMQCUBlkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCe4vLtu5PBeGVd+hu2EN/GwV0mqFhlik+vXDEd/uOFudiJ4DQ9C3t0PAEPcYy7JIrChyu7uaMPrRnNq01B+molOw1VajsAAw+ZIEUlXXKsbo5wO/xCT59toa4MVXSQ4hIaRl0CG3ckiJOQSZVQ1QXw5xtP2YTMkOLaRn6mrKEL/8QVhNgcga/rZiW/bkCotfOLKHTJfnZNEhrhMJCOMUNf7nqH3KHmqfQm1NCs+3NRE3hBz6jtJBlpG0cS1JG8MUNWH7KFXkrGuqSPSGF0jaOEMCwpMkIDSRaw69XYghzSfD7BOJnGGvKp5lX6d+ComcKNKWkksaK5NL7FJD/YSQmLVP0VlmUnLJC5SOoRSAEhbf6ZIQ4kmmERv0zd2PyG1vubTbEe10RFudsmajKdXkCsW7VJVWImndBFRZAjBx32xYzn9mH3W5FdVWX6xMnI2OHZStg3yz9yJyxyxUxbQnCWWi9DxPa4u5Y8d1qN34PYZGLcG8s//FrzkjJePoygbfYXT8YizKuRoRg0aiaRPlOu6YOZJW6LzCHOdV/1vfV50nJYTMLz+FImu1PN2BzvPa4GRcHtgUoXr6HwEPJnCRE2A55CI/IN4eE3BDgOUQLz8LlkO8BKiynOUQleC4jAkwAU0TYDlE08fHm2cCTEAlAZZDVILjMibABDRNgOUQTR8fb54JMAGVBFgOUQnuLyoTrWOsSxfA79Am+DXwR0CnKLcrfXr6dmzI74977rSgQULdj+cVlfTb+upPkGzb6LZmU6NpaNI+RjG3Y6cOvdOmIMonx6WmuDYMn1nfxNhLLTD51E2LtjJnDhdhRoeH3K6xvaA7Pkq/H7fdaEEjp7YyUZtfobYfxynZ4XFKdmgu1erkVii+yBz5ruJ5hopcxK6eAktgDLIHTpPnfHNSIVrUVMe0Qz61qHEeAWfXI2zfZ9TSpR+1drlFnhIChBAhSlpeSSLEKEVN2N5PEJC+EYUdbkdlw97yXNQm2m/hcWrrMpVkA4cgs/eZAozq/qjLvkRh8NH5CD72M0pa/AdlzS+Rn2Vfo6jDbaho2EexvtwOpRdxiajjIkbsmqkwlOcge9DLsAREK2qEHCJGhlNrF08yjbjPJ/8wtXZ53SW9I/joQtrvQpf2Lfn5Onz8uR5vptyGGqsJ9+/+QJI2/AyVeKfTfSg3B+KBve/iskss6NrFIW7IIkh0W+R3f1Dao6dWP3m0xuz3DRgT8z0uif8Z36dfjSVZl0iJNNc2+AbD4pbh27PXY13RcDw43oygIAcCd8zsCSz1k1ZEVYGlitrGnMD/yo/jUE2h/KAYall0VXAzXB3QHCmmMAVj/gcTuNgJsBxysZ8Q748JuBJgOcTLr4LlEC8BqixnOUQlOC5jAkxA0wRYDtH08fHmmQATUEmA5RCV4LiMCTABTRNgOUTTx8ebZwJMQCUBlkNUgvszy2qqYdzyK4yr50OflSY9uUJH7TySuqJzq5MQkkZWVax0PcYvB+GmQnyVdhNW5w7BpZdY0b2LFRUULjL3IwOuDJuDHhFbkVGZgFJzsFTTJOA0fA3VePrAS2jZMx4D+9fFQAgxZOHPBrzW7mFE+BbgRFkzmG1G6HVWJAcdQ5k5CA/ufUeRAmK2ANtWFeCqmkdRS+LAqXISJ+gH/UBDGRr4n8OhSkr06Dr+d6U9iD24Ex3EdWN5FmLWPCmlZoj0DPvwyT9EosMMqTWNaFHjPALS1iIs9QuUJw5Ecbsb5SlZgkgZK4kQziN891z4Z2xDYae7UZnQXZ5yJJ08SkknKdL1KhIajs7KwchuU1z2JeYdssVlKE25TH6WSDMRqSaFne6kNXoq1re328nr+Qit00qei105GYaqQmRRaoqV0lOchztmnmQaUSekHCHnCPkkjyQU+wg+uoDkkEUoSbkcZcmXytc//cKAkyd1+LDrrdK1O3Z8Kkkb4ozf7jgexTWheCT1bTRsYMPdd9AHcX6Y8o4geut0FPi1xAr/RxESCqTotyPp5Hsoj+2K4q6ONkDbdurx82I9xsTPx9iE+Vhw7nIsyrxc+paub/QlBseskL/xm663ILm5Q0JxMJtEzFpKq8ese4baAJ2jNkDPURugBrCQzbKqMh3zSo9hBf1ZS21kxDDSAkMCGuLaoGRcGd0UFmqVVFnjeAcFaP4HE7iICbAcchEfDm+NCXggwHKIl58GyyFeAlRZznKISnBcxgSYgKYJsByi6ePjzTMBJqCSAMshKsFxGRNgApomwHKIpo+PN88EmIBKAiyHqAT3J5TpcjNhXLcIpk1LyQYplZ5ojUtEYdfL8fqO0egdvRE3Nf4cq3MG48u0mxWpCvPS/4vl2SNx/z1mxJE3sm6DHitW6XF/0jvoHL4Ds0+Mw87CblLNky2fRZPA03jh0DNIq2yKJx8zS0kgQiZJT9fhzQ4TEGwqxQN7ZqLcEgIffTVmd7pHah8ybvf7iIy04YFxjh/QRbsT0fbEHBiHnIEvSvuWEz2cUiOcEdmTHXL7PkVtWhrLUx7lkJI0xKx/HrUhjZDb7xn5fp/8oySHvEaiQzKJDo8pTiHw1AqEHvyWWscMoRYy18lzQccXI+TITyilNI9SSvVwHhE7Z8MvaxcKOt+Hqvgu8lTk1jfhm3dASsCopncSo+iIDunfZmJ4V5JWghuSiPCs4lmONi2jpJQS+wjfNQf+mTtojXtpja6KGpGCItiJFBSRhmIfcSsepvZAJcgaOgNWX7IsnEb80vuhs9Qgc8S7sBnrWqC4OxN7iWgbFL3xJak9jmiTYx8hh3+gRJUlUksZ0VrGPqZR66Aqai1kl0PuJDlESBuhxkIpMaagOgKP7n8DTRrbcPstdd9FfoEO6348gXHx03C8NBkvH3lCut4zYjPuSnofWwt6IT3lLvTqUSdpiJYyX3xtwOi4RbiiwQ/4OXMMfjp3pfS93tL4Y/SLWofPztyG9XkDcNftlELTsE4OOXVah5idbyHZLxWzzz6CI2XtUEl7fb7VFMT5ZeI9vynY07EQP1WcQK6FonTOj5amcBJCmuOqoGaIMPhJV8OCTKiusbIcovi6+B9aIcByiFZOivfJBBwEWA7x8mtgOcRLgCrLWQ5RCY7LmAAT0DQBlkM0fXy8eSbABFQSYDlEJTguYwJMQNMEWA7R9PHx5pkAE1BJgOUQleC8KDMc2A7D2gUwpm6te4peD0v73qgdNBbWlI7SpQ2b6Nrelbgu8SuSQIbh2/QbpNYeVzb4DqPjF+OHc1fB2m40+vSq+7H963l6HDqsx8Tkt9AhdA9mHn8Q+4rrnvV4yktoHnxM+sH+RFmy/GO7kEPOkhzyTsf74G+sxPjd76HK4i+JAB92uVWqvXPnpy4JEcaSsyRuUEJDCAkS/Z6V7vPUusSOqX6yg/26JznEVHwa0RtepJYuTam1S51oIIYsOtS7LuaCTi5DyKHvUJY0EiWtrpJrgk7Q9cPi+gi6frV8XfwlYvtM+OXso7STCaiK7SDPubueSWdSuPIshnZ+RhJchOjiPIJO/krr/w9lTYejpPU1jmfteEdqr1LQjdaIcawhrW+fo7SVqti68xIj/tcHoKstR+bwt2EzBSrWiV82kVryVJAcMpPkkABpzn4m9WWaujm7aJNIos3T8rMEK8GspOXVJIeMkK/bk0Pe63QXTIZaEjcug9Wmh7+hAsNif0VOVQymHngN/7nMgk4dbbDRd/n2bAOCK0/jqVbPobA2HOtzB0jPa+Sfhk7hu7Ahry8+PXMn7CkgFnJKPv/KgJTKpbi64TwcI6HkUFkb6RvvGLYLiQFp+OjUXSiN742rr7BI0sjZs9Tu5jMD7mvyNjqG7ybhpAeyq+JhMVgwNGY5gnVVaJbcFSd96uSPUL0PxgY2xbXByejo49qeieUQxWfF/9AYAZZDNHZgvF0mQARYDvHyM2A5xEuAKstZDlEJjsuYABPQNAGWQzR9fLx5JsAEVBJgOUQlOC5jAkxA0wRYDtH08fHmmQATUEmA5RCV4P5omZvWMQgIRm3vkbAMuhzWiBiXJ5p3/4rEjP/hVMgI5CZdLf1AHn5yIZoXL8S5uLHQdXG0SDlyVIevvjXgoebT0Sb0AGYcnYSDJW2lmkkpr6Jl8CFMP/IY8nxbyikgUluZxQZKCbmL0kJqcQeJINKgH+g/Ot9S5N59n+LG6yxIauJo6yGLG05JFD6F1Lpkk2vrEvtLiRYxolWMSBoRiSP2Eb90PKVgVJHoMItEBxJTzg9HKxRlQoipOI2kEUoUCSXRoa9DdBBlQcd+RsjR+VLrmFJqIWMfgadXIvTANy6JImLeXUKIuC4ninS5H1VxnaVHnVqoR9Xe0xjSmdZ3Li6KnwAAIABJREFUI6cEnl5F63yN8iaDUdzmenl9OR3EKYXEPukpVSR+2TgSQKoV6SD2GkeqyBuUKhIiXXZ3Jvb7jWUZlPTyNLXCSaAWPc/L+xJMBJvi1v8lNkPl6/nUPufTL/V4sen9JIQ40jfsN+TUxmNH0xfRsUPdN5Gbp8MskkMa+p3Fs22Uwoy9Zm3uQHyRdiv69rZi+NA6oUm0KMpftwqdKr6W13b+y9age9CgXzfhTklj0c96bN+lx71J76Jr+Ha3NYnJ3WDNS8LjrZvjEvpGfHUGt/eJiyyHeETDExogwHKIBg6Jt8gE6hFgOcTLT4LlEC8BqixnOUQlOC5jAkxA0wRYDtH08fHmmQATUEmA5RCV4LiMCTABTRNgOUTTx8ebZwJMQCUBlkNUgvudZW5bxzRqBvOAsTB3G0yRG3VtQdwNR5uS0VLrDzHsLVLKqEVKSb0WKZu36tH21KtoEXwErx6egqOlLSiVBCSMzEDb0FR8mvsIuo1tjfBwh+ghBJHLsu6Qnv3wsU/gT6ELQih5psHdMOlqsbPLh4h3uBzSfbK4Ed4ceb0fl65dSE4Q87Grp8BQkYvsQS/DEhAtv27c8gehrylD1rC3YPUJkq97SiLxJDqIwuCjCxB8bJEkhghBxD4C0tYiLPULlCcOQHG7mxSoozZPp/c5gryek1ETSbzOj/DdH8A/YysKO96NygbdpauHPjZAn3kcgzq+RG1t6N171b27vM4ZWmf/F6hI7I+idjfL1yO3zIBv/iFaYxKt0VJRE77nQ/if20Lr3Enr9JTnPCWqSCxXToahqhBZQ6bD6hdedyZ2OcfpTOwPM5TnIHbNVFgCY5A9cJq8Ruj+LxF4Zg2K296I8sYDFfuqICekdsdSEndqER1lU3ymVp8Qxf21NcCL1IomQF+CIbGrFM+x/+NUeVOkFnfA0MFW9O9bJ4eIIZJg/HJT3dZUUgseIbTYh5BDVhwpQ+PkJYiIPIZaH1r4/PCt9kVEQQQ2H7saxoooPPG4GT4mt4+VL7IccmE+PHtxE2A55OI+H94dE3BHgOUQL78LlkO8BKiynOUQleC4jAkwAU0TYDlE08fHm2cCTEAlAZZDVILjMibABDRNgOUQTR8fb54JMAGVBFgOUQnuN8p+T+uY31o5+OhCkh0WKpIw5BYp9VqX2J8VuX4afEtO4nDKVFSGNUNtLdDy9EyEFO5FfpfxqI5ztC6RamwWJPxyDxkhBmSMfl/eUvyyCZRcUemS6CFu8CHRIYqEh2oSHfJJeBDDXasZ5/eLXfUoDJUFyB78Giz+EfJU3IpHoK8uJtHhdRIdwuTrvjmpEIkb1THtkN/tAfm6J9FB3BBy+AcEnVhCIs2V1CZllFwTcHYDwigBpaJRXxS1v1WBPWrTNBIrTpLkMgU14c3kubC9nyAgfSOKOtyGioZ9pOu7XjMgyHwEAzuIhJQWJIdMVjxL3C/qxP2izj6iNr8iCTVCJhFSifMQ+xL7K2p/C+2vnzx1QTnEjWhjl2mEfCIkFOchuAv+FhJJskkosY+w1M8RkLYORW1vQkXjujYwaseqNXqsWVcX8SHazIj0GSEmkWckDyGZ3HGrBQF1nXB+96i0mvFzxWl8lnccu21Z8kNNtUY0OZ2ElBMpiMtxGEzt29pwFbWi+a3BcshvEeL5i5kAyyEX8+nw3piAewIsh3j5ZbAc4iVAleUsh6gEx2VMgAlomgDLIZo+Pt48E2ACKgmwHKISHJcxASagaQIsh2j6+HjzTIAJqCTAcohKcG7KdFUVMGxbCePq+dBnpUl32ILDYO47Gpa+l7htHXOh1YOpRUowtUpxTsKQW6TUa11if45ouSJar+T2fZJarzSRLntqXSLmROsS0cLEZvSVWpjYR9zyhyjRoxRZQx2tS+xzsrgR3Rb51CpFDNEyRrSOES1jROuY+sOTBBK76jGSRvJdEkX8svcgYsc7qIrtiIKu4+XHiXtFTX3RQdwQevBbBJ5aQW1SrqU2KcPkGpHMIRI6KhN6orDTnYqtRW94gXidQW4f4hVWx0uMsH0kTpx1iBM2CrvYPNWAmLAD6N/udVRHtUZ+j4cVz/LPoHV2i3V60Dp3yXPRG1+SEjJy+zwhtaNxHqGUaBJIySZF7W6kxJGBdVPWWiQsuY/kCiMyRs1xYSm36BnwAiVrxEvzvrn7EbntLVQ7nYm9UMg3gr9oQSPOU35HuwBDwowQZ7wde1N12H9AB6tFJyWNVFL6SEWFDgaDDUlNbejfzwpfn9+/yraqbMwrO45F5adQbjPLhY0K4tD0cAoan24KH7NJElAIFUz0X5dOVgyhdBKj524yjvcPMqG6xorKmt8WSX7/rvlOJvD3EGA55O/hzKswgT+TAMshXtJkOcRLgCrLWQ5RCY7LmAAT0DQBlkM0fXy8eSbABFQSYDlEJTguYwJMQNMEWA7R9PHx5pkAE1BJgOUQleCcykTrGNOqH2DYvBy66gppxmpvHdN9CP1q/Qd+EXd6rrskjAB765JG1LqkvaN1ib0sZu3TEK1Xcvo/B3NwA+myEBaEuFC/dYmY01FLl3hq7WI1BSJr+Nvy6u5al9gn/bJ2I2LnuwpxQ7SMEa1jLAFRJHq84gLV0T7mTWofEyzPx6x5gsSSbEkoEWKJvEbmDkTsmgPRWqSw873ydU+ig7jBU5sUPw/PEjUx656BsfQc8XqWeDWU1wk98DUCT69CcZvrUU4iTlWuDrteN6BRk73okfimS6KJKLSvUxXfBQWdSe44P6LXk7BTkoacfk/DHJKoYBN64BtaZyUJLdeR0ELfijgTSmwRyS02gx8yR77jwjJm/bOU1JJOz3uGntdImvfL2YuI7bNQFdMeBd0mKmp0teWI//UB2OiMM53O2NHS5g5qadPLZZ1/4kKmpQLfkRDyP/rvVG2JvIUEQyCuCmqG/wYlo7EpWEonyc0lKcmkQ4RTm6Q/smdODvkjtPjei40AyyEX24nwfpjAbxNgOeS3GV3wDpZDvASospzlEJXguIwJMAFNE2A5RNPHx5tnAkxAJQGWQ1SC4zImwAQ0TYDlEE0fH2+eCTABlQRYDlEJjn6dNhzcAcPaBTCmbq17iMEAc6d+sAz6DyxJrVU+2FEWcmgegk4uR0mra1CWNFyacLQu6U2tS253WSN2zVSI1ivZA6fBEhgjzTtal7gmROirihC3chKlSoRSqsQM+XlC9BDCR/agl0n4iFas45+xnYST9xXihvwcag0jWsTUH442NTMppcTRV0SWM/qRnBHikDPktI8GlPbR0ZH24Ul0kN4z9TNqk7KeUjioRUvi/7F3HvBRVGsbf7Ylm930ngCBQOi9ivQqKiA2RL16r372gr2LDcWGBexdr/UCIiig9N577xAIpPdetn3vmWVnM2yCMgHCwPv+fn6QOfOec+Y5o/I5//s83oiW2lxIRI8Mp/QnOCXQC6cE756KwOT5svZ5e3TY+50BzTtsRsfQDwjC6EgQxljFY8rrnDQWvewFAnbSkdV/PK0Rr+gJ3jONzngerTOazniYNCYcW4Rzi9MvEBlDJ/loKbudVHOHkcGU2C7I63q/oqc2dxhxhuIs8zvdTXBIjzq/r2onqCJblnllRyWXkGXlqSCTFqnMFHU0zJKAMYFJ6BsQTyk11UNq1K7m7WM4pO4a8gz1pwDDIfWnPa/MCqhVgOEQtcqd6GM4pI4CqmxnOESlcNzGCrACmlaA4RBNHx9vnhVgBVQqwHCISuG4jRVgBTStAMMhmj4+3jwrwAqoVIDhkNMTToqOWTUXpuW/Q5eVJjV7omPs/a+CKyTi9CY8xd1e9wpylWjidpUISF1HESlfUnRJD4ouudun2+P4kTnoLTgC3HupMbrkRKcc00L3ih5PnQpoCEhdQ3v4moACL7jxd0BD3J/3Q+eqwoyVn8PhpMyREzWk80sIDTqKRZtfQn6JN3KlSexydGvxDY5k9MXG/XfI9xv0lbimzz1wOPwwY9UXiufv3vILNI5ZjfX77kZKZi95LCZsO/q2fw8Zee2xcufjip4rezwBizkHf66biLJKLwTTrsmvaJUwGzuTr8PeYyPlnnZ9N6CVjlxTaoAwaorbEY2nAm2C981A4ME5KGpxNUqaj5DWqQ3Y8WwicvUb8Ms/hJxez6AqLMn9XtQSaSMNOh0UU3MPWZIYkHbl5/KzhG/6BOaMzZLLiXA7Ode1vTJHAkJmUmxMgbNSXr6TXwTGBLXA1dZEBOvVue78k2dhOOSfqMT3nK8KMBxyvp4M74sVqF0BhkPq+HYwHFJHAVW2MxyiUjhuYwVYAU0rwHCIpo+PN88KsAIqFWA4RKVw3MYKsAKaVoDhEE0fH2+eFWAFVCrAcMg/E06feQzGpb+f8eiYU61eE9QhPuaLj/o1wQlirtiFj0FfWSS5gAg3EFEhuym6JFlEl9xI0SVDFEsaSjIRs+x5inSJoWiXCfLYqaJQhDuHcOkoa9SXom3+I/X8XRRK3Jx7yPfBgekrvqZIEIO8zsBOryIi+BCWbH0euUXN5etN4xajS/PvcSh1ELYc8sbn6HQOXNf3Dricekxf+Y3iWS5p/QkaRa3H2t3343iO1wkjKmQP+nd8C1n5rbF8x9OKnhE9H4HZrwCz105CRVWoPNYmYSbaNJmJ3Ueuxu6Uq+XrXa9cg8QSck2J705wDgEX1covdw8i176LqohWyOn5hDxyqoieoP1/IOjAHyhuPhLFLUZJPYayHAJKnpHgnurAjmfCyDUT4Ze3T1pDrCXK6yjTmxxlbvd5reLnuN1X0oZ/JY+JGBoRR5PX7UEpIuhcVJ6jAr+WHMLU0oPYU5UvLxlpCMC1gU1xE8XGtDB5z+Fs7onhkLOpLs99thVgOORsK8zzswJnXgGGQ+qoKcMhdRRQZTvDISqF4zZWgBXQtAIMh2j6+HjzrAAroFIBhkNUCsdtrAAroGkFGA7R9PHx5lkBVkClAgyHnEI4ER2zYy2MS2bCsHez+8YzHB1zqmML3U4xKceUMSnmzG0I3/ghxZp0oFiTh3za4+Y9RKBGGdIvmwyXySqNB+/5laJL5lJ0yfUUXXK5osdYfBzRyynSJagBsvq9Io9FrZoAU0Eysns/D1uo19FD3GA9ugQhO39CacIAFLa/xd3jtJM7xb1ke2FE2hWf+ezLAydsDvsGsb08wSEgmOJt+OXuV4AO0hoEswiopTRxMEEtNynmqwl0EDeEb/qYnDC2UKzKAwTPdJZ7/PIOInLNm6gKT0LOpc8o5opd8AjFuJRI8S0ixsVTws1DuHqUJA1HUctr5Os1uaZ4BuV1yM1DuHp4ygvsvEfATrBi/cBDfyJ4728oaXYFilpdJ40ZSzIQvWycD7DjaYxYPwn+2TuR2+MRVEa1ky5bji5D6M4fCNjpR8COF6bx9EhnQ2eUdsWndEYm6XLEhskQbie59B5V0vt0tsoBFxaVHSeXkANYVH4cNoqRkZ6TcKHBloYUG9McgwMawqjTn60t1DgvwyHnVG5e7AwrwHDIGRaUp2MFzoECDIfUUWSGQ+oooMp2hkNUCsdtrAAroGkFGA7R9PHx5lkBVkClAgyHqBSO21gBVkDTCjAcounj482zAqyASgUYDvEV7lxGx5zq2EIpusVCES75Hf8P5Q3dMSn+ObsQse59VEa2Qe4lj/m0x829DzqHDenDPobL6I5vCdo/k9wpZkvOFMKhonqZCo4gatVrsAU3RnbfF+ShyDVvkTvFAYI2niJ3ihaKHuvhBQjZM0VyIRFuJJ6qDdqAi2JN/rxHcvvY2+ZLhDRzyT0R696jZ9qtAB3EoIBZBNRS0nQYQS2jFevLoMPlBDoY3KCDqNpgBwG5CNjFFtIE2X3GKeaKm/sA6VVJen1IegXIY4GH5hG0MQ0liZehqM0N8nXLsZUI3f4dyhr6OnTUtk7c/Iehs5UqgB3PhIGH59NzTqXnHErPOUa6XBuw4+kJ3/ABOX5sJzhoLEFCHaXL1iOLIWKISpsMQmHbm2t4Lx6k56xQPKes/SWP0vvU1qenrhf22wowpfggppceQrajXJ6ulSmMgJAkXB/YDOEGc12XUd3PcIhq6bjxPFCA4ZDz4BB4C6zAaSrAcMhpCnby7QyH1FFAle0Mh6gUjttYAVZA0wowHKLp4+PNswKsgEoFGA5RKRy3sQKsgKYVYDhE08fHm2cFWAGVCjAc4hWuxuiYJi1hG3gNHJ37AiY/lSqrawvb8gUC0tYjv9NdKG9wiTSJcNkQbhsC2BDgxsklAxpXfkFZL24nhqADswgQ+V0RXeLp88s/hMjVb6AqrBm5XTwrT+cFBx6TQJTqFXjoLwInpivcLsR4/F8Us+J0kDvF5+RO4Y2OAcEq8QStOBwmHBvwKfyqmWfUBDqIuQIJZgkmqKW4+QiCWryxLmIsbt5YKcbmZKCjtj0bi44hesUrBMA0IgDmJcWzePdMbifkeuKp2mALSwo5dOyo2aHDWJRC64z3WSduHgEodgGgeIGdU61jKiRgZyUBOyEE7PTxAjueHhErJOKF8rrch4q4rtLlmiCT6g9ak0NKTfE06t5Ub1eRswozS5MxtfgAtlTlyAOhen+MsjbBmKAW6OgXUddlzkg/wyFnREaepJ4UYDiknoTnZVmBOijAcEgdxBOtDIfUUUCV7QyHqBSO21gBVkDTCjAcounj482zAqyASgUYDlEpHLexAqyAphVgOETTx8ebZwVYAZUKXPRwyCmiY+xDRsPZWOmaoVJmVW3hmz+FOX0TQQD3EgTQTZrDlH8YUatfl6JeROSLoiiuI/7Pu6VLacO/kodkmIMiZUS0TPXyy91LsMk7FLnSkiJXnpSHThU5ErT/DwJO/vCBTbwuHB+RC4fXEaIquwJN1j8Iu92MrFEfKdb3gg7eZxQ3CJhFQC01uZ14QYf3KQomSJ6vNrcTY0k6xbS8AHtgHLL6v6pYvza3k9piWuRIncYUqdPuRKTOiRmNJWm0zos+60hnQmeTdiVBM7pq0Az11bSODOyENkVO7+d83p2aoCE5BqdaPE31xtiFj0NfWYiMwe/AaQ6VhiJXvwm//IN07k/T+TdX9Y6KJuEDs6I8TYqNmVuWggpyihEl0KS+AfG4kWJjLrc0ht85jo35uwdiOOTvFOLx81kBhkPO59PhvbECNSvAcEgd3wyGQ+oooMp2hkNUCsdtrAAroGkFGA7R9PHx5lkBVkClAgyHqBSO21gBVkDTCjAcounj482zAqyASgUuWjikrBjGNQtgWv47dFlpknqu4HDY+42Avc+VcIXUv7tB+MaPYM7cirxuD6IippO0R1PhUXKVeJXcKRLIBeNFxakLdwrhUuGiqJV0EblyoqzJCxGy+38+MTBi2D97JyLWT0JlVDsp2sVT4Zs+JneKLcjrej8qYrso1gneNwMCRigiR48ScvbwlAfaSB86CS6/QPl60e5StEp+GDaHFdlXTVbMJYMOne9EeXxPeUw4kwiopajVdZJDSfXygg4TCXQIk4dEdIyIdhHQjIBnPGUoy0bMkmfhsEQhc+Ab3qmcdnI7uVdyOZHcTqqV5fgqhG771ic+xqvlYIrUuUnRYyjNQszS53zWqTVuh7q96/RCAcUHifLL3UfAzsRa3WFCt31Dfavp/tul/YmSgZ0WVxG0c5ViX+KHmMVPw1Cei8xBb8ER4H63vXo9R3o19en5uwtHbcWYUnoQ0yg6Js1RKt+eaArCaGsSbghqjjiD5e+mqbdxhkPqTXpe+AwowHDIGRCRp2AFzrECDIfUUXCGQ+oooMp2hkNUCsdtrAAroGkFGA7R9PHx5lkBVkClAgyHqBSO21gBVkDTCjAcounj482zAqyASgUuNjhEio5Z+CsM6xdBV1Upqeb0RMd06Q8YvdEiKiU9ZVtVFZCVo0N0lAt6slbIzNQhItwFs9doQ+6vyb3D604RTy4Y4xVr6WyliJv/MLl2WCjC5AN5zHp0KUJ2/ojSBHK7aK90uzBnbUP4hg9REd0Red3Hyj1eaONugjZ6KNYJ3jONYkzmkQvJaJQ0HSaP1eROIQazlhajU+mjsLmCkT3iPcVcNYEO4obg3VMQmLyAAIwxBLUMVfTELHkGhrIcCfQQwIenolaOJ3gmhaJYXqRIlgT5ur4iH7GLnoSDQJLMwRPl6zp7BcE0DxJM408wzceKNQJS1yFs65f07Jcgv/Nd8ljgoXkUqTNNem7x/NXLUJ5HEMZTynWcFKnz130EoJgIQPECO54+7zo9aB2364t/zi5ErHtfivPJveQxn/cpdMf3sKQsR0H7W1GWQO+s0MsD7LS8BiVJw316oglaMRK8ktl/AhyBMdK4gIwEbJTdZxzp1cSnp6YL5QTUzCpLJpeQg1hXkSm5hoiy6owYYU3EmMAkXGJ2z3++F8Mh5/sJ8f5OpQDDIfx+sALaU4DhkDqeGcMhdRRQZTvDISqF4zZWgBXQtAIMh2j6+HjzrAAroFIBhkNUCsdtrAAroGkFGA7R9PHx5lkBVkClAhcFHOJ0wLBzPYxLZsKwd7NbKaMJ9m4DYR8w6qxHx9gpZWPufD22bNXDZqe1xRd13YlfxW/p98OGOtGrp1NxihHr3iNQYLcECAhQQFRt7hRiTMSGCEDD6R+MjCFeCMNybAVCt/8XZY36oKDDbYo1zOkbEb75M4qt6UrxNQQxnKjQrV/DkroG+eRmUd6wl6InZNfPsB5ZLDlnlCYOlsdkd4qBbxK0ESlfT5leiJ7mx1GlC0fOlW8r5qoJdBA3CJhFQC2F7f6F0sYDFT3RS8cR6JCBrAGvwW6NlcdEpIuAZwQ0Yw+Ml6/rK4tIl8d8dNFXlUC4nThNVmRcpnQ0EXE+ItZHuKYI9xRPBR76k+CQ3yQ3E+FqUr1q0l9nLycAZSwBOwEE7HyouF/8UNM6/pnbELFRADsdCNh5yKcnaPtPCDq2BGlNbsZuwyDk5+vRzTYVicVzUdByNMqSvMCOp1nWpt8rsAc1kC5HL38ZxuLjyOr7EuzBjXzWqX5hPYEgAgiZVZqMUpd4id3Vk0AQAYSMtCQiQH92wapTblDFIMMhKkTjlvNGAYZDzpuj4I2wAv9YAYZD/rFUNd/IcEgdBVTZznCISuG4jRVgBTStAMMhmj4+3jwrwAqoVIDhEJXCcRsrwApoWgGGQzR9fLx5VoAVUKnABQ2HUHSMacUcGJbPgj4vS1JIjo7pNxKuoFCVqp1e25RpeuzcQzYh1aEQAkIEH1K9Rl/rQPt2Hi8GULTI2xQxsh85PZ+kiJGW0q01ulOcmKS2sYDUteSC8RXKG/REfqc7FWsGpNHYFhqjSJd8inbxlBfa+De5U/RT9NQGdMjQRn+CNgK90MaBz3PRv+HTsJkikX3Zm4q5Qnb+RBDIEhS2JdCkiRc0Cd3xX3LHWEHuGP+h9fsqerxQw8sENTSUx0Ski4BnMge8Doc1Wr6us5cRoPGQj6OKvqKAHEWeIGgkhGCadxVrmAnQCK8B0Ag6MIsiXH6n6JaRKG4xStGTdrQM3XY+hAqnFd/qPkKA2Ymq4lLc7UfXEIh9l0xGVKT3fEWz17nFC4KYMzYjfNMnBKZ0JjDlAcUa+w/o4Fg1FYOj5uF/KTdhYdYw6bW6qdFPGBKzAL9l/gsNhg1CowbKdbyuKi+QS0hjaU7veSlhGs+C6Y4yTCMgZCr9lWwrkvcRb7BidFASxlB0TGOKkNFqMRyi1ZPjfQsFGA7h94AV0J4CDIfU8cwYDqmjgCrbGQ5RKRy3sQKsgKYVYDhE08fHm2cFWAGVCjAcolI4bmMFWAFNK8BwiKaPjzfPCrACKhW40OCQ42k6HFtzBPE7ZyIpcwFMLnd0TGZgK2R1ugaJo/tB73fuHA6qbMCEN41w0rd6j1mIzgOJnHRm3bs4MXKE1z0kcvUb8Ms/hJxez6AqLEm6uzZ3EDFWm6uIxx2kPK4b8rvcq1jVcmwluYp8h7KGvVHQ8XZ5zAtt3EzQxiBFT+i2b2E5vkpyIRFuJJ6qDdrY9UY2hnZ4FraAGGQPmqCYyxMfU9SKImqaeR0vZOeSTncQ1HKpoidqBcWhFPnGoYhIFwHIZA56G46AcG+Powrxc++n+BgTxcd4o10M5bkUA/M03RtBPW8p1vDP3omI9ZNQGdUOuT0ekccEGCIAEQGGCEDEU3v36THjNxs+7HAPKp3+uH/z59J5h/gV4N0Oj6CgKhTP75uEO263I7Za6kpN6wSkrSdg5wsCdroTsHOPvEY2xRF9/JkBV8dNw5Wxc/Dr8dH4K3O4tM4tCf/FgKgl+CHl31hTOAiPPGhHYKD3kaJWTYCpIBnZvZ+DLbSpNFATTFPlcmJu2VHJJWR5eSo8b6NZZ8AwS4LkEtI3IB56H7RJ5T+A6rGN4ZB6FJ+XrrMCDIfUWUKegBU45wowHFJHyRkOqaOAKtsZDlEpHLexAqyAphVgOETTx8ebZwVYAZUKMByiUjhuYwVYAU0rwHCIpo+PN88KsAIqFbhg4BCKjtn38yrE7pmOxMhUSQ0nDMgwJiLFrxWKDJHYlNcNQY3jcdMNTinKxVPmjC0wFR+rUcGSxKFSJEj1qiDepHzDQhTnlsNG8IeeTEECzPSrATAFBiCg2xCY/d0dtirgtbeM8NeX4bKY+e6LJ8Ehx0obYUthVwzo78Qg+stT3g/6z9MH/UTpss5Wirj5D/u4YIgxEaki4kNEpIqIVpGfL3MruWB8hIqYTsjr9qDiWSwpyxC64weUJgxAYftb5LHg3VMRmDwfha3HoLTpUEVP2JYvEZC2TnIaEY4j8n5XErRRSNBG73G03ybu5y8B9r6biWHdnvfZlxgP3jsdgYf+QlHLa1CSNFyeS8ARApIQcISAJKpXTdCMGBeROgKeEZE6IlqnesXPcbuipA3/Sr5sKMlEzDLalzWGImqU0Ipf7j5ybplIji2tyLnlCa8uFCkjomWKWl1LMMuV8vXJHxuQk6vD111H92H0AAAgAElEQVRvk67dsek7CZ+I8MvBW+2fQE5lFJ7ZORHt2rpww3WUM3SiTNl7EbX+HeSZW2FaxdPIywfa+q3GVdYvkRl8KRx975DvXb9Jj9lz9Lgqbgauiv8dM9Ouwex0t3vJbY2/Rp/IFfj2yB1YldsXt97sQPMkXxea/S2fgj2qJUJDXBIYIwAZAcZspnd3SvF+/F56BAVON1AlqpNfBMYEtcDV1kQE6/0Ummr9B4ZDtH6CF/f+GQ65uM+fn16bCjAcUsdzYzikjgKqbGc4RKVw3MYKsAKaVoDhEE0fH2+eFWAFVCrAcIhK4biNFWAFNK0AwyGaPj7ePCvACqhUQPNwyInoGCyZRWBCFvwSrLB0iKxRjW+O3InVuX1w1/850Kih+8O5i34xrvgSMcXrauxZmfA2mrb3ulAUFunw3Q96PBP/OML88nx68qvC8Wbau7jtVidCgt1r/PqbAWn7s/Bm+6drXGNdXk9ML7gHt99GPUHeD/qeKJCsvgR8BCe4ex02csG4j1ww/MgF4xPFfALMiCJAwxaSgOw+L8pjsjtFdHvkdn9Y0WM9sgghu35BaeIQFLa5UR4LliGI6wiCuELRE775U5jTN1Hkyf0UfdJFHotc/SY5nRwkp5NnyemkmXS9+IgOKd+nYmjXF332JcaDDvxBMS1/kAvHVeTGcZU8l4hVEfEqAmYRUEv1ilz7DsXt7FXE7YjxWIJm9ATPpA/7QIJnqldNcIixOBXRy1+CPaghsvq9rNQy/zCiVr8uPYd4Hk8F75mGwMPzUNT6BpQ0vUy+Pn6CETY78HW326RrE/fSWRMdEmoqwF1NP0dGRRzG7XoDEREuPPyAGw4RMMnyGYfwYNzrOF7WED+n/Evq6RCyHZfH/oXl2f2xPfQ2XDPKIcFMBw7q8MPPBnINmYVrG0ynd7kXVmb3lcaGx81Gm+Bd+DL5HqzLuxT33W1H3Ilkn2Q6g+iN76F5wC5MOX4jjpY2hp/JhTsaf4wgQym6NRmKTdZy7zkaAnCdtSluDGqOFqZzE72kEP8c/cBwyDkSmpc5KwowHHJWZOVJWYGzqgDDIXWUl+GQOgqosp3hEJXCcRsrwApoWgGGQzR9fLx5VoAVUKkAwyEqheM2VoAV0LQCDIdo+vh486wAK6BSAa3CIbrUwzAt/R2G9Yugq3I7HRw2tUdRs1YYkLQeyaVNsaOog3S9ffA2JFqT8f3R27A8ZwBGDHeiR1cnHPSN/pepegxxfIIuYRuxIa8H0ivipZ6BUYsQZCrG8/RBv3PfGPS61O3o8T+6f9cePd7v+BCCTUWYm3Elqpx+8NNX0Qd9cpSwBeOx7R+gbWsnxox299hpnXXzMzDaOQ7F9mCsotgPMjpBtF8auoWuxxFdV9gH3geL0qBEAhcEwCBcQIQbiKdqAh3EmKmAgIZVAmhoSkDDc/L9AqQQQEUluWDkVnPBEDcEHppH7h3TJACkqNV1co8ANgS4cTK0IW4I3/ABzFnbCdwYS+BGR7mnJmgja6MOOX8dw5AuLxMc0oSglXGKNzXw4BwE75shuYYI9xBPedYQMEslQS3VS8S9COBFxL2I2BdPxc19ADpHJdJEdAxFyFSvuHk0Zqexas4hMkwT3BjZfV9Q3G8qPEKgzWu0Zxrr4x0L2f0/WJMXEkhzEwE1g+WeqdMN2LHL6xyimIx+EPDHy3tew+ABTvTv55SgpHcnGxBmO4IX2rxy8u3Sz4uzBuPnY7fiumsc6NjeJb2v3/9kQIuyuRjdaEqNPZ8euh+2ht2lHgGNHDumwzf/NeCBxPfRIXRbjT3RLXsgz2DGUGtDio1pjsGWhuS5U81ap8Yu7V9kOET7Z3gxPwHDIRfz6fOza1UBhkPqeHIMh9RRQJXtDIeoFI7bWAFWQNMKMByi6ePjzbMCrIBKBRgOUSkct7ECrICmFWA4RNPHx5tnBVgBlQpoCg4hosKwZSVBITOhP7jT/cRGE+zdBiK14/X48I/mGBI1Hzcm/Iz5GcMwJfUm6RP3mIY/YyhFuvx87F9YWTAUD5FzQzA5dKxarce8hXqMTZqEjiFbMfnAI9he2En6qP5i6xeRYEnBy7tfRaa9EcY9Y5euv/2eEcUUlfJRx/sQYCzHA1s+RaUzgGJjyvFx5/tQbg/A2G2fIjAQeOoxspI4UabCFIINxitgA//MbYjY+CEqojsgr/tDPicYvXQcjKUZBIe8RnDICRsIuqs2OMQvdz9BIG9TFEoLctV4Sp5PuHkIV4+q8CTkXPqMYp3AA7MRvH8mQSAjybnDHVEiSkSnCPeQk6ENMRax7n345+zygTNqgjZS5upRtjEZgzq/6gOtuNc5Aac0HUZuHKPl9SPWvUdr7KbneJyep7VizzI4QnBKZTU4pTZdRLOI4hGRPOnDPpRjgmqDaaTXqhZXkZBdP8N6ZDEK2/0LpY0HyvsSfNLU3/S4wjWJQCFvLIvnBuEcsify3xhJYJJ4j7JzdPjwEwOi/DJxW5Nvavy7d2N+dyzJHoLuXZwYOcILGh1dthkJRYvgoks6ijQyUCSM+L2oQxHXonnvZnJs0qzZeog4miua/YQmYTtRbi6H0+CNLjLajBhXeDMap7TDhEeNirilGjd1AV1kOOQCOsyL8FEYDrkID50fWfMKMBxSxyNkOKSOAqpsZzhEpXDcxgqwAppWgOEQTR8fb54VYAVUKsBwiErhuI0VYAU0rQDDIZo+Pt48K8AKqFRAC3CIrrgAxtVzYVg+C/q8LOlJneHRcPQbCXuvy+EKckdfrCTYQ7eDXBUaTiVHjyswLXUMfTUH/TxFiumYmXkDogcPQ5PG7ugWye1hpw6Pt5goRXK8d+AJ7C5yO1E83+oVyW3ktT0v4khZU4y934GoSBemTNNjJzmHfN75Thj1dty7+UvYnCaY9DZ81uUu2J1G3LvlK4VziJjP5IkpCSVXj95uVw8BWAjQojKyDXIvecznBGOWPANDWQ4yB74BhyVKHo+bez85ZFQR6PAxgQ7+8vXa5vO6YPg6dwTt/50cQmZJYIgARDwVeHg+gvdMRUniZShqc4NibwJAESBKTs8nCdxoKY+Fb/iQHEW2EehCjiLRbkeRfT/SmaQcwICOb/hAK2LcmkyxNrsp1qbJIBS2vVmey7vGU1Jf9ZIjZ7rch4q4rvLQqeCQ2IWPQV9ZhIwh78HpHyz1+OXuI5hmYo37MpZkIHrZONitscga8Jq8Ruj272E5thwF7W9FWUJ/nzMT0Edmpgv5BXqUl7tgsegQHu5CowYuBAV5b7dVAa+9ZYRTAB4Ei3jChGry6/A4h/gs9jcXipxVGL/2CBb40VlF5sh3+1X6o1lyUzQ/1BJRue4IJmKs8MIJAOp019Hq/QyHaPXkeN9CAYZD+D1gBbSnAMMhdTwzhkPqKKDKdoZDVArHbawAK6BpBRgO0fTx8eZZAVZApQIMh6gUjttYAVZA0wowHKLp4+PNswKsgEoFzmc4RIqOWTgdxo1LKJvFJj2hM6kdbAOuhqNzH0BPlgknlXPzHDRMn4FDwcOR1/Qa6aN7YvZMRKXORmHSKJS29AIQHueQp1q8jhZB+/H2vmexr7il9LH+6ZYT0DzwAN7c9xzKgprj3rso04OqsEiH737Q460mt0s/37HxO/cOqOfrrrdJv336yLe47VYnQoI9n/xrBhFkp4/w5uTo8bTPs8QsehKGinxkDJ4IpzlMHo+b9xBFpJQh/bLJcJms8nUzOZGE1+BEYiw6hugVr8Ae3BBZfV9WrBO851cEHp4rRcqIaBlPCXcM4ZJxMrQhxiMpusaPImxyej1LbiDN5J7wzZ/CnL4JeV3uJWijm3R96yQjAst3oV+HiRRr05pibR5XrG9JWYrQHT8SaNGPgIt/y2NRqyZQTE4ysgmksRFQU73CtnyBgLT1yCdApzy+p3vIYUP83PvonTAh7QqKlTmpatJSRNMIt5Oa4BwB5Qg4xxEQgcxBb8mzhW77Fpbjq1DQ4TaUNaJ3sA61eKkeS5eR9QeVAg6pRoh06uDCNaPcETH/pCiwBivL0zGl5ADmlqWgwuV+b3W0QHxaQwJCWqDx0SYwutzreqprFxdGjXDfe7EUwyEXy0lfmM/JcMiFea78VBe2AgyHnDhfp9OFdz+bgj/mr4KDMNm+PTrgpcdvo3xFf6SkZuG5N77EngNH0SA2EuOf+j90apskdTIcUj9/gzAcUj+686qsACtQvwowHFK/+vPqrAArUD8KMBxSP7rzqqwAK1C/CjAcUr/68+qsACtQPwqcd3CI3Q7DtlWK6BiXnz8cPQYTFDIKrgZKUOBk1YIO/IGg/X+QC8ZV5IZxlTQsnDGEQ0Zx8xF07Wq5xUHfwqf+qse1utfIJeQwJux5AYfLKJKD7ni8+dtoHbwb32Q9iUuva6UAPSrK7Wi6+F44YcDS5l+gvEKH3Gzgloq7oIcDhwd9BnOAUbE1L4jQllxCHpXGPLEmttBEgiCe93kBvG4X75LbRYg8Xtt1AWYIQKMitgvyut4v3y+iaUREzckuGOIG4doh3DsK29yI0sQhco8lZRlBGz8QAEHQRgcvtCFuEPE4IiYnu884islpIveEkWNKQNpa5HciaKOBG9pY85wB0cE70Lf9e6iMaidF0VQvy7GVCN3+Hcoa9kJBx/+Th7xrvEhrJCh6ZECj4+3U11sa09nLETdvrBQZI6JjTq6YJc+SC0u2woWlNphG9OorChC76AlJ94wh73qfcSs9Y6p4xjvoGS/1Wed0L2zboZPcawRdFE3mMHHxRHG4XCgs1CEm2oXmSV7A6FRzH7UVY0rpQUwrPog0R6l8a6IpCENsLWBe2gJVqVZyCHGhskoHSmiCnpY1+QHduzoxdLATeiUvcrqPorn7GQ7R3JHxhqspwHAIvw6sgPYUYDjkxJlNm70U02cvw2dvPQ6TyYj7n30fPbu2wX3/HoVbx05A7+7tccfNw7FszVa8/sGPmPfLOzAZDQyH1NM7z3BIPQnPy7ICrEC9KsBwSL3Kz4uzAqxAPSnAcEg9Cc/LsgKsQL0qwHBIvcrPi7MCrEA9KXC+wCFSdAzFxhiXz4auKE9SwxMdY+s7HLBUy+Q4hVbB+2Yg8OAcFLW8BiVJ1EclnDGEQ0ZJ08tR1Pp6RTd9h0fIolcQWHkMa+NfRJFfExQUAgMr3kdU+Q7kdn8IldEdFD0yiGAwI/3yj+SxuLkPUtxLBcEJHxGkYFb0iLgVEbtSQXPl0ZyiBGAhIAhbcAKy+77o81Sx8x+G3laK9KGT4PILlMc9LhjC0UI4W3gqIHUdwrZ+SW4aPchV4275uuyCYYkkOOJNxToh5NphJfeOgva3kHvHAHlMuGMICONkaEPcEL3sRRhL0pDVj9xIghrIPQLyELCHx1WjkgCHTa8bEB+zBb1aTlY8u3fPa2nPX/nsWV6j/3jYA+MVe5ajXdpRtEtjd7SLvqoYsQsehdMvCBlD3/fRMnrZC7TndGT1f5Xmi5PGzRmbISJqToZp3POV0HyP0HyBNN8keb6wLZ8TALNB0lfoXJ9V7rRjVlkyuYQcxNqKTHkrVp0RI6yJuDEwCT3MMT5brKJIGxF/I2KS/AgOuViL4ZCL9eQvjOdmOOTCOEd+iotLAYZDTpz3tt2H4O9nQqskN/371c9zcOhIGp64bwwuv/lJrJn9CYwGtz3g9Xe9hKcfuAndO7ViOKSe/n5hOKSehOdlWQFWoF4VYDikXuXnxVkBVqCeFGA4pJ6E52VZAVagXhVgOKRe5efFWQFWoJ4UqG84RH90P4xLfz+t6JhTSRW8ZxrBIPMkCETAIKKsyQvJIeN/5IwxmBwybvJpF64awl0jqxqIEL7pY4IHtkgOHAIeqF5eEEEJDgiYQEAFAiYQUEH1MqdvJFePzyhupSvFrlD8CZUALAQEIWAFAS2cXF7Y5EPJEcNTMUufg6E0C5n9J8AR6P34XxvQUZsLhpjPC3T8h1xC+sprBKSuJ2iDXFFOAk3EDbWtH0JOI1ZyHPGAJoWHdNj1hQFJrTaiU/RHNUIYsi4nuZ3Iawx4HQ5rtEIaEXcjYm8K295EsTeDpTE9xe/EUgyP0xxKMTzv+GgZRbE6JorXySIIx04wjqjaYBoxVhsAJGASAZXU9F6cq7+F1xEIIoCQ2aXJKHXZpWWF98glBIKMISBkpCURAXqlc8252puW1mE4REunxXs9WQGGQ/idYAW0pwDDITWcWWpGDh5+4UPcSU4h0ZFhGP/efzHz29fkO58Y/yku6dIao0cMYDiknt55hkPqSXhelhVgBepVAYZD6lV+XpwVYAXqSQGGQ+pJeF6WFWAF6lUBhkPqVX5enBVgBepJgXqBQ0R0zOZlMC2ZAf2RfdKTn050zKmkEhCIgEEK24whGGSodKuFnDFCySGjNKE/Ctvf6tMes+QZihzJUUSOhG35ghwi1lN8CDlENFA6RNQGIsQufBz6ykIJThCQQvUSUSRuh4ye5DpxpzQkAA8BQTgsUdLaJ1fcX/dB57Rhb8vP4NKb5OGmh16Af1UaDjcdj0r/as4d+csQl/E9CkL7Iz3OGwVjcJSgxf6H4TAEYn+LyYpl4tO+REjhWqTG34WiEHcUjKig4k1oePwTFAd1xfGG3ogaMZZ08EmYbHk4kPQ27Cavc0lM5i8Iz1uIzJibkBc+BAV7dUhdpkeb7uvQJuBTevbu9Oz3KNY3Z25F+EYCR6o5qogbYhY/BUN5HjIHvU3uKOGKnuDdUxGYPB9FrUajpNkwt5YUGSOiY2rTMmrVBIrxSZbie0SMj/RenMIdBeTKEf/XvUSdGJF2xWfy+sL9RbjA5HV7EBUxnXzO7GxdSHeUYRoBIVNLDiCZImQ8FW+wYnRQEsZYk9CYImS4/rkCDIf8c634zvNPAYZDzr8z4R2xAn+nAMMhJyk05p5XsHNfMm4cNQjPP3wr1m7ehclfTseUz1+S73z+za/Qolkj/Gf0MJRWuIlYrnOrgL9JT04uelTanLA7nOd2cV6NFWAFWIF6UkBPIaz+Rj3KqyiQ9QIpp9NFWbLif1fCxQqwAqxAzQqIP/MZDTpUXED/7OOzZgXOlAIO+veogf89eqbkPK/mMdGf+cSfkKrs/P/vnlcHw5thBViBs6qAH/2zj5JVYDsH/+xzFRXAsWgmXEtmAQW57ueKiIFh8CjoBo6Ezlr3j9t+m/8L08HFqOp8K2zNh0hLGJOXw3/D17A36YvKHm4wo3pZZj0MXXkByka8D5fFDSL4r/8SxiMr6f67qK+P4n4dQR2WOU/CRY4WZcMnymOWOU9AV5otXRNj1cuYvIz28A3sif1Q2f0OaUhXlgfL7EdpzTBa2xtd4umzTr2NfuvCr8u/oV/18nRDuryI0MAULNz8MgpKmsjXk+IXoFPSTziYNgRbD94iXzfqy3F1n/tgt5sxc7UXdBA39Gz9MRpGbcDaPffjeLYXgokN24o+7SchPbcjVu16VPEsI3s+RG7gRZi1ZhL9d2IvBNM+cQpaNvoL2w/fgP3Hr5R7ely2BgkVn8Oe0AuVPZVwiCF9O8wr3oUjpi0q+j/l1fKPsdBVFKHsqg/gMoco1vfbPg2mvbNR1f562FqPdGtZlAbL3GfhCopD2RXK6BwxHrD4NehzDqB80Dg4I5tLPcZDS+C/6TvYmw5AZbfbFWuIH6xT/yNdK73hv/KY2KvYc0Xfx+GIU8YN+UxQxwtVLidmFSfjh/z9WFxyHJ4/nZh1BowMboJbQ1tiYGAD6c8uXKevgPjWIT5x8HeO09eOO+pfAauZ3YHq/xR4B6zA6SnAcEgNeuXmF+HNj35CSFAghg/piXFvfY05P3j/IPfQCx+g7yUdJOeQglLb6SnOd58RBQL8DdIH0rJKB//HsjOiKE/CCrACWlCAvo0igP7AXVJ+4YCJLgpV1un4Px9o4f3jPbIC9aWAcE0SHwpK6c99XKwAK6BUgP89euG+Ef5GHQG0FxYUfOGeFj8ZK8AKnCkFAvwMEP9uq6D/MdhZq2RyB1k0A1i3mL7Envjvum26AkOuATqSW4XeHSt+Jsqy+Vv4EYhR1uU2VCUOkKY0HVsD6/rPUdWoJ8p6kBvESRUy+0HoKktQOILiW/zdgIpl83c0z1LFPJ42PYEIwQuegzM4HkVDX5dnC57/LPTF6dI1MVa9/A4vhmXL96hsOgjlnd2uHgJ+CJnzEK0ZSGt/5LOv0Om3Sdf+3EN7qcZHdI98FSF+h7AhexwKbUlyX2PrX2geMgVHSy7HgaIb5es62DE4/k44XUYsTv9KsU7HsMmICtiCbbkPIbvSG58T7r8LXSImIq+yLTbnPqnoGRBzP4HkZVia8THsTqs81izoNyQG/YFDRdciueQq+XrHHisRdfwrVDXug7JuSjjHmL0bgcvJgSSqJUr6PSv3hMx6ALqqUhSO/JhcZbxriBvMe2bCvHsmKtpcjYrWV0s9hsJjCFr4AhwhjVA8xDeiJ3D5WzBm76E1nqK12kg9/ocWImDrj6hsNgTlnbwwjWcToTMI4nE6UHDN1/I7GrhiIoxZu1DS90nYo9v6nNmZuLClIgc/FezD9OLDKHBUylN2MUfiXyEtcV1wM4QY/M7EUhf1HBb61mEnKK7KIfA4LlZAWwqEWr1uUtraOe+WFbh4FWA45MTZr1i3HQ3iotA0IU66smHrXrz87nf48aPnMeSGx7Hqj49g9nf/QWf4rc/g1af+D13at+BYmXr6e4djZepJeF6WFWAF6lUBjpWpV/l5cVaAFagnBThWpp6E52VZAVagXhXgWJl6lZ8XZwVYgXpS4KzFypwiOsY+5Ho4YxqdlScO3fatFBdS0PF2lDXsLa1hTt+E8M2foiK2C/K6KiNSxHjcXIJDHBVIH0ZwiDFA6gnZ9TOsRxajsO3NKG0ySLFXY1EKoleMhy24EbL7ep2vo1a8AlPRMWT1fRH24ARFj4i6EZE3pYmDKfLmJmlMZy9H3LyxcBnMSL/8JDiE4mTiKVbG6TRiV+IXiGjnhXci174Nv9z9yOn5JKoiWsrrBB6cg+B9M1CSNBxFLQm8qVbxc9xQRtpwJRwSsX4S/LN3IrfHI6iMaid3iPnFOlURLWgdr6OHW6/7Sa8q0ovADaO/3BN0YBaC9v+O4uYjUdxilHzdkrKMYn1+QFlCPxS098bdiBv88g4ics2bqApripxez8k9cfMIDrFX+qwhbpCfs9mVFC1zrdRjKjyCqJWvwRbSBNl9ximeXfwQsWEy/LN2ILf7w6iMbi+NBx6ej+A9U1HSdCiKWo/x6YmbS3sgOKP6c0aumUh73keaPEHatPLpUXshj96/X0sOYQpFx+y15cvTRBkCcK21KW4Mao4WJmVUkdq1uM+tAMfK8JugZQU4VkbLp8d7v1gVYDjkxMm//8U07N5/FO+/8gBZ0Znw2uQfUFxShvdefgB3PP42unZoibv+NQLzlq7H5K+m46+fiPA1GBgOqae/cxgOqSfheVlWgBWoVwUYDqlX+XlxVoAVqCcFGA6pJ+F5WVaAFahXBRgOqVf5eXFWgBWoJwXONByiK8yFceWfMC6fTVEfedJTuaLjYes3CvZLh5IlR92jY04lVdiWrxCQthb5ne5EeQNyJaEyZ25D+MYPURHdAXndH/Jpj/+Lok7IISLtik/JIcL9v8YO3j0VgcnzCT4YjZJmwxQ9poJkRK2aAFtoIrJ7Py+PiWtiTFwTY9Ur8NBfCN47nUCEywlEuN49dAIAgd5IayvjXnT2CgJHHqTIC3+kXPoJzFFed4OIde/BP2e3D9AhwAwBaBQ3v4rgDK9zh1jK+4y0Dq3nqci17xBostcHdjAVHKZnfN3nGaW5/ryLDtWFtCs/J8LF6/pS4zPS/dajSxCy8yeUNh6AwnZKhw5Zy5DGBHW8IO8r/s+7aQ2nzxrihsBD80jLaShJvAxFbW6QeryQSRJBJs/4nHH4RvofoWZuRV63B1ER00ka90ImV9A5X+fTEzv/YehtpUgfOoncSwKl8cjVb8Iv/yByLn0GVeFe1xaf5n9wwU7Pt6j8OAEhB7C4PBU2+lmUSafH4ICGGBPYHIMtDWHg4Jh/oObp38JwyOlrxh3njwIMh5w/Z8E7YQX+qQIMh5xQqqKyCq9N+gFLV28lWzsnOrdrjpceuw3RkaFIz8zF0xM+x659R9AoPhoTnrkTbVs2kTrTcsv/qdZ83xlUgOGQMygmT8UKsAKaUYDhEM0cFW+UFWAFzqACDIecQTF5KlaAFdCMAgyHaOaoeKOsACtwBhU4U3CI/uh+GBdOg3HLCsDhjiZ0tOoC+8Cr4WhPkMY5ijYN2/wZAtI3Ir/zPSiP7y7tQzhjCIeMysi2yL3kUR/1anLVEA4cAh4QDhzCiaN6ya4a4c0JEnhaHhIOGAJSENeqaKx61eaqUZujh6u8FA0WPwyb3YqskZNBvIBc4Rs+gDlrO4EOYwl06ChfF/CJADSEm0YJuWpUL687ykfk9mH27nn1GwQ7HJKAiqowL+xgKkwhJw5yRwlJIGjjRcVcte3Z644yhNxRvLE2NbmmeCb0uLDYgxogq98r8jq1rSFusB5ZRM4uv0iOLsLZRZQAXAToUkluHrnk6nFyed6LvC73oiKumzQctP8Pgmn+kEAaAdScXLELH4e+shAZg9+B0+x27TgVAOQzQS0X9tsK8L/iA5heehg5Du93jtZ+YbjBmoTrA5shnNxkuM6uAgyHnF19efazqwDDIWdXX56dFTgbCjAcUkdVGQ6po4Aq2xkOUSkct7ECrICmFWA4RNPHx5tnBVgBlQowHKJSOG5jBVgBTSvAcIimj483zwqwAioVqBMcYquCgWAQ05IZ0B/ZJ+3A5W+BgxxC7ANGnbXomFM9quwQ0fUBipHpLN3ql7uPwIGJNUakeN07yK36CnLCOFEyOHBSRIoYFq4dwr2jMrINwSaPyT0Ra9+Ff+4e6ZoYq15BBJsECdikxdUoadlAjLsAACAASURBVD5CHor/k1xLXMK1ROnoUXG0CE13PoYqRzByrnpPMVf4JnISydiMvC73EejQVR4L3j2F3E4WoJAiUkopKqV6xS54BPqqEmSQC4bzhAuGGI9a+SpFshwlt5Nx5BLSRG4xlqQhehnF4wTGI6v/eO9UFCcTT7EyLoOJonDIaaVaWY8uJYeQH1GaQA4h7b0OIYGHyeljDzl9NB1GrimjFT3yOtYYZA2Y4B6THVVMbjeXk0qOqWlEMTUd3DE1MgBE0TgiIufkqslR5lQAkOiPWfw0DOW5yBz0FhwBEdKUsl7kcmIjt5N/WkXOKswsTcaU4v3YWpUrt4Xq/XG1NZFcQpLQwT/yn07H950BBRgOOQMi8hT1pgDDIfUmPS/MCqhWgOEQ1dK5GxkOqaOAKtsZDlEpHLexAqyAphVgOETTx8ebZwVYAZUKMByiUjhuYwVYAU0rwHCIpo+PN88KsAIqFVADh0jRMcv+kOJjdMUF0sqe6BhH78vhMltU7qbubR5XjVxy1ag84aphyqeIlNWvoyq0KXJ6P6dYRGcvp/iWsQQ7mAl2+EgekyNSmvlGjvhTTE1EDTE1ERsmwz9rB3IpuqaSImyql4AjBCQh4AgBSXgqbu4D0DkqkT7sQ3L0CJCvF2zMR5vMJ1HpDEPuyImKucK2fEHROevJHYWic+Ld0TmiBJghAA3hpiFcNapXTS4YYjx6+cswFh9HVt+XYQ9uKLcYSrMQs/Q5OCxRyBz4hnxdRzErcRS3IvYq9ly9LMdWIHT7f1HWqC9BG//xaklQjAAxhJuJcDWpXoaybMQseVaCLwSEIUo+kxrWEOOW46sQuu1blDXsjYKOt0s9IjJGgEEV0R0pOmisYg3xQ+j272A5tpL2dRvtr480LkcHnXQmnuZoen4j6ZDZfwIcgTHS5dr08lmQLjjhworyNIqNOYh5ZSmoIAhIlDCB6RfQQAJCLrc0hl91W5iaJuJrZ0UBhkPOiqw86TlSgOGQcyQ0L8MKnEEFGA6po5gMh9RRQJXtDIeoFI7bWAFWQNMKMByi6ePjzbMCrIBKBRgOUSkct7ECrICmFWA4RNPHx5tnBVgBlQqcDhxiOLwbBnIJqe/omFM9asS698nZY5fkHlFJLhKihDOGcHyoKSJFX1mE2IWPSW4awlXDU1Zy4AghJ47SRGVEihgXrh3CvaMitgvyut4v94Rv+pjGtkjXxFj1Ctn1M8WhLCZw4yYCNwbLQ15Hj/dpD0Hy9Yy5eejieAqViEDucDc04SkBRghAQoARApCQr+/4LywpK1DQ/t8oS+in6JFdMAa+ScCH16Eieuk4AiAyyB3kNXIJiZV79BX5iF30JBzmMGQO9sIpsl7+wcgYonQ0CUhdg7CtX6O8QU/kd7pTnqu2SB1xg2cdp38Izfeu1KOvKkbsgkclPTKGvu9z3AFpayGcQMrjLyFA5i5p3ExRQuEUKVROkTH5FB1zcoXs+AHWlGWkza2kTX9puLYz8fRGL3+JwJlUKe5GxN6I8ur1KukV57OOuHDUVoz/lRzAryWHkOYole9JNAXjBgJCRtNfcYb6A6hq3PRFeJHhkIvw0C+gR2Y45AI6TH6Ui0YBhkPqeNQMh9RRQJXtDIeoFI7bWAFWQNMKMByi6ePjzbMCrIBKBRgOUSkct7ECrICmFWA4RNPHx5tnBVgBlQr8LRxC0THG9YvIKeR36I8dklY519ExlVVAdo4OsdEuaf3MLB0iI13w9/N96Mi171CMzF7k9HyCYmRaSTfUGpFCYzKcYA5FxuB35Alri0gRNwSkriMI4kuCE3oQnHC33CM7enS6mwCJHorNhW7/npwrlqOgHcEJjd1wgiivo8dEOAnE8NTRH7NxadizqDJGI2fY6zXPVQ10EDcIMEMAGvkd/w/lDXspemqDQGqDRmqDQAzleRS38pQPNCIWqw3QCNr/OwQgUtxiFIoppqd6pR4uRvc9j6LcacV3uo9gDXAiwFWA0ZWPo9IYhvRBE+FnUp6zZ53qcE5AKgEjWwUwQmAKOapUr5xcHSqX/oLu5oX43/F/YUn2UDjpVfp3wnfoG7kUC6v+jSbD+sFyEq/hjZChyJ2QJtKUwuVEuJ1kDngdDmu0vEy5045ZZRQbQy4haysyve+RzoiRJ2Jjepjd7iNc54cCDIecH+fAu1CnAMMh6nTjLlagPhVgOKSO6jMcUkcBVbYzHKJSOG5jBVgBTSvAcIimj483zwqwAioVYDhEpXDcxgqwAppWgOEQTR8fb54VYAVUKlAbHFLf0TFVNmD+Qj02b9HDRr/X6egBxV9uPkT6+fLLnLj0EqfiySNXvwm//IPIufRpVIU3l8bkiBT6mC8+6lev2uJTvBEpfaQokupVU6yJGA/d9g05eqyuEc7wjJ3s9hGz5BmCDXKk6BYR4eKp/R9kYkCz51FljkfO4PGK9WXHizbkQpLodSEJI+eMAHLQEMCKAFeqV21xKLXFzejsZRS385BPfExteom15GiXmE7I6/agvHzw3ukQMT0iUkZEy3hq5249Zs+swAcd70elwx8PbP1cOt8Ivyy81eEpZFdGY1L227j9VrsC3DBnbUP4hg8pQqYDRcg8JE0nImNEdIyIjKl+XoXFOnz5lR6XBU/F5bF/YdqxMZibeYX0Kt3e5Cv0jlyJb47cicPGPrj7TjuMBq9qkRRF5EeRRNm9noMtrKk0IMM0FIEjonDWEQgigJDZpckoddnd7yb91dMcK8XGjLA0QYDeqDgL/uH8UIDhkPPjHHgX6hRgOESdbtzFCtSnAgyH1FF9hkPqKKDKdoZDVArHbawAK6BpBRgO0fTx8eZZAVZApQIMh6gUjttYAVZA0wowHKLp4+PNswKsgEoFBBxSUeXC4RQHosiNw3LcNzrG3v4SOPqPgqNNtxOUhsrFTqPtlyl67N6rlyAQiQcR/4d+Lz68V69/3ehAyxYniBEaiFo1AaaCZGT3fh620ETp1lO5XXhdReIoWuVVeepTOVFYKJ4klGJKRHSLiHDxVOgOcgdJIXeQkxw9xHhtriK1xZTsGp+GoV1fhC24EbL7vqR45uA90xB4eB6KWo9GSdNh8lj4xo8kQCOv6wMUa9NZ0SO7YPQmF4zQJvKYJ9YmnSJ1XBStI5fDhvi598FlMCH98k/ly6dyYfHP2oGIDZNRGd0eud0flnuCd09FYPJ8gkNov828+538sQFF+TZ8SjCL3WnAPVu+ho6OMiYgHRPaPov08ji8sPsN9OjmxIgrvRBQ5aFdSNz7PlL17bDI/zE4aKiVcykutX2P9NABcPW+RV57/SYCUObocXX8dIyIm4XfUq/Dn+nkXkIv0l2Jn+GS8LX4MvkerMu7FHf9nwONGnrfpbBVbyOgYD/2Nn8KzpiWCA1xIXrBEzBWFWBCt9vxtT0DyRQh46kGRiuuJyBkjDUJjU3eiKDTeO351nOoAMMh51BsXuqMK8BwyBmXlCdkBc66AgyH1FFihkPqKKDKdoZDVArHbawAK6BpBRgO0fTx8eZZAVZApQIMh6gUjttYAVZA0wowHKLp4+PNswKsgEoFUo+Z8OOPlWhTsBB9yn9DA5s7OqZCZ8FmyzCktr8O/a6NQdA5/NZdTN/bJ75vhIu+00uOIVQn2BCfp+zexYmRI7zggDcKhMCKkATp/toiUsSYqTAFUSvHE4SRQBDGi/L85vRNCN/8KcrjuiG/y72Kda1HFkO4d5Q2GYzCtjfJY7KjR9ubaWyQoid80ycwZ2wmcON+Aje6yGNRK8bDVJSCLAJA7ASCiCrP1uHIZykY3OUVKc4ku884xVxB+2dSTMtsFLW8BiVJw+UxAWYIQEOAGQLQqF6Ra8hRJY8cVXo9g6qwJHkobu6D0DkqkD7sY3IJ8Vf0xM9xx7OkDf9Kvi7rRdpm9/HqJW4QcT4i1qcyojVyez7u1WX3L7AmL5K0Epp5avwEI2wO4Ouut0mX9hW3lH7101ch0ZqMlLIEjN8zHg0buHD3HXQj1fYdOuxceABPtHgTZXYLjpW7NQs1FSDGnIkFmZdhX/hNuGaUQ3p3duzUYdpvBgJDfidAZAZyKiORWxUh9cSb0xBkKsYnhx7A5oLuCjhk4RI9uqa/h7YhO3GsrBFKnQGoNFegozFF6o1qdQlyCJwx6wy43JJALiHN0Tcg3gdeUgjKP5xXCjAccl4dB2/mNBVgOOQ0BePbWYHzQAGGQ+p4CAyH1FFAle0Mh6gUjttYAVZA0wowHKLp4+PNswKsgEoFGA5RKRy3sQKsgKYVYDhE08fHm2cFWAEVChQcysbeL/5EH/2fCI52f3wv1YfiqKkVMkzNYNeZsDGvOyqs8bj/Tgf8qrEDhpTNcOQch9VK8IXevXhFBWCnZA1XO3KHMClBg9Q0HSo2LICtrFz6aC/mMtCvNrpfZw5EQLeBiIt1z+OBQwIMpRgas8B98SQ65EhpE2wv7IQhg5zo18cLh8jxKf1egT2ogdSqs5dTRMpYgh8sBEF8oFBKuIwIt5Gq0KbI6f2cPCZHl5wUkSJuEK4dwr2jpOnl5N5xvdzjdfS4gcYuU6wTvuEDmLO2+4AbNTmd5O/RI3N6MgZ1fpVAjmYEdDyrmCvowCwE7f8dxS2uQnHzq+SxiLXvwj93D3IIzKgiQKN6RRC04U/wRk7PJ2islTxUEwDiGawRDqlFL9Ej4nxErI+I8xGxPp4K2fkjrEeXkqPKLeS2MkC+PnW6ATsJ3viq222KvXp+SC5tigl7X5SdQ6qqgDcmGtHYfBDPtXqtxp65GVfi19QbcMN1DrRr65Lepc+/MqCX5U9c33BajT0fHnwYGf6dcc9d7lgZj9vI2KRJ6BiytcaeZlHD0a6wLd4a3ATBer8a7+GL57cCDIec3+fDuzu1AgyH8BvCCmhPAYZD6nhmDIfUUUCV7QyHqBSO21gBVkDTCjAcounj482zAqyASgUYDlEpHLexAqyAphVgOETTx8ebZwVYgdNQQL9/K0xLfod+22qK8XDCr0kgLO3cbgonlydy49abHWie5I7cWL5Sj6TkT9EtfEONPe9mvYsrrwtFSLD7/gMHdfh5igHvtB0rOTWcXDmVUXhh30T8518OJCS4e378xYDCoxQv0t4LbFTvW5nTB38U3SE5Slgs3hFPTEtm/wlwBMbIAwJ0ODkiRQz65e4nt4u3CZhoQeDEU/L9/tk7EbF+Eiqj2iG3xyOKLQcenIPgfTMIzBhBgMbV8lgQXQuisaJW11J8ypWKnoh178E/ZzdyL3kMlZFt5LHINW+Ro8cBCaYQUIWotGV6lKw6gAEd36BrLWnsSeX6h/5C8N7ptMYVtNZ1NcxF7iDhXncQcYN4FvFM4lnEM3nqVHBI3NwHyFWkUuEqUpteYj5TwRECbV7zcTvxxu38h+CQvvLaAib6dYYerrQD5LjhdLvE0PFLHBD9vtxhgT00Af+m90KccfIRHb793gB/XTkaW49ILh3V3WXExMIVJKcqGn16OXHZEDc0VFCgw+I/C1CZleWOKDrRpxcxRQQ2BTRsiKFXBMAS4B775ncbZlUdhKHxRvhbc+X9+lX6o0FaQzRMbYC0zB7SHsc9bYeJ2RDF+6mVHxgO0cpJ8T5rUoDhEH4vWAHtKcBwSB3PjOGQOgqosp3hEJXCcRsrwApoWgGGQzR9fLx5VoAVUKkAwyEqheM2VoAV0LQCDIdo+vh486wAK/B3ClRVwrhhMYzLCAo55o6OcZiDsMJwJQyJYRjZ5C8cLEnC7iICB+ijd8fgLfQB/ii+O/J/WJnbDx44ZOt2HX6bacDYZuSqELoV6/J6IrPSbfkxOGoBrMZSPLPzbZgjo+QokC++NuBYqg4fd7oXZkMF5qSPhAPiI38FhsXORaEtFI9vn4SkZi4JBBBlp182zj+Oa50vS+NrigbAQS4jceZUdAnZgMOGS+Dsf5f8Qd/z+DFLnoWhLBuZA9+AwxIlq1IbBCGADQFuCGBDgBue8kSkCJcN4bZRvYRrh3DvKG4xigCRkfJQ0P4/6PofPo4e4oaaIBBx3eP2UR0aOTSdgIn9e9Cvw0SffYkea/IChOyegpLEoShqM0ZeP2rlaxSTcwTZvZ+HLTRRsefwjR/BnLkVed3HoiK6o1IXvQlpV3zq8wbFzX8YOlsp0i+bDJeJLGKoatNLjBmLjiN6xcsU0dOIInpekucL3fYtLMdXoaDj7Shr2NtnnewcHTKyCOLI16GywkUAh7CicZGTjAutWrkkNw9RwjnkzXcoika4zUh30K+15A15nEN8Fqvlgp0gqUXlxzGl5AAWlB6HU5qYXHGcejQ6noDmB5ujUWoC9K4TOUc0FhgIPPUYbYZLkwowHKLJY+NNn1CA4RB+FVgB7SnAcEgdz4zhkDoKqLKd4RCVwnEbK8AKaFoBhkM0fXy8eVaAFVCpAMMhKoXjNlaAFdC0AgyHaPr4ePOsACtQiwL6vCwYlsyEafVcoMzt2uGMTYB94NWo6n4ZfvrNiqSSWbiu4XT8mT4cv6WNlj6639LoewyMXoyfUm7Fbt1g3HW7XYqCkaJAdunwaNI7aBuyE+8deAK7CCgRn8zHt3kO8QFpeGHXBGRUNpBdFV5/y4jySor36HIHjDoH7t70NflEGGA1lGBypwdRarfi4W0f+3xsNxUcJieK1yXQQQAPoswZmxG+6RNUxHZBXtf7fZ46ZtGTMFTkI2PwRDjNYfJ4/J/3EE3gQNqVnxNRcII2EPNlbkP4xg8JmOhA4MRD8v1++YcoIoWcO8IobqaX0r0keM+vFC0zV3LtEO4dngqsxdFDjNcUHyOuR2yYDP+sHRQ38xAqaQ+idn1uQED+DvRpT9BKDc4l1qNLELLzJ5Q2HoDCdrfI60eteAWmomPI6vsi7MEJCm3CNn+GgPSNyOtyLyriuklj3ridAHIH+dBHy9iFj0NfWYiMIe/C6R8ijfuTXhE16CXGjKUZEM4tdmsssgZ4Y1/CtnyFgLS1yO98J8rje/qsczoXxLs3neAkAQqJl05yDpEexjtLpw4uXDPK4XYi+ZvabyvALwSE/FZyGDmOcvnuyKIwNNvbAs2Sm8NcYXZfF04j1ea7eqQDXTp7vEj+biUeP98UYDjkfDsR3s/pKMBwyOmoxfeyAueHAgyH1PEcGA6po4Aq2xkOUSkct7ECrICmFWA4RNPHx5tnBVgBlQowHKJSOG5jBVgBTSvAcIimj483zwqwAicp4ImOMWxfTTSIO17D3v4SOPqPgqNtd/luiz+5Rvw1A23KZ+KvrKswI/Va6YP7mIa/YEj0PCytvBFxQ4cgKMjdMn+hHitX6/FUizfQImgf3t73LPYVt5Q+xL/Y+kUkWFIwfvcrSLM3xgvP2KXrs2brsX6zHl93vU2a485N30m/+ukr8Unne1Dp9McDWz5Hr55OXH6Ze6/SeA2RL6eCE0RP7MLHCGgoUgAN4nrcPIpIsSsjUsR1c/omhG/+1Ac2EQ4cwonDFtIY2X1eUKgbsvsXcu9YhMI2N6I0cYg8Zj1Mjh57fB09xA21gRuyoweBLgJ4EbXxNQMiTFvQu90HksuHcPuoXpaU5RBRLWWN+qKgw3/kIU+kTlb/8bAHxit6ZECjEwEaDdyAhr6qGLELHoXTLxAZQycp7hc/xCx+CobyPGQOeguOAHfskBfO6UxwzgOKHuHYIpxbHJZIcm55Ux7zgCn5dNbl8d53z2fBf3ghJ1eHfft0KC2jZyCTEfF6C2jDYAIaN3KhWdNTAxtFzirMKD2MKcUHsK3KGxsTqvfH1dZEjAlMQmJVJFas0uNoih7l5S4UFusEWyRxRQ3jXejf14kWzRkM+YdHdl7exnDIeXksvKl/qADDIf9QKL6NFTiPFGA4pI6HwXBIHQVU2c5wiErhuI0VYAU0rQDDIZo+Pt48K8AKqFSA4RCVwnEbK8AKaFoBhkM0fXy8eVaAFRAKiOiYtfNhJKcQfUaKWxNLEGy9Loe930i4ouJ8dAq2mGDaOR3+e0QcijcmJXjvdAgnjKJW15I7xpVyX2GRDl9+rceD8a+iaeBhTNj7ApJLmknjz7US1w7h9b3j0LpfU1zS3Q162CgO5I9ZTow13w2bw4R7t3wpfczXkYvIl13vgMOlx6eOr3HVCIccISL6/LN3ImL9JEW0ihxrEtEauT0f93meWIpC0YsoFIIdXAQ9eKq268LRQoAT5fE9yNnibvl+Y3Eqope/JEEWAraoXiE7foA1ZRkK2t+CsoQB8lBtjh7iBi+48SrN6T2HMIJiAtI2IL/T3QRt9ICTHDHWPm9Eg8gNuLTNxzU6pASkrkHY1q8lyCOfYA9PxSx5hiJ1cnwidcR46PbvYDm2kmCS2wgq6SO16MlhJZacVpzmUHJaecdHy+ilz5EbSBYy+0+AIzBGGg9IXUdrf+mjl3u+AprvCZ/5wjd9TFDJFsnpxQPA+Cx2li84yQ9nRXkaxcYcxLyyFFQI0kPsmf7qH9BAAkKGWRrDTyeu+JaItBHxN1FRLvgRhMKlfQUYDtH+GV7MT8BwyMV8+vzsWlWA4ZA6nhzDIXUUUGU7wyEqheM2VoAV0LQCDIdo+vh486wAK6BSAYZDVArHbawAK6BpBRgO0fTx8eZZgYtagVNFx9h7XkYWHJQHU0sJOMRv2xT47f9TEZMSdOAPBO0nYKT5VQSNXKXoLqZ0msjl4xGBFLy2fzyOlyfAQRzI0y3eRJJ1L7Y0eAoxnVooenT2MnLveAgOgwUbyREjJ0+PshJgdP7/SfelDf/KZ4fmLIp82aCMfPHLO4DINW+hKjwJOZc+49MTN5ccQhzCIeRDuIwB8rgckUIQhIAhPCWACQFOlDXsjYKOt8vXDQRFxBAc4bBGI3PA64p1Qrd9C8vxVQrQQtxgSVlBjh7/9XH0EGO1gRuhBHlYCPYQa4s9lKYC2z4wolmztejc4LMaIQwBkwiopJziYfIpJsZTAswQgMbJkTpivCagxev0ESUBJSeXgGMEJJPV7xXYgxpIw+K5xfOXNexFe3afnadqcyIJ3/ABzFnbkddtLCpiOtbyJp6dy0dtxfgfxcZMIygk3UFWIycq0RQsASHX019x9E5yXXwKMBxy8Z35hfTEDIdcSKfJz3KxKMBwSB1PmuGQOgqosp3hEJXCcRsrwApoWgGGQzR9fLx5VoAVUKkAwyEqheM2VoAV0LQCDIdo+vh486zARamAT3QMZWw4OvSCbeAoOFt0+keaSHDI1p/hd2AeCluPQWnToVJf4ME5CN43Q3INEe4hJ1f0shdgLEknVw2vE4Zw+RBuH7k9HkFlVDtFi4h6EZEvTv9ginx5Tx6Lm3sfwRw2pF3+CeWC+Cl6zOkbKfLlM1TEdUVel/ukMVNBMqJWTaC4lyYU9zLOZ1/xfxEsQfYbaVd8SrYQXouHmMVPU0RKrhR3ImJPPGVJWUpAx4/kANKPnED+LV8XcSoiVsVhDkPm4ImKdcLI+SQgbR05jVBES7w7okVUbY4eYqw2OEXEw4iYmIJ2t6KscX/kbNNh/88GtOm8Em2CyNGkwaXkDnKHUhdy4RBuHBUxnQi4eFAei13wCEXFlEj6Cp2rV01ROOL8xDnarbHIGvCaj5ZRK1+FqfCopLPQW5Tl6DKE7vzBRy8xprOXEwA0Fi6DGemXfyTPd6r3wmfRM3Ch1GnD7LIjkkvIuopMecZAnQkjrE0kKKSH2e2EwnXxKsBwyMV79hfCkzMcciGcIj/DxaYAwyF1PHGGQ+oooMp2hkNUCsdtrAAroGkFGA7R9PHx5lkBVkClAgyHqBSO21gBVkDTCjAcounj482zAhePAqeIjnEMvBrO8OjT0kKCQ7b8AL+DC1HY9maUNhkk9Qceno/gPVNRkjgURW3G+MxZkxOGcPkQbh8CWBDgQvWSYYuAcGQOelseEm4iwlUk/bLJcJmsip6AVIp82SoiXyg+hUAMUcaiY4heQU4WwQ2R1fdln33Fz3HfN//YNyK3Rh7vHfMsrKYMrMx4A2X2WPl6QuACtAr9GSnFQ7C38F/ydT99EQbEP4wqRzCWpk9WrNMx/CPEWDZhW84DyKzoJo/FBGxAx4hPkFnWHdvy7lf0DIwfC5O+BEvSPoTN6Y27aRX6ExICF2Jvwc1IKRmKqiKgguJLOvVbhiSQQwdFwIgomOrln7UDERsmozK6PXK7P+zVcu6DBNpU+LimiBuC9/xKZzoXRa2vR0nTy09omUJajoctuBGy+77ko2Xk6tfhl38Y2b2egy2sqTRuPbIIIbt+kd4T8b4oiqAcCc7RGwnO+Uweilj7Dvxz9yKHYoCqKA7obNXaigwJCJlTegSlLsrnoRJvQE9zrASEjLA0QQDtjYsVEAowHMLvgZYVYDhEy6fHe79YFWA4pI4nz3BIHQVU2c5wiErhuI0VYAU0rQDDIZo+Pt48K8AKqFSA4RCVwnEbK8AKaFoBhkM0fXy8eVbggldAl50O4/JZMK2eC5RRrguVs1Ez2PuPgr07AR2niI45lTgSHLLxW/glLyXnDHKvSOgv3W49ugQhO39CaeMBKGx3i88UNTlhhJHLRwC5feRR1EkFRZ5UL09Mi51iWrKqxbTU5qghei3HKKZlu4hp8QISxtIMRC8dV7PbhcuF+D/vkpb9dfl3ivWHdh2HEOtxzN/4GorKGspjLRvOQfum07Dv2BXYkeyFYIzGMlzd637YbBb8voZcTapV77aTEBexFat2PoL0PC8EExe+Gb0pMictpwtW735I0XN173tgNFRixqrP4HCY5bEOif9Di0Zzsf3QGOxPvUK+fsmVi9CopGaHDv+c3YhY9x4qI1oht+cTck9trinihqD9MxF0YDZFBI2iqKCRUo/swhKaiOzez/ucceTat+GXu5+gjicJ6mgpjQcemofgvdMIGrqMoKEbfHo8cE71mCARAyTigHJ6PkXzKOOGTvVu/pMxERUztfgAppYexBGKkPFUA6MVowkIucGafGAvUgAAIABJREFUhMamoH8yFd9zkSnAcMhFduAX2OMyHHKBHSg/zkWhAMMhdTxmhkPqKKDKdoZDVArHbawAK6BpBRgO0fTx8eZZAVZApQIMh6gUjttYAVZA0wowHKLp4+PNswIXrAKGXRtgWPY7jDvWuZ9RRXTMqcQRcIj/+i9hOrpScqgQIIYoSwqBGTsEmNGXrv/HZwo5wmToJDj93E4YwuVDuH2IGBQRh1K9jMXHEb38ZdiDGiCr3yvykBz3MugtOAIiFD0yoJJAgEp7N6BiKMuBcC0R92ZSj6IoTiT+r/vgdBqxVv8Fwlq75OHE5FdhrjiC5CbjUBGQKF+PzJmFqOyZyIkYjuxob3yOzlmFVvvu+3/2zjtMijJr+3enSd2T85DDIDmD5CSgYkJR1N3VdXcNa0BFUYyYwJwVzKu+6rqICZUgQXJOEiTMwAADTM4zPTM9nd7zVNPVXdM9qNWCFJxzXX58U0+dek79ntrv+6Pv677hpiiSvR19LhiisWXuyzBbf0Fui8mwWnzxOeaanWh55FVYzV2R23KyYrSOe2+Gzu3Eno7vkJ2Fz70iuegrJJXOR3HyFShJukjuSXMsRXz2f4M6dAihhRBcNMS3R8mgB+SeYMIM72J09vckEJkrCUOEQESU/JwEes5A33O8PYkbXkF4yS+KmKBfixvKWHALqZac5BxC76k3SI9KWkMOJBVKB5ITfZO/tmYjjgutuZhtzcaqujy4jjdE6Ay4MKqV5BIyJDJDcg3hYgJNEWBxCH8bWibA4hAtnx7PfrYSYHFIiCfP4pAQAapsZ3GISnDcxgSYgKYJsDhE08fHwzMBJqCSAItDVILjNibABDRNgMUhmj4+Hp4JnFEEdPW1MGxcCuOyb6EvyJXezR0dB8eQcXAOueh3R8ecCI5HHPI2iUPWKUQdkcfWkdjjAxJ5UKRLT09Ui3+lL7ydIkxsFGEyE25juLQkxCRCVFLR7XpyIBmmuN9UcQjJa6bDHtsKxUMelddSlj8Mo7UQRcOnw2Hxxb2IG8w5ixG7Z7Yi2kZfX4G0pVPgCo9FweiXFHvoHHVI/3ESHM5wZHeZhdh2PnFI0tpnKSJlvySCaCAxhLeCOWp415oSWwRz1BA9YRSdkkQRKg3k6FHi5+gh1pp6VnTWd+To8Z1CtNHUu3vnkh0/YlsTy0c8l72RLiSQyBtHwoxGZTmwgBw/vpIiZUS0jCifA0knciC5N6AnYdPrFBO0g2KCJlFMUA9pXQhMhNCkOvNSEplcGtDj+y7epO/C45CSvPopmCoPkzvJI7DHtQ7o+a0Xfm4owWxyCZlrPYhKEu94q1dYEiZGZ2K8uQ1i9GG/9XF831lOgMUhZ/kHoPHXZ3GIxg+Qxz8rCbA4JMRjZ3FIiABVtrM4RCU4bmMCTEDTBFgcounj4+GZABNQSYDFISrBcRsTYAKaJsDiEE0fHw/PBM4IAiI6xvTTVzCsWwydrVZ6Jzk6pv95lAPyx//wLYlD1r0J09FNKO91M+oy+kv7RlA8TALFxNRRPEw5xcQ0roz5N5NixeURIpAgQZSIoRFuH5Vd/iI5XviXEGYIgUZjtwvhJiJcRYqGkqtIjC/uRfRaDswnQcPXqGl3Iao6TpAep7Nbkb7oLrhNZuSPfU2xh66hBumL70aD3bNmivItJ5JoI5zEGyUkgmhI7CQvxOyZA0vOj9LzxT7+FewdxXpTThi+d2xHjh4P+h513NEEeiM5aihdSIK9o+fdA8Uc3gcaq3KRsupJiZfgJnFx1JMw5g64DeHIv2BmwHmZDy5B7O7/wdpmNCo7XyOthxftROKm12BL6YbSfncF9CRsmYWIgq0UE3QrxQT1kdaFwETMVtXxCuI1LqDH6yiTT44y7uOOMsmrnoCp6gjNOo1mbhnQc6ILZc56zKnZj9n03z57hXxrsiESE8zt8BcShbQzxf6uZ/LNTEAQYHEIfwdaJsDiEC2fHs9+thJgcUiIJ8/ikBABqmxncYhKcNzGBJiApgmwOETTx8fDMwEmoJIAi0NUguM2JsAENE2AxSGaPj4englol4DbDcPuzSc1OuZEcIQ4JGLt6zAe24KyPrehPq23dHtE4c9I2Pwm6lN6oKzfpIBHBHPCiCGXDwu5fVR1mkgOFWMVPV5XDRu5apT6uWrIrhLkgGEnJwz/kl01yKFCOFWI0jlsJIK4nUQQYSSCmKW431FUhZab7oHNHoPS8S8r1oQIQoghhAhCiCG8FfvL5zAfWioJJoRwwr/EPmI/f3cUsZ68+klywsiVHFCEE4q3ZHeUGHJHGepzR/E6mriNkfSsNxR7eN1R/EUb4gZL9g+IyfoW1e0vQvU5lyt6jDX5SFnxKBzmNBSNmC6t6UkYI4QZLhLNFDQSzYh18+HlJN75FFa/iJ6Igm1I2DKTXEF6kjvIHQFnHL/tPUTmbSDR0I0kGhogrcfspjM+GPyMxXraknuht1Wi4LwX4YqIk3pSVkyDsSaP3GFI0GLJCNin8QUHiY6W1h0lQUg2ltYehQMeBxiTTo/Rkc1xNQlCRtG/Bg6O+VWWfEPTBFgcwl+HlgmwOETLp8ezn60EWBwS4smzOCREgCrbWRyiEhy3MQEmoGkCLA7R9PHx8EyACagkwOIQleC4jQkwAU0TYHGIpo+Ph2cCmiMgRcesWQjTyrnQFeVJ85+s6JgTwZHEIatfgTH/Z0V8SHjxLiRufBW25K4o7X+38hHOBmQsvI0EGiYSaLwlrwmXD+GEUUVihhoSNfhXUy4VTcW9iN6mntdUREv1rnKcc/g+1DsTUHbp84r9hdBFCF7K+txOAphe8lrczv+jKJyVFIXzN4rCGaHoSSOHEj05lfi7YIgbmhI7CAcU4YTiiG6GomFPyM/S26pINHEPXGHRKBjzimIP4bQiHFf8RRviBhE1I8QxweJbDLXFSF32IJxRSSgc+az0vBPF7Yj1qCOrELfjY9S2GIqK7n+XeiLzNiF+2zsk/OhHApBbAj6TuO0fIuroGlT0+Adqmw+W1k/kDiPWU3+aCkNdKQpHPQdnZKLUk7L8IYoOKkLh8BlwWlID9vFeyCJnkM9JEPJ1TQ5KnHXyfZ3DEjDR0p6cQtoiweCJquFiAqESYHFIqAS5/88kwOKQP5M+780E1BFgcYg6bnIXi0NCBKiyncUhKsFxGxNgApomwOIQTR8fD88EmIBKAiwOUQmO25gAE9A0ARaHaPr4eHgmoBkCf0Z0zIngSOKQFS/AWLRLEoEIMYgor9NHQ8I5KBl4n+IRcrSLMYqcMF6X12Snj8xLUN3hMkVPUy4VTcW9iOamXCoy5t9EShq3ItJG3F+8rBQ9aqfC5k5C6cUe0YS3hAhCiCGECEKIIbwlCyC630DCiSGKnmAuGOIGIcwQAo3CEU/DaU6Reww1hUhd8TA5eqSSo8cM+bq+vhxpS++DMyIehee9oNgjKpdEGzuVog3p3fd9A8v+eUGFNt7nucJjUTD6Jel5htoSmusBSZAhhBmNK/LYOsT//AHqmg1Aec8bpWXftYF07V8BPT7hzHUknBkurYtZxcwV3XzX/BtTlj9MQpBCcgmZTi4hadKSLBghIYsQtPhXpcuGb60HMbs6G9sbSn3nog/HeHMbXEOikG7hyp6AQfkCE1BBgMUhKqBxy2lDgMUhp81R8CBM4DcTYHHIb0YV/EYWh4QIUGU7i0NUguM2JsAENE2AxSGaPj4engkwAZUEWByiEhy3MQEmoGkCLA7R9PHx8Ezg9CYQLDrGYICj11A4R14OZ9vOf9r8QhwSueJZGIr2oITiXhoo9kVUWPkBJK19Bg1xbVEy+CHFfE25VFgOLCC3j69Q0+5CVHWcoOiJzNtILhXvkjCjPwk0bpbXfHEvd1LcS3dFj4hBEXEolV3/CmurkfJaU3EvR78sRv/IB2EzpKL0Ap84QzQKYYQQQwgRRF2zgfKzxExiNv/oFO9iU6KGVBJ6GEjwUUBCDxcJPrwlHDNET2OBhoFcM1LJPcMZlUxOH88ouQQRbYgbYvbMoYieHymi50qK6LlAyb+hmiJkJsNusOCbmNcRE+1GM3M+uu2haJ6oVBSPVL67aI7I34yErW+jLr0vynv/W3qecEwRApDaluQm0s3jJuKtBjtQ/9P/0NGxBD+U/xVra0ZDrwOujH8PPc1rsS32X0gd4uPo7RPOKcJBpWgoOajENJcupy2dIjmbeHm5KCZmZV0excbsx4+1h0nM45Lu09N/wyOb4WoShJwf1QphFCPDxQROFgEWh5wssvzcU0GAxSGngjLvwQT+WAIsDgmRJ4tDQgSosp3FISrBcRsTYAKaJsDiEE0fHw/PBJiASgIsDlEJjtuYABPQNAEWh2j6+Hh4JnBaEjhRdIxj+KVwx3piN/7MksQhy6bDUJJNDiFT0ZCQKY1jqjyM5NVPwR7bEsVDpilGbEoEYT64GLG7Z8PaZjQqO1+j6Ik8uhbx2/9D8SSDKKbkn/JawpaZEK4iZX1uo7iX3ooeEYMi4lCEcEEIGLzVVNxLzjv5GNL8UdjCm6F0tC/WRfT5HC+up2cN89t/Fu2/FWW9b0V9eh/F/inLHyEXjAJyASEXDLPHBUOUEGboSaBRMPpluMJj5OtNiWaMNXlSFI3DkkGOGk8quXijXfxEG+KG2N2fw3xwKXG8mniOkXvq64EvZzfg/iTi5YzA7T+/DdJsICPiKJ7s8giO1jbH4rgnMXa0CzqxcLxEpI6I1qlP7UnxQXdIV+VIGxLeCAGOt4Qw5KOPDRig+wIXpC3AF0euxqLCCyE2uqXNLPRL2Ih3cm5FQ4v+mDDeqXgf8c2Ib6d4MAlV4lp7eFGkjojW2TTiSXzaUIA5JArJd9bKfW2NMZgY3R5Xkigk3RCleB7/wQROFgEWh5wssvzcU0GAxSGngjLvwQT+WAIsDgmRJ4tDQgSosp3FISrBcRsTYAKaJsDiEE0fHw/PBJiASgIsDlEJjtuYABPQNAEWh2j6+Hh4JnBaEdAXHoFx+VwY1i2Gzub5EdzV+hzYhUsIuYXAFHbS5i0p1SErS4ca6/Et6Ad9N/1fTQagRXM3MtuLv3wliUOWPgFDWQ79oP8w/aDfRlo8kaDBWFNAYodHJMGEEE54Kyp3OYkwPoW15QhUdvubYh+fS8UwEntcL6/Jzh09byZHj/6KnqbcPpqKe9nzzDGc1/0x2KNboXjYo4pnxe76TBJDNHYhSdj0OiKKdpBgYhIJJ3ooelJWkQtGldIFQ9yQ/uMk6Bx1FKnzBtzGSLlHjtsxmZE/9jX5uqkyl4Q2TwYV2gQTbYjGpub93xw9ftmtxwd9b5Ce/13+eOnfWGMFhicvxyFra0zf+zhGj3Jh2BCPI4coE8UGJW96FbXGFOzXD4SLlpJdB9DMtQvHEsdAN+Bq+d6du3SY87UB4zO+wsXp32NPVWdk13SQxCH94jciPSIPM/dPwrbKPph0mxPJSb5vKmnts+Q6s58ieoaiISweFbUuNC9cCKPLgYSOFGljMEr7WHQmXGJpjavNmegX4YvmURwA/8EETiIBFoecRLj86JNOgMUhJx0xb8AE/nACLA4JESmLQ0IEqLKdxSEqwXEbE2ACmibA4hBNHx8PzwSYgEoCLA5RCY7bmAAT0DQBFodo+vh4eCbw5xMQ0TE718O47FsY9m71zHM8OsYx+iq4WtGP6ye59mXpMftLPezk/CBKOEfQWAoHiS6dXJh4pc9VQohDohZPg76C3B6GPEoChlae0WuLkbrswaBRKEIwIYQTjujmKBr2uPxWwuVDuH3UthiCiu43KN7WfOgnxP7yX1hbj0Jll7/Ia3HkJhJFriLl5CZSR64i/hVPMSiRFIdSRjEo9eSs4a3UZQ/QfCUU0fIszZckXW6oAg68novzepEIgwQuQujiXzG7v4Dl4CJUdiInjrY+J47EDS8jvGQ3Ss+dDFtSF0VP8urp5IJxiLiQC0Zsa3ktY8GtpPaxI++i9xX36xw2Eo7cToKRcBKOzJTXTBU5SF7zdNCInvCinRDROrbkrijtf7ePy47/I9eUlSSkuY6cTobL159+zog6G/BBHyVf7w37qzPxbNbDaN/Ojev/6nH1KCoC1n6ThduaP6+Y1/vH/PyLcTBlAi6/1HP/oiV6rF6rx8VpczG+2TdBe17bPxk7K3vgqiuc6NbVIw7JytahxY4X0S5iT9Ce6E4D0DWyOa4hl5CLo1ojUu8RinAxgT+DAItD/gzqvOcfRYDFIX8USX4OEzh1BFgcEiJrFoeECFBlO4tDVILjNibABDRNgMUhmj4+Hp4JMAGVBFgcohIctzEBJqBpAiwO0fTx8fBM4M8jUFsNIzmEmFbOha4oT5rDHZMAx7CL4Rgy7pRFx4gokOdfNMLWcFwUIg2iFIZ4IV12sRN9ent+0JfEIYsegr7yGAk9niDBRzPpur6+HGlL74MzIh6F572g4CsEE0I4IQQTQjjhrci89Yjf9j7qMsghoteNih7LgR8Rs3cOatqej6pOV8lrcTtJBJFLIoiuJIJo5RNBiBsSNr1Brh7bUdaPXD1SfK4eweJeqnJ0yP88ByN7zqBonPYUkfOAYv+YvV/DcmA+qjpegZp24+S1pPXPI6w0CyUD7kdDolLAk7SOXDDK9kvPEs/0VsY8z7s1FoeIa8HWxPPFPuL5Yh//CivdS2sv0lpHWpvi47L9QxLNrKEInn9QFM9g+fprMw0oKdHhkoy50EueMFR+8TEltiSsLR2Crl3cmDjBKQmFXnvTAEN9KYYmr/bYyPjdL9r3VZ9D/3XC1Ve5IMRD+fnAOx8Y0TYyC51jdwftWVs6CFZ9Cu6904GwcGD/AR3e/rYe7drPRVTiQTSEk4LleJkawpBYnoBl+67DqE5mXDzO52iigMF/MIFTSIDFIacQNm/1hxNgccgfjpQfyAROOgEWh4SImMUhIQJU2c7iEJXguI0JMAFNE2BxiKaPj4dnAkxAJQEWh6gEx21MgAlomgCLQzR9fDw8EzilBCoqdVg++xjaZc1BL+tihMHzQ/iRsI5YY5mA+u7DcPElekRFhT5WWbkODrsbKb+SvHHkqA7v/YeyY7w//tO/bhIBNNIBSAP16+3CJRd7fqCXxCELp0JfXSBFxIioGFF6WxXSltwDV1g0Csa8oniRsLJsJK17LkCEEZG/BQlb30J9Wm+U9blN0WPJ/gExWd+iOvNiVHfwRKGIEm4iwlWkssu15CpynqInccMr5Orxi+SoIZw1vJW86gmYqo6gaOg0OGJaSpeLNulQuTgLw3vQXI2EFmI9Ous7RGd/R/tfSvtf6nvWmhkwVRxE8aCHYI9vq9yfRBvhJN4oGXAvPbOTZ83lRMaCWwisAXnj3lHcL/4IJg4R7yDexZbUmRxK7lGypAgWEcXSEN8OJYMelNeEyEaIbcp73khxOwPk67soUmbOVyQLOa4L8f4rXGK8Jb67G65zIC2Vvkm/70L6NIK4yXj7hgxyYexoz3ex6xcdvpprgNOh+KRkwVFsrBvXXuVEYroTC6yH8XrOAWRFH5O+OVEGhwGtjrRGh+wOyChoJn+HJhPwyAMOhZtNAES+wAROAQEWh5wCyLzFSSPA4pCThpYfzAROGgEWh4SIlsUhIQJU2c7iEJXguI0JMAFNE2BxiKaPj4dnAkxAJQEWh6gEx21MgAlomgCLQzR9fDw8Ezg1BEgY0LBpI8q+mItzYnYjvE007atDjT4OFfpk2PQeNcg3x65EjSUTN9/ogJH0GqKqqwHr6u+RZNsLvR4w0o/k4nd08eO+kdI1SskdIzo+Qn4POzmA/O9LA8a630CUwSpd9xcAVLpTUNrlBnTv5lEJiOfMeNYIM0pwY5v3gvLYWt4XS4vHoLFziHn+FOisxYqYFp2jjiJSJlFESiRFpLyheF5Y6R5yu3gpQOwQXrgdiZvfIJeP7uT2caeiJzprLokzvkcVCUNqSCDirZg9c2DJ+VFyExGuIv6VtO4Fcu7YF+DqkewVdFB0jIiQEXV4PsXp7NiNYd1eDIhoEeuWAwvIueQryTVEuId4K3n1kxQdk6sQmnjXRNyLiH0p7XcXbCndPGfgjY4xRCD/gjcDOKcvvA06ZwPyLniLFBJ0yFQn4mKqIBeWNcKFpZUU6+Ot+G3vkDhkU0Ckjlg/eEiHTVv0qK0DoiJ0aGhwo6rGTd8Txbo0d2PIYDfiSLwhSnx3L7xilOOF3PSh6Pw/JL838DqHeC810DdYTC4lJvo+7U6hNgIiIoH6Oh0KE4oxx5qNudaDqHTRjccruSQZmSQIaXeoHUz2sABxkvjuH2VxSMB3wxdOPQEWh5x65rzjH0eAxSF/HEt+EhM4VQRYHBIiaRaHhAhQZTuLQ1SC4zYmwAQ0TYDFIZo+Ph6eCTABlQRYHKISHLcxASagaQIsDtH08fHwTODkEqDoGNOqeTCs/B76siJpL3e7NMR3ojyNIPV2zm3YXN4fN/3TKf1YX1lNrh7v63F98uvoGb8taM9D+17FZVdHo0Uzz4/6335vwNatOrzR61ZEGkgF0KgK6tPxyC/PYPylTvTu6enZl6XHmnlH8UiHaUH3WFk8HNuib8CVVzhloYlwDjH/MBm6ujIUUHyMi2JkvNVUfEp40Q4kbno9QAQSXrKbHDJeJtFIF3LImKyYQQgzhECjsQgkmtxEoslVpOqcy1HT/iJFT9LapxFWnoPiweTqEedz9ZCjYAZOJfeSTM+7f6KHKW8nhnR9Jag4xZyzGLF7ZqOmzVhUdZ4o75Oy4lEYa/JRNPxJOCwZiv0TtsxERME2lPW9A/WpPaU1XUMN0hffTY4qFnJUeTWAc/qiu6CzW0lQ8zoJazxioYiCrUjYMgv16X1I7HGrosdYfQwpKx+jOJ/mFOvzuLwm7hd9ZX1uJyeWXkHP87denL9Qj/UbSJFEJbvJNIqX8XeTaeq5Jc46fFVzALNr9mOfvcLH0BCJUfZ2cHzfEbGVcR5XE0n5FBhr1L+vi2NlfuvB8X0nlQCLQ04qXn74SSbA4pCTDJgfzwROAgEWh4QIlcUhIQJU2c7iEJXguI0JMAFNE2BxiKaPj4dnAkxAJQEWh6gEx21MgAlomgCLQzR9fDw8EzgpBPSFR2Bc8iUMG5eSKMATHVOT2hFz6ycgo7UVl7f4ButKB2J18TDpx/AL0+aja+xOvH/wZqwvGySLQxYt0WP1Wj0mt38RXWJ3YfbRa3DY2kr6/fzmtu8g1lSBqTtfhD08EVMmO6V9nn/ZiBpyfXi/7w3S3y/su5/+Tx2iTdX4d9tZKLEl4YFdL6J9Ozeu/6unR1Tt4Ry03/U0KnQZ2GD8m5Qyk+7ajR7OH1AYMxDOof9SsJLEId9Ngo5iZApGvwxXeIy83pQ4RBY7NIqPCSvNIkeR5ymCpYPk9uFfsbv/B/PBJQHxMb64mUso7uUyRY/X1aN4yDRy1vDEx4gSAhQhRBERLSKqRdTP5I4RZ9+CQV3IuSRIrI358DLE7vqMomtG0Qx/kZ+VuuxBGGqFa8ozcEYlK/aP3/YuuXdsRHmvW1CX0U9a09dXIG3pFDhJRFNIYprGlbbkXorkqVSwjDy2AfE/vyfFw4iYGP8y1BQidcXDFOeTSrE+M+SlBBLfRJAIp7TvJNhSewTs83svbN6iw959OhKH6BAfB4SFkYOIcK0hJ49Wrdxo2/p4Tk2jBzvcLiypO4rZ1dn4if51SF8UYNLpMTqyOa6OzsQo+tdA3+a+LB0WLTGgtMzzELGH0ShikYgbOej07+fCiKEuyTmHiwn82QRYHPJnnwDvHwoBFoeEQo97mcCfQ4DFISFyZ3FIiABVtrM4RCU4bmMCTEDTBFgcounj4+GZABNQSYDFISrBcRsTYAKaJsDiEE0fHw/PBP44AhQdY9i1EcZl38Kwd6vnufQLuqPvSDhGXIaa5A6Y9Y4Bw81zcVmzb/Fd/njMzRsv/dB+fasPMSx5BT4+fAOy9CNwy02eWJn/fGyQokCmdnwGHSz78NzeB5FtPUd69PQuDyItIh+PkKCjwJaB+yY7EE1pNe9+YMDRozpZHPKvzR9Jbh8xxgq83ONuVNljcM+O1wPEIWGl+0ig8YJCoBGRvxkJW99GXXpflPf+t4KVJA6ZS1EoDeR2MfY1uE1meT1jAd3rciDvQopI0XsiUkTJYoeM/iScuFm+bqrIoYiUp6Wol2KKfPGvuJ3/h6jclajodh1qWw6Xlyw5CxGz50spUka4ivhXU64eXuFEGQkn6o8LJ9Y9ZECz+E0Y0HlW0PcUe4sZalsOpRn+Lm8jhB5C8NHYNUXcEPfzB4g6tg7lPf6JuuaDpB4hJBGCEmdUkhTD07hSf7ofBnJhKRz1HJyRidJy1JHViNvxEWqbD0ZFj38oWgx1pUj9aSrdm0A9z8triRtfRXjxLpT2v1uKyTnVlUXOIP+tzsLX1hyUOuvl7TuHJWCipT0mmNsigaJ1uJiAVgmwOESrJ8dzCwIsDuHvgAlojwCLQ0I8MxaHhAhQZTuLQ1SC4zYmwAQ0TYDFIZo+Ph6eCTABlQRYHKISHLcxASagaQIsDtH08fHwTCB0AsGiY2IS4Bh2Mf13CdzRZLdwvCoqdKhY+g0GRfyAb/MnYH7BJXCROOQvLT7FqOQl+Mn2V7S8cCSiIj0NP+/Q4etvDXi445NoY87BjD3TkFPbVnIOeazTo2gRdQSP734S1ogWmDzJ4wKSvV+HOV848WaPm9HgMuG2be9J1yMNVrzR83bUOqJw5/ZZuPwyJ3r18Lk+CEGBEBb4R7tEFG1HwiZy1EjpgbJ+kxSshDjE8g0JPBw2ikJ5k6JQfD/4p/9IjiKOOrr+Bl0//jLU3ZTYwViVi5RVT8Ie0wLFQx9T7BO3/UNEHV0jiSOESMJb5oNLEbv7c3L0OE9yFfGvplw95MgVimgRUS22Sh22PG1A25Zr0bv1u+TyQQ4dvZQOHZEk8ognsUdds4Hk3uFzT0kPcoejAAAgAElEQVSjiBg9RcU0dk0RcwQTtIgIGiFacZjTyOljesB3l7L8IRitRSgcPgNOS6q0HpW7nJ71KawkiqkkcYx/eZ1IhGOLmMFbietfRHjpXnJguZeEPp1C/75/wxMqXTZ8az0ouYRsbyiVO+L04bjc3AZXkyikW3jSb3gS38IETn8CLA45/c+IJ2yaAItD+OtgAtojwOKQEM+MxSEhAlTZzuIQleC4jQkwAU0TYHGIpo+Ph2cCTEAlARaHqATHbUyACWiaAItDNH18PDwTUE1AdywHpuVzFdExrvZdYR8xHs4eJGIwGoM+O2bPHFhyfiS3iyvJ9eIC6R7ftaskJwz/WrFSjyGFj0lCkMd2P4WjdS2k5UeOC0ZezHkUQ69ojRbNfEKPvMO16LvrTtQ5o3DXzlmSc4jB3YBZPW+GgwQjS1q/je7dlHEgEYU/I2HzmwohSDDBiHc2SRzy1T/JIcRJDiFvk0OI733TFk8m4UR1gHDCK3aobTmMXDiul1/zRMIJOaKFZq9r1l/uicpdQcKJT8jRQ/kscUNTrh7xJJSJzNsgCUCEEKTygA6/vGtAp26r0CX+g6AOHZF5mxC/7R0pHkbExHgrfeEd0JEzRmMBjFiP/eW/MB/6SYqhEXE0ok4kgBHrKSsfg7H6GIqGPQFHdDOpR8TpiFgdaxsSwHRWCmB0divSF90lObYI5xZvJa17DmFl2VI8j4jpOVnlopiYlXV5mF2zHz/WHoaNYmREiZiY4ZHNJJeQ86NaIoxiZLiYwJlEgMUhZ9Jpnn3vwuKQs+/M+Y21T4DFISGeIYtDQgSosp3FISrBcRsTYAKaJsDiEE0fHw/PBJiASgIsDlEJjtuYABPQNAEWh2j6+Hh4JvD7CIjomG2rSRTyLfT7d3l6j0fH2EdPgLtZ2199nnC7EK4XlZ2voR/9R0v3R2d9i+jsH1Dd4TJUZ14S8IzkZY/AVFuAhbEiQiYN4vf2C+qfQ6prHw53nwpTi0xFj89VIpYEGi/JaxnzPK4YeRe9H7CHLILwi5AJK82iqJnnFVEz3kZJHDLHE7Oyp9MHiudlZk+B0VGO7PYvwGFKkNcSyhYjtfB/KIsfjcI0n9jB1FCM9gcegN2UhP3tn1M8q/nRWYiu3oKjzW9DdXQfeS22cg0y8v6DytjByMsgkYpfdci6CwZnDbI6vAqngbJ2jlc63R9HfXnp/0Bl3BBU7NXh2Ao9egxahkzjx0GFJhEF25CwZSbF0PREWd87fCwXkFBEEsYoo3PEDTG7v4Dl4CJUdSSxTzuP2MdUcZCic2YEjc4R68mrn4Kp8jCKhzwCe2xrqcdyYAFi9n4liYiEmMi/dOTYkv7j7XAbwpB/wSx5KYniecIopqd40EOwx//69xjwIfzKhcP2avyvJhtzSBSS76yV725rjMHE6Pa42tweKcao3/tYvp8JaIYAi0M0c1Q8aBACLA7hz4IJaI8Ai0NCPDMWh4QIUGU7i0NUguM2JsAENE2AxSGaPj4engkwAZUEWByiEhy3MQEmoGkCLA7R9PHx8EzgNxHQVVfAuHYhDCu/h76sSOpxJaTASbExjkEXKKJjfu2Bsbs+hfnwclR2/SusrUZKt1tIGBJDApHqzItJIDI+4BGpP02Foa4UhaOegzMyUVpP3PAywkt2o7T/3bAld1X0iHtFj7hX9HgrQxY0KJ0+xHrk0bWI3/4fRXyKiUQGySQ2sMe1QfHghxV7xETqYfnyn3C7dfhq1YeKtQv73g9zVBEWbHwO1npPRIqoc5rPQ7e2c7DvyIXYefBq+XqEqRwXD5yMelscftjwquJZg7u8gvTE7Vi9azIKynrIay2S1+PcTm/jSNG52LD3VkXP+EH/JuOWeny7+i1ySvHF2vRu/zHaZizD1uzrkZPvcfQQ1X/MYrS0fUbnMYLO5W+KZ4UX7UTiptdgS+mG0n53+VieQGgTs+8bWPbPQ9U5l6Om/UVSjyy0SchEycCpij3EH0lrSdRRnoOSQQ+iIb6dtB6d/T0Jh+ZKgiEhHFKU24mM+R4nE3+xT/IqEplUkchkMIlM4loH7KPmgtVlx/fWQ5htzcbGes/3L8qiM+ESS2sShGSiX0SKmkdzDxPQHAEWh2juyHhgPwIsDuHPgQlojwCLQ0I8MxaHhAhQZTuLQ1SC4zYmwAQ0TYDFIZo+Ph6eCTABlQRYHKISHLcxASagaQIsDtH08fHwTOCEBKTomCVfwbh5GeCwS/fK0TG9hlCUiuF3E4zb+TGicldJsSoiEkWUiJkR0TIiUqaq01UBz0xbci/0tkrJBcQVHiutJ2x6HRFFO1DWb5IUBeNfRmsBUpY/Aoc5DUUjpstLJ4pCCRbT4otCaYniodMUe8SEu2H5+iY4nSYs2PcuwmJ8y4NTH4bZlIc1hTNgtWfIC22j56J97LfIqboE+6uukK+b9DUYmTEJdqcZy/LfVOzTN+kFJETsxubiKSizdZHXUiK3oGfimyis64PtpT5HD3HDmGY3UpSOE4uPvkfhJ764m3PiPkMryxLsq7gWh2vGys/q0WchOZrMlpxchKOLf4WV7iH3lJdgS+yI0gFTPEsuBzIW/Fs6/7wL3wk4r+is70jY8R0JOi4lYcel0roQ8ghBjy2pM0rPvSegJ2ndCxQHs4/iYKaQU0tHad3rKFNFgqEaEg41LtkJZty7kOxkqFJWPU4RNkdRNPQxOGI8EURqa319gRQb80PtIdTSO4uihCIMjEiTYmMujmqNSL84IbX7cB8T0BIBFodo6bR41oD/fyPRJ5hkOkyACWiDAItDQjwnFoeECFBlO4tDVILjNibABDRNgMUhmj4+Hp4JMAGVBFgcohIctzEBJqBpAiwO0fTx8fBMIJCAwwHD9jUhRcecCGscuXNEkUtHRY9/oLb5YOlW86GfEPvLf2FtPQqVXf4S0J7+453QOWqRP/Y1uE1maT1h61uIyN+Cst7/Rj1FwfiXseoIiQSegJ3EAcUkEvBW2uLJ0DdUk8jkZRKZ+Kk5pBmW0gyfK2Yw1uQjZcWjcFjSUTT8KcUeMSYHLN/+Gw5HJPa2n4mELi55PXn1kxSRkquISBGLsqNGI7GDHJFiDEf++TMV+ySte5ZEE/vJbeMBNCS0l9fCC7cjcfMbAY4e4oam4nNERIuIaqnqOIHiXi6Un2XJWUjinC+DinPE3mKGhvj25OrxgNSjc9RRpMskinSheS9QzivWLQfmUxzM19IeYi9R4STkSSRBT2MHEu8QiRtfRXjxLoUTjBAMCeGQiJQR0TKNK33hrdA57RIzN7ETJURBQhxUNPxJOjefMCeguYkLeQ6rFBnzhXU/DlGEjLeaG824ypKJa0gU0txo+a2P4/uYwBlHgMUhZ9yRnlUvxM4hZ9Vx88ueIQRYHBLiQbI4JESAKttZHKISHLcxASagaQIsDtH08fHwTIAJqCTA4hCV4LiNCTABTRNgcYimj4+HZwIyASk6hmJjjCt/gK6qTLquNjrmRFjjt72LyLyNKO95E0W4nCvdGsy1w/8ZXhFA3gVvAQaTtBS/7X16znp6zr+kKBj/MlUcpDiYGQFxMKlL74OhvpyiZp6nyJkERU8w9xJDbTFSlz0IZ1QSCkc+q7g/1lAP83d3oMFuwdHBryEi2S2vB4tIEYsxu7+A5eAiyR1FuKTI5Y1IIfeLPOGC4VfJq6eT0ORQgNBEduJI7ESOHvf6OkgskUGiCehN5OpBvPxKRLSIqBbh5iFcPbwlImCEcEVEwIgoGAVL2lvMYI9tRTM8Ki0JgY0Q2rjCLCgYo4zBEevmnMWI3TMbNW3GoKqzJz4nomArErbMQn1aL5T1uV2xh/gjYdMb5ASzHWV970B9ak9pXYh1hGinsvO15GpyXkBPMNGQOC9xboUjnobT/NuiXmzEf4H1MMXG7Mfqujx4ZT4ROgMujGqFa6LbY3BEhuQawsUEznYCLA45278Abb8/i0O0fX48/dlJgMUhIZ47i0NCBKiyncUhKsFxGxNgApomwOIQTR8fD88EmIBKAiwOUQmO25gAE9A0ARaHaPr4eHgmgJMRHXMirD7Hj1vJ8aOPdGvksXWI//kD1JLIo4LEHo0rmBNG3A6Kpzki4mn+TvE0QxUtYaVZFIXyPMWTdKCYkvvltdTlD8FgLQoqHBCiCSGeqCaBRPVxgYS+vgJpS6dIUTYi0sa/zPYaxC66G/UNcSi97EVvqol0S7CIFHFduKMIl5TKLiR2aK0UOzTl9uGLSXmcYlKayyOElWXTPs9JbiLCVcRbwmFFiCbcxkhy1HhDMXNTIpBgMTDeRhHRImYQexcNfVy6rCeBTRoJbYJxEevmw8sQu+szWFuNQGXXvx0/4410xu+iLqM/ynvdHHDG8VvfRmT+ZoUTTNzO/yPh0Eo64+vojIcH9KQtuYfihqoUcUOpP90PQ10ZCYCeIwFQ4gn/F77NVkKxMdn4znoQla4G+d7e4UkUG5OJy8xtEKMP4/9XggkwAT8CLA7hz0HLBFgcouXT49nPVgIsDgnx5FkcEiJAle0sDlEJjtuYABPQNAEWh2j6+Hh4JsAEVBJgcYhKcNzGBJiApgmwOETTx8fDn60EgkTHuMPC4ex/HuwjLoO7WduTRiaYQ0Rk3iZyAnkHdRQPU04xMYpyOZCxgK7pDeSE8Y68FLvrUxIhLJdiaEQcjX+Fl/yCxA2vwJbUGaXn3iMvpayYBmNNHoqGkdgh2ie0EDdEk3NGNDloVHe4jJw1LpF6dA01SF98N1wUZVNAkTaKyq1Exs57UWdPRPn45xRLwSJSxA1xO0nQkkuClq4kdmilFDv43FFmkTuKT5Dgi0mZTjEpafI+sjtKbGvJVcRbQiwhRBMiNkfE5/iX5cCPFPcyhxw9xpKjx0R5qam4G3GDiGgRMzjMaSgaMV3qOZGjilgX7yjetbbFUFR0/7vUE3V0DeK2f0hRQoMoUuifSpb0l88J5kZyghkgrYv7RZ9/BJF/o88JxicESVtyLwlGKlFw3otwRcQF7FPirMNXNQdIFLIf++wV8nqKIRITzO1wbXQm2pliA/r4AhNgAh4CLA7hL0HLBFgcouXT49nPVgIsDgnx5FkcEiJAle0sDlEJjtuYABPQNAEWh2j6+Hh4JsAEVBJgcYhKcNzGBJiApgmwOETTx8fDn2UEThQdYx96Ef2CH33SiSRueg3hRTtR2u8u2FK6SftFFP6MhM1vSnEiIlbEv3SOOnLCmBTghBFDsSUWii+p6jSRIlrGKnoiCrfT895AfUp3lPW7U15LXvUUTFWHUTz4EYqcaa3oidkzh573oyLyReew0d63097h5MIxU3F/3eZStCucijpnCsovfVqxFkwAI24Q7ijCJSWY2CFYRIroSf1pKjlhlAY4YRirjpCjxxMKRw9xv7hX9Dgj4lF43guKuYRriXAvsbYaSY4ef5XXfO9+JbG8QNFjqC2haJ0HJBcO4cYhSghshNDGXzDi3+R1ghEij/KeN0pLUYdXIG7XJyQYGUaCkesDvrO4HR+RE8xqSUwiRCUSryARRP6NshPM8BlwWlKlpTQS8+hJ1FMw5hWKvfF8zw63C0vqjmJ2dTZ+on8d8EQAmSjGZ0xkc1xNLiEjo5rDwMExAefCF5hAYwIsDuFvQssEWByi5dPj2c9WAiwOCfHkWRwSIkCV7SwOUQmO25gAE9A0ARaHaPr4eHgmwARUEmBxiEpw3MYEmICmCbA4RNPHx8OfJQT0h7NgXD4Xxs3L6Jdyu/TWzo694Rg5Hs6u/SVXjlNVietfQnjpHsnRQzh7iAov3gXhtmFL7orS/ncrRpGdMOiHfvGDv7di9n4Ny4H5qKIImBqKgvGvCIonSaCYEhFbU9b7Vnkpae0zCCs/IMWwiDgW/2oq8kWKe9HpkDfuPcX9ZQsK0dX1MOp06Sgf95RiLVhEirjBe13Eqoh4Ff9qyvFCvk6xNiLGxVvBHD3EmqGmEKkrHibhRgo5fShFKyKiRUS1iBgeEcfjrdjd/4P54BJUdr4a1jZjFHPVlVWg3bopqEUc5kS+DDKdQf3Ro7g9dRryG1pgb5fHcU4Hj9jCW17+/k4w5kNLSZjyueTyItxe/KuBPsmGnz5DB8cyfJ53PVYWj0JYuBv/zJiJHjGbMc9+Bzpd2BMR4Yo2SaDS2AlGCImEoCj//Nexz92A/1Zn4WtrDkqd9XJz57AEEoS0xwRLO8TrGz1UuQX/xQSYQCMCLA7hT0LLBFgcouXT49nPVgIsDgnx5FkcEiJAle0sDlEJjtuYABPQNAEWh2j6+Hh4JsAEVBJgcYhKcNzGBJiApgmwOETTx8fDn8kERHTM1hUwLfsG+kP7pDf1Rsc4Rl8JV2qLP+Xtk9Y/j7DSLIVAQ/wtrjckdkTJgCmKufT15Uhbeh85VySQc8Xz8lp09veIzppLMTCXUgzMpYqeyLz1UkxJXbOB5FzxL3nNK0wRe4i9/EuIJoR4oqLb9SSeGCYvSeIQqryL3lfcf+yTfPRLeBT1ppYoGztNseZ1CBGuGd6IFHGDcEcRLinCHUW4pPhXUw4haYvugt5ulcQObmOU3CI7hEQloXDks/J1Y/UxpKx8TIrNEfE5/uV19KglLhV+XGRhDLmJCFcRb+UXAF/+z4ZnMm9HnSMSb+6/E24dkB6Zj+ta/h9yrG3xzL5p+Nu1TmS29wlEwvJ/RtLWN1Eb0x5HUsYjLp6cQ0iwE32UYoBanw9rl6vkPeptwP99YsAg3f8wNu1HLC0ajS1lfYQeB1c0+xLtLAfw2v7JqIztjn9c74RB73sjrxNMRbfrSAzjcQ4RzjQ6px3ndr8IG52V8s1xJAK53NxGEoV0C0/6U7593pQJnAkEWBxyJpzi2fsOLA45e8+e31y7BFgcEuLZsTgkRIAq21kcohIctzEBJqBpAiwO0fTx8fBMgAmoJMDiEJXguI0JMAFNE2BxiKaPj4c/AwnoKkthXD0fxpU/QFdVJr2hOyUD9mGXwTGQXCFOQXTMibAmrX2a3DtyKNrlIYp2aSvdaqrIQfKap9EQ3xYlgx5StBusRRDxIY2dMCwHFiBm71eoaXchqjpOUPREHVmFuB0fBzhkBIu08TbGUeRLFEW+CDGJEJV4K33h7SQ2sEmxMiJexlsHXj2KoZmPw2ZuhdIRjyr2j9v5MQlNVknuHMKlw1vCHUW4pPhH6njXUpY/AuEGUjR8OhyWNN/+FGsj4m3yLniLbEFM8nW9rRLCVUS4iRSQq4i3TJWHkLx6OuyxrVA8RDmX7OiR0Q/lvW6Re2J3fgJz7gpUdL0Ota2Gy9fffNuIiiIbZvXx3ev/olnVHfB81kPo2sWNiROc0lJBIbBp7m7c0uzloJ/B/KJLYex3Gbp29YhJNm7R44d5elyRMQfj0ucF7Xkp6z7sqe6CSbc5kZzk6XPQdjHLnkacLSdoj67LECkmZnhkM0wkQcj5US0RRjEyXEyACYRGgMUhofHj7j+XAItD/lz+vDsTUEOAxSFqqPn1sDgkRIAq21kcohIctzEBJqBpAiwO0fTx8fBMgAmoJMDiEJXguI0JMAFNE2BxiKaPj4c/gwhI0TFL5sC4bRVlxnh+qJejY7oNkKJRTodKXv0UTJWHSbjwCAkYWksjGatykbLqyaCChqacMMwHKaZkN8WUtBlNcSjXKF7NfHgZYnd9FhBhkrBlFiIKtqKsz+2oT+ul6GkqCiZt8d3QN9Qgf+xrcJvMUo+L3C6yXjiMUb2eCipoacqJI2n9i+SasldyR2nsXJKy6nHicFRy+xCuH95qyrlER24i6eQq4qKZCmg2b4WV70fS2mel2BwRn+NfwrVEuJcI1xLhXuKtuO0fIuroGlT0+Adqmw+WLouolxnPGuFyAfef80zQT+eQtQ3mHLtGFoc0EJeXXjci0Z2La1t+FrRndckwrCsbjFtvciA9Hfj+Bz02bdVjUOIqDE5cHbTn8yN/w9G6FrI4RHIb+cyAfqaPkBqfjbrIOrgMnm9elMFhxD1V1+Oeju0xrHPE6fDZ8wxM4IwhwOKQM+Yoz8oXYXHIWXns/NIaJ8DikBAPkMUhIQJU2c7iEJXguI0JMAFNE2BxiKaPj4dnAkxAJQEWh6gEx21MgAlomgCLQzR9fDy81gnYG2AgMcifFR2zfacO23foYLWS8IQMHdzk1BAV5UZiAtDxHJciasSLOmUliSCqSQQxlEQQMR4RhLEmDykrppFjRjo5ZzylOBVTBTlhrAl0wojKXY64nZ9KETAiCsa/LDmLELPnC9S0HYOqTlfLS/Hb3kVk3kZyB7mJ3EHOVfQkbHoDEUXbAyJfhDuHcOkoOO9FuCLipB7rMeDYxwcwosczJPLoQGKP+xXPitkzG5acxbT3RJphrLzmdU0Rog0h3vAvWTQz+GFyVGnjWXI7kTGfXDvI8SJv3LuK+4WbSDq5irgNYci/YJa8Fla6hyJ6Xgoa0RNetFOKXbEld0Vp/7v9uLxPXNYTF2UMjnAOKSyi7cUodL5CXyR8O/xlRuLadX9xon07N44c1eG9/xjkmySPj+N9jf+nNnqUC8OGuJB7RIf3PzRIz5cfHKSneTM3bvqnE7VuO57elIsFuiwUppBNyfEy2U1oe6gtMg90QGqRJ2LGYiFhyz2Oxlvz30yACYRAgMUhIcDj1j+dAItD/vQj4AGYwO8mwOKQ341M2cDikBABqmxncYhKcNzGBJiApgmwOETTx8fDMwEmoJIAi0NUguM2JsAENE2AxSGaPj4eXqMEpOiYFd9J8TG66grpLU51dMyiJXqsXqv3iQaO/7jvLxzo2d2Nyy9zKkxL5PiUERSfYvbEpxhqi5G67EE4o5JROFLpUhFWRk4Y68gJI56cMAb5nDCE04VwvBBOF8Lxwr8s++chZt83qGl/EarOuVxeCuaQ4V1M3PAKwkt+kUQTQjzhLTGXmE/MJeYTVbpdh/L5ezGs+wuwJXZC6YB7FfvH7P0algPzpb3FDN5KXv0kuabkUqQOuabEtVb0iHcU71oycCoJRzKlNZ8AJJwEIDOVX6vbRcKRmyXFRt649+Q1WQCS0k2Kr/Ev4Voi3EsaEs6hfe6Tl7yuKSJqpo4iZ7wlImL+7zMjaqrFMB6BiLfEOceRVubicU50yPQsFJfo8MYsj9BDMqoRgiH6N5hnzVVXONHteLTMrl06fP29AXZyK/He6xWWGI1Al05upIw9hq/r92Ne7SHUuo4LPuim9MJ0ZO7vgDaH2sDoopsb1X2THYiODrjMF5gAE1BJgMUhKsFx22lBgMUhp8Ux8BBM4HcRYHHI78IVeDOLQ0IEqLKdxSEqwXEbE2ACmibA4hBNHx8PzwSYgEoCLA5RCY7bmAAT0DQBFodo+vh4eI0QyM3V4cAhHcyF+9A+aw4yjq2EnlwlRNW17Q39+ePhPIXRMdUkFnjhFaNPBEBzNHaU8KKdcLkTPbr5VAXBxBb6+gqkLZ0CV3gsCka/pDgVrxNGYxFG5LENiP/5PRIz9Ed5LxJJ+FV01lxEZ3+P6sxLUd3hUnklbuf/ISp3JTmN/I0cR0YoepLWP0+RL1nkAnIfuW6cI6+lrHiUnE3yJUcT4Wwi6shSPeybdmFIt5dhCyLCiM76jvb/TtpbzOAt4Y4iXFIaR8eI9URy+wgn14/Sc++BLamz1KKjOJt0irVxhVlQMObVgK81WORMRME2JGyZGRAdI5rDyg9Q5Ay5ncS3JaHNQ/LzxP2ir6zPbRS301uxT00N8MsePaoq6bLec9DCkaPjOW7Ex/mpRY53/bBAj40bSTQkRCFecUijj6N5hhs3/N2JMJNvq4YGj7gkOdkNPe1TRMKU+lgrvrNn44uaAzjsEAoVTyXaLWi5uwOJQjIRbT2u/AjyAWaSaOW6a31xMwEA+QITYAK/mwCLQ343Mm44jQiwOOQ0OgwehQn8RgIsDvmNoJq6jcUhIQJU2c7iEJXguI0JMAFNE2BxiKaPj4dnAkxAJQEWh6gEx21MgAlomgCLQzR9fDy8Bggs+dGB6mWrMbT2K7S075UmrkcUNkedjzXm8SgxtST3Bhf69XGF9Da1dcDevToUlepgpB/nXS43Kqt0qKnRISnBjQED3EhO8ogBsvfr8Ml/PfEh0m/yx10lJLeIRtWvtwuXXOybLXXpfTDUl1NMywsU0xIv3X0iEUR40Q6KQnk9QIQRUbCVRBCzSMzQi0QNtyt2jdn7FTl3LEBVxwmoaXehvBa7+3OYDy5FZedrYG0zWtGTvGYGTBUHUUyiCTuJJ7yVvIrcPqrI7WPINNhjW3ref7YBpsPbMKjL66hP6YGyfpMUzxKuIcI9ROwtZvCWLIwZPgNOiyf6xFsi7kW4fpT2u5Petbt0+USiGbGevvA26JwNyD9/JtzGcKlHxOaI+BzhACKcQPzLVEkRPasDI3oSiG8EcS7rO4lEJT0aH+Hv/nvzFh1+2U3fDsUN1dsohof+NRjciIkBOpMLyNDBLoUwxH8DG4meFlgPY7Z1P1bX5cH75UToDBgX1QpXR7dHH10GPvnMgCMUSaMoP5eS1q3cuGaiE1GRv3t8bmACTOAEBFgcwp+HlgmwOETLp8ezn60EWBwS4smzOCREgCrbWRyiEhy3MQEmoGkCLA7R9PHx8EyACagkwOIQleC4jQkwAU0TYHGIpo+Phz+NCYjomJq53yFyw3wktnEhspNHSNG4Xsu+G7uqe0LEZwhHB1EVlTpEr34NLbAjaM+qdm+iXccIea2EBCEffaLHjLa3IdJAKpFGddjaCs/nPIF//cOBNNI0OOkX+1deMyDOkYtpnR8LuseSojH435G/orFzSNqSe6C3VZFDyMvkFEJqASo5PoUEDkLo4F8+EUhvydnCW02JRsR6UyKQmD1fwpKzMEA0InqSVz1BIpAjChGIuJ605mmEVeRQFAyJRuI8opEdMw2Ird2EgZ1JnJLeB2W9b1XMbM5ZjNg9s1HTZgyqOl8tr/Gund8AACAASURBVHmFMYWjnoMzMlHRE8y9w1BbQnE7D1CcTRLF2jwbwDl90V3Q2a3IH/sa3CaztB55dC3it/8Htc0GoqLnvxQ9xupjSFn5GDmgZJATypPyWlOROkEP9iRd3GYrweyabHxnPYhKF9mIHK/e4cm42tIe4y1tYdH5rEYcZAgixEyV9K0nxFPsTIobdTYd9CQQMdFtXiHTSRqXH8sEzloCLA45a4/+jHhxFoecEcfIL3GWEWBxSIgHzuKQEAGqbGdxiEpw3MYEmICmCbA4RNPHx8MzASagkgCLQ1SC4zYmwAQ0TYDFIZo+Ph7+NCRgyNkNw7JvYNy2ilQYTim6pbpjF7TMpHyPIDXrwO3YWtEP1/3Ficz2bpSS0OODjw24Je15dIrdHbTn7p9fx+hxZvTu5XECef8jA3IP6/B2n3/BqAuM4ciry8C03U+jaxc3Jk7wrAtByapvcnB7+oyge6woHoGdcX/H5Zc5JWcRbwUTNIg1KSJFp0feuHcVz/PFx5xLThg3yWvhJbuRuIFiXRI7onTAFEWPLz7mOoqPGS6vNRU3I25IWf4IjNYCRXyMuB4sbmbjE0akm9fj3E5vB421MR9ehthdn8HaagQqu/5N3j+NImL0FBUjonNEhI5/CbcP4fpR3vMm1DU7V1oScTYi1sZhTkPRiOkBnNOW3EtCm0pyYXmRXFjipPWowysQt+sTeu9hFJ9zvaLHYC1C6vKHSGySTGKTZ+S1pPUvUqTOXorUmUKROh2DnufJuFjirMOX1gOYXb0fWfYKeYsUQyQmmNvh2uhMtDMpOZ2MOfiZTIAJ/HYCLA757az4ztOPAItDTr8z4YmYwK8RYHHIrxH6lXUWh4QIUGU7i0NUguM2JsAENE2AxSGaPj4engkwAZUEWByiEhy3MQEmoGkCLA7R9PHx8KcLAXsDjBuXwrhiLvRHDkhTucOjUNZlLN45chWGtNiASzPmYu6x8fiuYDyE1uLG1u9gQOI6vJdzCzZWDJSdQ77/QY9NW/WY2mEGMqOz8ey+h5Bd00Hqeb7rPUgIL8N9O16CPTwR99/jkPZ6+jkjuS4AH/S5Qfr7xs0fkVCDhBHhRXi26/0otqXgwV3PIzHRjbtu94lHTMV7kbzxRVhjO2J32/ugpziasMNr0K3kPyiMHQTnkH8GEE5feDtFodgUUSjipoz5JPwgJUzeRe8reqKOrEbcjo9Q23wwKnr8Q14LK9uPpHXPoiG+PUoGPaDoidv+IaKOrpHuF33esuyfh5h931DcyzhyD7lC0ZP601QY6kol0YQQT3grceOrCC/ehdL+d8OW3BU0OjZMM6J1+mr0zXw/qENHVO4qxO38GLUthqCiu4epqPSFd9C719O7v04xMFG/OrOR4mxSKNbGHtMSxUOnBbD0zfys5C4iynxoKWJ/+RzW1qNQ2eUvih49xfmkUayPk+J8CinWx1uCo+BZMnAqGhIyA/b5Iy843C4srjtKgpAsLKs7BocUTERuHyQMGhPZnFxCMjEyqjkM0hfLxQSYwOlGgMUhp9uJ8Dy/hwCLQ34PLb6XCZweBFgcEuI5sDgkRIAq21kcohIctzEBJqBpAiwO0fTx8fBMgAmoJMDiEJXguI0JMAFNE2BxiKaPj4f/kwnoy4pgWD0PxtXzoav2OCe40lrCMXI8nP3PgzsiCkuX6ZF44CuMS5+Hr49NwLz8S6T7bmj1HwxNXomPD/8TcecORr8+nh/Z3/3AgCPHdJjW8XG0Mh/CU3sew2FrG0nsMaPLVKRGFOKhXc+iyJYmCUqioz3OIXlH7Xi7181ocJlw27b3pJ/s44zleKnHZFQ0xGHKzldx3ggXhg+jTJnjFV60E4mbXoMtpRtK+90lXRXuF8IFoy6jHzl93BJAOGMBXXM5kXfh24DeKK+n/0iiEUegaCQqdzkJLT6FtSW5cHTzuXCYKg8hefV0Ek60IuHEo4p9fC4cN5MLR395zZKzCDF7vgiIexE3BHPhENcTNr2BiKLtKOt7B+pTe6L6iA473zSg4zkr0DX1Q3LoGEoOHX9X7B95bD3if36fGAwgBuSIcrzkd7/gLcDgi0gRy8HcTkwVB5G8ZgbF2bShWJuHA1jKbifkKiLcRURZcn6kd5yDmrbno6rTVYoeEecjYn1cYdEoGPOKvCb2EHv5R+cEbBbihT0NZRQbsx9fW3NQSgIZb3UOS5BiYyZY2iFeHx7iLtzOBJjAySbA4pCTTZiffzIJsDjkZNLlZzOBk0OAxSEhcmVxSIgAVbazOEQlOG5jAkxA0wRYHKLp4+PhmQATUEmAxSEqwXEbE2ACmibA4hBNHx8P/ycR0Gf9DNOyuTDsWEtCCY/YwtHtXDiHXwZnl34BU+k2fIH0kkXYZJyIX4wXkM5Dh/4Nn6KTaymOtPwrDN1Gyj0bt+jxwzw9nuz0EDKi8igOZjqO1TaXol0e7/QImkcdla5FpDXDDdd5XEBEFM3s/9Zhets7YHWYcefPM6XrZmMNXu/pufaJ4Q1ccpFLERETUbAVCVtmoT6tF8r63C71RBT+jITNb0pCCiGoaFxSfAxVY4cQb+RK/phX4Q6zyG3mg4sRu3s2rG1Go7LzNfJ1Y/VRpKx8HI7oZiga9oRim4QtMxFRsE2aSczmrabiXsS6HHfTaP/4rW8jMn8zynr/G/XpfVG8VYfs2Qb07PcT2kf+X4BoRWJA9ydQX316H+q7Vd6/qXcXNwi3D+H6Udn5WnrX86SesNIsKdamIbEDRb7cH8AyZdXjMFYdRdHQx+CIaSGtW7J/QEzWt6hufxGqz7lc0aNz1CH9x0nkWhJJ7iVvyGvJq5+EqTIXxUMegT22dcA+ai9Uumz4xnqQXEKysaOhVH5MHIlArrC0xdXm9uhKDjZcTIAJaIcAi0O0c1Y8aSABFofwV8EEtEeAxSEhnhmLQ0IEqLKdxSEqwXEbE2ACmibA4hBNHx8PzwSYgEoCLA5RCY7bmAAT0DQBFodo+vh4+FNJoMEG46afAqJjnAPHwD5qAtzJ6U1OE/vLf0k48JNCOBCzZza5RCwmd4iJ5BIxVtG7fKUeo4sfQEpEEcXBPIfi+lTJOeQRchNpTW4i75ZMw8grW8Js9rXZKirQZs0U1Ori8GXEy6RZcSM6ogETKm+FWx+G/AtnBcwXeWwDOWS8Rw4Z/ckh42ZpXXYToQgWEcWiKLeT4mNuofQYAzaGv6dY6t1wD0yowFYTRd7o4uW1DOc8tHB+hTz9OBwxXilfj3AVoofjQdTrUrDd9KziWec4XkGcayf2GiejUt9NXkt2rkJb54co1g9BjlEZedOv4RboYccm01tw6XwOFu0c7yPJtRYHjDeiRD8IVYd0qNyvw7mjFqGF478U33Iexbdcq9hfOI0Ix5H6lO4o63enZ81pR8ZCEoroyKVl3DsBLIXbh3D9qOp0JZ3nBR6WJbuRuOFl2JI6o/TcewJ6hHOKcFARriLCXURUdNZcRGd/j+oOl6E60+MyI5eLZlhAM5Bji+TccrxSVj4GY/UxEtkIsU3zgH1+zwUXec6soLgY4RKyqDYXNoqRESViYoZHNpNcQsZGtUQYxchwMQEmoD0CLA7R3pnxxD4CLA7hr4EJaI8Ai0NCPDMWh4QIUGU7i0NUguM2JsAENE2AxSGaPj4engkwAZUEWByiEhy3MQEmoGkCLA7R9PHx8KeAgBQds+xbmNYuBGqrpR0bR8f82hi+yJG/UYzJCOn2mH3fwLJ/HqrIHaKGXCIaV8qSKTDaKrC96wswxSUgLtaNuFXPIqpqP4oHTIU9MVPRYqgtRuqyB+GMSkLhSJ/Y4kRuF1FHViNux0eobT4YFT3+IT0vrHQvuV28iIaEc1Ay8D7lWM4GEkjcBqczDN+seVexdmG/+2GOLML8jc+jtj5FXuvc8lt0bv0tdh8aj9254+XrkWGluGjAvairT8C8jS8rnjWs23NIid+DFdunoriyk7zWMnkd+nd6B7mFA7FxnzLy5sphN0j3fbnyI8Wz+mR+iDbpK7Al6x84WDBcXht2yQKkVM4OGt8SXrwLiRtfJVFHFxJ1TJZ6dI5acu24E25DOPIv8Diz+Fc0uX1Ek+uHv6gjopBEJpsbiUz8mpLWPYuwsv3EeSrx9pynLDLpOAE17S4M2CfYeQaLpwlo/JULB+1VkiDkS/ov31kr393OGIuJ0e0wkVxCUoxRv/exfD8TYAKnGQEWh5xmB8Lj/C4CLA75Xbj4ZiZwWhBgcUiIx8DikBABqmxncYhKcNzGBJiApgmwOETTx8fDMwEmoJIAi0NUguM2JsAENE2AxSGaPj4e/iQS+L3RMScaJW77h4g6ugYV3f+O2hZDpVuFO4RwiRDuEEJQ0Li8MS0FY16BKyxaWhYuFMKNQrhQCDcK/zLW5CFlxTQ4LOkoGv6UvCScPkCOH5LbBble+FdU7nLE7fxUEa1iKs9B8tqn0RDXFiWDH1Lc7xVI2O1RWG19E1E+DQi62x9GpDufXECmkxtIhtzXwvElMlzzccQwAXkGnwjG6K5CH/vdcCAaW8JeU+zTxf40LO79+MX0IGp0PhFMgmsTMh1voUzXB9kmTwyOKB29X3/7TeR5ocfGsPcVz2rt/AypzqU4ZPgrCg2euBdRXZrPJ6ePL0mAMQ5VHa9Q9ISV7iOBzAuKOBi9rQppS+6hs7CggKJrGlewOJiI/C0UT/NWQDyNtzdx/UsIL92jOM9g8TT+e2Us+DepkxzkHPIWOYiYpCUhChLioMKRz5A4KDlgtqYuWMmJ5DsRG0OCkE22Ivk2i86ESy1tJJeQvuF+h/ybn8w3MgEmcLoSYHHI6XoyPNdvIcDikN9Cie9hAqcXARaHhHgeLA4JEaDKdhaHqATHbUyACWiaAItDNH18PDwTYAIqCbA4RCU4bmMCTEDTBFgcounj4+H/aAJBomMQFQ37oAvgGHbJCaNjTjRK/M/vI/LYepT3/Bfqmg2UbrXkLCSXCBIntD2fokiuCmhPX3g7dE4b8s9/A25jpLSesOl1RBTtQFnfSahP7aHoMVUeRvLqp2CPbYniIdPkNd9z3qTnRCh6zAcXI3b3bFjbjKbIm2ukNVNlLj3nSdhj6DlDfc8Ra/qGaqQtngxbQzQO930VlhZu+XmiR/SKvcUM3oqh51ton8rOV9M+Y+TrOkcdOXFMkt5NvKN/Ja96Cqaqw/SsR+hZreWlppw4dI56etYdQV09fE4cV5EQ5Hz5WUkH5yFs9zdBxTnBBDKGulKk/jQVrog4FJz3YsB5iUgZsZf/eUbmrUf8tvcptmcAxfbcGNCTuOk1KcanlKJrbBRhI8rnMnMducz4nE68zYKZYOf/XaQuvQ+G+nIUjnoezsiEE/6vQpzY+voCSRAyr/YQakloIopSizAoIg0TLZm4KKoVIim6hosJMIEzjwCLQ868Mz2b3ojFIWfTafO7nikEWBwS4kmyOCREgCrbWRyiEhy3MQEmoGkCLA7R9PHx8EyACagkwOIQleC4jQkwAU0TYHGIpo+Ph/+DCJwoOsYxYCxlrYSHtFP81rcRmb+ZBAI3k1Cgv/Qs86GlEC4R1tbnobLLtQHPz5h/Mzl+uMghghw/9B7HD+FCIdwoynrfKrlR+FdY+QEkrX0GDfHk+DHI5/gRzIHE22c5MB8xe7+W4kuqKMZElLEmnxxIHg1wIBFr+voKpC2dgjpbPEouegGUsCJX0pqnEVaRg2La204zeCuWnEnM5FBS2fVvsLYa4Wsg14qMBbfSQ430jm8r3kU4oAgnlKJhT8AR3UxeCy/5hdxTXpFcU4R7ire8opVgrh7RFN8THSS+JylnLsL2fI+qDuNRk3mxYn9ZaOMnkDHUFCJ1xcOSM4dw6GhcvvMcRef5F2lZju1pMYRcY24I6EnYMhMRBdtQ1uc21Kf1ltZllxmK+RFxP41LiHPE+xaMfhmu8BhpWTiaCGcTIVoR4pVgleew4ouabPrvAA47PPFIopobzZIgRLiENDdagvbyRSbABM4cAiwOOXPO8mx8ExaHnI2nzu+sdQIsDgnxBFkcEiJAle0sDlEJjtuYABPQNAEWh2j6+Hh4JsAEVBJgcYhKcNzGBJiApgmwOETTx8fDh0ggIDpGr4ez+yDYR14GV4eeIT7d156w+U1EFP6sEAFEHV6BuF2fUMzMMBIOXB+wV8Y8j9NE3kW+mBThQiHcKMp73kgOJAMUPWGleykK5UWKQumIkgFT5DWvq0TBeS+QcCBe0ROd/R1F23xH7hmXUrTNpdKaiCcRMSXOqCQSQTyruN+ZX4YWW+9HrS0JFVco15LWvYCwsn209300wzlyny9S5wZ61yGK5wV7R3FD6vKHYLAWoXDE03CafbEmYaVZ9I7PoyEhEyUDp8rP0pNrRhq5ZwRz9Wgqvidp/9cI2zdfEsUIcYx/BYvoMVYfRcrKx4OKZkRvsPMMFtvjv0/8tnfpPDfSed5E53mutBTsmn9PsPNMW3QX9HYr8inuxk2xN96yUdzO/NrDmF29H2vq8+A6vhBB8ULjyB3k6uj2GByRIbmGcDEBJnB2EGBxyNlxzmfqW7I45Ew9WX6vM5kAi0NCPF0Wh4QIUGU7i0NUguM2JsAENE2AxSGaPj4engkwAZUEWByiEhy3MQEmoGkCLA7R9PHx8GoIiOiY9YtgXPYt9AW5niccj45xjhwPV4JPjKDm8cF65PgQioOxHY+DiTy6FvHb/4NaipmpoLgZ/9I5bBSTcjvFpIQh/4JZ8lLcjo/JjWIVKrr9nSJHhip6RDyJ2MeW0o1iSu6S15oSWogbYvZ+BcuBBQqBhNcdxBUeS+4ULyn2sO4oQuaRh1DrTEXFpTMUa4kbX0V48S6U9r8btuSu8lr8tvdIALFBIYDwLmYs+DdAsSZ5F75FDiIm38zHY1IaC1pMFQeRvGaGFDUjIme8JYQk4j2DuXr44nsuoPieK+We5KwvYMpehMpOFHfT1hd3I27wCWQ8LiHVZLThKDyELvumw2ZpidLhyrgd6RM6ukZy/fA/z2CxPf7QYrZ9CEveGhxu+0+UxJEoyalD66yZSKvbioOZtyG8g8dNxL+EcEfM5y+cSV94B0UQ1ctRM1ttxfiiOhtzKTamytUgt/cOT5YcQsZb2sKi8/H+o75zfg4TYAKnPwEWh5z+Z8QTNk2AxSH8dTAB7RFgcUiIZ8bikBABqmxncYhKcNzGBJiApgmYjDrERoWhpMqm6ffg4ZkAE2ACv4cAi0N+Dy2+lwkwgTOFAItDzpST5Pf4NQK64nwYV34P09qFQK0nVsPVoh0cwy+Do9+okKNjTrR/4oaXEV6ym6JQJlMkShfp1si8TeQS8Q7q0vuivDeJJPxK31ADEQfjMplRMPY1eSV212cwH14mxZZYW9PMfhVRsBUJW2ZRPEkvcii5XV5JWfkYjNXHKKKFXC+imyt6Ynd/DvPBpajsfA2sbUZLazpyoEgnJwo37Z3vt7dYK11WgG61j6DWnYGKi59UPEt2R+l7B+pTfa4rYiYxm390ircx/cdJ0DnqSNTwOtzGKPl5cnTKmFfgCouWrxurjiBlFUXNxDRH0dDHfdfp/cR7OiwZKBqunEu8n3jPxvE9yXs/h+kAvXsjli6y19iwvAIT6qagwh6PKTtegdsNtLdk48GOM5BT0w4rEh7G+WO8PhyeMYQDiHD9qMvoR/FBt0jXhPBGCHD8Y3u8Q/+8XQfL9k8wLHE5Pjn8dywrHik5eNyd+TK6xe7AGwcmI3NUV3TvSpv7VbDIHSmeh2J6nhx8Bz6zHkKWvULuSDVEYoK5Ha6JzkQ7U6ziWfwHE2ACZx8BFoecfWd+Jr0xi0POpNPkdzlbCLA4JMSTZnFIiABVtrM4RCU4bmMCTEDTBFgcounj4+GZABNQSYDFISrBcRsTYAKaJsDiEE0fHw//GwgYftkEw4q5MO7c4Ln7JEXHnGiUYJErEUXbkbDpDUlIUUaCCv+S3Tsi4lBw3ovyUsyeObDk/EgOGBNR03asoscnTjiXxAk3yWvJq6fDVHlIctoQjhv+FbvzU5hzl6Oi63WobTXcs+S0I2PhrSTWCCfRxkzF/Xlf5qFv5DTUGVuh/PxHFWtC6CIEL2UkdKknwYu3Eja9joiiHZKbiXA18a+0JfdAb6sih5KX4QqPkZd8opGZ0hzeMtYUIGXFI3CY01A0Yrp8XbyfeE97TCsUD1XOFZVL8T07P4G15XBUdrvOx2XPpzDl0LvTtVpa89YP8/X4ZVstXuvpOZN91Z6InEhDHVpG5WJfVUe8kP0ALr7Ihf59fAIRW9bPaJP9JupcFuTbmsHpBBLCypAYVowdYZchZsQlCDtu1pF7RIf3PzTg6uafYUzqYhTWkxOLPU7ap3nkUZiNVryYdT+yazvjwfscCAvzUUte9RRMVYdRbmwtOcs0GO1Isx6UbtB18cX2XGxujYkkCjkvqoWCOf/BBJjA2U2AxSFn9/lr/e1ZHKL1E+T5z0YCLA4J8dRZHBIiQJXtLA5RCY7bmAAT0DQBFodo+vh4eCbABFQSYHGISnDcxgSYgKYJsDhE08fHwzdBQFdfC8PGpac0OuZEh5G09hn8P3vnAR5VtX3xNSV90nuogST03nu3oYAF8fme+vepz4rYEAVsCAhiR7G3Z8UKKALSe+89gQABQnrPpE3573Mnc2duMuHpDJBc2Pv7MOSeu88593euoMxiLe/848jp+ywqQ1tKt4oIFhHFIiJYRBSLc9WMNbGPBSYvQGDK7yhqdSNKEkYqeuRYk8b9UNDpbnksYvMseOcdo7WfobUTFD0iBkX0ifuN1GevuMX3Sj9NH/mJ4v6TH6ehb9w0lPu1QN7QyTXm+ozm2kTxMfegjKJy7GV3Tcnp/RQqw1sreqJXPQ1dWR4yh74Ks1/Y/1xfV5aL6FWT6N5w6pkt3y/YCsaCrWDsXHJ8Tw0uUQe/hP4kRfQ4PbtwCHl5lh5aUznm1XBzsc95oLAD3jr2JNq3s+LWm0kBQrV9pwYn1x/EBHL9cFU/n70F+7Uj8X93mSWByKq1WqyhH7c0+gHXxPzhsmfWkSk4VpqI+/5tRpPGNveQA4e0SDo0E839jrnsiW02CvfFJWBcSEuEah2iGpc380UmwASuSAIsDrkij/2yeWgWh1w2R8kPcgURYHGIh4fN4hAPAbrZzuIQN8FxGxNgAqomwOIQVR8fb54JMAE3CbA4xE1w3MYEmICqCbA4RNXHx5uvQUBEx3it+hm6zcuhqTBKo5cqOuZ8hyG7d/Qj946Q5tKt3rnJiNjyKirDWiGnz0RFu74knRwynq8VkxKY8hsCkxeiOPEGFCeNVvQ4HDIGk0PGv+QxhzjjSRJntFH0iBgU4TiS3+U/FIfSUx6rSxyS/GoqBrebiYqQROT2m6SYK2Tff+F/eh05cdxJThwD5bHziVOi1kyBvjQTmYNnwhwQ9T/X11YUImbFk+QyEkxuI6/L93vnHiGWr6GCxCe5JEJxLjm+h55PPKe9og58Dv2pjSRmuZfELL2ly0IcMp3EIZVVQGvDYel7URqR91JdJaZAnC1vjB5dLbjhegtKSoA5b+rhpy0l1480KRpG9Dn3ZFVEIb8qHGNvMqMDxcRs26nF74u15CqShQivXLq5ds9JY3OYNH6yc8jBw1q8vuksdPFbYIw+Je8noCQAMZmxiMqiSJ30nmjbxoLbxiojb873bvIYE2ACVxYBFodcWed9uT0ti0MutxPl57kSCLA4xMNTZnGIhwDdbGdxiJvguI0JMAFVE2BxiKqPjzfPBJiAmwRYHOImOG5jAkxA1QRYHKLq4+PNVxNoCNEx5zuMqPUvQl90BlkDXoApyBbz4VWQisiNM0ksEo/sflMU7XJMSnBTioN5Xh4zpC5F0OGfKFLmaoqWGavoCTixHMGH5qM0fjgK294mj8mxLt3HoyK6k6InbMe78M3cg7xuD6M8pos8Frv0EWjM5RQrM5diXfyk65VFGpx6NxmDOs12KcIIPvgtAk6uQmG721HafKg8V+QGikEpPEXP6BDG2Aej1r0AffFZ4vIicWlsu2yPtdF54dw17yv2q6kqReyfE2hP/rS3d+Qxn6z9CN/+thRbI+JrnMs3YzfCdr5XK74nau9H0J8Rwpj7SRjTQ24RsTLbdmhJreGYxUriDSd9CAINVvz7LgvCw61IOabBV9/qpNs10j/oh/1rjZeif18LrhpuQXkF8NkXepzLqL5f3FdDiKKjLdw42ozA1oX4oeQYvsw6jkKfUtu7U+mF+FPxSDrWCtHZ0crnJcOQyZNMNVbmb5kAE2ACNgIsDuE3Qc0EWByi5tPjvV+pBFgc4uHJszjEQ4ButrM4xE1w3MYEmICqCbA4RNXHx5tnAkzATQIsDnETHLcxASagagIsDlH18V3Rm3cVHWMNDIGp/3Uw9x8JS5jDiaK+QUWtmUoOGRnIGjRNcgMRpS9KQ9T6aagisUg2iUacyzv/GMWkzKKYlBYUk+KIbwk4uRLBB7+TxBdChOFchuN/IOjILyhpeS2KWt8sD4XtnAffjF3I6/ogymO7KXpErI2ItxGCCiGssFfM8sehrSwmd443yKUjSLpceFyDnB8OYUDH111G4QQd/hGG1GWSaEWIV+wlC0AGkgAksFoAUj0oC0f6k3AkuLl0tS4BiDRorkTc0ocArRfSr3UIR8Tziecsj+6MvO6PKJ6xLuFI1O550KcTl24PkTCmq9xjIdONlau1FBWjhYk0FhZKjgkIIKcXHyt8vIGmTawY0M+CwEBbi3AOef0tPUx0n+wWQkIPSR/ipCjRktjjgftMiKnWcgh3kvUbtTiRqkFFpVCfWCEEIYYAKyKaVOF0wgn8oUnGtvIsGxf6EZMRi8SUJDQnYYiXRe9SgyIEKxMetsXdcDEBJsAEahJgcQi/E2omwOIQNZ8e7/1KJcDiEA9PnsUhHgJ0s53FIW6C4zYmwARUTYDFIao+XP4b/AAAIABJREFUPt48E2ACbhJgcYib4LiNCTABVRNgcYiqj++K3Px5o2N6DiNbBfoE/yJVRSWwZKkO+w9oYKFP/8UP8Qm9+OBf/LRpYyuuvdqM2BjlBqJXPwudMVsRnyLEIkI0YgqIQdbg6YoG79zDFJPyOsXAtEaOU0yKPTrG2GQgCjreqegJTFlEkTOLKHJmFEXOjJLHQnd/QtExWxTxKfbBiM1z4J13VFpDrGWv6JUToSvPR8awObD4hkqXM7ZqYVy9D/07vIXyqI7I6/Gocv3kBQhM+R1FSWNQkni9PBa1ZjIJY7JqRceIG4QARghhcvo8Q/E6CVKPtrwAMSufqhUdY5/QVeSN39ltCN3zkRSN4xwdI3rqipyJ3jUXunN7kevCUeXvvj47d2nw+x86mEhYIkXKiOcQUTHVE3nTK3njaAvaUeRLXSXu3VyegfklKfjDeApGi839o5E+AGMNCeiekYQ1PwbDKtYQA3aHEvHTahGK+Dr2Zgvat+VYmb97hnw/E7hSCLA45Eo56cvzOVkccnmeKz/V5U2AxSEeni+LQzwE6GY7i0PcBMdtTIAJqJoAi0NUfXy8eSbABNwkwOIQN8FxGxNgAqomwOIQVR/flbN5+sRdd2gHdGsXQr9/q+25dfRhfJcBMA+5EeYWbS86C/Gh/6df6pCWplFEiNRMEBHuEg/cZ5YiR+xlF1tkDn0VZr8w2/aNOYhe/Qx9H47MobMV+/fJ2kcxKe/UiknxO7MJoXs/g7FRHxR0vkfRE3TkZxiOL5FcQ4R7iL1C9n0J/9PrUdDhLhibDlD0RFCsjTfF22STO0kVuZTI+yVBh66GoOPE71poDu1C33bvSk4bwnHDuQJTfiNxykISp1xP4pQx5312+2D4ltfgk3sEub2eQEWE7Qx1ZbmIXjXJJRcxHvfH/aSOMJNzyAekwNBLPf5nNiJk7+cwNu6Lgk7/VuzL4cLSklxYnnXsa8db0GWSa0rPxyQnFE8rKxtISdHC3wBEhlsQG0tGJ6TvyM7RIDLCCiEQcVXpplJJECKiY9JMZENC5avR4Vr/ZhhHopD+fnFypM3RZA2Wr9ShoJCENfQaGQItKC3RwGzRIILet149LWjW1CkPx9OH4n4mwAQuOwIsDrnsjvSKeiAWh1xRx80Pe5kQYHGIhwfJ4hAPAbrZzuIQN8FxGxNgAqomwOIQVR8fb54JMAE3CbA4xE1w3MYEmICqCbA4RNXHd1lvPvWkBumpZYhNXoL44wtgKEmXnrfMKwTZ7a5D5G2jYA0Ov2QMxIf8c+fpbM4QTq4QTskh8l6GD7VgYH+He0PMiiegrSiimJbXJUcMUedzyJBjUmK6kAjjYXlev/TtCN39IcpiuyO/6wOKZw8+9B0CTqxEYdvbUBo/XB4LPvANAk6tRmH7f6K02RBFT+SGafAqTEN2/+cp1qWpPOYqCubQ5zoYcrajd9t5Lh06RKSMiJYRkTIiWsZeriJq7GPh29+GiH3JJReSCnIjEXU+RxUxHrv0EWjM5Th39VxY9X5Sj3/aGoTs/5rEL+So0kHpqOJVeBKRG6ZTfE8ziu95Tt5X9LbXoMs+Uss15VK8UGXkCvJH2SnMLz6GTeXnZIeRLt4RGBeYiNEB8QjSXjwHnEvxjLwGE2ACDZMAi0Ma5rnwrv4aARaH/DVOfBcTaEgEWBzi4WmwOMRDgG62szjETXDcxgSYgKoJsDhE1cfHm2cCTMBNAiwOcRMctzEBJqBqAiwOUfXxXbabX/vjWUTt+gFdtBvgjQrpOTP1TbHfdyBSvTvhRHkLJLXzx81jzAoG+qIz0FaWIC8f8POlH/5AcTE5K5is8E9wxKbYm06RC8jp7SkoKrK5LWjpY3oh6RCRIMGRfkjs3VRyZBBlF4f4aMrQPOCklO1hpfucxSG5leHIqYxCTXFI7J8ToKkqxbmr3obVK0CaT2MyInbZo9L34rpz1RWT4pu1F2Hb56I8ujPyuj+i6Ane/xUC0taioP0dMDYbJI8FHfoBhhN/orDNOJS2GKHoiVr7PPQkuska9DJMBrK6qC4hphCiiux+U1EV0ly6umuODlGaLejZ5kOXDh0BJ1ch+OC3KG0+DIXt/iHPFbtsPD1rGYk53iUxBx2KU4XtnAchhBEuJMKNRJQ4w6j1L5KYoymJOZ5X3C++kcUmI96ExTtQGheiGCGOEaIYIY5xLvF84jlNgY2QNfAleSh662zoclLITYQibUJtkTYXu3ZWZJFLyDEsKjmBYmuVtFykzg83B7TE7SQKaellEw5xMQEmwAQuFgEWh1wssjzvpSDA4pBLQZnXYAIXlgCLQzzkyeIQDwG62c7iEDfBcRsTYAKqJsDiEFUfH2+eCTABNwmwOMRNcNzGBJiAqgmwOETVx3d5bV5Ex+zfgsrFCxCYtgu+iUHwbRXq8hnfTHkSB4s6YPxDZimyQ1RyigaN9r6BRL+DLntm5H6OW282I8CmzcCBQ1r8+JMWH3f7P5f3nyiNx2upL+Ceu02IiSYhSHWsjD4nFZPbvOyyZ2nGtfgte1ytWJnYpQ+T20UFCSTeI4GEj9wbt/heWHXeOHfNPMV8jpiUfhSTcrc85pNzEOFb35RiUEQcinOJWBXRl0+xKmUUr2KvwKO/IvDYYhS1uhElCSMVPdGrn6V4m2xkDpkFs3+EPBaxeTa88xzCCSspZjZP1qFZ1Eb0aPWJFE8jYmqcyz9tHbl3/BfGJuTe0dHh3iGeUVT6yE9qMQvd/TH80rciv/N/UNaopzTuVXACkRtnkCglnsQpU2r12CN6MobNgcXX9n6IOB0RqyPidESsjnOJ5xPPaQqIQtbgmfJQzKYZ0OafkNYQa12syiIR0A+lx/BD8XEcN1EejHhGjRbD/RpLLiFD6atOITG6WDvheZkAE2ACAItD+C1QMwEWh6j59HjvVyoBFod4ePIsDvEQoJvtLA5xExy3MQEmoGoCLA5R9fHx5pkAE3CTAItD3ATHbUyACaiaAItDVH18l8XmNeVG6DYuhde6hdBk2aJjSrQhKG7XHm2anUZORSRyK8Ok6438zsKgL8G7xx/FnoKuGHuTGR3aW3HsuAZffavDxMSZSApMRpqxKcrMtsiRVoFHpa/j98xDo+Z+uPOfNreRt9/TIZeiYj7p/n/S90eLW0lfvbWViA84gTPGxnjx8HS0b2eVRCWiysnEZP/yZIzWvAqjKQBnyhtLDiIhXgWI8s3E9rJh0A34hyQmca66BBJ1XbfHpJQ2HYzCDv+Sp/LOTUbElldRGdYKOX0mKtYI3f0RCS22Ib/L/RT70kMeC0z5DYHJC1GceAOKk0YremJWPElxN4XIGPYaCS1C5LHwrW/AJ+cQRa48icrwNijL1mD3azoktliNTo2/RM19iUa/s5sRuufTWq4i5xOH2AUtQgBjbNzPxp9EKUKcUhmeROs/rQRJ30WtmUzRM1nIJKGHmQQfogKTFyEwZRE93yh6zlGKHm15PmJWToSZhCSZJCixV8yml0kccgpZ5E5iIpeSC1mVpKZZZkzDD+QSsrbsLMzVwTFtvENxa0ACbjG0RJhO6aJyIdfnuZgAE2ACdRFgcQi/G2omwOIQNZ8e7/1KJcDiEA9PnsUhHgJ0s53FIW6C4zYmwARUTYDFIao+Pt48E2ACbhJgcYib4LiNCTABVRNgcYiqj0/Vm9dmnoZ+zULoNi+HpsIoPYuleSucbXcT3tsxGGOa/IprYpbgxzO3YmnmdZK3wn/i30fPsK34MPVBHCjvhScfNcGbjDh++FmH/Qc0eK7Ni1Lky8uHX8QpY3Npztc7TECwdyGe2PsWyjQhmPqMCRqabNoMPS1YiQ+6/geVFi88RC4WoqJ8MjGz/SRklUdj8sHZCKdYmQkPO+JrfLL2I3z726iI6oDcHhOkHtk1w4WjhhivUxyy5H7agxnp135AWTa0n+oKSF2O4MPza8WkeBWkkqvGTJeuGmE73oVv5h4pbkbEztjLkLoUQYd/QkmLq1HUZqzinXEVdyNuCNv+Dnyz9iG3+3hURHdC/mEtDn+hRftOy9E6+Jta0TGixy99O0J3f4iy2O7I7/qAbR1zFeKWPkjuKF7kjvJ+rfdVjsIhAYyRhDCiZHeUiLbI7fVErR45CmfgixQVQ+IcqqAjv5B7yB8u3VG0lcVSFI2IoMmgKBp7xax/Adqis1LUjIicuRC1ryJHEoT8WnoCBRZbHFKI1gdjAuIxzpCAjj4Od5YLsR7PwQSYABP4uwRYHPJ3ifH9DYkAi0Ma0mnwXpjAXyPA4pC/xqnOu1gc4iFAN9tZHOImOG5jAkxA1QRYHKLq4+PNMwEm4CYBFoe4CY7bmAATUDUBFoeo+vjUt/nq6Bj96gXQHdll279OB1OXATANHwtLsyTp0u9LtGhx7jsMj16O79Nux4rsqyTvhX83+wT9Ijbg+8x7kHBNH8TF2aYQ4pADJA55qd0UyV3k+YMzcLa8kSQomdX+KUT45GDS/jmo8I7E00+Y5J7Uw6V4p8sjKCUXkAl735NcQEK98zCn4xPIJ7eSifvfwPChFgzsT7kq1eWbsQthO+ehPKYL8ro9LF21u2aUNepNESm2GBW5SPwRJ0QgGh3Sr/tQMRS7bDw0pjKKm5lLcTM2pxNRBoqBCaI4mJoxKfqiNEStn4aqoCbIHvCCYq7wbW/BJ/uAFDcjYmfsFXByJYIPfkeCjqEobHe7cn0SbmhIwJEuYm0o3sZe4vnEc+Z1fRDlsd2Qvk6Lk4u16NZvCeJ1810KTYQwRQhUhDBFCFREaapKIQQoVr0/PeM7Si70XfCh7xBwYiUK244jIcwIadw3cy/NMxflUR2R1+PRWj2R61+GV9EpioOZSiKZ5tJ40KH5MJxYTuKXW2lvVyl6BF/B2UpOHeeueVcei107BZqSTGQNmg6TIabWOn/1Qp65HD+VHJeiYw5X5kttWvox0K+RJAi5xr8ZvClGhosJMAEm0BAIsDikIZwC78FdAiwOcZcc9zGB+iPA4hAP2bM4xEOAbrazOMRNcNzGBJiAqgmwOETVx8ebZwJMwE0CLA5xExy3MQEmoGoCLA5R9fGpZ/PGYujJIcQ5OsYaFAbTwOth6n8drMHhtZ5Fs+kbxOavxmb9HTisGwK9ToNBmi/RrHQN8tv9C2XNB8s9Kcc0+Po7HWa0fZriXbLwzP7ZFEcTDSupQ6a3fRaxfufw3KEZ6HN1DDp3FDITiogpB5YuKMRDgU+ioDIET+5/S7pu0Bfj7U7jUWIy4FvvdzDyGovkNGIvv/Qt5JDxCUW39KQIl/9Il33P7UDYrg9IMNKVBCMPKZ5FY6ogccLDMJu98evGjxRjN/R+FD7eRVi06R1UmoLksbbNfkXbZgtx6OQYHEobI1830HNc0+NZFJfGYtnOVxRzDeo4C5EhR7Bm7zPIKWwtj8XHrEG3pC+Qmj4Yu479n6LnloG2739a94Xies9WH6Jp9GZsPXI/Tmf1kcf6XPU7GpWTC0nL61DU+iZFjxCmCIGKEKYIgYooEVkjomssPsHIGP664n7xTdCRn8nxYwnNdbMkhFGwJFGKEKfUrIhNr8A7/zjF6jxD8ToJ0nDwga8RcGoNCtv/E6XNhihb7OIcLYlzrnWIc2JXPwONMQeZQ2bB7P/3HD1MFBuziuJi5pekYGXZGVTR96LivQJxqyERY0kUEqvzr7V3vsAEmAATqG8CLA6p7xPg9T0hwOIQT+hxLxOoHwIsDvGQO4tDPAToZjuLQ9wEx21MgAmomgCLQ1R9fLx5JsAE3CTA4hA3wXEbE2ACqibA4hBVH1+D37wUHbPiJ+i2rYSm0hazIaJjqobcCHPXQYDeEaVS82FC9n0J/9PrUdDhLoocGSANBx/6npwmViicJux9R5M16HbkKQTp8jE1+Q0UW8IkAchzrZ9HY9807GnxPKLaNFUsozNmI3r1s6j0icTetrPg529FRXE5uu17hJwmfMhpgtxEapTYk9ibsUl/FHT8P2nUh9wuwutwu7C7Z1RV+WPhZnLocKqRPZ+An28eFm95HWWVDoFMh/gf0arJYuxPHYujZ0bKHf4+2biu10QYyyLwx/bXFHMN7fwywoKOY9Xu55BX3FIeaxa1ET1af4xTGX2xPdkmZhGl0Zhx84B7YLHo8MuGTxVzdU/6FM1j1mNH8r9xMmOgPDZwzAJE5S1AcdIoFCeOUvR45x5FxJY5JNhoRcKNidKYriwX0asmwewXjsyhs2uxDExeiMCU36S5xJyi/M6S+GYPiW9cubDQePiW1+CTewQ5vZ9EZXgbqSdk3xf0rmxQvCvOi7mK9YldNRGasnxkDJsDi29orb25upBcVYDvSBDyS0kqcsxl0i0BGj2up9iY20gQ0tM3+i/NwzcxASbABOqLAItD6os8r3shCLA45EJQ5DmYwKUlwOIQD3mzOMRDgG62szjETXDcxgSYgKoJsDhE1cfHm2cCTMBNAiwOcRMctzEBJqBqAiwOUfXxNczNk1OD7sA2KKJj9F4wdR8C0+DRcnTM/9p86J5PpbiW/M73kFDA5l4hO020uhElCQ7RhH2umOWPQVtZgnMj3oLV2yBdjtg0k5wm6MP8viQCCXWIJsSYvvgsota9QLEicRQvMs02jZViYP64nxJmNDg38uNa2ww4tZqcKr4hh4rB5FTxL2ncJ+cQwre+gQoSK+SSaMG57O4ZFZVBSG3/JoITbc4loqLWTIa+NAuZg2bAbHAIC1zFrYj7teUFiFn5lEsnjkiKm/Gi2Jns/s+jKtghgvFL305OJx+iLLY78rs+IK9dV9yKuKEuJw67mKMoaQxKEq9XPKcXMY4k1pUhLZDTb7I0pi/NoGecClNADLIGT6/F0hGf43Ai8U8j8c1+Ib4ZQOKbu2r1hG9/Gz5Z+5FLkTMVFD0jKnT3x/BL3ypF+ghRSc2KleNz3ifFipc0HLvicWgqisnR5A3i6XBtqdlbaKnAgtITmF+cgr2VufJwbxKCiNiYG/zj4aetW+RUazN8gQkwASZQjwRYHFKP8HlpjwmwOMRjhDwBE7jkBFgc4iFyFod4CNDNdhaHuAmO25gAE1A1ARaHqPr4ePNMgAm4SYDFIW6C4zYmwARUTYDFIao+voa1eYqO8Vq/GLp1v0GblyXtTY6OGXgDrIEhf2u/QtAghA0iukVEuIgKTF5EThOLyGniBnKaGF1rPhHfImJczl39Hqx6H2k8gpwmvCWniafIacIRtyLGvApOInLjdFQFNUP2gOfk+WIX30fSECvSr6MYEo1OsY4h9U8EHf4BJS1GoKjNOGnMO+8YIjbPIvFJAolQnlHcry3PJ0HHRJRVhCFz+Bx4BzmJQ9a9SAKVM8ga8CJMQY3lvpD9/4V/2jpywvgXuaYMlq/bXUisen96xncU6wgRhhBjZA16mcQusfKYb+YehO14F+VRnZDXY7x8XVtRRJEvT8DiHYiMEW8q5go6PB+G1OX0fLfSc14lj8ninDa30PVrFD1ehWmI3DBNEqYIgYoofdFpRK1/ifg2Ib4v1DovVywd4pshUkxMzQrb+R58M3ZL8T0ixkdU2M55dG2XFENTTnE0NSt22aP0XhglZoKdqLg/HwWq6NpVb8PqFaBosdDZr5ViY47hT2MaKqpjY+J0AbjF0JJcQhLRjCJkuJgAE2ACaiPA4hC1nRjv15kAi0P4fWAC6iPA4hAPz4zFIR4CdLOdxSFuguM2JsAEVE2AxSGqPj7ePBNgAm4SYHGIm+C4jQkwAVUTYHGIqo+vQWxeczYVXmsWKqNjEtqjavAYmDv1O290zPkewJUIwHB8ieQeIoQJRSRQqFmu4kNcOU3Y++oSdcQuJZGJWYhM3iUxga9iGUPK7whKXiA5lxSRg4koWWQSTCKT/g6RiTRYmI24Dc+itDwShTe/opgrcsN0eBWeRHa/KagKiZfHQvZ+Bv8zm1DQ6W4YGxNDe5mrEEcuGNB6If1acsFwKhHfImJcMofMgtk/Qh7xyT6A8G1voSKiHXJ7PS5f15XlUeTL0zBTpEomRas4V9DRXyFcPcTzOTu02EUjhW1vQ2n8cEWPviQdUWufl4QpQqBi43KCxDczpGcTz1izAk6uQvDBbxUuLK4EI859obs/ItHQNnIJuY9cQnpJQ2Hb34Fv1j7kdR+P8uhOtdYRIhghhskY/rrkuiIqjoREqCEkOlFVJAlCfqIf58xG6T5fEgdd7d9UcgkZ4BcHLcmGuJgAE2ACaiXA4hC1nhzvW/q9O9yPQTABJqAyAiwO8fDAWBziIUA321kc4iY4bmMCTEDVBFgcourj480zASbgJgEWh7gJjtuYABNQNQEWh6j6+Opv8yI6ZvcGEoUsgPbYAds+qqNjqobfDGujFh7vzf6Bfy594F9R/YF/wImVEJErpc2HobDdP5Rr0J7iltxPwgkdCSfI8aO6ZFcJJ6cJ+1hdcTD2eBrhqCGcNZwrkIQhgSQQEc4lwsFEenRZGOEUT1PdVHE0A/HHpqK0KgaFY5TRKhGbZ5PrSApy+kxCZViivIzsmtKZXFMa2VxT7OVKACPGYlY8SQKIQmQMew0WX4dLi3duMrmnvEquKUnknvK0PI+uJBPRa6dQ5EsURb7MVD5jym/k0rKwlkOLEHIIQYdw9ChtNkTRY8zOQcK2Z1BoicIb2bNBOhYkGo7grpDZKPBrhZLBE6HVKo/MVYSMHDXjJL6xd1VUAuZVnyPBvBE/59+Lw+a+CDRoMVo/B831B7Et6kk07tGm1rsnC2eG0r78wqVxER0kIoSSr5mLRcbTkihkR4XN8UZUJ+9w3BaYhDEB8QjSeteaky8wASbABNRIgMUhajw13rP830AsDuGXgQmojgCLQzw8MhaHeAjQzXYWh7gJjtuYABNQNQEWh6j6+HjzTIAJuEmAxSFuguM2JsAEVE2AxSGqPr5Lv/kLHB1zvgcI3/omfHIOSm4XwvVClP+ptQg58BVFrQykyJU7Fe0aUzlilz1CTh9+5PgxVx4L3f0JOU1soXiaeymepreixzdzL0WuzKXIlY4UuUIxI9UVTTEwOoqDySBHDQs5azhX0OEfKXJlGTmXjCUHk6ulIZ0xG9GrnyXHjkhy7lC6gxRsOIu2hS+g1NIYhTe8qJgrfOsb9IyH6BmfoGdsK4+JGBgRB5PX7WGKTumi6KlLHBL75wSI2JmaMSl1uXeIOJsoirUxBTZG1kDlvmSHlpbXoqj1zfL6jribO6UzsNfpsxos+r4IM1o/jjKzH5ZnEhcy2IjwykLfiE04VNQOC0xP4fbbzPD2cjyOz+ktCN/3CcoDGiMvkCJiqCe49CgCio6ioOUoGFuPkm8urwA++VyPq3y/wODINdhb2BmnSptLPf3CNiDcJwezjk5GbKcEjBhmUTCzR+6UNh9KYh+DNCYiiqR3qsNglFlM0s8jdH64ydAC/6DYmCSvvxeDpFiQv2ECTIAJNFACLA5poAfD2/pLBNg55C9h4puYQIMiwOIQD4+DxSEeAnSzncUhboLjNibABFRNgMUhqj4+3jwTYAJuEmBxiJvguI0JMAFVE2BxiKqP75Jt/mJFx5zvASI2zyFXjaPkdjGRXC9aSbf6UdRKKEWuGBv3pciVfyvatZXFiFn+OMWGBFF8yBvyWMi+L+F/ej0KOt4FY5MBih7fczsQtusDlMV2R37XB+SxqDWToS/NQiY5apjJWcO5ZPeMdreTg8lQaUhbXoCYlU9Jjh3CucO5sn5LQ2ftNBi1zVFw7VTFWF1xKI4onAmoiOqg6IldNh4aU5kkgBFCGHvFUtyMhuw60q+huBmdQ4GhLzqNqPUvoSqoCbIHvCDfL+JsRKxNVXBzisJR7kt2aIknh5a2DoeWkH1fEMsNyCf2ZXQG9npzrg4VRaV4p/MjLo90b0FnzD3+GAYNsGDYEJtw4wwJSg4u3om7G81z2bPg3FgED7wGrZKs0vi2nVr8vliLcU2+wYio5S57Xj78Ak4Z4zHxcRMCqw1fsnM0aLz1RYTjtMsefbsBGO7fmGJjEjHMrzH0mhr2Jud7SXmMCTABJqAyAiwOUdmB8XYVBFgcwi8EE1AfARaHeHhmLA7xEKCb7SwOcRMctzEBJqBqAiwOUfXx8eaZABNwkwCLQ9wEx21MgAmomgCLQ1R9fBd385cgOuZ8DxCx6RV45x9HTt9nURnaUrrVL307RORKTTGHGNOV5SF61dNSbEgmxYfYK/jANwg4tdplFIrf2c0I3fMpRbf0QX7ne+Qe4aghnDWEo4Zw1nCukP0kNkkjsQk5l9jdMzSVJYhd/hgsXgHIuOptxf1nvjiBnpEzUObbAvnDJivGQkmY4kcClTwSppSTQMVeEVteg3fuERLGPEXCmNaKnpgVT1B8TJEkgBFCGHvV5SiiL8lA1NqpFB8TQ/ExjlgbEWcjYm1EnI2ItXGuuhxaQveQC8tZcmHpfB8x6yW1FBcDc97Uw0oajtGNFrg80vSyOOzI74mEllbc+U8zjGXAG2/rEao9h15hWx09QgdCTiCiDhR0wMnylnjgPhNiooFfFuqwZ68GbQMPICHwmMt11mQPQVFVMO643YzEBCsyMoEPv6R4m+a/QBN5EiUBJfL8vmW+CM6NwMaUO3HH9d5o31bpNnJx/+Xi2ZkAE2AC9UOAxSH1w51XvTAEWBxyYTjyLEzgUhJgcYiHtFkc4iFAN9tZHOImOG5jAkxA1QRYHKLq4+PNMwEm4CYBFoe4CY7bmAATUDUBFoeo+vguyuY1xQXQb1oK3brfoM3LktawhEXBPPAGmPpeA2vgpYnbiNzwMrwKTyG731RUhTSX9iGiVkTkSs0YGDHmEEFEkwhihswm6PB8ioFZTvEoFAPT0hYDYy//NIqp2V87psax9hRaO17RI8fUkJhEiEpEaUwVFGnzMKzk2HFOOHc41Ym3UtAvcTbKg5OQ1/9p5Vyy2IIibxo5Im8iNs6Ed0GqQhhjbxSfLFcVAAAgAElEQVQCGCGEyRz6KglhwmyXLVWIW/IgWZjokX7tB4o1dGW5JJqZVEs0I+JsRKyNiLMRsTbOVZdDS11ilrff1SEnl1QdQthBAg9N9Ve70MM+99DBFgweaEHKMQ2++lYnbpXvd9KFKPZy/UgLenaz4OQpDT77Uifdb7UvZV/LqSMoyIonJ5ixoyILsw4cx86gVFR5V0l3eFd6o8WJlkg6noTInEi5KzzcigkPmxXr8jdMgAkwgcuRAItDLsdTvXKeicUhV85Z85NePgRYHOLhWbI4xEOAbrazOMRNcNzGBJiAqgmwOETVx8ebZwJMwE0CLA5xExy3MQEmoGoCLA5R9fFd0M1L0TErfoZ+x2rAZPsw3ZLQHlWDx8DcpT8JD+iD+UtYUevJvaOI3DsoCsVEkSiifHIOkqDhTZeChrriUwKP/orAY4tRlDQGJYnXK54g4ORKBB/8ToqHKaSYGHsJRw3hrJHT+2ly7khS9ITtnAffjF3k9vEguX10k8dcOXeYK4ATbx7BwA6vudyzHHnTgSJvmjoibyLXT4NXURrFvTxHsS/NFOvLkTeDZsBsIEsNKo3JSOKUR6WYGRE341zaikLErHiyVtyOb+ZeEtrMdSm08UvfRg4tH6Esrgfyu9wvTxe28z169t3I6/4IyqM7y9dPU0TM1yT2KDNaYSFFiJbEG8JJRDIBqXYCaRFvxe23meFNiTci6mXuPJvQwy4osQs+ar5iY28yo0N7W7TMrj0a/Pa7DiZh8lEtDJHWqV7DK64E3iNT8Ls5BammIhsbGo/LaISElCQ0T2sOvaX2e6ynS89PMV3Ct5uXYgJMgAnUDwEWh9QPd171whBgcciF4cizMIFLSYDFIR7SZnGIhwDdbGdxiJvguI0JMAFVE2BxiKqPjzfPBJiAmwRYHOImOG5jAkxA1QRYHKLq4/N88yYTdHs3wmvNAmiPHZDms3r7wNxzGIlCRsPaqIXna7g5Q9SaqdCXZiBr0MswGWKlWbxzkxGx5VWXUSheBScQuXGG5PSR3W+KvGpgym8ITF6IYhKGFJNAxLkMx5cg6MjPKGlxNYrajJWHhKOGcNbI7fU4iTraKXrCtr8D36x9yO0+HhXRneSxuCUkoqAoHsm5gxw8RJWc0SDrmwPo354ELVEdkNtjgmIuOfKGhClCoGIvx7NPo2ePU/TIkTcDKPImyBZ5U5cARIzVJRzxpTibMIq1EQIXIXRxLtmhhQQgQghiL/nZ6TnE8zhXYbEGR45oSKhhRWQEEGAAcnKsyMvTIowMTlonWaDVOjp+/pViYvbbVB1CwCE7h1QLPcT1+OZW/PMfNkGJvSoqbeISIUDJzQfyCq3YF3ISawNSsNVylsQptmruFYge2YnQrEiCwUibEevQD2cxiX3O9u2suPVmdg5RHCh/wwSYwGVJgMUhl+WxXjEPxeKQK+ao+UEvIwIsDnE6zPf/uxDfL1iFqioT+vZoj2kT74a/ny9ue3AajqSckiXvQQZ/rPv1HamTxSH1828Di0PqhzuvygSYQP0SYHFI/fLn1ZkAE6gfAiwOqR/uvCoTYAL1S4DFIfXLv75Wl6JjKDZGv+53aIrypG3Yo2OqBowE/APra2vyutGrn4XOmI3MIa/A7G+LAJEFIMHNyVVjqmKPsnCEnD6E44e9DKnLEHT4x1oCEDEemLwIgSmLSDhyAwlHRss9dhFEXo/x5KzhEICIG8K3vA6f3MNSFIuIZLFX7LLxJMQok5w7hIOHqJzdGpQs34O+7ciho4bQQowHHfoBhhN/1oq8ETEwIg7G+dnt60RumE5xOyclAYw98qau6BjbwbqOnPE7uxmhez6V4mzyO9+rYOmTfQDh295CRWR75PZ8TB4Tri3CvaXms7vzsgiRxtbtWhw5ChiNwmqEtlodF+PrAyS0sKJfPwuEq4er2luZi/nFyVhYehIFFrJoofInUc5I/+a4zZCA3r4xkhDkt8VabN9VrUoRIpRqpxG720hiAglDbjHDx9udp+AeJsAEmIC6CLA4RF3nxbtVEmBxCL8RTEB9BFgcUn1mf67dgXc+/RmfvTEJhgBfjJ/6Drp1bIWH7hqNkXc8g7enjUdCfKNaJ8zikPp56VkcUj/ceVUmwATqlwCLQ+qXP6/OBJhA/RBgcUj9cOdVmQATqF8CLA6pX/6XenXtqWTo1yxURMeYW3eFaQhFx7TvedGiY8xk55CZAYgP/cvKaRn6rF6n16CS0muiIqzwdvHBfPTKidCV5yNj2BxYfEMlVCJmRsTNmAIbI2vgiwp8dQkaAk6uouiYb1HabAgK2/9T0RN05BcYjv+BolY3oiSBRDHVFUqOGn7krJHX9QFy1uiu6InY9Aq8848jp88z5GCSII/FrHiCHDyKkDH8dYpwCZaun16hhXX3DvRuOw9lNE8+zedcdUXeiBgY4QaSMew1evYQ5fouIm/0JRmIWjsVpoBoZA2eUeu1chV545+2DiH7/yvF2RRQrI1zeeceJYeWOVKkjrPQJmLzHIrbOeoybudSvMt55nL8VHIc80uO4UgV2YZUV0/fKIwLSMQNAc0RoHWyGakeLy4GiihlRriT+PvSO1ihQVCAnt5DKwICOU7mUpwdr8EEmEDDIMDikIZxDrwL9wiwOMQ9btzFBOqTAItDqukfOHpCcgzp0j5RuvLlj8twKPkkZk+5H4NumoD5H76AmEjyW6xRLA6pn9eXxSH1w51XZQJMoH4JsDikfvnz6kyACdQPARaH1A93XpUJMIH6JcDikPrlf0lWF9Exu9bCa/Wv0J4kmwYqe3SMafgtsEQ3uajbyMoCvvpOh4ICjfThvPBwsFZHh4gvekpguWmUGe3bi1FHOcQWb5DYIkga0JVkInrtFBJBRJEIYqbi/rqiUPzT1pMI4ksYm5AIoqNSBBF0aD45dyxHYZtxKG0xQp5POGoIZ438zveQs0YfxTqRG14m545TknNJFTmY2Et2+xg6G2a/cOlyyvc6aZ6erT9CWRw5dHRROnQ4Im+UziWxf06ApqoU5656G1avAMX6jsgbh3OJvug0iWZekmJmsihupmbFLSFRisVEkTfv0wHYxBOyaIbibAop1sa5vApSKaJnJipDWiCn32R5KGLTLBLGHEN238moCr00kUMmqwUrys6QS0gKVtFXk/QWAbE6f4wlh5Bb6Ue8l+39+DsV5O8FC9mIlJSxOOTvcON7mQATUDcBFoeo+/yu9N2zOORKfwP4+dVIgMUhdZzaA5PewLABXTH2+sHoctV9GNirI3btT0ZYaBCe+M+tGNTHZl/J4pD6ee1ZHFI/3HlVJsAE6pcAi0Pqlz+vzgSYQP0QYHFI/XDnVZkAE6hfAiwOqV/+F3P1hhAdU0XOIG+/q0NhsQbVehAp1kN8Y//ezuDeu81o2sQhEIld9ijFtBgVAgldWR6iVz0NMzmJZJKjiHP5pW9D6G4hwuhJIoz/yEN+Z7dQfMonLsUZwfu/QkDaWnIU+Rc5iwyWe4SjhnDWKGh/B4zNBinWiVr7PPQl6cgaNA0mQ5w8FrVmKvSlGSRamU7ilRjp+n569vDKDeje6lMYG/dDQae7FXMZUpdS5M1PtSJvYpc+CI25iiJq3qOIGrJbcSo58qY7Rd5E2/7MUI7bCYmX4mZqliPy5h2az18aNhynuJ0jFLcTfxWK2t6qaPEqTEPkhmmoCmqK7AHPy2NypE0NYczFeI8PV+ZJDiG/lKYilxxDRPlotLjKvynGkSBkkF8jEhrVfIv++k5YHPLXWfGdTIAJXD4EWBxy+ZzllfgkLA65Ek+dn1ntBFgc4uIE532xADv3JePj1yZKo8+9+imGD+yG/j07YsO2fXj65Q+w6MtXEBsVBrNF+Tco1P5CqGX/WgohFTmk4m8TSH+AwcUEmAATuAIIiD9i02o1l9XvPSazlfKq3f/Dwyvg2PkRmcAVT0Bj/+8+/u/uK/5dYAC1CVSaLPDWi7/vz3W5EZB+7aOHEv/Py6VuApnZwNfzzahIPoK+Jb+ik3EV9CB1BtUxn27I6HAzBj/UF37+ukv2oKknrZj9tllar1oTIv3Zivhzlpo1ZqQW1w53/Dqj++7fgLkS5ts+JXuRaoFERTF0Pz5IKgEDzGM/UEyhSV0H7aaPYG0xEJa+DnGI5tQ2aNeTKKJpD1gGTlD0iPtFn7hf9NlLu/0raI4ug6X7HbC2vlrRo1vwBFCSBfOYN0hhESWP6RaTw0Z+GswjKdYltJl0/bfxJjQNW42uiV/CmjAUlt70TE4l1hBrWVtdBUuPOx1zff0v6efmf31di5N4FvFMlgHjYW3WyzaeeQS65dOB6NYwj5haq0f300NAeRHMt7xH2T62yBvN/gXQ7v0J1vajYek8VtlTmA7db08DQbEwj3KIcHSLSXiSf4qe8RV6xgvvOFNgrsA3ecn4kqJrdhlz5D119Y/A/4W3xu2hiQjRKcUytd+kv3ZF/HmfqEv1a5+JspX0Ov599K+dDt/FBJjAxSIgfu0Tvx9b+b/7LhZinvciEtDRn1VzMQEmoC4CLA5xOi/xm+8rc7/BqTOZePOlR+Dv5/p/bP79+GzcdN1AXD+iDzLzbSp5rktLQPxNAj8fHYqMVZRJavsDDS4mwASYwOVOQE/534G+XsgvqbxsHlX83is+/OBiAkyACdRFwMdLCz9vsr0vtX2QxsUEmICDAEnlSUDAv49eju+Ev4+WRMFajlZQ+eHmZZux8Z11GIIf0CiEclyozCQNOefVAqe826FUG4wNOf0RGBOO++62yOIME/0xR8G2TTAX5siOHqJXfGbk50eajO6jYDA4/VpA11et1SD4+CJYLLb7tFr6FcJi+4s15V4RiOzbF62TbGKj4mJg1us6hHjlYWDkOpeUjxa1wtGSNhh1vQW9ujtEStG/3SPdn3kDiUOqS2MqR9SSh8n9whdZ15LQwan8Tq1G0L6vUdZsCIo62sQVoryz9iF069uoiOqIgl5KcUjwrg/he3YbCrvej/JGPeUeA7l5BBxbgpI2t6A04VrFOpHLn4S2vADZw1+DxS9UHgvbMANe+anIoxiWqrCWqDICW17QIbHpcnRq/g2M8cNQ3F4Z3+JH7iRBe79EWdOBKOrkiLxx9ez2hYJ3fwLfM5tRSBE15Y1tkTfeWQfoGd9EZWR75Pd+vBbnyBVPQ1uWS3t+lfZsi7wxHF2AgOTfUNJqDEqTblD06EiYEbFyEswkysgZNlseC1/9nOSakjNkBswGmzuKp2Wm31/WGM/ie4qN+dOYhgqKkREVrvPFzYaW+EdgAtp4147f9nRdg59eEoYYyy/Nn/Xx/496emLczwSYwIUgEBSgR2WlBeVVtl9ruZiAmghEh/qqabu8VybABIgAi0OcXoNX3/sOmTn5mDXlfnjpbX9jw1hWgeTU0+jcLkG+885HZ+KfN43A1YN7cKxMPf1rxLEy9QSel2UCTKBeCXCsTL3i58WZABOoJwIcK1NP4HlZJsAE6pUAx8rUK36PF9cU5kK/4Q9YVi6GD33479sqGL6JIS7nnZM8CUeL22D8Q2ZERlhRXgH89xsdbvefhaTAoy57Hjv6Be78pwkx0bbhZcu12LBJi0+7/5/L+4+XtMSs5Ocw7hYL2raxffD0x1It8g6m4OnW5Dbhov44dz224WbceYcZvk5/dypu8b3S3ekjP1F01XU94MQKBB/6niJaRqCozTi5xzv3CCK2vIaK8DbI7f2kYq6wHe/CN3MP8ro/QhEtneWxwJRFCExehOKk0ShOVAonYv6cAG1VqSLuRjSKNcRaOb0nojK8FYrTNNj/ng7t2y1D6/DvXMa3+J3dTJE3InKmL0XO2FxFNKYyiBgYq96PYmXm1iImR950vAvGJgOkcd+svQjbPld6BvEsNUuOvBlEkTfVoo6gwz/CkLoMRa3HoqSl0h1FW1GImBVPwuITjIzhr8vTRa2ZQtE5mcgcMksSjnhSJ6qK8F1JCn6m6JgMc5k0lZ5EiEMoLmZcYBJG+DWGnmJkLlZxrMzFIsvzMgEm0JAJcKxMQz4d3tv/IsCxMv+LEI8zgYZHgMUh1Weyfc8RzHj7a/z0yUtkJ+iw8iwqMWLY2MclJ5H+PTtQrMx+TJz2Pn7/ahbCQ4NYHFJP7zSLQ+oJPC/LBJhAvRJgcUi94ufFmQATqCcCLA6pJ/C8LBNgAvVKgMUh9Yrf7cW1p5KhX/Ej9LvXk0WIzfkg2bsbNO3i0KPRPhwsbI/jpfSXj8jNo1foZkT7ZuLtY49jf2EnWRyyhIQemzdrMaXVS4g3nMC67EEoMNmcMEbFLpC+PrL7fYRE+uGh+03S96++oUdFaQXeJ6cNUYvSx0hrBOkLMThyNU4bm+Clwy+TIMKKW292ODKkbTyA3gVvIdcUhb1Gm9tFY+9UJPnux2Gv4fAbchu8vZQ4JBGI1gvp176vGKhLHGI4/geCjvxCQofrSPBwk9zjnX8MEZtmoTI0ATl9n1HMFb7tLfhkH0Buz8dQQa4b9qprLjEeu/RBaMxVSL+G9qVzbDp8+9vwydqP3B4TyKWkA7J3aZAyX4duvX5HvM9PtK9raV83K9b3S9+O0N0foiyuB/K72JhqK4pImPEELN6ByBjxZq13JPjANwggl5TC9v9EKbmkiHI1j3Nj5PqX4FV0GlkDXoApyBYHE3zwWwScXIXCdrejtPlQxToaEr/EkgjG6hUgiWDsFb1qEnQkQsoYNgcWX4drSq1N1nGhxFqFhSWpmE+CkJ0VlINUXYlewSQIScTYgJaI0JFlzSUoFodcAsi8BBNgAg2OAItDGtyR8Ib+BgEWh/wNWHwrE2ggBFgcUn0Qz878GL+v2ASdkzAkoXkj/PTxS1i/dT/mvP89MrPz0Dg2Ek8//A/06tJG6kzPtanouS4tARaHXFrevBoTYAINgwCLQxrGOfAumAATuLQEWBxyaXnzakyACTQMAiwOaRjn8Jd2UVUJHYlBvFb/Cu1Jm9OH1ccf5j4jkNNlDOYtao5RYd9gePRyfJf2T6zIGiFFvTzU4l10Dd2BeccfRk5Qd9xzl1m6/tGnOpw+q8HLbSYjzj8dLxycjrNljSWxx1udHoFBX4LH976DEnMQpk4ywcvbJg6xlJXgnc6PoNQUgEf3vCfNFeOTjuntJyOjPBZTD76C1q0suH2cw7LeN2MXwnbOUzhb+KetQcj+r2GkSJWCDncqENjdM8hLBDu85ynGelQ+CC0qsN3rfVg0DquRxuaFaEQ/zmhH46x+tNzjbz2JDlXTUKpphgNeLyjmals1G4HWozikfxrF2tbyWIz5TzQzf48M7VU4pb9N0dOr0ubwsdX7M8X1pKq5CLXuRrLuEeTruqLopAaFxzToM+RXaV/CgUQ4kTiXcC0R7iXlUZ2Q12O8NKQry0P0qqdhJvFFJokwalbQoR9gOPGnwvHD78wmhO79DMZGfVDQ2RbH41yRGynypuAEsvtNQVVIvDQkO5AQe3EGijJXIm7pQ7CS+OWcEMFUl3ATEa4iGcPfIFeRoFrruLoggoI2lqfjh+LjWGw8iXKrTTQUpPXGaP/muJVEIV19Iv/SXBfyJhaHXEiaPBcTYAJqIcDiELWcFO/TFQEWh/B7wQTUR4DFIR6eGYtDPAToZjuLQ9wEx21MgAmomgCLQ1R9fLx5JsAE3CTA4hA3wXEbE2ACqibA4pCGf3xSdMzaRVJ8jKa4QNqwNSoOVQNHw9zvGlh9/aVrObkaVK3+Gt38VuOb03dibc5QiA/m72v+AXqGbsGyqvuQdF0v+JDIQ5SIiNlIziGvtHsakb5ZmHxgNjIrooU2BHM6PIFQ7zxM2k9RKeERePA+m3PIilVa7NtagNc6PoGCyhA8tf8tWGmRCJ9szO4wEbmV4XjmwOsYN5ZiZVo7xCF+6VvIIeMTcsjoSQ4Z/5Hm8j+zESF7P3cpaNBWliBm+WOorDJg0eZ3FYc0qs8j5DJSQtfn0nigPNYh/ge0avIH9qeOxdEzI+Xrgf5ncXX3KSg2xmHZjpmKuYZ2mYawwFSs2v0c8opbymMtYleha+J/kZo+BLuO3SVf12qrcFP/+2Cx6PDLhk8Vc/Vq/T6aRG3F1sMP4HR2b3ls4MgfEVW82GVEjXAtEe4lFRHtkNvrcalHV5KJ6LVTYA6IQuZg5X7FeODRXxF4bDGKksagJPF6G8tTaxFy4CuKmSGhTUel0EaMR2x5lSJvkiny5mmKvEmSekScjYi1yScxSRmJSmqWK4cWcSbibISbiHAVOV+dMZXge3II+ZGiY86YSqVbxbvVzzeWXEISMJKEIT4ah6PyeSe7CIMsDrkIUHlKJsAEGjwBFoc0+CPiDZ6HAItD+PVgAuojwOIQD8+MxSEeAnSzncUhboLjNibABFRNgMUhqj4+3jwTYAJuEmBxiJvguI0JMAFVE2BxSMM9Pl3qIejIJcQ5OsbcuitMQ8bA3IHEB8Kyo0aF7PsC/qc3kEDgLhIKDJBGQ/Z9SdfWkzvHHeQQMUjuKK8A/vuNDo+FPo4Q7wJM3PcG8qvCJEHJzHaTpCiamSdewTVjIxETbWsTQpBda7Jxg/FZZJdH4dlDr0KntcKgK8LrHSag1ByI7W3eQlKimMVRYn2xD2PjfijodLc04Je+jQQjH6Estjvyuz6guF9bXoCYlU+hnAQom41vwj/KMV+XyqfgjTzs9noNlZowua+Z6VvEWFbgpO52ZOqGy9d9rNnoXDUJFZoI7PF6VbFOh6rn4W89g/36l2DU2uJWREVaNqKF6VNka/shVe9w4tDBiO6Vj8AMP3I0eU8xV4uqTxFp3YhU3b+Rresvj7WOmI/g9GVSpIyIlnEuIdgQwg0h2BDCDVH6ojOIWv8iTIGNkDXwJcX94pvAlN8QmKx0Igk4sRLBh76jeJhhFBPzj1o94VvfhE/OQUV8TuiuD+B3bgfyiH05nUHNiltCMTcWM8X6fEhZNzYRR+yy8RCuLueufg9WvcO1xd5bZjHhd3IH+YFEIZvLM6R3SVRTvQG3GhIwzpCIOP35RSW1NnKRLrA45CKB5WmZABNo0ARYHNKgj4c39z8IsDiEXxEmoD4CLA7x8MxYHOIhQDfbWRziJjhuYwJMQNUEWByi6uPjzTMBJuAmARaHuAmO25gAE1A1ARaHNLDjo+gY/baV5BSyENrTx6XN2aNjTINHwxLtEDC42nnonk/IDWKLwg0i+OC3CDi5ShINCPGAc5ko4SPuzwnQW0ox3/sdlGkM0JLm5IbK5xFqOYNT3Z6HV0xTRY8r8YLGZCThwKMUQ+JLMSRKpw/RLNYX+yhtOhiFHf4lzeeIVOlIkSqPKtbQleVStMokGMsjcLb3LAQ0cgxHr5kMXWmW5Koh3DXsFbLvvySCWVdLBGMXmlh8gikO5XXFOlFrpkBfmomsQdNhMsTIY35nSbiyh4QrTk4nYlBEqohoFRGpIqJVnCuYInICKCqnsP2/UNpssDwUfOh7BJxYgcK241AaP0LR41WQisiNM6WoFxH5IkrEv4gYmKrgZsju/1ytYzakLkXQ4Z9Q0uJqFLUZK40bji9B0JGf6do1dO2WWj1h2+fCN2sv8ro/IkX7iArb/g5d2yfF2YhYm5oVu/QRaMzlJASZS0IQP2k4dumDdK2KBCMfEAy93LKtPBPzSRDye+lJlFirpOt+ND7Srxm5hCSij2+M5BrSkIrFIQ3pNHgvTIAJXCoCLA65VKR5nYtBgMUhF4Mqz8kELi4BFod4yJfFIR4CdLOdxSFuguM2JsAEVE2AxSGqPj7ePBNgAm4SYHGIm+C4jQkwAVUTYHFIwzi+vxod8792a3eDyO9yPwkbeki3Bx3+EYZU184VYjxuyYPkEFGlcIMQ4gQhUsjp+ywqQx1xK+J+h3ihOYkXptq2RI4RcUvI/UOjRfp1H9Xaplhf7KOkxQgSL4yTxoWThXC0qIhoS5EqTyh6dMUUrbJuCkqM0Si4cYazDgFR616AvvgsuWoId43Gcl8IxaT4u4hJ0VSVIpYEMCIGRcShOFf0yonQlecjc+hsmP3C5SHfjN0I2/meJKQQggp72UUr4l7R41xBh+bDcGI5Cun5Suk57RV8gEQjp0g00u52EucMVfToi9LIJWQaqoKaIHvAC9KY7CYSloCcPs/UYhlwklxCDgqXkKHSnKICkxeRo8giFCfeIMXX1CyvtR8gsmQH9kQ+AEuzHjCTKKhN6uswFB5Cdo/HURXVrlZPzPLHKUKmWBLBCDGMqLg/KBLIakH6yE9wzmykyJhjkkvIiaoiub+7TxQ5hCRglCEeBo1XrXkbygUWhzSUk+B9MAEmcCkJsDjkUtLmtS40ARaHXGiiPB8TuPgEWBziIWMWh3gI0M12Foe4CY7bmAATUDUBFoeo+vh480yACbhJgMUhboLjNibABFRNgMUh9Xt8rqJjTB16wTxoNMxtKerDRXTM+XYctuNdyZHD2SFCRJCIKJLixFEkHBhVqz1u8b3SNfGBv71E1IkQKeT0fooiT1orerxzj1IUyhxUhiWSeGGSPCbPI8QhJBJxLjkKJWEkilvdKA3JIohQEkH0VYogTCfOoumhF1BcHofim6cp5orc8DK8Ck9JwpSq4ObyWJ0xKeZKxC19iFxNvMjV5H3FXK4EEOIGn6z9CN/+Nioi20tRLPbSl2Ygas1UmAJikDV4umKuoCO/kIPHHyii5yuh57RXyH6K9UmrHesjXFu2r8zCzVWTkVkei6mHXpGwtTEcwOMJr+FYeTuc6/oEWsbXiOhJW4uQ/V9RRNBAckm5U1om6OivMBxbXGttEQP060IduhZ+jL4Rm/Bp6n3YnN9PinuZlDQTSYHJeP/cM+h3YyIiwpXrOIQzr5JwxhbfI87YQpsc2u0WrC9Lh6X6IWN0friFBCG3UWxMvJdNSNLQi8UhDf2EeH9MgAlcDAIsDrkYVHnOS0WAxSGXijSvwwQuHAEWh3jIksUhHgJ0szKTVRgAACAASURBVJ3FIW6C4zYmwARUTYDFIao+Pt48E2ACbhJgcYib4LiNCTABVRNgcUg9HN95omOqht4Ma2Ss25sSggYhbMjtMQEVUR2keYRoQIgHSlpei6LWNyvnpoiQOIoKEdYcUlRIdYVvews+2Qdonkdpno6KHnFdjFdEtCPHj8flsVgSYGhIiHHu6ncphsRX0SOLF5LGoCTxemnMq/AkIjdMJ9cMik8ZoIxPKd2ehsSsaSg2NUXx6OcVc0VsngXvvGOSMEUIVOx1vpgUVwIY0ecqOkVc9849QgKY12j+VrTORHkNr8I02rPS6cM+WJd7h93RpKDT3TA27ifP9dMvOpxJzsWrHZ5yed57CztjXupjuPsuM5o2sQk3iouB1OVbcK2PQ8jj3LzSeBtiR4xASIjt/j37NPhlgQ53NP0CgyLXuFxn+uHnUegdj8fGm2UtEr2iiFw9Gf6mrFo9RhKHBLTtC2/6epV/E9wakIDB/o2ha3DBMS4fV77I4pDz8+FRJsAELk8CLA65PM/1SnkqFodcKSfNz3k5EWBxiIenyeIQDwG62c7iEDfBcRsTYAKqJsDiEFUfH2+eCTABNwmwOMRNcNzGBJiAqgmwOOTSHZ82Lwu6DYuh3/AHNMUF0sKWmKYwDRkDc89hsPr6e7yZ8C2vwyf3sBTTIuJaRAVQ1EkwRZ6Uxg9DYdt/KNaQI1f0fiTqmCuPiUgVEa2S1+0hlMd0VfTUFbkSs/wxiiEpUcSQ2BvtkStFrceSSOVq6bKIhhERMSZDHLIGKd1B8v48gfZVM1CCFigaOVmxfvjWNyiS5pDiGcUNdV0XY1LkDUXfpF9LziFaR9SJHJNy7Yd0XSev45WfishNM1EZ0gI5/Rzr13VdNBpSl1J0zk8UnXM1ReeMlecK3f0R/NK3Ib/zfShr1Eu6XlkFzJilh0FfiDc7TnB57jvye+CD1IfRo6sFN1xvgRBsfPSZHo0rt+HBlvNc9nyTdgd2lg/FQ/eb4U+v02+/a7F9lxb/aPw1hkWvcNnzwsHpOFveGOMfMiMywgqjEfj8Kz3uj5iCpr5na/UUUlTMjaYJmNa3BVpEeHv8ztbXBCwOqS/yvC4TYAL1SYDFIfVJn9f2lACLQzwlyP1M4NITYHGIh8xZHOIhQDfbWRziJjhuYwJMQNUEWByi6uPjzTMBJuAmARaHuAmO25gAE1A1ARaHXPzj0ybvgdfqhdDt20QCBVsQhxwd067HBd1AxObZ5KqRQnEwT1McTJI0t3/aGooh+RrGJhRD0tEWQ2IvbXkBYlY+BYtPMIk6XpevOwQN95Kgobeix+/sVoTu+RhlcT2Q3+V+ecwRQzKbYkjCFT3BFIMSQHEohe3/idJmQ6QxXWkWotdMhtk/AplDZinuz/guBV2DZqPUOxGFIxzRNeKmuhxC5Gev4SgiemKXjYfGVEYCmHfI1cQhwqnLUaQuh5C6HEXEGgEnVyL44HcobT4Uhe1ul58nbOc8EtrsQl7XB1AeS1FBVELoMX22HhYy+NDQ98LnQyP9o/brYBeHnDipwef/JQEL3SfdSveK2BhXyUNjbzKjQ3sr9u7X4Odfdbb77VO7WEfMMeUZExnIWDB9XTqWapNxptFpWLU2BxKfch+0PJGAVimtEFZgi5hp2tSKe/+PsnFUWiwOUenB8baZABPwiACLQzzCx831TIDFIfV8ALw8E3CDAItD3IDm3MLiEA8ButnO4hA3wXEbE2ACqibA4hBVHx9vngkwATcJsDjETXDcxgSYgKoJsDjkIh1fZQX021dBv3YhtKeP2xbxD0RV32tgGniDR9Ex59tx5MYZ8Co4gWxyu6gi1wtp2TMbEbL3cxgb9UFB53sU7XUJNEL2fQH/0xtQ0OEuGJsOUPSI62JcRKSIqBR7CaGHmC9r0HRyA4lR9ITs/Yz2sYnEKf9HIpX+0lhdwhQxlvb+EfRu+hqMhjYoGPSkYq7QXR/A79wOhdhC3CAiakRUTXb/qagKbq7oiVnxBLQVRZIARghhRGlMFSQaeZjEIj4kGnlPcb++NANRa6bCFBCDrMHT5TER2SOieyoi2yO352NKLiR+CSERjLEpiXA6OEQ4spil+yMoj+4s94hYmb0HNDZxSLVgo6Y2RKcF/k2xMk0oVub0GQ0+/swmDrE9wP8Wh4h5f12ow+694mYBvVqMUkNU0nJYDlLbHMUvpSeQZy63TW/RoHF6EyQeS0Sz082gtVKzU/n6AJMnmRTX1PQNi0PUdFq8VybABC4UARaHXCiSPE99EGBxSH1Q5zWZgGcEWBziGT+wOMRDgG62szjETXDcxgSYgKoJsDhE1cfHm2cCTMBNAiwOcRMctzEBJqBqAiwOubDHJ0XHrF4Ar01LAWOxNLk9OsbU+yrAmz5Rv4gVuX4avIrSSCDxHAkkmkkr+aVvR+juD1FGrhX55F7hXHVFuwQf+AYBp1ZLDhjCCcO5xHUxXtp0MAo7/Eseilr3IkXFnEHWgOdhCmqq6BHri33kd/4POZH0lMYckTb+kqOHvaxkrnJizkH0b/8myiM7IK+nMnYldM+n8Du7mea6h+bq47T+C1JUTdbAF2EKbKxYP3rVJOjKciWHEuFUIkpbWYyY5Y/D4m1Axoi3FPeLe0WPcEDJHDpbHhMOIMIJRIg88kjs4VxiT2Jvwmklv/O98lD4trfgk30AuT0moCKqg3zdRKYbq1ZT7MtOLcz0c/FDW63hEMKPSDJfue4aM+Kb29Qgwm3k48/1OJdR7RZSLRKxu4jYJw4KtMqxMvZrKcc0OHxEi7x8ei2NGsnAptK3HCnNjuFgsxQc1+XK+4qpCEbjA0lIIFGIf4W/w9mkxnsr9nX3newcUgMLf8sEmAATaNAEWBzSoI+HN/c/CLA4hF8RJqA+AiwO8fDMWBziIUA321kc4iY4bmMCTEDVBFgcourj480zASbgJgEWh7gJjtuYABNQNQEWh1yY47uU0THn23HU2uehL0kn945p5N4RJ93qm7WXoljmojyqI/J6PKpoF04bwnGjKqgZsgc8J48FHf4RhtRlKGpzC0paXKPoMRxfhqAjP9L1ETQ+Th6TnTv6kmtJqM21xF5ifbEPIaiQ3TPMVYhb+iApIvRIv/YD+d7ybA0yPt+Lvu3ecSnCCNn/X4rKWUfuHHeQS8cguc/uXJI5eCbMAVGK9YULiHADyRr0MnGJlca05fkUqTMRZt9QZA6bo7hfW1GImBVPkstIELmNvCGPOSJ1elKkzn8UPb7kZhJGriblsd3I1YSeq7rCt7wGn9wjFPXzJEX9tPHohTMagUWLtTiabLMAsZA2Q7iNaMhQRDiDNKOolzGjLAgJttuLKJcz002rjWfwY+kx/Gk8jUqhxKEK1HhhlCEe4wwJaGOOwudf6ZGRSQM0LMXW1HApCQoiYcgdFoSHu17Ho4e8RM3sHHKJQPMyTIAJNCgCLA5pUMfBm/mbBFgc8jeB8e1MoAEQYHGIh4fA4hAPAbrZzuIQN8FxGxNgAqomwOIQVR8fb54JMAE3CbA4xE1w3MYEmICqCbA4xIPjE9ExW/6EnpxCtBlptokuQXTM+XbsSiDhk3MQ4VvfREVEW+T2ekLR7p2bjIgtr6IyNAE5fZ+RxwKTFyAw5XcUJ41GceINih4DXQ+i8ZKEkShqdaM8JuYR8+X0fopEEK0VPeFb34BPziEpikVEstgrbrHNYSN95CfytfxDGhT/sRO928xz6XYSfPBbBJxcRa4m/yBXk2FyXzQJPXQk+MggoYeFBB/O5XBUeZ4cVWyuJnKkDglJhKDEuTQmI0XOPEqRM37kajJXHqorUkfc4JtJIpwdtUU4EZtnwTvvGHF5mrgkefDCud96vKoQ3xen4OfS48g0l0kTCc1HX98Y3GpIxEj/ZvAjkY69hEvJkWQS6WTaRChWixVa+il9QUSYFa1bW+Hv5/5+GkIni0MawinwHpgAE7jUBFgccqmJ83oXkgCLQy4kTZ6LCVwaAiwO8ZAzi0M8BOhmO4tD3ATHbUyACaiaAItDVH18vHkmwATcJMDiEDfBcRsTYAKqJsDikL9/fPUdHXO+HUevepriU/KkKBQRiSLKOy8FEZtn1xKAiDERdyJiT2oKRwzHFiPo6K8oaXkdilrfpFgykK4H0nhN4Uhd8SmiuS6BRNwSctiwVCH9mnmk1vCW1klfr4Vl61b0bENROHEU0dLFEdEixutyNYlZ/hhFxZRIETEiKsa5IjbOhHdBKrKdXE1EBI6IwjEFNqIompeUWGlP0t5quJoEnFpDkTpf14rUkViS+EWIYGqyjNw4A14FJ5DdjxxVQpSOKn//7fvrHUWWSiwqPYH5JcewqyJbbmysD5AEIcIlpLFeyemvz67+O1kcov4z5CdgAkzg7xNgccjfZ8YdDYcAi0MazlnwTpjAXyXA4pC/SqqO+1gc4iFAN9tZHOImOG5jAkxA1QRYHKLq4+PNMwEm4CYBFoe4CY7bmAATUDUBFof89eOrFR1DVgrmjn1RNWQ0LEmd//pEF/FOEYUiIlEyhr1G7hkh0kpeBRQds5GiY4IpOqa/IzpGjPlm7iG3i3drRc4EpC5H8OH5KImn6Ji2jugY0RNE1w00XtR6LIlHrpafRswj5svr9hDKY7oqnjJyw8vwKjxFAokpJJCIl8di/5wATVUpzpGgw1ot6Dj+ixZ+Jzeie6tPYWzcDwWd7lbMFZi8kFxNfiNHk1EkUBnlmGvZw9CYKsjp4z1y/PBR9ERsnkMimaMKVxMh2BDCDVdcRLMrVxND6p/0/D+45FKXCMfhWvKctNbFLBHysqEsXRKELDGeQrmVcmfEOVPuzHXkDjIuMBH9fGMl15ArvVgccqW/Afz8TODKJMDikCvz3C+Xp2ZxyOVykvwcVxIBFod4eNosDvEQoJvtLA5xExy3MQEmoGoCLA5R9fHx5pkAE3CTAItD3ATHbUyACaiaAItD/sfxnSc6xjxkDCxhURft/LPI7CE5WYvSMg10WqsU6WGlHz6ke2jaxIoWzYUUQFkxJLbQ1hBb6IvPkkPGCzAZ4pA1aJqiwS99G0J3f1QrvsXhkDEIhR3uUPQI5wwxXtjudop1GSqPiXnEfMLpQzh+OFfU2uehL0knhw7h1NFYHnIlZjn4sQ5hJWvRLekLGJsMREHHOxVz1eVq4krMYW8M3/42fLL2I7fHBFREdZAuy5E6YYnI6TOpFsvYpQ9CY1a6mshr14jUEc2yCCeIRDgDHCIcx7O/JLmUXIw6VVWMH0qP4UcShZw1lcpLdPWJlBxCxhhawKDxuhhLq3ZOFoeo9uh440yACXhAgMUhHsDj1nonwOKQej8C3gAT+NsEWBzyt5EpG1gc4iFAN9tZHOImOG5jAkxA1QRYHKLq4+PNMwEm4CYBFoe4CY7bmAATUDUBFoe4Pj5N9jno1/0Gr01LAWOxdJOlSUuYBo2GqQcJIryVzhQX+iXYt1+DXxbqYBbGD8LmQehA6Kuz40PPHhZcf61FsXSs7J7x/+ydBXQUV/uHfyux3Y27YAnBvbhrgbpR2n79f3Wl3lKlDtS91L1fXakBxd3dCQQLcc9mYyv/986ys5lkoXQWG/Le81HI3Hnv3HnucM53Ds/5vW9TekawNGewFSB+/iNwmGKQN+x5xf2mrKWI2PgpJXT0p4SO6+W5I10XN4j7xXxpl2tI3hgk18jXO9P15t7r4gbxfLGPvKFT4TB7hRpf19c8Z0Az01x0b03tW0g+ERJK/eEz1YQSMpL+uoUAGZB9zvuNjiNq7TQE565XpJoEFW6lNjCvNWoD4ymWU03OfgOuALN0WU4taXMhJZecr3jOkSScuAWPwliZT2LOZBJ0Eo7bp1LltON3m7ttzMrqPOkTESPOEILLzGm4glJC0gLCj9vzzrSFWA45006U34cJMIFjIcByyLFQ4ntOVwIsh5yuJ8P7YgJHJsByiJ9fB8shfgJUWc5yiEpwXMYEmICmCbAcounj480zASagkgDLISrBcRkTYAKaJsByCFBbC+QX6hBAwQrBO1YhdPV0WDJWus/1FLSOsVqBV143wk7ehySDHBZDfH1o/7nCgbZtvAkikiBBokT2WBIk9Ab3K1SXImHuA3AGhSN35CuKZTwJIbbmlNDR2ZvQISeKJPWiJBBas96QE0K63YSq5D7yTPhmShQ50DhRRNzgTQh5idrdRMo1DRNFyHfAiseMaNNsJrq0+hbWVGpr017Z1sabajKUUk2ultbS2auROOsOuAzByBnzdiNUvvZ8pJY6nmJfqSZh23+gljqzaE+X0d7GKJ5jIAEknkQQhymWJJzn5Ln4eQ/BUFUkiTlC0PF3CBFECCF/VO5FpYuA0QjQ6TEqJIVSQtIxzJQCAzeO+UfMLIf8IyK+gQkwgTOQAMshZ+ChNqFXYjmkCR02v+oZQ4DlED+PkuUQPwGqLGc5RCU4LmMCTEDTBFgO0fTx8eaZABNQSYDlEJXguIwJMAFNE2jqcsiGjTrM+r0GnStmY5DtF8Tb90vnadVHYIXpPGyLOxfnXxOD+AbdYyqpc0d5OSVixEv+yD+OPZk6rF6nR2GBTrpfp3PBTqkgAUYgJdmFgf1diIhwSx4Zu3X48muD1EJGDB0ZIkfyQwb2d+Lskd70EF+tVXTUZkakYLiMJuSMflOxV08KR2WrkSjrcIU85xUnuqK4152Kmqg1b0PMF581AdUJ3eW5sO3fkTgxm8SJcSROjFbUyCkco16HK9Aiz8UueRYBZftRMHAS6sJbwpYLbHjNiM7t/0Db2B9hTRuL8naXKtYyHVyCiE3UciZlAKWdXCfN6WvKSUC5D87AUOSOeq3RefhKOwnJXk0tdd5v1FLHUxw//2FKOymURA8hfIgRvvVrmPfNozSTKynVZITiOfrqEpJwJjaScHxJJv/4wTS4IZtaxYiWMaJ1zD5qIeMZHQKjpLYxl1rSEKk/sWk2/3bPp/v9LIec7ifE+2MCTOBEEGA55ERQ5TVPFgGWQ04WaX4OEzh+BFgO8ZMlyyF+AlRZznKISnBcxgSYgKYJsByi6ePjzTMBJqCSAMshKsFxGRNgApom0JTlkJxNucj5/Gf0N82DKcp9jBWGKBwwtkdOQCqc1KJkUcFgKeni7jscUrKIEDb+nKmHMXMpYgKL3K1eDrd9Eb/r9DqUpZ2PIYOc7us0NmyiFjG/GHBB8q9uy8MzDs/nV8dhU3V/3HidAzHRLniSQ8INhRgYu8SnGbKjvD12WduiUXLInzdKq2ef+5H3OY46JM28rfF1umLZ/SfCdv5CEsY5JGFcItcEFWxB9KrXURPbCUW971F84+K6mC/qdTdq4jrLc6G0TiitV+Gj5UoiPV9H+8ge8y71uSGQh0fM8hcQWJyBwn4PoTYqHUVb9Nj5pR49ev6CVNN0WusCat9ygeL5IYdWIXLDB6hK6k2pJjdLcx4xwxEShbzhLzb6Oxm+hVJN9lOqSaf/oLLFMGk+JGsZIjd+0qiljqc4buHjMFpzqB3Ms9QOJlG6HLH5C5gOLJJSVkTaSv2hq7UicfY9JKhYSFB5XZ5KoGt6mhPSipBXjnXUUALMjMr9+I6EkCVV2fAoQBEkgVxsbiVJIZ2D/E8iOdb9nGn3sRxypp0ovw8TYALHQoDlkGOhxPecrgRYDjldT4b3xQSOTIDlED+/DpZD/ASospzlEJXguIwJMAFNE2A5RNPHx5tnAkxAJQGWQ1SC4zImwAQ0TaDJySFkdxi2rYFh4XQYN7tbxwS3j0RwWpjPc3x+56PYbW2Dm653oFmKC4uW6DFnnh6PtXsGrcyZPmtuXPsZBg90YuRw9z/nv/iqURI+PjrrWp/37yxvh5cyHkavHk6cf567ZtMWHbbP3YF7W7/ks+b3nAuRk3whzhvrTQ05WmsVX4kiYuHQXdMRmvF7I6FDCBtC3BDChhA36o+YFS8isGgXCvs+iNroNvKUWEes11A0ETcc6fnRK19FUOE2SUARIsqhBXrsn6FH38E/IgV/oLztxbC2Plfx/ODc9YhaO01KLRHpJWJ4WrrYzQnIHzq5EbOwbd/DsvdvSjW5nFJNzpbmTfsXImLLl5LkUb+ljqc4dskzlGpygFJNHqdUkxbS5cgNHyPk0HKUdLuBWur0UzxHZ6+h1jYTKKEliBJapslzibPupLY3VXTtLZoL8Xme9S+uqynA9xUZmG7bh3In9TwS70cW0pCQZFxOQshoU3MEUhsZHv4RYDnEP35czQSYgDYJsByizXPjXbsJsBzCXwIT0B4BlkP8PDOWQ/wEqLKc5RCV4LiMCTABTRNgOUTTx8ebZwJMQCUBlkNUguMyJsAENE2gqcghumobDEtnImDRdOjys6UzqwuOwELjeYhr58TghKXYXNYFeytTpTSQvpHLERech1czHsC28k6YeK8doRT68MnnBuzdp8PTHSYhxZSF+fnDUeFwiyUXJFIyCI1b132IYHMAHrzPjgrqAPIStUkJNlTi7W4TUOsMwMxckh3oGRHGEgyOXYhMeubUHU9I7WVuvoF6zRwe1bs2IDXjbZQhAfsC+sBFHkisaw+SnVtwKGY0dH3GKb49T3JFbZ0Fvy1/WzF38YCbYDDU4eclH8DpDJTnuqR+hzYpM7Apczx2ZY2Vr0da9mJEj6dRUt4Kczc8qVhrePdnEBWaibnrn0BJBfE6PNKTZ6Jr2rfIyBqNjZlXytf1ujpcMugmOB0B+Hnph4q1+nd4A0kx67F0y13IKe4hzw0e8w3ibLN8tqgJyt+M6NVvSKklIr1EDGNFFuIWPYW6sGYoGKTcr5j3pJrUl03Me+cifNs3qGw1glrqePfr2UTMsucQWLIHhf0fRm1ka+ly5Lr3EJKzBsU9bkV1Yk/Fu4gffEkwSTMotcXZODWlfnGhowo/VO7BdySFZNSVyVOpxjBcHtoa482tEUdtgXgcPwIshxw/lrwSE2AC2iHAcoh2zop32pgAyyH8VTAB7RFgOcTPM2M5xE+AKstZDlEJjsuYABPQNAGWQzR9fLx5JsAEVBJgOUQlOC5jAkxA0wTOdDlEV5CDgHk/wbB8NnQ1NumsnM3SYB9yIaxdR+CTr0wYGfg5hsbNx5f7/4sFhcOFt4EJqW+ie+Q6vL3nLgS36YZzxrgTOr7/yYDNlOrxXKcHSR7JxyObX0BBbbw090bXCTAbK3H3hrehC7FIcogYX3xlQMH+UrzS9V6U1kbg/k3UcoQekhKchac7TkKWLQVPbZ+Mc+kZfXp7k0BCsql9ynrRPqUXtU+5RVrLvH8+wrd8Ra1RhlKLlKsV356+uhQJcx9AdU04/lj5hmLuwn4TqC1OJaYvext1dos81z3tS6Qlz8X63VdjT/ZI+XoYiS9n95yE8spk/L12imKtUT0mIdyShdlrn0VZZTN5Li1xDrqn/w+Z2cOwbvc18vUAYnJh/wmoqzNh+vJ3FGv1bTcNKXGrsWL7bcgq6CPPjbj4f4gsmkPSxhUkb3j3JW4ILNqBmBUvU6pJW0o1mSjVBJTuRezSKaiLaIWCAY81+jvpSTWpSD9fSkkRw7JnBsJ2/ERJJ2Oppc6ljWqi6RlB9KzCvvdTQkp7aT5q9ZsIzt+E4p53ojq+a6OapL/onKgdTPbY96nXjUGal4WRcz4QfYfkmjqyff62HcT31gzMrzoEx+GeQxZdAM63tCQhJB29guMaPYMvHB8CLIccH468ChNgAtoiwHKIts6Ld6skwHIIfxFMQHsEWA7x88xYDvEToMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DSBM1IO8dE6hmIzYO8+CI5hF8OR2kE+s9o6wD7vM7S2L8HPxddjrW0Q/eM+MD76PXQxrcT6qFsQ36+XfH9unkgPMWJy+j2ICCzF/RtfQ2ldJHQke7zU5V5EBpTggU2vokufCLmtjK0KmPVTISZEPoz86jg8svVFab34wDxM7fwQXYvHjIjnMGqEVwwR86aspYjY+ClsKQNQ2vU6qcZ0cAkiNn2muObZnKGqCPHzHoKtOgb7ur6AiNb0IodHwpz7oa8pQ+6Il+AMjpSvi7XEmqWdr6H2KvTuh4enTYvDFIu8Yc8pvvH4BY9KbVzyhkyBw+IWY9x7W0x7+5z21p/2e7183SOtOIPCkTvyFcVaERs/ofdcJr2feE/PCN/8P5gPLJAEGCHC1B8BJZmIXTYVtRGpKBzwqDQl2tyIdjeizY1od9NwWDJnImz7j9RSZrSURiJGaMZv1AbnN5JFLkBF+gWNakQ6iUgpKep1F6WUdJHmo1e8QsLIdhT1uQ81Md7vyFOcOPMO6BzV3hYy9C0m/XWTNJ197kfS71tri/CddTd+tmaixFkjXRNCUt/gBIyntjHnmVoiRG9stB++cHwJsBxyfHnyakyACWiDAMsh2jgn3qVvAiyH8JfBBLRHgOUQP8+M5RA/AaosZzlEJTguYwJMQNMEWA7R9PHx5pkAE1BJgOUQleC4jAkwAU0TOJPkEF+tY1yhEbAPPIeSQi6AKzza51lFrv8IIdkrUNLtBlQl95PukaWJLtfC1mygoq60VIe0pXchCJW4b/M0WB1mqeXLlI4PIS4oD3+FPY+uA2MkYcQzPG1PqkOSsandMwgJdsFRUYJuWybCHhSB/JEvN9qbnBLSnFJCOrtTQkIOUZrIBpEm0pvSRG5W1BiseYhf+BistngUjp6CQHe3G2nEz38EBlsB8oZOhcPsTaMQySQioaSk+420Zl/5flnooNY7uSOUe4ufOxGG6pJGoknIoZW0tw8VSSdiwaOJJuGbvyQJZCHJKVeTnDJUfr6QTIRs0lBaETcc2JCFvoeeQp69OX41PoXgYCDRsQVn172KYlMn2IbcA703oENa07xvHsK3fo3KlsNR1vEq6ZpIDRHpISI1RKSH1B9C6AlY8C5aONfiq8I7sK3K3ULmlrgpaB6UgRXxj6B5z7RG5+jmjQAAIABJREFUZ5Yw5z6ScMpJgnkVziA6AEcdkmbeBhfJHpMH3E1SSAbJIcVyXbLRjHEkhFxpSUeK0Zvo0mhhvnDcCbAcctyR8oJMgAlogADLIRo4JN7iEQmwHMIfBxPQHgGWQ/w8M5ZD/ASospzlEJXguIwJMAFNE2A5RNPHx5tnAkxAJQGWQ1SC4zImwAQ0TeBMkEP0eQdhXDBd2TqmZVvUiZQQSgtBQOBRzyhy3XsIyVmD4h63ojrRLQEIkUAIBb6SK8R80ozbqD9NnZwGIa7FLX4KxvIs5A96CvawFMUzfbU90dVVIvHvu+EMMCP3bGUbGFFszpyN8O3fwdrqbJR3uFxaLzhvA6LWvE0tTbpRa5M7lO+Vl42kNU+g3JYM67inFXNxi2hvFbS3wU/DHposz0WtfQfBuetQfNYEVCd0l6/Lewu0IHcUtcGpNxJmk3xRa0UOXXfRvGcE565H1NppjfZmrDiEuEVPwm5JQv6QZxRrhW37Dpa9s6l9zHhqHzNKnovc8DGJMMtJ2CFpJdkrrSxbrsf6xXkk4jyCWkcg9tpaSTVmQyVSqBXO+pIemOG6E1dd4UBggHs5J4k7eYuX4izrp6hwRKDQ7k47iTIWINxQjPWmqxA9eDiM7i4wsFH3oQ8+NuCS8A/QN3o5squSUGEPleZamPYj2FCNZ7Y/hdSezTF8qDLtJW7OQzDWFMFqToXOYESpowrJlQdRTi1mwtu7xaNgnQFjTM1xBQkhA0OSpNQQHiefAMshJ585P5EJMIFTT4DlkFN/BrwD9QRYDlHPjiuZwKkiwHKIn+RZDvEToMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DQBzcohonXM5hUwzv8Vhh3r3GdwuHWMfeQ4OFu0OeZzEbKFkC6EbCGkCzHCtv8AS+YsSpUYR6kSoxutlfTnjdI1T6sQ8efYpVMgJJCCAY+hLsItLXiGz7YnnlQJQyByxrzT6BmWjD8QtutXanlyPrU+uVCaDyrchuiVr6ImthOKet+jqKneehCp+55GeU0LWC95XDEXu2QyAsr2oWDgJNSFt5TnvK1T7qbWKZ29NZ69GYOoRco0xVqJsyZAZ6+Rrrto3jOCCrYgetXr1G6lI7VduVe+HlC6j9hMlp4rnl9/hO38BZbdf6K87cWwtj5XnvImmtwiJZGIQUeOZ583IkxXiBc7P9CIl7iwqrgPPth7G84e6cTA/k6p5uvv9IgoWImbUt/3WfPF/mtx0DIE//2PQ3xCWLREjznz9Lim+ScYFLvIZ83jW6cgtyYZkx6yS+6R3QH89ocBl9kfRUJwTqOaQhJFeiSfj1tTWpN00gph+qMLSz4fyhePKwGWQ44rTl6MCTABjRBgOUQjB8Xb9EmA5RD+MJiA9giwHOLnmbEc4idAleUsh6gEx2VMgAlomgDLIZo+Pt48E2ACKgmwHKISHJcxASagaQKak0NsFTAun42ARdOhy8+W2LvComAffJ7UPuZIrWOOdkiyIEGyhZAuxAjN+A2hu35DeZuLYE0/T1nuqKVWIbdLYkR9cSJmxcsILNqBwr4TURvdVlEjixMkYBT1ulue8yWZeCZ9iROBxRmIWf4Crd+GnvOg4hnli/ehXflkVDjTUHH+I4q5mBUv0t52STWi1jNilr+EwOKdja6L+SPt7UjXfQowtI6856h0FPZ7SLGv0IzfifN0hQAjbpATTeoJOzm5wLsfGCXho13odjp4+h/FbtRP3iirCydpIwmdOrpw+aUOHMzS4cNPDLAYypEUcki6V9TXb/mTU52IcnsE/u8qB9Jbu/D9TwZs3qKTJI9wY6niXs/mM21pqHMG4qbrHWiW4sKv8+z4Km8vzC1WkARTJL9jYE0QkrNTkHCoBfLzeqBHdxcuOp9MEh6nnADLIaf8CHgDTIAJnAICLIecAuj8yONGgOWQ44aSF2ICJ40AyyF+omY5xE+AKstZDlEJjsuYABPQNAGWQzR9fLx5JsAEVBJgOUQlOC5jAkxA0wS0IodIrWPm/AjDqrnQ1dZIzJ2e1jE9hgBGo+pziCapI0iSOu4ncaK9tI5lz18I2/EzpYacQ+khlyjWFi1VRGsVZ4OWK0dM4aBq0bpFCA+idYto4eIZiTNvg45SOrJFcggliNQf4du+hXnvHJS1p5Yrqe6WK94UjhaUwqFMBymcnoEuxhdgNbRB+RilOBK98jVKHdkqpY14BBixnjft5FFKO0lVPF9unTP2XUDv6dFip5Y6t9LPBmSPVSZxBJRm0npTSY5Q7s2bKNKBEkXuUzxDpLOIlBZr6miUtx8nz0WtfhPB+ZtQ1PNO1MR3la+/96EBh3J0shDSUPTw3DiakkMGUHLIqrV6/PGnXngk0En/oV+e3xt8MSOHOzF4oBMZu3X48muDXCNuF3UN279ERTvR4/osfGfNwB/lB2A3uKUPvVOPZlnNkb47Hc0ONYdeGCyHh4W68Dx4n131t8qFx48AyyHHjyWvxASYgHYIsByinbPinTYmwHIIfxVMQHsEWA7x88xYDvEToMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DSB01oOcVKbjy2rjkvrmKMdUsyy5xFYsltKtaildAsxhJQh5IzKViNR1uEKRbm+ugQJcyfCERyJvBEvyXNy2sVZt5ME0kNRE5K9ApHrP6IWKX1Q0v0meS7h77uhr6tEzqjX4SLZpP6I2PwFTAcWobTz/8HWnAQYGkZrNuIWPgG7JQn5Q55R3J/9+Q70jHkZlaYOKBumlDCiVr9FssVGRescURy36CkYK7KQP+hJ2MOaKdZLnHUXtY+xUTrKm5SSYpLmxM/iussYQtffUtxvLD+IuMVPN9qbaNkjWvdUx3VFca87FTXmffMQvvVrVLYYhrJO/5HnROsc0UJHtKcRbWo8o6xch/99Y0Bunlv2kJJDGsgebdKduPJyp9QixmoFXn/biBryiURayBG8EMktuvM2ByIjJRUEy1fqMWu2Hg5PyIe4rHcLIuWWcmR32YU96RnIdVXKe4ssiUSb3W2QticdIbXBPj+5lGQXbr6Bk0OO9vfxZM2xHHKySPNzmAATOJ0IsBxyOp0G7+XfEmA55N8S4/uZwKknwHKIn2fAcoifAFWWsxyiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnBcxgSYgKYJnJZyCLWOCVj8JwyLfoe+OF/i62/rmKMdUuySyQgo24eCAY9RekYr6VbT/oWI2PIlSRmDSc74r6LcYM1D/MLHYDfHIX/oVHlOyB9CAinpdiOqkvsqakwHFiNi8+ewNRuE0i7XyHMJcx+AvroUuSSZOEk2qT8iNnwM06HlKOl6PapS+ktTBlsB4uc/AocpFnnDnlPcf+DNreib9hqqIjujpL+3dY24KXL9+7S31SSm3EyCSm+5Lm7BozBW5iNvyBQ4LPGK9RLm3A99TRnt7WXaW4Q0J34W151BYcgd+arifqM1l8SVSY32FpK9ip7/AT23Fz3/lmPi4m2D07hFj0gLyaPPIr9Aj+JioK7OLX3o9To0S3aiTbpL0Qpm7z4dfvxZj/KKBtkfh9NAQkKAcZc40DrNLYZ4Rk0tUFioo3WBKl0dZtXtw1+uDKxzkJlyeETog3ChuSWGVLbB6q/iIWrqP0WSUQ5fELLKVePdrWt4nHoCLIec+jPgHTABJnDyCbAccvKZ8xOPHwGWQ44fS16JCZwsAiyH+Ema5RA/AaosZzlEJTguYwJMQNMEWA7R9PHx5pkAE1BJgOUQleC4jAkwAU0TOJ3kkBPZOuZohxS3mNIzykV6BiVyhDWXbg0hKSOS5Axbcj+UdrtBUS4nZISlUM1T8pyQP4QEImQSIZXUH3JCRsvhKOt4lTwVT3KGQcgZJJk4SDapPyLXvYeQnDUo7nErqhN7SlNCJBFCiTMonOSMV+TbHdXAwTc3on/Ht1Ad301KCKk/IjZ+ClPWUpR2vQ62lAHe51MCioGSUPKGvwhHSJSiRkgoQkbJG/Y8CR8x0pzBVkhyysN0bzTVvKC431BVjPh5Dzbam3iueL6NBJdSEl3qjyMlqsQsm0ppLpko7P8IaiPT/P47Zqewjrw8HYKDXaiuouVI2AgOIumjRoeEONcRuxItr87F99bd+MO2Dzanux0MuSIYHJKM8ZbWGGNqgUCduAIUkEiyYoUOBw/p0LDdTTx5N317O5GcxGKI34d5nBZgOeQ4geRlmAAT0BQBlkM0dVy82QYEWA7hT4IJaI8AyyF+nhnLIX4CVFnOcohKcFzGBJiApgmwHKLp4+PNMwEmoJIAyyEqwXEZE2ACmiZwyuUQX61jjAGw9xwG+9AL4WzR5oTzjVswidIzcqlNy7PUEiVRel4wSRlRJGdUkZRRQnJG/RFQmonYpVOllBGRNuIZoj2KkEDKOl6JypYjFDWWzJkI2/4jrKmjUd5+nDznbevyFIkpKYqaqNVvUiuYTSR63EnCR1dpztvWxSS1e/EM60Edir9di74d3vG55/DNX8J8YCG1brmaWrgMlesSZt8Dfa0VuaNegzMwVPF80b5GtLER7WtEGxsxvG1tEiVe9Ye+tgIJs++FK8CMnLPfkKfM+xcgfMv/UEmtccqoRU79EZy7DqIdT3VCdxSfNUGeil38LALK9xPfScS55Qn/Buo/INteSUJIBv3ag/32CnmqVUAoxplb4/LQdCQa3G12eGiXAMsh2j073jkTYALqCbAcop4dV556AiyHnPoz4B0wgX9LgOWQf0uswf0sh/gJUGU5yyEqwXEZE2ACmibAcoimj483zwSYgEoCLIeoBMdlTIAJaJrAKZNDjtY6ZvD5cIW625icjOFNyHhOaokiRlDeRkSvoRSOuC4o7nWXYhuBRTsQs+Jl1Ea1RWG/ifKckD+EBFLe7lJY08YqakJ3/YbQjN9QkX4+KtpcKM/FLp2CgNK9ipY2nsloekYQPauw7/2ojW7vvkzpFUkzSFbRG5E99j15nYJ1OtTMX4ne7ah9C7W0Ea1t6o+wbd/Bsnc2ytqPR2XqKHkqcebt0DlqSTSZBpeRojTqDVnQGPg46sJbSDMBZfsRu+RZ+rk5CgY+obhfZ69G4qw74DIEIGfMu/KcJfNvEmO+h7XVKJR3GK+oCcrfjOjVb6AmrjOKenlb4RxNmjkR30QVcZ1RtR/fV+zB0upsOA8/xKwz4jxzKyklpE+wsu3OidgHr3nyCLAccvJY85OYABM4fQiwHHL6nAXv5N8TYDnk3zPjCiZwqgmwHOLnCbAc4idAleUsh6gEx2VMgAlomgDLIZo+Pt48E2ACKgmwHKISHJcxASagaQInWw7RHcpEwILpMKyaC11tjcTO2boT6oZeBEdXandiNJ50nqJNi2jXkjviJTiDI6XnBxZtJwHkFdREt0NR3wcUewqiNI9oSvVoKDQI+UNIIBVtLiAJ5AJFTdiOn2DZM4PEkUtIHDlHnotZ8SI9axcJIA+QANJOUXOk1ipJf7rFj+xzP5LvP/C3HsatS9CzzSewNRuI0i7XKp+/8xdYdv+J8rYXw9r6XHnO11qeyZjlzyOweDe1dnmYWru0dnMp2Y2YZc9LrV5Ey5eGw9d64rlh9HzxXPH8+uNIoo2c5jJ0MuzmhBP2TaytKSAhJAO/UduYcmet/Bwhgggh5AJTK4SQiMPjzCPAcsiZd6b8RkyACfwzAZZD/pkR33H6EmA55PQ9G94ZEzgSAZZD/Pw2WA7xE6DKcpZDVILjMibABDRNgOUQTR8fb54JMAGVBFgOUQmOy5gAE9A0gZMih4jWMeuXkBTyK/S7t7h5HW4dUzfyUriSU08pQ9EKRbREyR35KpxBYdJeAkqodcyyqSRBpJIE8ahif8E5a6nlzLvUCqUHtUK5XZ4T8oeQQKypY6h1zGWKmvCt31DLmbko60AtZ1p5W86I1AyRniFSM4RsUn/ELn6GWqsckBI6RFKHZyTOnEBpHzWKtI+dXxsQnj8fPdK/8Nm+JTTjdxJXppO0ch7JKxe5l5JTSAyUQvJ+ozOIXvkqggq3oajPfaiJ6SDNi5/F9RpKMimiRJOGI+mvmwGXE9kiOYQSRMQI3fUrpab8ISWmiOSU+uNILXri5z8Mg60QecO8aS7H6yPJt9vwY+UefGfdjd11ZV6u1CpmHAkhV1jS0YJayPA4swmwHHJmny+/HRNgAr4JsBzCX4aWCbAcouXT4703VQIsh/h58iyH+AlQZTnLISrBcRkTYAKaJsByiKaPjzfPBJiASgIsh6gEx2VMgAlomsCJlEN0FaUwLpsJw6LfoS/Olzg5o+LgoLYx9v5jTmrrmKMdUuKsO6GzV5Fs8Sa1VjFJtxpJyogjOaMujNqnDFK2Twk5tByRGz5u1L5FyB9CAqlsORxlHa9SPDJi8xcwHViE0s7/B1vzIfJc1Np3EJy7TpJMhGxSfxwpPUOWWUa9DmegRSrZ8IYRSbq/0S3ta0k+ERJK/WHJnEWtXX4gcWU0iSvjpCkdSRKJs+6idw6hd3+rEaIoSkcJppSUop53oia+qzR/tHY7Yj5x5h0krlQj5+w34AowSzVh276nljZ/S88Vz68/vJybEecn5SlfaS7+/kX7y7Yf31BKyLyqLMVS55lbSELIsJAUfx/B9RoiwHKIhg6Lt8oEmMBxI8ByyHFDyQudAgIsh5wC6PxIJuAnAZZD/ATIcoifAFWWsxyiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnBcxgSYgKYJnAg5RGodM+cnGNfMB+x1Eh+5dUz3gYDecEKYuVzA6nV6bNsG2Gw60I/SLx39CgoEUlNdGNjfiUB3oIU8kmbcRhusU6RdGK25iFs4SWppkk+tTeoP04GFiNj8JUkeg0n2+K88JeQPIYHYmg+i69coaiI3fISQQytQ0u0Gkkr6yXOR6+l6trh+oySb1B/xcyfCUF2CvOEvwBESLU/Fz3sQhqpiRRuc5Y8akJ44A11Sv1cIIJ4i8755JK6QONJiGMo6/Ue6LFrpCAlDpKWI1JSGI3LdewjJWYPiHreiOrGnNB1MP0fR9erEs+g6cWswEubcB31NOe3tZWrREyHNhm/5H8z7F0jCjBBn6g8v53jiPEWe8pXm0uhhx3ChxFmDHyp246OKbThkr5QrugRGY3xoOi42t0K4PugYVuJbzjQCLIecaSfK78MEmMCxEGA55Fgo8T2nKwGWQ07Xk+F9MYEjE2A5xM+vg+UQPwGqLGc5RCU4LmMCTEDTBFgO0fTx8eaZABNQSYDlEJXguIwJMAFNEzhucojdDsPGpae0dcyPPxuwaTNJIWSD6MgK8Yghkh1yeKQkuXDtNQ6FIJL0543SbPa5H8n3CflCSBiOkCiSM15UnLF5LyWEbBMJIZTQ0dGb0CHkDyGBVCX1RUl395qeISeEkFAhxArPiNj8OSWKLJYkEyGb1B8Js++hdjdW5I56jRJCvG1O5ESRIZNhtySgpkyHtVMN6JD2Gzok/4yK1ueiou3FirVMBxcjYtPnsDUbiNIu10pzom2LaN8ixBMhoDQcERs/gSlrmUJo8aam9JOuNxwecaV+O5iITZ/BdHAJPfcaev4gRYnMOTgSeSNekud8pbn8m79oc20H8a01A3/ZDshlCYYQnE8yyJUkhbQNiPw3y/G9ZyABlkPOwEPlV2ICTOAfCbAc8o+I+IbTmADLIafx4fDWmMARCLAc4uenwXKInwBVlrMcohIclzEBJqBpAiyHaPr4ePNMgAmoJMByiEpwXMYEmICmCaiRQ2pqgUWL9cjO0cHiKkX77N/Q7tDvsNQVSSxqQuOgH3FyW8cUFOrw1jveRBIhhgg7RFdPDPEc1LhLHOjcSbqD7nEg6a9b6EZ6n3M+kM9SX1sBkV4hpAwhZ9Qflj0zELbjJ1jTxqK83aXylGgPIyQQ0R5GtImpP6JXv4Gg/M0o6nUXauK6yFMizUOkegjJRMgm9UfirAnU+qWGWr5Mo9Yv3nSLWGp3E0Btb/Kp3Y2d2t6U7tZh24cGdO/yM9IifkNF+gWoaHOBYi2RTiJSSqqS+pC4cpM0Z7RmUzoKrWFJRP6QZxt9x75a4RwpNcVT7BVXnqF1k6TLkes/oHSUVSST3ETpKH0UzxEpIyJtpCHnxJm3UXsakebyDlksFPtyDGNPXRm+s+7Gj/Qrz1ElVYTqAnCJJZV+paFnUNwxrMK3NBUCLIc0lZPm92QCTKA+AZZD+HvQMgGWQ7R8erz3pkqA5RA/T57lED8BqixnOUQlOC5jAkxA0wRYDtH08fHmmQATUEmA5RCV4LiMCTABTRP4t3JIdQ3w0adGiNYxQ63fo3v1PBjhbh2TGdAZS80XY1PwYAwcqMOoEU4Fm4oKoLzcnehRVKxDUZEOdgcQQd1HOnVwwhTivd1JpQsW6bFilR51tLyTivR6+o/TbXvExAAjhzvQto1b8ti8RYcfKDlEIYXI0SHKIxKtZc4e6d6bkC+EhOEiASFHiAiHh/d6EF2fplggNOM3hO5qLGEI+UNIIDVxnUkCuVtRE7PiZQQW7UBh3wdQG91Ongvb/iMsmTMlyUTIJvWHr0QT6d2XTUVgSSYK+j+KushU5K7QI/MXPXr3/R7NA/+itS6htc5RrOUVV7qTuDJBmgso24fYJZNRF94CBQMfb/Qdh2/7Fua9cxTiypFSUzzFHnGlYMAk1EW0lC5HrXkbwXkbpOdWJ3RXPEdnryb+dxB/Jeekv26mD8XpFnZI3DnSsLrqMN2aKUkha2sKpNvE3YNCkjDenI4x5uYI0p2YNkZH3BRPaIIAyyGaOCbeJBNgAseZAMshxxkoL3dSCbAcclJx88OYwHEhwHKInxhZDvEToMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DSBfyWHUOuYvb8sQ8jiX9EuaS8Ck0wkY+hRoY9EmSEWtbpgicXn+69Dfk0CJt5rRyh1Q3GRpPH7n3q0LfgfkkIONeJV6wzCZwX34tqrnYiOdssef/ylx6o1ekxs85xPvnus6fgl5zJcfaUD6a1dqKoGXn/LiDjsxeXNvvVZs7BgGNaU9cWtN9mREO++RVdXicS/74ZDb8autm8q6tpvd7dN2d7+Y8X1uLwfEF08E/lxl6MoerQ8Z7LtQov9L8Bmaov9LR5U1LTcOwUh1ZnY2/IxVIekynMxBb8htnA6CmIuRGGsMu3jSM9vvv9lmG3bsb/5RNjM7ZBHckjhRh0GDv8GCfZZKGs/HpWpoxTPDyrYguhVryvElcCSPSSaPIfayNYo7P9wI2ZhO3+BZfefKG9/GaypY6R5IbIIoaVhaoqn2COuFPZ7GLVRraXL4rni+UW970FNbKdGz/ElwRxJjBHF4gtZWp2D7yt240/bPlRT+osYLQNCcbm5NS6ntjGJBpPPb4AvMgEPAZZD+FtgAkygKRJgOaQpnvqZ884sh5w5Z8lv0nQIsBzi51mzHOInQJXlLIeoBMdlTIAJaJoAyyGaPj7ePBNgAioJsByiEhyXMQEmoGkCxyKH6CpKYVz0O/36A7ryYul9dZ2SEN4ywOe7T90xCZmVrfF/V7nFjYWUADJngR5PdZiEZiFZPmtuXPsZmjd34cZrHZJM8uzzRhjsVZjW4zaf928r74hXMyaiU0cXLr/ULQdkZeuw6Y9NuDH5DZ81f+RdhKB+F6Bje2+iiaetSXVNOP5Yqay7bPC10jo/LvpMsV631K/QOmU21u++GnuyR8pzkaGZGNH9GRSXp2LehicUNaN6PI5wy0HMXvssyiqbyXNtU/5E59QfsPPgudi8d5x83Wi04aL+t1NqihnTlyuTSwZ0fB2J0RuwZPN9yC3xtqgZdu6XiK6YS0kfV1GLmuGK5wcW7ULMihdJ2GiLwn4TpbnAou107RXUxHRAUZ/7GjELzfidElKmU4uaC6lVzfnSvEhMEckpvlrXiPloSkgJooQUsZ5YV4yY5S8hsHgnpaY8SKkpbRo954hyiD4A2WPfle/PslulhJDvrRnIsldK1806I84zt8J4S2v0CT5s/Pg8fb7IBJQEWA7hL4IJMIGmSIDlkKZ46mfOO7MccuacJb9J0yHAcoifZ81yiJ8AVZazHKISHJcxASagaQIsh2j6+HjzTIAJqCTAcohKcFzGBJiApgkcTQ7R798F44LpMK6ZD9jdrWMqW/bAd2WXoHv6bgyLm4+/80ZjQ0k36Kjby7iU79DSvA+v7JqIQ7oOuP9uh3T9g48NOJilw3OdHkJccB7ez7wV5XXh0noT274g/S7kkOAg4NGH7JIcMpnkkGCU4bUud8Nqt+Cd3ROktRKDc3B1iy+w29oaz++chG5dXbjkQrccIkbQoVWI3vABrOHtkRVzrtSRJLpsLWLy56OsxRhUdrpMcV766hIkzKUEjupoLDj4Cowh7uQSMYYn3QGjvhJzD70Dh8vb86ZD5KdIMS/C1pLrcKhysHy/JSAL/eMfR0VdCpbnPat4zsCEh2Ey5mFx7vOosnslhmbmOWgf+RUOVIzEjrL/yDWB+lIMTboXNY4ILMx5TbFWl6h3kGBajQ2FdyC/+ix5rm/3zxBWsBClnf8PtuZDFDUBpXsRu3QKaiNSUTjgUTervI2IXvMWquO6oLjXXYr7xQ+WzFmUEvKD1KJGtKoRI2zHT7DsmeGzDY6Yj1jxJkxFm7A77U5Yo7uhlj6bzhmTEWLdi/z+j8Ee2arRcxJn3UntfaqQM/ptuIzB9OfDrWaMIcgc9Rqlg+yXhJBl1bnutkE0hAgihJDzTC1hJomEBxP4twRYDvm3xPh+JsAEzgQCLIecCafYdN+B5ZCme/b85tolwHKIn2fHcoifAFWWsxyiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnBcxgSYgKYJNJJDqHWMYd1CBMz/Bfp9O6V3cwUGwdF7BOwjL4ND+tZjAAAgAElEQVQzvhnWbdAhcuOnGBCzBJ/svQFLiwZJ992Z9ga6Ra7HZ3l3oceFXRFzuEXM9z8ZsHmLDi93vReRASW4f9PrKK2LALkeeKvbbQgxVOGO9e8isXkwrvuvW/QQbWUyNxfi+U4PkgARh0e2vij1E2lmOkgJJI/joK0ZJu98FldTOklaqlfoMB1cjIhNn8PWbBBKu1wjrWXeNw/hW7+W0jREqkb9YajMR/yCR2Gtikfe4KkIifOulTDnfuhrypA74mU4gyPkssj1HyEkewVKut+IqqS+8nXPWnZzHPKHTlU8J54EFAOJKLkjXqK1IuU504FFiNj8Bckcg0nq+K93LVsB4uc/AocpFnnDlK11IjZ+AlPWMpR0uwFVyf3kGs/10q7XwZYyQL5uJ6SrZh3CZa4nJSlnYeEwSbRJCDqEnpGrsaWqFyr73opmKd53F8UhmfMQuf1r2CypKLVQOxiqiajYApM1EyXtrkRV2gjFO65cpUfzXe/grMg1WFPcC4dqkqGjJYfGzkNYQDnezJuMkZcmIiJc+ZyEOfcR53JqXTOa5JAgkkNqpfY1FfTnpHb9YXW5xaQkgxmXWdJwhSUdLaiFDA8m4A8BlkP8oce1TIAJaJUAyyFaPTnet/T/BaO9sjYTYQJMQBsEWA7x85xYDvEToMpylkNUguMyJsAENE2A5RBNHx9vngkwAZUEWA5RCY7LmAAT0DQBjxxSkZML45K/FK1jXHFJqBt8Iez9RgEm5T/Gh639CJbcFVgVdhOygvohOsqFboXvIbxoNYq63Yya5N4yl9w84ONPjXix/QSYjZW4c/002Bxmaf61rndJ4sATma9j3FWhiD4slDip88vaudm4sPYJHKpKwdPbJ1MKiAsxgfmY0uEhFNoTsKXDFLRJV4oGvkQQX8KIZ3P60mwkLH0C5ZVJqLjsGSlpxDOEnGEgSSNv2PMkacTI16PWTkNw7noUnzUB1Qnd5ev66lJKIXlAEkmEUFJ/JMy+B/paK3JGvU6yjUWeEpKJkE2EZCJkE88wVhxC3KInYQ9NRv7gpxVrCZlESCVCJhFSiWdErv+ApJVVJI3cTNKIl/93P+hRsKcAUzs/5PNbXVbYH19k34ybr7cj4XCoyd59OuybvRT/SfrEZ83X2deh+aiBSG3p5r9zlw5ffWvAjS3fR9/o5T5rHt3yAhyWONw9wZv0smatDoMOPkTSUGGjmmxjAFq16Y+xluZSSsigkCToJaWIBxPwnwDLIf4z5BWYABPQHgGWQ7R3ZrxjLwGWQ/hrYALaI8ByiJ9nxnKInwBVlrMcohIclzEBJqBpAiyHaPr4ePNMgAmoJMByiEpwXMYEmICmCZhzdgOzfoBrzULA4f5He0e7HrAPuwiOzpSKISImfIyode8iOGctinvciurEntIdEZQmYspaSokd11Jyx0BFVUGhDl1X3iBdeyzrU4SRaxIdBYx3TkSoqxD7+j2HwKhYRY2nFUpdRCsUDHhMmvO0gXFQ+kYepXA0HCJxImz7j5RCMQbl7d0tZEKo1UwktZqpSupNAsbNihL7ngNovuMZlFc3h/XSJxRzcQufgNGajfwhz8BuSZLnole9jqCCLSjqdTdq4jrL13UkfySSBOIMMCP37DcUayXOvB06Ry21TpkmpWN4RnDuOkStfYckkx4km9wuXw8o24fYJZNRF94SBQMnKdYK2/YdLHtno6zDlahs5U3vEOuI9cQ6Yj0xRFuXKdSiJ0hnw9kJf/s8y/2VLbCxrDsG9nfi7JFOlJXp8MY0A+KNB3FW1FopsaWhk7GupAdy65rjztsciIx04fc/9Fi1To9uEevQwnTA/ZwGdbPzzkaVw4SJ99oRSucvxJCfZ+hwVvr3sMdkoTy0XH6OyWZCYFES1u68AucNMUp748EEjicBlkOOJ01eiwkwAa0QYDlEKyfF+/RFgOUQ/i6YgPYIsBzi55mxHOInQJXlLIeoBMdlTIAJaJoAyyGaPj7ePBNgAioJsByiEhyXMQEmoD0CdbUwrF981NYx//RSUavfRHD+JhT3uhPVcV2l28O3/A/m/Quk1i2ihUvDkfSnOxkj+9yP5ClZwKB0DJGSUX8EFu1AzIqXURvVFoX9JkpTRxMwxHxoxm8I3fUbKtpcgIr0C6Sa4LwNiFrzNqrju6G45x2KZ9hWZaJ1wVSU21NhvfBRxVzskmcRULafxJRJqItoKc/FrHiRxIVdKOw7EbXRbb01JH8kkQTiMgQgZ8y7irV8vbu4ISh/M6JXvyFJJkI28QyxvnhObXQbes6DirXCdvwMy56/UN7uUljTxspzvs6EjhqTXzBCJLEIz8eH5yHXe+QQ0QLoh58NcB0OZTmCHyTVjbvEgc6dXFi0RI858+rFrtCcqG9YS2EgePgBO3Y6C/EEsd8Ytwc1QTXSWiFVIUjLbI02u9sgsszbekekydRPG1HA4B+YgEoCLIeoBMdlTIAJaJoAyyGaPr4mv3mWQ5r8J8AANEiA5RA/D43lED8BqixnOUQlOC5jAkxA0wRYDtH08fHmmQATUEmA5RCV4LiMCTABzRDQlRXBuPA3qX2MrqLUve94atUx4hJYzyKZo0HrmKO9WPTK1xBUuBVFve9BTWwn6daw7T/AkjlLSuwQyR31h85ejcRZd5A4EUTixDR5yitgPEYCRitFjU9xwlFHAsZtFCESgOyxSgHDvYcfaQ8zFeKE2KfYb01MBxT1uU/xjJKZGejoeAEVujaoOEcpYcQsfwGBxRmSnCEkDc8QiR4i2UOkmTTcs08JRN6zkfb8nuL5sgDTQAIRySQioUSwFYzrj9CM30mAma4QYMS8rzMR138k0WPTZp0khoghsmBc9J/6mTBC2vC0lTmYpcOHnxjcJsnhAl+ih5i67r8OtKLWMjYb8MHHBhQX03MOGyjy+of/UB1UDcOYDKyJzcC22mJpab1Tj2ZZzZGekY5m2c3p5wYbo3viqdXNhFvsCgb8AxPwlwDLIf4S5HomwAS0SIDlEC2eGu/ZQ4DlEP4WmID2CLAc4ueZsRziJ0CV5SyHqATHZUyACWiaAMshmj4+3jwTYAIqCbAcohIclzEBJnDaE9Dv3wXjnB9gpLSQhq1jgnsNgMFgQLmN+o/8ixGz/CUSJ3aSOPEAiRPtpEohLAhxQSR2iOSO+kNfU46EOffBGRSG3JGvylPeFA6lgCFuEG1rRPuahi1XjpTCIWrCt34N8755ivSSwOLdiFn+PCWQtKYEkocV+8r/dge6hb4Ma3AHlI9QiiNy+5h6Aowojlv0JIwVh5A/+ClKO0lRrJdI4oqOZJDsMe8AhkBpTldXicS/74aL2s3kNGg346t1jvTuueup3cw0n2knlj2zELbjB0XrHFHj60zEdTt1C5o1W48NG/XS8Ytf+nopInHxLpx/jhMpyW4bRMgd33yvx46denfSyGHZo2HqSNs2TlwxzknfjxuBEEREgsiBgzrUic+JYkNcVLwn9gC2tdiFHVEHYYe7PUz7wEj0K2mN6j/aIrg6WDJVpOdIwBRIcc4YJ/r25rYySir8k78EWA7xlyDXMwEmoEUCLIdo8dR4zx4CLIfwt8AEtEeA5RA/z4zlED8BqixnOUQlOC5jAkxA0wRYDtH08fHmmQATUEmA5RCV4LiMCTCB05OAr9YxQSY4+o2CfeiFcMY3k/ZtDjbAoNf/ezlk2VQElmSisP8jqI1Mk9YSrU5EyxPR6kS0PKk/DFVFiJ/3EBwh0cgb/oI8JQsY1FJFtFapP0IOLUfkho9RldwPJd1ukKcSqXWLjlq45IyeBpcxSFETsekzmA4uQWnna2BrPkiaEykfIu2jLrwFCgY+rrg/690t6N38ddjCO6N0oLeti7hJtKIRLWlEKxrRksYz4uc/AoOtAHlDp8JhjlOsl0ASiJ5kkJxRr8MVaJHm9NWlSJj7AIkx4STGvKK431iehbjFbslEyCaeEZK9ApHrP0JVUm+UdL9ZUWPeP59a+Hwlte4RLXw8I2bZc3Qme+hMHqYzaa2o+bc/iDY0y1fqsTNDh5pqwCmMEYoboU8FQYS8TboL/fs6pZ99jT11Zfi6IgM/V+5BvqNKuiVCH4SLzK0w3tIaXYJipGtr1uqwcKkeFeU6esZhaUX8TutaQl0Y2M+FPr1YDPm358f3/zMBlkP+mRHfwQSYwJlHgOWQM+9Mm9IbsRzSlE6b3/VMIcByiJ8nyXKInwBVlrMcohIclzEBJqBpAiyHaPr4ePNMgAmoJMByiEpwXMYEmMBpRcBX6xhXXBLqBl8Ix4AxcAWbFPtVK4fI7WAGTiLpoqW0pnnvXIRv+6aRtCDmjNZsxC18AnZLIvKHPCvvQaRjiJSM4rNulxJC6g/TgYWI2PwlSR6DSfb4rzyVMPse6GutyB31GpyBoYqayPUfICR7FckkN5FU0keaM1pz6NmPw25OQP7QyfL9TupUcuC1Dejf4W2SP7qTBDLhCGvdTGv19j5/zv3Q15Qhd8TLcAZHKGqEBCJkkNwRL9FcpDRnqMxH/IJH4TDFIm/Yc4r75TmSTIRs4hmmA4vp3T+HrdkglHa5RsmF5BchwQj5RUgwnuHrTE7mx1nurMX0yr343pqBdTWF0qOFOzIkJFkSQkabWiBQdwSb5GRulJ/FBIgAyyH8GTABJtAUCbAc0hRP/cx5Z5ZDzpyz5DdpOgRYDvHzrFkO8ROgynKWQ1SC4zImwAQ0TYDlEE0fH2+eCTABlQRYDlEJjsuYABM4LQgYMrfBMP8XResYe+c+cAwhKaRDT6nFh6+hVg7x1VrFdGARCQ1fNJIWxHPl9I4wSu8Y5E3vEOkYIiWjpNuNJGD0VWzRvHc2ySbfwdpqFMo7jJfn4uc9CENVMSWQvEhJJFGKGl9pH0dKLanK16HgizXo2/5dSujoRQkdtyjWklNIulxLksZAeU60iBGtYkSLGNEqpv4QEogQPuqnihgrKB1kkUgHSaZ0kKcV9+urSyhVZKIkmQjZxDNEaxzRIqdhOoiYDzm0ihJVPqA996U93yjXiAQSkUSSP+hJ2MPcyTAneohOMEuqsvGddTdm2Paj2kU9a2i0CgiThJDL6FeiQSkkneg98fpM4FgIsBxyLJT4HibABM40AiyHnGkn2rTeh+WQpnXe/LZnBgGWQ/w8R5ZD/ASospzlEJXguIwJMAFNE2A5RNPHx5tnAkxAJQGWQ1SC4zImwAROHQFqHWNcNRfGhdOhP7hH2ofrcOuYuuGXwhWb+I97Uy2HkARhFBLEkClwWOKl54QcolYoG0QrlD4kLdykeHZgcQZilr+A2qjWKOz3sDwn0jFESkZp5/8jqWSIosay+0+E7fwF1tbnorztxfJc3IJJ9OxcKQVEpIHUH9ErX0VQ4TYU9b4HNbGdpCl9TTkS5twnpYyItBHPKN6qR9XM5ejV7sNGrWvEPaJ1i2jhUtbpP6hsMUyuS5pxG/VZqUP2mHcpFiRA8XwhgQgZJH8QySBhKdJcQOlexC6dIiWsFFDSSv2howSUREpCcZJkkkuyiWdYMmcibPuPsKaORnn7cYoa0epGSDAiaUUkrniGzIWSWURCy4kc++sq8H3lbvxAUsghe6X0KIsuAOdbWmK8OR29gpXtdk7kXnhtJqCGAMshaqhxDRNgAlonwHKI1k+wae+f5ZCmff789tokwHKIn+fGcoifAFWWsxyiEhyXMQEmoGkCLIdo+vh480yACagkwHKISnBcxgSYwEknoC/Oh2HJnzAu+Qu6ilLp+c6E5rAPuwiO3iMatY452gbVyiHe9I4XKL0jWnpEcO46RK19h1q0dKMWLXcoHhtUsAXRq15HTUxHFPW5V54L3/oNzPvmoqzDFahsNVJRE0piSCgJIuVtLoI1/Tx5LnbJM5REcoBEi8dJuGihqIlZ9jwCS3aTgPIQiSjp0pzOXoPEWRPgMgYhZ/Q0+f5DC/XQr1uMs9p86jPtJGz7D7BkzkJ5u3Gwpo2W65L+dKd1ZJ/7USO0QgIRMkjBgMdQF9FKmg8s2oWYFS+iNroNCvs+qKxx1CJp5u1wkWSSI2STwyN0128IzfgNFenno6LNhb5ZxnVGUa+75bn4+Q/DYCuUWteIFjbHe1RRH54/bPuklJAV1bkQqSEij6ZfcAIup4SQ80wtEaI3Hu/H8npM4IQQYDnkhGDlRZkAEzjNCbAccpofEG/vqARYDuEPhAlojwDLIX6eGcshfgJUWc5yiEpwXMYEmICmCbAcounj480zASagkgDLISrBcRkTYAInjYB+1wYEzJ8Ow6ZlZIM4pefKrWM69lK1D7VySMKc+ymRowy5I1+BMyhcerYsgFBih0juqD/ktIsG4kjYjp9g2TODBIxLSMA4R1ETRi1lLNRapqz9eFSmjpLnZAGk/8OojWytqPGKI5OkpA7P8CV07P7RgNCsueie/j9KBhlKCSFXK9YK3TWdBI3fJTlDSBpiyKJJA5nDUygkECGDFPZ9gGSQdm4u+ZsRvfoNKcmkIRcx72tvXi6XEpexin3JsklUW5JgJspzCXMfgL66lNrTvERtaiJVfQ++ilZV50lCyO+Ve1Hpsku3pBjNGGdJxxUkhaQYLcftWbwQEzhZBFgOOVmk+TlMgAmcTgRYDjmdToP38m8JsBzyb4nx/Uzg1BNgOcTPM2A5xE+AKstZDlEJjsuYABPQNAGWQzR9fLx5JsAEVBJgOUQlOC5jAkzgxBKorYFx9Ty/WsccbYNq5ZDEv++Grq4SOdQKxUUtUcTwSgvpUnJH/RFyaCW1nKH2LUm9qeXMzfLU0RIywjd/CfOBhY1azsitY/rcR0kkHRTP8bZWeYZaqyTJc0kzbiWhxo7ssZTOoXe3gtnyngHxtX+ja9o3sLYahfIO4xVrWfb8hbAdP0vSipBXxNBTG5gE0QYm0EItal5vhFZIIEIGEYkeNZTsIYacqJLQndrATGhUkzjzNugcok3NO9SmJlCa9yaqXEmJKiMUNQGl+6hNzWQpmUQklHhGwux7aX8VJOy8SsJOmF/fZY7DJrWM+Z5+7a0rd7+HzoBzTC0wPrQ1BgQnSakhPJiAVgmwHKLVk+N9MwEm4A8BlkP8oce1p5oAyyGn+gT4+Uzg3xNgOeTfM1NUsBziJ0CV5SyHqATHZUyACWiaAMshmj4+3jwTYAIqCbAcohIclzEBJnBCCEitY+b/ioBlMwFbhfQMta1jjrZB1XIItULRUUsU0aZFtGsRI6CMpIUlJC2EtUDBoMcVjzUdWIyIzZ/D1mwQSrtcI8+Jti2ifYu11dkkZ1yuqInY8DFMh5ajpOv1qErpL89FrX4LwfkbpdY1ooVN/eGr3Y2Y9yWzrJ5sRGrEH+jc6kcpnaO83aWKtcx75yB827dSuxvR9kYMfXUJEuZOhIOSOfIooaPhEG11hAxSfNbtqE7oIU2HZK9A5PqPSIzpQ2LMTY1qEki00QvRhmQTF0knYkRs/gKmA4saiTFizmjNRtzCJ2APTUH+4Kfk9RJn3UnJJlV0Jm/SmZiOduw+52pdTsy07ZdSQhZVHYI7mwboERSD8ZQScpElFRadW6zhwQS0ToDlEK2fIO+fCTABNQRYDlFDjWtOFwIsh5wuJ8H7YALHToDlkGNn5fNOlkP8BKiynOUQleC4jAkwAU0TYDlE08fHm2cCTEAlAZZDVILjMibABI4rgRPROuZoG2woh7hcQF4+YCa3IDT0yJVJf1H6B8kE2ed8QL1W9NKNsrRAiR35Q55RFJv3zaM0jK9R2XI4yjpeJc+Z989H+JavfLZ1iVr3LoJz1qK4x62oTuwp10Su/4CEi1VSAolIIqk/RKqHSPdomJ7hbbnyMrVciYCjBlj5hBEdWvwq/RJtY0T7mPrDtH8hIrZ8CVvzwSRp/FeaMljzEL/wMdjNccgfOrURICGBCBmkpNuNqEruK80fSYzxFPtqB+Nd5wZap5/iOQZbAeLnPwIH7SGv3h58JZAcy8e5sbYI31XswvTKfSh1EhgacYYQXGpOw5Wh6UgLcLcN4sEEziQCLIecSafJ78IEmMCxEmA55FhJ8X2nIwGWQ07HU+E9MYGjE2A5xM8vhOUQPwGqLGc5RCU4LmMCTEDTBFgO0fTx8eaZABNQSYDlEJXguIwJMAH/CfhoHQNTKOr6j4F98PlwxSb6/4wjrKBzGvDDLzps20GuB93jcNDv9Acd9QwRzkerFi5cdL4TERFi1juS/rxR+iH73I/ki7K0EBKNvOEvKO637JlBLVp+gjV1DMrbXybPmQ4uQcSmz2BLGYDSrtcparwtWu6iFi1d5LmIjZ/ClLWUEkiupSSSgYqaRDnR5G1KzwiW5+IXPApDZb4kUwipwpqlw6a3DOjW8Se0jv4d5W0ugjX9PMVaIZRaEknpJTaSM0q73SDNGcsPIm7x07CHUWrHoKcaURXpKEIGETKJkErEOJIY4yluuDdx3VcCied+fXUppZc8IEkuuSNelvcgn0k9YedIH06xoxo/WvdIKSE76kqk2wLpwEeGpEgpIcNMKTBw45gj4ePrZwABlkPOgEPkV2ACTOBfE2A55F8j44LTiADLIafRYfBWmMAxEmA55BhBHek2lkP8BKiynOUQleC4jAkwAU0TYDlE08fHm2cCTEAlAZZDVILjMibABFQTOFrrGHvfs+lf693tWk7UqKsDPvrEiOxctwwiDXJAhAYi/0x/Dgt14ZYbHd4kEWonk0QShssQgJwx78rb09eUIWHO/XAGhUnJHfVHaMZvCN31GyV0XEAJHRfIUyIBRCSBVFEySAklhNQfMSteRmDRDhT2fQC10e3kKZE0IhJHRAKJSCKpP3xJK2I+bvFTJHZkkdDxJIkdzVCwQYeMbwzo3ftbNA+eKQkrQlypP4Jz1iBq3XuKvQWUZiJ26VTURbRCwYDHGh2NSEcRMkhZxytpbyOkeUvmTGqdQ61rUkfTc8Y1qolbRHurEHt7SpJOxPCKMXeTGNNZUaOz25A46y44A8zIPfuNw+fmhJTmQqO+sFO/0E5JL3OrskgIycA8ahtTRz+L0SEwioSQ1rjUkoZI/Yn95hq9PF9gAqeIAMshpwg8P5YJMIFTSoDlkFOKnx/uJwGWQ/wEyOVM4BQQYDnET+gsh/gJUGU5yyEqwXEZE2ACmibAcoimj483zwSYgEoCLIeoBMdlTIAJHBOBmlpg0WI99u7TIaFkA3oU/IrWFUugp3+gd1FiQ0nLATBddAGcbbod03pHukmkfhQU0CzZHUL+CAgE/e42PiIjqcVJiLfyIKVnfPiJQSGEeFJDGq4/7hIHOndyp4d45ASX0YSc0W/Kt+rsVSQt3EnSSDBJI28rlhByhJAkGkoYwfkbEbX6LVRTMkhxr7sUNbFLpyCgdC9JGI+SjJEqz4Vt/4HWmiWJFkK4kIejjqSV2wA9CS9j31OsFUNCRyCJHZ61Ds7W4+AcPQYM/h8SMQdlHUjmaOWWOTwjKG8jotco9yZkFSGt1Ea1RWG/iY2OQX7PdpfCmjZWmhdSjJBjfLWuEfPe93xMkk7EiFn+EgKLdzYSY6RJpx1JM25VyjlHEHbE7bvqSvENCSE/WzNR6KiSlhASyMWWVIw3t0anoOhG78EXmMCZToDlkDP9hPn9mAAT8EWA5RD+LrRMgOUQLZ8e772pEmA5xM+TZznET4Aqy1kOUQmOy5gAE9A0AZZDNH18vHkmwARUEmA5RCU4LmMCTOAfCdhswOef2NHi4CwMqvwF8Y79Uo1NF4pVpnOwxHQxSo3xGDrYieFD3WkOYtSRULJjlw5bt+tRRWsYA4Bg6pRSaXUhNEyH3j2daJbibfditQJff2vAwWyd1BpGT2kg4nfRHcQTDCLWF88Ro74cIt3gIzXEs5f6coi+ppwSQu5DrSMMC3IOJ1dINzpxdsoN9EwdZh/6RMGlXcRXaG6Zg+0l/8HBypHyXFTQVvSMfRnF1R2wplApW/SPexyWwCwsy30WVrs7UUOMtNBfkBb+G3aXXYTMigvl60adFcOT74TdYcK8nGmK5/eMfRFRQduxpuBBFNe0RzUJNLUVOgwb/SmiqxZSG5irqQ3MUEVNYNF2EkFeQQ2llhRReokYQfmbKNXjTSnNo6jX3Yr7xQ9yQgqlo4iUFDFEOx3RVqe83SUkjJzTqCZmxYuUkLJLIYIcSYzxFDdMSPEKOyEk7LyFcmctfq3ci28rdmFjbZFUJtrEDDUl43ISQkabmiNA9A3iwQSaKAGWQ5rowfNrM4EmToDlkCb+AWj89VkO0fgB8vabJAGWQ/w8dpZD/ASospzlEJXguIwJMAFNE2A5RNPHx5tnAkxAJQGWQ1SC4zImwASOSkBXkIPcb/5A/I4ZiO4YgKCWoT7vf2rbszhU3QyTHrJLaR9CKPn0SyNuiXwCzc0HGtVU2s24b8s0XDXegfTWbkHko08NKDhUhbe63+7zGRtKuuPtzLtx3rlO9D7LSRIF1XxsREzVetzVur7k4S3/7uCVWFl1Nm69yQGLxX3dUFWM+HkPoqo6Cn+uUraPuXTgDdDpHfhp8UckiRjlhXq2+RgtExZjza7rsS93sHw9OiwDw7pNQVF5GuZveFyx77E9H4TZlI8Zq15AZXW8PNc25U90Tv0BOw+ei817vW1aQoKKcW6f+1BdE4E/Vr6uWGtAx9eQGL0RSzbfg9wSbzrLqAs+RHjpUpR2uRa2ZgMVNQfXZqJP7lQcqE3D+/mT4HLq0Mm0GlfFTMM+3VmwD70NJpMStZBAhAwiWtSIlBQxwrd+Q61m5vpMJ7FRkEfw/DeQ4tqMt/beh52VXRAU4sKDzR5HPIkxK5KfRvNuyY3OM3HmBOgcNcgWbX2ovY9H2KkJMGF890sxy3YA1S46YBqtA8JxObWNGWdOQxylvfBgAkyApC1TAJxkz1mr7IyDCTABJtBkCLAc0mSO+ox8UZZDzshj5Zc6wwmwHOLnAbMc4idAleUsh6gExxnnLEoAACAASURBVGVMgAlomgDLIZo+Pt48E2ACKgmwHKISHJcxASbgk4Bh62oYFk6HcfNKad4JPWq7tUdCCsV7+BhTtz+OTFsabrreIaWB/PqbAWvX6zC108OID85tVGF3GnHr+o+QkuzCzTc4UEstZKY8b0SooRSvdr3H5zO2lXfEqxkT0amjC5df6hYH4DBg4++rMDaAJAMfY6HtEsSefS4iwr0JJYbKfMQveJT+UTUeO5OegynBO9d25x3QO6uws+1bcOq9IkJy9vsIK1uFQ0m3oDy8t/ykoOoDSN37NKqDmmNv6pOKHaRn3A+jvRQZ6a/AboyQ5yKL5yAh7xsUR45EXsKV8vXA2lyk7XkMtYFx2JP2nGKt5Kx3EVaxBlnJt6IirJc816LkQ5hyV6Ck242oSu4rX19ALYB2rcjCUx2e8MlleVE//FJ2s8TeI4iUlumQPWcuRgZ/7bNmZvU1aHX2IIQe9oPKKLnkk0/1uDJqGnpErvFZ8+iWF9BjcCz69/MmylTXACnz7kWgs6JRzSEyi1La9EaoLgAXWFphPEkhZwXF8d9SJsAEGhBgOYQ/CSbABJoiAZZDmuKpnznvzHLImXOW/CZNhwDLIX6eNcshfgJUWc5yiEpwXMYEmICmCbAcounj480zASagkgDLISrBcRkTYAIyAV21DYZVc2Gc/yv0uYfTPkyhyO8wBh/svxSXpE1H/5hl+DjzJiwvHiD1erk//QW0D9uOl3c9iPzA9rj7dgd0dP2NaQYUFenwUuf7EBlYjPs3vooye5T0rI/Oulb6/ca1nyE4CHiU0kbEePFVI4Jr8/B854eQT0kbj5BYINZKs2TgkbZTsNvaGs/vnIR+fZwYO9otG5iDDQjavwTBaz6GLWUASrteJ1237P4TYTt/gbX1uShve7HilI3WbMQtfALllUkoGfsMAuqFoSTMuZ9SLMqQO+JlOIO9QkfUmrcRnLcBxT3vQHW8N7nDWJmLuAWTYDfHI3/oFMVzEmfdBdEuJWf0m3DVS7wwHViEiM1fUBuYQdQO5hq5xlh+AHGLn4E9NAX5g59SrBWx4WOYDi1HSdfrUZXSX56LWvcugnPWorjHrahO7Cld94g2sQE5mNr5EZ9f+KKCIfjiwHUYOdyJwQOdUtLLh58Y0F6/CNe2+NRnzUd7b8YuXT/cfqMDgXRuf8/RY8kyPW5s+T76Ri/3WfPApldRiShMetgunWVZuQ6ffaHHg8n3I5q+i4bjgN6M22vuwbPDmiM+3MB/O5kAEzgCAZZD+NNgAkygKRJgOaQpnvqZ884sh5w5Z8lv0nQIsBzi51mzHOInQJXlLIeoBMdlTIAJaJoAyyGaPj7ePBNgAioJsByiEhyXMQEmANE6JmDeTzAsnw1dDVkCNJzN0mAfciHsvYZDmABr1+mQuO199Ixchfcyb8Pq4j6SHHJX69fRNXwDPs27Bz0v6ozoKHcKx/Q/DFizVoc3u02A2ViJuzZMg81hluamdbsFQYYaTFj/Ljp2DcZF57tTQNZR0sjqOdl4usPjyKpKwVNbJ0Os1tx0AE9SAsYBW3O8nvU0rvuvE9HR7ucIOSQ4cx6C1n+JyhbDUNbpP+7re2cjfNt3qGw1ktqhXKE4ZdfBg0je9DTKaL3Kccpkjfj5j8BgK0De0KlwmL2JFdErX0VQ4TYU9bkXNTEd5fU8LWocwZHIG/GS4jlJM24hkA5kj30P0Htb1IRkr0AkpaZUJfVBSfeb5JrAkj2IWfYc6iJaoWDAY4q1wjd/CfOBhSSTXE1SyVB5Lmr1WwjO36iQVg5m6STRQ4JHZyR+l/4o/txgeFJYNm/R4YefDdRKx32DuFf82VfN/13lbgX0xVcG7N4jbjzy+p7H3UnSUGyMC8/8mYd5Qbuxt+VeSlNxS0EWayjS96Sjze50WCrdpk7H9k6MH+dNG2m8c77CBJo2AZZDmvb589szgaZKgOWQpnry/8/eeYBHVWZv/J2aMpPeQwmEJPReRaqADWxrYXXVtaC7FiyIHXvFDio2bGvH8hcU6b1Kb9JDKOm9ZybT/ue7w9zkJgHhDpBMcs6zrHK/e77y+676CK/v2zzOzeKQ5nGPfIqWRYDFIV7eN4tDvASosp3FISrBcRsTYAI+TYDFIT59fbx5JsAEVBJgcYhKcNzGBFowgbrRMdBq4egxGLaRV8CZUuOO4UEUuuE9BOZtQ2riPSgJ7wM7/d5+x2MfIKRgEwpI8GFtVRN3IpwoPv9Kj+fiJ0CvteM/m2fC7tJLWoW3et6HYEMp3i19B5dfbQYliciVveMQ+hx7GUerO+Cj3CnS++G6bEyKexwliEH2sJfkWBPRJIlD9s+D385ZKE+8GKWdr5HmCiQhRSgJKirbDENxj5sVt2zZfgiJ6S+jxNoBFf9QOmtEr3wG+rIMyblDOHh4KnLdqzAWHkT+eY+hOjxJfq6tLkfsogfgNJqRPeadmnVcTsT/cSfpJjTIGvuJYn3/7K0I3/w+LLG9Udj3HnlMiE+ECKU6ohPyB01W9ATv+QHmQ4tQ0nk8KhLHyGMRG96BX94uFPS/H9bo7vJzj3OL9OC4eEPArKsP+dc/HeiY4oIacYinp/b84s/rCkpM7crgf/l+zKo4iMM2d5SM3q5HwpF2SElNQVx2fL19mc3AI5Pc4hEuJsAE6hNgcQh/FUyACbREAiwOaYm33nzOzOKQ5nOXfJKWQ4DFIV7eNYtDvASosp3FISrBcRsTYAI+TYDFIT59fbx5JsAEVBJgcYhKcNzGBFoYgYaiY1xBobAPuRSOIWPhDK9xy6iLJmLjNPjl7lQIEUK3f47A9DUkwLiFhBhDFC22aiBh0QQ46bf+lyXNRDX9vLxcg3GljyDAno+cka/AERil6DEW7EHk+jdhjeiMgkEPSWNaSxFilzwsxbyIuJfaJcQhAXtnw/jXryhLvhxlKZdLwwEZ5M6xTbhzDCJ3jgmKntKlB9CpaipKXB1RMe5hxVjU6hdhKDksOXcIBw9PRa1+gZ4fQd6QKbCFtJOfa+xWxC24By6dAVkXf1DreRU9n0jP/en5e4o1hJhDiDqsUd1QMOABeUw4gAgnECHyEGKP2hVEETlBFJVTmnIlypPHyUOR69+AsWCvJCYRohJPFRVr8O0POmRnH39y3EFE/EyIN7RkLHLJGCcGDnC7cwgxz4yPdFLsS23XEI/5iGde4Qxz1x3uWBlRa9drMX+hVnYc8QhQHFoHDrc9jCNd9+NIRAZ9A+5KKI1Bm79S0P5wIozVBkmt0pBDCTuHKK6ff8IE6hFgcQh/FEyACbREAiwOaYm33nzOzOKQ5nOXfJKWQ4DFIV7eNYtDvASosp3FISrBcRsTYAI+TYDFIT59fbx5JsAEVBJgcYhKcNzGBFoIgZNGxwwYBYV9xwmYRJAQwU8SIjxEQoTO0lshu76B6cgylHS9ARXtKIKmVmnsFhJI3FtPIBG94mnoyzPJneM5cudopejxzyGBxKZ3YYnugcL+90ljGlsF4hbeD5fBhKwLpyneF+KQwF2zYNg3T3INEe4hovyzt5A7x4x67hxiLP/nvejh/wZK9V1RftGDivki179GYov99cQW0cunQF+RjdzhL8BujlP0xM91i08yx86Un2utpYhdPAlOv2Bkj35L8b6YX6xTHZ5MTiSPymMBmRspbuYjWOL6orDPXYoeMwlDgkkgUp40FqUdr5LHRAyNiKOp62giXhCiCyEOMZIzS5VVA60QhWgBB6X4CJGHv7/yosvI1GP271ocPKQlzYaL+un/aQ7RIwQj7du7cOU4h8K5RcxgsRDTQg1iY1zYYsnHVwUHsch1CGUuUgNRxeoCcI05Cf80JyO8KgRffKVFQT7NXUuwUtvVREQG3XKTEyHBxzNulNvknzEBJkAEWBzCnwETYAItkQCLQ1rirTefM7M4pPncJZ+k5RBgcYiXd83iEC8BqmxncYhKcNzGBJiATxNgcYhPXx9vngkwAZUEWByiEhy3MYHmTIB+Z1+3exN0K2ZDv/NP90l1Oth7D4Vj5FVwJHY5rdM3FK0SvOdHijtZoBBmeCbVWktIIPFQPYHEidw5RF9A5gYSSHxMjh/9yfHjP+6pnDbEzyOxhFaPzEs+VOxZEods+wqG1KUKgcqJ3DlEc/anu9An9h2Um3uidPhExXwNuaOIF2KWPgpdVQFyLpgKR0CEoidu/l3QOGzIvHgG8XVn5Ogq8xGz7DHpXdFTuwzFhxG15kVyIEkgJ5Kn5CHhwCKcWCpbnYfiXrcrz5m2CCG7f0B5+zEo7TJeHjuRo8lpXayXL+c7qvBTRSp+KDuI/bZiaTajRosLA9tivCkJwwNbQVcrOMZiBXbv0SCfBCIaUp04hQBFyqMBIiNd6NyJhCvHnUm83Bq3M4FmS4DFIc32avlgTIAJnIQAi0P48/BlAiwO8eXb4723VAIsDvHy5lkc4iVAle0sDlEJjtuYABPwaQIsDvHp6+PNMwEmoJIAi0NUguM2JtAMCUjRMWvmw7ByNjS5mdIJPdEx9uGXwxWiFDecKoKGRB1BB+YgaP8cRaSLZz5dZR4JJB6XomNEhIynIte9DmPhvnruHGI88NhqhO74QoqoEVE1nmrInUOMCXGIafNn0B9eheKet6Ky9flSi7HwACLXTa3nziHGjr61DYM6voeq6D4o6n+34vjCbUS4jgjnDuHg4anYRQ9CW10muYAIN5DaFUuuJlpyN8ke8w6cRrM0JJxRhEOK3RxPbiPPK94/0ZhwYBFOLJVth6G4+82KnsCjKxC686t6Y9GrnoW+NB25Q5+BPbjNqV6l1+/ZXU4sqkonQch+LKvKgF2IO6i6+0VIgpB/mBMRomWFh9egeQImcAICLA7hT4MJMIGWSIDFIS3x1pvPmVkc0nzukk/ScgiwOMTLu2ZxiJcAVbazOEQlOG5jAkzApwmwOMSnr483zwSYgEoCLA5RCY7bmEAzIqDNOQb98tnQrVsEjbVSOpmzXUfYhEsIuYWcSnTMyXA0JEQwp85D8N6fpTgXEetSu/RlGYheSaIFio4RETKeqnHnuA9Wio+pXabDSxHy17dSRI2IqvFU3Px7yJ3DiqyL3oNLX5OHIolD/vwA+vQNktOIcBwRZSghd47V5M4RTO4cQ2vcOawlGuR+vAkDu3xA7w6knjsU64dtm4mAjPUoIueOKnLwkNdfQOvbxfrv0/pK0UPMkoehsxSRQ8hr5BQSrly/jjuIGDyRq4hwYBFOLHXdQURPQMY6hG37VNqT2JunThZ3czY+7T3Vhfih/CB+qTiEAgflyVCF6/xxtSkR4yk6prPRfX4uJsAEzi4BFoecXb48OxNgAk2TAItDmua98K5OjQCLQ06NE7/FBJoSARaHeHkbLA7xEqDKdhaHqATHbUyACfg0ARaH+PT18eaZABNQSYDFISrBcRsT8HUCIjpm53rol/0K3d4t7tMcj46xj74WzoSUM3ZCWYgw4kXYTbHSvLKYI2EkSrr9S7GWoTiN4lNegi20PfLOf1IeC9/yAfyzNpM7x3/JnaOfoudEYpPYxZOgtZaSc8eb5NwRIvcIcYh57TvQZW1HYb+JsMT0lMb05Vnk3PGUtM9c2q+nSlI1KJ+9Dv07zpRcRoTbSO0K3fE/ci9ZieJuN6EyYbg8dCLnEvFC9PInoa/IIYcQ4mJ2czEW7Efk+tdQHZFCDimPKNYQ5xDnEQ4kwonEU0EHfiMXltkoSxqLso5XKXoEL8FNuJkIVxNPiegaITYRzizCoeVsVInTiv+rSMP35Qew01rg5ksZMCMCWmF8UDLGBLSBgWJkuJgAEzh3BFgccu5Y80pMgAk0HQIsDmk6d8E7OX0CLA45fWbcwQQamwCLQ7y8ARaHeAlQZTuLQ1SC4zYmwAR8mgCLQ3z6+njzTIAJqCTA4hCV4LiNCfgqgcoy6Mkh5ExHx5wMR8zSR6GrKiAhwqskRIiUXpVjYBoQWhgL9pJA4g0SSHSSImQ8Fbr9MwSmr1XEwHjGThRTcyIRhCQOWfUadLl7FDE1uqpCxCx9RHLyEI4ensper4Fr3Sr0TaHomgbiW0J2fwdT2hKUdBmPivZj3G1OG+LnkSBDq0fmJR/WQxS16jkYSo8hb8jTsIW0lcb98nYhYsM7sEZ1Q8GABxQ9GnsV4hZMhIscN7Iufk8eEw4sQhxTmnIlypPHKXr8cncgYuN0clrpjoL+98tjsYsfItFMCbJHvQ6nf9gZ+5odFBOzkuJihEvIwsqjsFKMjKgUQyiuC0rCtaYOiNQFnLH1eCImwAROjwCLQ06PF7/NBJhA8yDA4pDmcY8t9RQsDmmpN8/n9mUCLA7x8vZYHOIlQJXtLA5RCY7bmAAT8GkCLA7x6evjzTMBJqCSAItDVILjNibgYwSk6JjFP0G3YQk01VZp92cyOuZkOGqECG+QECFUejUgcwPCtn4sxbmIWJfa5RE0WCg6prD/ffJQyM6vYTq6nJxGbkRFwghFj4hVEfEqpZ2vpaiai+Sx6BVPkxtIphRPI2JqPCXEIUHLXoC28BC5kzxBLiWJ0pC2uhyxix6A02hG9ph35PcPz9Ui4OBS9E76mqJrRlF0zfXK9ff+QgKNP1BKzh3l5OAhSmOrQNzC++EymJB14bR6iCLXvgxj0SHkD34M1WFJ0rh/9haEb54BS2xvFPa9R9lDQov4P+4k+YUGWWM/qeHyFwlTDpMwpTMJUxKPC1OOj8pCm/COyD/vYblHnFGcNXvM23TWIK+/5jRbqSQI+Yl+ZDnc0UTBWiOuCGxHopBk9PE7O+4kXm+cJ2ACLYwAi0Na2IXzcZkAE5AIsDiEPwRfJsDiEF++Pd57SyXA4hAvb57FIV4CVNnO4hCV4LiNCTABnybA4hCfvj7ePBNgAioJsDhEJThuYwK+QOAcRsecDEcsCSS0JJTIIrGFi0QXovxztyN847uoKwCRxrI2URTKh6ii6JgiipDxVPDuWTCnLawnABHjIbtIOHJECEf+RcKRkXJP1OoXYSg5LMXTiJgaT0nikMVPQVuSjtyhz8Ie3No95KhG/Py7yZ3DSO4cM+T393yhRVTpAvTo8IMkPhEilNolR7uQc0cZOXiI0lqKEbtksiSIyR71Rj1EEevfhF/BHhQMnARrZBdpPCBjPcK2zSTRzCASzUyo1xM/j4Q0Tgc5kXxEC+ik8dCdXyLw6CoUd6dIm7Y1kTZi7EQRPXHz74XGYUHWRe/CpVfn5FFBzihzKDZGiEI2WnPdZ6Yf5/vHU2xMEi4NTICfxr1HLibABJoGARaHNI174F0wASZwbgmwOOTc8ubVziwBFoecWZ48GxM4FwRYHOIlZRaHeAlQZTuLQ1SC4zYmwAR8mgCLQ3z6+njzTIAJqCTA4hCV4LiNCTRlAg1FxwSHwz5sHOxDLoUrJOKc7j5uwT3Q2K0kRHifhAh+0tp++bsR8edbsFJ0TEGt6BgxFpi+BqHbP0dlnciZoP2zIUQYZcmXkwDjcsUZxPuir7jnrVKfpyLXvwZjwX5FdIwYE+KQ4PmPQlORS3E3r1DcTY2zRfxctygjc+xMeZ6tb+qQ4Pc7urX/GWXkDFJGDiG1y5y6AMF7fyThyBgSjoyXhnQ0d8zyJ+AwRSNnxMv1mIdT3Is/xb4U9p9IIpme0njg0RUk9viqwegaMS5iZUS8TNZF04lloNQTtvUTcmL5E0U9b0NV68GKdfSl6YheReKXoNbknvKsPBY/j0Q3TjuJTD4gRYfhlL8HF725zpJNgpADmFt5BFU0h6gEfRCuM3egH8mI15tOeT5+kQkwgXNLgMUh55Y3r8YEmEDTIMDikKZxD7wLdQRYHKKOG3cxgcYkwOIQL+mzOMRLgCrbWRyiEhy3MQEm4NMEWBzi09fHm2cCTEAlARaHqATHbUygCRI4aXRMH3KU0OsbZdciCgUUiZJ5KbldHHeSMFCcShTFqlRTnEs+xbrULuEAIpxARHSMiJDxlDl1HgkwfkZ5h0tQ2ulqRU8YOY0EkONIITmNWMhxxFMRG6fBL3cnCiiexkoxNZ6SxCFzH4DGUiK5enjibsR4Q2KWtY/p0KXtbHRJ+JWEKVeQQOWyhvdMzh0l5OAhSl96jIQZFGdDriTCnaRuefZc1PtOcgoZIA2b0pYgZPd3qGhP0TVdlNE1YryhiJ7wze9THM3WemcX78sCFRK/CBGMpxoSwJzs48i0V0iCkFnkEnLUXi69GqjVYyzFxow3J+E8/9hG+bZ4USbABE6PAItDTo8Xv80EmEDzIMDikOZxjy31FCwOaak3z+f2ZQIsDvHy9lgc4iVAle0sDlEJjtuYABPwaQIsDvHp6+PNMwEmoJIAi0NUguM2JtBUCFDEiG7XBuiX/Qrd3i3uXekNsPcbCfuIK+BMSGn0nTYkRDiZcMJ8iFw49ggXDmV8i+kwCSf+IuFEuwtQ0vUGxbk8LhwF/SbCGuN24RAVvuUDiqnZXE84IcQhIbPvAuz1o1ViFz0IbXUZsse8DacxCNZCDTZP1aFXp1lIiv5DEqYIgUrtqnE7GUzuJbdJQ4ZiEsCsaVgAI8Ybcjsxp/5BAphfGhTAiJ6YZY9DV5mncDuJ2PAO/PJ21RPAiPflaBu/EGSPftO9ZfpmpHgajZYEOx+f8PsQriDzqo7gh7KDWGPJgnANETXAPxrjTcm4zNQOptNwHWn0D5E3wASYAFgcwh8BE2ACLZEAi0Na4q03nzOzOKT53CWfpOUQYHGIl3fN4hAvAapsZ3GISnDcxgSYgE8TYHGIT18fb54JMAGVBFgcohIctzGBxiZA0TGGVXOhW/kbtIW50m5cnuiYYZfBFRR6VnaYlQ0cPKhFlcVF2gItLeoS/4OfEWjfzoW2bT0SguPLO6oRP/9uuHQGZF1MESbH62SRK0H751B8zBwpOkZEyHgq8NgqhO74EpVthqC4xy2K80Wuf4PiY/bWi48J3fYpAjPW1YtckZxDfr4NGpI8SAIJEkp4Kmbpo9BVFSDngqlwBESg+IAGu2fq0L/Pt0gwLyRHj/Hk7DFGsX5A5kaKd/kIVeRaUkTuJaLEfsS+qik6J79OdI4YD9n5NUxHl5M7yr/IJWWk1CNH5zTgTiLGo1c+A31ZhhQRI6JiREWumwpj4YF6ZxdjGlsF4hbeL0XQiCga6RlF/Ah3FBHxI6J+6tZmax5mlR3AnMrDKHVWS8NxukBcSw4h19GP9obgej38gAkwAd8gwOIQ37gn3iUTYAJnlgCLQ84sT57t3BJgcci55c2rMYEzQYDFIV5SZHGIlwBVtrM4RCU4bmMCTMCnCbA4xKevjzfPBJiASgIsDlEJjtuYQCMR0GQcgmH5bOg2LIGm2irtwpnUDbYRV8LR8/yzGh3z5wYt5s7XSmIQjYYWFjoQ8cdaNXyoE6NGOuUnDYkTxGCDjhbHu0R0jIiQqevQEZCxAWHbPpYiWEQUS+2KWvMSOXWkIe/8J2ELbS8Phez8igQYK1Dc/UZUth0hPzcZXQj5vztoIzpkXkJxN7UqesXT0JdnInf4C7Cb45C9TotDv2px/vn/I5HEUinqRkTe1C7/nO0I3/QuLBRdU0gRNqL86FlEnWe1e4J3z4I5bSFKO18ruaSIkp91omcd3M/+7pxRq16AofQInf0JOnuisoHcP+LnkVil1jk11eWIW/QAXAYTsi6cJr2fa6/ETxWpFB1zEAdtJe79k2DmosAEKTZmWEA8tHUvu97u+AETYAJNnQCLQ5r6DfH+mAATOBsEWBxyNqjynOeKAItDzhVpXocJnDkCLA7xkiWLQ7wEqLKdxSEqwXEbE2ACPk2AxSE+fX28eSbABFQSYHGISnDcxgTOMgErGTbk52sgzDk0LgcC/lpF4oNf4Xdkl3vl49ExttFXw9WqjiDgLOwtv0CDd2foJGGIKM8fJZFInZpwi0N2ENFaSxC7+CE4dMHYn/K2/KbWUYGO+++DUxuAfR3fU8wQk/0twouWIDvmBhSFj5LHzGVb0Sb9PZSbe+FYm4mKnsRDz8DPmo5Dic/B6ud21BAVk/M9wgsXISf6OhRG1IgtTLoqtN11L60fSOu/q5irfdoL8LccRlq7p2AJaIec9Vrkb9dgxOhPEVm9ilxL/k3uJUMVPYa8PYja8CYqQjrhr8SHoaN7CyveiMTUD1ER0w8l/dxuIrWrIZeQkF3kJnJEuInUF6A4SXNjWvY6wiz7MFf/CHYXdYK1WoO7Qp9EhC4Th3o/B//4VvXWiZt7h9shZexMacwjzHEYg/HZ4PvxQ8VBLK9Mh+N4cExPYwTGByXjSlN7hGj9zsLXxFMyASbQWARYHNJY5HldJsAEGpMAi0Makz6v7S0BFod4S5D7mcC5J8DiEC+ZszjES4Aq21kcohIctzEBJuDTBFgc4tPXx5tnAkxAJQEWh6gEx21M4CwSEA4d8xZq4V9djIFVf+C8qjkId+RIK5ZqI7Aj+jK0v3UcwtqGKHZRVkbj5fSIBByBAUBlJQkBSKTg769BWFiduBd6bd9+LTZtAYpLSOFBwxQUI6k+DAZI4o4h5zkRFOReYucuDX78hcQh4icncQ4Rw6MvcGLYELd7iNZShNglD6PSEoE/SDxRu64Zdov0059WfqF43jflM7SPXYmN+ybgSM4QeSwqdDeG93gNuUVdsXLnw4qei/s/CnNADv7483VUWqPksa4J/4fOCbOxK+0f2HusJqLG31iMcYMeQJU1DHP/rBGtiMbhPV5BVOg+LNv2JApKk+W5Ro/9GKFla1HUawKqWg2SnxcUarDi5zTcG/8iqhwBOFrZVhoLNpQhzj8T6wrPR2bK7ThvYI2jihi3b56Httk/o0ITgTJESj1mumezthibgm5H3NDz3A4tVNU24NvvdRinfQc9Qrcjvao1Kuwmaay96RCMWhue3vcaxlwVgQ7tlXcdO+9eaJ0WlJmSodNpUGW3IKLyKI4a/JGQ0k+aI1IXgH+YE3G9Jkw05wAAIABJREFUORkphrMTSaS4MP4JE2ACjUKAxSGNgp0XZQJMoJEJsDikkS+Al/eKAItDvMLHzUygUQiwOMRL7CwO8RKgynYWh6gEx21MgAn4NAEWh/j09fHmmQATUEmAxSEqwXEbEzhLBPbt12DJV0dwieNrdNNsgA52aaVMfSJ2+Q9BmrEHDlR2REi4Hvff45DG7PSHOb/rULT/MPx0Fin8Q4p+EYP0fzaXAfr4RIy/2gmD0b3xtRSVMm+RFp1Me+DyuH94RB80XmoPRoUhHnfc7kRIsAse55AATTnaBB47Pn+tBurJtsahxBaKOyc40DreLVDQVeQiZvkTKK+MwcqMqdAH1AgXLmx9q/TOwvTPFTS7h3+EuMD12F5wN3Kq+stjIYZUDIx5EcXWJGzIe1LRMzzuQTp7MZZlToPNGSyPtQ+ai+SQn3CodBwOll4tPzcbczE4+lFU2mOwOvtVxVx9It5CZMBObM5/CAWWbvLY+b0+gCl/Awr73AVLXF/pueA8jRxVAioy8FzXKQ1+FctyL8A3x27GTTc4kJzkPv+S5Vro9i7BDW2+abDnw0N3S44j/7zWKQlElq/SYukyLf6b+D76hW1ssOehHe/A6ReChye5vwsbuc/8MluL2w0PkFCltF7PARKH3Jz4D9wZn4RRAa2hpxgZLibABJo3ARaHNO/75dMxASbQMAEWh/CX4csEWBziy7fHe2+pBFgc4uXNszjES4Aq21kcohIctzEBJuDTBFgc4tPXx5tnAkxAJQEWh6gEx21M4EwTcDqg27oapT/PRlTRTgR2D4cx4bhtR521pux6mYQY8Xj4Qbvk7LFwsRar1mjxQtcnEB+QWW9npbZgTNoxHX16u3DlZRQeQvqEF17Vw89Zimm97mvwJBsL++OjtHswZLATF452O15s3KxF5ppNuKvDjAZ7vj32Lzg6jcKoETUOGfryTESveBqlFa2QN/J5BETViEPiFkyExl6FrIvehUtPVifHK3zTe/DP2YbCfhNhiekpP9eXpiN61bOwBbdB3tBnFHuomes9mstfHjMdXoKQv75DRftRKOlyvfw8yJqJoMVPNzhX+OYZ8M/egsK+98AS27tmX5vfp+dbUdif9hXt3lceRf+IuB0DrEg0H3I7sJCYo3baTpEtHLnWGJnl0aMazPxChxBdEWICst3zK3U2yLC0Rrk9CHfc5kCb1i787xsdDhzU0P1mIEhXKjuK1Iawr7yz9FPPd/HL71r8lpMOU/u1KI7MhEvnvhdzWRBaZ7ZG1LFEZJZ0xuVjHejXt76zzJn+xHk+JsAEGp8Ai0Ma/w54B0yACZx7AiwOOffMecUzR4DFIWeOJc/EBM4VARaHeEmaxSFeAlTZzuIQleC4jQkwAZ8mwOIQn74+3jwTYAIqCbA4RCU4bmMCZ4iApqwY+rXzoVv5G7SFudKshboYoHciEmMzkWWJR6nNLRJpG3gUAboqvLDnGRytao8nH7PDSBEw73+kRw5pDKb2eAgRxgKklneA3aWXBAQp5n2odhhx97aPYTYDj0yyy4KGSHLPeLX7I6h2GpBWkSitYdJXoHVAOnaW9MC0g5OQ1MGFm//ldqIQZf1rHdof/hRVCKGIm1h3j6sAZlc+jsZeDX3fSxRktPmHEfvniygqa4fK66agtjlF7OKHoLWWIHvUG3D610SZRKx/E34Fe5A/aDKqIzrJ83lcSOymGOSOeEmxTvzcCdLPM8fOVDwPPLoSoTv/h8q2w1Dc/WZ5LLgiDeblL6E6rAPyBz+u6And9ikCM9ahqDfFx8TXxMdEbJwGv9ydKBjwAKxRbkcR4c7x4lQ9nKS7ELyFxKK2MKT2xJ64nZWrtVi8VOt+93iD5PTSQOO4sU4M6OvE6rVaSQTkzvVxC1DqCkrE8+AgF666txA/lB/EFzmpqPCnbCEqo9UPiWmJSEntiKgCd4SNp1q3cuHO22vuWDHIP2ECTKBZEWBxSLO6Tj4ME2ACp0iAxSGnCIpfa5IEWBzSJK+FN8UETkqAxSFefiAsDvESoMp2FoeoBMdtTIAJ+DQBFof49PXx5pkAE1BJgMUhKsFxGxPwkoAm4xAMi3+GftMyyoWxSbM5k7qh4rwr8d6m4bgm7CP0D9+ID1PvwqbigZLbxyMdX0HHoH14bd9jaN0/BSOGup0gPK4S03vdI4k77t/2HiocpAShmtn3FumPEzZ/gdoigI8/1cGVT1Eo3aYgvbI1ntnzovReRxKTiHX2l3ekdR7Htf9woHu3GlcJ05FlCNn1DSoSRqCk241Sj/nA7wje/yvKksehLOVKBRnb3kNISH0ZxVUdUHmNUoQRs+xx6CrzkDPiZThM0XJf5NqXYSw6hLzBT8AW5hatiNJaihG7ZLIUnZI9+s2adZx2xM/7L72gR+YlHyrWD8hcj7CtM0nkMYDEHnfKYyGle2Fa9QaskV1QMHCSoidk51cwHV2B4m43oTJhuDx2ItHKUoqIWb7SLfaQ/k/8IB1Hba1HVKQLt9/iQGAgkJ6pwccziX8dJUldbYiRIoAeuNcuiXqq6RP59nsdUtM07nmp2SX+7LhLSbXBhvTkVOT324edyJP2LIQn8eQQkpKagoSjCdA5dA0qV1gcorh+/gkTaNYEWBzSrK+XD8cEmMAJCLA4hD8NXybA4hBfvj3ee0slwOIQL2+exSFeAlTZzuIQleC4jQkwAZ8mwOIQn74+3jwTYAIqCbA4RCU4bmMCagjY7dBtXwPD8l+hPbhLmsFl9INjwCjYRlwBVyu3EKKSzB78VryPNs6t+Dr/Puy19JGe3xzxJlICdmJLzP2I7ddd3oGIKRECkendJkCvteM/Wz6Bg9xAhPZgRp//wE9rxcQdH+Gaa/VITnILPUpKNVjzaxomRLwoOY28su8p6f12gYfxVOdncaSiHdbFP41hQ2oiYkSf+dB8BO/5CeWJF6G087XSXKZDixCy5weUtx+D0i7jFWQqVu9DcsnrKLZ1QuWVkxVj0Sufhb4sHblDn4U9uLU8FrXqORhKj9HzZ+h5G/m5xlaBuIX3U2xMIEXRTK//3GBC1oXTFGuIeBoRU2OJ6UUxNffKYyGFO2BaN12KhxExMbUrmM5ipjOV0Fkq6Eyeilz3KoyFB8lp5DFyHElS9GzfqcH2HRqUl7vtQ4RwQziB6PUutG/nwjAS8viR2MNTS5ZpsWIVCUo8jiFSj7tEn8kE/PNaBxLa1ghzhDvJ3v1aZGWB7hcICXYhLTQLvzkPYK3xMKo1bveP9oYgXGtKQv/8ZCz6IRj02ckiEsWmj/9ERA2JyCEuJsAEmj8BFoc0/zvmEzIBJlCfAItD+KvwZQIsDvHl2+O9t1QCLA7x8uZZHOIlQJXtLA5RCY7bmAAT8GkCLA7x6evjzTMBJqCSAItDVILjNiZwGgSk6BiKjdGv/B2a0kKp0xkeDcewy2AbOhYIdMfG1K6IDe/AL28XCvrfD2u0WwgStuVDBGRtQmGf/8IS10/xfl6eCz033AEn5Y08lf6ZHFHyeNz9MOlKsbXb24hJUK5jzNuNyA1voSy4M/Z2mAyDHjBUZKLr7qdgC4xF3ki3m0jtCjowB0H755BLyOXkEnK5NBR4ZAVCd32FyjYU3dKjJrpFjBX9vhtdNW+hREOuKJc+oJgras1LMBSnIe98cggJrXEIiVn+BESETF1HEXgcQjQ6ZF76kTyX1lJEjiIPS9E0IqKmdvnl/4WIP9+u5xASmrcRgRs+qucoInqDyAUliNxQSjtehfIkup/jFbX6RRhKDtN+p9B+29Vjc7oPhKgn7YgG1RRNI5mNaDWICHUinFJfWsW7oCejj4Yq3V4uxcb8SD+O0Z+LMmn0GGdqj/HmJAz0p1ii45VBLiXr/tQilxKLJCEKPa+0AJYqDYJJXCLEP716sjDkdO+O32cCvkqAxSG+enO8bybABLwhwOIQb+hxb2MTYHFIY98Ar88ETp8Ai0NqMfvgf7Px/a9LYbPZMbh/Nzz/8K0IDPDH0YxcPPHKJ9hz4AhaxUbi+UduQ6+u7v8Kh8Uhp//RnYkOFoecCYo8BxNgAr5GgMUhvnZjvF8mwATOBAEWh5wJijwHE2iYgPbIfuiXz1ZExzg69YF95JVwdBtAaoAT/O4/TRe5/g0YC/Yif9BkVEd0khYI3f45AtPXoLjnrahsfb5iUY29CnELJpKrRgC5arwrj8Use4yiW/KRM/IVOAKjFD2yq0Yt9wxdVSFilj4Ch38Ycka9Xu9gwXt+JFeNBZJriHAPERWQQdEt20R0yyCKbpmg6Mn7egd6hk1HqX8vlI+qce4QLzV0RvE8dvFD0FpLJKGHEHzUrri5d5DAwUXikI9J6UDZLVS68hzErHgSdlMMcke8pHhfOH0Ixw/h9CEcPzwVlrUGAVs+J0HLUBK0/FvRY079A8F7f0EZCUPKSCDiKdnRZBg5nQTVOJ2ci++/ioQxcyuPYFY5uYRYsiUxiRB6CCGIEIRcFtgeARSrw8UEmAATOBkBFofw98EEmEBLJMDikJZ4683nzCwOaT53ySdpOQRYHHL8rheu2ITpn/6Mz956FGaTPyZOmY6+PTri7n9fgZsmvoTz+3fH7TeMxYp12/Dy9K+x4Ls36L9aov8aqKCq5XwtTeikLA5pQpfBW2ECTOCcEWBxyDlDzQsxASbQhAiwOKQJXQZvpXkQENExW1bAsOz/oD28TzqTJzrGPvoaOGNqYlJOduDItS/DWHRIEWESsusbmI4sQ0nXG1DR7gJFu9ZSTO4Zk+H0C0H26DflseiVz1B0SwZyGxA0BGT8SaKOTxTuGZrqcsQtegBOimjJrhPRIiYN2fk1TEeXo6TbjahIGCGt45+9FeGb368X3SLGMmdsQb+EGSgP64fSwf9V7Dl843T45+5AQb+JsMb0lMfiFtwHjb1Sio4RETK1SwhghBBGCGCEEEaUvvQoolc9D1twW+QNfVrxvqHkCKJWvwBbCI0NqRkLy1iKgG3fShwFz9plSluCkN3f1YvJiV4+BfqKbOQOfxF2c+w5+V43WXMll5A55Wkod9mkNeN1JlwblITxFB2TQBEyXEyACTCBUyXA4pBTJcXvMQEm0JwIsDikOd1myzsLi0Na3p3ziX2fAItDjt/hrn1pkmNI727J0pMvf1yA3fsP45G7r8fFNzyMdb/PIMtU9381dc0dz+DRe65H/16dWBzSSH8NsDikkcDzskyACTQqARaHNCp+XpwJMIFGIsDikEYCz8s2OwKakgLoV/9xWtExJ4MgBA1C2JA3hCJMQtpJrwbv+YlcO+ajtNPVKO9wiaJdxLCIOBaHKVqKY/HUiaJbxHjg0ZUI3fk/VLYl94zux90znDbEz7uLXE30yLzkw3pbDN32KQIz1qGo522oaj1YGj9RdIvDCmS9twEDOn2MylaDUNxL6Sriickp6v0fEqj0l9eK/+M/pKhx0PoUHVPHXaUhVxFjEbmDrBXuIB1ITPO4Ys9CzCFEHXVdRcKPzIf/rp8kjoJn7ZK51InJiVn2OLmw5CHngqlwBESctW84l4QxsyoOYlZZKlLtJdI6/hSlc3FgW3IJScbQgHjJNYSLCTABJnC6BFgccrrE+H0mwASaAwEWhzSHW2y5Z2BxSMu9ez657xJgccgJ7u6/j76FUUP7oENCKzz/1pf49fOaLOPJz3+AgX0649pxI5BTRGG4XOecgPiXxQA/HUorbaiyOs75+rwgE2ACTKAxCAhxiNnfgKJyCn5vRqXh3z1oRrfJR2ECZ56A0aBDgFGLkgr3f5HOxQSYQA0Bl8sFzd/8g1RD7iC6RT9Cu2UV4HD/u5Ozcx84L7gSzu4DTxodczLWEcuegq4sEwUjnocjuJX0qmnfHPoxGxUpl6Gi05WKduGeEb78OdiD26BwxLPyWOja12HM34uiwZNhi+ys6Ak4tAhBu75HZeJolHe7Xh6LmjNBim7JvewTObrFMxiycQb8sjajpN9dsMb3kx4bKLolbPUrsIV3QNGQJ+R5ytKBou/WoF/Hz2AhAUppr1sU6wdv/Qz+x9agtPdtsLQ5HpPjciL6tztodQ3yLp9ZD1HEYhGTk4eCURSTQ0IYUca83Qhd9yaqo7qg+LyHFD1aismJXPQwnAFhyB/zRg2XA3Ng3EMsiaPgWbv809cjeMsnsLQehNI+d8hDkYsmQ1tVhPwL36wXd+PtXzfVdO75FUfwfdlBLK/MgEMKjgH6+EXhn+QScpU5EcE6o7fLcD8TYAItnIDJXw/xz7bKc/RrfbQUFxNgAkyg0QkEm/SornbCYnM2+l54A0zgdAnEhPmfbgu/zwSYQCMTYHFIAxcw44tfsXnHfnzyxsNYv+UvTPvkZ/zw0TPym0++OhMpHdrg39deBLuD/4HdGN+wVquBln4R1Ol0wcn/JtcYV8BrMgEm0EgEdPT3Pwf9va+5lJ3Ootdqm8tx+BxMgAmcBQL0tz3pN7+b09/7zgImnrKFErDRv48adA38c5SiY2zrl8K24Cc4D+5x0zH6QT/0IhgvHQ9tfFuvielnTwLKc2G/nCJigmKk+bS750K79TsSn1wKZx9lFIombz90C5+HKyoZjgtr/v1at/xNaDK2wjFiElyt+ij2pd01G9rtP8LZ7Qo4e14rj+lnkSDCVgX7dSQOMbijWzylW/oaNFk74Bj5MFzxx6Ngio5A/8eTQFhb2C+tcS1J3+BE0bxF6J30FZwpo+Hsf4ty/Y1fQLt/MT3/N42PcY/RutL6tK60fp3SzyVnkOJjtM4rtJ47okeTvhm6FW/D1bovHMMfVHZYy6H/ieJsjCbYryUnkuOl2/otNLv/gLP39XB2Gavokedr0x+OYffXcBHz0HzSPDTfmagtJHT5snAfvi86gEJhtUIVQ3E5/wrviNvCO6Gjf+iZWIbnYAJMgAlIBMSv94kSv953Lkr8uq5ex/+1wrlgzWswASZwYgLi9znE3/WEOI6LCfgaAX1D/z7qa4fg/TKBFkaAxSG1Llz8w/eVd7/BkfQcvP3cvQgM8MPWXQcwZeqnmPvVq/Kb9z01HUMH9pCcQzILqlrYJ9M0jsuxMk3jHngXTIAJnFsCHCtzbnnzakyACTQNAhwr0zTugXfhGwQaio5xRcfDNuwK2M8jcUNg0Bk7SMySh6GzFCF71OvkUhEmzRt4dDnFwHyNirYjUNL9RsVaJ4p2Cdv6MQIyN6Co950U3TJA0RO87/9gPjgXpR2vQnlSjUCioegWT2PkuqkwFh5A/qBHUB2RIj32RNrYyckjt1akzbFFWvjvWYSeHb5DefsxKO0yXrn+nh8pJmcBSjtfi/LEi6QxraUYsUsmw+kXguzRJIypUw3F5ARkbEDYto+l84lzKspBMTnzRUyOgWJqPpCHIvd8C+OhpSjpdiMqEkY0zDKqGwoGPCCPxS2YCI29ClkXvQ+X3k/1XRc5rfipPBWzyg9id3WhNI9Bo8XogNYYH5SMC+iPOg6OUc2XG5kAEzgxAY6V4a+DCTCBlkggzGxAlXAOqWaH9JZ4/75+Zo6V8fUb5P23RAIsDql166+9/x1y8ovw6pP/gUGvk0aKSsow+rqHsGbOe/D3c1ukjr3pMbzwyG3o0z2FxSGN9FcNi0MaCTwvywSYQKMSYHFIo+LnxZkAE2gkAiwOaSTwvKxPEdAe2Q/94h+h31oTHePo1Af2kVfC0X2QsN854+eJXfQgtNVlJJB4i4QSwdL8AelrEbb9M1S2Og/FvW5XrOmfsw3hm96DJaYXCvvdK4+F7vgCgcdWo7jHv1HZZqiiJ2T39zClLUZJl3+iov1oeSxm2eNSdEsOCT080S2ewahVL8BQegR5Q6bAFtJOenwiQceB73QIL5iL7u1/QnmHS1Da6WrF+kH7ZyPowG8oS74cZSmXS2MeoYkjMAo5I8kdpE5Frn8DxoK9JE55iMQp7picwKOrSDTzpXQ+cc66FT93gvQoc2xNTE3Uzs9gOLoWxT1vRWXr45E2xxuNFJMTue5VSfwiRDCeip9HziFOOzIvJecQjfvXNE61REzMssp0/FB+AIuq0mGjGBlRXYzhuM6chKtNiQjXsWX0qfLk95gAE1BHgMUh6rhxFxNgAr5NgMUhvn1/LX33LA5p6V8An98XCbA45Pitbdy2Fy9N+xo/zXyO7ASVv4hy+0OvoW+PjrjjX+OwYPkGTJv5M+Z9M1V6j51DGuezZ3FI43DnVZkAE2hcAiwOaVz+vDoTYAKNQ4DFIY3DnVf1AQK2auhIDGJY9n/QHt4nbdjlFwgHOYTYR1AMS4w70uRsVdz8e6FxWMil4l1yqXBHu/hnbUb4lg9gie2Dwr53K5YOyFyPsK0zyT1jILlnUCzL8Qr561uYDpNDRtfrUdFulKIndOf/SFixEsXdb0Jl2+HyWPSqZ6EvTUfu0GdgD1aeM3r5FOgrspE7/AXYzXFSj8ZeibgF90n7FPv11I53dWirnY0u7X6VxB9CBFK7zKnzELz3Z3INuZjcQ66RhsS6Yn17cGta/9l6eMM3Tod/7g4SwEwkIYw71sZ0eAlC/vpOOp84Z92KW3AP7dFKe3uP9ugWYERt/xCG9E0o7PNfWOL6KVoMJUcRtfp52IITkDf0KXmsIZHJ391/qq0E35UdwM8Vqch1uJ1RQ7V+uMrUHuNJFNLdL/LvpuBxJsAEmMAZI8DikDOGkidiAkzAhwiwOMSHLou3Wo8Ai0P4o2ACvkeAxSHH7+zxlz/B74vXQldLGJLUrhV++uQ5ZOUU4NGXPsJf+w6jTXw0XnpsArp2bCd1sjikcT56Foc0DndelQkwgcYlwOKQxuXPqzMBJtA4BFgc0jjcedWmS0CKjlkxB/rVf0BTVixt1BMd4zj/Yrj8A8/J5uPn/YdcKhwUhfIhWXPopTX9cnciYuM0WOvEnYixwKMryD3jKxJ5DCOxx83yHoX4QogwSjv9g9w7LlXsPWzrJxQ58yeJSSaQqIQcUI5X5NqXYSw6hPzBj6M6rIOixxN3k3PBa3AEhLvHyAUj/o87yRtDg6yxn8jvr39Khy7xP6NT29/rRdeIl4RoRYhXKtpdQKKOG6Q+Q/EhRK15GdWhicg//4l6rMO2fIiArE205//QnvtL47LIpAF3EjEeu3gStNZShQtL9OZp0GfvREH/+2CN7qFYR1+ejegVUyTxixDBSEV3Id1JnXiaehukB6XOasyuSKPYmAPYYs2XXhExMcMDWkkuIRcFtoWRYmS4mAATYALnmgCLQ841cV6PCTCBpkCAxSFN4RZ4D2oJsDhELTnuYwKNR4DFIV6yZ3GIlwBVtrM4RCU4bmMCTMCnCbA4xKevjzfPBJiASgIsDlEJjtuaHQHdod3QkUtI7egYe/eBcAy/Ao4u5CxxFqJjTgaxIZcKY8F+RK5/DdXhycg/71FFuyltEUJ2/yDFw4iYGE+J2BYR31KWPI7cO65U9IgYGhFHI2JoRByNpyL+fAt++btRMHASrJFdFD2xC++H1laBrDHvwGU0y2N1xSy2cmDjC3r06PAdUlotIGeQ68gh5ELFXIHHKA5mh4iDGUJxMLdIY8aCPXTGN2GN6ISCQZPrIQrd/jkC09dI74s+UXI8TcoVdM7L6vXELH0UuqoCiql5FY5At1NHzIbXocvbR7Exkyk+ppOiR2spQuySh0n8EoGcC6ZKYxq7hdxR7q3njuJpdNGfrK7KpNiYg5hXeQQWlzvTPlEfjPFBSbjOlIRo/bkRFjW7vzj5QEyACZwxAiwOOWMoeSImwAR8iACLQ3zosnir9QiwOIQ/CibgewRYHOLlnbE4xEuAKttZHKISHLcxASbg0wRYHOLT18ebZwJMQCUBFoeoBMdtzYMARcfoNywhp5DZ0B5Llc7kiY6xXXA1XFHu2JRzXg4b4uffJTmGSM4hx8tQcpjiTl6ELYTiTobUxJ2IYfOB3xG8n+JbksairONVco/pEIlG9vyA8vZjUNplvOIoJxKBnEg0Iprj5/2XXDTstK8PJBcNT8WRaEQjRCMXToPLYELZYQ12fqBD/55fIyFkseQMIhxCaldAxgaEbfuYHEAGkBPIndKQf852hG96FxZy8ygkV4+6FbLrG5iOLFPMF7x7FsxpCxsUoIj+6BVPQ1+eSS4gz5MbSLw0Zczal6ArSkPe+U/CFtpesYw4hziP0xiE7DFvS2Pa6nLELnoATr9gyYHEU0dsZZhVcRA/kigkw14hPTZrDLjc7I6N6ecXXe8M/IAJMAEm0FgEWBzSWOR5XSbABBqTAItDGpM+r+0tARaHeEuQ+5nAuSfA4hAvmbM4xEuAKttZHKISHLcxASbg0wRYHOLT18ebZwJMQCUBFoeoBMdtPk1AW5gL3eq5jR4dcyKIGnsluVTcV8+lQl9BcSfLKe7EFIvcES8q2oP3/kLxKn/Ui28JPEJxM7sobqYNxc30qImbEc0nio85UdzMieJjxFyeuJnsUa/D6R+GvM0aHJilw+CBnyHebyVF3dxEkTfDFXsWriVCiGKJ7klCkInSWEDmRoRt/UiKjBHRMXUreM+PMB8STiTXkBPJxdJwyM6vYTq6nNa4kdYYUa8navULMJQcIUHNFBLWtJPGY1c+DW0ZCUaGPQd7UCtlj5PEOfPuIv5+yLrofWlMaykmN5HJcNDZDo98Bb9XHpZcQtZbsilOh5xF6Mdg/1iKjUnG2MAEBByPAvLpv1B480yACTQ7AiwOaXZXygdiAkzgFAiwOOQUIPErTZYAi0Oa7NXwxpjACQmwOMTLj4PFIV4CVNnO4hCV4LiNCTABnybA4hCfvj7ePBNgAioJsDhEJThu80kC2v3bYFg2G7oda8n9wimd4WxHx4hl1q7XYv9BDSxV5EzidMGl1UBLa/v5A51SXBg4wAm9rgap1lqK2MWT6rlU1MSdhFPcyWuKOwjZ/R1MaUvIUeN6cugYJY8FZPxJ7hyfoKrVIBT1mqDoiVr1HAylx5A79FlfMwz9AAAgAElEQVTYg1vLY6E7/ofAY0LQcTOJLYbJzzX2KhKtTGwwWkWIVoR4JWf4S3CYY3B0vhbpy7QYPvwTRLnW0Nq30x7OU6yfvnEPBuS+iYzqdlhQfB2cJLFI9tuF4SFzcUA3BLqRt8DfT/mpBe6dg9DUOSiKOh85oTQfKTNa58+HuXgXCnrcDmsb5Rpp5GASv+U1tPfbh+/S/4WsqtagK8CE9h8h1FCMn4yvYdCocGjFhdQqT6yPiJ0RpaM7Cdv6MbL9g5GU1AcVLrv0vLXeJAlChEtIa31NzI5P/gXCm2YCTKDZE2BxSLO/Yj4gE2ACDRBgcQh/Fr5MgMUhvnx7vPeWSoDFIV7ePItDvASosp3FISrBcRsTYAI+TYDFIT59fbx5JsAEVBJgcYhKcNzmOwQaMTrGRSKEb3/QYu8+LTTCWuK4xYTHacIDsX07F27+lwO64wIRjwikWhOBrYbXZdY6VwX62SbCDhM2G99V3EGi/XNEOVfhkO425JGwwlNhji1IcbyHQm1fHNDfo+jpVf0o/JCHbYapsGqi5LG2ju8R51iII7p/Ilt3ofzc4CpGH9sk2BCKLcaaaBXxQrfq52lXh7FT/ywqtW1R8JcWlVnAqAtnIMyyQXIBEW4gnlq4WIvMbWl4ovMLDX5LS3JHY4n1Rky41S4LRPYf0KBgxUJcHfdDgz2fZ9yLLmN7o00rQRhITdPg6290uDfxLXQP2dFgzwPbpqNLbzPGXeoWC4lavVaLywvugb+W1Dx1apdfIPon9celpgSMD0rC+f7xkmsIFxNgAkzAFwiwOMQXbon3yASYwJkmwOKQM02U5zuXBFgcci5p81pM4MwQYHGIlxxZHOIlQJXtLA5RCY7bmAAT8GkCLA7x6evjzTMBJqCSAItDVILjtiZJwGIBCgrJlUPjgl95HgI3/I7QrX9AW1Es7dcZ2xb2kVfCMWAUXP6BXp2huhrIy9dAb6B57S7JjSIiHPAnNxBPHUvX4JPPSPFBYy5SEEj6EPpzSShSp266wYHkJLeoQVeRi5jlT6C8MgbzN01VvHnNsFukn/+08gvF8wGdPkTb6PX4c/ddOJY/UB6LDtuFYd3fQE5hd6za9ZCiZ9zAB0h4UYzf1r0Dqy1UHuua8DM6J/yGXWlXY++xy+TnpoAcXNL/UZRXxWL+xlcVc43o+QoiQ/Zh2bYnUFCaIo9dPG46zKVbUNjvXlhieknPy8qA19/WI9KYg1vbfdbgPWwoHIQV+SMxbqwTA/o6Jdbvf6hDD/NmjIld2GDPTxnXIcPWAQ89YEcA3cNvv2uxYYsWV8b/H1LMexvsmXZgkhQfM+Uxu3QvQhgybylwe5ep0JkKUW20ui+OylBtREFlPOakTsSE67Ro08Z9X1xMgAkwAV8hwOIQX7kp3icTYAJnkgCLQ84kTZ7rXBNgcci5Js7rMQHvCbA4xEuGLA7xEqDKdhaHqATHbUyACfg0ARaH+PT18eaZABNQSYDFISrBcVuTI/DnBi3mUpRJomUrhlb+iq7W1RTd4pTEGHv8B2F3q6sw+M6+CA1R/oZ+cYkGmVkuFBVpEWgCiQroz4s18DO60KWzSxFrYncA8xdqsXWbFmRIIhmBuBUfbsGH+HHRaCcGn+d2oRBxMuJ9ySnEYxdS1zbkOMnRFzgxbIi7T1+WjuiVz6K0ohV2GF+AgfblqQHVt9OSLvxpmEmT1mShpNimIcy1Hfv096FY6xZhiDI7D6Cr/RWUaZKx2/C44t76Vd8NHSzYaHgfTk2APBbv+B1tHL8gUzsWx/RXy88DXUfR3UbOIJo22Gl4TjFXJ9tbCHHtwl79JJRou8ljPYPehn/BThT0vx/W6O7S8wMUsfPVtzo3v+PsToAF/fs4cdk4JzZs1uL3uafG0iO0EeKQjdQn7uhk+IXA5ykSh+ywFeDJtQfxV9whVPuRKIQqoCoQyalJSD6YgtDSGgFNUge32wsXE2ACTMCXCLA4xJdui/fKBJjAmSLA4pAzRZLnaQwCLA5pDOq8JhPwjgCLQ7zjBxaHeAlQZTuLQ1SC4zYmwAR8mgCLQ3z6+njzTIAJqCTA4hCV4LitSRE4sLsa+75cjovNPyHaXCjtzabxQ4YhGccMHVGlDcLC7ItgCvPH/fe4f0NfCD1+na1DRM4SBOnL3QICIVQQg/R/lfYAbHVcSAIAJ8JC3YKSn37RYc9f1bgkdl7N+Wu5gBytbIttxX1w7T8c6N7NhdIyDaa/r0O4NgMDwjc2yGxbUW9k2hIw8S4HwsLc6xiKDyNqzYsoKmuH8qumQOdX0xq34D5o7JXIumg6OV7UuJ9ErH8DfgV7kT9oMqojOskN+tKjiF71PGzBbZE39GnFHuLnTpB+njmWhCa1ynR4CUL++g4V7UahpOv18oix6CAi176K6rAk5A9+TNETvnkG/LPJIaTv3bDE9pHHIta/SfvaQ/t6iPbVWXruIA3M29N0KCE+HjeV2iKb2hPf9m8H2iW4agQlx7U9QohzIheWiXc7EBXpwtFjGnz+pU5aTxaH1HFusfhZYB2+H7vaHMBeW5G0tNapRdtjCSQISUbrjDYkMqpv9WI2A49Msjd4p/yQCTABJtBUCbA4pKneDO+LCTCBs0mAxSFnky7PfbYJsDjkbBPm+ZnAmSfA4hAvmbI4xEuAKttZHKISHLcxASbg0wRYHOLT18ebZwJMQCUBFoeoBMdtTYKAtjAXumW/wrViPoy2MgT2jICxDf2ufQP1xK5XkWuNxcMP2hEU5HYAEc4eU7tNRoRffr2OUlswJu2YjpRkJ2683olqG/DSq3qE6AvwRg9lPIuneUPhQHycdpfsdiGepx3WIHXhn7i51ccN7mtW1k2IHTkCwolCrqOpiN/5CgrLk2EZ/6iiL3bJZGgtxcge9Qac/jVOFpFrXoax+BDyzn8SttD2co+uPAcxK56E3RSL3BEvKuYS4hCXzoisi2congceW4XQHV+isu1QFHf/tzzml78bEX++BWtkVxQMfFDRE7rtUwRmrENRr9tR1eo8eSxy3aswFh6UxCRCVOKp/AINvvlei3yKi6kr8hDCDx2l8VwxzoFePd1cHCTm+d83OqSluYUaUkxPrbgez7w9SJRzDYlzPJVK789boKN13E+0ZCRSpavGocSDSGuXhoyoLPndLsZw9M9Phv2PFPhV+8luLw25mgwb6sTokW6nFy4mwASYgK8QYHGIr9wU75MJMIEzSYDFIWeSJs91rgmwOORcE+f1mID3BFgc4iVDFod4CVBlO4tDVILjNibABHyaAItDfPr6ePNMgAmoJMDiEJXguK1RCWj3b4Nh2WzodqwFnBQdQ/Equ4xDENnbD50j92NTUX9kVrWSHECGRy5HiKEYz+9+Dpn2BDw22Q4jxYhMI0ePAhIoTOt5D0z6CszLuhQ2GClmxYGxcb+h2mHE3ds+hschQsTIvDhVjxi/DLzY9UmU2YKwLG+UtEaMXzYGhq/H9pJeePfgAxgy2IkLKV7GU/6HliN8z9eoMrVDYVAPKX4mtGw3AssPojjlalQmX6LgWb11L9plvoFCa2dY/qEUokQvfxL6ihzkDH8JDnOM3Be98hmKo8lA7rDnYA+isx8vISQRghKnXwiyR79Z87y6HLGLHoDTaEb2mHcU6wdkbkDY1o9RFT8ARb3vrDlHzjaEb3oPlpheKOx3r6InZOdXMB1dQWKSm0hUMlwei1r9Igwlh5E3ZApsIe0UPXR1yM6GFN1TZdVIwg0hxBDPhfOHn1H5mQm3l9VrtUhN1aCa7kO8J0r0BQS60DEZGDTAKfFtqJZVpePH8lTMrkiTh80aA641d8ANQSkQ4hBRa2iN1es0qKzUuNeoFR0kxvtR1M3YS5ySgIWLCTABJuBLBFgc4ku3xXtlAkzgTBFgcciZIsnzNAYBFoc0BnVekwl4R4DFId7x41gZL/mpbWdxiFpy3McEmIAvE2BxiC/fHu+dCTABtQRYHKKWHPedcwLVVujXL4SenEK02UfdywcGwTb4YpQPuhIf/BKH68PfRe/QLXjv4L0U79JPeuWxji8hKegApu59HO0GJWPo+W5FgXChOEgigw973w691oG7SAxhI0GIRuPEJ31vk96ZsPkL2TlE/FzEypQeSsOUzs/jcEU7vLD3WUnN0Dl4NyanvIZ9ZR0xM/cx3HarEyFBNU4g5tR5CN77M8rbX4jSLtdJcwftn4OgA3NQlnwZylKuUOCsWPoXkqveRhG6o2rs/YqxKIqIMVBUTN6Qp0ls0VYei1n2GHSV+cgZ+QocgVHycxFBI6JoXPoAiqJ5V36uqypAzNJH4QgIR84FrynW8M/djvCN78IS3QOF/e+TxwIy1iNs20wSjQwi0Yg7ksZTwbtnwZy2EKWdrkV5h4vk59ErnyXRSjpyhz4Le3BrRc+5+MkRcpT5vvwAZtGPbEeVvGR7YzBuDe2Ef/onw6QltVADJcQoOTka+Pu7YKFW4VYSQq4zwnmGiwkwASbgiwRYHOKLt8Z7ZgJMwFsCLA7xliD3NyYBFoc0Jn1emwmoI8DiEHXc5C52DvESoMp2FoeoBMdtTIAJ+DQBFof49PXx5pkAE1BJgMUhKsFx2zkj4ImOMaydD1SWSes6Y9vCPvJK2AddCBjJdoKqspLcI5a/g1auXfgy70Hst/aUDB/+Hfkmkv13Ymvsg4jp21Xe99GjGhKIaDCjx21w0u/637Hlc2lM9MzofQeMWhueOvIBbrjRiJBgt9BDiAV2LtyHsc7XcaCiIz7OeYxcSDRobUzFXTEvIF/TDsUjpyAwQIknaP9sEoL8RiKQy0kMcrk0aE5dQIKRH0kwMoYEI+MVDUU/b0NX//dQYuyNijH3KMYi11JMSxHFtJxHMS3hNTEtsYsnQWstJXeQt8glJLimx+VE/B93koZFg6yxn8jP9eWZiF7xNOzmOOQOf0GxhrFgDyLXvwlrRCcUDJosjwUeWYHQXV+hss0wFPe4WdEjn5HOJ87pKY/TSe7wF2mt2HPy3VQ57fitMg0/kDPLekuOvKZwCbnM3A7jTckYERoHHVmOlFZSXhAXE2ACTKCFEGBxSAu5aD4mE2ACCgIsDuEPwpcJsDjEl2+P995SCbA4xMubZ3GIlwBVtrM4RCU4bmMCTMCnCbA4xKevjzfPBJiASgIsDlEJjtvOOoG60TEiO8TRYzBsI6+AM6VXg+tHrn8NxoL9yB/0EKojOkvvhG+eAf/sLSjs819Y4txuIp7KTa9Ar+33w+oKwAeWGVJUic3hwqSw+xCgKceRoW/AEByq6PH3RKvUctWQhRamWOSOeLHe3oL3/ADzoUUo7UyuGoluV43Ao8sRuvNrimAhoUV3pdAi77NN6BnzIcqCB6BsaE2si+iL+PNt+OX/hYIBD8Aa1U1eK27BPdDYreQO8j65hLgFM56Kn/cfUtQ4kHnJR5TB4s5CEVEvIvLFFpJALiRPKd43FB9C1JqXYQttj7zzn5THTHSGEDpLQ4IW2R2lwyXkHnK13CPcSYRLSc4FU8mlJOKsfjcbSAjyPQlCfqfYmAqXXVpLiH3O84/FdeYkjAtshwCtXnpu8texOOSs3gZPzgSYQFMkwOKQpngrvCcmwATONgEWh5xtwjz/2STA4pCzSZfnZgJnhwCLQ7zkyuIQLwGqbGdxiEpw3MYEmIBPE2BxiE9fH2+eCTABlQRYHKISHLedHQIniY5xkFOIMzz6pOtGkqDBSMKG/MHkqhHmdtUI3fYpAjPWobjnrahsfb6iX2spQuySh8lpI4QcN96Ux2RBw4iX4TAp1wzIpGiVrSJapT9Fq5DogkqOaPEPQ86o1+vtMXTH/xB4bCWJQG4kMcgIaTyA9hRGe6uKH0jz3KHoyZy2Dv2SPkVF3GCU9HFH3HgqfPP7JHbZisK+d8MS20d+Hj/XHfOSOXZmvfVFrIyIl8m6cBpcBpM0bizYR+4gr5OIJoXENI8oekQMjIiDsQe1Qu6w5+Qx4X4iHELKkseRO8iVih7T4aUI+etbVLS7ACVdb5DHYhc/RI4mJcge9Qac/kqhTb2NqniQ5ajEjyQImUU/0myl8gyt9SZca07GP0kU0lpvrjczi0NUwOYWJsAEfJ4Ai0N8/gr5AEyACaggwOIQFdC4pckQYHFIk7kK3ggTOGUCLA45ZVQNv8jiEC8BqmxncYhKcNzGBJiATxNgcYhPXx9vngkwAZUEWByiEhy3nVECmrws6Ff+BkV0TJsOsA+/Avb+F8jRMX+3aNSq52EoPUpuF1PI9aKd9HrIrq9hOrJcEiwI4ULt0pdnUbTKU7CbYsjx4yV5KHrlM9CXZSB3KMWuBLdV9NREqwylaJV/S2Oa6nLELXqAHDsCybljer1thm39BAGZf6Ko1+2oanWeNC4EHkLoYYnuicL+E+Uea5EGhV+sQt+ULxqMbwnbNpOEJesVcwnHEOEc4tIZkXXxjHrrxy6ZDK2lmAQar5NAI0wa98vdgYiN02GN7o6C/vcrenSVeYhZ9jgcgZHIGfmqPBa892eKw5lHziD/QHmHS5Vcjq1G6A7aMwlwhBDHU7EL74fWVqEQpvzdPf7deDVF5cyvPCLFxqysyoDzeIO/RodLAxMwPigJ5/vHS64hJyoWh/wdZR5nAkygORJgcUhzvFU+ExNgAn9HgMUhf0eIx5syARaHNOXb4b0xgYYJsDjEyy+DxSFeAlTZzuIQleC4jQkwAZ8mwOIQn74+3jwTYAIqCbA4RCU4bjsjBHR/bYRuxWzod/7pnu8UomNOtrAQegjBh3C7EK4XooL3/ESRLvMbFDQYiilaZY2IVmlL0SpPy1PLDiTnkQNJuNuBxFOeaJWK9qNQ0uV692OnDfHz7oKL5AhZYz+pt8XwTe9BxNHUdvvwy99NETFvwRrRCQWDJss9JQc0sP6xFL2SvqnnwiFeCt1JLiRHhQvJTeRCMtyNzVqK2MWT4DQGIXvM2/XWj17+JPQVOcgd/iLs5lhp3D9rE8K3fIgqitoposid2iXP5xdMjipvyUPCGUQ4hJR0vZ72NkrRE5C5kRxVPqo338nibk52lw2N7bDmS4KQXyk2pthplV/p4xeF8eQQcqU5EWaN4ZSmZXHIKWHil5gAE2hmBFgc0swulI/DBJjAKRFgccgpYeKXmigBFoc00YvhbTGBkxBgcYiXnweLQ7wEqLKdxSEqwXEbE2ACPk2AxSE+fX28eSbABFQSYHGISnDcppqAxlIJ3YYl0C/7Fdrso9I8rqBQ2IdcCseQsX8bHXOyhWOWPQZdZT5yasXBBO2fg6ADcxqMQpGjVcKTkX/eo/LUEevfhF/BHhQMeADWqG6KJeVolaSxKOt4lTwWN/cOkoa4kHnJh6TW0Ct65PkGPghrZFdpzFiUisi1r5DDSXtyOnlSfj97rRb6zfPRI3EWyhMvQmnnaxVzBe/5gcQui+j5dTR+oTQmzizO7giIQM4FU+shilpNjiol5Kgy5CkSwiRI44HpaxC6/fN6Th9iTHYi0fuRE8r78nzCGSSQHEKEY0plm6GKdfxytiNi07vkhNKDnFDuk8fi/7iTLtiJzEs/ool1p/3dFDos+Kk8FbMqDmJPdZHcH60LwNWmDrg+KBkdDCGnPS+LQ04bGTcwASbQDAiwOKQZXCIfgQkwgdMmwOKQ00bGDU2IAItDmtBl8FaYwCkSYHHIKYI60WssDvESoMp2FoeoBMdtTIAJ+DQBFof49PXx5pkAE1BJgMUhKsFx22kTENExhqU/Q7duETTWSqnf6YmOGUAuFAbjac9ZtyF28UPkolGiiE8xH1pI7iGzUNF+NDl9/FPR4hE01I1Wacjpw9N4IieSuAX3kaiiEllj3oHLaFasE7XmJRiK05A/+HFUh3WQxvSl6Yhe9Sw5ecSTo8fz8vtpc7QIPfYburb7vwYFLUH7Z5PY5TeUpVxB45e556IIHBGFU3cuz6SR616FsfCgJICpJiGMKOEAIpxAKhJGoqTbv+qxj587QXqWOXamPCacQYRDSFHvO1EVP0DRYyzYi8j1b9D8HWmdh+Wxhub5u4t2kMhmaVU6fig7gMX0RxuJS0QZNVqMDmhNLiHJGBnYGrqTBsecfBUWh/zdLfA4E2ACzZEAi0Oa463ymZgAE/g7AiwO+TtCPN6UCbA4pCnfDu+NCTRMgMUhXn4ZLA7xEqDKdhaHqATHbUyACfg0ARaH+PT18eaZABNQSYDFISrBcdupEXC5oNu9SRkdo9PB3nsoHCOvgiOxy6nNc4pvxS68H1pbhRStIiJWRAUeWYHQXV9RBMswimK5WTFTQOYGikL5uF4UStjWmSSCWI+iXrejqtV5ip6QXV/DdGQ5RavcIMW+eCpmycPQWYok5w7h4FG7olc8TXE3mcgdSmKQ4NbSkK4yj9w+Hq/n9rH7Mx1aWX5B5wSlAMQznzl1HoL3/ozyDpdQVM7V0mMhPBEClLouJJ6eiA3vwC9vl8IJRZ4n8WJyIbmmHuG4+XdD46iWnENc5CAiKnzjdPjn7kBhv4mwxPRU9Mh7CGlHDiVT3GPUH0/zuHQGZF38wd/eYqqtBN+SIOTnilTkOark97sYw6XYmKvNHRCmde/F22JxiLcEuZ8JMAFfJMDiEF+8Nd4zE2AC3hJgcYi3BLm/MQmwOKQx6fPaTEAdARaHqOMmd7E4xEuAKttZHKISHLcxASbg0wRYHOLT18ebZwJMQCUBFoeoBMdtJyUgRcesmQ/DytnQ5GZK73qiY+zDL4crRCmeOFM4awQN75GgwV+aNiBjPcK2zZScLoTjRe0KPLYKoTu+rBetErrjfxSfspIcNW4kZ40Rip7QbZ8iMGMdinveKvV5Knr5FOgrsiUXEOHgUbtilj4KXVUBcka+AkdglDSktZYidvEkErGYSczyjvz6lqk6pITOQkrreVKkjIiWqV2y4wcJU4RARZTs2hHRCfmDJtfDGb55Bvyzt6Cw792wxPaRxmUHkuTLyYXk8no9sYsehLa6DNmj34LTL1gaF84gYi2xRjWtVbuE+EWIYGq7l2hIqBNHgh2XPpBEJtMbvOZSZzVmV6RhVvkBbLHmy+8IEchV5kSMNyWhm9+Z/15YHNLgdfBDJsAEmjkBFof8P3tnAR3VtfXx/1gmmZm4BwiSBKc4xaVQpLSlBrw+6feqr26vbq/uQt3b96q01GhLC8Xd3UmCBIh7JjIZ+/a5w9zkkgDlTmySfdaXQu65+8hv3761vtXf2ruVJ5ivxwSYQL0EWA7hD8OfCbAc4s/Z47O3VQIsh/iYeZZDfASoMpzlEJXgOIwJMAG/JsByiF+njw/PBJiASgIsh6gEx2H1EmiK1jGnQy+3MJnyPtkXOunVwJxtEG1iqmLOQeHg2xXh5kOLEbrna6kCiFe0EC+E7P0GloMLpYoaVqqsUXvIosWAG1EVP0ieil75FAylR5A34mGpgkftEbfwThItrArRQuOwIX7BLXROAzKneKpqiO4pax/Uo1/SF0hut4jOdCWdjVru1Bqmo6tIaPmvQmgJzNlOd3yz3juK0HASWoJIaKldCSVkz7ewHPqDqo+QgJKkFFBETI3Q8jwJLVHSCbztceq7o5BfRIyomiKqp4ghWvyIVj9CLhGSiXe46S+rKjPxjTUNv1ccQZXbKU2JNjFjTe0wg4SQSaZEGKiNTGMNlkMaiyyvywSYQEsmwHJIS84On40JMIHGIsBySGOR5XWbggDLIU1BmfdgAg1LgOUQH3myHOIjQJXhLIeoBMdhTIAJ+DUBlkP8On18eCbABFQSYDlEJTgOqyHQxK1jTomeBIOE3/4lTWdO/Uh+zZi/B5HrX4WNKl0UnFRVw5I2DyH7f1S0aBGBclUNqqhRRpU1ao/I9a/BmL8bBYPvgC2mjzwVte5FqqpxoN6qGgm/3wS47IoWLSJQllku+AAgEaIyV4Otr+gwpPenSIxYjuLe/0BFxzGK/YMyN1IrnPcVrXDk9jgJg6k6iodB7RG2kyqhZKygtjq0XqJnvdCdn8OcQXv0+Ts9G1snRm6FM/oJOILbSfP1PfMG1lRCCZba+ohRI4xEkDDyIo45rJhNQsgcqhJyzFEu75lsCMUMahsz3ZyEGKoy0hSD5ZCmoMx7MAEm0NIIsBzS0jLC52ECTKApCLAc0hSUeY/GIsBySGOR5XWZQOMRYDnER7Ysh/gIUGU4yyEqwXEYE2ACfk2A5RC/Th8fngkwAZUEWA5RCY7D0FytY06FXuOookoct8KtMyBrsqcShxiG4oNU8eJZqZqHqHhRe4Ts+wGW9N9Q2vUSWFMulKcsB+dT9ZDvYO08EaU9ZyhiotY8j4CiNOQPux/VESnyXMTGNxCYu4Oqk9xGFTz61sRQOZCE3zztbGpLK+L3+Pm3QuOsImnkTWq9EoTC3Vrs+0yLEYM+QLxpDYr6XoPK9sMV+9vSdqDz/jdwTHMOlgTeCRdVG0lxrcQI+6fICRsJ54h/1kFUUwllBlVCmSjN11dNxBso1gxZ+ixCqg7ik+JHcKg8Sdrnnvh7Ea7Px/ouL6BDD2WrF28lFLcugPi/Iy2ls+YgdvnDKA4Kx9Se47G2KhuiaogYwRoDLrZ0xkySQgYaY+qcubEfsBzS2IR5fSbABFoiAZZDWmJW+ExMgAk0NgGWQxqbMK/fmARYDmlMurw2E2gcAiyH+MiV5RAfAaoMZzlEJTgOYwJMwK8JsBzi1+njwzMBJqCSAMshKsG14TBtzlHol82Fbu1CaGwVEglXp26wj7sUzv6jyMYIaBY6om2LaN/iNpiRNfF1+Qz6smOIWfE4HJYE5I55UnG20N1fw3x4MUp6/gXlnSfIc+YjSxG660uqqDGaKmtcpYiJXvkEtY85iryRj8EemijPiWoeoqpHUb8bUNluiPxc46gkaeU2klYCSZp4S7GWaLkiWq9kj38ZrsAwHF+uxZHftBg78h1EaTdQFRBaK6FmrR07Ndi96AD+3QtASKgAACAASURBVNXTtuXksTh3AvaG/w2XTnNCo/HM5hdoULp0LkYG/VxvzC/Vt6DHpP4wnSjYUW0HvvxKh8uNL6J78N56Y+7c9gYmXGDGgP5e1QOoqASSl1xX7/u7jCb0SR5ATWOA4YHxmBmcjAuCOiJIq2+Wb0VsynJIs6HnjZkAE2hGAiyHNCN83poJMIFmI8BySLOh540bgADLIQ0AkZdgAk1MgOUQH4GzHOIjQJXhLIeoBMdhTIAJ+DUBlkP8On18eCbABFQSYDlEJbi2FiZax+xcB/3Sn6Dbt8Vze50ODpJBHBOmw9Wxa7MT0VYVIW7xvXAZQ5E94RX5PLqKfMQufQDOoEhqbaKUKsJ2/Bemo6tIAPk/EkFIbDkxgo6tQfj2T0jyGEqyh1J4iF36IHQVecgZ+yyc5pqKF2E7/kdrrZRkEiGVeIe2qpjOdU+dc4n52GUPQVeei5wxz8BpiUX69zrkbNBgwvjXEWbfisKBt6Aqrr+0VHU18NxLerQ3HsSjPZSSi3ev37Km4ofM6ZhxuRO9e7lRUqbBu+/rMDp4Hq5oP6feHL2W+m8UBPXBDdc5oNcBi5dqsXylFrclz0Lf0G31xty85X0EmI24726HNC8ElP9+rsVzSTfCqLXVidkaEIo7tP+Hp4Z0QUqwpdm/FXEAlkNaRBr4EEyACTQxAZZDmhg4b8cEmECLIMBySItIAx9CJQGWQ1SC4zAm0IwEWA7xET7LIT4CVBnOcohKcBzGBJiAXxNgOcSv08eHZwJMQCUBlkNUgmsrYRVl0FOFEMOKudDkZkq3dodEwDH6QjhGXgB3qLK1SENhES1M1qzTYn+qFtU2N7U0ERUqNNBqAaMR6NbVjWHnuqTfvUMIG0LcqKiMwm8bX5afBxjKcPGw21Btt+DntcrKHUO7v432MRuxbu9NOJZ3rhzTLmoThvV8C5n5A7Bmz+2Ka1009HYYA0rxy9pZsNnD5Lm+SV8ipd1CbE+/EqnHJ8nPLUFZmDz4QVgrYjF/k1JOmdD/MYQFZ2DRlidQbO0ox0ye/DIsFbtQMPgO2GL6SM8PHdbg08/I3iAUbirBIapwkLMjVwipfciRw12YOMGFDZu1+HWeVmrlovEglOKlP08a11/jRIf2bnz2pQ6p6RrPK2eIufcuBwItLtz32zGsDU3FsYRjcGs91UT0Dj06HemElPSuiM9OkNYbOMCNaRc6G+oz8WkdlkN8wsfBTIAJ+CkBlkP8NHF8bCbABHwiwHKIT/g4uJkJsBzSzAng7ZmACgIsh6iAVjuE5RAfAaoMZzlEJTgOYwJMwK8JsBzi1+njwzMBJqCSAMshKsG18jCpdcyi76DbsBiaak8lCLl1zIAx9F/+G68diJPcgdlztNi3v8b8EC1SThYhundz4coZLlmO0FszEbP8MZSVx2PB5ufkDGm11bhs5A0kmOjxw6qPFJkb2ftVxEXswOpddyKrsJ88Fxu+E6P6vILcol5YsfNeRcylI/5FRVNs+GnVu3C4guS53p2+R/fEX7D78KXYmzFNfh5mOYwJAx5HcVkiFm1VVvwY1/cZRJJUsWzbg8gv7SbHTL3oeQSV7EP+0HtQHdldei4qhzz/sh52KtYhOx6nED28lUPUyCHeyiFiT0nzONE5xtumxnvIwN75qBy7Hz9aD6LIVVMtJCY3Fl3TuqLzkS4IsBsU7CIj3bjjFpZDWvn/fPD1mAATaMEEWA5pwcnhozEBJtBoBFgOaTS0vHATEGA5pAkg8xZMoIEJsBziI1CWQ3wEqDKc5RCV4DiMCTABvybAcohfp48PzwSYgEoCLIeoBNdKwkQ1ivl/aJGTS5UiXE70qF6H4WU/omv1ZumGTq0BrsHj4Bw3zafWMUXFGpI9NCgvp0VF5QvxB/1DOCbtEtzomuKWJQ9FhQx6rz4xxIvfW+1C/G4oOYzoVU9LEkbBhP8gKOqE1UBz8fOuJ6HCjcwLPqAFa6STqHUvIqDggELCEGsFFKYhau3zqA7vgvzhDymynTDP02Ymc6pSNLGkzUPI/h9hTZqC0u6XyzFifbFPdUQy8oc9oFgrcsMsGPOUFULEC1FrnkNAUTrt/QCdIVmO2bVbg+9/0sEpurl4hRkxW6sSSP9+blxykVPi5m0rI3H3VhsRfz1JKoml7jj/ut7TVqbaDnw1W4eDBwWxGhFFxFcbbUjrnIYjPfYjK7hQPlewzYTOB1LQjaSQkNLQU1Yo4cohreR/OPgaTIAJ+C0BlkP8NnV8cCbABHwgwHKID/A4tNkJsBzS7CngAzCBsybAcshZI1MGsBziI0CV4SyHqATHYUyACfg1AZZD/Dp9fHgmwARUEmA5RCW4VhB29Ci1KflCB31VGYZV/IJhlT8jwpkj3axUG4m1pouwxjQNSX1DccVlNdUe1m/UYvVaDaxWDbV4ccPp0sBGhSO0JA9YLG6MGenCoIE1YkY6SQZff6OTpANvJYqTq1D0oCogM65wUUUOYMUqLRYtOdEKxcv5FBUyLpzqwpCB1IOGhi43HbEbn0NhWRdU/UUpdMQvuA0aRyWyJr0Bt94kZy965VMwlB5B3shHYA/tJD/Xl2YgZuWTcAS3R+7ox+XnGkcV4hfcCrcuAFmT31F8BebDixG6+2uUdzoPJb3+Ks8Zc3cicuPrsEX3RsGQOxUxEZvfQWD2FhQOuBFV8YNqzrWKzlVC5xpB5wqrOZd4Ib9Ag/1CtKkg5uS5iI47QvbQUZGOTh3d6NKphr33/Xm/a3GYRCDRjkYkQcToKFZ4Mt27uXHhFCdMNUVQqMoKsO+AFkXkf4REOHEg7Dh+tKVhlTsDdnh4B1DwRFMiZpqT0buyPT6nb6mYJCDvkKubnHgUGwtc/Q8HTDX4m/XfIm4r06z4eXMmwASaiQDLIc0EnrdlAkygWQmwHNKs+HlzHwmwHOIjQA5nAs1AgOUQH6GzHOIjQJXhLIeoBMdhTIAJ+DUBlkP8On18eCbABFQSYDlEJbhWELZs9nGEb/wOw0NWwBji+S/4JbooZBh6IkffCS76j/8Lsiej2h2IR+53wBAArNugxW/ztTgveiEselGOgkatqhVWuwVL8ibg4qlOSRAR1UGefUFPYkYFJsb9US+1I+Udsb2kP6ZOceHcwS6Ulmkw600dYnTHMChyk8coqbWHWGRz4SDkudrjdmpREhLskSGcu/ejw+GXUFjZDVVXKFvBxC36N7S2EmSPfxmuwDD5HDHLHoG+PBu5Y5+GwxwnP9eV5yJ22UNwmqKRM65WixpaQ6zlMoYge8KrivuYjq5C2I7/oqL9CBT3vVqeC8zahIgt75H8MZAkkJsUMWHbP4Xp2GrpfRHnHaI9jmiTkzv6CRJU2jXL15ZuL8E31jR8Rz85zkr5DH2MkZIQcpmlC0K1Rvl5Bb2yaw8JJcUknlC+XGSgaKQqLW7ExbrRvatb+oZaymA5pKVkgs/BBJhAUxJgOaQpafNeTIAJtBQCLIe0lEzwOdQQYDlEDTWOYQLNS4DlEB/5sxziI0CV4SyHqATHYUyACfg1AZZD/Dp9fHgmwARUEmA5RCU4fw2j1jG6XRugX/oTdPu2SLcIGhADY0KtshG17vbAzhdRYI/Bww84EECVKd5+X4/sbOCVc+5EWABZACeNgupI3L/zFbRv58YN1zqRl6/Bm++Q6GHMxrO9lS1VvKFrC4bh48P/Qu9ebsy43FOh5CBVucj4YzX+2u6Tekl/dfwadJo0QqqU4R2VK3chqXQWihx9UDntDkVczLKHSQLJQc6YZ+C0UAmLEyN28b3QVRWRNPISSSPh8nMhktQngZxKGhGBp5JATiWNiJjQXV/AfGSZVGlEVBzxjhgSU/QkqOSMfRZOM/V8aaJhddsx13pQkkI22/LkXSN0gbjM3Bl/saSgR0BEE52mcbdhOaRx+fLqTIAJtEwCLIe0zLzwqZgAE2hcAiyHNC5fXr1xCbAc0rh8eXUm0BgEWA7xkSrLIT4CVBnOcohKcBzGBJiAXxNgOcSv08eHZwJMQCUBlkNUgvO3sIoyGFbOg27FL9AW5kqnd1gisURzEXqck48+4TuxvvBc5FTFS1U6xkQuRWhACf6z+2lEJreT28p88LEOR49p8E7/f8Gos+HXzIuowgi1pqFmIxfEz0O5w4w7tr8tyyHeyiFxukN4tOcTKLKHY2X+GGn/WGMWzo1Yj63FA/B2+u1y5RAv2qC0hQjf/w0qgrug2NxbOleYdRdMZQdR1P0vqEyaoMhC6S/b0F37Fop1/VEx+RbFXLS3TcvIR6l9TEd5Ln7B7VJVk5PbzWgcNmofc0ud9jFyu5kQajcz6nHFHnL7mJg+KBhcI6eYDy+hdjNf1Wk3I4JD9n4Hy8H5KO1+OaxJU+T1TiWtNMZnJ/SaNVVZ+LYsDfMqj6DS5ZC2oXovGBvUDjODU3B+UAcYpCogrWewHNJ6csk3YQJM4M8TYDnkz7PiN5kAE2g9BFgOaT25bIs3YTmkLWad7+zvBFgO8TGDLIf4CFBlOMshKsFxGBNgAn5NgOUQv04fH54JMAGVBFgOUQnOT8I0xw/CsGwudBsWQ1Ntk07tSu4N+9hL4Ow7AkezDYhYPwspgTsxK+3f2GvtQ+1AgPu7PoNkSyrmah9E/4lJ0Os8FxZtZeZRW5mPB/5T+v26Tf+VpA0NXPhw4DVwuTW4YcunclsZ8U76IQ02/ZqKu7o8j/2l3fFiKlUQISOhR8ge3NP1Rewt7YHftPdixhUu6E7sI+KCU39B8IG5KEu5CGVdp0n7id/Fc/G7eF57FHyxiSSX91BiHoTysTcq5qLWvoCAwlTkD70P1ZFd5bn4edfT2d3IvOADuoRSfkiYd530XubUj+T3AwrTELX2eVSHJyF/+IOKPQIKDiBq3YuojkhB/rD75TlL+m8I2feDJH8ICaT2qO+OYj5u4V3QVpdJrWtEC5vGGJmOcsy2pmIOVQnJcFjlLboawjAjOBnTzUmI0tVfUaYxztPUa7Ic0tTEeT8mwARaAgGWQ1pCFvgMTIAJNDUBlkOamjjv15AEWA5pSJq8FhNoGgIsh/jImeUQHwGqDGc5RCU4DmMCTMCvCbAc4tfp48MzASagkgDLISrBteQw0Tpm6yqSQn6CNm2X56R6AxyDxsE+4XK423VRnF4IDUJsyB96L4kT3aS5yA2zYMzbhYIhd8IWTVU7ao1tG6twQe6tqHIG4pat7wnPA1ryKt7rdx30Wgd+jX0PAwbpFTGOgzuQuPcNHNP1xRLDHXCSgBLtPogL7U+jzNgZpeMfhoYkk9ojZO8cqqqxQFFVw5L+O4kW38PaZTJKe1yheD/n3bXon/gxrNHDUDrkWsWcfB+q6GGjyh7ScNmR8PtNdHgdMqe8Xyej8fNvhsZZTVVF3oJbHyjNCyZiLVtULxSce5cixlByGNGrnqbKJInIG/mYPBe8/0cEp82rV2ixHPyDqod8C2vn81Hac6YcE7/gNqpoUkl7v0l7N5ygIaqC/E7VQb6hKiGrqVqItylPiDYA00ydSApJwQBjdEv+uhvsbCyHNBhKXogJMAE/IsByiB8li4/KBJhAgxFgOaTBUPJCzUCA5ZBmgM5bMgEfCbAc4iNAlkN8BKgynOUQleA4jAkwAb8mwHKIX6ePD88EmIBKAiyHqATXAsM0ZcXQr5mvaB3jioiBc/RFcAyfDHdwWL2njl79DAzFh5A34iHYwzziSMSWdxGYtRmFA25CVfxARZy2qhhxi++B0xiKrT1fQVg4YCJ/IW7hnVTtwors81+DKyBYERN0fD3Ct32IyoQhKOp/gzSnt2YiZvlj1N4mHrljnqpzttCdn8OcsRwlvf+O8o5jpXnzkWUI3fUFyhPHoqTP3+UYcjiQ985KDEj5HyoSR6O4z1WK9WrucyPdZ5A0J84qzuwymJE98fU6+8ctuhtaWymyx78MV6CHnWAi1qqKG4DCgTcrYvTWbLrPI3CYY5A79ll5LnTP1zAfWowSkj/KSQKpPUxHliNs1+d1zpzwO1U+IZEjc8q7dFCDz1/bZlsetY1Jxc8Vh1HqIlji/vQzIjCB2sYk4wJTRxipPVBbGiyHtKVs812ZABPwEmA5hL8FJsAE2iIBlkPaYtZbz51ZDmk9ueSbtB0CLIf4mGuWQ3wEqDKc5RCV4DiMCTABvybAcohfp48PzwSYgEoCLIeoBNeCwqTWMYu+h37TUsBhl04mt47pP1KqjHG6Eb3yCRhKjyJ3FIkaIYnSq2HbP4Xp2GoU970aFe1HKMJrJIhYkiCekedilz4AXUU+csY9D6cpShFjIskjjGSPig4kbpzjETd0lYWIXXIfnIHhyBn/Up0jhm/7CEHH16Go37WobDdMmg86vpYkk4+l38Vz7yjL0KDyxyXol/wlyjudh5Jef1WsV999dJUFtP/9cAZFIOe8F+vsH7v0QbpPHnJI9HCS8CGGYCLWqqD9i2vtL+a80oyLpJnsCa/I64Xt/B9MGSslYUWIK7VHUOY6hG/9iKSZc0mauV6eqq+lzdl+cvnOSswpT6cqIalItZfI4R31wZhhSaKfFCTozWe7bKt5n+WQVpNKvggTYAJnQYDlkLOAxa8yASbQagiwHNJqUtkmL8JySJtMO1/azwmwHOJjAlkO8RGgynCWQ1SC4zAmwAT8mgDLIX6dPj48E2ACKgmwHKISXHOHORzQbV/9p1vHnO64Mcsegb48m0SPp6nqRZz0aujur2A+vESSLIRsUXsYiql9ympqnxLSEXmjHpWnYlY8Dn3ZMZJMHifJpL0iRm6f0oXap/TwtE/R2MsR/8cd1DbFRO1T3qhzxIhNbyEwZxtV6LiFKnX0l+YDs7ciYvPbqIrth8JBt8oxuVs00K2ejz5d5lDLmUm0x3TFevXdp6ZySQJVLnmyzv4xK+k+peI+NdKM+chSqlxCAgpVMhEVTWoP0QZGtIMRbWBEOxjvCN/6AYIyN5DMcgNJLUMUMeJ+4p5VMX1ROPg2z5zc7kZPlUPeO6svze52YWHlUUkIWVZ5HI4TjWNMWj2mUtuYmZZkDAv05LitD5ZD2voXwPdnAm2TAMshbTPvfGsm0NYJsBzS1r8A/74/yyH+nT8+fdskwHKIj3lnOcRHgCrDWQ5RCY7DmAAT8GsCLIf4dfr48EyACagkwHKISnDNFCa1jlnxC/38Ck1poXSKP9M65nTHFdUzRBWNnPNeoCoakdKrIft+gCX9N5R2uxTW5KmK8ICCfYha9zKqI7ohf9i98lzUmucQUJSO/OEPoDo8WRETfOBnBKf+jLKuF6Ms5WLPHIkMCb/dQPqCBllTP6xzxEjaw0h7FZx7N2xRPaV5Y/4eRK5/FbbIHigY+m85JuMPrbR+r04/0foX0j6XKNYL2fc93ed3lHa/HNakKdKcaKUjWurYwzpTS52H6+wfteZZus9BxX3EGmIta5fJJKBcoYw5xX0iNr6BwNwdJLPcRlJLX0VMffc5lWRyuhzurS7EN9Y0fF9+EIXOKvnVIYExmGlOwUXmTjA3QHuaZvrsG2VblkMaBSsvygSYQAsnwHJIC08QH48JMIFGIcBySKNg5UWbiADLIU0EmrdhAg1IgOUQH2GyHOIjQJXhLIeoBMdhTIAJ+DUBlkP8On18eCbABFQSYDlEJbgmDvO1dczpjhu36G5obaVSKxTREkUMS9o8hOz/URJDhCBSewTmbKdqF29StYtzqNrF7fJU5IZZMObtQsGQO2GL7q2ICdk7B5aDC0jOmE5yxiR5LuH3m6RKGZmT36U+MwZFjBA3hMAhxA0hcIhxKqHjwFc6xJX8gO6Jv6CUxBArCSK1R3DqLwg+MFchjgQU7CXJ5RVUR3ZH/tB76iASEoqQN2rfR6wh1irrOo3WuqhOTM193qH7BEjzUWtfQkDhfmkPsVftYSg+SILKswpBReRC5MQVEIzs8187ZepKXDb8YD2Ib8rTsNNWIL8XrzNhOlUImUE/nQ0hTfyl+s92LIf4T674pEyACTQcAZZDGo4lr8QEmID/EGA5xH9yxSetS4DlEP4qmID/EWA5xMecsRziI0CV4SyHqATHYUyACfg1AZZD/Dp9fHgmwARUEmA5RCW4pgirp3WMO8AI55DxsI+dBne7Lg1yCtEKRVSrEK1dRIsXMcyHF1Nrma+lljKitUztEXR8PcK3fYjKhCEo6n+DPBWx+R1q+7IFhQNuQlX8QEVM2M7PYMpYgeI+/0BF4hh5Lm7hndBWW0lMeZXEFKXIELP8UeitWVLLF4clQYo5VSuY7W/okGScja7tSUChljKitUztYT60EKF7vkF55wko6fkXaSowlySXjXUlF2+caF8j2tgUDryZ2toMkB6H0BoWWquEWuOUU4uck4d8H5I6hNwhRvSqp2EoOayQXLxx+rLjiFnxH+l+3tY2uspCxC65D87AcOSMf0mxhYvqrCyndjGiSsgfFRmwUbUSMYwaLSaZOkptY0YHJUBL1Vh4nJ4AyyH8hTABJtAWCbAc0hazzndmAkyA5RD+BvyZAMsh/pw9PntbJcByiI+ZZznER4Aqw1kOUQmOw5gAE/BrAiyH+HX6+PBMgAmoJMByiEpwjRh2utYx9lHU4sXkkQ4aaiT8fiNV73AgcwpV7zjResR0bDXCtn+KivYjUNz3asVWpiPLEbbrc1R0GI3ic66S58T7Ik68L+Jqj/CtHyEocx3JJNeRVDJUnopd+gB0FfnIGfccnKZoRUzs4nuhqyqidjcvUrubCGlOFifod/HcO9Y9qkPfDl8gqd1iSWYRUkvtYcqgM++kMyfSmft4znwqycUbF76NznycztzvWlS2GyY9PpXk4o2RW/SMe57uEyU9rk9y8b4v7i4YiHY+oq2PdMfyXMQuewhOcwxyxj4rPTtkL5WEkO/oJ8tZIV+tb0AkZgan4BJzZ4RqjYo78y+nJ8ByCH8hTIAJtEUCLIe0xazznZkAE2A5hL8BfybAcog/Z4/P3lYJsBziY+ZZDvERoMpwlkNUguMwJsAE/JoAyyF+nT4+PBNgAioJsByiElwjhGmPHIB+2VzoNy0FHHZpB2f3AXCMuwTO3kNI3NA1wq5AwrzrpHUzp34krx+YtQkRW96TKoCISiC1hyV9AUL2zYG180SU9pwhT4Xu/ooqjiypV84QFTpEpY7CQbeiKrafHBOz4nHoy44hdxRVzwjpoNgnfsHtVNGkAlkTX4fbYJbmNPZyxP9xh/S7eC6GvQzY+LQeg3t8go7RdauTiHfqE0HqE0ZqHyCUZBIzSSUlvf+O8o5jpanwrR+Q5LKBhJHrSRg5t04+opb9BwHlx7G7x+NwhbZHpU2D/rvvgaFaKbl4A7XVZYhbeBdVGbFQC5lZ0mPBQ3CptsTjrQFXYbY1FRttufJeUbogXGbpgistKehqCGuUb6ItLMpySFvIMt+RCTCBkwmwHMLfBBNgAm2RAMshbTHrrefOLIe0nlzyTdoOAZZDfMw1yyE+AlQZznKISnAcxgSYgF8TYDnEr9PHh2cCTEAlAZZDVIJrqDDROmbLchiW/gjt4f3Sqt7WMY4JV8AVqxQmGmrb2usIOcStMyBrMlUOOTGMebsQuWEWbDF9UDD4DsW2wQd+RnDqzyhLuRhlXS+W50L2/whL2jyUdr8M1qQLFDGR616GsWAf8ofeg+rI7vJc1JrnEVCUhvzhD6I6PEkRU5+0Il44+XnZYQ12vqvD8AEfIMGyRlHpQ7xvqwZ2/rYLFxtmweqwILOynbRPWEAxYow5WFc5EaZxMxEV6Zb3ryY3p2Lpd+hpn49CewzKEA4duTmROI4grRXrw29Hh+HnKM67cLEWo/KfQRdLOo6Ud0KVy1PJo1uwJ68vF76FaZcFwuzxXOThvU+ZpSu0WtqXBJhoah2zJciCgV08Io2e2sSMN7WntjEpGB/UHnpqI8PDNwIsh/jGj6OZABPwTwIsh/hn3vjUTIAJ+EaA5RDf+HF08xJgOaR5+fPuTEANAZZD1FCrFcNyiI8AVYazHKISHIcxASbg1wRYDvHr9PHhmQATUEmA5RCV4HwM05QUQL/qN+hX/ApNaaG0mjsmAfbR0+AYdn6Dt4451XE1jkrEL7gNbr0JWZPekF8LKExD1NrnUR2Rgvxh9yvCQ/bOgeXgApJAppMEMkmes6T/RhVFfoA1eSpKu12qiIle/QwMxYeQN+IR2MM6yXNCQBEiSsGQO2GL7q2IkaQJanMjtbupNRJ+p0omLrtc6SR3kwZpc3QYM/xtROs3UqWTG6niySAPU/I9PvxEB1PxPtzX3dO25eTxS9Y0LCy+FDdc60REuBtCDPnv/3To756LaQk/1Rvz0v77EdqjGy6c4pLm12/QYt58Le5OeQk9Q3bXG3Pd5v8iOcmNq/7mlOarqoCvvtHhkShl2x5v8OqgEMxIGIPr4pMx3ZKECF3gqdLIz1UQYDlEBTQOYQJMwO8JsBzi9ynkCzABJqCCAMshKqBxSIshwHJIi0kFH4QJ/GkCLIf8aVT1v8hyiI8AVYazHKISHIcxASbg1wRYDvHr9PHhmQATUEmA5RCV4FSGSa1jFs2BfutK6hnjkQTk1jF9hlLfFI3KldWFaW2liFt0N1zGUGRPeEVeRF9KrU1WPg57aCLyRj6mWDxs52cwZdRt3yJayojWMuWdxlNrmSsVMTHLH4XemoXcsU/DYY6T5yK2vIvArM0oHHgzquIGyM9r2q0EU7uV1xRriTYsYj6L2rC4qR1LBkkZx5ZqMWHsawhzUeuawbehKqavFJOXr8Gb7+gQqK1ER9NheGuD1KacVx2NwuooXDjVhSEDXdi5S4M5P+gQHpCPaEOeJyUisFbQkQpRGSQIt93sRHSUG599qUNqmgbtg47BrCurN437rT1gMACPPOCQ5r/4zo3fKjIQ3nEViiPz5PX11QYkZCcg/FhXWLP6YsJ5Lowe6ZFQeDQcAZZDGo4lr8QEmID/EGA5xH9yxSdlFkEYtwAAIABJREFUAkyg4QiwHNJwLHmlpifAckjTM+cdmYCvBFgO8ZEgyyE+AlQZznKISnAcxgSYgF8TYDnEr9PHh2cCTEAlAZZDVII7mzB7NXQkgzRn65hTHVdXWYDYJfejGlHYGvCi/JrRnYd+9vthQzS2BSgrbiQ73kekaz3SdDegQEdCy4kR7VqNLo6PkacdgYP6axVb9rf/GwHuImwxvAy7JkKeS6L3oyhOvC/ivEPeXxOFbYaac4n5fvb7YHTn0/MXYNNEo2C3FhVZwOTzX4TFtkdRhcQrh8hyB0kebhIz6lNwJk90YfhQF35foMXa9dS2pda7J7kh8jmnX+ZEn95u/PKrFhs3Uwwt7H23vhiLBZh4azZml6Xi24JDsAVQzxsaGno5IasdUtK6oVNGR+hc1MPmxKhdbeRsPjt+9/QEWA7hL4QJMIG2SIDlkLaYdb4zE2ACLIfwN+DPBFgO8efs8dnbKgGWQ3zMPMshPgJUGc5yiEpwHMYEmIBfE2A5xK/Tx4dnAkxAJQGWQ1SC+xNhUuuY5T9L7WM0ZcVSRGO3jjmWqUF6ugbVknMgTAW3JCsEBQFdOrvRLsFbO8NzAX15NmKWPYKyings2PScfKsAfSkuHn47bNUh+GVdTbsZ8cKIXrMQH7kNq3ffgayC/nJMu8iNGNbrbRzLG4x1e29REJo2/CYY9JX4afW7cDjpMCdGv+QvkJywCFvT/o70zAny81DzUZw/8FGUlLfHws1PK9Y6f+AjCDUfwx+bnkZpRXt5buoFzyDImor8ofehOrKrhzdd92NqEXMkQyMJGNKopxKIyQS5rUwWiSbvf6yHSxR2OWGR1Cd6CKb33OmQqoHkF2jw0ac6lJfX7CH284oolYGVSE9KRXa/Azii83wLYoSUhiAlPYWkkK4wVZjrrTjSu5cbMy73VJnh0XAEWA5pOJa8EhNgAv5DgOUQ/8kVn5QJMIGGI8BySMOx5JWangDLIU3PnHdkAr4SYDnER4Ish/gIUGU4yyEqwXEYE2ACfk2A5RC/Th8fngkwAZUEWA5RCe40Yc3VOmb5Si0WU3sVIURIUgN1IpFaotQqkzFxggsjh9e0KNGXZlD7mCdRYu2AncYnYDB7LkZ6CYZU30hLGLAx4H3FbXvYX0CIez/26u9Dqba7PBfq2oXujldRoumNfYa7FTFDqq+lNd1Yb/iIFqcKGydGB8d3SHD9hqO6y5Cpu1B+bnGlopfjOVg1ydhteEixVi/7s7C40+j5gzSfIs/1D3wSAaWHkTfiIdjDusjPq2zAr/N02LtPAxexcQku4o4njtGhvRsXX+hCVGSNOLNrtwbfz9XB6aAXT/CUZukfgmloiBt/u9KJuNiaoxUXa7BqjQbHjmlgJ5dDo3UhLeYotiWkIj06Ay6tZ32zRo8LzZ0xOD8F++YkSGeSfJUT29fuLCQElKuvcij2afgvtm2uyHJI28w735oJtHUCLIe09S+A788E2iYBlkPaZt5by61ZDmktmeR7tCUCLIf4mG2WQ3wEqDKc5RCV4DiMCTABvybAcohfp48PzwSYgEoCLIeoBHdyGLWOsa1eBdOqH2A8vl+adRtNcA47H46x0+CK7XDWGwlZIDsbEK1IgoNPH36cKoa8/xG1IjlRrcIrNNTXPuX2W5yyCGEoPIjotc+isLQLKqY/BK2+Zp/4eddLQkfmBR8ohI7olU/BUHqEJIxHSMLoJAcEFKUhas3zqA5PRv7wB2oWclYjYf7NcOsCkDX5HcVFLGnzELL/R1iTp6K026XynDFvFyI3zIIturfUJqb2EM/FvHgu5r0jZuXj0JceQ+6ox+AISTxr3icHiOoroi2NgZjk5btRVKyFmXIRHelCfDygq3FcFKEH7MX4miqY/GA9iHxnpTQn8nBuYCxmWpJxkakzgk6APnRYgw2btCigyiMi31oSSFz0Fw0ZIokkrYwc4UZYqLLai88X4wUkAiyH8IfABJhAWyTAckhbzDrfmQkwAZZD+BvwZwIsh/hz9vjsbZUAyyE+Zp7lEB8BqgxnOUQlOA5jAkzArwmwHOLX6ePDMwEmoJIAyyFnD078B/1583XIzydpw1GAERU/YUj5r7C4PO1Cio0J0J4/DYbxk+EOpH4lNCqrgL17Ncgv9JTy0FDPkdISDcqsbkSGA0OGuBAbU3OWAnpv9rc6ZOd4KkroyPvwVpQQK8TFuXHBZBdE1QsxNmzWUnUMqhoiVvdWDqmvFwrNT7/MiT69PXHutP1ot/8lFJR3g23GvQoY8Qtug8ZRiaxJb8Ct99xDjJhlD1M7mhzkjnkaDkuc/FxfepSqkDxBYkZ7EjQel59rbaWIW3Q3XMYQZE94VbGH+dBihO75GuWdzkNJr7/Kc4FZmxCx5T1UxQ1A4cCbFTERm99BYPYWFA64CVXxA+ueayydy1xzLkVwI/1S6qrGT+WHMLvsALZXF8i7JOjMmB6cjJnmZHQ0nMHwaaSz8bL1E2A5hL8MJsAE2iIBlkPaYtb5zkyACbAcwt+APxNgOcSfs8dnb6sEWA7xMfMsh/gIUGU4yyEqwXEYE2ACfk2A5RC/Th8fngkwAZUEWA45O3BHj2rwyf90aF+1GyPLv8c5VStAzUckgWNv4FCsNl2K/cbBaN8euOFa6i1CQ1SF+PRzLUpKSeuoVQSidvsQgwH4v785kZjoltZ6/R0dCkg+8faEkSuA1CoFoqeYG67xtByRK4dQhLf9iShXcabKIbYNu9E57zUU2PrAdtkdChixi++FrqoI2eNfgiuQDJYTI27Rv6G1ldDzl+l5mPxcV5GH2KUPwmmKQs6452uel+cidtlD9Dyanj+n2MN0dBXCdvwXFe1HoLjv1fLcqZ6LF8K2fwrTsdXS+yLOO2KX3A9dZYG0tzhDYw8XkV5ZmYlvrGlYUJGBKrcn34EaHSabEqlKSApGBSXUm4PGPhuvf2YCLIecmRG/wQSYQOsjwHJI68sp34gJMIEzE2A55MyM+I2WS4DlkJabGz4ZEzgVAZZDfPw2WA7xEaDKcJZDVILjMCbABPyaAMshfp0+PjwTYAIqCbAcchbgqHXMrg+Xot2+H5HUKQ/6qEC4SA0p00agRBcNuyZAWuyNtLtQ7Q7EI/c7YKBHX3ytw4EDGvyry9sIMZTW2TDPFo3/HrkOyUluXEWCiGhl8ibJISH6Yop5t94Dbi0eiEW5EzFyuAsTJ7ikd1as0iJ70y5MiZtXb8zczEvReVhXjBjmeV8M64Lt6Op4E4Xu/qi68BZFXMyyR6hCSHadCiE1FUXeoooigXKMttqKuIV31qkQ4q0oYqdWL3nU8qX28FYIqYwfhKIBN8pT5sNUUWS3qCgyniqKXKmIEc/FvKg0IiqOeIcsrUx4hc4QehaJPbtXj9jLMJvaxnxnTUems1wO7h8QhRnBKbjE3BkhWs+3wKPlEmA5pOXmhk/GBJhA4xFgOaTx2PLKTIAJtFwCLIe03Nzwyc5MgOWQMzPiN5hASyPAcoiPGWE5xEeAKsNZDlEJjsOYABPwawIsh/h1+vjwTIAJqCTAcsiZwWkLc6FbNQ/6Vb9BU+ZpHaMflAhLXH11OYB7drwKKyLw6AMOqRXMi6/qqX0MSSN9b4FZXyMTeHfOJznkgV0vwWIB7rvbAXJQ8PQLeiQYj+KJXo/We8A1+cPxyZEbFHKIeNG+fQk6Hvuq3pjDif9EQJ+Rirmibzehl/k9FBmHoHLCDYq56NXPwFB8CHkjH4E9tJM8lzDvOunvmVM/qrOPmHPrDMiaXCO1BBSlIWrN86iO7Ir8ofcpYox5uxC5YRZsMX1QMLimcoklbR5C9v+IsuSpKOt2qSImmJ4H03xp98tgTbpAnov/4w5o7OV12uCcOcNnfqPS5cAvFYekKiHrqqjXz4kRrQvC5eYkzKTWMV0NNVVUzrwiv9HcBFgOae4M8P5MgAk0BwGWQ5qDOu/JBJhAcxNgOaS5M8D7+0KA5RBf6HEsE2geAiyH+Mid5RAfAaoMZzlEJTgOYwJMwK8JsBzi1+njwzMBJqCSAMshpwanPbANhqVzoduxBnB5qm1Yk8/FN4WXYVKvlegduhNzjs3EofJO0FAvl392/hTRxlw8uvsZDBgXj3MHe2JE5ZD9VDnk40H/lH5/6cD9cNOUUWfDHSmzUO4w447tbytEjyXLtDi2KR0P9HgGRys6YHbGX+Em0STZkobL2n2PLVQ55IOM2+S2Mt5beKWKynbDUN7B03LFfGQZgrI2oaTnlSjvPF5x4byP1qNv/IcoCRuB8hE1bV3ES5HrXoGxYC8JHfeQ2NFditM4bIhfcAsJIEYSQN6uA68+ccSYuxORG1+vI4CI4IBCEkfWkjgSkYL8YffL64Xs+wGW9N/qCCDiBfFczFtJHCmtJY7Ez78JGqcdmUJMIUGlIcYGEkFmkxDya/khlLsd0pIGjRYTgtqTEJKC8+hPHTeOaQjUTb4GyyFNjpw3ZAJMoAUQYDmkBSSBj8AEmECTE2A5pMmR84YNSIDlkAaEyUsxgSYiwHKIj6BZDvERoMpwlkNUguMwJsAE/JoAyyF+nT4+PBNgAioJsBxyErhqG/Qbl0C/fC60R9OlSbfRBOew82E/73K4o+ORfkiD9ltfRGfjfrx84AGkVnSHi+SQh7s9hU6mdGzp8BDizukiL1xQoMGXX9rxfNKNsLmMuHnL+2RZ0P+RIfLRoGsoVoN3nJ9g2oVO6HQ158netBMDcl7Hbus5mJV6N7Q01TV4D/6d/CIO2nog/9x70L4dbVxrhOz7nuSJ30mquJyqakyRZoIPzEVw6i8o6zoNZSkXyW8LQSXnjRUYkPIZrO1Ho7TvVYq1Ija+icDc7SgcfBuqYvpKc9qqYsQtvkdq25JN7VtOHnL1jomvw20wS9Onah0j5vSlGYhZ+STsIR2o5cx/5OVCd39FrWOW1GkdI14Qz8W8aCkjWst4x+kqmpzNvx5ZzgrMISHkW/o5ZK9pA9QzIAIzLMlUKaQLInQ17XTOZm1+t+UQYDmk5eSCT8IEmEDTEWA5pOlY805MgAm0HAIsh7ScXPBJzp4AyyFnz4wjmEBzE2A5xMcMsBziI0CV4SyHqATHYUyACfg1AZZD/Dp9fHgmwARUEmA5xANOah2z9CcY1swHKsqkZ664RDjGXQLnkPFwB5oUhOWWKyMegj3MI4JErn8NxvzdKBhyJ2zRvRXvV5cUo9Oqe1CJUHwbOEuYIQgiv+CKon+R9CGqXbxD1S4CFDFBxzcgfNsHqEwYgqL+npYvhpLDiF71NLV56UjtXuq2nAnd+QXMGctQ0vtvKO84ToqxHFyAkL1zYO0yCaU9pst7VOZqUPb1EvRL/lKqKCIqi9Qe4Vs/RFDmetr7OjrDUGlKZ81B7PKH4TDHIHfss3W+utjF90JXVYSc816EMyhCmjcdXYmwHf9DRYeRKD7nn4oYXXkuYpc9BKcpGjnjnpPnwrZ/AtOxNSjuezUq2nsqoHiH6dhqhG3/VHou5qVBbV8Sfr+RuOqQeQHJN2c5qsmUWVBxRKoSsqLyODw1X4AwrRGXmjtjJkkhfYxRZ7kqv96SCbAc0pKzw2djAkygsQiwHNJYZHldJsAEWjIBlkNacnb4bGciwHLImQjxPBNoeQRYDvExJyyH+AhQZTjLISrBcRgTYAJ+TYDlEL9OHx+eCTABlQTauhxSX+sYR59z4RwzDc5eg09JNWbl41T14hhyqdqFg6peiBGx5V2qkrEZhQNuQlX8QEWs3pqNmOWPkFQRS1LFM/Jc3CKqCGIrpSocr1I1jhBFjCljOcJ2fk5SxWiSKjxVPWrWiaN1nq5zvvCtH5HQsQ5F/a6FaC0jhukIrbOL1kmkdfrUVAcp3K2Fe8nv6NNFiCOTSRy5QrFe2M7PYMpYgeLe/0BFxzHS3JnklJjlj9EZM5E75kk4LAlSjPnQIoTumV2vgCLuLhiIuwsG3hGx+R0EZm+pl6VgLFgLxoK1GBpHJbW7uY3a3QRSu5u3/vS/DTts+fiGhJCfqG1MscsmxYk2MWOC2klVQiaZEhFAbWR4tD4CLIe0vpzyjZgAEzgzAZZDzsyI32ACTKD1EWA5pPXltC3diOWQtpRtvmtrIcByiI+ZZDnER4Aqw1kOUQmOw5gAE/BrAiyH+HX6+PBMgAmoJNAm5ZB6WsfAFAz78MlwjL5Iah1zphGz7GHoy3NIgniaJIg46XVRzUJUtRDVMUSVjNrjVFKFqJohqmfkUBUOJ1XjqD0s6VTxYx+JG50norTnDGnqTG1dIja+Qa1gdqBw0K2oiu0nxQQdX08VSD5UVCARz48v18K062f06vST1G5GtJ2pPUL2fAvLoT+oRc10alEzSZoKKNiPqHUvoTqyK/KH3lcHU01FlYepokpnad6S+itCDog9LqQ9LlHEaBw2kjpuIanDQFLHu/Lc6aqwGPN2IXLDLKk6i6jSInHxSiYBwcg+/7XTpq/QWYXvrOn4tjwNe6uL5He76EMwMzgZM8zJiNErK8Wc6Xvgef8jwHKI/+WMT8wEmIDvBFgO8Z0hr8AEmID/EWA5xP9yxieuIcByCH8NTMD/CLAc4mPOWA7xEaDKcJZDVILjMCbABPyaAMshfp0+PjwTYAIqCbQlOeR0rWMcQyeS+WD80xRr2qe8QO1TIqW40D1fU5WMxdSe5S9UJWOCYq2Agn0kVbwMW2R3FAy9R56LXvUkVePIoBYxj1CrmE6KmOADcxGc+gtJFReTVHGxNCfLFHojsia9Xee8UWtfQkDhfhI37iGBo7s0b8zZjshNb6Iq5hwUDr5djkn/Xofo3O/RPfFXlHa7FNbkqSft/zPt/7Ni/1Ot5Q2MXPcKjAV7UXDu3bBF9ZQeh+z7Hpb030kyuZwkkyl1zhw/73qq1eGmdjAf0AU9VTqi1jyLgKKDyB/+AKrDk5Usi9Jo/nl6nkTzD0pzuspCxC65D87AcOSMf6nOHk5af0nlMXxTlopF9Ked2siIYdEYcJGlE2aaUzA4UCnn1FmEH7QqAiyHtKp08mWYABP4kwRYDvmToPg1JsAEWhUBlkNaVTrb3GVYDmlzKecLtwICLIf4mESWQ3wEqDKc5RCV4DiMCTABvybAcohfp48PzwSYgEoCbUEOqdM6RquF85zhsI+bBldXT3WNsx1xC++CtrpM0Q5GljmoAoeoxFF7BOZsQ8Smt6RqHqKqh3dErXuRqnEcIJnjXpI5uiliQvZ8Q5U7FpJsMpNkk/PlufpkCu9k9KqnSDY5grwRJJuEdZIei/XFPidX+9j1vg6dMRsp7RegpAft0aVmDxFXX+WSoOMbqArJB3WqkHj3F3cUd61duSR015cwH1mKkt5/Q3nHcXVQi3Ywoi1M1qQ34D5RsSNmBbXtKRNtex6ntj3tFTGinY9o6yOei3kxdNYcxC5/WKq+IqqweEe6vQRfkRDyfXk68pyV0mMN/QwLjJPaxlxo6oQgrf5s08/vtwICLIe0giTyFZgAEzhrAiyHnDUyDmACTKAVEGA5pBUksQ1fgeWQNpx8vrrfEmA5xMfUsRziI0CV4SyHqATHYUyACfg1AZZD/Dp9fHgmwARUEmi1cohoHbPuD+iX/gRtdoaHzonWMc5xl8AV4VuViPj5t0JD7UmyJr1JQkOQtLzl4HyE7P0O1i6TUNpjuiIjQcfXklTxMSrbDUNRv2vlObkNzODbqLJHX0VM2I7/wXR0JYr7/B8qEkfJc/XJFN5JuU3NmGfgtMRKj0VlElGhxB6SiLxRj8nrbHpah14xnyOp3RISN/5O4sZYxf6mI8sRtutz2ns0neEqD8IMerZT+ax2UPi2j6iNzTrpjuKuYoTRvU10/6K+16Cy/fA6X2rc4nukdjnZVPHDRZU/xIhdcj9VAylAzrjn4DRFK2J0FXmIXfogPY+i+eelOSGSCKHEEdwOaSMfxtzyQ/jWmoottnw5tr3ejOmWFPyFpJD2ekudc/CDtkWA5ZC2lW++LRNgAh4CLIfwl8AEmEBbJMBySFvMeuu5M8shrSeXfJO2Q4DlEB9zzXKIjwBVhrMcohIchzEBJuDXBFgO8ev08eGZABNQSaC1ySGavCzoV/wCw5r5QEWZRMXVIQmOMdPgGHzeWbWOOR3ShHnXSdOZUz+SX/PKFOWJY1HS5++KcFE5Q1TQKO90Hkp6/VWeC99KMkUmyRT9r6NqHEMVMeFb36e5jSgccCOq4gfJc6J9imijUlum8E7GLbobWlupoqKJLFPUqqrhcgDrHtZjUNeP0SmOBJS+V6Oi/Qh5D7cbyFq9AYNKPkBaVS8sL50K0YilT9BmDA1ejD36STCdNx0BBiUlzdovEV+4FLt1E3FU66nK0t/5E2JdB3Ao+RYYu/VXBBSXaJCw8mGEabLxScYNsDrDpO4+/4ylCiS6Cqzv9jo6JJsVMdpqK+IW3gm3wYyCgTdJc3qqHCJEljRzJPp07o0qt1N6HqjR4QJTR8wMTsaIwASpaggPJiAIsBzC3wETYAJtkQDLIW0x63xnJsAEWA7hb8CfCbAc4s/Z47O3VQIsh/iYeZZDfASoMpzlEJXgOIwJMAG/JsByiF+njw/PBJiASgKtRQ7R7d4I3fK50O9c7yHRAK1jToe0Pjkk6Ph6qg7yoSR5CNmj9rCk/46Qfd/DmjwVpd0uladCqQqHmapxFPf5B1XoGKOIidz4Ooy5O1Ew5E7YonvLczEr/kOVMo4jd8yTcFgSFDHx82+iiiZ2ZE5+l3qteMwNr0zhMoZI0ogY5ceB7W/oMazve2gXKip93ECVPobIa/38qxa29B24I3lWvRh+zroEWzAN//w/pyyI/Pq7Fh0yv8eUuHn1xryWdi96jO+Oc3qTeUIjOwf47+d63JX4BDqbD9Ubc/2W/2L65S707inUFM84dFiDEbtrqq/UDlxF1WFGde6LAcZozKQKIZdYusCiOclgOV1iea7NEGA5pM2kmi/KBJhALQIsh/DnwASYQFskwHJIW8x667kzyyGtJ5d8k7ZDgOUQH3PNcoiPAFWGsxyiEhyHMQEm4NcEWA7x6/Tx4ZkAE1BJwJ/lEE1VBXQbFjda65hTIdU4bIhfcAvcOiOyJr8tv2bM2Y7ITW9Se5hzUDj4dkV4yL4fYEn/DaXdL4c1aYo8J9rQiHY0pT2uoHY0kxUxUWueR0BRGvKHP4jq8CR5LmrNs/T8IPJGPAR7WBdFTH3SinhBeq41IHMKSSM08ndocOBLHUaf+yZijJtROPAWVMV5qnrk5Wvw5js6dAg6gr90+KpeDMvyzsPGonMx/TIn+pDssXuvFt/M0WJY+GqMjF5Rb8yXGVchx94O997tgIk68Xz7vQ47d2mkPRJNR+rEuNxavJJ6PyzUAeY+ihFjB70/e64bt/d6CjZTOaoN1fCWA9E6dThUmYiFx67GvdODERXpkVB4MIH6CLAcwt8FE2ACbZEAyyFtMet8ZybABFgO4W/AnwmwHOLP2eOzt1UCLIf4mHmWQ3wEqDKc5RCV4DiMCTABvybAcohfp48PzwSYgEoC/iiHiNYxhiXfQ7d2ITS2CunmjdE65lRI5UocARZkn19TWSOg4ACi1r2I6siuyB96nyJctJQRrWVESxnRWsY7glN/QfCBuShLuRBlXS9RxMSseJwqhBxD7ujH4QhuL89Frn8NxvzdKDj3LtiiesnPNdRuJf5Eu5Wsia8r1oqfdz05FG5kXvAByRRaHF1MP39oMX70KwgHVScZfAdsMX2kGCFszPlBB9FaRgzNaXqxjBzuwsQJLvyxSItVa7SgLeCm90WIiK8v9h9/dSIl2Y3X39Yhn0QU6R2xV+0/T4J/710O7A/IxSPr0rEv4SDsBrv0htapReKxjkhJS0H7zA7Qis1p9O7lxozLPa1leDCB+giwHMLfBRNgAm2RAMshbTHrfGcmwARYDuFvwJ8JsBziz9njs7dVAiyH+Jh5lkN8BKgynOUQleA4jAkwAb8mwHKIX6ePD88EmIBKAv4khzR165hTIdVWFSFu8b1wBYYhe/zL8muGkiOIXvUU7KGJyBv5mCI8fNvHCDq+ltq3XEvtW4bJc+ZDixC6ZzYJI+NJHLlSERO75H7oKguQc94LcAZFynMRm99BYPYWFA64CVXxA+Xnuop8xC59QHpXxNQecSSNCKlFyCwuklpSv9Uhb7MGk8Y/j2D7PpJZ7iGppbsUUm0DXqGWMxXk3QhxQ/I2akkf3nWpcw/+da0D8fGQK4eIOa8UUp8cotNBrhyyYpUWi5bQIrWHVxI58awisAJFQw8gtUsq0h0lNQwKI0gI6YaUQ8kw2ox1UhVJVUPuuIXlEJX/s9AmwlgOaRNp5ksyASZwEgGWQ/iTYAJMoC0SYDmkLWa99dyZ5ZDWk0u+SdshwHKIj7lmOcRHgCrDWQ5RCY7DmAAT8GsCLIf4dfr48EyACagk0NLlkPpax7iDw+AYeQGcI6fCFRGj8ubqw3TluYhd9hAq7TFYmVMjYQTpcjAq/oE6z8VO/SLfQEzQVmzNvx15VZ72LWK0M69Ar/BPkVk+EruKrlUc6ryEW6HXlmNJ5ltwuMzyXK+wj9HOsgq7Cq9BZsUo+bnFcBTDYx+Dtbo91uQ+pVhrVNx9CNLnYWXWC6h0xqAiSwNHJTB10pMIqjxYp3VNdg7w1WwdiotFvRFv5xY3VQWhSh/0e0AAcOk0F3r1cMn7/Pq7Fhs2aD2VQ4RMcmLGWz1ERx7IpdOcOKePZ0bII1LFkbUeQUSq+UHPnFoXMjocRmpKKo4nHINLLEYjXGtEr8wkRG7shqjCSM/6J6qanFzcZNL5LowYVnM29dnmyNZKgOWQ1ppZvhcTYAKnI8ByCH8fTIAJtEUCLIe0xay3njuzHNJ6csk3aTsEWA7xMdcsh/gIUGU4yyEqwXEYE2ACfk2A5RC/Th8fngkwAZUEWqocctrWMUPGAwayE5ppiFYvouVLaXk7/LH5GfmoMKFuAAAgAElEQVQUAfpSXDz8dtiqQ/DLujcUpxtzzguIDtuL5dvvR15JD3muXdQGDOv5Do7nDcLavbcqYi4fdTVV7nDjuxWf0POaCht9k75ESruF2Jb2N6Rlni/HRIYcwLh+z6KgJAVLtz+sWOv8AY8i1HIUCzc/hZLyDvLcxRc8hgBrBlU6eZQqnnRUxDjJrcjJBoxBQJXo3kNHMBg0sFcD0VFuSRA5eRw8rEFGBr1DXV88SocoPeKC2ayhVjIuxETXjSkvB0qoKEh+RAFml6Xhp/KDKAGVL6Gho/ixpvaYaU7GRFMH2Ku0+GaODocOkbRyon2NTuuGU/xywkYZNcKFCee5TtsOp5k+Hd62BRFgOaQFJYOPwgSYQJMRYDmkyVDzRkyACbQgAiyHtKBk8FHOmgDLIWeNjAOYQLMTYDnExxSwHOIjQJXhLIeoBMdhTIAJ+DUBlkP8On18eCbABFQSaFFyCJWS0O3ZBN3yudDvXO+5EfUhcfQfBee4S+Hs0lPlLU8d5qDOI6tXa5F2SEvtVNwQv4sKF2IEkRTRo7sb5w5WigaGksPUPuZpFJV1wvE+j0EXdEKDcNnRff+NJC0YsK/7e4pNOx96CoFVh3Go06OoCuokz5mtu5B49DWUm3siI/Hf8nONq5rWuqnetaLzfkRU/q/Ii74E+VEX1VprJ601C1ZLHxztcKdi/45HnoOpIg2HO1JlE1OKPJdy9FHorZnIHfMkHJaEBud7pgWLXDb8YD2Ib6yp2F1dKL+ebAjFTEsyrjAnIUZvqrNMXr6nVoiQVMRwkciSTSJLaChIRDnTrjzPBOg7CdTRv+talFaQycSDCTABJtBGCLAc0kYSzddkAkxAQYDlEP4g/JkAyyH+nD0+e1slwHKIj5lnOcRHgCrDWQ5RCY7DmAAT8GsCLIf4dfr48EyACagk0BLkEKl1zOr5MKyYC01upnQTb+sYx5iL4Q6NVHm704c5SQT57EtPFQppT/GPEy1RvO1KxKMe3V34y/QaQUSffQAxm19EQVkKbH+5X7FJ/LzrKdSNzAs+oLVqqn3ELHsY+vIckjCeJgkjTo4JKEpH1JrnYA/rjLwRNdU+tLYSxC36N1zGEGRPeFWxh+XgfITs/Q7WLpNQ2mO6PBeUuQHhWz9AZfwgFA24URETufF1GHN3omAwVTaJOUeei136IHQVecgZ9xycpnrKejQCeSfxWVpxDN9a07Cw8iiqqbKIGMEk1Uwzd8aM4BQMNDbNWRrheryknxBgOcRPEsXHZAJMoEEJsBzSoDh5MSbABPyEAMshfpIoPma9BFgO4Q+DCfgfAZZDfMwZyyE+AlQZznKISnAcxgSYgF8TYDnEr9PHh2cCTEAlgaaSQ0Rlh30HtMg8TlUeTpw12HoUnQ78hI5H/4DeLvqW0FynbrCLKiFULURN6xixT04OtUIJBCorNaDCAFJ7EVERRFSZMNZqhZKapsHnX+lABUukId4Tfxd/njyuv8aJDu09Lzp370GHw6+ioLIXbFfcpXg1buGd0FZbkXX+LLgDLPKcED2E8JE9/mW4AsPk594WNaJqh6je4R268lzELnsIDnMMcsc+q9jDlLEcYTs/R3niGJT0+Yc8531ekTgKxX3+TxEjpBEhjxT1vwGVCUPOeC6Vn9Npw9LtJVQhJA3f0U+Os9LDnH5GBMZjZnAypgR1RJBW3xhb85pMoA4BlkP4o2ACTKAtEmA5pC1mne/MBJgAyyH8DfgzAZZD/Dl7fPa2SoDlEB8zz3KIjwBVhrMcohIchzEBJuDXBFgO8ev08eGZABNQSaAp5JBq6trw1Wwd0g9qQP8PEnpWr8HI8h/RtXqzdGondNhtHo3QmVcgenBX+Sar1mixdr0GFeVUi4O8jEBq8xJELVz05A8ktnNj6FC33FZEBBUUkuzxtRaF1HLkhO8hreWVPahDDS6c4sTAAZ7ZJcu1WEY/0hCPTiOHXDjVhSEDPVpL1crt6FL6JgqcfWG7+DYF+dgl90NXWUCVOJ6nShxR8lz8/JuhcVYja9LbcOuN8nPxrohxBoYjZ/xL8nNv6xp7aEfkjXxUsUdQ5jqqEPIRSR7nkuxxvTxnSV+AkH1zqKLI+VRRZKYiJmznZzBlrCBp5B+oIKnEO+L+uANae3kdmUXl51QnzOq2Y67UNiYNm2158nyi3oIZ1DZmpiUFCXruA9NQvHmdP0+A5ZA/z4rfZAJMoPUQYDmk9eSSb8IEmMCfJ8ByyJ9nxW+2PAIsh7S8nPCJmMCZCLAcciZCZ5hnOcRHgCrDWQ5RCY7DmAAT8GsCLIf4dfr48EyACagk0BRyyLIVWqxZUo7BFQswouInRDmpfAgNqzYM60wXYrXpEpTpIhEZ4cYdt1KJDxrLVmqxZIlH3JC8DSFuiD9r3VNUAbnqb1TRo4Nbkkdef0eHwoKaFjEaeuaNrY3nH391IiXZjXx69533dbCTvCKNE4ufXDgkgPa581YHLCcKgZT9uhndNO+iSD8YlZP+pSAfs/Jx6EuPIXfUf+AI6eCZo7YpCb/dQGfRIGvqh4r3NSRmxJOg4dYHkTjypjwXULAPUeteRnVEN+QPu1cRE5izHRGb3kQVtYcppDYx3hGc+jOCD/yMspSLUdb1YkVMyJ5vYTn0B0q7T4c1aZI8dyppReXnJOdrTVUWvi1Lw7zKI6h0OaTnoirIVKoOMoOqhAynaiH1FGjxZVuOZQJnRYDlkLPCxS8zASbQSgiwHNJKEsnXYAJM4KwIsBxyVrj45RZGgOWQFpYQPg4T+BMEWA75E5BO9wrLIT4CVBnOcohKcBzGBJiAXxNgOcSv08eHZwJMQCWBxpZDtDlHcfC9H5CcvRDhA4NhiK+/SsQtW9+FzRWEe+9yIDiYRI+3dSggeWNW31th0Vvr3O5oRQc8sfcpJCe5JUEkj6qFvElySHzgcTzV6+F6aSzKPR+zj/4NI4e7MHGCpwrIgVQSNpYsx5XtP6s35pPjt6LH5P7omFhTi6Toy3XoFfYRii3DUDHmWkVc1NrnEVCYRkLHAyR2JEtzNQKIiQSQN5T7nBBHxMPMqR/Jc4G5JIBsFAJIXxJAlNVJAgoOkDjyIqojuyJ/6H1yTMieb0gAWUhVQ2ZQ9ZCJin2ENCLkESGNCHnEOxLmXSf9tfbeKj8lZDrKMduaijlUJSTDUZOzQcYYqhCSjIstnWHRGNQuz3FMoEEJsBzSoDh5MSbABPyEAMshfpIoPiYTYAINSoDlkAbFyYs1MQGWQ5oYOG/HBBqAAMshPkJkOcRHgCrDWQ5RCY7DmAAT8GsCLIf4dfr48EyACagk0ChyCJXx0O1cB/3Sn6Dbt0U6mWgdoxmagoioynpPeu+OV6ENDpcrh3jlkA8GXA2tKAFy0si3ReGBXS9L1Tzuu9sBezXw9At6dApKx8M9nqp3j9X5I/HpkesweaILw4d65BAxgg78hvDUH+qNKej9T9g6jlTM5b23En07/A9lsWNQNugfirnIja/DmLsTBYPvgC2mjzQnt44JikDOeS/W2Sd+/k3UcsZO4shbVEEk0HOm49Q6ZptoHTOUWsd4BA7vMJQcQfSqp2APTaSWM4/Jz8N2/A+moyupdcxV1DpmtCLGfHAhQvd+A2tnajnT80TLGZcTCb9T5RONDpkXvF/v/c/0UFQF+Z2qg3xDVUJWU7UQb6bidEG4goSQv1DbmM6GkDMtw/NMoMkJsBzS5Mh5QybABFoAAZZDWkAS+AhMgAk0OQGWQ5ocOW/YgARYDmlAmLwUE2giAiyH+Aia5RAfAaoMZzlEJTgOYwJMwK8JsBzi1+njwzMBJqCSQIPKIRVl0K9dCMOKudDkZkoncodEwDbyQszOvQhTzB+iW/B+vLD/AaSWdYeb+oo81eMhJJgy8UzaM5hwRRw6tPPoBavWaLFskR3vDPwXqp0BuHnbB5J4YNFZ8Xq/W1HuMOOO7W9j9CgXJozziB5LlmmRt2037kp5BbtK+uC1A/+WWsUMDN+Em5Pewpbigfiu7DZcc5UDJlMNsJB938OS/ju1XLmMWq5cIE2E7pkN86FFKCGRopyECu9w2oCC95aiX/KXKO80HiW9rlSQD9/6PoIyN5LQcQOJHUOkOX3ZMcSseByO4HbIHf1EnUzFLbobWlspsse/DFdgmDRvPrIMobu+QHniWJT0+bsiRleei9hlD8FpikbOuOfkufAt7yEoaxPt/S/ae7AixpSxEmE7/4eKDqNQfM7/SXMaRyXiF9wGty4QWZPfOqsvaLMtj9rGpOLnisModZGZQ8Oo0eJ8UyJmmpMxxtRO6EBntSa/zASakgDLIU1Jm/diAkygpRBgOaSlZILPwQSYQFMSYDmkKWnzXg1NgOWQhibK6zGBxifAcoiPjFkO8RGgynCWQ1SC4zAmwAT8mgDLIX6dPj48E2ACKgk0hBwiWsfoF30H3YbF0FSTPUHD1akb7OMuhXPAGLIj9HCRvxGy9FmEVB3EvICHkadNArkEmFL5LGLcaTjc70EEtEtS3GLzqlJcVHI3SuxhuGfHLAgFRENtWD4adA1cZJZ8gI8xdYoLOl1NWM66Tehf8B52VgzGNwU3k1CiQVLgblwT/RKytN1RNf4eGAOUsEJ3fgFzxjKU9P47yjuOlSaDD8ylNiy/SC1YRCsW7yjL0KB67nz06TKHWrdMphYuVygWC9v5GUwZKxTVOwKK0hC15nlUhychf/iDdTIVQ6KHnoSP3LFPw2GOk+aFrCKkFWvSFJJWLlfECJFECCUuYwiyJ7wqz0VumAVj3i5F1RLvZCBJIxEkj1TGD0LRgBulx/I6AcHIPv+1M35B+c5KzClPpyohqUi1l8jv9zFGSkLIZZYuCNUaz7gOv8AEWgIBlkNaQhb4DEyACTQ1AZZDmpo478cEmEBLIMBySEvIAp9BLQGWQ9SS4zgm0HwEWA7xkT3LIT4CVBnOcohKcBzGBJiAXxNgOcSv08eHZwJMQCUB1XIItSTR7dqgaB0DvQGOQePgGDsNro5d65xIVM8QVTRyR/0HjpAO0nx9bVi8gXprFmKWPyoJE0KcKC8HioupEsiOm6GlahVZk96mNixKGcGUsZwqZHwutVUR7VXEMJQcpjYsT1Mblo7UhuXROucK3/ohVftYL7VvEW1cxLAc/AMhe78lAYTasPQ40YaFnudu1iBg3S/o2eknSRoR8kjtEUKtWyzUwqW0xwyKnShNCWFDiBu26N4oGHJnnf1FixjRKiZvxMOwh3WW5oP3/4jgtHko7XoJrCkXKmOoBU0CtaKB1oDMKe/Kc1FrnkNAUToJKA+QiJKsiBGtbgTr2mfQVRYidsl9cAaGI2f8S/V+QXaScRZWHpWEkGWVx+E40TgmkqqNXGbugpnUOqZHQITKr4/DmEDzEWA5pPnY885MgAk0HwGWQ5qPPe/MBJhA8xFgOaT52PPOvhNgOcR3hrwCE2hqAiyH+Eic5RAfAaoMZzlEJTgOYwJMwK8JsBzi1+njwzMBJqCSwFnLIdQ6xrByHnQrfoG2MFfa9f/ZOw/AqKq0Db9Tk8lMeg8hECChVwWRXgVBsIOuv+uuorsrKvbeFbtY17W7awcbqIBI71V6TUJoIb2XmZQp/7l3kkmGBISZhOQm79mNIffc75xzn++KGp58n9Q6xjriMvExBQ5/Z1uUhobUCkVqiZI1cjZspkj5Flcbln6iDUs7ZxuWmqErTEX4+hdkYUISJ2pG1LL7RNWLIrc2LDVzptQlQuoQVT3iL0Fxj2nyZW1pppBMHheSSYSQTF6od7SQrW/DN3s38i+8E+WRfeX5htqwSNeP/6ZG0JEf0C1OiBt12tDULOqf9LOoOPKzmzjSUNWOuocI2/gq9PmHkHfRvagI6yFPBe77GsajK+S2NVL7mlNH9MJbRU0UB9InfSjKqYgSLGJErHlKyDcnhXwjWtgExLqFNFS9RFOahcjVjzXI5UBlPuaWpuCHslTk28qdHMWOow3tMN0/EeMNsdBW71vvcLxAAgogQDlEAUniEUmABBqdAOWQRkfKBUmABBRAgHKIApLEI56WAOUQvhwkoDwClEO8zBnlEC8BehhOOcRDcAwjARJQNAHKIYpOHw9PAiTgIYGzlUNUJ1OhW7XAvXVMl16oGnUFbH2Hyq1j/mxELb8f6vJCIXW8CruoViGNoN2iDcsJqQ3LjaLah2hBU2e4Km4IYUISJ2pGxKrHRRuWTGSPfBZWU4xbjH/SfCFn/CrkjMtFVY8p8pwkkkhCyaltWGoCwza+JOSMFOQOfhCVoc6KJzVCR3n0BcgfIKp0VI9DX6oRW/YtEmJ/R1GP6SiLH++2v1FUDQkU1UPqVhw5nWhSE+iSUy6YifKo/k4uuz6DX9p6FPb9O8yxgu8pI2rp3VBXliJj/Jtw6E3yrFQFRKoGkjXmZdgMoW4RUsUWqXKL1T8W2SOelue0xeLa2tprRfYK/FiairllKdhTkeeKT9QFCSGkC64xdkaYxlDvLLxAAkokQDlEiVnjmUmABLwlQDnEW4KMJwESUCIByiFKzBrPXEOAcgjfBRJQHgHKIV7mjHKIlwA9DKcc4iE4hpEACSiaAOUQRaePhycBEvCQwBnlEKl1zI51QgqZD3XKXucO1a1jqsZdDUe7Tue0a43QkCmEBnu10CBV+ZCqfRR3uxqlnS91W+90gkb4+tnQFR5BzpBHURXsfgZXxY0eouJGfHXFDVcbFq1ow/J+vTM31O7mdGLKrje16Gr6LzpFrxJCy/8JoWWU+5mPrkHIvs+RHzkch6Nvkot6ROcuRbvjc1EcNx6lvWtb1NQEBu/4WLS12YS0LrcgN/hiREQAIX+8B9/M7ci/4HYhjAxw28NqA8KXPgSDLQ8/6F9BqTpMbvbyl/I7oIcZKUPfgl+Q0S1GY8kT8shDsjQiySPSkBhKLPP8Y/D37mPwu/k4KkQbGWkEqvWYaowXbWMS0N8n7JzyzJtJQAkEKIcoIUs8IwmQQGMToBzS2ES5HgmQgBIIUA5RQpZ4xtMRoBzCd4MElEeAcoiXOaMc4iVAD8Mph3gIjmEkQAKKJkA5RNHp4+FJgAQ8JNCQHKIqKYR2w28etY450zGif7sdKlslMib8Gw6tj3yrSVT5CBDVPkq7TEZx1yvdwv2Or0HQns9hbj8chX1ucs2Fbp4Dn9z9yBt0NyrCe7nFBO38BH4nN9aruNFQG5aawIYqbpyupc3GRzW4sMvH6BBZv6rHyXQVDizehr9G/adBDIuyr4B20BT06impHM6RmQXY13yFC/1WNhgzv+p+9Lm0G3yduGA2A59/pcFtwU8g1pDWYMw9hz7FjTfYEeXs3OOMKyxDl/WzGrx/rV8ARsT3gdScZpghBtONXXCpsQN8VJozpZNzJKBoApRDFJ0+Hp4ESMBDApRDPATHMBIgAUUToByi6PS1+cNTDmnzrwABKJAA5RAvk0Y5xEuAHoZTDvEQHMNIgAQUTYByiKLTx8OTAAl4SKCuHCK3jln2A7TbhKhgrZJXtJ9j65gzHSNm4Qx5On3yx67bjEdXQKr2UdZhNIp63eAWbjq8BAEHv3Nr0SLdELL9P6Ltyx8o6P8PWGIGusWEbHsXvlk7RcWN2hYt0g1RS+8RbVhKkDlujtxepu6IXnInVFYLMi55Cw6ds+KGtjQDEaufgNUYhexRz8vXKgpU+OMlDS7u/R7aBW8R+98m9h8kz1nKgTff0aKTbjfuSZjTIIa5addhec5E/PNWqyxu5OWp8P5HGlwWNg+XRi9qMGb2gSdhC4vHLTfZoFIBvy5SY/M2NR5OnI0E/+R6MZU2PW7f+SHat3fg1r+LEiNiZGQCX36txhtdb25wj5W+YXjUcgOeuagzeoX7nSmFnCOBVkOAckirSSUfhARI4BwIUA45B1i8lQRIoNUQoBzSalLZJh+EckibTDsfWuEEKId4mUDKIV4C9DCccoiH4BhGAiSgaAKUQxSdPh6eBEjAQwK+WsBn93pULP6+UVrHnPYY9irELP4XoNaI1i4fuG4ziCofwaLah6XdYBT0c8ojNcM/aQH8k39BScJUlCROdV0P2v1f+J1YJ9q63Cjauox0iwnb+Cr0+YeQO/h+VIZ2c81FrnoUmrJsZI2cDZupTkkNcYdLWpn0IeQ+MGKoywsRtfx+IZIECqHkdflaUbIK+z7WYMTAtxBh2IH8C+9AeWQ/eS45RYUvvhaVNkRREKkuiCRyOMQvpM+njssm2zHoAjvWrFNj2Qrnfq4hB9ePufN2G8LDHPjwEw3S0sQN0j3SXtW/PDVCqjTy6ENW+fKD83KwJSQJRzoegVXrvKa1ahF/NB6JhxMRlRUtXxs4wI4plznbynCQQGsnQDmktWeYz0cCJNAQAcohfC9IgATaIgHKIW0x663nmSmHtJ5c8knaDgHKIV7mmnKIlwA9DKcc4iE4hpEACSiaAOUQRaePhycBEjhHAjWtY7Rrf4UqT/Q2EcMeEgHbiCmwDpkIh3/QOa545ttVVWWI/n2WaCdjEG1l3nHdLFX5kKp9lEf0Qf7Au9wWCdz3DYxHl6Oox3Uoix/nmgvYPxemI0tR3O1alHae4BYTvu5Z6IqOI2fY46gK7OiaC1/7HHTFx5AzVFwPqr0uVQyRKoc4NL7ImPiu636VtUJcnymu68X19+TrmRvUSF2gxtihryFYs9etrU1OrgrvvOeUQ/5M3Lj2Kht693K45BA3H+RP5JCFi0XlkC1OoeRMEkpAlxLoJiVhbmkKjllLXM8VmRWFxJRExB+Lh86qc2MX286B225xVhvhIIHWToBySGvPMJ+PBEigIQKUQ/hekAAJtEUClEPaYtZbzzNTDmk9ueSTtB0ClEO8zDXlEC8BehhOOcRDcAwjARJQNAHKIYpOHw9PAiRwlgQaah2j7toHluFTYes/TK7s0RSjoUoc0j76vEMI2/SqqPKRKKp9POi2ddCuT+GXtgGFff8Oc+xQ15x/0s+iosjPoqLIFFFR5HK3mMiVj0BjzkHWqBdgM0a45kI3vQafvINij/vEXt1d1zWWfESueBA232BkjX3Vba3ohbcKz8OB9OqKIkd+ViNjvRoTRr8If5tUneRB+dw144efNNi5x1n2Q1VTQUT+onbZjh0c+L+/2KAXXkZNW5nyiur56mogp1YbiYtzuNrKSPf+93NRfSVdOpn7sGtsOBp3FKndkpAWcRI1NUD8LUZ0Sk6QpRD/kuqWOg1UHJk80Y6LBrFySFO8/1yz5RGgHNLycsITkQAJND0ByiFNz5g7kAAJtDwClENaXk54orMnQDnk7FnxThJoKQQoh3iZCcohXgL0MJxyiIfgGEYCJKBoApRDFJ0+Hp4ESOBMBKxWaHath27VfFfrGIfeB7ZBY6EefxX8Oicgv6SySRlKwoYkblTpQpHS5RXXXr7lxxB/5FlU+LRHaqen3c4Qe+Jd+JfuQFrs7Sjxv8A1F5L/OyKz5iI/eByyoq53i0lMmgWNrRRJCW/Apq0WIcQdp1vLpyINnVKfQoU+Bqmdn3Nf69Bd0NjLkJT4FmwaE47/pkbJMRUmj38WhopUUYXkMVGFJN4VI7WR2bJNjQMHAbNZyBui54tDWCKS8+GjBxI6OzB0qB3aOv5NRiawcLGQPTJU8BGtYKR6IJZyFdSSvCE+evV0YNJEmxxfM6yiuMfBgypkZEoVRBxI9c3BOv9kbDKlwqx25tFXpcElfnGYbuqCxOIYfPmVDqWigIirsIm0fp0qJcPFucaPpRjSpH8TcPEWRYBySItKBw9DAiRwnghQDjlPoLkNCZBAiyJAOaRFpYOHOUcClEPOERhvJ4EWQIByiJdJoBziJUAPwymHeAiOYSRAAoomQDlE0enj4UmABBogILeOWfOL+BCtY4rz5TtqWsdUDZ8M+PnDV6+Bn4+myeUQbWk6IlY/iRJzDJZse8F1WqNvNi4d9CDMljAs2vqa21OM7PMywoMOYM3uB5Bd2NM11zFqDS5M/BTHsoZi66Fb3WKuHv53IVU48P2aT8V1Z/sVaQzs+hE6RK4X988QcaJCSvUIDUjG6H6zkVfcGSt3PuG21qSB98PPkIvFW15BWXltFZKpEx6H3pKG7OFPwRrQvlnevVybBT+UHpbbxhyqKnSdoa8+FNP9E3CFMR6Batk2kUdpKbDvgBrFRU4skrBi8ANCQxxoL9rJGI3N8hjclASajQDlkGZDz41JgASakQDlkGaEz61JgASajQDlkGZDz40bgQDlkEaAyCVI4DwToBxSB3h+YQkenv0BMnMK8PN/Z7tmrvvXsziYfMz5o3FiBJj8sOant+VfUw45z29s9XaUQ5qHO3clARJoXgKUQ5qXP3cnARJoPALqY0nQrloA7baVgLVKXtjWbQCso6+Ardcgt9Yx50sO0RUeRfj651FY0gGbc5+GSrRVkYZOXYrRMXfCajdiRfq7bhAGRzyNAP0xbMp6EsVVtRU6In23oW/Yv5Ft6Y+deXe5YtSowLjYf8Ju12FZ+odua3UL/Apx/stwsPAvOF463jUX5rsbA8LeQK6lN7bn3esWc3HEk/DXn8DGrKdRUtXBNTem60PQlmUja+Rs2EyRjZe4P1nJ6rBjuZBSvi1Jxgrx2VrdWCZMY8BVpk643iRax+iCztt5uBEJKJkA5RAlZ49nJwES8JQA5RBPyTGOBEhAyQQohyg5ezw75RC+AySgPAKUQ6pzVmYux/VCAhl5cT+s3rTLTQ6ZfOPDeOvZO9Elvl29DFMOaZ6XnnJI83DnriRAAs1LgHJI8/Ln7iRAAl4SkFrHbF8N3cqfoD56SF6spnWMddw1sEc2XOGiMeQQm+hGkiXaowQFi2IkhoafQ5eXjPBNLyOvKAGWaQ9Bra2+TwgPMYtuE5qDaJMy+SO3YKkNjdSO5lQJwyd3P0I3z0FlaDfkDr7fFaMuL0TU8vth9wlA5rg5bmv5Jy2Af/IvKEmYipLEqa45w8nNCG8HEGoAACAASURBVN75ESwxA1HQ/x9uMWGbXoE+L0neQ9qrZkQufwCa8gJkjXkFNkOIl4n78/AkURnkm9Jk/FiaCqliiDR0KjXGGNqJtjEJGGuIhVZ8zUECJHD2BCiHnD0r3kkCJNB6CFAOaT255JOQAAmcPQHKIWfPine2PAKUQ1peTngiEvgzApRDqgmZLeXIzS+SP55+/X9ucsjIq2Zh7gdPISq8/jdWKYf82SvWNPOUQ5qGK1clARJo2QQoh7Ts/PB0JEACDRNQFeVBu27RGVvHnImdJ3JIbp4Kvy5S49hxFRwOB+wO8VkIItLQCOmjW6IdUyfb4SfaltQMR9J+tEueg9zSnqicfo/bkaJ/ux0qWyUyJrwLh9bXNRe19G6oK0tl0UMSPmqGrvCIqEIyG1WBHZAzrLYVjLY0Q7SueQJWYySyR9VWKpTiTIeXIODgdyjtNB7F3ae71vI7vgpBe76Euf0IFPb5q9u5Qra+Dd/s3ci/8A6UR/arc657xLlK6p2rMd/RYnsl5pcdEVVCkrCrMs+1dDddsBBCuuAaU2eEaGpZNebeXIsE2gIByiFtIct8RhIggVMJUA7hO0ECJNAWCVAOaYtZbz3PTDmk9eSST9J2CFAOOSXX2/ck1ZND+l9yK0Zc1AfSXEhwAO69bZqoMNJXjqQc0jx/s1AOaR7u3JUESKB5CVAOaV7+3J0ESODcCMitY5Z9B+2OtaJnjE0OPl3rmDOtfK5ySEkJ8MHHGhQVq0StD1GdpHpxuUGks0ukPKJEt5XbZlih1Ti/rty8Cx1z30FuZV9UXnmn25Gilt0HdUURMse+CruvKD9SPaIX3iqWdCD90v+IVjjVfWjEnLYsExGrHofNLxxZo1903a8rTBXSyAtCGukopJHH3fbwO75GSCCfCwlkuJBAbnLNmQ4vFtLID0IamSCkkWvdYoJ3fAxD+iYU9L0Zltghtef6baaQWSqEzPKOkFlOUyrl3NIp320Xz7rWko65pSlYYj6Ococzr0FqH1xu7Ijp/onoqw/1YGWGkAAJnEqAcgjfCRIggbZIgHJIW8w6n5kESIByCN8BJROgHKLk7PHsbZUA5ZBTMn+qHGK3O/DEK59g3IgLMGxQH6zbshsPPvc+fv7fi4iOCEFhWWVbfXea9bkNPlr4aNUwV1hRaa3+MdBmOFGdP19oht25JQmQQFsjoFGrIP0haVm5tdU8uviBfqhU/N201SSUD9LmCBwQ3WEWLQFycgGDqMLh72tF18JV6J/7A6LLDjp56H2AIeOhukSIDdFx8qW8fKBcdB8R/6oNgyguYRa/ln4rCA4SFTRM7hhtNjXm/+LAHzsdsAoXQYqp+V1DiokVnR+vvhxoF+2M2/oH8O0PTilEJf9FfNR8PiVDd/0T6OA8EvJ/2YL4yvdQoB4I9ZUz3e70//0RqEsyUDJ+NuwB1a0mRSWRwPnOdjPFV3/mdr9KtI8JWHi3aJvjj+Ip77jmtFl7YFz3OqwRPVE2/AG3GF3aFvhtfg9V7QbCPLh2f9+938Pn0K8o73EVKrrXtpuRgg07Poc+dQUs/f4PlZ3HudYL/PFm8cx2FF31iXj+avvFi7fzaGUxvixKwrdFKUizlsorSU1iRhtjcUNQIi4zdYSebWO8IOx5qF38g1TNf456DrAFR+p1ajm35ZVOCYuDBEiABNoCAem/d6WqbxVV5+d7fc5/jrYFsnxGEiCBlkzAIH7vq7JJ/717fn7va8ksztfZan6I5Hzt15r3CTLqW/Pj8dlIoFUSoBxySlobqhxyauZvvudlXDVpBC4bfzHKLK3nD+iU9Ib7iG+UaYUcIv3HorUZ5RD+S4SS3hqelQSUT0At/iTOR/yIu6UV/SGB9I0/Nb8bp/yXk0/QJgkcTALe/9Qht2sx2fIw2PIrLjb/gkC7s8VIrqYd1vtdgQ7XTcDA4c6WK+UVwH+/ckCSSqQh/7tUtbhR8335IRcB064UVT+qL/z7IweSUmorgJx6v7SEr/BP7r9LhfAwYPsuB/73de3a8jqnkUPuuV2Fjh2cZzn5+Vok+n6MYuMQaCb/wy2nhuXPQJ2XCsvYJ2AP7SLPqSyF8PtlFhy+ATBPrRVA5Ekhjhh/uFUWR8zT/utaS3NiC3w3/hu22AtRPsS9Ookmcw9817wGW2QvlI+sFUf02/8HXcoKVPa/EVUJtQKItKh+93fQHfwVlb2uRlWPWnHEOM9ZeaRs2v/cnuNcvjDbrfix+DC+LEjCOnOmK7SLPhA3BCfihsAExOiM57Ik720CAjZhS0nyKEfrI6DTSL8Pqpr1hyFaH1U+EQmQQEsnoBff65P+ta3qPH2vT/qhQP6wQkt/K3g+Emj9BHz1aiGGSHII/7ThfGWb/wXVeKSNBtG7l4MESEBRBCiHnJKuU+UQs6UCSakn0K+n85vA0vjrXS/ghqvGY8KogWwr00yvO9vKNBN4bksCJNCsBNhWplnxc3MSIIFTCMz7QYPCHUmYpPoc3ew7RCUJ5085ndAlYo/vcBzT9cShsh5yJZAH73UK1VLMnr0qdPZPhtZhlQWQut6G2WbECUscxo6yY+QIOwoKVXjjbQ10qEAnU6r4SVKxiIip+42cvMpQ0QomAuPG2DFimB01bWVU5kJEGTJr28rU2Ujawz/UiH/cWttWJu+TNegd9TmKQkegbPBf3Z42dPMb8Mndh7xBd6MivJc8py0VrWNWPw6rMQLZo16o937ELJwhX0uf/LFrzu/4WtE65n+idcww0Trmb24xNS1nKoM6IXfoo6654J2idcxJ0Tqm3y2wtLvYLaahljMqawWil8yEQ+ODjIn/Puf3dkt5Fr4VbWN+LTuCMpEjaRhVWkwxxmO6qQsG+Yp+PBwkQAJNToBtZZocMTcgARJogQTYVqYFJoVHIgESaHICbCvT5Ii5QRMSYFuZJoTLpUmgiQhQDjkF7KlySHGpGWOvvQdvPHOHaCvTW7SV2YMHnv0Pfv3iJYQGB1AOaaIX88+WpRzyZ4Q4TwIk0BoJUA5pjVnlM5GAAglUVUKzYy2Kf5iP8OKDMA2KgDbC0OCD3L7jA1TaffDAPVb4+wOvzNGiRHQlea/fP+CjEWVEThlHyuIx++BTolWMA7fdYpNFj1ff0KK94Sie6vF0g3sszZyAuSevd8kh0k2FQirJWLoUY/2+bTBmQfmd6DmpL/yqjy1VP8n993L07fQNSjuMR3Gv6W5xwdvfhyFjGwr6/wOWmIHynK7wCMLXz0ZVYAfkDHui3j5RS++GurIUmePmwO7jrJxiSv0dAQfmoTRe7NHDfQ9tmZBNVgnZxBSN7JHPudYL2fo2fLN3I//CO1Ae2c9tH7/jq4Vs8gXK4kaiqPeN8py0p7S3XbS0yRz/xlm9YBk2M74TQsg88XGkqliOkQScwb5RshBymV9HGNT8aaCzgsmbSKCRCFAOaSSQXIYESEBRBCiHKCpdPCwJkEAjEaAc0kgguUyzEKAc0izYuSkJeEWAckg1vmVr/8D9QvqQfhyxSjQz1+m0iG8fhZ8+fR5rN+/Bq//5Flk5+YiNDseDM6/HRf27y5HpeaJBOsd5J0A55Lwj54YkQAItgADlkBaQBB6BBNowAVVRHrSrf4Z23SKoSgplErnadvC/OAKRgfk4bo6Dxea0Lbr6O/vG3L97DkJig/G3G23y12/9W4O8XBU+vvBv8teHSrrKn3XqKnQypiKrPBKP7XsZvXo6MO1qZ8znX2qhzdmP+xNfQZnViDRLrHw9QFuMaEMG1uUOwzcZM/DPW20IDa0tw+uftAD+yb/A5hcGmyFEjtGWZkFdUYTCvn+HOXaoK5vmLMDy3W/oHf89SrtMRnHXK90yLVX7kKp+FPa6EeYOI+U5n9z9CN08BxVhPZB30b1u90tfRK56FJqybGSNnA2byVlto+ZMJQlTUZJY2wZGmlOXi0ony+8XIkmgEEped60XtvFl6POTkTv4AVSGOnnVDEP6JgTv+FgIK4OEuHKbfFldXiDWeQA232BkjX213rlqLlQKI2aJ+ZhcJWSN5WR13RegndaIa4UQMs3YBR10wujhIAESaBYClEOaBTs3JQESaGYClEOaOQHcngRIoFkIUA5pFuzctJEIUA5pJJBchgTOIwHKIV7CphziJUAPwymHeAiOYSRAAoomQDlE0enj4UlAsQQ0qfuhWfkTtKJaCGxOYcPa+yLYRl6O/dqBSNj3PGJ9juK5A0/iaFknueTE8z0ekcWNDwqew5gro2E0Oh//UJIav/5Yitd73yWLHrN2ibYnwucI0BdhTp9ZKLWa8NCBd3HL362Iqu5eolZpsH/RHxhjfxe7Cvvj3dRZcjuaC4O24Lb493CgYgAsQ2933V8DOnDf1zAeXYGi7tNR1mm8fLmha9L1vL1qaNcsQPcOC9CQuBFwYK6o+rEUxd2vQWmnifJavqKSSIioKFIe1R/5F8ysl9/wdc9CV3QcOUMfQ1VQfPX+34gzLXc7U01gbTsYvWgH855rvYi1T0NbnCZXJ5GqlNQdPlm7ELrtHbnVjdTyRhqSkCKJKTbR7iargXY3uytyMVcIIfNF25hCu7N6i69gfKlfB7lKyDBDjFvbHsW+uDw4CSicAOUQhSeQxycBEvCIAOUQj7AxiARIQOEEKIcoPIFt/PiUQ9r4C8DHVyQByiFepo1yiJcAPQynHOIhOIaRAAkomgDlEEWnj4cnAWUREK1jtFuWi0ohC6A+cVg+u8PHD7aLx6NqzNVwhEe7nidi9ZOiIkc69vd8BpWmWFRWAr2SZsOvLBU5gx9CVWiC27PnHM5C34OPId8agTmZLzvXFnUrZsfeIhXxw56LP0FYnQogvnoN/NPWQbf1E1HtY4io+nGzHOOTu09U7nhDVNPoJqpq3F+Pb/DOj2E4ucmtSkht5Y4ponLH5a6YtJVqBCV9h8TYxW4CSM0N/kk/iyokP6NEVBUpqa4qIlUSkSqKSBVIpEokp46wTa9An5ckVxWRqotII2jXp/BL24DCPjfB3H54vZjohbcKMcOB9EkfCslGLc9HrngIGkseska/KKqghLvFSOtL+1QGd0LukEflOUkkkYQSq387ZI94Rr6WbyvH96WHMa8sBQcqC1xrDPAJwzRTAi43xiNArVfWO8rTkkArJ0A5pJUnmI9HAiTQIAHKIXwxSIAE2iIByiFtMeut55kph7SeXPJJ2g4ByiFe5ppyiJcAPQynHOIhOIaRAAkomgDlEEWnj4cnAUUQUOdnQ7NuoVvrGEdEDKpGXA7b0Ilw+PrVe47IlY9AY85xkxdCt74Fn+w9yL/wTpRH9nWL0RUeQfj62XIVDKkaRs2I/u1fUNmqkDHhXTi0vq7rkhwScGQJtDu/RVn8OBT1uE6e0xUdRfi658U6cWKdJ+udK2Tr2/DN3i1X9ZCqe0jDKKp/BIoqIGUdx6Ko5/WumJTvNWiX/yU6txNVPXr+RcyPcVvPeGQZAveL/cV1aV4aptTfEXBgnjiTWKtH7Vo1gSFb3xH77xL73y72HyBfDtn2LnyzdiJ/wL9QHn1BvTNH/T4L6qoy7OzzJowhJrniSvSSu6CympE5/k3Y9Sa3GG3xCSGCPAOrKQbZI591cqnmWxnYEd9ccBPmliRjmSUNVaKNjDQiNAZcZeyMv/gnoLMuUBHvJQ9JAm2RAOWQtph1PjMJkADlEL4DJEACbZEA5ZC2mPXW88yUQ1pPLvkkbYcA5RAvc005xEuAHoZTDvEQHMNIgAQUTYByiKLTx8OTQIsmoE7aCd3KBdDs3gDYnRJBTesYW48LRRUL0cflNCNq2X1QVxQhc+xrsPsGyXcF7/gQhvQtKOh3CyztLnaL9MnZi9Atb6IitDvyBt/nmqtd51WxTrDruiyHHBJtbfaLyh0JU0XFj6nynKt9il+YEFNeqne6sI0vQ5+fLKqKPCCqi3SV5/3S1ovqHZ+5VSCRru99X4ME7WeIj16Dwt6iqkdcbVUPswU4vHgjJvh8ghPmOOwsdooeiaZD6Go6gHWWqQgZdzmCgkTZk+pRIaqn2Fd8is62DdhvGYCMyvYCoQr9/DYgRJuNLRH3IXZgd7cz796jwqDDDyNEl4OlWZfAbPODWmCfEj1fvu+74E8xdIgzNzVDbc5D1MqHYBPCR2bEeGg0QLk5Ex3zt2CjXxCGxPeSb9WJKiTjDLGYLoSQMeKzho1j6r0vvEACLY0A5ZCWlhGehwRI4HwQoBxyPihzDxIggZZGgHJIS8sIz3MuBCiHnAst3ksCLYMA5RAv80A5xEuAHoZTDvEQHMNIgAQUTYByiKLTx8OTQMsjcA6tY850+JrKFhkT3hYVP5yVRQL3fAnj8VUNVuEwpG8V8sgHcuUMqYJGzYhY8xS0JSflVihSS5SaIckhgfu+hiZpqVyhQ6rUIQ11ZSmilt4Nh86IjEveqndE13rDn4I1oL08L1XtkKp3lEf2E1VN7nDFbH1ei/4xHyAuciMK+s+AJWawPFdVBXz4iRbR5X/gjoR3GsQwN+06bDZPwD9m2ODvD5jNwKefazHW50uMjVjWYMxzB55CXP8OGD/WKXvsO6DGt9+p8VT3JxHnd7xeTIXdBzMFszGj7Bg1whlTVgZ8P7cCj0TObHCP341BmBE9ArdEd8E1ps4IVvu0vHeQJyIBEjgtAcohfDlIgATaIgHKIW0x63xmEiAByiF8B5RMgHKIkrPHs7dVApRDvMw85RAvAXoYTjnEQ3AMIwESUDQByiGKTh8PTwIthkBDrWPsUXGwjr4CtkFjG2wdc6bDxyycIU+nT/7YdZtU6cOUslBU+bhcVPuY4hbud2w1gvZ+IVfnkKp01IywDS9BX5CC3IsfQmVIguu6LIds/wiaYxvqVSJpaO+awKjl90NdXoisMS/DZgiVL+vzDiJs02vy+tI+0rBbgU2PaTGk59uICd3u1gbmRJoKH32qQbg+CxeHbXQuLRUIqVNIZVdhPxwzd8S1V9nQu5cDGzap8dvvanTz3yeqiyQ77z0lZkXWGJTaAvDAPVZZKPn8Kw2SD6swPHQNQvT5butLW1bY9FiSNQmhoQ7MmmmTj/HZFxqstaRjUsd5KAwshEPtrFyisWoQUhCC8uyu2H/8Elw22Y5BF7hXHGkxLyMPQgIkcFoClEP4cpAACbRFApRD2mLW+cwkQAKUQ/gOKJkA5RAlZ49nb6sEKId4mXnKIV4C9DCccoiH4BhGAiSgaAKUQxSdPh6eBJqdwBlbx/Qc6PH5GhI0TKm/IeDA9yjtNB7F3ae7rW06vBgBB38QcxPE3LWuuZCtb8M3ezfyB96J8oi+ruuSHBK06Q2oM+rPRf82EypbBepWLakJjF4i5qzS3DuioolBvqwrOo7wdc+KyiSxokLJ0/K1spPArre1GHnB6wg37kHewFmoiOgtz9XIIbLcIQ0hejjErxvqslMjh8z7QYO9+6Qbq50Q5y8bbORy419sSOjicMohKSp53dOtL20fFOjAtJlF+KooBZ9mpKDUVOo8ll2FdumxSDycgLgTHaGxq138evUUMVc7hRIOEiAB5RCgHKKcXPGkJEACjUeAckjjseRKJEACyiFAOUQ5ueJJ6xOgHMK3ggSUR4ByiJc5oxziJUAPwymHeAiOYSRAAoomQDlE0enj4UmgeQhUVkC7dQW0qxdAfeKw8wx+/qgaMhHWEVPgCI/26lySfCFJGA6NHhkT33Ot5XdcVAfZI6qDtB+Gwj5/c9tDEkMkQaQ48QqUJlzmmgve8TEM6ZvqVQeR5ZC1s6HOrV9VJHL5A9CUF7hVB5EXFIZFzKJbZSkjo05FE405F5ErH4bNNxhZY1+Vb83bpcKhrzUYN+RFBGkPIXfw/agM7SbPWYVT8eHHWmRk1hFC6kgfNYcP8Hfgn7faYDIBR4+p8On/NC45pKZyyKlCSUCAA/fNsslCyN79asz7Xu0SQ+q4KM5zaKw40uEIcgYewkGfTJerElgUhITDXdAlORF+5X4NSisDB9gx5TJWDvHqRWcwCTQDAcohzQCdW5IACTQ7AcohzZ4CHoAESKAZCFAOaQbo3LLRCFAOaTSUXIgEzhsByiFeoqYc4iVAD8Mph3gIjmEkQAKKJkA5RNHp4+FJ4LwSkFvHrJwP3YbfAHOJvHdN6xjr4EtEfxWfRjmPurIEUUvvgV1vQub4N11r+mZsQ8j291EeNUBu01J3BO35HH7H16Co1w0o6zDaNRW472sYj65AUY/rURY/tnYtIYcEL38MquJ0udqHVPWjZkSseQrakpPIHv4krAFxruvqimJELbsXdp0RmZe85bquqipD9O+zhMziK2SWd+XrJ5arcUK0gZk44lmYkIqcoY+iKqiTK8ZsBn5eqMahZGc1DrsQRiShQyO+tAuLo0OcA1dMtctVPWrGH9tV+HWRBlbJyahjetR0owkR7WH+7zo7wsTnmrF7jwqr1qhRWKSCr94Bm0OF4wFZONQ5SYghqajUVcm3mlQ6TDXFo196Ag7+JOQeqZJJ9SIixK1Cib/JgZtvssvtaDhIgASURYByiLLyxdOSAAk0DgHKIY3DkauQAAkoiwDlEGXli6d1J0A5hG8ECSiPAOUQL3NGOcRLgB6GUw7xEBzDSIAEFE2Acoii08fDk8B5IVCvdYxaDVufIagafTnsif0a/QwaSx4iVzzkVolD2sQndz9CN89BhajAkScqcdQdwTs+EBVCtqKg/wxYYga7pvyT5sM/+VeUJExFSeJU13WpckjI4ruB8iJkimofdlH1o2aEbXwZ+vxkUe3jAVHto6vruqY0C5GrH4PNLxxZo1902z964QxZoEif9JFseSTP1SBHyByXjXkcvta0eqKJp9AqKoGcXBXUYjORBtiEVOLr64Ao5oLISOe1hka21Yx5ZSmYV3IYh61F8i3SeYf4RmGaKQGT/TrAoNbK15OSVfhjhwoFhWohqjggLSm1pdGIwiVx7R0YPtQOf39Pn4BxJEACzUmAckhz0ufeJEACzUWAckhzkee+JEACzUmAckhz0ufe3hKgHOItQcaTwPknQDnES+aUQ7wE6GE45RAPwTGMBEhA0QQohyg6fTw8CTQdAal1zKbfoRWVQtSZx537VLeOsY2+AvaQiCbbW1uWiYhVj8NsjcS6zJdc+wTojmBw5LMoruyATdlPu+1/QdgchPruwfbce5Bb3sc118G0BF2DvsWxkktwqOh613W1EDjGxMwQkoUVy9Lehx21VU/6h76JcMMu7Mi9Cznl/evsnyr2f07s31Hs/5Tb/mOiZ0KrMWPFyXdgdZhgzlDBagEuH/cgdJXZyB75PKymqCZj1tDCVQ47lpiPy1LIKvNJ2KrLjbTXmnCtqQumi49Y8WsOEiCBtkOAckjbyTWflARIoJYA5RC+DSRAAm2RAOWQtpj11vPMlENaTy75JG2HAOUQL3NNOcRLgB6GUw7xEBzDSIAEFE2Acoii08fDk0CjE1DlZEC75pcmbx1zpoPrio4jfN2zKCptj6Xbn3PdajRk4dKBD6GsPByLt7zqtsSY/s8ixD8VK3Y8jvySLq65jlFrcGHipziaOQzbkma4rqtVVbhq+K1yRYwf1v7Xba2BXT9Eh8gN2HpoBo5lDXPNRQbtwfA+ryO7oAfW7HnQLWbSwPvhZ8gV53pZnE+U8KgeV46/B5qKAmSNeQU2Q0ij56uhBfdW5GGuEEJ+Kk1FgV2UFBHDV6UR1UE6Ypp/Fwz1jXZrE3NeDsVNSIAEWgQByiEtIg08BAmQwHkmQDnkPAPndiRAAi2CAOWQFpEGHsJDApRDPATHMBJoRgKUQ7yETznES4AehlMO8RAcw0iABBRNgHKIotPHw5NAoxHQ7NsKzeoF0O7Z7FyziVvHnOng+oLDCNvwIvKLOyOj32NQ+wiDQwyNrRSJSbNg1xhxKPFttyU6H34U+sosHO70PCp9ol1z/iV/IDbtPZSY+iOt/R2u6wZHMToevAc2bQCSEt5wWysy8xuEFCxDVuR05Idc4poLKN6KdiffR0nAhUhr9y+3mPgjz8C3/DiOdHwC5YaOrrmuh2dBXVmKzPFvwK5vul4skgTyo5BB5pYmY19lvmv/C3zC5Qohl5s6waTSNdr7woVIgASUSYByiDLzxlOTAAl4R4ByiHf8GE0CJKBMApRDlJk3ntpJgHII3wQSUB4ByiFe5oxyiJcAPQynHOIhOIaRAAkomgDlEEWnj4cnAe8INGPrmDMdXH3sIKL2vobc4u6ovP6+2ltFmY+YRaLah7iSMfljtyWilt0LdUUxMse+BrtvkGtOn3cQYZteQ2VIV+Re/IDrurEiC4HLHoPVGIXsUc+7reWftAD+yb+gJHEqShKmuub8jq1G0N4vYI4bjsLeN7nFSHtIe+VddC8qwnq45qKXzITKWoGMCe/CofX1Ll+nREttYlaa0zCvNAVLLSdQKdrISCNSY8A11W1jOusCG3VPLkYCJKBsApRDlJ0/np4ESMAzApRDPOPGKBIgAWUToByi7Py19dNTDmnrbwCfX4kEKId4mTXKIV4C9DCccoiH4BhGAiSgaAKUQxSdPh6eBDwi0GDrmPadYR15OawDxwB6H4/WPV1QZRWQk6OCTg9UVQm1Q/zf1wBUWITIECUqgqjdI63bdyMu423kWnqj8ppZbpPRvwnZwibJFu8I2UIsUj2iF86QW6WkT/yPWLC2QkZNi5qqgPbIGf6U635T6REErJ6NqqB45Ax9zG0PY+pSBB6Yi7L4sSjqcX1tzOHFCDj4A0o7TUBx92vdYkL++Dd8M3cgf8C/UB59gWsuRpxLGumnyCzeAD5cVSQqhKTge/GRZRMQxdCr1LjErz2mGbtglF8sNGwc4w1ixpJAqyVAOaTVppYPRgIkcAYClEP4epAACbRFApRD2mLWW88zUw5pPbnkk7QdApRDvMw15RAvAXoYTjnEQ3AMIwESUDQByiGKTh8PTwLnRKA5WsfsO6DGj/PVW/9q+wAAIABJREFUQgoRTohU8kMyOJxdYqASvw4KdGDatXbExlRfFNctK/5AZ8t/kGu/EJVT/un2jJHLH4CmvABZY16GzRDqXEdU5pAqdECtQ/qlQg6pMzTmXESufFi+V4qpGf4F++C/4Q1UhPdC3qC73WL80tYjaNdnMMcOQWHfm11zkhhiEoJIcdcrUdplsltM0O7/wu/EOrmiiFRZRB52K2IWi/OrNEif9ME55erUm0sdVVggt41JwR8VOa7pXvpQuW3MlaJtTLC6caUerw7MYBIggRZJgHJIi0wLD0UCJNDEBCiHNDFgLk8CJNAiCVAOaZFp4aHOkgDlkLMExdtIoAURoBziZTIoh3gJ0MNwyiEegmMYCZCAoglQDlF0+nh4EqhHQBIwsrIBnVZIFhUq+NjNMO1ahuBt86HOPC7f7/APgnXYJNiGTYY9JOKcKNpE55KsTFH5Q3gI5nKVqPrhgEarglQdJCLMAb2oDlIzMjKADz7RQopROQuGyELIqcMgCoDcfacVhuquKyU/bUJX/cfI1w9B+fhaOUOKi1jzNLQlacgWVUCsohqINNTlhYhafj/sPoHIHPe62/Iqq1mII3fJVUakaiM1IyBrC0zbPoQlZhAK+t/mFiNVAJEqgZRH9kP+hXe45gL3fAHj8dUo6vV/KOswyi0mQFQaMYmKI8XdrkVp5wny3On2PlvgEq8N5RmYV5KChZZjsAjZRBohGl9caYzH9aYEdNeHnO1yvI8ESIAEQDmELwEJkEBbJEA5pC1mnc9MAiRAOYTvgJIJUA5RcvZ49rZKgHKIl5mnHOIlQA/DKYd4CI5hJEACiiZAOUTR6ePhScBFIClZhcVLNMjPd0oYwdZ0jCz9HheWL4GvwyzfZ23XGfbRonXMoLHCHtGjtBTYf0iNgkLR7qVShcICoLjUIYp7qNA+1oFhQxwICqqt6JEtpJMvvtGgsFDlFD2kD/GXml9rhZBy2SQbBvRzxqxZp8ayFWrnfN2qIQ0IIjf+xYaELs64gs/XoGfo5ygMGgnz0Bvdshy28WXo85ORO/hBVIYmynPakpNCGhGyiCka2SOfq/dWuFrOTPrIZacEnlgJ4+6vUBY3CkW9/88tRp93EGGbXpPXl/apGcE7PoAhfSsK+t0KS7uL3GL8k3+Bf9IClCRchpLEK+Q5dUURopbdJ6SVACGtzDnrtzXdWoZvS5PxnagSctwqkiSG1CZGahczXbSNkdrH6EQbGQ4SIAESOFcClEPOlRjvJwESaA0EKIe0hizyGUiABM6VAOWQcyXG+1sSAcohLSkbPAsJnB0ByiFnx+m0d1EO8RKgh+GUQzwExzASIAFFE6Acouj08fAkIBNIOazCF19rYLc70K1iK4aaf0L38k2yuGETWsFu3xFYZ7wauu498NcbbHJMZhbw+VdalJTUQjy1qoevqORx801WREUKeURUBnnrXQ2KioU6UkfuqHE+6qbi5pts6NjBgT17VfjuR42znYwYskgift1Q9ZA7b7chXFQekUbue8vRp8M3KIkdi5K+17tlOWTr2/DN3i1X9JAqe0hDn5+CsI0voTK4M3KHPFLvrYj+fRZUVWXIuOQtOHRGeT44dREMB36U28NIbWLqDl3RcYSve1ZUJokVFUqedk2FbnkTPjl7kTdwFioiervFGI8uR+C+b0RFkdGissgN8tzpWto09NpKVUEWi+ogc0WVkPWiWkiNkpOgC8Q00TZG+gjTiBIrHCRAAiTgBQHKIV7AYygJkIBiCVAOUWzqeHASIAEvCFAO8QIeQ5udAOWQZk8BD0AC50yAcsg5I3MPoBziJUAPwymHeAiOYSRAAoomQDlE0enj4UlAJvDT3AqY/liMiUELEGhw2h6VKl+k6RJxQtcNFWo//Jx+BXQ64PGHrbKc8dFnGhw/rsKk6F9FFQpnuxK5FEj1yCkPx8b8oejV04FpV9twIk2Fjz7VIEBTiFGRqxokf7C4G5JKu4mKI3ZcMs4ut5r57/800BUeQe/A3bUxdfZZnzsM7RJDcc1VTmmlokiFsi8WoVf8D6I9yyTRpuUqt72Cdn0Kv7QNKOh7MyyxQ+Q5HyGLhApppDyiD/IH3lXvbJErH5ZFjazRL8HmFybPhyR9D9/k31DcXbSB6eRsA1MzNJY8RK54CDZDKLLGvOy6Hr5+tvwsOUMeRVVwJ7cYw8mNCN75iWhTM1i0qZkhz2lLMxCx+onTVjSR7vmjIke0jUnGz+ajKLZXynEBaj2m+nXENP8EXOAT3iBrXiQBEiABTwhQDvGEGmNIgASUToByiNIzyPOTAAl4QoByiCfUGNNSCFAOaSmZ4DlI4OwJUA45e1YN3kk5xEuAHoZTDvEQHMNIgAQUTYByiKLTx8O3cQLqrBPQrloA+9ql0NvMMA2OhDZMlPtoYNy+/QPojT548F6nCPLCy1pYKoBPLvhbg/cfKYvH7INPITTUgVkzbXKFkVff0KKL8RAe7vZigzFLsi7Fd2nTcdlkOwZdYJfvkQSRotWL0LfixwZjNgXdhfZD+riqiRSlCHPk95/RvYNo0ZJ4uWjTMsUtLnD/tzAeWYaiHtejLF60xxHDkL4JwTs+Fq1ehJjRzylm1B3ha5+DrvgYcoY9iarAOHkqdN/n8Dm6BoW9b4I5brjb/SqrBdFL7oRD64eMCW+75iJWPQ5tWSayRz0PqzHKLcYnaxdCt73jJqjoio6JCiTPiT07iL2fcN2fa7Pgu7LDokpIMpKriuTrki8z1Dca0/274FJDBxjUokcPBwmQAAk0MgHKIY0MlMuRAAkoggDlEEWkiYckARJoZAKUQxoZKJc7rwQoh5xX3NyMBBqFAOUQLzFSDvESoIfhlEM8BMcwEiABRROgHKLo9PHwbZGA6Mui2bMJ2pXzoTm4XSbgUGuwUz8CiRdZ0M4/A2tyR6CwMkQ2DsZHLIFBY8GDe+Zg1KRA9OvjbFgiVQ7JOWnBu/1vR5VNh8XZk+XrfuoyjItciuzyCDy67xWMG2PHiGFO0WPRb2qUJ+3EHZ3fRoYlGlsLLpKvt/c7jv5B27FOVAFZZJmBGX+3wtenNjkB++fBdOR3VIT3Eq1fnBU3fDN3CGHjhFsFEOl65kY1TLvmIbF9w1U9/JN/hn/Sz0IamSrkkanyWsajK0RLl6/dWrrUfTVCN70On7wDyB18HypDu8tTYTv+A336H8gf8C+UR19Q702KWeiUTNInf+yai1p2L9QVxcgcNwd2nwC3GH1+smht87J4vi6itc3D8py+QLS72SC1u+mCjIsfxFLLCVkIWWU5CWt145g4rUluGTPdlIAYrbPlDQcJkAAJNBUByiFNRZbrkgAJtGQClENacnZ4NhIggaYiQDmkqchy3fNBgHLI+aDMPUigcQlQDvGSJ+UQLwF6GE45xENwDCMBElA0Acohik4fD9+GCKjKzdCs/w26NQugyk6Xn9zhHwTrsEmwjpyKg1lh6L7/KUTp0vDy0edQrImFSg3cGf4YIvXp2NH5aUR2i3URy8wCfp2Xjyc7PYi8ylAhj7wuz5m0JXir750osxrxtc87mDTB7qrqIc1nrV2P/sWfYUfZEHxfcKs4BNDD7w/cEPouTmj6wzpmJnz07okJ2vWZaAWz3q1KhyRzSFJHUY/rRAWQca6Ao7+oEZnxFTq3W46iXjfIwkfdYdu9DO1PfIuj6gtFS5YxMJuBPoZN6Ktfg5MRl0E18Ip6b4VuzfsIL9mG7dorkKVKhMCCC23zEGo/itQe98M3vptbTE6uCt023wUflOHz3HtQZRf9eMS4JeIV+fPmvp+gfaxTsqkZ2tJ00ULmSdG2JhwFfW6SL+uKTiDwwFwcCGiHYR27I99WLl+XqoJM9usgCyEX+0bV7eZT7+y8QAIkQAKNSYBySGPS5FokQAJKIUA5RCmZ4jlJgAQakwDlkMakybXONwHKIeebOPcjAe8JUA7xkiHlEC8BehhOOcRDcAwjARJQNAHKIYpOHw/fBgjUtI7RbFwKVYUwIcSwd+yKqtFXwtZftEPR1ZoYkSsfgcacg6xRL8BmjJDvlapZSFUtcgc/IKpmdHUjVpVxFB22P488dRwW+T6NiHAHQoIdGLizftWMmkDT4SUIOPidLHRIYoc09HkHEbbpNVSGJCD34ofqZSVk27vwzdqJ/AtmojyqvzxfWwFkitw+pmbsFxVNutg/RceotSjs8zeY2w9zza0XVUVKtm/AzR1rq3nU3Wxu2nWoTLwEY0c7K52IIiv4/kcN+pd+hhFhaxp8W2YnPY0hk+PQNdEZcyJNhf99ocGzXR9AmE9OvZhKIYrcufsj/GW6DQldnIKIXYSuW1aE66rua3CPX/1DMCWuBwb6RAghpAumGuNhVDuFEw4SIAESOJ8EKIecT9rciwRIoKUQoBzSUjLBc5AACZxPApRDzidt7tXYBCiHNDZRrkcCTU+AcoiXjCmHeAnQw3DKIR6CYxgJkICiCVAOUXT6ePjWSqCB1jHQaGAVMoh13LWwd0hs8Mmjlt0n2p4UIXPsa7D7Bsn31IoZtwsxY4BbnE/OXoRueRMVotVKnmi5UjOil9wJldWCjPFvwqE3ucUEHPoJppSFstBRkjBFntOK9jARa5+B1b8dskc8U+9sYRtfEoJKihBUHhSCivPsxiPLEbj/G5R1HIOinn9xxWx/VYO+Ye+jfcRmFPS7DZZ2g+S53DwV3v63BgnGQ7ii3Y8NPv9vmZdiT3E/zPibDXFxDvyxXYUFv2owKmw5BoZsaTDmoyP/gBkheOg+q+zZfP6VBskpKvytw6eI8BXlVU4ZZTYT3jt8J2LbOXDbLTZ5Vtpj565KzOzxIiwGM8p9KkRLH6c4orZpsM+SgFWHb8DdV5kQ19694khrfYX5XCRAAi2TAOWQlpkXnooESKBpCVAOaVq+XJ0ESKBlEqAc0jLzwlOdHQHKIWfHiXeRQEsiQDnEy2xQDvESoIfhlEM8BMcwEiABRROgHKLo9PHwrY2AuQRaUSHErXVMQAisIy6T28c4AkPP+MQuqeOSt+DQGeV7a1u63Ahz3Ei3eMPJzQje+RHKoy9A/oB/ueYiVzwEjSUPWSNnw2aKdIsJ2vM5/I6vkYUOSeyQhsaSj8gVD8LuE4jMcc72NHVHxOonoC3NQPbwp2ENcLa2MZzcKPb+BJaYQSjof5t8zSEqcGx8VIMh3d9CTJh7pZE9e1X4TlQBkdQK2btQSQHVn0/Zb9wYO0YMs+OXX9XYul00kRH3OcT9ZwjBrTfb5FYxr8zRorTUuaBUeUQaKinwlOHrAzz6kBWplcW4a2kqDsUnw+xX5uRhUyPuRAckHk5Eu3TR3kfaXIyBA+yYcpmzQgkHCZAACTQHAcohzUGde5IACTQ3AcohzZ0B7k8CJNAcBCiHNAd17tlYBCiHNBZJrkMC548A5RAvWVMO8RKgh+GUQzwExzASIAFFE6Acouj08fCthIDcOmbZ99BsWQ5Vpag6IYardcwAIXRotWf1pDGL/iGMBhvSL/2PKFnhbFsScGAuTKlLUdztapR2vtRtHePRFQjc97Vo3TJCtHD5q2sufN1z0BUdQ87QR1EV1MktJnj7+zBkbBNCxwwhdgyW51TWCkQvmSm7GhmT67d8iVp2r6hoUiwqmrwqKpoEyzE+WbsQuu0dVIT1RN5F98jXLLkq7BCVQ0b2fxXh/vuQN+huVIT3kuekyiHvvKeRW7hIsoZTEhF/bcDcuG2GDbExtZVDZMej5tYGhBK9QPXYw1Z5qd+XqbF2vRBKqoWQBrwQVGmrYBuRiuQuh7ClPNvFJywvDAlCCOl8uDN8qoQ9csqgHHJWrzFvIgESaEIClEOaEC6XJgESaLEEKIe02NTwYCRAAk1IgHJIE8Ll0k1OgHJIkyPmBiTQ6AQoh3iJlHKIlwA9DKcc4iE4hpEACSiaAOUQRaePh1cyAbsNmr1boF05H5qD251PotXBeuFoWEddftrWMad9ZFF2I2aRswJHeh1Bw5T8KwKS5qO000QUd7/GLdw/+Rf4Jy2QpRFJHqkZoZvnwCd3P/IGzkJFRG+3mNBNr8Mn70C9ueiFM2SfImPCv+HQuosRNXPpE4W0onFKK/qCwwjb8CKqAjsgZ9gT8rWCgyoc+EyDcYNnI0if7NaGRprfsFGN35aqnRU9qsuAnOqGjBxhx9hRzuoc0n0/LdBgx65axUMWS+o4JZJ3M/0aO7omOmNsolPMwsXOiiNShRJpK+lD6CLIiMoQQkgSjnU8gkqNVb4/VOOL/tmdYVrfFaGFIa6znSqVaMQCN98kqpOwrcxpX2FOkAAJND0ByiFNz5g7kAAJtDwClENaXk54IhIggaYnQDmk6Rlzh6YjQDmk6dhyZRJoKgKUQ7wkSznES4AehlMO8RAcw0iABBRNgHKIotPHwyuRgGgdo1u7EJo1v0Cd76w64ahpHTNiChz+QR49lcpqEdU77oRD44OMif92rWE8tgqBe78ULWWGo7D3TW5rB+7/FsYjy4Q0cq2QRya45lzVQfqJ6iDtnNVBakb4umdFVZHjoqrIY6KqSLzretSy+0R1kCJkjXkFNkOI67rKWi7OdYc4l06cS8gh1UNblomIVY/D5heOrNEvylcz1qlx5Bc1Jg57Gib10Xp7yPdkAimH1bBYHPDzUyEk2AGr8DSKS1SIE21h4uKqe8HUOXNyigon0lSwCvFDmtWID7VaxAapERtnRVho/ZiSErGmaC+TZS/DElUK5lelIM0hLoqhFWbKGEMspvsnYJz4rHaosWyFGtuEUGKtEoKJVN1EskmqLZRw0Q1o0kQb4jvW38ejZDOIBEiABDwkQDnEQ3AMIwESUDQByiGKTh8PTwIk4CEByiEegmNYiyBAOaRFpIGHIIFzIkA55Jxw1b+ZcoiXAD0MpxziITiGkQAJKJoA5RBFp4+HVxAB1clU6FYt8Lp1zOkeWRIzJEHDrvdH5vg3XLcZ0rcgeMeHKI8agPwLbncLD975CQwnN4qWMjeJ1jLDXXOBe76A8fhqFPW8HmUdx7rFRK54CBpLHrJGvQCbMcI1F7H6SWhL05E9/ElYA+Jc16V7pRi7b5BoK/Oa67rUZkZqN+PQ+olqI2/L11MXqJG5QY3LRj0KX7tYa8QzsPq3a5Is++o18PPRIL+kst76FaI1z+KyY5hbloJ1lnQ4a4oAXXVBmG7qgqtNnRGmMTTJubgoCZAACTQlAcohTUmXa5MACbRUApRDWmpmeC4SIIGmJEA5pCnpcu2mJkA5pKkJc30SaHwClEO8ZEo5xEuAHoZTDvEQHMNIgAQUTYByiKLTx8O3dAJS65gd64QUMh/qlL3O03rTOuYMz6sx5yBy5SOo0oUipcsrrjuNZfsQd3wOzH5dcazDg24rtD/+Fkxlu5HWbiZKAga45sJzfkRY7kLkhF2O3PCpbjFdD82E2l6OQwlvwa41ueY6HHsRfuYUHIt7AGZjN9d13/JjiD/yLCp8YpHa6ZnatURVje4HZ8hfH+j2sSi1ocIx0c6l9LgKl4+5DzqrEFBERRGpskhTjIbkkJ2VuZhbkowFZUdQZHdKI4FqPaYa44UUkoD+PmFNcRSuSQIkQALnjQDlkPOGmhuRAAm0IAKUQ1pQMngUEiCB80aAcsh5Q82NmoAA5ZAmgMolSaCJCVAO8RIw5RAvAXoYTjnEQ3AMIwESUDQByiGKTh8P31IJNFHrmDM9rrbkJCLWPIUScwyWbHvBdWuQ6SjGDXgaRWWxWPrH825LjO73HEIDDmPVrkeQW9TVNZfYbjH6dJ6LlLTx2Jl6Q50YB64Z8Xe5W8oPaz8T11WuuSE93kJM2A5s3DcTJ/MGuq5HBO3DiD6vIqewK1bvfsRt/yuG/AtarQU/b3gXldZa0eTKsXdBU1UsVxqRKo40xaiRQ1IKi/FdaQrmio9DVYXyVlJHmGGGGEw3dsGlxg7wUUmNaDhIgARIQPkEKIcoP4d8AhIggXMnQDnk3JkxggRIQPkEKIcoP4dt+Qkoh7Tl7PPZlUqAcoiXmaMc4iVAD8Mph3gIjmEkQAKKJkA5RNHp4+FbGIEGW8d06YWqUVfA1neoqBqibbIT64qOInzd8ygo6YjNeU9BXb2VQZON4dEPodwWgjUZr7vtPzTyERh1mdiQ9RxKq2JdczF+a9Er5FNkmC/GnvzbXNf16mKMipkFq92IFenvuq3VK/gTxBjXYX/BTUgrG+WaizRsRd/Q95BtGYCdeXe6xQyPegAGbS7WZbwEsy3SNTe+4+1QWS3IuOQtOHTGRmdmddixpipdrhLyW8lxWCFsFzE66vwxTQgh0/wTEK3xa/R9uSAJkAAJNDcByiHNnQHuTwIk0BwEKIc0B3XuSQIk0NwEKIc0dwa4vzcEKId4Q4+xJNA8BCiHeMmdcoiXAD0MpxziITiGkQAJKJoA5RBFp4+HbwkEztA6pmrc1XC063ReTqnLTkL41ldEBZBEVFz3IFRS+QsxVFYzopfcBYdGj4yJ77mdJWrpPVBXltSr0OGbtRMh295FRURv5A2c5YrRlmYgYvUTsBkjkDWqtjqJdEPAgbkwpS5FcberUdr5UleM3/HVCNrzBcxxw1HY+ya3/cPXPQdd0THkDH0UVUG1nGIW/QNw2JB+6X9EGQ9do/FLEpVBvilNxo+lqci1WeR1/YRFc5lfR9E2pgsG+0Y12l5ciARIgARaIgHKIS0xKzwTCZBAUxOgHNLUhLk+CZBASyRAOaQlZoVnOlsClEPOlhTvI4GWQ4ByiJe5oBziJUAPwymHeAiOYSRAAoomQDlE0enj4ZuRgKqkENoNv0Gz5heo87Plk9hDImAbMQXWIRPh8G+adiine2T7/j2IPfIWcsp6o2pardAh3R+9cIbcACZ9opAtNLWyxemu6/OTEbbxZVQKYSNXiBs1Q1+QgrANLwmRI14IHY+5HcWUshABh35CaaeJKO5+jWvudNelG0I3z4FP7n5ZQJFEFHmIqh4xi5zVStInf+x1hovtlZhfdgTfliRhV2Wea72LDVH4W2hXjFbHwtiIAorXB+YCJEACJNCEBCiHNCFcLk0CJNBiCVAOabGp4cFIgASakADlkCaEy6WbnADlkCZHzA1IoNEJUA7xEinlEC8BehhOOcRDcAwjARJQNAHKIYpOHw/fDATk1jHLfoB220rAWiWfwF7TOqb/MFHpQtMMpwIqNmxHfMF7yK3sj8orZ7qdoaEKIWeqKKItTRcVQp6E1RiJ7FGzXWv5Zu0SFUXeQUV4L+QNutttD7/jq0SFkC/rVQgJ2D8PpiO/16soIgUH7/gAhvStKOg3A5Z2g+X1pHYy0UvubLDSydmCtYs2MWstom1MaQqWmI+jXFQhkUaMxohrTJ1xnSkBXY1B8PPRIL+k8myX5X0kQAIkoHgClEMUn0I+AAmQgAcEKId4AI0hJEACiidAOUTxKWzTD0A5pE2nnw+vUAKUQ7xMHOUQLwF6GE45xENwDCMBElA0Acohik4fD3++CFit0OxaD92q+VCn7JV3deh9YBs0FlWjLm+S1jGpR1U4fkKFinIhTIgWMSrxP7sDMBocSEy0IyLc/eHNizehi/1j5KkHo+LSGW6TEaseh7YsE9kjnoHVv508pzHnIHLlI7D5BiNr7Ktu96vLCxG1/H7Y9SZkjn/TNWdI24DgXZ/CEnMRCvrf6hYjSR6S7FEeNQD5F9zumgva9Rn80taLljI3CnFkpFtMoJBJjEIqKep5Pco6jpXn1BXFiFp2b729zybVx6pKMLcsBd+VpCDdViaH+Ko0mOAXJ7eNGW6IgVquoSKu6zWUQ84GKu8hARJoVQQoh7SqdPJhSIAEzpIA5ZCzBMXbSIAEWhUByiGtKp1t7mEoh7S5lPOBWwEByiFeJpFyiJcAPQynHOIhOIaRAAkomgDlEEWnj4dvYgJy6xjRNka75leoivPl3Wpax1QNnwz4+TfJCX5drMaWLcIIEcPhdBmgEmJItdcAjZi68gob+vSSLjpH8dy16Gb6H/KNw1E+6ia3c4VteAH6glTkDn4QlaGJ8pyu8CjC1z+PqoD2yBn+lPtzOByitcutov4GkFGntYvxyFIE7p8rRI4xQuj4i1uM1B5GahNTGdIVuRc/4JoL2fYufLN2ysKIJI7UHf6iDY2/aEdTkjAVJYlT5SmNJQ+RKx5qUFppCLbFbsUv5iNylZBN5VmuW/rpQzHdPxFXGOMRoNbXC6Uc0iSvLhclARJo4QQoh7TwBPF4JEACTUKAckiTYOWiJEACLZwA5ZAWniAe74wEKIfwBSEB5RGgHOJlziiHeAnQw3DKIR6CYxgJkICiCVAOUXT6eHgvCVhFt5GDB1XIyJREDAeEEyGPwIJD6H5iASKPrBBtTrxvHZOdA+zdpxb7qFBSKgQTsa/RCISFAt2729GpY63kcShJha++1chihvQXlSSH1BFDah5ZEkTuu9sKk8l5peCTFegZ9TUKw8fCPOh6NzIhW9+Gb/Zu5F94B8oj+8lzPjl7EbrlTSGLdBPSyP31SEYvmSmevQIZE96GQ+snz/snLYB/8i9C5pgiZI7L3WJ0RUI2Wfc8rAGxyB7+tGsubONL0OenyHtIe9UdptTfEXBgnlw1RKoeIg1taYZoafNEvZY2px5wixBBvhVCyK9lR1DmsMrT4RoDrjJ2wnX+CUjUBdV7proXKIecEQ8nSYAEWikByiGtNLF8LBIggTMSoBzCF4QESKAtEqAc0haz3nqemXJI68kln6TtEKAc4mWuKYd4CdDDcMohHoJjGAmQgKIJUA5RdPp4eC8IlFcAn3+lQZpo3SK5F1ohGPQpX4Xh5h8QV3VQXrlS5YPyAWOhu9TZOkaSR1auUWPzVjUqRLzdLipdaIRUYhNNX4TEERICXDLOhq6JtbLH7j0q/LhAA5u4Vx7Vokd1QRD50qCBdlx2qfOG35epsW5DddUQ8bXshtRIIqc8741/sSHsT3hvAAAgAElEQVShi9hfhBa8txi94n9ASfylKOlxtdudwTs/geHkRhT2+RvM7YfJc4aTWxC888N6bWBqAiOXPwBNeQGyRr8Im5+zh03g3q9gPLYSRT2uQ1n8OLc9NOZc0abm4XoVPyJWPymEj3QhjDwlxJH2bjFSuxmp7Yyl3WAU9HO2wtEVHROSyXMNVjTJsJnxnRBC5omPI1XFzvtFz52xhljRNiYBY/1ioakpr3IKq1O/pBzyJ4A4TQIk0CoJUA5plWnlQ5EACfwJAcohfEVIgATaIgHKIW0x663nmSmHtJ5c8knaDgHKIV7mmnKIlwA9DKcc4iE4hpEACSiaAOUQRaePh/eCwELRumWTkDxM1kIMsSzAxeZfEGDPk1fM10Rio2EqNhqnIKSdCf+8VZT6EGPxUjU2SOJGdTUPSQg5taiHdO2G62xITHDAbAFefV0LqUKJfO9pJA9p7eum2dGjmx2HU1X435fOyiEugeQ0lUMeuM8KPwNgFt1Uqn78Gd3jfpYrekiVPeqOwP3fwHhkOYq7XYvSzhPkKUnykGQPc9wIFPb+az2S4Wufga74BHKGPo6qoI7yfPCOD2FI3yJEjluE0HGxW4zKakH0kjvh0OiRMfE911zUsvugrihC5thXYfcNdouR2s1IbWcqInojb+AseU6qMiJVG6kM6oTcoY+iUpgvS8zH5CohaywnUePYdNcHY5qxC64xdUaIxvec3wTKIeeMjAEkQAKtgADlkFaQRD4CCZDAOROgHHLOyBhAAiTQCghQDmkFSWzDj0A5pA0nn4+uWAKUQ7xMHeUQLwF6GE45xENwDCMBElA0Acohik4fD+8FgQVvpyDhyHxcFLoROqNTw8jTxOC4XrRZ0cSiyqHDoswpstTx+ENWaHXAK3O0KC0DLov6GRpVtaZQpwRIliUSmwsuRq+eDky72obkFBW++FqDQE0BRkasrmN71B58f1FPpJQlYNgQu6g64lzzVyGu5Ow7gt5Be2rtkzqCyPq8ERg9KRB9ejsrlOTtUcNn/Twktv/NTQCp2cV48GcEHv4Z2e0m42jYlRDFNhCX8wsi0xagWFQaKT2l0ogUF7bpNejzDiLvontQEdZTXkpqQyO1o8m78E5URPatRz9mobP6x9b+HzulFTMwcKfzWrokjAhxpO7Q5ycLEeRllwgizfnk7kfo5jnIC+6M+7uOxnzRNqbQLsq0iBGk9sEVxnhRJaQL+viEeZF9gHKIV/gYTAIkoFAClEMUmjgemwRIwCsClEO8wsdgEiABhRKgHKLQxPHYMgHKIXwRSEB5BCiHeJkzyiFeAvQwnHKIh+AYRgIkoGgClEMUnT4e/lwJWK3QbF8N3cqfoD56SI42DomGLsRdWqhZdsYf/0VMtMNVOeT/2TsPwCjL+49/3xu55C57JwQCZDBkIyggSxkKCCoKtdW27lpn3bv+HThrXcU9W7VoFVABkb2RjWwSIKzsPS7j1v9530uOHASEu8t4c9+njYR73t8zPr8XqvXD7yfLIRWVwEcD/9zkzpkVaXhx/+MuOUSpHCJiUo278WD6y03G/JhzOeZkTxXVRuyiHU1DXQzAuuEHIXDMbTLmQLd7EZTayzV3bKkGUQf+g5TEpaIKyHWiGsgo11zWYQnHFi3DtIT/oKQuAvm1scpcTEABIg3FmJM3DdGjx6NrlxOtcI4dl2Ba/w7OC9yE7OpEVNpClKonycYjCNRWY67mcfQd0wUBQpiRh1wZ5fsftfiT426E6Csgc7BBo1Q+SQ/ZB4tNj39Z3seVl9ugb4S6Oi8HKZuehBUGFGk6ix/tsGlK0MlaiHnBEZiUfJ5YBRgZ1EERQsYbkxEgmy0+GJRDfACRS5AACaiOAOUQ1aWMByYBEvABAcohPoDIJUiABFRHgHKI6lLGAzciQDmErwMJqI8A5RAvc0Y5xEuAHoZTDvEQHMNIgARUTYByiKrTx8OfJQGprAi61fOhW/kjpPJiJcoWk4jVgVdiQOo2dDQdw7L8i1FhDVXmxsYtRJCQIJ488AaunG5CfJxzI7mtzK6N5Xit772otgZhUYGzRYtRW4UxsYuQW5OAJ3e/oLSI6dHNKXr8ulPC0eWbcEuXd3C0OglbS85XPu8oRIv+4VuwomAU9sX9EZMuOyGGyPNyyxe59UtNbB9XW5fA3G2i1csR0dblZtHW5ULX7TO+1iK54iN0jl+N0r43wJw0TJkrr5Dw5r+06Gdah1u7vtckrU+zbsT6shG463YbIiIcyBUtat7/WIffJ3yCETGi2kkT4/GdLyCsUzyuu9bZbuennzVYs06D5857FAlBOadElFgi8OCv/8SgAXZcPsl5zwOHJCyYXYkZ3ZztZE4es4MS8K5mOv7vwq7oFGhs8hlvPqQc4g09xpIACaiVAOUQtWaO5yYBEvCGAOUQb+gxlgRIQK0EKIeoNXM8t0yAcgjfAxJQHwHKIV7mjHKIlwA9DKcc4iE4hpEACaiaAOUQVaePh/8NAprD+6Fb/A10W1cJG8QpMti6D4B19BWw9b4QVruE6CWPw2jJw3eGF1EOZ1WNKXVPIcJxDFnn/x8C4jq4dpGrZ2xffhwTzH/HseqOeHrPs9BqHAjSmPF6nztgtpmwocebSE87UYVDDrbvXIqkw18iy3QJ8lKvhU4rOqwc3YZ+BW+jKHQAaof/9ZSbRGx9D0HZG1E84C+oSXAKJaG7ZyH40CKU9fwdqrqMccX8KgSQXsaZSIp1f36HEFO++U4Lo6YSSUFHlRY58h3kHxtGdk0HRYq55iobevdy4OfFGqxeq0F0QB4iA4qV6h8nx+yr7KGEP/g3K0JCgDfE/kWFEpJNWQiUquEQQY22QJ3dgEPmroiKcuCeO5x5ePT9SmxN3I+EhF9QF+hsG6O16pCQm4Ck7CToCjojR5xNbrUjt9zx9aAc4muiXI8ESEANBCiHqCFLPCMJkICvCVAO8TVRrkcCJKAGApRD1JAlnvF0BCiH8N0gAfURoBziZc4oh3gJ0MNwyiEegmMYCZCAqglQDlF1+nj4pghY6qAVMkjj1jEOgxG2IWNhHTUF9riOblHxSx6ApqYUuZe8AntghDIXve4VBBTvQ+GFD6Auqrvb84bC3Yj65TXURvVA0YX3u+YS5t2sCBHZEz5wty/EZyEZ3yNk//eoSJuMivTJSkxAcYbY5yXURaaicMgjp9wkev2rCCja63aG4IwfEbp/DipSJ6Ki25WumPVPajEk7Q0kRG1D8fl3oSaurzJ39JiEDz4WJkqDq9KEHNKwyPW/tyEt9YQcIn8uhzUlhzTENMghn3+hRUam1KR80vhi0Z1qETE1E1+VZWC7aB2jDLFJfF4C0g6ko2tWF+hsOjcWvc5zYNpUp1Diy0E5xJc0uRYJkIBaCFAOUUumeE4SIAFfEqAc4kuaXIsESEAtBCiHqCVTPGdTBCiH8L0gAfURoBziZc4oh3gJ0MNwyiEegmMYCZCAqglQDlF1+nj4RgSU1jErvlfax0gVpcqMIzYRlhFTYBt2KRynaU2SsPBuSFYzcsa9AYfepMRFbnkHgTmb3ap2NGwVlL0BEVvfR3XiIJT0v811gvjF90FTW47cMa/BbnC2p2kYDS1iys77Pao6X6x8rKvMQeyKJ2E1xSN/1HOn5DJ25dPQVRxD/vCnYQ1NUuaNR1YgfMe/Ye40AqW9/6h8Zq0CNjyjw8i+LyEmbI+QSe4XQouzsodc8eOrrzXYu0/jXL/e9miQPho2TU+z41rRCkcrPJKGtjIWi/N5RQ4RX42rjchxctuca6c7K3ocOSLhMyGI1NXVPy9XDhFBipMivs9JOI6MtP04mpyFWskpeoSYg5GSkYZumekwVYnyIydVNGk4GyuHnPJq8AMSIAES8JgA5RCP0TGQBEhAxQQoh6g4eTw6CZCAxwQoh3iMjoFtgADlkDaQBB6BBM6RAOWQcwR28uOUQ7wE6GE45RAPwTGMBEhA1QQoh6g6fTy8IPBbrWNOsRpOopa4QAgedhuyL3tXLOasWhEmBAyTEDHKel2HquRRbhGmrKUI2/Wl+Hy0mP+Day52xVNC+MhG/oj/gzXkRCsa+YGILe8iKGeTkEluFVLJYCVGU1eB+EV/gz0gGLljXz8ll/GL7xeySZmoaPKqqGgSrszLwoosrtTED0DxQGcrmorDEnbM1GLM4GcRHngAhUMfRV1Eims9u/A31v2iwb4MCTXVsoMhWxvOKh+GQKCbaIEz9EI7NPX+iBwoVxyZv1CDnBxncxj5rzYRptM6xHMS+vW1K+1eAvQnjp2XLySVDRocPS4pUkp5UAW2d8jAr+KrLKjSeX5Ji8uMyZgenIqk/A7479damMWZGoYslDTuRyNXMpl+jc1tn1NAefgBK4d4CI5hJEACqiZAOUTV6ePhSYAEPCRAOcRDcAwjARJQNQHKIapOn98fnnKI378CBKBCApRDvEwa5RAvAXoYTjnEQ3AMIwESUDUByiGqTp//Hv4cW8ecFpTDjsT5twpdQkLORNEOpn6E7J8rWsH8IFrATBGtYC53C2+qRYz8QPT6l0UbmP2icseDonJHN7eYKNEixqC0iDlR1UM2KBLm36I8l9NEK5qm2tTI68v71EWli7UeUmLzN0nI/EZIF8OegEkrVxp5SlQa6dQq70a13YofzVn4ujIT62pyXd1sBhiiMS04DVNMXRCqCXCdraxCwu7dEiqEOyIJOUWkQxmygNIh0YHu6fbfcns8viflEI/RMZAESEDFBCiHqDh5PDoJkIDHBCiHeIyOgSRAAiomQDlExcnj0UE5hC8BCaiPAOUQL3NGOcRLgB6GUw7xEBzDSIAEVE2Acoiq0+d3h/e0dczpQEnWaiQsvAsOXRByxr/lesx0aAnCdn+ltICRW8E0HmE7/wPT4eXK5w0tYuT5yM0zEZi7RbSiuR01CQPdYk60iPm7EDc6uubiF90rKohUntKKRrJUIeHne045l1yZRK5QYg1ORP7IZ5R1jvykwbFlGkwa8RACkY+8kc/DFhzXou/Gptp8zBJCyPeVh1DpkPvRALHaIEw1peDakDSk6MNa9DxnsxnlkLOhxGdIgATaGwHKIe0to7wPCZDA2RCgHHI2lPgMCZBAeyNAOaS9ZdS/7kM5xL/yzdu2DwKUQ7zMI+UQLwF6GE45xENwDCMBElA1Acohqk6f3xxee3A3tMtmQ7d1lehvYlPube19AWwjp8DW83xRdsLZ/uRch6amFPFLHoDdECYEjX+4woOO/4KIbR8oLWDkVjCNx4kWMbeJ+UGuqfAdn8N4ZCVKe18Pc6eRbjFNtYiRH4hd8aRoRZOjiB6y8NEwtJV5iFvxOGymWOSNmuH6XFNbjvjF94nzhipCiTz2/VuDop0aTBn9N+htJaINzSuiDU3EuaI45+fzrWZ8XZWJrysO4IC1TInXi/IfY4OSRNuYNIw2JkHbuEfMOe/QvAGUQ5qXL1cnARJomwQoh7TNvPBUJEACzUuAckjz8uXqJEACbZMA5ZC2mRee6uwIUA45O058igTaEgHKIV5mg3KIlwA9DKcc4iE4hpEACaiaAOUQVaevfR9etI7RbVgC3Yq50Bw9oNzVYTDCNmQsLBdPhSMmwev7a6vyEbf8MdQiBtsCXnKtF2bfhe7Wf6BM6om9+gfc9ulheRmhjr3Yo3sQ5Zoerrkk63foYP8RRzVXIlvn3opmcN2Niibxi/4jN5Glp+VFhDj2Y7fuYVRoTrSiCbZn4jzrDFRKKdilf/zE/qIVzQWWm5R2LRsCPlY+z9sgoa5cwlWj74DGVoWccW/AoTd5zaapBSyi78tC8xFFClluPg5bfeOYngGRQghJxdTgFERoDM2yt68XpRzia6JcjwRIQA0EKIeoIUs8IwmQgK8JUA7xNVGuRwIkoAYClEPUkCWe8XQEKIfw3SAB9RGgHOJlziiHeAnQw3DKIR6CYxgJkICqCVAOUXX62uXhNcX50K6eB93q+ZAqSpU72uM7wTr6CtgGXwJHoNFn99aVH0PsqqdRVpmERVuec60bHnwYYwb8HaUVnbB4q7N9S8MYO+AJhAUfw6LNz6Ks6kSLmLQOC9E35StkHB+L7Qf+4HpepzPjiqF/hdUahDlr33Fba0jPt9AhejPW7b4TxwtFBZT6kRC5BcN6vYmcon5Ys+tet5gpQ+6AXl+FuWvfhsUa7Jq7etTNApQV2ZeKPbR6nzGSF9pZW4RZQgiZXXkQJfZaZW1ZArkyuCumm1LRyxDl0/1aYjHKIS1BmXuQAAm0NQKUQ9paRngeEiCBliBAOaQlKHMPEiCBtkYgPFiP2jo7quuc1Vc5SEBNBCiHqClbPCsJOAlQDvHyTaAc4iVAD8Mph3gIjmEkQAKqJkA5RNXpa1eH1+zfBv2yudD+ulZIDnblbq7WMeedaN/iy0vrSw4iZu0MFJd3RUb0E66lAxzF6G95AHWIxNaAV922HFB3H/QoxRb9a7BI4a65KNs6pNo+QKFmCA7obnF9bnDko5/lkVOqk8gPdLF+hlj7ChzS/gn52hOtaGLsq9DV+gkKpGE4qL/Jbf++lkcR6MjDdv0M1Ejxzr/51gGDzTcq32dP/NAniGQJ5Dshg8yqzMCuumJlTblNzChjB0wTQsh4YyeljYxaB+UQtWaO5yYBEvCGAOUQb+gxlgRIQK0EKIeoNXM8NwmQgDcEKId4Q4+xrU2AckhrZ4D7k8C5E6Accu7M3CIoh3gJ0MNwyiEegmMYCZCAqglQDlF1+tR/+Lpa6DYudWsdA2MILEMvhXXE5T5pHXMmSJrDexG/81UUVvRA3e/uP/GoqMCRuOAvcEha5Ex4z22JhHk3Ky1isid84NYixlCwE1EbXkdtTC8UDT5R7UNfKgSUNTNgCe+CgmGNWsSINUL3zUZw5jyUd7sSlakTXfsEH1iA0L3forLreJT3uMZt/+i1LyCg5AAKhz6CuohUZU6y1iJh4R1w6AzIGf8vj98LuU3MMvMxfF2ZiUXVR1En2sjII0UXhukhqbjGlIJYne8qt3h8UB8EUg7xAUQuQQIkoDoClENUlzIemARIwAcEKIf4ACKXIAESUB0ByiGqSxkP3IgA5RC+DiSgPgKUQ7zMGeUQLwF6GE45xENwDCMBElA1Acohqk6fag+vtI5ZNgf6tT8B5grlHg2tY6wXjgMCDC1yN+uW7eiU8xYKa/qibupdbnvKsoUsXeSMf1tIF4HKnGQ1CwnjbvHzIPH5W27P60uzhATyHCyhySgY/qRrLjBvOyI3vYWa2D4oHnS3W4zp4CKE7ZmFqi5jUNbzd6650D3fIPjgQpR3n4rKlMvcYiI3voXA/O0oPv9O1MT1U+Y0teWIX3wf7AEhyB37z3Nmd8BSJiqEZOJ/4ivPVq3Eh0h6TA7ugunBqRhoiD3nNdt6AOWQtp4hno8ESKA5CFAOaQ6qXJMESKCtE6Ac0tYzxPORAAk0BwHKIc1BlWu2FAHKIS1FmvuQgO8IUA7xkiXlEC8BehhOOcRDcAwjARJQNQHKIapOn+oO3xqtY84EqWbJRnSteQ+FjsGom3Sr26NxSx+GtroIeaNfhM0Yrcxpq/IRt/wx8fMY8fkLbs/Lz8oxtqAo5F38kmvOeGwNwrd/AnPSMJT2vcEtJuj4OkRs+wjVHS5ESb+bXXPh2z+G8dhalPb5M8wdL3KLCf/1UxiPrhZzfxJzw53nOs3eZ7p7pcOCuUrbmExsri1QHpUrogwNTFCqhEwISkaQRvSraaeDckg7TSyvRQIkcEYClEP4gpAACfgjAcoh/ph13pkESIByCN8BNROgHKLm7PHs/kqAcoiXmacc4iVAD8Mph3gIjmEkQAKqJkA5RNXpU8fhW7l1zJkgVcxei24BH6PIMAy1Y9zFjZjVz0JfdlhpBSO3hJGHvkS0iFnbdIsYV2sXbQByLp3p2jb44E8I3fO/JlvEGPJ3IGrjG6e0opE/k+eKB90lKo70dbuCvJa8ZuOqIrrKbMSueArW4ATkj3z2tFd2iJm1NTn4uiIT86oPo1q0z5FHR10wrhEVQuQqIUnie38YlEP8Icu8IwmQwMkEKIfwnSABEvBHApRD/DHrvDMJkADlEL4DaiZAOUTN2ePZ/ZUA5RAvM085xEuAHoZTDvEQHMNIgARUTYByiKrT16YP39KtY3LzgPk/aXH0qKh/IZfAECaEXXxpteKn4uc9ujkwaaINgY061pR9vgw9or5AaeTFMA/5vRvPBkGjaNA9qI3trcydqUWMPJ8w/zZIDhuyL3tX9HpxVt1oSuZo2Oh0rWhi1jwPfekhFAx9DJaIrm7nako20ZeJljarRUubMNHS5qITLW0aArOtVfhvZQa+EVVCjlgrlY/lqiBydZBpokrIMFEtREbmT4NyiD9lm3clARJoIEA5hO8CCZCAPxKgHOKPWeedSYAEKIfwHVAzAcohas4ez+6vBCiHeJl5yiFeAvQwnHKIh+AYRgIkoGoClENUnb42efhTWsdoNLD1GQrL6Cmwp/drljMXFUn44BMtqqpcXoiyjyyFNB6dOjlw059srs+LZy5Er+RvUJF8KSp6Xe32rNzuRW77UtLvJtH2ZYgyd6YWMfJ83JIHoa0pEW1lXhbtZSKVmKbawDRsdLp2MHHLHoHWXIi8UTNgM8W6naupMwQUZyB63Uuoi0xF4ZBHlOflqiALRHWQWaJKyBpRLUSuGiKPgYYYpULIlOCuCJb0zZIPNSxKOUQNWeIZSYAEfE2AcoiviXI9EiABNRCgHKKGLPGMJEACviZAOcTXRLleSxKgHNKStLkXCfiGAOUQLzlSDvESoIfhlEM8BMcwEiABVROgHKLq9LXK4QuFiLH+FwlHjoniHHYJwv2AQapF/6qf0C9vNkylR5znMobAMvRS2EZfAXtkLPLzgYICDQqLAYtFVK4wAlGRDnTs4IDJ5H4Vc7WoArJAi917JaX6h0N8yZ6HRvxFlhw6JjkweZId0VFO5WHlag0WL9Uoc5LyF/HV8ONJlO76qw0x0Q7UlUowf/k9eibPRUXaZFSkT3Z7MnT3LAQfWoTyHtNES5hxytyZWsTI8zGrnxGtaI4o1TvkKh7yiNz4JgLzf0Xx+XeiJs5djjldK5qEn+6EZKtBzrg34NC7w2mqeomhYCeiNryO2ujz8HO/60TbmAx8b85Cub1OOUO8NghThRBybXAauuhDW+W9aWubUg5paxnheUiABFqCAOWQlqDMPUiABNoaAcohbS0jPA8JkEBLEKAc0hKUuUdzEaAc0lxkuS4JNB8ByiFesqUc4iVAD8Mph3gIjmEkQAKqJkA5RNXpa/HDy61bPvpEh5paZ1WOCEs2hpq/xwXV82F0VCjnyTWkQDt+CkyXXAwEGJRqHrP+p8Whw5JT3KgfjvruL/JPhw2xY/xYuzJjtQEffyrawxwTzzfxbEO8Ucglt99mQ1iIAxs2a/DjvHOTQ0r2SdAv/x/SkxYIAeQaIYCMd53NLo5Ssmw+etd8h6zabjhY212ZSzHsQbJhP341XoPIkeMVMaZhyEJL0LJ/ooNjF7ZUDUOpLUZMOTDAuAbhukJsTHwMHfq7t4jZtFnChOy/QKex4IecKa5SJ5fHz1GW/T7+I5w/sBE08Zm+5CBi1s6AxRCJgsiLnGcwH0d8yWYsCo3DuI5pSmyApME4Y0dMM6VilDEJWr9rHHPmXx6UQ1r8tw9uSAIk0AYIUA5pA0ngEUiABFqcAOWQFkfODUmABNoAAcohbSAJPILHBCiHeIyOgSTQagQoh3iJnnKIlwA9DKcc4iE4hpEACaiaAOUQVaevxQ//9bda7NgpoXvtBgwzz0aPmvWKJGKHBrsMF2G16QocMPRHx44O3HKDsDzE+PwLLTIzT5ggchUQ2VM4qeMLJl5qxwWD7YoU8sHHWqXyhyyQNIyTn5c/nzTRjsED7SgukfD+RyfaysiLK9VGztBWJmeNBuG7/4OUxKUo63UdqpJHKVvZxLH/+40GsUUr8afOnzbJ+JOsm1AUPQzXTrMre5RVSPjkUw2mhr2HC6LWNxnz2M4X0feiWAwf5pRgZDFk7jwtXu59P6ICik6JKasLw/073sAEweVCwUUeZeUS5s8qxP2JDze5x5dhMXgidihujE/FlaJtTITG0OLviFo2pByilkzxnCRAAr4kQDnElzS5FgmQgFoIUA5RS6Z4ThIgAV8SoBziS5pcq6UJUA5paeLcjwS8J0A5xEuGlEO8BOhhOOUQD8ExjARIQNUEKIeoOn0tenipxowVryxF//w56NytHNpQPWzQoVwbhXJNFKxSAGrsQXgr814ECifhsYetqBPtY158VQeL6G7yQPpLoi2MU3JoPDIr0zE7eypSUxz44x9sKCiU8NZMLRICj+O6Tp83ecdlBZdgU8lglxwiPyS3uzn48y/oqVlxIqaRiLIu4M8YPjEGhgDn9MG5GiQVfozO8atR0vdGVCcNVT4/lCVEj8+d+w+K2Nhki5qNxYOQU9MBt9xoU1rcLF2hwXLx1Tt0G7qYspqM+SnnMlhgwBOCi16cQZZZjgkRZlTMUoTqy0+xZSoswVhWMAZJou3OrTc5RZt3P9BiX00eRqb8DyURxbDqrMrnOqsOESURKMvuiwPZI3DNVTb07uVecaRFXxYVbEY5RAVJ4hFJgAR8ToByiM+RckESIAEVEKAcooIk8YgkQAI+J0A5xOdIuWALEqAc0oKwuRUJ+IgA5RAvQVIO8RKgh+GUQzwExzASIAFVE6Acour0tcjhpYIc6Jd+C+26RZBqzcqehuHJCAprevubN3/qVjnk5dd0sJmr8Fb/O5oMOFCZghf2PYlBA+y4fJIdNuGPfCTaykRWbMPdqW80GTM/ZxJ+Kr3a1Vam4aHQ3bMQfGhRkzFFg+5BbWxv19xuIWd018xEUuxGFA/4C2oSzlfmVq7WYPHS+hY1DU/XSyYnL9xQuUSujpIhqqPIVUSaqljSOBv99Q0AACAASURBVK5BKGmQQ5QSKg0eRxPlUWQ5ZPoNZnxZeBDvHM1EUZSzyohkl5CU3RHpmWnodDQZGseJHjcNLFvkBVHpJpRDVJo4HpsESMArApRDvMLHYBIgAZUSoByi0sTx2CRAAl4RoBziFT4GtzIByiGtnABuTwIeEKAc4gG0xiGUQ7wE6GE45RAPwTGMBEhA1QQoh6g6fc16eO2ujdCumAvdjl+c+2g0sPYZipWBV2JI8P9EZY1sfHDwVhTXRSh+w19S3lEqYDx98DVMnhaK+Dhn2JatEtYvysdz5z2KwtpofHLoJsWFCAsox21d30F+TSyeO/Sy0oYmKsppSdTUigoeC1bjEv2n2FY2AIvzxiqVNXqF7sSlcfOwrWYENKP+hOj65xtARGz9EEHZ61GRdjlqo7opHwcf/BmB+b+6VQdRzvWSFucn/hPxkb+iaNDdQhzpozxfLlrEvP6WFlZR9cQlbjQhbQSI6h9332FDaIgDe/Zq8NXXQihpLJE00dYmNga483ZntY+GtjINboh0koBi0VlwuNNh1Aw6hF8Mh125Di8LR5oQQlIOpMFUbTy1P4948qKhdowbc2qVlmZ9YVS2OOUQlSWMxyUBEvAJAcohPsHIRUiABFRGgHKIyhLG45IACfiEAOUQn2DkIq1EgHJIK4HntiTgBQHKIV7Ak0Mph3gJ0MNwyiEegmMYCZCAqglQDlF1+nx+eLl1jHbDEuiWzYEm94iyviMkHNaLJsB20UTYI2OVz2IXPwhdbQm29XoFutAIFImWLn0PPINw62EcHfQEtLGd3c5WtGs/eme9jKPWbpineQRGkwOlxTbcHXQL7NBi70XvIzzMvQ1KSMYPCNk/VxE9KtKnKOsZhOQRtfFNpQKIXAnk5BG1/lUYivai8ML7URfVQ5kO3fstgg8sQHn3qahMucx5J+FNrHtUh5F9XkRMuPz8A+L57q7lDorWMrO+0cJc3WiHRi1qgoKAa6fZ0Dn5xJnXrtfgp5/rBRF5D/Elix9yNRF5xAl0f7jW5nZPWRBZISqVVAghxS4ChH+D7JgcZKTux6FOh2CpbxsTqgnAFGNn9MhKR+a8+BPFRurNkoY95H0iwh248QY7woS0wnF6ApRD+HaQAAn4IwHKIf6Ydd6ZBEiAcgjfARIgAX8kQDnEH7Pefu5MOaT95JI38R8ClEO8zDXlEC8BehhOOcRDcAwjARJQNQHKIapOn88O31TrGHvHFFhHToF18CWAXpTJaDQSfr4HkqUKOePegENvUmaiNr4h5I0dirTRuH2LPBeUvRERW99DtWjdUiJauDSMhJ/ugGSrRc74t+HQBbrtEbbzC5gOL0PZeb9HVeeLlTl9aRZi1jwHS2gyCoY/ecr9Y1c8BV1lNvJH/B+sIR2UeZNoMxMm2s1UdhmL8p7Tlc+qCyRsfVWLMYP+D+FBh1Aw7HFYwru4rWcVBT7y8iUEGR2orhJTQsSQpZDqakmIHg7odKfir6kBioolaEQZEI1OgkVUHzEGOlAnfpTlkMYSR+PobGsVvq7MEF8HcNha4ZrqoDPh5pCeuC6kG4wa54a792iwdTtQWiba2IifOxzir2I/nRZI7uTAiOF2GMU5Oc5MgHII3xASIAF/JEA5xB+zzjuTAAlQDuE7QAIk4I8EKIf4Y9bbz50ph7SfXPIm/kOAcoiXuaYc4iVAD8Mph3gIjmEkQAKqJkA5RNXp8+7wogeKdvcm99YxWtFOpf9w2EZfCVvXnqddP3HBbYDdhuzL3hXlLpzSQvj2T2A8tgalfW+AOWmYW6wpawnCdn2lSB6y7NEw4pY9Cq25AHmjZsBmclYlaRiRW95BYM5mFA+4HTUJA5WPNTUliF/yIGyBEci75JVTzhe/6F5o6iqRO/afsAeEKPNBx39BxLYPUJ14AUr636J8ViIEiz2fanDZkMdg0rvLJN5BPfvoWocNC6oOY1ZVJlZXZ4sKKs4RKGkxwZiM6SGpGBaYqAggHL4nQDnE90y5IgmQQNsnQDmk7eeIJyQBEvA9AcohvmfKFUmABNo+AcohbT9HPOHpCVAO4dtBAuojQDnEy5xRDvESoIfhlEM8BMcwEiABVROgHKLq9Hl0eKV1zJqfoF85F1J+trJGQ+sY68jJcIRFnXld0ZMlcf6tom2KhJyJH7iebap9S8NkyL7ZCMmch/L0K1CZNskVE732BQSUHEDh0EdQF5Hqtm/0upcQUJyBwiEPoy4yzTlntyJxwV/gEAJFzoT33M8pZJeE+U75I2eCOFd9mY6Aoj2IXv8P1Io2M0Wi3Yw8sldqkDVPg8uH3w+DVIS80S/AZozxiOe5Bm2rK8SsigzMrTqEMnudK3ygIQbTg1MxJbgrgiX9uS7L58+RAOWQcwTGx0mABNoFAcoh7SKNvAQJkMA5EqAcco7A+DgJkEC7IEA5pF2k0W8vQTnEb1PPi6uYAOUQL5NHOcRLgB6GUw7xEBzDSIAEVE2Acoiq03dOh9fkHYVu+Vxo1y2CVGtWYu2du8EiVwkR1UJObh1zusUlqxkJC+8WbWCCRDuYt1yPmQ6K9i173Nu3NEyG7/gMxiOrUNr7jzB3GuGKidz8LwTmbkXxwL+iJn6A25axyx+DriofeSOfhy04zjXXVEsbeVJTUyqqijwAuyEMuWP+4XpeV3EcsSv/rrSZkdvNyOPAdxrk/aLBFaPuhs5eLp5/TcSFnhPPc3m42FaDbyozMUt87bOUukLjtUGYKoQQWQpJ0Yedy5J81ksClEO8BMhwEiABVRKgHKLKtPHQJEACXhKgHOIlQIaTAAmokgDlEFWmjYeuJ0A5hK8CCaiPAOUQL3NGOcRLgB6GUw7xEBzDSIAEVE2Acoiq0/fbh5dbx+xYD92yOdDu3eJ8vr51jHXMNbAnp//2Gic90dDa5WQJIyh7PSK2fujWvqUhNHLjmwjM/xXFg+5CTWxf14phO/4N05EVQhq5Tkgjo9x2Slh4FyRrtSKgyCJKw4hd/oSQRnKRP/JZWIMTXJ/ry44gZvUzsIR2QsHwp1yfa+oqEL/ob0qbGbndjDx2faBFWaaEqaNug2SvFXu8LfYIPGcWZwqwigorS6qPCSEkA0vMx2AVtVbkYZA0GGvshOmmVIw0doCWjWN8yv1sF6Mccrak+BwJkEB7IkA5pD1lk3chARI4WwKUQ86WFJ8jARJoTwQoh7SnbPrfXSiH+F/OeWP1E6Ac4mUOKYd4CdDDcMohHoJjGAmQgKoJUA5RdfpOf3hzBXSiQojHrWPOgEVXmYvYFU+gsjoeP2180fVkbPgujOjzCvJLemLljofcVri4/zOIDDmIJVufQklFV9dcz+Q5kL92Z12B3UeucH0uSVZMHX4z7HYtvlv9kdtaI/u8gJjwfVi+/REUlnV3zcVF7MDw3v9AXnFvrNrpbB/jHA6x1g3Kd9+u+kT8VXLNXD3iz8r32RM/9NmLsF9UBvlKCCHfVR5Eoa3atW5vQ5QihFwl2saEaQw+248LeUaAcohn3BhFAiSgbgKUQ9SdP56eBEjAMwKUQzzjxigSIAF1E6Acou78+fvpKYf4+xvA+6uRAOUQL7NGOcRLgB6GUw7xEBzDSIAEVE2Acoiq03fK4ZXWMYv/B+2GJZDqapV5T1rHnImKvuywqNDxLEorO2Hxlmdcj4Yaj2Hc+U+gvCoRP2+e4bbEhMH3wxhYhPkbXoW5Jto11zVhKQakfY6D2aOxJfNPrs+NhgJMuOBBmKujMX/jq25rXdj9X0iK3Yj1e27HsYILXHPJcasxqNuHOJw7FBv33+oWM+nCexEYUIof17+OmrpwZU4jWXDV8FvEN3pkX/aOVy9Cub0Oc6oOYVbFfmyrK3KtFaUNxFWmrkrbmB4BkV7twWDfEqAc4lueXI0ESEAdBCiHqCNPPCUJkIBvCVAO8S1PrkYCJKAOApRD1JEnnrJpApRD+GaQgPoIUA7xMmeUQ7wE6GE45RAPwTGMBEhA1QQoh6g6fc7DN0PrmDNR0eVnIHbjSygsT0Pt9IchuqQo40T7lmDRvuV1tyUS5ov2LQ6bkDDeFQ/qXHOBuVsQuXkmauL7o3jgHa7P9aUHEbNmBurCu6Jw2GNua4Xt+gqmrCUo63ktqrpc4poLPrAAoXu/RWXXS1He42q3GLndjNx2puCip2AJ61R/3krRbuZe2PUm5I5745xfBLuoSLKqOlu0jcnEQvMR1Ij7yUMnKpNcHJSE6SFpGCN+1DUAOucdGNCcBCiHNCddrk0CJNBWCVAOaauZ4blIgASakwDlkOaky7VJgATaKgHKIW01MzzX2RCgHHI2lPgMCbQtApRDvMwH5RAvAXoYTjnEQ3AMIwESUDUByiEqTl9TrWNCI2EdMQnWiybAERbVLJez79qFpKx/oqCqNyzT7jmxh5BUEuaLShxi5Ez4QHRvcbZvkaxmJCy8Gw5dEHLGv+V2poCSTESvfRF1ESkoHPqoay4wbxsiN72Nmrh+KD7/TreY4Mx5CN03G5WpE1He7UrXXOieWQg+uEiIIdOEIDLOLSZqw+swFOxE0eB7URvTS5nTVhcjbulDsAVGIO+SV86a1WFLBWZVZeKbikxk26pccd31EUqFkKuDUxApKoZwtG0ClEPadn54OhIggeYhQDmkebhyVRIggbZNgHJI284PT0cCJNA8BCiHNA9XrtoyBCiHtAxn7kICviRAOcRLmpRDvAToYTjlEA/BMYwESEDVBCiHqC99Z2wdM2CkKF1xojJHc9yudvUWdCmbiQLLQFiuuN1ti/jF90NTW4bcS16FPdDZvkVXmYvYFU/AaopD/qjn3Z7XVuUjbvljsBljkDf6Bdec8fAKhO/8N8ydRqC09x/dYoxHViF8x2cwdxyO0j4nWtFEbP0QQdnrUdLvZlR3uNAtJnz7xzAeW4uSvjeiOmlo/blyxLmeFOeKF+d67oyoqu1W/GAWbWNElZD1NXmuZ8M1BkwxdRZVQtLRN6B5ZJzmyCHXhGgzpIXRoEVxRR1xkAAJkIDfEKAc4jep5kVJgAQaEaAcwteBBEjAHwlQDvHHrLefO1MOaT+55E38hwDlEC9zTTnES4AehlMO8RAcw0iABFRNgHKIStJnt0G7cwN0y+ZAu3eL89A6Paznj4Z11BTYk9Nb7CKVP65HuvQhCrVDUXfpjW77xqwS7VvK3du3BBTtR/T6l1EXmYbCIQ+7PS9Za0RVkTvh0BqQc+m/XHMhGT8gZP9cVKRdjor0KW4xgXnbRVWRt1AT2wfFg+52zUX98hoMhbtRdMF9qI3u6RYTuud/oqrIT0q7GbntjDz0ZVmIWf2caDOTLNrNPNkkvw1CBJGFkB+qDqHKYVWekbvojAzqoFQJGW9MRgDbxrTYu+fLjSiH+JIm1yIBElALAcohaskUz0kCJOBLApRDfEmTa5EACaiFAOUQtWSK52yKAOUQvhckoD4ClEO8zBnlEC8BehhOOcRDcAwjARJQNQHKIW08faJ1jH7VPGhX/gBNcb5yWEdD65gRl8MR4qzO0ZKj/MsV6B72bxSHjELNiOvctm6qfUtgziZEbnkXNQkDUTzAvdKIHJww/zZIDhuyL3tXmBfOqidhO/8D0+HlKOv1B1Qlj3bbQ196CDFrnhdSR2chdTzhmotd+TR0FceQP/xpWEOT3GKCD/6M0D1fo7LLOJT3nKbMnZBWUoW08ojr+RybGd8IIeRr8XXIUu76vKsuFNNC5LYxqUjQGlsSOfdqBgKUQ5oBKpckARJo8wQoh7T5FPGAJEACzUCAckgzQOWSJEACbZ4A5ZA2nyIe8AwEKIfw9SAB9RGgHOJlziiHeAnQw3DKIR6CYxgJkICqCVAOaZvpk44fhH75XGg3LIFUV6sc0p7aC5ZRV8DWd5hPW8fUiq4aBYUS9Hqxh9UBu0NCYKADtTVAfLzwNeRSGY1GyQeLcF7iLJQljkdV/2vc5sK3fQTj8XVu7VtMWUsRtutLRfKQZY+TR9yyR6A1FyptZeT2MvKI3DwTgblbUDzwr6iJH+AWoq0uQtzSh2ELikTexS+75uIX3yda2pQjd8xrsBtC3WKCjq9HxLYPlXYzctsZeRgKdkKWWWpjeiFHVCBZaD6M/wohZGX1cdjro4MlPSYHd8E0UyoGBca2zZeFp/KIAOUQj7AxiARIQOUEKIeoPIE8PgmQgEcEKId4hI1BJEACKidAOUTlCfTz41MO8fMXgNdXJQHKIV6mjXKIlwA9DKcc4iE4hpEACaiaAOWQNpQ+uXXM1tVCCpkDTeZO58HqW8dYxkyFo0NXnx9223YJc+drYRWCiCSJqiQO5xby9/KIinLgd9fYEFfvRdjEc+UfzMN5nWeLdi+TRduXye5n2vg/JOb/hH2a0TikHaTMpdrWINW+BscTroA0YNIpd4hc/QICyw5gS/D1MOvjERQkYvJnIcx6BIf6PApDxxS3mBrhynRd7BQ8fpAeQmUFYLUB14c5RZGDYz5EoMF9G7ndjNx2xhLeBWXdpyqTAcWZCN0/B5sjO2NMhxSU2p0Sjnz1oYHxmBachomibUxQfTUTn8Pngq1KgHJIq+Ln5iRAAq1EgHJIK4HntiRAAq1KgHJIq+Ln5iRAAq1EgHJIK4Hntj4hQDnEJxi5CAm0KAHKIV7iphziJUAPwymHeAiOYSRAAqomQDmk9dMnVZRCt/Ynn7SOyckFDmRqUFUjKZKDJDkg+x4BAUKoSHagU6d6+0N8lnVYwsefaYURovzXaUWIbxrEkAYyoSEO/O0eIa6ICiIVR8RD879Ft47zUd7jGlR2He8CuGS5BgF7F2F6x6+ahPrZ4RsQ1G84LhraUJcDWLVGg7Ssf2FA+OYmY57a9xLGXhmNlC7Oc5eVS/j0cw2e6ngnTLqqU2LKLOGYcfyf+PP1doSFnrjr4e3ZGHLsqSb3+E94DK7v0A0ddcFCCElVvpLE9xztmwDlkPadX96OBEigaQKUQ/hmkAAJ+CMByiH+mHXemQRIgHII3wE1E6Acoubs8ez+SoByiJeZpxziJUAPwymHeAiOYSRAAqomQDmkZdL36w4Jy1dqUFomwWAQrVvsEiIqD2Jk5dfoa14KHSzKQRq3jtl/SI/NWySUlGqEs1FvcAg3Q5Y0OnV0YPgwO0JCTpx/42YJP4gqIHJPFFmLUFwP8Zf6IiDKg0MusOOy8U454+fFGqxe6+wZ43q+CTlEnr/rrzbERDuQv0lCyJYvkdJhiWgRc51oFTNKiT+WLeH9D7XoGbIDExN+bBLq7OypyKxMx9132BAtKpLs2Cnhm++0GBe3AH3DtjUZ80bmfTAYA/DgfaI0iBj/+UqDffs1uKXLe4gIKD4lpqA2Bp8evhnn9bBj+jXOe65YJe650ozber4Cc1A1ag2iQoiQZuQhCUBr6tKwvehKPHtFHEzGJo/BD9shAcoh7TCpvBIJkMBvEqAc8puI+AAJkEA7JEA5pB0mlVciARL4TQKUQ34TER9owwQoh7Th5PBoJHAaApRDvHw1KId4CdDDcMohHoJjGAmQgKoJUA5p/vRtFa1bZs8V0oYYksOG3jUrcVHVbHS17FA+s0KPbUEXwzzqapw/ubPy2ZatIuYHZ1WPBrnjZNFDrujx5z/aFdGiTEgnr72phUP2IeoDGoSPk2/45+tt6CoqcWzYrMGP82TxpN6VqK8c4maT1Ac/+DerIqIc+UmDhOyPkBy3BqV9b4A5aZjyxNr1Gvz089mtdc1VgkEvB74TTLZuExVO6tvZnFyxpPG5G/Z/+TUdKipdRU6arHQixwWLwh8P3WfFXnMZ7l12AJldMlBtrHYtGZcXh7SD6eiS1RUBFr3y+ZiL7Rhx0YmqJs3/ZnCH1iRAOaQ16XNvEiCB1iJAOaS1yHNfEiCB1iRAOaQ16XNvEiCB1iJAOaS1yHNfXxCgHOILilyDBFqWAOUQL3lTDvESoIfhlEM8BMcwEiABVROgHNL86fv8Cy2y95Xhgur5GFL9PSJtecqmxdo4rAuajA3GCajShiNKSB73iKoa8nCTIOq7ozQlTwwaYMflk+yuKhyORs/K3zcV0yBB1IgCGh9+okO+OI4snsijcZWRBjJyG5hxY5zSxL7/aJBunYkOMZtQPOAvqEk4X/m8oXKI/L1yhHozpan1GiqHuCqXyEVR6iucNHXmkGCHW+WQ/RlnrnZSp69D7bBMZKbtx5baQleCjWYT0jLTlK+wyrBTEt/rPAemTXXy52j/BCiHtP8c84YkQAKnEqAcwreCBEjAHwlQDvHHrPPOJEAClEP4DqiZAOUQNWePZ/dXApRDvMw85RAvAXoYTjnEQ3AMIwESUDUByiHNmz7p+EEcef87pOQvRcRFUdCGG07ZsNIajHu3v43wMAfuu8cm2shI+KeoAiJXGXl/4E1NCh6bS87HOwfvRFIHB269yYZKUU3jlX/q0N20C/d3e6XJS3115A9YUjAWDZVD5IdkQaRixQ/oa5nbZMzq+KfRdWCSa27b6zoMiPoH4iN3oGjQPaiN7e2aW7JMo7RwUQQV2QoRPokipzQyRMaPtWPYEKdoUlYu4aNPNCgRVU+UUV8lpXGFlABR1OPa39mQIiqdNMR8+m8NigqdNon8qVItRfgiuQnHsT91Pw53yoJV65Q8DJIGXY53RvKeNCQeT4JGLK6sdFK7HfmjP4h9uqXX2zXN+1pw9TZAgHJIG0gCj0ACJNDiBCiHtDhybkgCJNAGCFAOaQNJ4BFIgARanADlkBZHzg19SIByiA9hcikSaCEClEO8BE05xEuAHoZTDvEQHMNIgARUTYBySDOkz2qFdvsa6JfPgSZzp7JBHQwwjk5GsEnYGE2Mmzd/iotH2TFqhFOc+PTfWhQfLcarfe9v8vmDlSmYse9JTJlkw8ABTqFho2gTU7h+PW7q/H6TMQtyJyIveaqrCkjDQ+E7PoPxyKomY04WQNY9psXIXi8iOmwfCoc8jLrINLe4o8clHDwooa5O/tgpfTiELRIUBCF42JGY6L6N2QysXK1BjqheYjA4n6+pEd8HOJDcCZCrecjSTOMhCy2790jIF4JIqaESm2IzsDRgP/KkKtdjfQOiMD0kDVeYusBREYgv/qtFrlywpUFcaVRhRRZYJoy344LBbCnTDL8a2uySlEPabGp4MBIggWYkQDmkGeFyaRIggTZLgHJIm00ND0YCJNCMBCiHNCNcLt3sBCiHNDtibkACPidAOcRLpJRDvAToYTjlEA/BMYwESEDVBCiH+C59UkUpdCt/EF8/QiovVha2R8bCNuJybIuahMHHn0GYrhgP/voaimojodWKah+9/4ZwfQnmhb2E/qKySMOoEp7Dym8P4qaoGciq6ozn9j6tTMUG5GFG74dRLOIXxryKkcPdhQbH1nnokD0bO7XjsEl3rajc4UCqbRWGWT5BYfiFqBt28ykXjtr4Bgz5O1A88A7UxPdX5iO2fYSg4+tQ2vuPMHcaoXxWJyp9bHpei7Hn/x1hxsMouOgJWMI6+w7gWa5UbbfiR3MWvq7MxLqaXGclEDGitUG4Krgrrg1OQ7o+3G01uZpJbi4QIAq3VNdI0CiVQxywi0oiUZEOBAae5eZ8rN0QoBzSblLJi5AACZwDAcoh5wCLj5IACbQbApRD2k0qeRESIIFzIEA55Bxg8dE2R4BySJtLCQ9EAr9JgHLIbyI68wOUQ7wE6GE45RAPwTGMBEhA1QQoh3ifPs3h/dAtnwvdpmWA1aIsaOs+ANbRV8DWa7BoeSIsEDESFt4NyWrG1t5vIDjKBJMJiFnzPPSlh5qswhGYvQmRW99FWXg/7O9yF/QBgKXOikFbb4NDtEvJuey9+r4tJ+4QtvMLmA4vQ3mPaajsOk6ZMBTsRNSG10WVj25inwdPuXDsqqehKz+GgmGPwxLeRZkP3fstgg8sQEXaZFSkT1Y+KzsgYdf7Wlw25BGY9LnIH/UcrKZ47wGe5QqbavMxSwgh31ceQqXDyVkvOFwSlITpQgi5OKgDdOLnHCRwNgQoh5wNJT5DAiTQ3ghQDmlvGeV9SIAEzoYA5ZCzocRnSIAE2hsByiHtLaP+dR/KIf6Vb962fRCgHNIoj8WlFXjk+feQW1CC7z993jVz5Hg+HnvhA+zJOIwO8dF45qEb0e+8VGWeckjr/EKgHNI63LkrCZBA6xKgHOIhf7l1zJYV0C+bDU3WPmURhyhLYRt8CaxjroY9ruMpCyfMu0WpVpE9QbR9qZcYIje9jcC8bSjpfyuqE4VI0miYDi1C2O5ZqOo0CmW9r3PNJPx8DyRLFXIveRX2QPcKGU2tJ4sfsgBiNcUKoWPGKeeKX3QvNHWVbuuZspYibNeXStUQuXqIPPI2SDjwrRaXD78PBqlYPP+K2D/CQ4BnF5YvZJqvqzLxdcUBHLCWuYJ6BkTiGlMKrg5OQaSWZT/OjiafakyAcgjfBxIgAX8kQDnEH7POO5MACVAO4TtAAiTgjwQoh/hj1tvPnSmHtJ9c8ib+Q4BySH2uq8w1uPb2ZzBySD+sWL/dTQ65/q7nMWxQb9z0+4lYsW4bZrz5Hyz86lXodVrKIa30a4VySCuB57YkQAKtSoByyLnhl8qKoFs9v8nWMZbhEwFjSNML2i1IXHC7qCKiQ/Zl77qeaarSR8Nk6J5vEHxwIcrTr0Bl2iRXTOzKv0NXcVxU+hBtXcI7u+0Xs/o56Muy3CqRSEL8SBACiF0TgNzLZrqfz24T5xKVSMSnORM+cFUiCczdgsjNM1Eb2xtFg+5RYg7P1+D4Cg2uHPFXaGFGzrg34NCL8ic+HhaHHQvNRxQpZLn5OGz1jWPCNQZcaeoiqoSkorch2se7cjl/I0A5xN8yzvuSAAnIBCiH8D0gARLwRwKUQ/wx67wzCZAA5RC+A2omQDlEzdnj2f2VAOWQ+sybq2tQWFymfD39j89cckhRSTku/f2DWPfjTOi0zlLzV9/ydzx8x7UY1K875ZBW+pVDxBBaHwAAIABJREFUOaSVwHNbEiCBViVAOeTs8CutYxZ/A93WVaJnjE0Jaqp1zOlWcwkaAcHIHfu667HgzHkI3TcblV3GobznNLfwiK3vIyh7A0r73gBz0jDXnNwiRm4VU3z+naiJ6+cWE7/4fmhqy5A3+gXYjDGuuYT5t0IS0sXJQofWXIC4ZY8qFUjkSiQNQ251I7e8sYR2RMHwvysf7/1cg+JdGkwdcZOogGITkotoa1PfMufsKJ75qZ21RZglhJDZlQdRYq9VHtaKnUaKdjHThBAy3tgJAWwb4wvUXEMQoBzC14AESMAfCVAO8ces884kQAKUQ/gOkAAJ+CMByiH+mPX2c2fKIe0nl7yJ/xCgHHJSrrfs2O8mh2zZkYFnXvsMcz55zvXkA8+8gwsG9MA1k0ZRDmmlXyuUQ1oJPLclARJoVQKUQ86A34PWMadbTVtdhLilD6NOisJW/Suux6Jta5Bi+whFmguQqbvNLbyn5UWEOPZjj+4BlGt6uua6Wj9GjH01DmmvR7529IkYhwODLbK4Afyil6uAOAVUefSrexgGFOBX3bOo1nRwfR5i34ee1pdQKXXFLv0Trs/1jmIMsDwAK4KxOeBN5fO8XyTUVThw9YgbRS0PCTkTxR5eDlkC+U7IILMqM7Crrti1WoouDNNDUpXWMbE6o5e7MJwETiVAOYRvBQmQgD8SoBzij1nnnUmABCiH8B0gARLwRwKUQ/wx6+3nzpRD2k8ueRP/IUA55KRcnyyHrN20E2988C1mvef8k7jyePzFD5Ge0hF/umY8auqcfyKZo2UJ6HUaaDUSLFY7bHa5wD4HCZAACbR/AuK3PVHFSoM68Xtfexl2IUloNRqPr+MoLYJ16Q+wLZkL+Xt5SPEdoBtzFbQjLoVkOk3rmDPsKJUdR8D8R1BelYifN89wPRkbvgsj+ryCwtJ0LP/1MbcVLhv0EExB+Vi46XlUmE8IHeclz0aP5LnYc/hy7Do81RUTGFCMSRfehzpLML5f97bbWqP6zEB0+H6s+vV+5JX2ds11jP4FF/R8B8cLB2Ld7rsaxTgwdfgNkMT78e3Kj4QM4hRN9NoqTBl2h/jGiNqrReUQD4bcJubn8iP4vGQ/5pVnoU5UNJFHqEaPq8NT8MfIbrjQGO/BygwhgbMnoBG/+Ynf+sTf9/Hv+c6eGp/0FwJWm135ewOO9kdA/udd+X/brTb+3tf+sssbkQAJnI6ATitB/CNii/1/fTbxv6Py32tykAAJkEBrEtCL3/vkf8XBf8/Rmlng3p4SkP9ADwcJkIC6CFAOOSlfJ8shW3dm4ImXPsK8f7/oevLuJ9/E8Av6KJVDisqdpdQ5WpaAKVCnlBivqrFS0GlZ9NyNBEigFQloxT8smgw6lJstrXgK324t/+sOT/6vOClrH6SF30DastLVOsbRYwAcl1wJR98hYlFPVnXeTVdyEGErnkNxRVccinnSdeFAezbOq3sctVIsdhpecgMxoEauAmLHVsNM2KUg11y0bRmSLZ+jSHsRsvQ3uT432g+iR52oDCJ1xG7DM25rdal7F5H2X5CluxFFuuGuuTjrT0iyzhIVSMbgqP4PbjF9av4GPUqxQ5yrTpxPHgZdMXpV3g97UARKxv/jnBKXWVeGL8szMKsiE3lWsxIrEx1uTMDvQ9Mw0dQZQRrdOa3Jh0nAUwIBQgo26LWoqG4/v/d5yoJxJHAyAflfoHnxP3kE2oYJBAZooBEt2sy11jZ8Sh6NBEiABHxLwCj+edch/lNd2zJ/GM/Tfx717a25GgmQgL8TMAXpYLHY29UfBvP3nPrT/aNCDf50Xd6VBNoFAcohJ6XxZDmkpKwCY6bdjzXfv41AQ4Dy9MTrH8GzD92IAb3T2VamlX4ZsK1MK4HntiRAAq1KwO/byljqoN26Cvpls6ERcog8HAYjbEPGwjpqCuxxHX2SH+nAXiTsfRWFlT1QN/1+15qStRoJC++CQ/yLmpwJ77s+19RVIH7R32DXBCD3spluZwjM247ITW+hNronii64zzUXmLsFkZtnoja2N4oG3eMWE7r7awQf+hkV6VNQkXa5ay509yzx+SKUd78KlSkT3GJiVj8HfVkWCoeIdjiRacqcrjIXsSuegNUUh/xRz/8mm0qHBXOVtjGZ2Fxb4Ho+WReCa4JTMD04DYk602+uwwdIwNcE2FbG10S5HgmQgBoIsK2MGrLEM5IACfiaANvK+Joo1yMBElADAbaVUUOWeMbTEWBbGb4bJKA+ApRDTsrZyXKIPH3T/S9jYJ9uuOUPk7Bw+Qa88eG3WPDFS6J8r5ZySCu985RDWgk8tyUBEmhVAv4qh0hlRdCt+B661fMhVZQqOXDEJsIyYgpswy6FI9Do07xYNm5Hcv5bKKjpB8vUO93Wjl/wV2jsdcgZ+zocAcHKnE60XYld9YyQMOKFhPGc2/P6ssOIWf0srMGJyB95okKIKWspwnZ9CXOnESjt/Ue3GNPBRQjbMwtVnUairPf1rrmILe8iKGcTSvrdhOoOojpKoxG5SUisedtQ0v9WVCcOVmYa9raEdULBRU81yUj+k3Jra3LwtagQMq/6MKrtzj+dbBRVQSYaOwshJBUXBsZ7VN3Fp0nhYn5NgHKIX6eflycBvyVAOcRvU8+Lk4BfE6Ac4tfp5+VJwG8JUA7x29S3i4tTDmkXaeQl/IwA5ZD6hC9etRkPPPOO+LdNDtHP3Aa9XocuHeMx++PnkJNXhIeffw+79mWhY2Isnn/kZpzXrbMSmV1U7WevTNu4LuWQtpEHnoIESKBlCfibHKI9uBtaUSVEJ6qFwOYsK2ztfQFsI4UU0vP8ZqujX71oA1Lq3keB40JYJt3sluTY5Y9DV5WH/OFPwxqapMwZ8n9F1MY3URvVA0UXnqg0Is9passRv/g+OHRByBn/lmut0L3fIvjAAlEZZLKoEDLZbY+g7A2I2Po+amL7oHjQ3a656LUvIqAkE4VijzqxV+MRtvMLmA4vQ3mPaajsOk6ZCijaj+j1L4tKIqmiosgjbs9nW6vw38oMfC2qhBy1VrrmBgfGYropDZeLtjEmjb5lX3DuRgKnIUA5hK8GCZCAPxKgHOKPWeedSYAEKIfwHSABEvBHApRD/DHr7efOlEPaTy55E/8hQDnEy1xTDvESoIfhlEM8BMcwEiABVRPwCzlEtI7RbVgiKoXMheboASVfDa1jLBdPhSMmodlzWPndKqQbPkNR4AjUXuJe1SN6/atCutirtIKRW8LIw3hkBcJ3/BtmUc2jVFT1cBtCOk1YcBskhx05l/4LDq2zD2fEto8QdHydUjVErh7SeAQUZyB63UuwhCWLih9Puqbilj4MbXWRUp1ErlLSeARnzkPovtlCDBkrBJHpypQhf4eQVt5AbUwvFA2+V6kKskBUB/mvqBIiVwuRq4bII0FrFG1jUvE70TYmWR/S7Hy5AQmcKwHKIedKjM+TAAm0BwKUQ9pDFnkHEiCBcyVAOeRcifF5EiCB9kCAckh7yKL/3oFyiP/mnjdXLwHKIV7mjnKIlwA9DKcc4iE4hpEACaiaQHuWQzTF+dCuntdirWPO9CKUfbYEPaK/QknkWFQPcYoWDSNi24dC6liP0j5/grnjcOXjkP1zEZLxAypTJ6K825WnLO2SOkYKqSPYKXVECcnEcJJk0hCoNRcgbtmjsOpCsbX3awgMBGrMDpy/XUgmcJdMGmKCjq1FxPaPRUuZQaK1zG3Kx4E5mxG55R3kxJ6Hh7pcgLlVh1DhsDjnJC3GGzspbWOGByVCw8Yxqv69ob0fnnJIe88w70cCJNAUAcohfC9IgAT8kQDlEH/MOu9MAiRAOYTvgJoJUA5Rc/Z4dn8lQDnEy8xTDvESoIfhlEM8BMcwEiABVRNoj3KIZv826JfNhfbXtYDdruSnJVrHnOlFKJk5D+clz0Z518mo7HGi5UtpmYSyxd9iSOB8FNTGosQSIcqaALGB+QjXl2BJ3fVIHj8SRuOJ1Q9lSUja/CKSAzNwxJyMGrswPURMsjELBm0t5uqfQf9LEqHTOmNE4RT8939aPBx2g/LzfRXdlB8lEZQesh/V1iB8hJmYPMnmipHna7P2osuuV1EHE0o0SbBKNjikYiRZi/FZeCz+3CFdWad/QDSmhaThClMXhGoCVP3rgYf3HwKUQ/wn17wpCZDACQKUQ/g2kAAJ+CMByiH+mHXemQRIgHII3wE1E6Acoubs8ez+SoByiJeZpxziJUAPwymHeAiOYSRAAqom0G7kkBZuHZORKeHocUkRL0SJDGgl4WfYHTCZJKSnOxAd1dBgRUgWJRLqZn2Hbh3nifYsV4s2LZcq74zZDMx8T4vzAxfj952+aPI9eivzbuQFDsAtN1ihF97F0aMSPv5Mi5uT/4VBkRubjLln29tI6WHC1VfZlPk5P2ixZauEf/a5CyH6ilNisqsT8dTuGbhoqB3jxjhlmn37NVj2Qx6e6f5ok3u8G9IR/9VPwpP9U9AjMFzVvwZ4eP8kQDnEP/POW5OAvxOgHOLvbwDvTwL+SYByiH/mnbcmAX8nQDnE398Add+fcoi688fT+ycByiFe5p1yiJcAPQynHOIhOIaRAAmomoDa5ZCmWsfY4zvBOvoK2AZfAkdgo5IbPsiUQzgfs+dqsXW7BEkIIU0NrQ743dV2dEt3ihYl+yQYVn6F1MTFKOt1HaqSRymf79gp4ZvvtAjRlSHBkO1cT3ZKGq17pDoZ1TYjbrnRho5JDvzwowYbtmgQZ8gRlUVKlUflMzU+y77KHsrPn3jYKZS8/JoOlZVAF+NB6KVaZe/Gz8vry/skdXDg1ptEdRCx3n3vlGNXl33oEL8RdQGyASNi7GLf/Fh0yE6CNrs7imrjMXmiDecPPCHC+AAxlyCBFiFAOaRFMHMTEiCBNkaAckgbSwiPQwIk0CIEKIe0CGZuQgIk0MYIUA5pYwnhcc6JAOWQc8LFh0mgTRCgHOJlGiiHeAnQw3DKIR6CYxgJkICqCbR1OaRCFLooK3fKDEEGUW2jRoJW40BY9nZEbJpzSusY64gpyI0dJBwLCVYrFDnCYhHygvhvhOjYYgxyT5csQqzfoMGefaLCR7VotCJ+bhd7yZVAAkRsSopDqajR0KJl268SvpujdTocDSLHSUKHvINOCCKPPGBV1shZrUH0/o+QHLcGpX1vgDlpmHKIBjlE3lMeTckhDadtLIdsFHKIfACHOGMTPokSotPX7y9+fP8jLY4eq5dZznDmDuk1CJiQgf+UZmKvvcgFKrI4EmkH0pF2MA2GWpGERmPQADsun+SUYDhIQE0EKIeoKVs8KwmQgK8IUA7xFUmuQwIkoCYClEPUlC2elQRIwFcEKIf4iiTXaQ0ClENagzr3JAHvCFAO8Y4fKId4CdDDcMohHoJjGAmQgKoJtFU5xCY6osz9UYtt24SwUW9A6By1GFi9BMOqv0MHywGFu8MYAuvQS2EdcTkqghLw5X+FCJHtlDxcBTjqJQr5+YtH2TFqhFNmkJ/5drYWv+5wPtAgacjfNy4K0qWzA3+41oYAIVrIlTvORs6Q128QOg7O0aBL6Ux0iNmE4gG3oyZhoLJ/Q1uZsgohbsjnqX+TXNJJ/c/jYiEqeogqIGL/I6KtzCeirYzM50xyyIB+Dlwx2dlWRm6B8+UsrSLLuO5WL4nYxWbZiceQkbYfxzodRh2cbAJrDOh6KBXpmemILIk6IcKc9LZPmWTDwAGsHKLq3wT89PCUQ/w08bw2Cfg5Acohfv4C8Pok4KcEKIf4aeJ5bRLwcwKUQ/z8BVD59SmHqDyBPL5fEqAc4mXaKYd4CdDDcMohHoJjGAmQgKoJtFU55OfFGqxaIypkCGsi3JqH4ebZGGyeD6NDlBIRI0+XjNXGK2EdMh6XXyHKdIjx4SdaHDnilElkwaJBKjm5/cuVQproL+SJnFzgnfdFbMOz9ZlsqlvMNVfZ0LuXA9uFSCILJb9VOUQWOR6WK4eIH3d9oEWfwNcQF7kDRYPvRW1ML9c7U1oqCQlGg0OHZUHEIQQVp9ii0ToFlfRUOyZfbnereHLgkIQFC7UoLHQuoxGYZFlEK36UK4YM7G/HJRefqHYiPyNXDvllowb5+U4JpsRUhu2JGdjRIRMVgVXKOlqx4yhjEqabUtH5eDK+/Z/OKZSIoegfJ7Wv6X2eA1cLLqdrr6PqXxg8fLsnQDmk3aeYFyQBEmiCAOUQvhYkQAL+SIByiD9mnXcmARKgHMJ3QM0EKIeoOXs8u78SoBziZeYph3gJ0MNwyiEegmMYCZCAqgm0VTlEboViOLANl2pnIcW+HRphJtiFvJAV0Bs7Ai/CIW0vZJm7IjgYeOg+K+oswPMv6mAXhS+6hYgeMcrT7qPUEo682gT0ElLDtKk2bNiswY/zNDBoqtE5KKvJHi3ZNR1QYQ1VWsuMG2NXxIrZc4WEsrcI0QEFrnIfjQWJzJoe+N3VdnRLd1bh2DRDi6GdZyA6LAOFQx9FXURKq7wzVXYLvq86hFmVmdhYKyyR+pGmD8O04FRcbUpBrM7o+ry4RMLevRIqhTuiETDl28iSiF6IKx2THEhLZcWQVkkkN/UJAcohPsHIRUiABFRGgHKIyhLG45IACfiEAOUQn2DkIiRAAiojQDlEZQnjcd0IUA7hC0EC6iNAOcTLnFEO8RKgh+GUQzwExzASIAFVE2hzckhdLXTrf0bVnDmIqD6C0BEJ0IQGnMK43BKK+359E0kdHKLlirN9ysuv6WAxV+Nf/W9vMiebS87HOwfvdIke1TXAP17XoVvQNtyT+nqTMV8e/QOWF47FHX+xISb6hAxhX/s1kkp+bjJmf+//Q3CnDsqcXVTeWP+4DmMGPIXw4CPIH/53WEM7tug7s64mVxFC5pmzYJYPJEaoJgBTjJ0xLSQNAwwxLXoebkYCbYEA5ZC2kAWegQRIoKUJUA5paeLcjwRIoC0QoBzSFrLAM5AACbQ0AcohLU2c+/mSAOUQX9LkWiTQMgQoh3jJmXKIlwA9DKcc4iE4hpEACaiaQFuRQ6SCHOhW/gD92p8As7N1TL4+GYkjjQgONONAZQqsDmf7GGdlEODOX9/HNddoXRUstmyVsGFRDp457wnU2Aw4bO6sPGfQ1KKzKQuHqrrgreNP4Zab7QgLcYoeR49LOLZwKabGfYHiukgU1DpFiQh9KWID87CkcDy0Q6chPc29Skbk5pkIzN0Ca0gH2ANMSoyuIgeaugoUD7oLNbF9lc+qsoHtb+hw2QUPwWTIR97oF2AzNr+MkW2twteVGeLrAA5bnTxF1xlcFJSoVAmZYEyGQRIlQDhIwE8JUA7x08Tz2iTg5wQoh/j5C8Drk4CfEqAc4qeJ57VJwM8JUA7x8xdA5denHKLyBPL4fkmAcoiXaacc4iVAD8Mph3gIjmEkQAKqJtDacoh210ZoV8yFbscvTo4aDWx9hsIyegryIvuj+y93w4AqPHfsLdQgWGnrcn/8w4jU52N7t2cRk5rgxr9o6zb0zn4bGdW98GnR/XDYJYTqivBI4v1K/OERryMkxD1lIbtmISRrEfI6XYkjkRMhCYsitmIDOmW8D3Nsf5QOuuOUHMesehb68sMoHPII6iJTlfmwHf+G6cgKlPX8Haq6jFE+K/xVwv4vtJg87B4EaMuQe8mrsAeGN8s7U+uwYUHVYcyqysTq6mylDYw8OutDMM2UimuEFJKoc4osHCTg7wQoh/j7G8D7k4B/EqAc4p95561JwN8JUA7x9zeA9ycB/yRAOcQ/895ebk05pL1kkvfwJwKUQ7zMNuUQLwF6GE45xENwDCMBElA1gVaRQ+pbx+iWzYEm94iTnzEElqGXwjb6CtgjY11ME+bdAgkOZE94H4q1IUbU+n/AULQHRYPuQW1sbzf+pkNLELb7K5g7jUBp7z+eus6lMwGte5uahiogJf1uQXWHC5QYfclBxKydAUtYMgouevKUHMcvuldUCal0kz2CDyxA6N5vUdllLMp7Tldiji7R4OjPGlw14jZRuaMWOePfhkMX6NN3ZmttoWgbk4Hvqw6hzF6nrG2SdJho6ozpQgi5MDDep/txMRJoDwQoh7SHLPIOJEAC50qAcsi5EuPzJEAC7YEA5ZD2kEXegQRI4FwJUA45V2J8vi0RoBzSlrLBs5DA2RGgHHJ2nE77FOUQLwF6GE45xENwDCMBElA1gZaUQ5pqHWPvKNrFjJwC66CLgQCDO0u7BYkLbhfVRLTIvuw911z4js9gPLJKyB/XCQlklFtM6O5ZCD60COXdp6Iy5TLXXNzyx6Ctykf+yGdgDU50i2moAlIw9DFYIroqc5qaUsQveQB2vQm5495wP5etDok//VUoKxJyJn7gmgvK3oiIre+hJr4/igc6q41kzNKiYIuEq0f8Wfl59sQPffK+FNqq8a1oGTOrMvP/2TsP+Krq8/9/zrn3Zg+SkB0CIQlD9p6yRREUXOCora0/q7Z1/qu2trbWWqt1tFpX1Wq1tYoWBcHJ3oKIskdCGAkhCdnjZtz1/55zk0sCISTnJLnr8/29YuCc7/Md7+e0r1f7e/d5cMhSrq4piZ9xQfGqEHJFSBqCZWcbHg4SIIFzCVAO4VdBAiTgjwQoh/hj1nlnEiAByiH8BkiABPyRAOUQf8y679yZcojv5JI38R8ClEN05ppyiE6AGsMph2gExzASIAGvJtAdckhbrWPs/Yafl5/cUIWElfedI2iEZa1AxOGlqvyhSCDNR/S3LyGo4DuUjfgpapPGul7FbHsOgcX7W6020loVECXQVbXkrGojxqo8xG14FNbQeBRN+5NrD1P5UcRu/pOoNpIqqo38Tn2+50UDzCcbcNXk20XFkEBROeQlzd+L1WHHqto8LK7Kwhrx2yr0FGUki1Yx1wohZJFoHdNbtJDhIAESuDAByiEXZsQZJEACvkeAcojv5ZQ3IgESuDAByiEXZsQZJEACvkeAcojv5dSfbkQ5xJ+yzbv6CgHKITozSTlEJ0CN4ZRDNIJjGAmQgFcT6Co5RKozw7B9NZq3jnGE94B18uWwTZ7bonXM+QAazMWIX/sr1Fl7YkPB065picFbMSTmNRSYx2J3qags0mxMiPs9wgNO4OvCR1BpcVYBUcZFUW8hJXQDDpTdjNwaUaWkcchowKwUIW44JKw8+WaLtSbF/xqhpgJsKfwjqi0prnexQbswouffUFI3BN8W3+96HiBXYlrSPbDaQ7Em/0X1eWWOhMCAClwx/h7YAyNQMOu5Dn8vh0VlkPdE25iPqnOgVAxRRpBkwJyQ3mqVkMnBSWrVEA4SIIH2E6Ac0n5WnEkCJOA7BCiH+E4ueRMSIIH2E6Ac0n5WnEkCJOA7BCiH+E4u/fEmlEP8Meu8s7cToByiM4OUQ3QC1BhOOUQjOIaRAAl4NYHOlkOU1jGmNUtg2LoSUr1ZZeNqHTN2JmAKaDcvY6Wo0LHxUVTWJOOrb89U6IiJyML04X9CaWU61nz/SIv15k/4OUymGizf+gLqLRGudwN6fYLBaR/hUO5c7Dl6net5RMhJzB79G1SZE/Hljj+3WOviwc8iPnoPNu25FwVlZyqcpCetwoiM/yDn1DTszLqlRcxVk2+DQbbgo02vwW533jU8ogiXDn8QtpBYFE5vucf5YFTaG/BxTY5aJWRXQ4lr2sjAnlgYlon5oWmIkNvPst3QOZEE/IQA5RA/STSvSQIk0IIA5RB+ECRAAv5IgHKIP2addyYBEqAcwm/AmwlQDvHm7PHs/kqAcojOzFMO0QlQYzjlEI3gGEYCJODVBDpFDnE4YNi/A4b1y2Dcs83Jw2CAdcTFsE2/Cra+F2liZCjMRvyOJ1FalY7CsQ+71jBaypCZ/UtYDZHI6nemEockhIoBh+6EXTLi0IB/tNgzouJrJOe/jsqIsTiZfLvrXVjVLvTKewE1oYNxIvW+FjEJBe8gqmw9ChJuQlnUmWojcYWLEVP6FYrirkVJzJwWMX2PPILAhnzkpP0B9UHOaiPBllz0yRZtaCJSUHTxo+dlYRdtYjbW5mNxdTa+NJ9AncOmzo03BOOa0HRcH56JdFOkJpYMIgESaEmAcgi/CBIgAX8kQDnEH7POO5MACVAO4TdAAiTgjwQoh/hj1n3nzpRDfCeXvIn/EKAcojPXlEN0AtQYTjlEIziGkQAJeDUBPXKI2jpm8xcwbVgGqShf5dDUOsY69Uo4ImN0sbHv24eUY39FSe0g1F/bUtxI/PQ2ZTecmiMkENmg7mOszBWVRv4Aa1gSiqY+1mLvgNJs9Nz6JBp69EXxpDOiSeixNYjc91/UpE5FxZCbW8SEHfkMEQc/QnXfS1E58Ey1kehvX0ZQwU6UjbgdtUljWsTEfPM8Aov2oHTMXaiLG6a+CygTe28Re0elo3jir89hctxShfdF25gPhRRyyuasthIgybgkuJeoEpKB6SEpMLBxjK5vicEkcDYByiH8JkiABPyRAOUQf8w670wCJEA5hN8ACZCAPxKgHOKPWfedO1MO8Z1c8ib+Q4ByiM5cUw7RCVBjOOUQjeAYRgIk4NUEtMghcmEujOuWdUrrmLbg1W/4FmlVr6DYOgoN8+9sMTVu3cMw1hQJCeRxIYMkqO+CCr9H9I4XhZQxVMgZd7eYL9eVIWH1A7AHRqJg1rOudxEHPkRYzpeoHHANqtNbVgEJPrkdUd+/htrE0SgbeYcrJnbjH2GqPI7Tk34DS4+0FvtE7v0PQo+vQ8WgG1HTx1ltJPD0XsRs/xvqew5CyTin5FJrt2K5+aiQQrKxra7QtcbggBgsEkLIVWF9ESUHevW3xcOTgCcToBziydnh2UiABLqKAOWQriLLdUmABDyZAOUQT84Oz0YCJNBVBCiHdBVZrtsdBCiHdAdl7kECnUuAcohOnpRDdALUGE45RCM4hpEACXg1gXbLIUrrmD1fw7h2KQwHdzrv3AmtY9qCV/PpVmTinygxTkQyRgU+AAAgAElEQVT9pT9pMTVm218RWLwPJWPvRX3sYPVd6NHViNz/niplKHLG2aO1aiNRO19F8KkdrVYBMZXlIHbLE6oAooggTSNh5b2QG6qFZPKckE0iWmyjiCaKcFKdNhuVFy1U3ylVRpRqI3UJI/H5oGvUtjErao6ixmFV30cbgnB1aBquD8vEwIBor/6eeHgS8BYClEO8JVM8JwmQQGcSoBzSmTS5FgmQgLcQoBziLZniOUmABDqTAOWQzqTJtbqbAOWQ7ibO/UhAPwHKIToZUg7RCVBjOOUQjeAYRgIk4NUELiSHdHXrmLbgVb23Bv0j/ovSyJmom3yDa6rVBjSs/jcyLOuxv3YECiyp6rv0wP3oHZiF3aGLEDP1EkjSmdWrqoDEDQ8jAkXYVDUbDY5g9eXI0E3oYSjBt6m/QeKQllVAdmyqxJUV96PWFoxVRZeq6zmEJHNF4jJYHCas7v0qhg5xtLhCYP4OxHz3KupEK5jSyJFqjGw+jvjyXVgSlYRrk/qq842iTcz04GQsCu+HWcEpMIk2MhwkQALdR4BySPex5k4kQAKeQ4ByiOfkgichARLoPgKUQ7qPNXciARLwHAKUQzwnFzxJxwlQDuk4M0aQgLsJUA7RmQHKIToBagynHKIRHMNIgAS8msD55JBWW8f06Q/L9KtgG3ExYAro8ntXvPE5BiYuQXnyHJiHX6Pu12AB/vNfAwbWfYprUv7X6hlePvIL2HqNwjVXCYtEjJISCW++LeO2hGdwUeS+VmPu2/UCZs4JxcgRTtlj3UYZa9bIeGP0La3Ozzcn4XcHnsDCa+0YfJHduU+phLVLjuPupMdaP1d0Ap6MG41bYjNwbWg6ehqcggoHCZBA9xOgHNL9zLkjCZCA+wlQDnF/DngCEiCB7idAOaT7mXNHEiAB9xOgHOL+HPAE2glQDtHOjpEk4C4ClEN0kqccohOgxnDKIRrBMYwESMCrCbSQQ9poHWOddR3svft1211t9UDNm8swIHU5KvstQHXmPHXvPXslfPiRASlBJzAySrS3UaqDKD5HsyohG09fjDJLDO76mQ2xPR1YvkLGNztlDO+xA6khea3e4ZP8BQgLAx6839nq5fmXDKpUMivuS4QYap0xzfY4XReLraWTkJHuwA9vsomKIiLmZQNypZOYnPYRynqUwWZ0yikGmwFRZVEoyh+Jkycn4+YbbcjMaFlxpNvAciMSIAGVAOUQfggkQAL+SIByiD9mnXcmARKgHMJvgARIwB8JUA7xx6z7zp0ph/hOLnkT/yFAOURnrimH6ASoMZxyiEZwDCMBEvBqAoocEuGoR8VXK2DasAxSUb56H0dENKxT5sE6+XI4ImO6/Y5VJyQYvnwPGUmrUHHRDahJm6me4atVMjZtcbZgaXJCFDGjeQuZpsNed7UNQwY78No/hbSRJznnuILEn5vJHk0xD9xnRXj4GTmkaSM1rJX5ihwy7/oavF14BP8szEZZVJkaIomApFPJyMzujz4nesNgN7gYTp5ox+xZzmojHCRAAu4hQDnEPdy5KwmQgHsJUA5xL3/uTgIk4B4ClEPcw527kgAJuJcA5RD38ufu+ghQDtHHj9Ek4A4ClEN0UqccohOgxnDKIRrBMYwESMBrCSitYwLWLIH89SrRr0WU6hDD3tQ6ZuRUwGjstLvlnZTw6RcyTp06Y1jYhUBhNDggy5Iqccy51IYAk3PL099K6LHrTfSO34zyoT+CuZdoZSNGQSHw6utG2ERRjibXQ3l+trgRLDq23HuXFcFBwPZvZaz4VFa9EHUoMoka1PJ6fdMcuOVmZ7UPRUD5aqWIadzk7PXtwv7ISz6BmqmH8Y0xFxaHU/aIqIxE5pFMZIifMHNoq/wum23HxPGUQzrt4+JCJKCBAOUQDdAYQgIk4PUEKId4fQp5ARIgAQ0EKIdogMYQEiABrydAOcTrU+jXF6Ac4tfp5+W9lADlEJ2JoxyiE6DGcMohGsExjARIwLsI2G0w7N0O49qlMBwUbVmUYTTBOno6rNPmt7t1jFU4FIWFEoKCHKhTuq4IiSIoEKitl5AQ52jhlShCx2tvGmFpcG6n+hbiH2cX4uiX6cAPbnDKGcc/l5Fa+DKSY3egdOQdqEsc7eJ86LCztUxD43pN1kdTdQ+lPcxN19uQnHSmdcu6DTLWrHVWHFGGqxNN4yFSxNybxN6hzXyOzUIQ2bpNQrVZguJ+yCK8NKwchzMP40h6FmoCne1mwiQT5oX2QUZWJk6tTHIeR/lH4ybNxZK4OOAnP7QiJMS7PhuelgR8jQDlEF/LKO9DAiTQHgKUQ9pDiXNIgAR8jQDlEF/LKO9DAiTQHgKUQ9pDiXM8lQDlEE/NDM9FAucnQDlE59dBOUQnQI3hlEM0gmMYCZCARxEoLBKVMrbLyM0/IzQobVcCrVWYXL8Cg4uWwVQhJomhtI6xT7sCuWlXY+X3YSivEKaEmOtQtA0RZBJVPFJTHZg8wa62Wmkax45L+GCJAVVVzap3NEoWyq/AAOC6a2xQZA9ldKQVTFNbl4PvyBgkPYf46L0oGXMP6uOGtODcYAGKiiQECCHFYlEPjSBRLaRe+Bpx8UpFknPTYhbvSkslIXkIecUkqbKKckflrrGxrbeNUVaptDdgac1RfFCVhe8aitWFlXtOCErAwrAMzAvpg2DZWWVl1x4Ju3YLoaT6DEtFDjGZHOjT24EpF9tVPhwkQALuJUA5xL38uTsJkIB7CFAOcQ937koCJOBeApRD3Mufu5MACbiHAOUQ93Dnrp1DgHJI53DkKiTQnQQoh+ikTTlEJ0CN4ZRDNIJjGAmQgMcQOHFCwtvvGlTpQW2HIkaCJQeTaz7GqNqVCICzdYw5YQAMcxbAJlrHbNsZgBWiSoerRUsrbVQiwh247VY7IiMcQnoA/vai0VW1o6lKxtltV5SOND+73YaeMQ5Ncsj3zxkxLvGPiIk4guIJD6EhOrNbOSv32lSbj8XV2fjcfBx1DmdFkxRjKK4Ly8T1QgpJMYoSJRwkQAJeSYByiFemjYcmARLQSYByiE6ADCcBEvBKApRDvDJtPDQJkIBOApRDdAJkuFsJUA5xK35uTgKaCFAO0YTtTBDlEJ0ANYZTDtEIjmEkQAIeQ+AdIYZkZYvKGLBhSO0GTDZ/jL6WPer5rDDh++AZ2BRyFZDWDz+91aYUzMDjTzpFD0XuaGrCcna7FyV+8kQ7Zs+y48BBGe99IKuxilGiuiTiz2fLIUrMvLl2jB1lR6ttZZTwszZq3lZm68MGXDL8t4gIPYmii38Ha0Rqt3DOs1bjveosfCikkJPWGnXPIMmAuaI6yMLwdEwKSjqnHU63HIybkAAJdCoByiGdipOLkQAJeAkByiFekigekwRIoFMJUA7pVJxcjARIwEsIUA7xkkTxmK0SoBzCD4MEvI8A5RCdOaMcohOgxnDKIRrBMYwESMBjCLzwdC2GFC3HpT0/RViAU2yol0KQZ+qHXNMAnLbFYf3pGQgSrVgefsiK08US/v6y6L8i5I4rk5c67ZCzhI2c6r7YWzkUGekO/PAmG3LzJLz+pgExpmJM6rnpnPnKnt+UjsGpumTcfKMNmRlO5USJ27f2MGIbDrm2sItXSosXSVgiJ6Mvw+zLjQgQbV7qROuXnU8ZcPm4XyIksBiF0/8MW4jo+9JFo9ZuxQrzMXwghJCtdQUuSWZUYCwWiQoh88P6IkxS+s9wkAAJ+AoByiG+kknegwRIoCMEKId0hBbnkgAJ+AoByiG+kknegwRIoCMEKId0hBbnehoByiGelhGehwQuTIByyIUZtTmDcohOgBrDKYdoBMcwEiABtxOQTubAtG4ZsHU1jLZ6RExPghx6rsxQYw3FPbtewpiRdlwxz66e+/U3jaguKMHTw/5fq/f4rmwkXsq5G9ddLaqRDHaoVULe/1BGROE23Nb3H63GvJ97I46EXKLKJAbhnjSNHnveRsiJja3GnJ78CCyRvdV35Yck7BcCyvxJv4DJUI2CWc/BHhjR6Zy/qSvC4posLK8+hmqHRV0/wRCMa4QQcoNoHZNm6vw9O/0SXJAESEATAcohmrAxiARIwMsJUA7x8gTy+CRAApoIUA7RhI1BJEACXk6AcoiXJ9DPj085xM8/AF7fKwlQDtGZNsohOgFqDKccohEcw0iABNxDwC7Ei+82CSlkKeTsvc4zGE3IiZuB/kNOINRkxhcFc9BgF2VCxLg04XMEyvV4pfZ5XD4/FKZGd8RcI2H7soO4MfJpFNXF4evSiWo1kDAhZcyIWyUqgCRhffzjmDLZKZMoQxFEqoSMMsC8HDl1A3GsoZ9abSM54BgGBO1CdsA0BMz4AYzNxBAlrufWJxFQmg1zr8mwBUerawWf2gljVR7Kht+G2uRx6rNTm2Uc/UTGtVNuUf+ef9nLgCGgUzgXWc34oCYbi6uykWOtVNcMlGRcEpKKRaEZmBqSDAMbx3QKay5CAp5MgHKIJ2eHZyMBEugqApRDuoos1yUBEvBkApRDPDk7PBsJkEBXEaAc0lVkuW53EKAc0h2UuQcJdC4ByiE6eVIO0QlQYzjlEI3gGEYCJNCtBKSqchi3fAHDhuWQS4vUve3RcbBNuQLWiZfBEd4DiZ/dAclhxbdDX0JQWCDMZmDQoT8ipPY4iic8hIboTNeZTUYJUbnrYNz5b5TEXYyc5FtgMoo1LQ0Y+f2dQvqQcOpyUSFECBTNR/TOVxB06lshddwqpI4J6qvAot2I+eYFsX5/sc8D53BJWHkv5IZqFM54SsghMer7iINLEHbkc1RlXoGqfvPVZzlLZRRshZBDfuLcf+7ruhg3OOz40nxCbRuzvvYkbI2NY4YGxGChqBJytWgbEyk7JRoOEiAB/yBAOcQ/8sxbkgAJtCRAOYRfBAmQgD8SoBzij1nnnUmABCiH8BvwZgKUQ7w5ezy7vxKgHKIz85RDdALUGE45RCM4hpEACXQLAbV1zKolMO5YC1idLVDsGYNhmbYAthGTAbmxTIcQIZI+++k5UkXUd68jOH8byof8CObUi11nVuSQmP3vQc5ahcqB16G676Wud/GrH4ChrgyFU/8EW1h8i3vGbXhUrfhxetJvYOmRpr4z1BQhft3DogVMpGgF82yL+ZK1Dolf/gIO2YhTc151vQvJ24weu95CbdIYlI24XX2+7w0DzEdrMH+imG8MxqlL/66J8d76EtE2JhsfVeeg3F6vrhFjCMLVoX2xSEghAwOc1Us4SIAE/I8A5RD/yzlvTAIkAFAO4VdAAiTgjwQoh/hj1nlnEiAByiH8BryZAOUQb84ez+6vBCiH6Mw85RCdADWGUw7RCI5hJEACXUfAaoVh1+YWrWMcAYGwjZ0ppJD5cCT3PWdvpTKHUqHDbgjFoX4vuN73PP0JYouXoSTmUhTFLXQ9NxokpJ54FoGV+5Db6y5Uhw13vUs9/gxCzQfE87vF82Et9up/8HbIojrJwf4vCeEjyPVuwIH/E7U+HOc8D67NRp9jf0Z9YC/k9H3UNT+49oh4/gTqAlNxtO/v1edZ78kwNpTg8rG/hC0oCoUzn2434zIhgSypPoLFokrI/oZSNc4oTjQjOAWLwjMxS/w2nlUFpd2LcyIJkIDPEKAc4jOp5EVIgAQ6QIBySAdgcSoJkIDPEKAc4jOp5EVIgAQ6QIBySAdgcarHEaAc4nEp4YFI4IIEKIdcEFHbEyiH6ASoMZxyiEZwDCMBEuh0AmrrGNE2xrhhBaRKp+DQ1DrGcvFcICT8vHsazKcRv/bXMNf1xGfbn3HNS4ndhvEDX0F+8Qhs2X9Pi/i5Y+9HcFApvtj+JKrrElzvRmS8g/SkNdh9ZBEOn5zjeh4SVCTEjQdRVx+JFdueb7HW7FEPIyI0H6t3/g5l1WfklT7xGzG6/z+RVzQGXx/8uSvGaKjFgkl3wmY34uNNb7ieR4TkYfbo38IamoCiaY9fkPEqc64QQrLwmWgf0zQGmKJE25h0XCN+ehqCL7gGJ5AACfgPAcoh/pNr3pQESOAMAcoh/BpIgAT8kQDlEH/MOu9MAiRAOYTfgDcToBzizdnj2f2VAOUQnZmnHKIToMZwyiEawTGMBEig0wjIxw/DuG7ZhVvHtLGjsfIE4jY+hsqaZHxddkaqCDedwIT436PGkoDNhX92rSBLFsxKFm1oHBJWnlTkDNn1LjV0FQZEvYu86qnYX36L63nPoN0Y2fOvKKvvj29O/6rFaYbH/B1xwTuxp/Q2nDJPdL3LjPgAaRGfI6fySmRXXtUiZnriXTAZqrEh/xnU2WPUdzE9jmBU2OOwRPbB6cm/bfXGG2rz8aGoEPJ57QnU2q3qnAg5ANeItjHXiLYxIwJ7dlpuuBAJkIBvEaAc4lv55G1IgATaR4BySPs4cRYJkIBvEaAc4lv55G1IgATaR4BySPs4cZZnEqAc4pl54alIoC0ClEN0fh+UQ3QC1BhOOUQjOIaRAAnoI6C0jtm5Hqa1H0M+dkhd60KtY9ra0J59GCmH/oKymgzULmwmbtgsSPriTtHwRcKpy/8BNLZWCa7JRdS6P8AaloiiqX9ssXTg6b2I2f43NMT0Q/H4B13vQo+uROT+xTCnTkH5kB+2iIk4uARhRz5HVcZcVPU/I4FE73gRQYXfo2z4/6E2eXyLmJ5bnkRAWTZKxt2P+p4Xqe8Ci/chZttfUR8zACXjf+man2etxnuiQsjiqiycspldz4cGxOD2iEFYEHZuqx19CWI0CZCALxKgHOKLWeWdSIAELkSAcsiFCPE9CZCALxKgHOKLWeWdSIAELkSAcsiFCPG9JxOgHOLJ2eHZSKB1ApRDdH4ZlEN0AtQYTjlEIziGkQAJaCKgp3VMWxvWb9uNtOIXUFI/BPVXt2wfE7/mQRhqS4UE8riQQZztY8IKv0HEjn+gLn44Skf/osXShtoSxK95CPbACBTMes71rseedxByYgMqBi5CTd9LWsSE5G1Gj11voS5hJEpH/cz1Lm7db2GsKcDpSb+FpUefFjE9dr+NkNyNqBh0I2r6zFDfBRXsRPS3L6MubhhOjroTy2qO4oOabGyrK3TFBkkGzBdVQq4XVULGBsVrygODSIAE/JMA5RD/zDtvTQL+ToByiL9/Abw/CfgnAcoh/pl33poE/J0A5RB//wK8+/6UQ7w7fzy9fxKgHKIz75RDdALUGE45RCM4hpEACXSIQGutY2wDRsI6fQFsg8eKri6GDq139mTzF98gw/YPlGAM6ufe3uJ1yPrn0KN6P1ab7kKuPAKSJGGYbRmGW5aiMHEObCOvaTHfagNSvrhDNJqx4t3Al2A3BMNmBy6rfwoJjkPIG3wP5N5DWsTYC3KQ8u0TKJOSsTzoj3DYHer7m+v/T6zjwInpL8IYEtQiJiznC0Qc+J8qhiiCiDKaJJNNMemYk5iKaofFFTNOiCCLhBAyL6QPQmWTLl4MJgES8E8ClEP8M++8NQn4OwHKIf7+BfD+JOCfBCiH+GfeeWsS8HcClEP8/Qvw7vtTDvHu/PH0/kmAcojOvFMO0QlQYzjlEI3gGEYCJHBhAm20jrHOuhb2+F4XXqOdM6o+3Ij+IW+jJHgK6mecafmy4nMZ6af+i5nxq1pd6c1j/4eY8RMxZpSwP8SoqwfeedeAW8N/h14hua3GPJr1F8y5Lga9kp0CSHGJhPffrcUT6S0rkDQFl1mi8EzhX/Hjm60ICTmzZP7X32N0yYut7vFKVCJ+lpSOREMIrhNCyPVhmehtCm8nDU4jARIggdYJUA7hl0ECJOCPBCiH+GPWeWcSIAHKIfwGSIAE/JEA5RB/zLrv3JlyiO/kkjfxHwKUQ3TmmnKIToAawymHaATHMBIggfMSkCpKYNz0GYwbVkCqLFXnOeKSYJkyH9YJoh1LSOdLDhVvrcTAuMUoi70EtWMXqXseyZHw9n8MmBG7Cjem/qfV8z5x4BEcrU3HA/dZERYGrFojY8MmGXekvYTR0d+cE2OxG3Hnd28gtqcDd/1MlBgR441/GXDiuIS/DrsL4aaqc2IOVg3EM4cfwtjRdsy73CmhfLlSxuHvC/Dnix5u9VyvmwZhdcUNePzKeIQESvzaSIAESKBTCFAO6RSMXIQESMDLCFAO8bKE8bgkQAKdQoBySKdg5CIkQAJeRoByiJcljMdtQYByCD8IEvA+ApRDdOaMcohOgBrDKYdoBMcwEiCBcwiorWNWfQjjdxsBm1OccLWOGTIeop9Ll1BzCN+i8h+fYGDqJ6hMvxLVA65U91mzXsY68aMOpciH2N4hfrd2jJtvtCEzw4E33zbg6DFJneOa2xjb/PDK+98+ZIUpAHjiKSNqRcUR5Xbq1FbmK7EpotLIT2+1YWtZMR7ZloMjaUfQECgCG0fP4p7ol90f6UfTEWARC4sxb64dYxurmnQJPC5KAiTgVwQoh/hVunlZEiCBRgKUQ/gpkAAJ+CMByiH+mHXemQRIgHIIvwFvJkA5xJuzx7P7KwHKITozTzlEJ0CN4ZRDNIJjGAmQgJOApQEGIYOY1n4M+dgh9ZEjMAQ2USHEOm1+p7aOOR9yc6HYc9liZCavRMXARajpK6qTiJFzVMK//m1oIYS05m0ookdT5ZDVa2Ws3yirMYrtoQofrQglrVUOcdkhTQdt5sLUBdahYeph7E3NwoGGMtdVgmqDkZGTgczsfoiuiDrnimNG2nHFPGe1EQ4SIAES0EuAcohegownARLwRgKUQ7wxazwzCZCAXgKUQ/QSZDwJkIA3EqAc4o1Z45mbCFAO4bdAAt5HgHKIzpxRDtEJUGM45RCN4BhGAn5OQG0ds/4TtX2MVFWu0mhqHWObdBkcQSHdRqh4t4yIb95Cn4SNKB/yI5hTL3bt/fmXMrZ+LWQPRfQQkofyWynv0VQ9xCAKi1w+x4YxoxQbBGiwAP9+14Bjok2MKnuI0RTX5Hoo7WduWGRDL1EJRBklJUJC+Y+M8vIzNojyJ5sIzEs5gayMLOT2OgG75JQ8TJKM1JO9kHawH3qJ35JdHOKsczVd4Cc/sqFPb+c+HCRAAiSglwDlEL0EGU8CJOCNBCiHeGPWeGYSIAG9BCiH6CXIeBIgAW8kQDnEG7PGMzcRoBzCb4EEvI8A5RCdOaMcohOgxnDKIRrBMYwE/JSAIWc/DKJKSFe3jqmrE9JFqQRZeBOKGmEXXkVwkAMNogtLQkLL1jB5a2QknXgFKbHfoHTkHahLHN0iOydOSMgRskdDg3isiiHCxBDr9owwIDm1AXGxLZOp7HXwsIz8fElUDXGo+yvNaZTfERHAoIF2KIJI82GuBfbul1EmPJmCwHJsCDuErWE5qDCKF41jYEAUFoZm4NqwdNjLg/Hu+zKKi5U9Wt5HOZ7BAMyfZ8PwYRRD/PRfarw2CXQJAcohXYKVi5IACXg4AcohHp4gHo8ESKBLCFAO6RKsXJQESMDDCVAO8fAE8XhtEqAcwg+EBLyPAOUQnTmjHKIToMZwyiEawTGMBPyJgGgdY9y+WlQKWQY594h6865sHbNtu4xPv3C2dlFEieYtXpS94+OB66+zISbaKU5kLTZgQMOziI/ei5Ix96A+bsgFs2MySogMCUBxpbBNOmFU2huwtOYoFlcdxvcNJa4Ve8iBmB/aB4vC+2FYQEyLnRQJpaAACAoEauuFCCMqjcjiXBZRvURpWxMY0AkH4xIkQAIk0IwA5RB+DiRAAv5IgHKIP2addyYBEqAcwm+ABEjAHwlQDvHHrPvOnSmH+E4ueRP/IUA5RGeuKYfoBKgxnHKIRnAMIwEfIVBeIaHGrPRbAaKilOocQGGREBaCJESh+LytY2rHXIbC6lCYTErbFQfi4loHoggQW0Rbl917lbYrom2L4mKIMhyK+BAZ4cCwoQ5MGGdXK4Qo49BhSVTUMLiEELVcx5kOL65NYmIcuOfnNvXvu18yYGz044iOOILiib9CQ1TGBbPTGXKIXRxuY20+Fldn40vzCdQ5nOdRrjIlOBmLwjJwWUhvBIg2MhwkQAIk4AkEKId4QhZ4BhIgge4mQDmku4lzPxIgAU8gQDnEE7LAM5AACXQ3Acoh3U2c+3UmAcohnUmTa5FA9xCgHKKTM+UQnQA1hlMO0QiOYSTg5QSU6hTLlhuwa0+jedHYvUSp1NG7YR8m1yzBsPoNkBuFB+uQcWi4eD5W5I7Fd7sManULtaKHGCJErfARH+/AFXPt6JXifKG8/+9iWW3RosxpGkqrFrW1S+NI7+vAD26wqa1Ulq+Q8c1OUTWk8Z0yq9EPOYf4A/dZER4ObH/MiBkDHkZEaD6KpjwKa3jKBbOjRw45bqnC+9VZ+F/1EeTbalx7pZkisFAIIdeJn0RDyAXPwAkkQAIk0N0EKId0N3HuRwIk4AkEKId4QhZ4BhIgge4mQDmku4lzPxIgAU8gQDnEE7LAM2glQDlEKznGkYD7CFAO0cmecohOgBrDKYdoBMcwEvByAis+l7FdtG9pkjBMjgaMqF2FybUfIdnibB1TJ4UgN3U2Um69Go7YRPzvIyGT7FX6vDgv79I7mpkfRlFJ5Mc321RBJDdPwutvNlYBUeY3tohp5oW4KN58ow2ZGQ5s2CRj1ZqzKm20Yocoa/zmV1YYRGWSbb8zYu64+xEcWIrCGU/BFtyyfUtrqeqoHFJjt2CF+ZhaJWRbXaFryTDJhHlK2xghhIwNEv1uOEiABEjAgwlQDvHg5PBoJEACXUaAckiXoeXCJEACHkyAcogHJ4dHIwES6DIClEO6DC0X7gYClEO6ATK3IIFOJkA5RCdQyiE6AWoMpxyiERzDSMDLCTwvWrGUFEvoYSvEePMKjK9dgTC76PsiRqGxNzaFXIWdwZcgLDZYbd/SICqF/OlJI+xC1GheBaQ1DJMn2jF7ll1tJ/PFV0L0cHatUeWQ85UBmTXDjimT7TCbgdf+aUBpmQSHED/UljKtSCUzptsx7WI7qnMl7H7RgAWT7pGSJoEAACAASURBVITRUItTs5+HwxR6wey0Vw75uq5AFUIUMcRst6rrKtcYH5SgCiHzQvogWDZecD9OIAESIAFPIEA5xBOywDOQAAl0NwHKId1NnPuRAAl4AgHKIZ6QBZ6BBEiguwlQDulu4tyvMwlQDulMmlyLBLqHAOUQnZwph+gEqDGccohGcAwjAS8nsOql3eiTtQyjE7+HHODUPU4bU5BrGohiYzJK66OxqWQK+vR24Cc/ssHSADz+lFMOmZ+0tNXbH67qh4NVF6FJDqmskvCCkFDCHMWYHLup1ZitxRNQZo/HXXfaEBXlLEmiCCKHNmQhtOIg7HYhiShCitr9xoGAQKCm/5UYPMg59/T3ErLeM+DaKbeof8+f+0a7MtOWHHLKZsYHVVn4oCYbx0QLmaaRbAxVW8bcEJaJFGNYu/bhJBIgARLwJAKUQzwpGzwLCZBAdxGgHNJdpLkPCZCAJxGgHOJJ2eBZSIAEuosA5ZDuIs19uoIA5ZCuoMo1SaBrCVAO0cmXcohOgBrDKYdoBMcwEvBGAg31MH6zBsb1yyDnOlvHhM/sBUPwWW1cxPNqaxge2P8ibrrBhr59nCKG0lbm1OFC/HnIr1q9/Y6yMXgj9+eqTJKS5Iw5ekzC8a8248bkN1uN+V/BTYibNgMZ6U0NbpzTor5/A8Env2415vTkR2CJ7K2+y10pI3+NBVdNvh0OQyBOXfZSuzJzthxS77Dh85rjWCyEkE21+VCKligjSDJgTkhvtUrI5OCkC1ZNadfmnEQCJEACbiJAOcRN4LktCZCAWwlQDnErfm5OAiTgJgKUQ9wEntuSAAm4lQDlELfi5+Y6CVAO0QmQ4STgBgKUQ3RCpxyiE6DGcMohGsExjAS8iIBcWgTD2qUwbflClOVwVsKwJ6SiZNQC9MGXMEl1WFM+D/UWI2w2YGbsVwg2mLFnyFOISY1x3dQq3h35chumO15Hfl0K9teOgiRLMNhrMC1qJSpsMTg06i9ISW4pekTsegdheRtg7jkUtug+6nqG8lyEFH2HmqTxqBjxf+fQjFv3GxhrClHTZwbsAc4qHUGFu2CqOI7yITfDnDpVfaZUDanaX4F54++FPTASBbOebVdmmuSQVcUnsVhUCVlWcxQVdlEepXGMDOyJhaJCyPzQNETIAe1ak5NIgARIwNMJUA7x9AzxfCRAAl1BgHJIV1DlmiRAAp5OgHKIp2eI5yMBEugKApRDuoIq1+wuApRDuos09yGBziNAOUQnS8ohOgFqDKccohEcw0jACwjIh7+Hae0yGHZvETaIsxaGdcg42KbOh23QGMBhR9JnPxXNWiScmvu660Yx2/+GwNN7UTryDtQljm5x08h97yH02GpU9ZuPqswrnO/EOolf/ByS3SLkjL8KSSO8RUzsxsdgqjyB4vEPoiGmn/rOVH4UsZv/BGtoAoqmPd5ivmQxI/Gru+EQVTvUSiCyUX0flvMVIg58IMSQi4Ug8iP12e6/G4CSAlw25tetrtVamopttfi4Nke0jsnG/voy15Q4QzCuCU3HDeGZSDdFekGGeUQSIAES6BgByiEd48XZJEACvkGAcohv5JG3IAES6BgByiEd48XZJEACvkGAcohv5NFfb0E5xF8zz3t7MwHKITqzRzlEJ0CN4ZRDNIJjGAl4KgGldczXX8EoKoXIBSecpwwJh2XiZbBOuQKO2ETXySVLjZAw7oHVHoo1+S+6nmdEfIS+EctxtHIOsioXtrjp2LjH0SPgCL4tvh8ldUNc78bGPoEegVnYWXwviuuGndkDVsxK/qn699UnXxXtWpxVOCTxfGbyHZAlG1bl/cP1XHkXHbgPo2OfQUVDX2wresS1VlTAIYyJexJVDanYWvQH9XlljoSosBzMHPmY2mpGaTnT2rAKgWVVbZ5aJWSN+G0VSowyTJKMS4JTRNuYTEwPSYGBjWM89cvmuUiABDqBAOWQToDIJUiABLyOAOUQr0sZD0wCJNAJBCiHdAJELkECJOB1BCiHeF3KeOBmBCiH8HMgAe8jQDlEZ84oh+gEqDGccohGcAwjAQ8jcL7WMdbpC2AdPxsICDznxAZzMeLX/grm2p747JtnXO8To3di0uAXcLp8INbvfqhZnB1XT74NsmzD0s0vw2oLcb0b1vc9ZKZ8if3HF6g/TSM6PBszRjyOypokfPXtEy3OMHPEo4gKP4b1ux7C6YqBrncDei3H4LQlOHJyJr47crPruSw34KpJt6t//2jT63A4nBVFEhP2YVK/p1EfMwAl43/ZYo8DDaVYXJ2Nj2pyUGKrc70bFBiNn4j5lxp7I0o+l42HpZfHIQESIIFOIUA5pFMwchESIAEvI0A5xMsSxuOSAAl0CgHKIZ2CkYuQAAl4GQHKIV6WMB63BQHKIfwgSMD7CFAO0ZkzyiE6AWoMpxyiERzDSMBDCJzTOkaWYRs6EZbp82HvN7zNUzryc5H83R9QYe6F/FGPuuYarFXol3Uv7JIJhwa86noeVHccaUdFhQ5TLLIznmyxdkTFNiTnv4bqsCHI7XWv61106UrEF76PishJyE/6SYuYhFP/RlT5OhTFXouSnnNc71JyX0R49XfqfCWu+eh75BEENuTjWJ+HURucrr6KNH+LpOMvoy5+OEpH/wIV9np8XHNUrRKyu6HEFd5DSCBXh/XFotAMjAjticiQABRX1ntIJnkMEiABEuh6ApRDup4xdyABEvA8ApRDPC8nPBEJkEDXE6Ac0vWMuQMJkIDnEaAc4nk54YnaT4BySPtZcSYJeAoByiE6M0E5RCdAjeGUQzSCYxgJuJNAG61jbKJSiD06rl2na9iVhT55T6Gsrj9qr3mgRUzC6l9CritH0bTHUReUgKJCoHftesQe/Ddqk8agbISzgkfTMNQUIX7dw7DKwTh16d9htQKniyUMKngdoae+RsXgm1DTe3qLGDl7IxIOvY2TgWOQ3ecOREc7UFcLDN/3S5gsYu+pj8EaltQipseutxCStxkVg25ATZ+Z6rvgvC2I2vUmchKG4t7UofjKfAL1oo2MMpQ2MdNCkrFQCCGXhqSqbWSUYTJKlEPa9ZVwEgmQgC8RoBziS9nkXUiABNpLgHJIe0lxHgmQgC8RoBziS9nkXUiABNpLgHJIe0lxnicSoBziiVnhmUigbQKUQ3R+IZRDdALUGE45RCM4hpGAGwhIp0/BuGE5TFu+AMxV6gnsvdJhnTof1jEzWm0d09Yxa9buRqb5BdFuZQTqr/y5a2pxiYTA9S+if+B3OFmbgmprqPquZ2AxYgJKsMF6A1Ium4mgZt1YVq6WcW31XQg11iCrOhN2h1PCSA05gWBDLb4I+R2GTEuFJDm3KRCyycoPC/BQ2m9RZwvCcXNv1/79ww+h3haItwyv4IrL7a4Y9b571yLl+LswS9GokmLRIFkhSyVItpbj79GJuDvRWU0k3RiJReEZuC40HXHGM+1vmjahHOKGD5hbkgAJuJ0A5RC3p4AHIAEScAMByiFugM4tSYAE3E6AcojbU8ADkAAJuIEA5RA3QOeWnUaAckinoeRCJNBtBCiH6ERNOUQnQI3hlEM0gmMYCXQjAcO+b2BYvwzGPducu3agdUxbx6z6eDv6B7yGEtNE1M92tnwpK5fwjzcMmBaxHFcnL2k1/KmDv0ZtVD/ceosNBuGAbNsu49MvZNyf8TQuitzXasz/ffsvTJhgx5xLnBU9Xn3dgPx8CS+PvA0BsuWcmINVA/HM4Ycwa4YdUyY7Y3bvkbDzq+N4eMBjre7x56jeWBE4C78anI5RgW1XT6Ec0o0fMLciARLwGAKUQzwmFTwICZBANxKgHNKNsLkVCZCAxxCgHOIxqeBBSIAEupEA5ZBuhM2tOp0A5ZBOR8oFSaDLCVAO0YmYcohOgBrDKYdoBMcwEuhiAlKdGYbtq2FcuxRywQl1N0d4D1gnXw7b5Lntbh3T1jEr3lmLgTHvojRyJuom36BO3f6tjBWfyggzViI56KQz3CF+Git+KH89VD1QfXzXz2yI7enAO+8akJUtISHoFCKN5S0qfSjzGhwBOFqTjrAw4MH7Rb8ZMR77kxEWG9A3JAcmuV7do6mqiPK+3NoDhXWJyEh34Ic32VDfANz99mkc7HsIvWO/g80gghvPFl0Wg14ne8GQOwQVtfFYdJ0dgwY6hZLzDcohbeLhSxIgAR8lQDnERxPLa5EACbRJgHIIPxASIAF/JEA5xB+zzjuTAAlQDuE34M0EKId4c/Z4dn8lQDlEZ+Yph+gEqDGccohGcAwjgS4ioLSOMa1ZAsPWlZDqzeourtYxY2cCpoBO27nslc8wKPUjVKTMRc2wq9R1m+QQxQdxCRtnySFNB7jzp1YkJgDLV8hqnCJ3NE1tLSRUdKdR5BBl3utvGZCb22iciMnq/GYCStMeycOrYJ5yCP8tO4J8ydlKRxlh1eHIzM5EvyOZCKsJb8Fk8kQ7Zs+iHNJpHwoXIgES8BkClEN8JpW8CAmQQAcIUA7pACxOJQES8BkClEN8JpW8CAmQQAcIUA7pACxO9TgClEM8LiU8EAlckADlkAsiansC5RCdADWGUw7RCI5hJNCZBBwOGPbv6JLWMec7ZkMlUP/fJejf63NUDrwW1X0vU6dWVEl45R8G1NQ4ZQ1xNKe0cZbtkZLswK0/draVKS6R8IaQPczCZVHmN1UZOdv1aN5WpqAQePs/RlQr+yjLqzaKcy+rwYpjqcdwpN9hnIzPV7dWhtFqRO/jfYQQ0g8JpxIht2aTiHmsHNKZHyfXIgES8CUClEN8KZu8CwmQQHsJUA5pLynOIwES8CUClEN8KZu8CwmQQHsJUA5pLynO80QClEM8MSs8Ewm0TYByiM4vhHKIToAawymHaATHMBLoBAJq65jNX8C0YRmkonx1xc5uHXO+Y1ZkSQhc92/0TVqH8sE3w9x7qmuqInt8IqqBNFX2kIQAEhTkgN0mwSq6uQzo58AV82wIbFbEpLxcwobNErKPSKgWgonJJIQXo4QG0TFGKXYyZrQd06fYW1QHqa4G9h6QcfSYhKpKCSdCC/F98mHsTzyKeqPoI9M4RgXGYlFYBtJPpOPLj4JgE0VBHEIiUeWTs6SVMSPt4mxtVw1RwthWphM+YC5BAiTgdQQoh3hdynhgEiCBTiBAOaQTIHIJEiABryNAOcTrUsYDkwAJdAIByiGdAJFLuI0A5RC3oefGJKCZAOUQzeicgZRDdALUGE45RCM4hpGADgLd2TrmfMc8tVlGXNar6BW7HWUjforapLE6bqQ9tNhWiw9rjmBxVRayLBWuhRIMwbhGCCE3hGUizRThel50GsjKklEjqpS42tgIQcRoAnr3dqBvn6Y6I22fiXKI9pwxkgRIwHsJUA7x3tzx5CRAAtoJUA7Rzo6RJEAC3kuAcoj35o4nJwES0E6Acoh2dox0PwHKIe7PAU9AAh0lQDmko8TOmk85RCdAjeGUQzSCYxgJdJRAa61jDAZYR1wM2/SrYOt7UUdX1DX/6DIZGZV/RXz0HpSMuQf1cUN0rdeRYIvDjpW1uaoQsrb2JGyNjWMCRImS2SG9sDA0A9NCUmBo6k/TkcXbOZdySDtBcRoJkIBPEaAc4lPp5GVIgATaSYBySDtBcRoJkIBPEaAc4lPp5GVIgATaSYBySDtBcZpHEqAc4pFp4aFIoE0ClEN0fiCUQ3QC1BhOOUQjOIaRQDsJtNU6xjr1SjgiY9q5UtvTzLXAho0yjueK1i8WpeWK0nfFoVbXCI9wYOQw4KKBZ9qt7P+nASNDHkd0xBGcnvgwLFF9O+UcbS1yoKEU71dn4aOaoyi11bmmDg6IUdvGXBXWF1FyYJefQ9mAcki3YOYmJEACHkaAcoiHJYTHIQES6BYClEO6BTM3IQES8DAClEM8LCE8DgmQQLcQoBzSLZi5SRcRoBzSRWC5LAl0IQHKITrhUg7RCVBjOOUQjeAYRgIXICAX5sK4bhkMW1dCqhc9UMSw9+kPi1IlRFQLgSmgzRWsVqCwSEJQkAN1QvxQXI/gYKC2VkJ8nANG45nwiioJb/1LRmmpBEX/UIQQ4YU4h/hz07jsEjsmTnAKIjufMmBq398gPCQfRVMfgzUsqUtyWmavx8fVOVhcnY29DSWuPaINQbg6NA3Xi7YxAwOiu2TvthalHNLtyLkhCZCABxCgHOIBSeARSIAEup0A5ZBuR84NSYAEPIAA5RAPSAKPQAIk0O0EKId0O3Ju2IkEKId0IkwuRQLdRIByiE7QlEN0AtQYTjlEIziG+TWB0jIJ9XUO2IWAESSEjTrhfoiOKAgRf445sRXGtUthOLjTyUi0jjEPuhj7UhfiZGB/yELWULwNm/hHgBA8kpMc6JfprPDRNLKPSPjwIxEnpBDlsTJfkT0civQh/qxIIouus6FvH6cBsma9jHXiRx3qZPFL/G6+pvLKZAJ++ythnYh3W39txLxx9yIosBwFM5+BPahHp+VUaROzzpyHD2qy8ZU5Fw2ijYwyjOJg04KTsSg8E5cE94JJgeamQTnETeC5LQmQgFsJUA5xK35uTgIk4CYClEPcBJ7bkgAJuJUA5RC34ufmJEACbiJAOcRN4LltpxCgHNIpGLkICXQrAcohOnFTDtEJUGM45RCN4BjmlwQsol3LR0tl7N3fKDU0mhtB9iqMrf0Sk8xL0dN2UmXjiIiGdco8ZKfOxb9XxKFBxKoqRyvSxsD+diy81q54JCgT4snfXzGorWEUGaRpNPuj+kipHHLvXTZEhDvwzrsGZGWLRjLnkUKaJ+uun9kQJlyN75414KrJt8Mg1+PUpS/BYdTfzuWopRLvibYxS0SVkAKbUu7EOTJNkaoQcl1oOnoahNniAYNyiAckgUcgARLodgKUQ7odOTckARLwAAKUQzwgCTwCCZBAtxOgHNLtyLkhCZCABxCgHOIBSeARNBOgHKIZHQNJwG0EKIfoRE85RCdAjeGUQzSCY5hfEli+Qsb2nUIMaazOEWc9gSk1H2KUeSUCUK8yOWEagMKhV2HQLVPgMBjxxFNG1IlXqrgh3qvtXs42PcSjuXPsGDfGjj17nVVDWogk54m57mobhgx24MBBGe994BRWmrrJtCahJCU6cMdtNpQdkHHgX8C1U34ipkk4Nfd1zfmsdliwrLFtzLf1p13rRMgBmB/SBwuFFDIyMFbz+l0VSDmkq8hyXRIgAU8mQDnEk7PDs5EACXQVAcohXUWW65IACXgyAcohnpwdno0ESKCrCFAO6SqyXLc7CFAO6Q7K3IMEOpcA5RCdPCmH6ASoMZxyiEZwDPNLAs89b0BFuR0D67/G5JqP0a/hW5WDDQbsDpqC9aGLkBfQHzExDtzzcxtOF4sqIC+LciBNckez1jBnAxw8yIGF19jUCiD//q8zRg1roxrIbT+xoVeKUwfZ8rWML75yiivKk6Ytm1rLxMcBP7jRhsgIB/I3yDj5pRnzJ/4CdlMoCmY/36F8KmtvrjuFD6qy8VntcdTaRasaMRQ9ZVJQkqgSkoHLQ3ojUBL38NBBOcRDE8NjkQAJdCkByiFdipeLkwAJeCgByiEemhgeiwRIoEsJUA7pUrxcnARIwEMJUA7x0MTwWO0iQDmkXZg4iQQ8igDlEJ3poByiE6DGcMohGsExzP8ImKuw87nPcVHBJ+g11AopyCCkEBMqDTGolGNglUw4bu6DD/JuQEa6Az+8yQaHsCiUyiH19Q7c3+8ZGCSnRNF8bCqZiq0lE3HlXBtGj3LAZgMW/09GzYk8XN/r3VY5v5d7E0J7peDGRXZVHmkaxqNbEHxik7MwSaNUIgtjww4jKiff75p75CMZVbuKcfnYB2ELiUXh9D+3K5951mosFi1jPhQ/ueLPTaO3MRwLw9LFTyaSjKHtWsvdkyiHuDsD3J8ESMAdBCiHuIM69yQBEnA3Acoh7s4A9ycBEnAHAcoh7qDOPUmABNxNgHKIuzPA/fUQoByihx5jScA9BCiH6OROOUQnQI3hlEM0gmOY3xCQC3NhXPU/GLavhtTgbB0TPrs3DAHnImiwBeCefa/hR0IMSU11VvQ4clTCd58ewN1pz7TK7GDVQHwqPYCF19phaCy0YbcDVeuWYmDtilZj9gVdicjpV0IRP5qPnlufQkBpVqsxxeN/iYaYAeq7fa+LjU7l4pJRv4MlMhWnJ//uvPlUqoJ8aj6OD6qzsKWuwNW2JkQ2Yq5oG7MoLAPjgxJa65Tj0d8I5RCPTg8PRwIk0EUEKId0EVguSwIk4NEEKId4dHp4OBIggS4iQDmki8ByWRIgAY8mQDnEo9PDw12AAOUQfiIk4H0EKIfozBnlEJ0ANYZTDtEIjmG+TcAuGsXs3Q7j2qUwHNzpvKvRBOvo6SgYPB+DC/6iPvrn6Qed/VvEuDzqfSSaTiA7426E9B/agk/QzvcQfWo1DslTccwwDnYRI0l2XGZxCiP5l4i2LgEtK27EbXgUxqo8VAz+ASxhCeo8U1U+Ivf9t1WhQ26oRsLKe9V5JePuh0NymiMh+dsQcmIjqtMuQeVFi9RnO/5sQITjEKYNe1IVRhRx5OzxbX0R3hcVQpZXH0WVw+J6PTYoDotCM3FFaB+Eyiav/Q4oh3ht6nhwEiABHQQoh+iAx1ASIAGvJUA5xGtTx4OTAAnoIEA5RAc8hpIACXgtAcohXps6HlwQoBzCz4AEvI8A5RCdOaMcohOgxnDKIRrBMcw3CYjWMaaNn8KwYTnk0iL1jo6IaFinzBM/V8AR3gOStRaJX94FqzUYS7e84uIwoNdyDE5bgpz8adiZfUsLPnPH3YvgwHKs3vl7lFWnud5dPPgZxEfvxfYDt+PE6Qmu50EBZZg3/j5YrEFYtuVl8bypRIgdCybdAaOhASu+/ivqGqJcMb3jN2FM/zdQUDoUm/be73oeFZ6DmSMeQ01dT3y+/Uz1kqSYnZg46AXUxQ9H6ehfqPOLrGZ8WHMEi6uyccRa4Voj0RCCa0WFEKVKSJopwidyTznEJ9LIS5AACXSQAOWQDgLjdBIgAZ8gQDnEJ9LIS5AACXSQAOWQDgLjdBIgAZ8gQDnEJ9Lot5egHOK3qefFvZgA5RCdyaMcohOgxnDKIRrBMcynCEgnc2Bat6xF6xh7xmBYpi2AbdgkUTXE6LqvXFOChHUPwVwXg8+2P+t6HhmqtGl5BLX1PfDptr+5nkeE5GH26N+i3hKG5VtfbMEtPWkVRmT8B7mnx2LbgZ+53mUkrcTwjHeRWzQO2w7e2SJmwsAXkRy7AzuzfoicUzNc7yZcJJ73PPe5MuGKCb9AoKkaX+74E6rMyWpMRt9NGJ7yBmqSx+PdzFn4oCYb68wnYWsshRIoKo/MDklVhZCpwclCT5F8KueUQ3wqnbwMCZBAOwlQDmknKE4jARLwKQKUQ3wqnbwMCZBAOwlQDmknKE4jARLwKQKUQ3wqnX53GcohfpdyXtgHCFAO0ZlEyiE6AWoMpxyiERzDvJ+A0jrmu01CClkKOXuv8z6NrWMss66BI7lvq3e0Hs1F6v4/oLKuF6qv+b1rTn0DEL/qAYQ4yrC5ajbqHMGqTpEUcAwDgnbhePBUmGbc3GLN6qIy9PvmAdTbg7GperZLvxgUvAPxppM4lPJThA8b64pxiHY0x1dvwcT6N5FXm4Kd5aMhyw44HBJmx36OQEM9Nvd5BmmDerTYJ3L32wjN3YiqqKGoCuwjWtqIiijmQ0iqOITXYlJwe0If1/yhATFYFJ6Jq0LTECkHen+ez3MDyiE+m1pejARIoA0ClEP4eZAACfgjAcoh/ph13pkESIByCL8BEiABfyRAOcQfs+47d6Yc4ju55E38hwDlEJ25phyiE6DGcMohGsExzGsJSFXlMG75okXrGHt0HGyibYx14mVq65i2Rt32w+h7+i8ot/SHecED6tS6euCtd4yYZvwPZsatajX8+ax7ETpgKC6/zK6+LygE/vVvIx7o/Qh6heS2GnP3rpcxb0EQBl/kjPl8pYxd28x4YYSzDczZ43hNHzx+6FH84AYbMjOESdK4z3fL9+DWxOdbjfljbC88G9sfCyP74sbwfuhnavv+Xpv4sw5OOcRXMsl7kAAJdIQA5ZCO0OJcEiABXyFAOcRXMsl7kAAJdIQA5ZCO0OJcEiABXyFAOcRXMumf96Ac4p955629mwDlEJ35oxyiE6DGcMohGsExzOsIqK1jVi2BccdawGpRz+9qHTNiMiAb2nWn6i++Rz/biyiVRqDu8p+rMdu/lbHiUxlJQXkYHbUDagkQxc1o1onlk/wF6twH7rMiPBz4YIkBe/ZJGBrxPdJCj7WYq8yrbIjAuuIZiIlx4J6fi2YvYr2/PGdEdQ0wM3YVwozVzvM22+NoTRr2VAzD4EEOLLzGBou45l+eN+B41BFckvoJKiIr4JCc0ohyvsjKSBw7NQaVxybjjlsdSElqfNcuEt49iXKId+ePpycBEtBGgHKINm6MIgES8G4ClEO8O388PQmQgDYClEO0cWMUCZCAdxOgHOLd+fP301MO8fcvgPf3RgKUQ3RmjXKIToAawymHaATHMO8goLF1TFuXq/hwKwaG/BNlIZNQO/3H6tTlK2R8s1NWhQvR4cXphog/K+1bzh433+is6vH8SwaUFDdNFrNaEUqUWGWN3z5khSnAKYdUCSekaf2m92fvocgho64sxWv5WVhScwS1IbWuKT3KeqDfkX7IyMlEcF2w6/msGXZMmeysUOIPw2SQEBkWgOIKUfaFgwRIgAT8hADlED9JNK9JAiTQggDlEH4QJEAC/kiAcog/Zp13JgESoBzCb8CbCVAO8ebs8ez+SoByiM7MUw7RCVBjOOUQjeAY5tEE9LaOaetyFW+txsC491AeNwvmMderU0/kSnjjLYMqhKhDcT7OqhyiPI4IF1VAfmGDyQRs2CRj1Rq5RYGRVkJw0UA7rr/uTFuZLVvkMx6J2Kd5TIOpATlpR1A2kdMnDwAAIABJREFU7jD2S6dd1whoCEDfo+mqFNKzOLZ5sRHXnKuutGHEcD+qHEI5xKP/NczDkQAJdA0ByiFdw5WrkgAJeDYByiGenR+ejgRIoGsIUA7pGq5clQRIwLMJUA7x7PzwdG0ToBzCL4QEvI8A5RCdOaMcohOgxnDKIRrBMcwjCXRW65jzXc4hHI2KVz/BRb0/QWX6lagecKVr6t69EpZ8YoDV6nx0dvWQaNEe5sbrbIiLc75XRJKvVsnYJGQPl+3RuFpTxZE+vUXMIhuCgs7ErN8o4+vtMupFwQubOI8sO5AXl4/DGYdxPPUYrAabOlmsiouDk9Avux8sa9Mg2w2qsKJoJsq75oaI0k7mhzeLfQI9Mq1dcihWDukSrFyUBEjAwwlQDvHwBPF4JEACXUKAckiXYOWiJEACHk6AcoiHJ4jHIwES6BIClEO6BCsX7SYClEO6CTS3IYFOJEA5RCdMyiE6AWoMpxyiERzDPIeAsDEMuzbDtG4p5Oy96rkcAYGwjZ0Jy7T5cCT37bSz1hZJcCx9DxnJq1Bx0Q2oSZvZYu2GBqBItIoJEJVBbFaHkDckBAc7UF8HxCcABtXKaDlqaoCyMuFqiHeKnFFXLwnhAzAagdie56/kkWetxnvVWfiwOhsnrWKRxpFmCsd1oRlYGJ6JREOI+nTHtxL27ZdQY3b2ubErLW9k5ZwO9E1z4OJJdvXM/jQoh/hTtnlXEiCBJgKUQ/gtkAAJ+CMByiH+mHXemQRIgHIIvwESIAF/JEA5xB+z7jt3phziO7nkTfyHAOUQnbmmHKIToMZwyiEawTHM7QTU1jEbloufFZAqS9Xz2KPjYJtyBSwXzwVCwjv9jCV7ZER88wZ6x29B2fBbUZs8odP3aGvBWrsVK8zHsFgIIV/XFagtZZQRKhkxLzQNi8IyMC4ovlvP5K2bUQ7x1szx3CRAAnoIUA7RQ4+xJEAC3kqAcoi3Zo7nJgES0EOAcogeeowlARLwVgKUQ7w1czy3QoByCL8DEvA+ApRDdOaMcohOgBrDKYdoBMcwtxGQjx+Gcd0yGHesBawW9Ry2ASNhnb4AtsFjRc8UQ5edLXe1jNSTLyAx5nuUjrkLdXHDumyv5gtvrytUhZAVNcdQ7XDeWRnjhQiiCCFXhKQhWBalRjjaTYBySLtRcSIJkIAPEaAc4kPJ5FVIgATaTYBySLtRcSIJkIAPEaAc4kPJ5FVIgATaTYBySLtRcaIHEqAc4oFJ4ZFI4AIEKIfo/EQoh+gEqDGccohGcAzrXgJK65id62Fa+zHkY4fUvZtax1hnXQt7fK9uOU/W+wYMsj+BnpFZKJ7wEBqiM7ts31M2M/4nhBBFCjlqqXTtk2QIxXXhGVgkWsf0Fi1kOLQRoByijRujSIAEvJsA5RDvzh9PTwIkoI0A5RBt3BhFAiTg3QQoh3h3/nh6EiABbQQoh2jjxijPIEA5xDPywFOQQEcIUA5pB63r73wMB7OOA5Kkzo4IC8GGj19Q/0w5pB0Au2AK5ZAugMolO42AVFEC46bPWrSOccQlwTJlPqwTLumS1jFtHX73iwZMjPsNIkLzUTTlUVjDUzrtrspCDQ47vjQfV4WQ9bUnYW9cPUgy4LKQVFElJBOTgxMhw/nvoRzaCVAO0c6OkSRAAt5LgHKI9+aOJycBEtBOgHKIdnaMJAES8F4ClEO8N3c8OQmQgHYClEO0s2Ok+wlQDnF/DngCEugoAcoh7SA29+Zf4fnH7kJGWvI5symHtANgF0yhHNIFULmkbgJq65hVH8L43UbRM8amrudqHTNkvEsw07tRVRWweauMYyckiOIkkIW45hD/p6gXkZEOjBgOXDSgSdEAvn7EgDkj7kdwYBkKZj4Ne1CU3iOo8bvri1UhZGnNUZTb611rjgjoiYXhmVgQmoYIOaBT9uIiTgKUQ/glkAAJ+CMByiH+mHXemQRIgHIIvwESIAF/JEA5xB+zzjuTAAlQDuE34M0EKId4c/Z4dn8lQDmkHZmfevU9WPyP3yMhNvqc2ZRD2gGwC6ZQDukCqFxSG4FOaB2Te1JCTo6EhgbRdsYhqUWKHA4HgoOB9DQ7kpLOHK2iSsI/35RRViGEEIcQQ5qfullhjssusWPiBDssQiT55nEjrpr0UxgMDTh16UtwGAO13VVEldrqRNuYI/igJhsHGspc68QagnFNaDoWidYx/Uw9NK/PwLYJUA7hF0ICJOCPBCiH+GPWeWcSIAHKIfwGSIAE/JEA5RB/zDrvTAIkQDmE34A3E6Ac4s3Z49n9lQDlkHZkfsTs2zBl3FDs3HMY0VERuP+nCzF1wjA1knJIOwB2wRTKIV0AlUueQyA3T8L2b2QUFDlfKe5FoPAqwsIcGJZajIsKPkXg5hWQKkvV90rrmOOZ87HGdilKaiNQJ4ppmM2SWkREiU1McmDObDt6pQiro3GsXidj/QZZFT3UPZTfyuRmosfsWXZMnuisBPLVKhmbtjTOF3OUaUpsY9cr17omE/DbX1lRdUzC3ldlXDvlx6K2CHBq7hsdzrRNRK4254kqIVlYXZsHi2gjowyTJGNmcIraNmZmSAoMbBvTYbYdDaAc0lFinE8CJOALBCiH+EIWeQcSIIGOEqAc0lFinE8CJOALBCiH+EIWeQcSIIGOEqAc0lFinO9JBCiHeFI2eBYSaB8ByiEX4GS3O/DIX/6JWVNGYfLYodi0fTce/OOr+OTtPyMxLlr9X/dzdD8BqfH/E07+3c/eX3bce8CBF9+wqW1bVE+jUdZIqT+EqebFGFq3QcgQztYxxiGjEXDZNfi8aAKWf6U0eBFDETaaYDUTPRRp4+H7DEhJknD0hANPPCfWEHNFwRDXaPZH17PHf2NEfCzwt1dtUM7mrC7Sdqeax35tRH2WHXveLceVE+8WZks4HAtfaXcK99eV4a2Sg/hPyWEUWmtdcUOCo3FLdH/cHNMfPY1B7V7P1yY2/fuQr92ru+9jsdphMraogdPdR+B+JEACJEACJOC1BOotNgSaDF57fh6cBEiABEiABNxJgP951J303b83/3tl9+eAJyABEvB+AvzvyL0/h7yB/xGgHKIh5z+57ylcffkUzLtkAiuHaODXGSGsHNIZFLlGWwRe+6cBeaJyiGJ4GO0NGCJkkIvNS5BqOaiG1Ukh2BEsKoSMWIBLfpCEBgvwpyeNsIuiGmdX8Th7H6UKiFINZMvXMr74SlQBERNcFUOaKoecFXTd1TYMGezAnr0SPvzI4Ko04iwdcu6eSYkO3HGbDcc/k1GxvRCXjfk1rKFxKJr2RJuJrxR3XVpzFIurDuP7hhLX3B5yIBaEpokqIRkYGtiTH4+bCLByiJvAc1sSIAG3EmDlELfi5+YkQAJuIsDKIW4Cz21JgATcSoCVQ9yKn5uTAAm4iQArh7gJPLftFAKsHNIpGLkICXQrAcohF8Btrq3H4ZxcDB+U4Zr5w7ufwE1XX4JLp42hHNKtn+uZzSiHuAm8H237xFNGGM0lmGxeivHmFQizl6u3LzYkY3PIAmwPuRz1cghiYhy45+c2HBXtW956R/yvNs8jdzRH1ySH5OVLeO0N5//Ss6naiCJ7nF05RJFN7vqZDT3FXsrYslXGl6K9jLO7iwN2ESE3C0oR7WsWLbQjMsKBg++IeSeOYeaIx2DpkYbTk35zThbtYo2NtfmibUw2vjSfQJ3DWRFFaRMzJThJFUIuDemNANFGhsO9BCiHuJc/dycBEnAPAcoh7uHOXUmABNxLgHKIe/lzdxIgAfcQoBziHu7clQRIwL0EKIe4lz9310eAcog+fowmAXcQoBxyAeqV1WbMvO4+/PUPvxBtZYaItjJ78MBjr2DFv59ETFQE5RB3fLViT8ohbgLvJ9sacvbj1H+WotepDYiemQAp2HjOzfdUDMXz2fdj2BAHrrnKplbyeP5lA+rKa/D0kPsRaGg4J2bJyWuxpnQebv2xFQnxzter18oo3rUP92U+2yrdPx54FIOnpGLcWNUEcY2QfR+jx7FPz4mxGkJQNPNpwBSovvvuWQMiLHtx8ZBnUd9zEErG3eeKOW6pwvvVWfhf9RHk22pcz/saI7AwPAPXCikkUazH4TkEKId4Ti54EhIgge4jQDmk+1hzJxIgAc8hQDnEc3LBk5AACXQfAcoh3ceaO5EACXgOAcohnpMLnqTjBCiHdJwZI0jA3QQoh7QjAxu37cHTr7yPwtOlSEmMxYM/vwHjRgxUI/NLatuxAqd0NgHKIZ1NlOvB0gDj9tUwrl8GOfeICqRBiBFxc2LPC+d/Wb9BQr90mEzOKbXi3w6iSt/FsNjVrcZYbEHYZHkaIRGhLd4PqvsdwuS8VmMq7Jk4GPTrFu9MjnKMtNx/3nOdNFyJPMMC9X2uqDCS0nM7xl/0MmqTxiBv2E+wwnxMrRKyra7QtUaYZMIVYX2wKDQTY4Li+EF4KAHKIR6aGB6LBEigSwlQDulSvFycBEjAQwlQDvHQxPBYJEACXUqAckiX4uXiJEACHkqAcoiHJobHahcByiHtwsRJJOBRBCiH6EwH5RCdADWGUw7RCI5h5xCQS4tg2PQpjJs+g1TlbB1jT0iFdfoC2EdNRsK6B2CzBeDjza+5YgemLsOgPh+jrKo3Vn/3B9fzkMDTmDP2QfXvX+74M6prE1zvpg37E3pGZuFQ7hzsObrI9bxX7NcYN/BV1Nb3wOfbn4bd4TRNDHI95o67HwGmGmzaex8KSoe5YkZm/At9k9bh5OnR2HrgF67nPcKOYdbIR2EV5/1023OwWMP+P3vnASDHVWXt02HyjHKOVhhZzjkLZ+NsOeBEWpKBZQkLGMwSFpa1CYafXVgyu0QbkHGQsQ02zknOSZZtWcnKVpZGo8kd/nsr9FT3dKzq6e7qPgXyaLrrhfvdV69qej69Z7w3b9aDOHT6H3D/hHm4ZMIUdMUjxuu6E80JjZNwhawQckHzfmgKDl0hhUOmsghQDqmsfLA3JEACpSFAOaQ0nNkKCZBAZRGgHFJZ+WBvSIAESkOAckhpOLMVEiCByiJAOaSy8sHeFEaAckhhvHg2CVQCAcohHrNAOcQjQJfFKYe4BMdiCQLBFS+j7uE7EVq6RGwQc8uWyCHHIXrKQkQPOsb8ftsezHjuWhE3xmBp2/cTZbdv6cNprdehpX5vWqKv71yALSM+hBbHAiEtsbU4OPLNjBlYE/oQtocWJN7fK1XXbb8fp07/U8YyN6/4DvabPwFh2+mQrW1m7PsfTG54KW2Zb4+bhi9P3A/Twi24vLUdV4kUMi1sCiQ8/EGAcog/8sRekgAJFJcA5ZDi8mRtJEAC/iBAOcQfeWIvSYAEikuAckhxebI2EiABfxCgHOKPPLGX6QlQDuHIIAH/EaAc4jFnlEM8AnRZnHKIS3C1XizN1jHxhmZETzgLA6dfhvj4yUmEepZuxJwN30Bn/3R0XvJ147216wL49e9COG3cA3jPzJuGEI3EQ/jSq99HrHEUPvuZqKwAYp6y7PUgJi/7CQ5peWFImW19E/HA2Btwysmymocu5yHH//w0hJ07ovjuIddidL25oonzeHT7qfjD+g/g5AUxnHm6KbfcensIm1ZvxrcP+AqCVj3OMjeGj8KyrkvwHxdOQoO1FU6tDwm/xU85xG8ZY39JgASKQYBySDEosg4SIAG/EaAc4reMsb8kQALFIEA5pBgUWQcJkIDfCFAO8VvG2F8nAcohHA8k4D8ClEM85oxyiEeALotTDnEJrkaLZds6JnrsGYg3Nqcl0/nwCuzffSM6YvPRdeG1xjn/eCCIJ5aYxocs1GFszRKXv9hSh7OiT30iivHj4njtjSAW/SWYOM8ul9qoLXr0DwA3fCdsLGii9WY6X8vPnRPH+98TxcPbduD6l1ZjzazV6K/vT1Q9YfsEtK+eh9lvzUH9gGmEXH5pFIccrLXy8BsByiF+yxj7SwIkUAwClEOKQZF1kAAJ+I0A5RC/ZYz9JQESKAYByiHFoMg6SIAE/EaAcojfMsb+OglQDuF4IAH/EaAc4jFnlEM8AnRZnHKIS3A1ViyfrWOyIdlz+0s4sOEn2F1/NHrO+rhx6rMvBHH3PSJ6yN8DCTtEvxla0xc+G0FbG/D7m0NYuSpgih4ZRBIt3So7vHzxcxGjoh//PIxtW816tYxxyN+dzfQ09iB2xgq8NGkl3hwYXF2kqadZhJC5aF81D6P2jhrSsQUnxvDOM83VRnj4iwDlEH/li70lARIoDgHKIcXhyFpIgAT8RYByiL/yxd6SAAkUhwDlkOJwZC0kQAL+IkA5xF/5Ym+TCVAO4YggAf8RoBziMWeUQzwCdFmccohLcLVQrL8P4eceQvjROxHcsNqMuLkNAyeeg8jJFw7ZOiYbkt2/exwHjfsddo88BT0L3mec2tsH/O9vTHEjbpkaabwQOAUMN3LI5s3ATX8OY1+nY+UQaSgm/9swfT1WzFmJjdPWIxY0zZH6QBDTN8zE7DfbMW3zdBFXREaRt7SPzv4FZdGTj304gsnJO+jUwsioihgph1RFGhkECZBAgQQohxQIjKeTAAlUBQHKIVWRRgZBAiRQIAHKIQUC4+kkQAJVQYBySFWksWaDoBxSs6ln4D4mQDnEY/Ioh3gE6LI45RCX4Kq4mLF1zMOLUbfkXqBbjAo5YpNmIHLaxYgc/06xJxoKjn7Xz+7FwTNuRcf089B16KWJ8iqIPPFkEGvXBtDbKxJGKJ4QMFpb4zjsUPlzyOC2LcteD+KWW82taPQw3kmzgoi9rYx93r59MLak2dsBbGrcg8fa3sSS1tXoDPUm6jqofgyubG3Hpa2z0bWlEbfI9jV79gQcW9HERRCRPkqJ+nrgkoUxHHQAVw0peDBUSAHKIRWSCHaDBEigpAQoh5QUNxsjARKoEAKUQyokEewGCZBASQlQDikpbjZGAiRQIQQoh1RIItgNVwQoh7jCxkIkUFYClEM84qcc4hGgy+KUQ1yCq8JiQ7aOkaUxooeeiIHTFiI273DXEfd1BND/p1ux//S/Y+8Bl2Pf7LNd16UFl74awCOPh7B7t3gh4mbIQh+IyVddyaNRvJWTZKuXk06IGVvP2EdHrA93dL2FRZ0rsbR/Z+L10cEGQwa5snUuDqofm9SvqNS5dQvQ0CSrnHTLW1J/XV0AA/3A+HFxQxDh4V8ClEP8mzv2nARIwD0ByiHu2bEkCZCAfwlQDvFv7thzEiAB9wQoh7hnx5IkQAL+JUA5xL+5Y88ByiEcBSTgPwKUQzzmjHKIR4Aui1MOcQmuWorp1jFP/wNhWSkkuGW9GZW1dUxUVgqJjZngOdI9KwJofvy32G/S49hz6D+he/o7PNeZbwWP9mzCH/etwN1d65KKnN40DVfJKiHnt8zMtyqeV2UEKIdUWUIZDgmQQF4EKIfkhYknkQAJVBkByiFVllCGQwIkkBcByiF5YeJJJEACVUaAckiVJbTGwqEcUmMJZ7hVQYByiMc0Ug7xCNBlccohLsH5vFhg+9sIP3ZXUbeOyYRk8+NBTFnzY0wZ9yJ2Hf1J9E50vwpJPti7YgO4q2stfr53GVYOyD4y1jE7PAJXts3FFS1zMSHcnE9VPKeKCVAOqeLkMjQSIIGMBCiHcHCQAAnUIgHKIbWYdcZMAiRAOYRjgARIoBYJUA6pxaxXT8yUQ6onl4ykdghQDvGYa8ohHgG6LE45xCU4nxYLvfYcQo/eifCrz5gRFGnrmGw4Vt8RxAHd38G4USuw4/gvon/svGGh93TvFvxJto25u3steuNRo422QB0uaN0PV7fOw1EN44elXVbqTwKUQ/yZN/aaBEjAGwHKId74sTQJkIA/CVAO8Wfe2GsSIAFvBCiHeOPH0iRAAv4kQDnEn3ljr00ClEM4EkjAfwQoh3jMGeUQjwBdFqcc4hKcn4qVYOuYbDhe+1UIx438Cka0bMa2U76JSOuUotF7O9qNW0QIuaVrFdYOdBr1NgZCuKB5P1zWOgcnNxWvraJ1mhVVBAHKIRWRBnaCBEigxAQoh5QYOJsjARKoCAKUQyoiDewECZBAiQlQDikxcDZHAiRQEQQoh1REGtgJlwQoh7gEx2IkUEYClEM8wqcc4hGgy+KUQ1yC80GxtFvHTJ+DyCkLETnmdKC+oSRRPP/tEN45/7NorN+DLWd8H7HGUZ7a7Y/HcG/3OizatwqP9WxCzKpNVwa5snUuFrbORqusGMKDBLIRoBzC8UECJFCLBCiH1GLWGTMJkADlEI4BEiCBWiRAOaQWs86YSYAEKIdwDPiZAOUQP2ePfa9VApRDPGaecohHgC6LUw5xCa6Ci5Vj6xjFsacjgN7eOCZOAAIBE1AsAjz9lTAue8cHjNc2n/erwTcLZPhK/04s6lyBO7vWYk+szyg9MdSEy1rm4Kq2dsypG1lgjTy9lglQDqnl7DN2EqhdApRDajf3jJwEapkA5ZBazj5jJ4HaJUA5pHZzz8hJoJYJUA6p5ez7P3bKIf7PISOoPQKUQzzmnHKIR4Aui1MOcQmuwooFersRevZBhB9ejOCW9Ubv4m2jEFlwHqILzkdsjBgbRTreWhvAPfeGsGOHWaF6IFF7+Q75+7SpcVx5eQwjR8TRvRV49b+juGTBxxAPNeDtc35SUC92RXtx677Vxiohywd2G2XrA0Gc1TQdV8gqIac1T0PI6AEPEiiMAOWQwnjxbBIggeogQDmkOvLIKEiABAojQDmkMF48mwRIoDoIUA6pjjwyChIggcIIUA4pjBfPriwClEMqKx/sDQnkQ4BySD6UspxDOcQjQJfFKYe4BFchxXTrmLqHbkPoqfsR6Os2etU/aQ66TlyInfufiUB9vbFiRyQKjB8XR0N9csd1tY/Ffw1i/cYAGnQnFjm3pwcIBs3z5rXHcNH5MTQ3m99v2BDAr38XQlTqi8u5hpYRN8s5DxVEPvrhKHa9FsS6Rbtw/nHXIto0BltPvzEnuahU+GD3RhFCVuLBno0YkG1k9DiwfoyxbcxlrXMwOliaLXFydpYn+JYA5RDfpo4dJwES8ECAcogHeCxKAiTgWwKUQ3ybOnacBEjAAwHKIR7gsSgJkIBvCVAO8W3q2HEhQDmEw4AE/EeAcojHnFEO8QjQZXHKIS7BlaDYE0uCeOqZALq7AoiLgNHQCIRCQF9PHIeHnsU7cQdGr3vG7Im80XXgO3Br12V4tftgqE6hvoa9vYt1Ci44N4qjjlSbA+gWl+Snvwhh717T7FDZwxY9nK7HpInANR+MoE7EkltuDeLV1y1zxGojjRtitPvV6yLY9lQQex7diLOO+ncMjJyB7Qv+PSO5FQN78OfOlbi9aw22R8VQkWOUSCCXts7GlS1zcXDD2BJQZxO1QoBySK1kmnGSAAk4CVAO4XggARKoRQKUQ2ox64yZBEiAcgjHAAmQQC0SoBxSi1mvnpgph1RPLhlJ7RCgHOIx15RDPAJ0WZxyiEtww1zskceDeOghU8Iw5AuRLRpi3Ti2+284qXsxxkU3Ge8NNI0CTj0PAydfhO//dsKg6GEbG/LVKYhomQ/9UxT7zYzj1WUB/OX2kCGe6GGcl870kJev+VAUO3YCi++U861O2SuHpCsSllVIvvalCNZI/bEVb+CUQ29E39gDsPP4zyeR2xvrx+Kut3CLSCEv9Zv71Og2Mac0TTW2jTm7eYaxjQwPEig2AcohxSbK+kiABPxAgHKIH7LEPpIACRSbAOWQYhNlfSRAAn4gQDnED1liH0mABIpNgHJIsYmyvlISoBxSStpsiwSKQ4ByiEeOlEM8AnRZnHKIS3DDXOyHPwlh505z/Y7xA+txUtdiHN17Hxrj5tYxm8Jz8ETzpdg69wx85JoQ3t4awM9kFRD7sHyP1N1ejLcXnBjDO8+MJeQQfU0FkWxyyHuvjuJPi0KIyJIkAavyJDkkxRA5/9wYjjsmhmXSpxGdz+H4A36KnslHY/eRHzfkkid6NuPPsm3Mvd3r0RuXPWrkmB0egSvb5uIKWSVkQtjax2aYObP62iVAOaR2c8/ISaCWCVAOqeXsM3YSqF0ClENqN/eMnARqmQDlkFrOPmMngdolQDmkdnNfDZFTDqmGLDKGWiNAOcRjximHeATosjjlEJfghrnYD38cxMTNT+Gc8C2YEVluCBWxeAgr6w7Hy01niBzSLq8F5LUgDjssjg0bQ9i2I4hoTIQSWWkjKq/HoX/Mc+JicsTk+5h8PedsyNYysq1MX52xrUyHbCujYkhCKEkRPSZOAM44LYo/ihyih4okxmojUiYoi3qE5eWoSCPNTcDEiXGceFwM89rN2p6/PoSpLY/iqHm/xbbpJ+HbMw7HX/atwqZIl/F+a6AOF7buJ9vGtOOYRmmIBwmUiADlkBKBZjMkQAIVRYBySEWlg50hARIoEQHKISUCzWZIgAQqigDlkIpKBztDAiRQIgKUQ0oEms0MCwHKIcOClZWSwLASoBziES/lEI8AXRanHOISnMtiKlVs3QY0NgYwaqStYwxWFujtRujJexG57040d25Gy9nzUVfX47I1d8Wi0TpDLIEhlZiCifFVxBLzdft7x3vWOWqMJJWR7xvr96ClcSduGDcNX524n7GayQmNk4xtYy5o3g9NwbC7jrIUCXggQDnEAzwWJQES8C0ByiG+TR07TgIk4IEA5RAP8FiUBEjAtwQoh/g2dew4CZCABwKUQzzAY9GyE6AcUvYUsAMkUDAByiEFI0suQDnEI0CXxSmHuATnopiu0HHTH0OGHKLHoQfHcfHCqLHyRnDrBoQfuROhp+5HoM/cOmbXuMMw+/g9LlqqzCJfGjMfmyecgU/ObMe0cGtldpK9qhkClENqJtUMlARIwEGAcgiHAwmQQC0SoBxSi1lnzCRAApRDOAZIgARqkQDlkFrMevXETDmkenLJSGqHAOUQj7mmHOIRoMvilENcgnNR7Oe/CmHz27puhnXIMiKX7fckjt1zB0LLXzQy+/RCAAAgAElEQVRfDIUQOeIdiJx5OfbFJmHu659Df7QVOy76b3TJTizPvRDAQ4+Y27sY+8BodSnbwOhbdXXAdddGUC9fu8U1+c0fwtiyRU63zpXFP4yi9jFSVjH5wHtjGDs2jnikH9/9fyFEB2IIBWS/GGlAv+rGNAFEjXKhYAyf/JjWL69Jpb29MfzqL31YNektbJ62Dt0t+xCScuFIEFO3TsKMjdMQ23wQOmOj8fFrIpg00QVAFiGBIhKgHFJEmKyKBEjANwQoh/gmVewoCZBAEQlQDikiTFZFAiTgGwKUQ3yTKnaUBEigiAQohxQRJqsqOQHKISVHzgZJwDMByiEeEVIO8QjQZXHKIS7BFVissxP43n+Z26c0xjpxTPd9OKl7McZFNxmvxUeMQeTkCxBZcB7iI8car+1dsgnzd38d3dFJ2HPR9eZ5InfccWcILy/V7VtE8BBTw/5qd0lfe/eVMew/T8UOYPFfQ3jh5UEVxPBJpFBAT3QcM2bE8ZEPRI36rv9OGP0DGd0To92vfCkChGO4r3s9frN1FZ7FJtmJxtwqZ/z28WhfPQ9z3pqD+oH6pHYuOD+GY48y+8aDBMpFgHJIucizXRIggXISoBxSTvpsmwRIoFwEKIeUizzbJQESKCcByiHlpM+2SYAEykWAcki5yLPdYhCgHFIMiqyDBEpLgHKIR96UQzwCdFmccohLcAUWU+HiF/+5GSd0/AVHdd+PevQZNWxrm4+R77oY0SNPEdHClEfsY9c9K3AwbkRnoB2d512X9N4ttwXx6rKg8ZohiOhXbUTW9Vh4UQxHHTEoX/zwJyHs3GEtFSKnpK4aYlfc2AB8+ToRPuS4+29BPPu81K/nW204OzD6mO3YeeybuKPrLeyJmbE09TRh7up2zFs1D6M6RmVs5/JLozhEttThQQLlJEA5pJz02TYJkEC5CFAOKRd5tksCJFBOApRDykmfbZMACZSLAOWQcpFnuyRAAuUkQDmknPTZtlcClEO8EmR5Eig9AcohHplTDvEI0GVxyiEuweVbLBZFaNmzCD+8OLF1TAR1eLnpdDzddgnq5s1DfX0cRxwex7z2ZGFi580v4JBRP0NH05HoOv0TSS2qB7LkqSAefTKI3h7zLdmRBue+U1blOCZ5VY477w7h+RdtgyTzaiCz9ovjg++PGnXFpIoHHgpKuSAi4otE5eX+pj6smbMS6w5cgQ0Nu4zz6gJBnNE0DVe1tWPPfTOxdKklrNhSiZ7kWKBE23jP1VFjuxseJFBOApRDykmfbZMACZSLAOWQcpFnuyRAAuUkQDmknPTZNgmQQLkIUA4pF3m2SwIkUE4ClEPKSZ9teyVAOcQrQZYngdIToBzikTnlEI8AXRanHOISXK5i3Z2oe/wehB67C8Fd24yzdeuYzQdeiEdCF6EDo7F2bcCQMOzj4gujOPKIQUFk5y8exiHTbkbH2JPRdfz7M7ao8sbWbQGMGxdHQ/IOLkaZ7m7gN38IY8tW+UbaM3aTSdmOZsQIEUPeF8PYscmCimwyg4e7N2LRvpW4v2cjBuJmhw+oH40rWubiXa1zMCbUaMYnRZ95Lojlb2qbuu2N/AnI9jXyXoOsStI+O46TToohLBILDxIoNwHKIeXOANsnARIoBwHKIeWgzjZJgATKTYBySLkzwPZJgATKQYBySDmos00SIIFyE6AcUu4MsH0vBCiHeKHHsiRQHgKUQzxypxziEaDL4pRD3IHrH5AtYbYHMEGEjHqHkBHYtAZ1j9yJ0LMPItBvbrcS229/DJx2SdLWMb/8vxA2bnIsqSHntbYCX/ycua1LtB/o/N+7ceDMxdg7+3zsO+ASdx21Sg1IfctXBEQQMVf2iIvJEZS/qpwyToSQ+fPjaG4abGL1QAf+3LkSt3atxraouTTJqGADFrbsh6ta23FowzhP/WFhEig3Acoh5c4A2ycBEigHAcoh5aDONkmABMpNgHJIuTPA9kmABMpBgHJIOaizTRIggXIToBxS7gywfS8EKId4oceyJFAeApRDPHKnHOIRoMvilEMKB/f68iBuXxxEvwgXYdke5dLz+3HYwOMihSxGcNUys0J5I3L0aYicuhCxmfOGNPKt74bRa7ojSccXPhtBW5uIIRsCCN97M+ZMeQgdB16FrllnFt7RAkvsiw9g8b41skrIKrzYt90orSrJyU1TcWXrXJzTPBP1so0MDxKoBgKUQ6ohi4yBBEigUAKUQwolxvNJgASqgQDlkGrIImMgARIolADlkEKJ8XwSIIFqIEA5pBqyWLsxUA6p3dwzcv8SoBziMXeUQzwCdFmcckhh4HRrlp//KmysuNEY68QJXXfhhJ6/YkxU92wxt46JnHyB/LkQ8bZRGStffFcIL76UvHLI7FlxfOB9UaPMtudkm5hlP8e0Cc9h9+EfQc/U4wvraJ5n6yYyT/a+jVs6V+Ge7rXojZvtz6prwxWyQsjlIoVMDjXnWRtPIwH/EKAc4p9csackQALFI0A5pHgsWRMJkIB/CFAO8U+u2FMSIIHiEaAcUjyWrIkESMA/BCiH+CdX7OlQApRDOCpIwH8EKId4zBnlEI8AXRanHFIYuCVPB/HyPWtxUvcdOKr7ftTDXP5j9/hD0LxwIaKHnSSrhoSzVqpb0jzyWBAvvhxAd5cpiEybEsd7ro6ipcUsuu5vQczd/T2MH/UGdh77r+gbf3BhHc1x9sbIPmOFkL/Inw3ydz1aAmFc0DLLWCXkuMaJRW2PlZFApRGgHFJpGWF/SIAESkGAckgpKLMNEiCBSiNAOaTSMsL+kAAJlIIA5ZBSUGYbJEAClUaAckilZYT9KYQA5ZBCaPFcEqgMApRDPOaBcohHgC6LUw7JE1wsitBLT6D/nsVoe9vcOiaCOrzcdDoeabkCR1+8H449KoaOzgCWLw9gTwewfXsAm98GBgYCmDwpjmOOiWPOrBhuujmEjZutVUNk6Y6JE+L4yIejaKgf7Mvy3wdxdOPXMKJlE7Yv+BoGRs7Ms6OZT+uJRfC3nnVYJKuELJHVQnTVED1UBLlKhJALm2ehKZhdbPHcCVZAAhVCgHJIhSSC3SABEigpAcohJcXNxkiABCqEAOWQCkkEu0ECJFBSApRDSoqbjZEACVQIAcohFZIIdsMVAcohrrCxEAmUlQDlEI/4KYd4BOiyOOWQ7OACnXsQXnIvQo/dheCubcbJexsm4vG6i/Bs83noCo0yVv14v2wHs21bADf/KYTuXrNO1T9UwHBuHjN2bBw7dyZvJ6PnXn5pFIccbOsawMs/COOMWZ8WYWQvtpzxPcQaR7vMMPBC3zZjlZC/7nsLnXFZtkQO3SpGt4y5SraOmSlbyPAggVojQDmk1jLOeEmABJQA5RCOAxIggVokQDmkFrPOmEmABCiHcAyQAAnUIgHKIbWY9eqJmXJI9eSSkdQOAcohHnNNOcQjQJfFKYekBxfYtAZ1D9yG8PMPyxIhplARm3swBk69GH2HLsATT9dhw8YApkyO4x0nxVBfB3z/v0LYKyuH6BEXzyMw1AEZaotYzS84MYZ3nhlLdOapL4dw6YkfNOrYfO7PgQJX9NgW6catXasNKWTVgCxjor8QCoRwdvMMY9uYdzRNQTBJW3E5gFiMBHxKgHKITxPHbpMACXgiQDnEEz4WJgES8CkByiE+TRy7TQIk4IkA5RBP+FiYBEjApwQoh/g0cey2QYByCAcCCfiPAOUQjzmjHOIRoMvilEMc4CIRhF55EnWPLEZwlbl1TLy+AdFjzxApZCHiU2dnpNzZCXzvv8KJlUKMFUNSlw3R+vT1lFqCQeDj10QwaaL5Rt/uAJZ+vwcLT/wk4qFGvH3Oj/PK7kA8hn90b8CirlV4pHsjotbGMYfVj8WVbe24pGU2RgQde9fkVStPIoHqJEA5pDrzyqhIgASyE6AcwhFCAiRQiwQoh9Ri1hkzCZAA5RCOARIggVokQDmkFrNePTFTDqmeXDKS2iFAOcRjrimHeATosjjlEJE1ZOsY3TYm8PA9qOvaaZDsbZ2I2CkXAKefDzTnt+1K0sohUodTAtGVROx9ZtrnxrB2fdBYkKReXI1LL47hwPmDq4Z0rApg3U3bcM4x/4Zo8zhsPe07WbP7Rv8u/HnfStze9RZ2Rc09bcaFmnBp62xcLdvGzKsb5XJ0sBgJVC8ByiHVm1tGRgIkkJkA5RCODhIggVokQDmkFrPOmEmABCiHcAyQAAnUIgHKIbWY9eqJmXJI9eSSkdQOAcohHnNNOcQjQJfFa1kOCa5bgfAjdyZtHbOm7hA82XIJljaejBGjgvjAe2MYO1bNjqFHbx/wxvIAunsCGD0qjre3BrBkSRD9In2oGGJsLaNf5T/OVURCslLIOWdHMW2qSBzj4njxpSDeeFOEFKmnpTmOeWFgzJrVOO3wG7AzNBtdZ30Z4VBy+7tjfbhj3xpj25hl/abQEpbWTm+aZqwScqZ8DQekIR4kQAJpCVAO4cAgARKoRQKUQ2ox64yZBEiAcgjHAAmQQC0SoBxSi1lnzCRAApRDOAb8TIByiJ+zx77XKgHKIR4zTznEI0CXxWtODtGtY158FHUP34HgWjEy5IgEG/Bc41l4ovkSbK2zto4RsUOVkIkT4/jkx6ND6HbsDeC3fwhix45AQv4IiARiLxAyZ04cM2fEMWN6HMuWBfD8i8mihgoin/tMBPfdH8LSV9UeMZtQoWR+P3DSyBdw4kH/g6V7DsNd0X/F+98jfQjF8Wj3Jtk2ZqWxfUy/bCOjx/6yMsiVrXNxWescY8UQHiRAArkJUA7JzYhnkAAJVB8ByiHVl1NGRAIkkJsA5ZDcjHgGCZBA9RGgHFJ9OWVEJEACuQlQDsnNiGdULgHKIZWbG/aMBDIRoBzicWxQDvEI0GXxWpFDdOuYsGwdE37sbgT27jJoxcZMwBuTL8Kftl+EnlBbYhsYW/CwkR5+aByXLIxC5Q/7WPSXIF57PWjIIFrQuYWM8ZK88LlPRzFyZBy/vzmEVatTzwDOPzeKe/4uS4I4GtS/HiU7wxw3/hEcNe+3eHLHAvxw1+WoW7gcD9WtwpZoj9GFkcF6XNQyS6SQdhzRMM5l9lmMBGqXAOWQ2s09IyeBWiZAOaSWs8/YSaB2CVAOqd3cM3ISqGUClENqOfuMnQRqlwDlkNrNfTVETjmkGrLIGGqNAOUQjxmnHOIRoMvi1SiHbJfVPKKy0Ib+GbnrTTQ+fifaXntYBI4IwiPrEZvRjugRC7Bv4gH482116Iq2YGPPDNPRSDFDRtXtwsSGrTj15BhmzRrcXuanf5yA9bsmGFaIsX2Mw/2Y0rgJbeG9iTK6bcwrSwPSxnRpq9XIlK4ccvrpMdz/gCmYtLesRCgQMUSRQ2TlkHnjnsHsKY/gx03z8KnZ0o4cuvbIgqYpuLJlLs5tmYmGQMpeMy7HAIuRQC0SoBxSi1lnzCRAApRDOAZIgARqkQDlkFrMOmMmARKgHMIxQAIkUIsEKIfUYtarJ2bKIdWTS0ZSOwQoh3jMNeUQjwBdFq8mOaRXVtz4y+0h7Fgew7z+l3FI72OYGFlvkBlAHUYdE8eEcdvTkvr18n/FGx2HG+/ZokdzuBOfOfA/MLpxx5Ay/bFm/L+l38Du/glJcsiM1lX45IHXp21jfecc/PiNryEolsdJJ8QwQ7adWXRrCMePuQ8XzfxT2jJfmDgLv2w4AO8dNwcfHD8XU8ItLjPNYiRAAk4ClEM4HkiABGqRAOWQWsw6YyYBEqAcwjFAAiRQiwQoh9Ri1hkzCZAA5RCOAT8ToBzi5+yx77VKgHKIx8xTDvEI0GXxapJD7rxpN0a/8jdMHnG0uTSH45g2/jnMmfIQ+gda0NE1LfFOKDiAMSPWyCojDXj6jY8hEm1KvHfIrFvlvdXo6pmA7r7Ridcb6/aireVtdHZPwYsr35dU17Hzf4n6un3Y0zkTA9HGxHttTVvQ2NCBDduPxZrNpyVeb23aamwfo8f2PfsnXo+EYtgwci/+vuMcnHrCyWifO7hqictUsxgJkICDAOUQDgcSIIFaJEA5pBazzphJgAQoh3AMkAAJ1CIByiG1mHXGTAIkQDmEY8DPBCiH+Dl77HutEqAc4jHzlEM8AnRZvBrkkMDaFYjc/Rc0v/Y4BgJjMf6cEQiFBtIS+evSf8Ouvv0xZbIpWwzIaQeM+Dlmj30m7fndfSPxtxX/iRGj2owtZPQIBfpwwoR/R3PdtrRldnQfiBd3fSHpvZa6zVLmGwgG0vfrkZ1n4tHdZ6Cuvx7NPU3Sr0Ysrwti6pQ4Pv4R2R+HBwmQQFEJUA4pKk5WRgIk4BMClEN8kih2kwRIoKgEKIcUFScrIwES8AkByiE+SRS7SQIkUFQClEOKipOVlZgA5ZASA2dzJFAEApRDPEKkHOIRoMvivpVDBvoReulxBO5fjPqNy43oewPNeKH1gzj/lLuN79/sHFyJQ79/Yc/ReHDrWZgiwsXs2XEExA/RLWRaG/pwysDP0VLfI1KJCVK3qOnrC2Dz1Esw/uC56O4BHns8iO07A2ifE8dJ8zdg9Os3D6EeD4Sx+/CPINYwYsh7TZufRmztg9ge7cGOaC+iiBnnbG5oxRPtF2P7TftjxN6RSeWmTY3jox+mHOJyeLMYCWQkQDmEg4MESKAWCVAOqcWsM2YSIAHKIRwDJEACtUiAckgtZp0xkwAJUA7hGPAzAcohfs4e+16rBCiHeMw85RCPAF0W95scEujYifCjf0X4ib8h0LnHiHpHaCqebL4YzzadhwPDe/EvR34Ju3sm4trXv2sIIPaKH3FLBkn9qnWEw8CV74ph/3mmsOE8OjoD+PVvgti9x1o6RN48YH4MV10eM+SSXMcOkUFu7VqNRZ2rsGLA7HNDIIizmmfgqta5OLlpKkLSyVtvD2HpsuQKL74wiiOP4JYyuRjzfRIolADlkEKJ8XwSIIFqIEA5pBqyyBhIgAQKJUA5pFBiPJ8ESKAaCFAOqYYsMgYSIIFCCVAOKZQYz68kApRDKikb7AsJ5EeAckh+nDKeRTnEI0CXxf0ih4TWvI7Qw3cgLKuFIGqupNE750j8cdeleL3hRHMJEDnOql+BKw/5FjZ1t+Nnu75svBwTGyQof9nTEUB3t3WqQxqx0dXXAV/5UiQhfLz8SgCPyGohu3aZdatUYh/6ynHHxnH+uelX9YjEY7i/Z6MIISvwcM8mRGAWPqRhLK5smYtLW2djZLAhKWsRqeq++4NY+moQLc1xnLwghsMPoxjicmizGAlkJUA5hAOEBEigFglQDqnFrDNmEiAByiEcAyRAArVIgHJILWadMZMACVAO4RjwMwHKIX7OHvteqwQoh3jMPOUQjwBdFq9oOUS2jgk/+6CsFHInghtWGxHGG5oRPeEsRE5diL7R03H9d8NJ0sbVzc/ijAN+is62o9B58j8nqDzzbBD3/D2IuFgdKnakcUOMcz/1iSjGj4vjpZcDuOOvIVPpsFYcSVfonWfGsODEwdVG3ujfhUX7VuH2rjXYKVvH6DEm1IhLW2bJKiHtOKB+jMtMsRgJkEAxCVAOKSZN1kUCJOAXApRD/JIp9pMESKCYBCiHFJMm6yIBEvALAcohfskU+0kCJFBMApRDikmTdZWaAOWQUhNneyTgnQDlEI8MKYd4BOiyeCXKIem2jolPmIKBkxcietI5iDc2J6J96JEgHnksmPj+n0c8gKPab8K+aadh72HvMV5fuSqAP/wxRfRIw8u5csivfxfCW2sDxioitkiSTigZOzaOD/xzN+7oektWCVmJpf07jZp1m5jTZLuYK9vacVbTdNTJNjI8SIAEKocA5ZDKyQV7QgIkUDoClENKx5otkQAJVA4ByiGVkwv2hARIoHQEKIeUjjVbIgESqBwClEMqJxfsSeEEKIcUzowlSKDcBCiHeMwA5RCPAF0WryQ5JN3WMZFDjkP0FJFCDjw6sXVMaqjLXgvglVcDGCnbwrxj22IcMOOv6Jy3EJ3tFxqn/v2+IJ56RlYNsXZosXagMb63/65iyOWXxbD/PHMVkN/fHDKkkqRz9Q1zhxlZgSSOTZM3Yd2BK/DW1LXok21k9GivG2kIIZe3zMG4UJPLrLAYCZDAcBOgHDLchFk/CZBAJRKgHFKJWWGfSIAEhpsA5ZDhJsz6SYAEKpEA5ZBKzAr7RAIkMNwEKIcMN2HWP5wEKIcMJ13WTQLDQ4ByiEeulEM8AnRZvOxySJatYwZOvwzx8ZPzjmzPigCaHvs9Zk1+FHsOeR+6Z5xilH3siSAeeMhcucMQRKzVQA4/KI6Ro+JokYVIDpgfx+jRlj0ip7wo28ostraVsXwQYwmRvW17sWLuCqyasxJdLV1GnW2BOiyUbWOuECnkqIbxefeXJ5IACZSPAOWQ8rFnyyRAAuUjQDmkfOzZMgmQQPkIUA4pH3u2TAIkUD4ClEPKx54tkwAJlI8A5ZDysWfL3glQDvHOkDWQQKkJUA7xSJxyiEeALouXSw4J7tqG0BP3IPzE3xDo3GP0PjZpBiKnXYzosWcYW8dEosCKlUFs3hwQqSOOSRPjmDEtjtVvBTAQCeDA+TG0tQ0GvvnxIKa+9SNMHvsydh39SfROPNx4s7sb+OVvQti1M6F5GCuEXHV5DKFQZnBLZTUS3bZme1cEa2a+hTX7r8DGMVvMAiKKHNw/GR+bNhfnNs1EUzDsMgMsRgIkUA4ClEPKQZ1tkgAJlJsA5ZByZ4DtkwAJlIMA5ZByUGebJEAC5SZAOaTcGWD7JEAC5SBAOaQc1NlmsQhQDikWSdZDAqUjQDnEI2vKIR4BuixeajkkuOJl1D18J0JLl4gNYm7Fktg65qBjElH09plbu2zYIFu76Kv6H90GRmQOawcXNMmuLe99dxTTp5orfqy+PYiD+q/HmLY12H7SVzAwalZSfY/LCiJbtgUwa2YcJx4fQ9BcTCTj8XTvFizatwp3d69FdyxinDc93IorWufiqtZ2TAm3uKTOYiRAAuUmQDmk3Blg+yRAAuUgQDmkHNTZJgmQQLkJUA4pdwbYPgmQQDkIUA4pB3W2SQIkUG4ClEPKnQG274UA5RAv9FiWBMpDgHKIR+6UQzwCdFm8JHJIfx/Czz2E8KN3IrhhtdnT5jYMnHgOIidfmHbrGN0GRreD0W1gAtaCH86/2+GOHxfHpz4hS4zI8dovQjhp3LVobtyJrad/F9GmsQVTeTvajVs6V+KWrlVYO9BplNdVQc6X1UGuaJuLExsnm7IKDxIgAV8ToBzi6/Sx8yRAAi4JUA5xCY7FSIAEfE2Acoiv08fOkwAJuCRAOcQlOBYjARLwNQHKIb5OX813nnJIzQ8BAvAhAcohHpNGOcQjQJfFh1MOMbaOeXgx6pbcK3u7mKKFvXVM5Ph3AvUNGXv969+F8NZaWTXEaWLoAiEpZoa+/9XrIqirB56/PoQLDvuIrAgSxeZzfw7kudVLXzyKe7vWY1HXSjzesxnmeibAUQ3jcaWsErKwdTZaA3UuCbMYCZBAJRKgHFKJWWGfSIAEhpsA5ZDhJsz6SYAEKpEA5ZBKzAr7RAIkMNwEKIcMN2HWTwIkUIkEKIdUYlbYp3wJUA7JlxTPI4HKIUA5xGMuKId4BOiy+HDIIfluHZOtyw8+HMSjj+e/coju+vL81/tx8YmfQDzchLfP/p+cRF7p34lFnSuwuOstdMT6jfMnhprwLhFCVAqZUzcyZx08gQRIwJ8EKIf4M2/sNQmQgDcClEO88WNpEiABfxKgHOLPvLHXJEAC3ghQDvHGj6VJgAT8SYByiD/zxl6bBCiHcCSQgP8IUA7xmDPKIR4BuixeNDlEt455+h8Iy0ohwS3rjd70BNvwbPN5eKb1Iow7cBIuOj+G5ub8Oto/APzh5hDWrpOlQcz/A7JySDAkq4/I0h66iEhzE3DFZVHMmR1H1yZg9a+245xj/g2RlonYduoNaRvaFe3FrftWY9G+VVg+sNs4pz4QxFlN03GFCCGnNU9DiBvH5JcknkUCPiZAOcTHyWPXSYAEXBOgHOIaHQuSAAn4mADlEB8nj10nARJwTYByiGt0LEgCJOBjApRDfJw8dp1yCMcACfiQAOUQj0mjHOIRoMvihcghKmxs2x7A+HFxNMg2Lnqk2zpmZ+MMPFx/KV5oOgcDwcGtYyZNBD76kQjCInjYRyQKPPhQEM+/GERU/q5/QvJ+OCzbuhwRw7SpwNtbAojH45g0MY6Z0+N4+vkgnn0uiH5Z7EO3lTn7rBjmNcax62+rcOph30b/2HnYcfwXE21ERSV5sHsj/rxvBR7q2YSBuLlxzEH1Y2SFkHZcKtvGjHb00yVKFiMBEvARAcohPkoWu0oCJFA0ApRDioaSFZEACfiIAOUQHyWLXSUBEigaAcohRUPJikiABHxEgHKIj5LFrg4hwJVDOChIwH8EKId4zBnlEI8AXRbPVw5ZuSqARbeGDCFD5Y33HvECDtywGKGlS8ylPIIidxx6IrYethA/+MfR5tIexnIfycc1H4pi+jR90zxuvT2EV5YFjFPF/zBkD+dx7NExXHBeDH3S7hNLgtiwIYB16wOGROI8Lpobx4RNz+H4A3+KnslHY/eRH8eKgT34c+dK3N61BtujPcbpKoFcIjLIlS1zcXDDWJfUWIwESMDvBCiH+D2D7D8JkIAbApRD3FBjGRIgAb8ToBzi9wyy/yRAAm4IUA5xQ41lSIAE/E6AcojfM1jb/accUtv5Z/T+JEA5xGPeKId4BOiyeD5yyI6dAfz0F7LZykAfju6+Fwu678DEyDqzxeY2DJx4DqKnXYzYmAnYviOA//mp2CNp5BB96egj42hqkr/J/2PxAJY8pauCmFJIUhE9xdpO5uoronjwkRC2bZMKUurVsnqc3iIrgdTdj8Pn3oznJx+BaybNwMv9O433dJuYU5un4goRQs5unoE62UaGBwmQQG0ToBxS2/ln9CRQqwQohxX0ZEoAACAASURBVNRq5hk3CdQ2AcohtZ1/Rk8CtUqAckitZp5xk0BtE6AcUtv593v0lEP8nkH2vxYJUA7xmHXKIR4BuiyeSw5pffNOjFh115DadWeWBzYsxKx3vxPNo8ytY3Tbmbe3BjDluRsxs/7NIWXWd8/Af7zxzcTrAd3dRTyNUGAAPzzsk2gM9Q0pc/+Ws3HL5qsNgcQ4LDmkveVNXDf/22mj/ur4GbhhwgzMCY/EFW1zDClkQrjZJSEWIwESqEYClEOqMauMiQRIIBcByiG5CPF9EiCBaiRAOaQas8qYSIAEchGgHJKLEN8nARKoRgKUQ6oxq7UTE+WQ2sk1I60eApRDPOaScohHgC6LZ5NDQq89hzErfoW6erU4hh5/WP9+PLr9dJx0QgzTpgF33BlEG3bgu4dcm7E3X3vtBrzdOzVpBZDjxizBNbN+mbbM3oER+NwrP0raokb9kH+a8RucPP7RtGW+El6A19ZfiG9eOg7jxg5uYeMSEYuRAAlUIQHKIVWYVIZEAiSQkwDlkJyIeAIJkEAVEqAcUoVJZUgkQAI5CVAOyYmIJ5AACVQhAcohVZjUGgqJckgNJZuhVg0ByiEeU0k5xCNAl8WdcsgzP9S9XmII7N2NwJ4dGNW8SraBuRW9va2465mvYG9wLCKBeswZ9wzOnP8zbN07B4uXfs1oWXaAMRb1OHL6nThm5h1Yse1ELN97DRobgd17Ajh4zO9x0JSH8PKG8/DMuiuSenvBQTdi6ujX8ejKD2L51lMS71111Bcwsmk7/vba57Bh96HG6/FAHANNnfjY4deiPtiPH629Fh0D43DA25PQG4rhgZYYwtGwce4F58dw7FHpxRaXuFiMBEigSghQDqmSRDIMEiCBgghQDikIF08mARKoEgKUQ6okkQyDBEigIAKUQwrCxZNJgASqhADlkCpJZI2GQTmkRhPPsH1NgHKIx/RRDvEI0GXxhBzy1jrcf8OUpFqOnvd/2G/S41i+/nwsW3t54r2gbAOz8KRPIBQcwN+e+R66+8Yn3jv32GvR0rgDT7z6OWyxhA59c9yIN3Hq4d9GX38b7npaVgIxdBKgsX43zj/us7JtTAh3LvkJojGxSazjgBl34qD97sCGbcfhmeX/nHh9usgpxx34M+zu3A8PvvSNxOt7ZIuap5sGQ3jfu6Non8uVQ1wODRYjgaomQDmkqtPL4EiABDIQoBzCoUECJFCLBCiH1GLWGTMJkADlEI4BEiCBWiRAOaQWs149MVMOqZ5cMpLaIUA5xGOuKYd4BOiyuMohgV9+C/1P/AOYv79RS2zsJMQnzcDo/mcRjPfiB69ejy09sm+MHHFxLQLidbx7zs9w+NhnsHzPodjQNdt4rynUhQWT7kd3pBXfePHHOOH4uFRprtzx1DNBXNb4OYwUGeSpLadjX3SE8fqU5vU4aPSLeH3PkVg9/pOYKzJHXy/w5NNB7OrYiK/NM1cm+WnTgcbXkEgl5w1sw/TIdvx981V4eOM5Rp/UNRmQP/tEENFj1n5xvP89UYRCLsGwGAmQQFUToBxS1ellcCRAAhkIUA7h0CABEqhFApRDajHrjJkESIByCMcACZBALRKgHFKLWa+emCmHVE8uGUntEKAc4jHXlEM8AnRZXOWQ4G2/Qt9D92DUKSOH1LKpewr+/Y1vGXvG1NUDp50cQ2cn0P3mUnx67n+nbfXhbafj4cj78IH3R9HYMHhK7Jm/YNqO+9KWWTvnY6iffwz64zHc170Oi/atwqM9m7Bkzcs4rmdf2jIrjv4+HnlhDDo6gHntcezpCGDrtgBmzoiLmCLby1AMcTkqWIwEqp8A5ZDqzzEjJAESGEqAcghHBQmQQC0SoBxSi1lnzCRAApRDOAZIgARqkQDlkFrMevXETDmkenLJSGqHAOUQj7mmHOIRoMviKoc0x3qxN96A4Ku3J2pZtz6ANW/Jn32zsWzvoYnXr/lQFNOnxfH8CwGMW/dXRKPAbpEynEfH2KPxjgsmob4uuVOhrm1o3vx02p4+PfUY/KlnHe7oegt7Yn3GORNCTfi3gQZc2t+P0aHB7Wb0vVh9G7pmnuYyahYjARKodQKUQ2p9BDB+EqhNApRDajPvjJoEap0A5ZBaHwGMnwRqkwDlkNrMO6MmgVonQDmk1keAv+OnHOLv/LH3tUmAcojHvFMO8QjQZXGVQ1oaw+joGkBXbyRRyx8XBbH8TWuPFkfdF5wfw7FHmVvFvLU2gN/dFELM/DZxTJsax0c/LNZIjmO3SCC37luNW2SVkNf7dxln1wWCOLNpGq5sa8fp8lW3keFBAiRAAsUmQDmk2ERZHwmQgB8IUA7xQ5bYRxIggWIToBxSbKKsjwRIwA8EKIf4IUvsIwmQQLEJUA4pNlHWV0oClENKSZttkUBxCFAO8ciRcohHgC6LZ5JD3lwRwM1/Tt6XpV62lfn0v0RF14hj9ZoA7rwnhOigT5LogW4l8+Xr0rwhZ0Sl7MPdG2XbmJW4v2cjBmQbGT0OqB+NK1vbcVnLbIxJWSXEZWgsRgIkQAIZCVAO4eAgARKoRQKUQ2ox64yZBEiAcgjHAAmQQC0SoBxSi1lnzCRAApRDOAb8TIByiJ+zx77XKgHKIR4zTznEI0CXxTPJIVrdU88Ece8/gojHgaYm4MrLonj51SBefiX7ah5HHhHHxRcmrxyyeqADf+pcidu6VmNbtMfo7ahgAy5umSVSyFwc2jDOZQQsRgIkQAKFE6AcUjgzliABEvA/Acoh/s8hIyABEiicAOWQwpmxBAmQgP8JUA7xfw4ZAQmQQOEEKIcUzowlKocA5ZDKyQV7QgL5EqAcki+pDOdRDvEI0GXxbHKIVtnbC+zcFcDECXE89EgQTywxt5pRYSQgjojxVV+wfJGpU+L40PujqJNVRvbFB3BH5xr8avNqrG7cZpTT0ic3TcVVIoSc3TwT9bKNDA8SIAESKDUByiGlJs72SIAEKoEA5ZBKyAL7QAIkUGoClENKTZztkQAJVAIByiGVkAX2gQRIoNQEKIeUmjjbKyYByiHFpMm6SKA0BCiHeORMOcQjQJfFc8khzmp/+X8hbNxkWSAihcTlr/qdLYiMlcU/Pvj+CG5b/zbuC63Cc41r0SsbyegxYu9ItK9uN/5ccmITFpxobifDgwRIgATKQYBySDmos00SIIFyE6AcUu4MsH0SIIFyEKAcUg7qbJMESKDcBCiHlDsDbJ8ESKAcBCiHlIM62ywWAcohxSLJekigdAQoh3hkTTnEI0CXxUe01OHne2P47Y4BY5WQGa8F8Y4tIVx0XhSTJyVX+vubQ1i12rGljAoickq9rBIy9oAObDtqJRbtW4W9TfuMgnUDYcxeNxtzV83DpG2DlY0dG8dn/iV52xmX3WcxEiABEnBFgHKIK2wsRAIk4HMClEN8nkB2nwRIwBUByiGusLEQCZCAzwlQDvF5Atl9EiABVwQoh7jCxkIVQoBySIUkgt0ggQIIUA4pAFa6UymHeATosvj/9Qbws92RpNJzXgrj0KUhfORDEdlOZvCtDRsCUEGkr998LRKKoPmcNVg6dQWW9G4xRBE9Jm2dhHYRQmavnY1wNDykZ5RDXCaLxUiABIpGgHJI0VCyIhIgAR8RoBzio2SxqyRAAkUjQDmkaChZEQmQgI8IUA7xUbLYVRIggaIRoBxSNJSsqAwEKIeUATqbJAGPBCiHeARIOcQjQJfFz94ew86IrXWYldT3BHDmTfU48/QYTl6QvP3L9h0B/HHpNjzauhKvjn8L3YEBo8yUUAumvTYPM19vx4h9IwZ7o1U7FhvRN849O4YTjuO2Mi5TxmIkQAJFIEA5pAgQWQUJkIDvCFAO8V3K2GESIIEiEKAcUgSIrIIESMB3BCiH+C5l7DAJkEARCFAOKQJEVlE2ApRDyoaeDZOAawKUQ1yjMwtSDvEI0GXxVDnE0ETiAQRjMQQCAUyUv39+TAAH1vfgL12rsahzFVZHOozWGgMhnN08A1e2zsU7mqbg9tvDWLos2QRpbYnj8MPiePHlIOrq4lhwYhzHHUMxxGW6WIwESKBIBCiHFAkkqyEBEvAVAcohvkoXO0sCJFAkApRDigSS1ZAACfiKAOUQX6WLnSUBEigSAcohRQLJaspCgHJIWbCzURLwRIByiCd8lEM84nNd3LmtjHP9EKfioa/vHXgU3bH1RjuH14/FlW3zcHHLLIwI1ifa7tgbwG//EMTOnWbp+jrg6quimDMreWUS151lQRIgARIoEgHKIUUCyWpIgAR8RYByiK/Sxc6SAAkUiQDlkCKBZDUkQAK+IkA5xFfpYmdJgASKRIBySJFAspqyEKAcUhbsbJQEPBGgHOIJH+UQj/hcF68L1uHjj0fwwqQoBhriiIfSVzUQ2YBLW7fj6tZ2zKsblbG93j7gjeUB9PYGMH//OEaPohjiOjksSAIkMGwEKIcMG1pWTAIkUMEEKIdUcHLYNRIggWEjQDlk2NCyYhIggQomQDmkgpPDrpEACQwbAcohw4aWFZeAAOWQEkBmEyRQZAKUQzwC5bYyHgG6LH7bHWG88irQ19CHJy/sRs/oZiRvDGNWPHNLELcdke6d5IZv747hd/vi6BQn5NymAD7TFkR97mIue89iJEACJOCOAOUQd9xYigRIwN8EKIf4O3/sPQmQgDsClEPccWMpEiABfxOgHOLv/LH3JEAC7ghQDnHHjaUqgwDlkMrIA3tBAoUQoBxSCK0051IO8QjQZfFv3xjGA4c9ieX7v4HG0AyMDp8CXesjyeeQF67eEMLnj8veiIoh3+pIXinknMYArh8ddNk7FiMBEiCB4SFAOWR4uLJWEiCByiZAOaSy88PekQAJDA8ByiHDw5W1kgAJVDYByiGVnR/2jgRIYHgIUA4ZHq6stTQEKIeUhjNbIYFiEqAc4pEm5RCPAF0W//HPwrh7xrN4s305Zr81B2P6DsKWeS3obY0ZhkhzRwDvWBXCV8+Oo7EheyMf2BHFsoHkc1QyuXFUEPf2xtEg31zVEsSBdS47y2IkQAIkUCQClEOKBJLVkAAJ+IoA5RBfpYudJQESKBIByiFFAslqSIAEfEWAcoiv0sXOkgAJFIkA5ZAigWQ1ZSFAOaQs2NkoCXgiQDnEEz6AcohHgC6Lr1ldh1/e2ov6vgbsGR/HrskxHDsBOKAnaKwgMmVSDPPnxxEO5W4gnRySWqpOBJEfyEoiJ6gpwoMESIAEykSAckiZwLNZEiCBshKgHFJW/GycBEigTAQoh5QJPJslARIoKwHKIWXFz8ZJgATKRIBySJnAs9miEKAcUhSMrIQESkqAcohH3JRDPAJ0WXxkSx02ypYx31jVi0enRxO1nNcUwDdkxY/UDWHu7onjt/vi2BGN4/zmAD7TFkS95Xmkbiujckm9/ElZTAQHy8ohvx2Xh23iMiYWIwESIIFcBCiH5CLE90mABKqRAOWQaswqYyIBEshFgHJILkJ8nwRIoBoJUA6pxqwyJhIggVwEKIfkIsT3K5kA5ZBKzg77RgLpCVAO8TgyKId4BOiyuMohq+JBnLu6e0gNXx0ZwMXNg3rIXd1x/EeHbDfjOE5qDOCHshKIfagg8juRRzrFDDlBzJD7eod2rFVkkkcmUQ5xmTIWIwESKAIByiFFgMgqSIAEfEeAcojvUsYOkwAJFIEA5ZAiQGQVJEACviNAOcR3KWOHSYAEikCAckgRILKKshGgHFI29GyYBFwToBziGp1ZkHKIR4Aui6sccptIH1/a3DekhktlZZAvjxwUPz66K4YX+3Q9kOTj3glBjAul3yYmXZnUel12ncVIgARIwDUByiGu0bEgCZCAjwlQDvFx8th1EiAB1wQoh7hGx4IkQAI+JkA5xMfJY9dJgARcE6Ac4hodC1YAAcohFZAEdoEECiRAOaRAYKmnUw7xCNBl8Wwrh/yHbCtzvmwvYx+fEjnkqRQ5RN+9T+SQMRnkkJ2y/cznd8ewzNpb5gxZaUTrlS9FOzZGgEd74yKoAKdIxcWsu2idZEUkQAIVRYBySEWlg50hARIoEQHKISUCzWZIgAQqigDlkIpKBztDAiRQIgKUQ0oEms2QAAlUFAHKIRWVDnamQAKUQwoExtNJoAIIUA7xmATKIR4BuiyuckhLYxg3burBf++OJmo5T6SQb4jE0SULhWwQ+WJOWCSQnji+mbKtzGliYnzPsa1Mum7oWiNrInE0IIBpUk++x5MifPxI9qdZJ2UDIpNMFgFlXh2wrD+O3ngAVzUDc+uD+Ir023ZW2usC+NmYAEYFi2if5NvhHOdJt/Ffe2Oy1U4cbdK9f5L9dS51bNtTpGZYDQmQQB4EKIfkAYmnkAAJVB0ByiFVl1IGRAIkkAcByiF5QOIpJEACVUeAckjVpZQBkQAJ5EGAckgekHhKxRKgHFKxqWHHSCAjAcohHgcH5RCPAF0Wt+WQjq4BPNsZwQtiMLSLwHFCQwCLxAz5fyIzxKRu3V3mRpFFtss3/7svjl2xON4pYsjRct7b4pQcWw/sL2JGsQ5doeTTslKJtm3XqpKJswX9PiwvyOIkScfFIlx8deTQvqjoss4SXaTbno6XhdNSWQ3lAJFVjqnPr7Kvygoq94oYYh9xxIVrAEGJaqHIOJ8YEYAsfsKDBEigBAQoh5QAMpsgARKoOAKUQyouJewQCZBACQhQDikBZDZBAiRQcQQoh1RcStghEiCBEhCgHFICyGxi2AhQDhk2tKyYBIaNAOUQj2gph3gE6LK4Uw7p6hVzwjoeF4nhsyIzOI9mcSBunRCC7CKDAXEcviArdjzRZ56hesS/tgXxHlkNoxjHv+2J4R+yUoldt36Nx3UFkcH6U2URu92ZYljcJv10Hiq6/HdnzOi3dvHTImLsXxeUFTzi6JbX5onYImElHXdL+78WEWazrFyiAU6TlUtmheNYIjE7d9e5XMBcp/ZMlkNDOXlLVHQQicM6L5XUu6SeL+WopxhsWQcJkABAOYSjgARIoBYJUA6pxawzZhIgAcohHAMkQAK1SIBySC1mnTGTAAlQDuEY8DMByiF+zh77XqsEKIfkkfn1m7bhy9/+Fd5YuQ5TJ43DN7/4IRx+0FyjJOWQPAAOwymZ5JBvyfYxt6s1kXLcIKuHnC2rXNwk0oTKFqlnfKAliE+JeJHueE5W23ilH1BRIiaiR0hEDxU+dPWMBY3AbF0GxDpUDrlfTrQFEKOdNHKIvpzaWurKIUusVUicfZWqTBnEKqxCyQ2jQ8ZKJXXSqkovP5b47FOcZdNF913ZWucMWUlFt8K5Xfq9UTybXqlnj6yqopv1jJHGNstfEvWkxKLtSHE8Nik0RFIZhrSzShKoeQKUQ2p+CBAACdQkAcohNZl2Bk0CNU+AckjNDwECIIGaJEA5pCbTzqBJoOYJUA6p+SHgawCUQ3ydPna+RglQDskj8e/71A046ZhD8OF3n49Hn3oZ3/rRTbjvT99HXThEOSQPfsNxSiY55Df7YvhJpylnOI8rZcuWL8qWLe/bEcUbsq1KkrxhnXisbLNyqsgej4oosVtOEJ8EA7EAXhI5REsE5H/yreFl6B99Vdf5+Kgs6XFiYxCyQw3+IWV/LX1Ibd+5xYy+WW+tYqKyh1am7x8tFXx9VAiTrcVDdGucP8nKIdnqUknFLK//G4xLQ7JX+7DbdvZB3wtqjNKW7qqzVQQQ53lGtfJCqlziXAXF6Lr8RxYywcfbAnhVBBr5guNl75s5IsxEpHRMam2ThiQU45go546TlUzWyqomijUi78+U7YBUMFkpy6PIIi7oEMhhq2XdTmeJnLhC/uj6MOLjGMC0f2NDcUwJBUXSMXupBHSrHq1jhqyUsl84CN0Np0Xe65H6dEGZh+WFN6WuPiu4kASgpVvl+2nCQmUYc5UX8/Um+bvm5fA0W/Dodj9rpVMNcp4zVvGTDJbKojMeMKQdPbrk7xukg+ut8aexKM+4tDFe2lXRZ6qwkOFrHCPktU5hMVdeS21eT3lCYlkmdWnbBhapX/4P8X2MumZKDvbJNkoaTpOc0S2nzJLXm7IvFmM27uHQ1WlWC5dWYWvHoteS5nWOxJK6NVIiFikzIDyMdEqnJRpDwJohZVTA2ivslFmdvKdtlCIWNxg05g0Si45hDUXHeLaVfgpto5RyiL2llX09DjhiaZeJg9tJFZo9nk8CJOCWAOUQt+RYjgRIwM8EKIf4OXvsOwmQgFsClEPckmM5EiABPxOgHOLn7LHvlEM4BkjAfwQoh+TI2c7de3HOu7+Ap+7+KcIh81dh77rm67juX67GMYfPpxxSpjGfSQ7ZI78M/8DOmLEChn0YAoYc4ocYW7GkHknihvWmU7RIJ2fYUkfCMpFyKkroL+f1sJyPhHBh12FLF0b91kl2W/qtihozVNiQv28XyUCFBqOsQ9awz9eX7b4bp1jnJOJOG4spuWh92le7n3Zdzu/tv+tX/aNOgfO1QcCDIonxvhWs1p/on1VQv6hMIR5J4tBz5Pf/xtY5lhdgMnTEMxizoyIHgLgKGQ7pQc9XH8XJx8nF+br215Z+HN2yZBuzvaBBzZQTZIgZFetXe2wlxWpV4mTprDcRl+MEe0UYe/wY8Vv9t/loPGERI6LScNQWd5ISYgJLjKeU8WD3IWSdIY6OIdPo+YouKiD0PRV6VFqxYzXeN841V83Rfhj9NRiYHbDrSnBJCtgca1qP/tFzlZ2O9YiOb2ncYGqNG7OoWa8tKKVlKS/qoj36XiIW+V7lEuVjjFcVZuR/ep61y5IR44BEoSxTY9XKxDdKjtXikxqrKSqZK+zo9ap8YtKefm/vIpWaVyOXGr8Vot5R9HyjL1reEYueYrxvxWRcr9o/u7z2axhjVXZ6XdiHctb2zDFqziN2LMalZ12/I6TTbfKtIQEZgzFgiGD7pPM6n2lMWpc5ns3cqwQ0QsZfWL7aOly/nNCh5awLOZ9YI1KrOUaTx7Azr0ErOVqtOUa0RWsMW68Z4UjbGosuKKX5NYuJ9Cavd0inVQKzx53G44xllHbWEpx0flGZyY7F4KjxW3k1GFt5Na7HxBiWa9CIw2TivF41xohMeoXEOkrq1a3J9Lqzx5vKPp0SqK4UZdY/yELzooKaymbKzOizvK+5dMai+dTbrc7hek1oOyromXOKeYHqalSymxt0Nzd7DOc79yTHao5GFe/0T4PRjnntROXrXo1F8mL3VfNqj1HNo46zsCTEED3lXHHrjPNlQTGjn0af5Y8KaPqCxqJjQN/T+rWsnqu8lEPS9Srniq9oXK/mJZImbzp+ApI3a57VijUO3ZVN27THo/JUxrZoaM89GotyU9luREosek9VMU1FTOsSNWJRsVBzqeJjq8Ri8FJGMkaNca8xWzcyU1jU2EQsVJY6HpWN5l7+ZJtn9URlrLmvl1gMFsaDi8lCaRhYrLrM+dd8TedNFTX1W21H86KcOyWAVoUidWhcYYPbYF6Uo/KIG/cuUxCN6H1KK7WuV51HjFiM6zX9POu8Hu17sF4rmheNRbum/dfcaiwhKy5lpXKnxqr9MsrKf4LWLJYaq74dtWLVOjU/egzO/+Y9T0HY41rrsKVYfUbam2buSdx/NUfyx74ejWFtXffGPGY9Hxh5ttgPzunWrG7FqvOSzj0aq/bJeN5xjNFcsRqZVRZ6vaWJNdPcYzxXaMzWYHHeJ7TNFs2LFYtej3pdam6s4WP0Vf+uUqai1HGldegYM4RNI3ZzgJhj23rNitUa7uljVZnYHKbG+DJyZHxnCssaq76mY1APHW+aLx17mmu9d+j8a8+zsmChMcfU6XVoXY/23KXl7evRnnsyxWrPs5orzb1Grn/PFKtzjBq5lfMT90Ij1+Zcp2EYt19lKv/rtGLRNoy8yB87llbprIra9Xqmcf7gPGvgsq7HXHOPHav2yRiRFm/7mUrf1+tN63fGqqcbz1XW++muRztWrXmfdKTDejaxx5vOsxpni8SiUrvK4WaNg7HY16Mto6fOPcZ0lSNW+xnYjlVrN2Zje/CZzZqtWrHGpU/GiFaAxrU5OPfoPKvjS2X0PdaNVa9XraZZn62MWAbnWft61H6ac6ienDlWrcm8/uUZzSKSOs9qt3QMa950DlKWxpVhptG6Tq0xbV+B5qUzJFbnPKun6H1Q74eNcnKrxmIM1szzbK65R/uYbZ7NGqs+F0sDGqvmT+d66/9DYrXnHg0wn3k269yT4Z7ijNU592S7pzivx6iVNx1rzrnHmbds82xi7inxPGtefyaxfO+fzljTPfdkm2e1nUxzTzHnWfu+r4PJvqfYz6sarcaqX+2fFUoxz6Y+9+SaZ7V/5n078zOeji9nrNnmWYOFcZGZ87DOPdnmWXvucTPPZnvGy+d5Vqez1Ge84Zhnc809zmc8476SZp7N9IyX7/Os13nWeL7IdE9JmWfzecbLNM8W9IyXYZ7N9IznZu4p9Tyb7hnPfjYf8jxrPQs4555C59l8n/HSPc/W2jzrfMZLN8+G5INtHS8RgWr/zFXIz9KFzLPpfpZOnWfTPeNV4jyr/8hT/+Gpbnt/dJp/3Gk+dfIYbgKUQ4abMOsngeIToBySg+mLr67EN3/wOyz+zfWJM6/95s9w3JEH4PILTqUcUvwxmVeNmeQQLbxLPrk5d2vMWFHB/EjT/DDX+Gp8wJUsOjgbdHxGNljGOsH62cr8zqontbPOcxw/jyXVZZ+T6FOif1al1gl2v21LIvG9HUtS4+YPzfaHS3Yf9cHQ2U5S/wY/D0yIGHZ5JzMrXKNKfd36Xe1gxfYJqYUc/XP2PfFycriJPDnf1xeT8mcFlojVAXmQl9XRTA2l5ZecydQxY/9gbXNN+j51EFhck3LhGEPOfKQWtb9Py8vB2R7LTj72wDRHvP0LkJQW0gyGrLHaxdNxzpXflJiTB8xg4Uxjzfpo3IrFeTVZZbPEkpSnNEUzcc/ndSd7+5pwXjcZ2Wer3EUsxN5w1wAAIABJREFUSWMknxjzOSfPnCaPU6vitPWbv4BOnTudF/WQYs4LxwrSnsfyuv4c14kTeeo1lf4aGxqLc3zqL5xsuW7oHGDGavzewnGe+QO9TjrJ96MhF2khsRZyPWY4N01mHLj0F4ODv0AZcm9JGctGflPuiWnzmnKxFzr3aBup97TUdKden8b79r0uj2sg3bgoJJZMc0+6WO3rYnDIZ89K+lhSezf4/dBYnPWneWawhqo5hgubZ9PNi+azQppxn5jVrZGlF0nSJGG27XweM2NJ7nP2vOaee1Ln78TDUsqg0raNWCy0aceYHat13STf5x09d8TqzE+6WPKfe1IuyDRzYMYxXPRY7Tu9NSFYeU2KdehdIRGAnee0A8IxbtLOsylDNlGpM/iU+TA1rzYOawQOjri0ebXHaOZY0z33DLLIPc9qd4saqwUl89xjxpLuZ4c0t+ak5/b8r8fMc4/ZL+v9DHlLDNlcec0Ya5rrxbh+B+e9obG4nXtyxTr4s2liDswxRo3fiTuuq8TPZGnDcjP3DPbZmPuy3j/zu6fY423I3Jkr1pSYzNPTj9HBqSzL3JMmlqR5toixWkN5cCrLFWvKJJ0zVqOv7mI17qZZn/GyPM9W4Dyb7f7peCIfnFvSjKuM8+yQm6c1UTgn0QzXY6HzrDGGh4zB4Zp7ij/POu8RSU9seT/3DFesxZpnk59nk+7l9qdwecea/PlWWefZQucexzzsvBfZ+c/5PFvgPJv3z5fD8Tzrt3nW5TPe4NxT2D1lcCrN71nAOc86n2WSfv6yK3X9jJf83JP2cwPfzbPJc89Q7oXkzQfzrMufpZWLfd/VsfYt+RdOZ+ry5DxKToBySMmRs0ES8EyAckgOhEueX4Yf/uo2LPrF1xNnfuU7/4t5c6bjny4/G/0DpkPPo7QEQqKqhkSNj4jqGjOWHUg+jl7dg+3yz/TS/Oye9EsP+1+j2c+f6Z5Dh9aeTlgY+lG2lhsh/eyUPmat33o6TvoFqPVwM+QHLcdDv7NO58OQs4z5rwfkSPnBL+kXVWlTN/gQar/t5JDgaj1c2z8I2udkegxzvp/K2tkN54e0zg8Tk/ptNeo8N4lDyvupYyFTXxOxpNbvAO7MVWqs6VjYOUjNsd3ffN5P/ZApXQ4TLBxwTX5WPu3x4ICdeF86l7G8c9xZdWdrf8gHYo4yzjynjk1n+65ZFRqr41pLHXfOSyfb9ZY6Bp15HfrhoHk9po6h1HkmLxaliNXRV+d17/xl7pBryxlftljTjCWbuT1OBtsscAznm9d0/StwjKcbN+nmzVzXe96xFng9Ouf/rH1NwyL1Gkg3T2cbFznntkzzbMo9MJ95PqmvufKa4Z6YyJHzgpfGh+t6dI5zc5u4QZkqpQvmPO6cp21Gafpa0Nw1HLFaHcg4jxcwdxUaS6JNr/Osx/J5X8+Z8prhGsj7npIhr2nL57jeXM9dqc8ijrkr6Vkgw/XonFtyPXel3pOcVWa8v6bEPeR61F/4pDw3JeU1z+em1OeerM8aGa7nxD0lFytnY874UsZzQbGm5G3I3FTAPSl1nnbKoumep9PlNWk8OuLNa57OFUsh12OOZ4W0YzyP556CnhGzzBMFP/s76so1RvO6Hosda5oxPBzzbK5niYLmrkzXY7a5J8P9083cY/8CLtPPbGWPNctnIEbfCnlGzON6TMxdlTjPFnnucRWrx+eexNxcwDOefX/O+LlCHnkdcn+spbknn1iH6xkv9f5bwBgu+9xTbfOsl2c8zrNp/1FooffPrM+zKT8IVNrngEmxprkPlOR51uMznrk1/OAxW1YOeWhWU8pTGL8tBYH6OmMNUB4kQAI+IkA5JEeyXlq2El/97v/hnj98J3Hmp7/2I7zjuEONlUN4VCaBb2zpwy926MLV5uH8wdP+3v4l/uAHYEP+jfugWGF9UmfUI/+xpYtMv7CyqXxpYgN6RV55qjuKZ7rMRcSdn0fY56X7wMdJVsvoEtT71YfkX7DGsEr2KdAlqu24VD/RJTpTj+smNODvnQNY2RvDqW1hjJN16X+/SxdtH4zVjskoO7SKpJeuGl2H02Vt+o9u0I0Ckv+lXboPZVM/XEz6oFISoA9xSR8KZBA+nF1LctMdH5Jn+6WnzSX1FwROXln7mi7WlA8+Ci5vNT6kXMrrzg9L0o2fIe+n+xDFa18L+GE/14c8qeM69fpLHg8ZJArHDw8Fc88VS673HflJzUe6XDp/ueVc6SVdXu1xnnRtlTPWLL+MzvRDrXPOTf2gL/U9g1+GDyKLntdMecvyQajRhwwfuqXOKfa52biULK/OOSTHeE66HnN8AJvr2nZMx8n3h2KN4ZRYcv3yKt31lrjGCvywOZ1w4GqMOn/ZnI1LhvvAYP/NwpnGnXNuSpqncn3g47zXFZC3tHNXjroy/aLLS14zzcnpngWzXY/Z7rWZVrAxc2HWmmnVttRfdGW9/+eaezKM4ULn2VLFmjpGco1L53xSyLmZ8upmjCZdb2nymvZ6dI576++FzLOp56a7p6S7z2YSCtKOsTTXtqvrMcc8lStvrmNNwzjvn0kKeMZLul7zuGck+pBrns3y3JP1enTEXfDPDjnun6nP3tnun7nymvQs4DLW7HPj8M6zThaliNXNPSXT3JN1nvM4hvN5xivlPJt3rMW8HrOM59Rn5HR5zXeezSgDZ7i/lH3u8XBPKebcU5Z7iuM+7/UZzw9zT95j2Pl8UMy5x+U9hfOsvYJO+vunm3tKrvuj6+uR82zSanaJ56FamWdd/ixtz032uNNdZdYe1Oochvw7CZAACZBABgKUQ3IMjd0dnTjzis/jyb/+GI0N9cbZ57/vS/jPL34IRx4yDzv29nFwlYFAa2MYjSJKdPVG0NNv79w+2BF97P3hngh+s9feWX3o4s4fHhHCEQ0BXLczgi5ZAEazq3sZ6/7g9gPyWFn5459l4/nd0kSPVKq16T7iS0W2eEYEDecHE3br9oPJybLJ83+NCxt7jOvxh70xfH9P1NoX29yve4Gc85LUo3sqpx6pDzifHBXER6XPeqyTzbY/tW0Ab6khIo+P46Wful/gbscqKheITXL92JC5d7t19Ms5/74zinu6hzY4SoyXr40JYap0bJZIJPVS8JmeGB6QwLdJ5ac1BvGuNrO2L0sddwk0u4/2ssb6/ZDl17WA42HW6HGWHxLtXxYbZbSo87dfQzEZr8R1G25rk3qn9mJvh2A/VCfatupN+oDd+amX1Y5dzvkhpbML6WJJ977zw31nfEb5lEQnt6WDTl5xnpPSTxtPEmSrkgyr9ScZSrmWDzcBG8Ms4zHYh+TzCo0l0VbqT/DGlZeyPYndG0ff0uYpS98LPV+bTMRq8Ug3RhI5dqJL7Ue6fhUQS2rfM41RG1MhsTrPdcaSfgBYY9SGk3LtZBw/GfNivWG/n/IBQSIHmYdj0g/UmeJPzy/N9eYY0ua+1ynXo/P6GBKTMxbz71nzkG+s+VyPGfgMjt8MsdhjPM31NSSXSf1IEQ4z5SdNXrPOs5liTcMq3djIdV2Y3cycd20+4/yX7/Xq6GuiP/ZrTvsoy5jO/60csWTIq5NTrrki3fvGdOiYCpLGittYM+Teed9ON78k9a/QeTbDuHLyz8Yn0bcs/2o2Z12OEwZjTZPXHPeUIZySBlGW+Sil/SHXgNWuq1iNsoOxpL8+C70ec809g7EOGaOO68F4Fkq9HlOv8QLyal4SmWOxp5asYzjNPSXr1oHWZFW069G6HpL6mnKPyD7OknfVKG6sZvIKjjXL/TPX/SKfWI3rZcg8m3K9pcmrczufTPN92litk3POeymVFhxrSp+d9zLnv5Yd8o8PhgRjXhPpVpXKOTd6mXsyQbXHkHG9WkeuWB0Jzvd6TBoXKWPEKZ8m/asWx+NmtlVghnDLMcZLPvcM4zxrT9np0pv3s0KFzLMZx0i6MZrmeh6evLqcZ3Ncb15jTXouSeRvGOdZuw37GbGAZ4GCYi3m3MN5NuleXPXzbIYxmnpPsZ+bfH1PyRVruvnHvnYLeRbI9dxUwPWa73NPsX6WLvgZL1OsDtaJB27n51nFfJ71+Ixn3/PtUM5sDuIH48zfnfAoLYFxIxpK2yBbIwES8EyAckgeCD/8+Rtx1KH745r3XID7HnkWP/zf2/D3m7+LcCiEzTt78qiBpxSbwMiWOrSIINLRNWAIIpmOt0XquF7Mi1fEimivA64bETQ+/JkkzwmjdfkPOVT6WC1VzJHXdAWslQNxtMhPEF0iWswRs0Ot03THY+IF3SGSxRYpa6x/IeeNkHJTpZ5TZX+7BfInteibUvez/bICiJxjv98pRb8m9snjUl/Sr8CtlTW07cubA/iCSCpO0UOVmBVSnzOWlyXOpbIwyP4ieBwn4kumY4sUVpFEXZI24ZAr1tR6lOGirjgeEUlGxRbZ0k/aDEDXJHlNePRK3439jK2P2vR8jXObnKttyqmYKO32yPsq3ujP2I3BOKaEgoY0Ywgmck6j/BLhQEnK6bIiXKO8JgjQGTPr3SDtbJATdWUW++MALbdL6ntbpJm98qrqK3quvi/px3zJ52nCRevRHHfLa/roslrO17Gy19r01S7zpgT0hmwd1RULIip9sfumFbZI/9vktQapKyixBuXvGofdd13JJeZYFqFe4hsvbU4WkUdTYww/eV/Xt9kk8s0O+dOnvVV2lhyhDs9OiVe/Vw8oLOW1To1nnNRzmAQ1WTslrwXFjtG2ta7t8qdbh6T8iUoZadpgvUte74/LefKGPiobipCWlXb1KtIYIO/HHe9rCJovbd8WWbR9Y99QPV2+SlcMOUljCktdI6X8KHlR+xqVM8LSt33Cdpc0qONW61JpSsvooRKWxjLFiiUg5+uVul5O1u2hNE/aUFTqDkndGttuKTwg3KNSjxGLUZcZi75m7ktuxqLV2gqZstC/G6v/SPlssWqKlFGmWLVFjUH5aPvKtVUgicclspl2wuSs/d4rJxrimRW31q19MMubrPRtZal16TjQrbOMvho5176miVWrdOTNTazWVJgUq8amY3ykAGuwEq9M9Zoycqkdc8Si8WgsMlyNY8gvDqzXtH96GLHKHx13RryOD8GtU8yxZfC38pol1pBUENHzHHk197Y1x6lzjBrtW+PVGMP6vpxsj2HjOrZjsa7hdJKMcjHyZpXXca1xaZups6++ZsauY8I5RgfzaiC1rkfj72muR63B4GZfj9YYzhSrtqtxmZeHWShdLHqfM8ed8LZYJPLiDMjKlZkXawzrV3ldc2nwNuKwspgAYcat/8829+g1ZM+zqXOPnUt73jJiSWUt9etcb+fVuMbsMWaNo4Rw6LimErFoLuX1Aeu+kTYWqVyv2bTXY8rckxqrM68xRxvmyEgeN3rZGR9pWPnTMSy3fIuxjHUj91awjlj0PD3suUnL2PXbjSTicgzUwVjNcWK0r88hei/LMc9qLNpequxojYIhX5KHlEP9s8eoNb6cw6hOKo+ICapzUGIMWzyM8Z9j7qnPMM8G9XUpa8+zOr6MWLTXqRdymoBSLo+0175dTeozXuoYNlaBc+Y1w/WaOvdEVZDVGOSP8axgjScdb+a8Yo2B1HnW4leyWNOMEX0WSFyvkkjjMUzzb91fnPdH4z5uAR9y7dtv5Yo1S04T962U6zFjW9Z4yJhXq6D9jGA/9+gYSyja1pxqS9P2EHNeo7liTTfojDKuYk1/Pdr9M2KRuo15WhrRnGj+7Ju+vZKhPTc5VwhMpC8lIOc8m/ZZwL4e012T9hjOM1bnJayxaNv2M15SXowxkOV6zGPuyT7PpnnuyeN6THf/tmPSfNvXvp7n/KcTnuaecsVqDSvndemYApJm43zuKc55OOM8m2+sKfeCrGM4j7wWde5xzLP6s4T+XJT2H1pkmHuM0Cp0ns2etyyxOu8P6Z57rLkgdRoxrrfEBTY06UWfZx33lEJiLeo8m24uzWOeddIp+fVYyD0lj+sx2zybMgqSnt1LMs8Wee7JnLf0P8sW5XmW86yJvQrm2YLmnmqZZ515K+bcw3nWeVm4esaz56cT5cP2G+QXFG15/ByfOqfze+8Epozldj7eKbIGEigtAcohefB+e+tOXHfDL/Dam2sxfcoE3PClj+Cg/fczSlIOyQPgMJySrxwyDE0PW5Vr5RN9XdkjIh9DtMlv2mShEeOYKJ9aqghQDYf4JFgrv0GcK59e2u6KSipb5RPMdvnUnG5vNWSZMQwngTqZC0a21mNHR2WuWqWS03aVwASCuHgijwXklxWmNDPNNkMcgPRn6jUy96moI96cIWv1669k5I0p8psbFW3KdWgsWyUQ7aNTTGvLM5ZmKadSlv4CbWqZY9F5drP1myJlaudFpZD99DdkaQ6V5jQvOtJUhNP5W/M6xSFXOoupHLJSbmIqFalApNxsCW+WlNGVuYpxaCybJBbttf7Q3yl9rJPWssVi319VxtNYVFbUI2ssYlW0qpAobdnim47RYseiedHujLBiCcl3+kvkORnyYsfSL7GMlmcFlc70etFVv2zpdUhe7FjkelTZSiU+zauKfMrCvl7tWDNdr9nyp/1QOVHT3CT1d8lXcWRFaFFJMCDzgflckxqrnp/puUdj1UPHqK4W19AQwtM7+yC72xmiqM4teoZR3jFGde7ZK+8rS7exbJa29ZetGostkqo0pNdzqwyITuOXbjIG5U+HnGPHqvKK/QyXT6w6hvfJGNZY9HCO0Xznnlx50VicY9g5z5qxmBJeIlYrbxrrCLnndMhfihFrvnNPpni0nxtkLDtjcc6z/7+9O4/3dC77AP5ljOzUq6eFSkWpx6uolDZatBCF0oJGdolIxjqmYew7Y3msMZYUDZJ9SUgk0VOS5SGPFiFZo7I99/3jzOs4zTlmvrc85/pd7/NPr+pcXNf7uuc79++cz+/+tWHnoWdPO2sbWG7Pi3bW5oGCvetiRrPO31xXA9foQs/utf3e9mvwXtv/Pvjsaf97ew22YcqBpw8OzLrYoPvdwXP1Znk2XD722T+PQ6/hoWfPzMw6o2t0Vv48ttO2Wu013Ia/B5+zg+/dB8/S/t3QPtFwRtdw+33tn8f2z+vMnD3t2dSes//uWd/Y7KV5eOO/fA2dZeg5u+AwZ8/A3ynPN+uC7TXYnpO9IMdzZ23P8fYaba/hwWfPQk0K/anmf3josSeec/YM3mu7tTc25+TgkQZec7XX8IzO2aFnTzvrAs/+ndD2MjBrG8Mc7hodOGfbWf7eaC406O+U9l6pnWVWZm3/vA5cw+3Z83BT374+bHL65fbm78oX45wdbtaB+6aBWduHlffu8XrnwYzPnoH72ec7ZwfOntpzdkZnz8z8nfJCnj3/n+fsrMw63H3Pi3X2tH8eRzpn2/vZ9mvo2fPS5uwZuAaH3iuM1nO269mz0FxjmsBrc5/6j6eec+8+9JwdevbUnLODz57B93iz8vfnLJ+zzeIGv76c2XN2RmfPLJ2z/6Z7vFm5n53lc7b5YzHcPd6/85wd+PM43D3erJw9L8Q93sycs0Nfc71Q97PPN+touscb7efs872+XHCeOcqY5vXOX5ubn9rX0jN7jzf0tfTg+9mR7vFG6zk70s+DRnq97P974QSEQ144S/8kAi+WgHBIR2nhkI6AleX9GA6ppFBGgEAigdEeDkm0CqMSIPAiCrThkHmacMhfH25/deyLAAECOQTmbX5BOqZ5pNdDj7bPZ/RFgACBHAILzDO294TGR5pgnC8CBAhkEVhovrHlH/98qjz2z8HPgMsyvTmjCwiHRN+g/jMKCId03LpwSEfAynLhkEo4ZQQIhBYQDgm9Ps0TIFApIBxSCaeMAIHQAsIhodeneQIEKgWEQyrhlBEgEFpAOCT0+tI3LxyS/hIAEFBAOKTj0oRDOgJWlguHVMIpI0AgtIBwSOj1aZ4AgUoB4ZBKOGUECIQWEA4JvT7NEyBQKSAcUgmnjACB0ALCIaHXl7554ZD0lwCAgALCIR2XJhzSEbCyXDikEk4ZAQKhBYRDQq9P8wQIVAoIh1TCKSNAILSAcEjo9WmeAIFKAeGQSjhlBAiEFhAOCb2+9M0Lh6S/BAAEFBAO6bg04ZCOgJXlwiGVcMoIEAgtIBwSen2aJ0CgUkA4pBJOGQECoQWEQ0KvT/MECFQKCIdUwikjQCC0gHBI6PWlb144JP0lACCggHBIx6UJh3QErCwXDqmEU0aAQGgB4ZDQ69M8AQKVAsIhlXDKCBAILSAcEnp9midAoFJAOKQSThkBAqEFhENCry9988Ih6S8BAAEFhEM6Lk04pCNgZblwSCWcMgIEQgsIh4Ren+YJEKgUEA6phFNGgEBoAeGQ0OvTPAEClQLCIZVwyggQCC0gHBJ6fembFw5JfwkACCggHNJxacIhHQEry4VDKuGUESAQWkA4JPT6NE+AQKWAcEglnDICBEILCIeEXp/mCRCoFBAOqYRTRoBAaAHhkNDrS9+8cEj6SwBAQAHhkI5LEw7pCFhZLhxSCaeMAIHQAsIhodeneQIEKgWEQyrhlBEgEFpAOCT0+jRPgEClgHBIJZwyAgRCCwiHhF5f+uaFQ9JfAgACCgiHdFyacEhHwMpy4ZBKOGUECIQWEA4JvT7NEyBQKSAcUgmnjACB0ALCIaHXp3kCBCoFhEMq4ZQRIBBaQDgk9PrSNy8ckv4SABBQQDik49KEQzoCVpYLh1TCKSNAILSAcEjo9WmeAIFKAeGQSjhlBAiEFhAOCb0+zRMgUCkgHFIJp4wAgdACwiGh15e+eeGQ9JcAgIACwiEdlyYc0hGwslw4pBJOGQECoQWEQ0KvT/MECFQKCIdUwikjQCC0gHBI6PVpngCBSgHhkEo4ZQQIhBYQDgm9vvTNC4ekvwQABBQQDum4NOGQjoCV5cIhlXDKCBAILSAcEnp9midAoFJAOKQSThkBAqEFhENCr0/zBAhUCgiHVMIpI0AgtIBwSOj1pW9eOCT9JQAgoIBwSMelCYd0BKwsFw6phFNGgEBoAeGQ0OvTPAEClQLCIZVwyggQCC0gHBJ6fZonQKBSQDikEk4ZAQKhBYRDQq8vffPCIekvAQABBYRDOi5NOKQjYGW5cEglnDICBEILCIeEXp/mCRCoFBAOqYRTRoBAaAHhkNDr0zwBApUCwiGVcMoIEAgtIBwSen3pmxcOSX8JAAgoIBzScWnCIR0BK8uFQyrhlBEgEFpAOCT0+jRPgEClgHBIJZwyAgRCC8wz15gydvbZy4OPPh56Ds0TIEBgVgSEQ2ZFy/cSINAvAsIh/bLJnHMIh+Tcu6ljCwiHdNyfcEhHwMpy4ZBKOGUECIQWEA4JvT7NEyBQKSAcUgmnjACB0ALCIaHXp3kCBCoFhEMq4ZQRIBBaQDgk9PrSNy8ckv4SABBQQDik49KEQzoCVpYLh1TCKSNAILSAcEjo9WmeAIFKAeGQSjhlBAiEFhAOCb0+zRMgUCkgHFIJp4wAgdACwiGh15e+eeGQ9JcAgIACwiEdlyYc0hGwslw4pBJOGQECoQWEQ0KvT/MECFQKCIdUwikjQCC0gHBI6PVpngCBSgHhkEo4ZQQIhBYQDgm9vvTNC4ekvwQABBQQDum4NOGQjoCV5cIhlXDKCBAILSAcEnp9midAoFJAOKQSThkBAqEFhENCr0/zBAhUCgiHVMIpI0AgtIBwSOj1pW9eOCT9JQAgoIBwSMelCYd0BKwsFw6phFNGgEBoAeGQ0OvTPAEClQLCIZVwyggQCC0gHBJ6fZonQKBSQDikEk4ZAQKhBYRDQq8vffPCIekvAQABBYRDOi5NOKQjYGW5cEglnDICBEILCIeEXp/mCRCoFBAOqYRTRoBAaAHhkNDr0zwBApUCwiGVcMoIEAgtIBwSen3pmxcOSX8JAAgoIBzScWnCIR0BK8uFQyrhlBEgEFpAOCT0+jRPgEClgHBIJZwyAgRCCwiHhF6f5gkQqBQQDqmEU0aAQGgB4ZDQ60vfvHBI+ksAQEAB4ZCOSxMO6QhYWS4cUgmnjACB0ALCIaHXp3kCBCoFhEMq4ZQRIBBaQDgk9Po0T4BApYBwSCWcMgIEQgsIh4ReX/rmhUPSXwIAAgoIh3RcmnBIR8DKcuGQSjhlBAiEFhAOCb0+zRMgUCkgHFIJp4wAgdACwiGh16d5AgQqBYRDKuGUESAQWkA4JPT60jcvHJL+EgAQUEA4pOPShEM6AlaWC4dUwikjQCC0gHBI6PVpngCBSgHhkEo4ZQQIhBYQDgm9Ps0TIFApIBxSCaeMAIHQAsIhodeXvnnhkPSXAICAAsIhHZcmHNIRsLJcOKQSThkBAqEFhENCr0/zBAhUCgiHVMIpI0AgtIBwSOj1aZ4AgUoB4ZBKOGUECIQWEA4Jvb70zQuHpL8EAAQUEA7puDThkI6AleXCIZVwyggQCC0gHBJ6fZonQKBSQDikEk4ZAQKhBYRDQq9P8wQIVAoIh1TCKSNAILSAcEjo9aVvXjgk/SUAIKCAcEjHpQmHdASsLBcOqYRTRoBAaAHhkNDr0zwBApUCwiGVcMoIEAgtIBwSen2aJ0CgUkA4pBJOGQECoQWEQ0KvL33zwiHpLwEAAQWEQzouTTikI2BluXBIJZwyAgRCCwiHhF6f5gkQqBQQDqmEU0aAQGgB4ZDQ69M8AQKVAsIhlXDKCBAILSAcEnp96ZsXDkl/CQAIKCAc0nFpwiEdASvLhUMq4ZQRIBBaQDgk9Po0T4BApYBwSCWcMgIEQgsIh4Ren+YJEKgUEA6phFNGgEBoAeGQ0OtL37xwSPpLAEBAAeGQjksTDukIWFkuHFIJp4wAgdACwiGh16d5AgQqBYRDKuGUESAQWkA4JPT6NE+AQKWAcEglnDICBEILCIeEXl/65oVD0l8CAAIKCId0XJpwSEfAynLhkEo4ZQQIhBYQDgm9Ps0TIFApIBxSCaeMAIHQAsIhodeneQIGhv71AAAYU0lEQVQEKgWEQyrhlBEgEFpAOCT0+tI3LxyS/hIAEFBAOKTj0oRDOgJWlguHVMIpI0AgtIBwSOj1aZ4AgUoB4ZBKOGUECIQWEA4JvT7NEyBQKSAcUgmnjACB0ALCIaHXl7554ZD0lwCAgALCIR2XJhzSEbCyXDikEk4ZAQKhBYRDQq9P8wQIVAoIh1TCKSNAILSAcEjo9WmeAIFKAeGQSjhlBAiEFhAOCb2+9M0Lh6S/BAAEFBAO6bg04ZCOgJXlwiGVcMoIEAgtIBwSen2aJ0CgUkA4pBJOGQECoQWEQ0KvT/MECFQKCIdUwikjQCC0gHBI6PWlb144JP0lACCggHBIx6UJh3QErCwXDqmEU0aAQGgB4ZDQ69M8AQKVAsIhlXDKCBAILSAcEnp9midAoFJAOKQSThkBAqEFhENCry9988Ih6S8BAAEFhEM6Lk04pCNgZblwSCWcMgIEQgsIh4Ren+YJEKgUEA6phFNGgEBoAeGQ0OvTPAEClQLCIZVwyggQCC0gHBJ6fembFw5JfwkACCggHNJxacIhHQEry4VDKuGUESAQWkA4JPT6NE+AQKWAcEglnDICBEILCIeEXp/mCRCoFBAOqYRTRoBAaAHhkNDrS9+8cEj6SwBAQAHhkI5LEw7pCFhZLhxSCaeMAIHQAsIhodeneQIEKgWEQyrhlBEgEFpAOCT0+jRPgEClgHBIJZwyAgRCCwiHhF5f+uaFQ9JfAgACCgiHdFyacEhHwMpy4ZBKOGUECIQWEA4JvT7NEyBQKSAcUgmnjACB0ALCIaHXp3kCBCoFhEMq4ZQRIBBaQDgk9PrSNy8ckv4SABBQQDgk4NK0TIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYWQHhkJmV8n0ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYACwiEBl6ZlAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMDMCgiHzKyU7yNAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIBBQQDgm4tOwtX/GzX5U9ppxU7r3vgbLUkouXvSdsUl7+sgWzs5ifAIE+ELjtjj+WnfefWm6+7c7euTZ+0y+Vj37gHb3JRjr7jj757DL11AvKE08+WT61wnvLhC2+XMaMmb0PRIxAgEAmgQcefKR8atx2ZcsNPle+uOpHe6MPd779/R//LJP2Pa5c+tPry9xzvaRsvv7q5fOrfDgTl1kJEAgucNfd95Xt9ziq/Obm35XXLvyKstt2G5Yll3i9sy/4XrVPgMDIAudfek057LgzyuNPPFle9YqXlV3Gr1cWfc0rRzz77vzjPWXHPY8uv731f8sir3p5mbzt+mXp5ueBvggQIDCaBdoza6tJh5UPvudtZadvjJve6khnmte/o3mjeiNAgED/CAiH9M8uU0zy0COPlhXX3KbsN2nT8u6l31oOOuq0ctc995UDdt4sxfyGJECgvwVWXW9CWWPlD5W1P/vxcuXPbyjf3PnQcvkZhzQ/OHti2LPv6l/cWHba59gy9eAdyoLzz1s23f7AJiCybFlztRX6G8t0BAj0nUD7Q/9rfnlT2WitlXvhkJHOtynHTmt+QXBn2b+5J7z73vvLV7bcsxx7wLblTW94Td+5GIgAgf4UWGeLPcpH3v+O8uU1PlGmnXNZuf6GW3tvfHD29ee+TUWAQCn3/OWB8pl1dyynHbVzLxR30rSLykWXX9t7LTvS2Tfu67uXD7z7bWWD5h7xsqt+2XvD2AWn7FfGzjEGKwECBEalQHtft9tBJ5bF37BImX/eeZ4TDhnuTPvFf9887M/3vP4dlWvWFAECBMIKCIeEXV3Oxtt3GJx+7uXlqH3H9wAebsIiH/rsluXqsw8vc845NieKqQkQ6AuB9qkfZ5x3RVl9peXKHGOe+SHXsitv2vzgbJdy4y13DHv27XXYKeXVzTuuNlp7lV5N+y769ikixx+0fV+4GIIAgRwC11x/Uzl86pll8dcv0gQ8FumFQyYfeMKw59un19mh7Lb9hmWp/1ysB7RPcxbON+/c5WvrrpYDzJQECIQW+P2f7iltOOSSUw8ss88+23NmcfaFXq3mCRAYQeDa5hef7Rl31vG7977r1t/9oay/1d7lijMPGfa+b/9JXysrrrVNuar5ud/A6+Q1NppUtttszeZNY2/hTYAAgVEpcOcf7+49EfiE0y4sf/nrg9PDIffd/9CwZ9p5ze89hvv5nte/o3LNmiJAgEBYAeGQsKvL2fiRJ/6w3Hf/g2XH5iMTBr7acMgJU3ac/hjKnDKmJkCg3wR+/dvby5bfOqRc/L0Deh+rMNzZN/nAqeVLzS9RP778Mj2C3915V1mv+QHbj6cd1G8k5iFAoE8FHn/8ifKFTXYu+zdPgvvO6RdPD4dssPU+w55vS62wQfNkpSllwQXm7amcetalpf2Fwz4Tv9qnSsYiQKCfBC654rpy0ukX9t45/9PmaXGvaf5z4lbrlMUWXbg4+/pp02YhQGCwwCN/e6ysPG77cuQ+W5e3LP660v6Mr/1o1fb+bbizr31S8OQDppYzj9tt+j9q/OT/Ksu+860+UtDlRYDAqBc44oSznhMOue7Xtw57prVvih3u53te/476VWuQAAECoQSEQ0KtS7MHHf390r67fvxXvzgd4+NfGl+m7Pr18tY3LQqIAAECfSHwh7vuLRtvs1+Z+I11yvuWWbKMdPa1j6ncZNyny/LvXao3+5/+/Jey2vo7lWvOPaIvLAxBgED/Cxx+/Jnl6aefLputt3rv0bsDTw5Ze7PdZni+XXnWYWXpj21Qrj3/qDL3XHP2gM48/yfl4st/UQ7dY8v+BzMhAQLhBdqnxbXvnj9i72+W9zTvfG8/WqF9QuYZ396tOPvCr9cABAiMIHDWhVeWiXt/u8w771xlrpfM2Xvi5esWeeWwZ99BkzcvBx89rXzvyEnT/6kT9jqmvHmx15avfP6TrAkQIDCqBYaGQ3567Q3DnmkX/vjnXv+O6m1qjgABAv0jIBzSP7tMMclRJ/2w3HX3fWXS1utOn/d9q3ytfPeISZ4ckuIKMCSB/he4+bbfly0nHlK233yt8uH3L90beKSzb9eDTiifXWn58qkVlu19b1u/ybb7e3JI/18qJiTQFwJ3/P7PZetdDi+nHD6x9xGBg8MhG47fd9jzrX3n1CWnHdB7VG/71f5i9Vc33ubJIX1xVRiCQP8LtE8OaT9Ka9oxk3vDPvXU0+Wdn9iwXNo8+W2bXY9w9vX/JWBCAikFbvqfO8vXd5rSC4Qs8qqXlwt+fE3zRohp5ewT9iybbLf/DM++A3fZrOy097HlnBP3mm62xcQpZbll3+7JISmvIkMTiCUwNBxy/Q23DnumXdCEQ4b7+Z7Xv7H2rlsCBAiMdgHhkNG+If09R+DCy64tJ59+UZl68A69//3e+x5oPqdv23J189mjY8fOQYsAAQKhBdrPn99o/H5ljx02Ku9825umzzLS2bfP4aeUhRaYr/eO+/br3Et+Vqadc1k59oBtQ1tongCBHALHn3p+ObJ51O7AfdzfHv17GTNm9rLW6h8rf3v0sWHPt1XXm1AmbDGuvOcdz3zW/C77H19e+R8vK19d5zM54ExJgEBogTbMu9kOB5aLTz2gN8eTTz7VhEM2Kj/5wSFlyrHTnH2ht6t5AgSGE5h62gXlhptuL/tO3HT6t7RPgzvvO/uWb59yzgzPvv0mbVo+9oWty5VnHdp70kj71X40za7brt+8Zn4zbAIECIxqgaHhkPsffHjYM+28H/3MPeCo3qbmCBAg0D8CwiH9s8sUk7S/MFhxrW3K3jttUt691FvKXod+pzzS/OJg7wmbpJjfkAQI9LfAut/Yq3zxMx8pK330maeADHyNdPZd9+tbyrbNO0xPmLJj82jeucvGTbjkC80/43MrL9/fWKYjQKAvBQY/OWSk8639jPrrb7ilHLDz5qX9KK71ttqrnHTIhPKG1726L10MRYBA/wms3nwM4Lg1PlFWX2m5cuL3Lyw/vOiqctpROxdnX//t2kQECDwjcOXPbyiT9juud9a9dMH5y1XX/qZsPfnwcvkZU3pPgBvude0GW+9T3vX2JcpGa6/Se9rIwcdMK+edvHeZY8wYtAQIEBjVAkPDIW2zw51pI52DXv+O6jVrjgABAuEEhEPCrUzDV193Y/Pu0KnNU0PuL8u0AZEdNy4LLTgfGAIECIQWaH+5+ck1t/mXpyDt963mnVLLvauMdPa178A65uSzy+NPPFlWW/GDZbvN1iyzzTZbaA/NEyCQU2BwOKQVGO58e/zxJ8rOzdNCLrr82jLP3HOVrTb+fFn1kx/IiWZqAgRCCtxy+x/Kjnse3Qu4LbbowmVy8y749j+dfSHXqWkCBGZS4Ojmdevp515enn66lPnnm6f32nWZpZYY8exrP156u92PLL+5+Y7y2oVfUXbffsOy5BKvn8l/o28jQIDAiy/QvqH1uz/4UfPRgU81593TzdMxxzQfhfWhMmHLcWWkM83r3xd/V/6NBAgQyCggHJJx62YmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE0ggIh6RZtUEJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBjALCIRm3bmYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgjYBwSJpVG5QAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIKCAcknHrZiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTSCAiHpFm1QQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGMAsIhGbduZgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCCNgHBImlUblAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgoIByScetmJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNIICIekWbVBCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYwCwiEZt25mAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAII2AcEiaVRuUAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQyCggHJJx62YmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE0ggIh6RZtUEJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBjALCIRm3bmYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgjYBwSJpVG5QAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIKCAcknHrZiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTSCAiHpFm1QQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGMAsIhGbduZgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCCNgHBImlUblAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgoIByScetmJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNIICIekWbVBCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYwCwiEZt25mAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAII2AcEiaVRuUAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQyCggHJJx62YmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE0ggIh6RZtUEJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBjALCIRm3bmYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgjYBwSJpVG5QAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIKCAcknHrZiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTSCAiHpFm1QQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGMAsIhGbduZgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCCNgHBImlUblAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgoIByScetmJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNIICIekWbVBCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYwCwiEZt25mAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAII2AcEiaVRuUAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQyCggHJJx62YmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE0ggIh6RZtUEJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBjALCIRm3bmYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgjYBwSJpVG5QAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIKCAcknHrZiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTSCAiHpFm1QQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGMAsIhGbduZgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCCNgHBImlUblAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgoIByScetmJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNIICIekWbVBCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYwCwiEZt25mAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAII2AcEiaVRuUAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQyCggHJJx62YmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE0ggIh6RZtUEJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBjALCIRm3bmYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgjYBwSJpVG5QAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIKCAcknHrZiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTSCAiHpFm1QQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGMAsIhGbduZgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCCNgHBImlUblAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgoIByScetmJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNIICIekWbVBCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYwCwiEZt25mAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAII2AcEiaVRuUAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQyCggHJJx62YmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE0ggIh6RZtUEJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBjALCIRm3bmYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgjYBwSJpVG5QAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIKCAcknHrZiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTSCAiHpFm1QQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGMAsIhGbduZgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCCNwP8BjxssSrPt1nwAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_order_approx = []\n",
    "second_order_approx = []\n",
    "pol_approx = []\n",
    "\n",
    "\n",
    "\n",
    "upper_sampled_channels = [7, 993]\n",
    "lower_sampled_channels = [1, 991]\n",
    "\n",
    "upper_sampled_channel_meas = [channel_meas[channels.index(c)] for c in upper_sampled_channels]\n",
    "lower_sampled_channel_meas = [channel_meas[channels.index(c)] for c in lower_sampled_channels]\n",
    "\n",
    "upper_m, upper_b = lin_interpol( upper_sampled_channels[0], upper_sampled_channels[1], upper_sampled_channel_meas[0], upper_sampled_channel_meas[1])\n",
    "lower_m, lower_b = lin_interpol(lower_sampled_channels[0], lower_sampled_channels[1], lower_sampled_channel_meas[0], lower_sampled_channel_meas[1])\n",
    "\n",
    "r_c = channels\n",
    "\n",
    "r_v_upper = [calc_upper(c, upper_m, upper_b) for c in r_c]\n",
    "r_v_lower = [calc_lower(c, lower_m, lower_b) for c in r_c]\n",
    "r_v_mean = [calc_mean(c,upper_m, upper_b, lower_m, lower_b) for c in r_c]\n",
    "r_v_rect = [calc_rect(c, upper_m, upper_b, lower_m, lower_b) for c in r_c]\n",
    "\n",
    "err_upper = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_upper, channel_meas)]\n",
    "err_lower = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_lower, channel_meas)]\n",
    "err_mean = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_mean, channel_meas)]\n",
    "err_rect = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_rect, channel_meas)]\n",
    "\n",
    "# print(np.mean(err_sine))\n",
    "print(np.mean(err_rect))\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=channels, y=channel_meas, name=\"Channel Measurements\", mode=\"markers\"))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=list(range(1024)), y=[c * upper_m + upper_b for c in range(1024)], name=\"Upper Sampled Channels\"))\n",
    "fig.add_trace(go.Scatter(x=list(range(1024)), y=[c * lower_m + lower_b for c in range(1024)], name=\"Lower Sampled Channels\"))\n",
    "fig.add_trace(go.Scatter(x=r_c, y=r_v_mean, name=\"Mean Steps\"))\n",
    "fig.add_trace(go.Scatter(x=r_c, y=r_v_rect, name=\"Rect Steps\"))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=r_c, y=err_rect, name=\"Rect Errors\", mode=\"markers\"))\n",
    "\n",
    "fig.update_layout(\n",
    "    autosize=False,\n",
    "    width=PLOT_WIDTH,\n",
    "    height=PLOT_HEIGHT,\n",
    "\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "069bce83-c4d8-4f36-8c27-d00269919c34",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df = pd.read_csv('./lut_channel_filter_sweep.csv', usecols=[\"channels\", \"filters\", \"ms\"])\n",
    "split_df = df.groupby('channels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f48c666a-e44c-4381-871d-2443abde826f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "np.mean(errs)=np.float64(2.768728199793735e-14)\n",
      "np.mean(rect_errs)=np.float64(0.5195734160479627)\n",
      "np.mean(errs)=np.float64(2.048453928944935)\n",
      "np.mean(rect_errs)=np.float64(2.53793726954352)\n",
      "\n",
      "np.mean(all_errs)=np.float64(1.0242269644724813)\n",
      "np.mean(all_rect_errs)=np.float64(1.5287553427957412)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/nix-shell.8CxYvC/ipykernel_43044/620385288.py:165: DeprecationWarning:\n",
      "\n",
      "\n",
      "Support for Kaleido versions less than 1.0.0 is deprecated and will be removed after September 2025.\n",
      "Please upgrade Kaleido to version 1.0.0 or greater (`pip install 'kaleido>=1.0.0'` or `pip install 'plotly[kaleido]'`).\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "color": "#0000DD",
          "size": 7
         },
         "mode": "markers",
         "name": "#Filters:100 Latency",
         "type": "scatter",
         "x": {
          "bdata": "eAB7AH4AgQCEAIcAigCNAJAAkwCWAJkAnACfAKIApQCoAKsArgCxALQAtwC6AL0AwADDAMYAyQDMAM8A0gDVANgA2wA=",
          "dtype": "i2"
         },
         "xaxis": "x",
         "y": {
          "bdata": "L7roArdlJ0BeTsHrioQpQLlkCHaqKSdAEhER0Q0WL0CrqqpKQRMvQM3MzLSb2SxAxU7sxOM5L0DNzMwM6dwsQGdmZo5m2yxAnnWDyVJXL0DOzMwcE+wsQDMzMwNFoi9AZmZmhmWiL0BlZmaWcq0sQImIiJh9ljJAMzMzGz8vMUCamZmBpC0xQAAAADCEqDJAAAAAKO8tMUAzMzMb8LkyQM7MzEwBujJAAAAAAAc3MUCZmZlhudsyQJqZmUkfGjFAmpmZsbIYMUAAAABYmKM1QFZVVcth7zNAAQAAUPaxNUDOzMycrbI1QDE1sP9k7TNAAQAAKNLCNUABAADISfczQGVmZt6f9zNAZmZmNtblNUA=",
          "dtype": "f8"
         },
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#00DD00",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Approximation",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          11.748502821858345,
          12.772179086280595,
          11.748502821858345,
          15.72780050123581,
          15.72780050123581,
          14.422489736048192,
          15.72780050123581,
          14.422489736048192,
          14.422489736048192,
          15.72780050123581,
          14.422489736048192,
          15.72780050123581,
          15.72780050123581,
          14.422489736048192,
          18.683421916191026,
          17.09647665023804,
          17.09647665023804,
          18.683421916191026,
          17.09647665023804,
          18.683421916191026,
          18.683421916191026,
          17.09647665023804,
          18.683421916191026,
          17.09647665023804,
          17.09647665023804,
          21.63904333114624,
          19.770463564427885,
          21.63904333114624,
          21.63904333114624,
          19.770463564427885,
          21.63904333114624,
          19.770463564427885,
          19.770463564427885,
          21.63904333114624
         ],
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#880000",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Error",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          0.4260395883416662,
          0.10429372899742598,
          1.4430422088408996,
          1.188480068356126,
          1.224081572519904,
          0.017513556670463355,
          0.734862940402165,
          0.06219600031896645,
          0.041772006929809195,
          0.3653158157222536,
          0.26687890463880526,
          0.5635243800435406,
          0.5650837784365018,
          0.5839057870747963,
          0.5141420637899423,
          0.5125533721076058,
          0.4762683549143409,
          0.13481903213880153,
          0.48286719753150326,
          0.2290789886892001,
          0.23047676003755546,
          0.6882036103559662,
          0.9273134423922277,
          0.03252979851666795,
          0,
          0,
          0.825792313874471,
          0.2586813705323586,
          0.2715383426848249,
          0.7871544494730919,
          0.5605247504912111,
          0.9791961141197749,
          0.9857104123412554,
          1.181655434346608
         ],
         "yaxis": "y2"
        },
        {
         "marker": {
          "color": "#000088",
          "size": 7
         },
         "mode": "markers",
         "name": "#Filters:180 Latency",
         "type": "scatter",
         "x": {
          "bdata": "eAB7AH4AgQCEAIcAigCNAJAAkwCWAJkAnACfAKIApQCoAKsArgCxALQAtwC6AL0AwADDAMYAyQDMAM8A0gDVANgA2wA=",
          "dtype": "i2"
         },
         "xaxis": "x",
         "y": {
          "bdata": "MzMzU7PnNkA0MzPTnyk5QJqZmYlnKTVAZmZmPnfMPkCbmZnZl8w+QJqZmXEVHzxAAAAA8ObvPkAzMzPziy07QAAAADiOMztAmZmZaQkDP0BwPgZnvzM8QDMzMwtAMj9Aep7nSaAwP0AvW7bMHiU6QAAAAMSsZUJAw/Uo/Eu1QECamZlRFrVAQGZmZtYHfEJACtejEGkhQEDtxE6cyYZCQDMzM3sQh0JAmpmZMffAQECamZmZHJ1CQJqZmXnZGz9AAQAAKJIZP0CamZmhtHBFQDIzM1NxWUNAZmZmfguBRUAzMzO3AoFFQAAAAGCqokJASZIkqR6MRUBz0UWXrGBDQGZmZoYhYkNAjC66aO2jRUA=",
          "dtype": "f8"
         },
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#008800",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Approximation",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          21.462892176888207,
          25.306959100203077,
          21.462892176888207,
          31.16481020956328,
          31.16481020956328,
          26.281389297138563,
          31.16481020956328,
          26.281389297138563,
          26.281389297138563,
          31.16481020956328,
          26.281389297138563,
          31.16481020956328,
          31.16481020956328,
          26.281389297138563,
          37.02266131892348,
          31.09988641738892,
          31.09988641738892,
          37.02266131892348,
          31.09988641738892,
          37.02266131892348,
          37.02266131892348,
          31.09988641738892,
          37.02266131892348,
          31.09988641738892,
          31.09988641738892,
          42.880512428283694,
          35.91838353763927,
          42.880512428283694,
          42.880512428283694,
          35.91838353763927,
          42.880512428283694,
          35.91838353763927,
          35.91838353763927,
          42.880512428283694
         ],
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#880000",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Error",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          6.296366803449874,
          0.573725064214164,
          1.423116083173548,
          1.188737704950407,
          1.1871030963564988,
          6.543167436029535,
          0.7359852849910861,
          3.2987348872567845,
          3.3821785509495044,
          0.49319139357028186,
          6.810653619388203,
          0.10090789892361532,
          0.08058879584420138,
          0.5216602613133788,
          0.6205477858409466,
          6.932213678582051,
          6.927652127261444,
          0.14518151183793349,
          3.599180850731772,
          0.08195375525554394,
          0.08778567455813081,
          7.1854187666614555,
          0.5500620231978605,
          0.028611651486307295,
          0,
          0,
          7.1846916631026065,
          0.29680605598984966,
          0.29618502580929645,
          3.6286852124447746,
          0.49698300156274294,
          7.319994762964665,
          7.347203598019165,
          0.9245931387620551
         ],
         "yaxis": "y2"
        }
       ],
       "layout": {
        "autosize": false,
        "font": {
         "size": 16
        },
        "height": 666.6666666666666,
        "legend": {
         "x": 0,
         "y": 1
        },
        "scene": {
         "xaxis": {
          "title": {
           "text": "channels"
          }
         },
         "yaxis": {
          "title": {
           "text": "filters"
          }
         },
         "zaxis": {
          "title": {
           "text": "ms"
          }
         }
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "white",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "white",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "#C8D4E3",
             "linecolor": "#C8D4E3",
             "minorgridcolor": "#C8D4E3",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "#C8D4E3",
             "linecolor": "#C8D4E3",
             "minorgridcolor": "#C8D4E3",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "white",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "#C8D4E3"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "white",
          "polar": {
           "angularaxis": {
            "gridcolor": "#EBF0F8",
            "linecolor": "#EBF0F8",
            "ticks": ""
           },
           "bgcolor": "white",
           "radialaxis": {
            "gridcolor": "#EBF0F8",
            "linecolor": "#EBF0F8",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           },
           "yaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           },
           "zaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           },
           "bgcolor": "white",
           "caxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "#EBF0F8",
           "linecolor": "#EBF0F8",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#EBF0F8",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "#EBF0F8",
           "linecolor": "#EBF0F8",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#EBF0F8",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "<b>Approximation using a modified stepfunction</b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.94
         ],
         "title": {
          "text": "<b>#Channels</b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "range": [
          -5,
          50
         ],
         "title": {
          "text": "<b style=\"color:blue\";>Layer Execution Time (ms)</b>"
         }
        },
        "yaxis2": {
         "anchor": "x",
         "overlaying": "y",
         "range": [
          -4,
          40
         ],
         "side": "right",
         "title": {
          "text": "<b style=\"color:red\";>Point to point variance (%)</b>"
         }
        }
       }
      },
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n",
    "split_df = df.groupby('filters')\n",
    "first = True\n",
    "\n",
    "deltas = calculate_deltas(list(split_df.get_group(100)['ms']))\n",
    "all_errs = []\n",
    "all_rect_errs = []\n",
    "\n",
    "color_tuples = [\n",
    "    (\"#0000DD\", \"#00DD00\", \"#880000\"),  # Blue (max brightness), Green (max brightness)\n",
    "    (\"#0000CC\", \"#00CC00\", \"#880000\"),\n",
    "    (\"#0000BB\", \"#00BB00\", \"#880000\"),\n",
    "    (\"#0000AA\", \"#00AA00\", \"#880000\"),\n",
    "    (\"#000099\", \"#009900\", \"#880000\"),\n",
    "    (\"#000088\", \"#008800\", \"#880000\"),\n",
    "    (\"#000077\", \"#007700\", \"#880000\"),\n",
    "    (\"#000066\", \"#006600\", \"#880000\"),\n",
    "    (\"#000055\", \"#005500\", \"#880000\"),\n",
    "    (\"#000044\", \"#004400\", \"#880000\")  # Blue (min brightness), Green (min brightness)\n",
    "]\n",
    "for (idx, (category, category_df)) in list(enumerate(split_df))[::5]:\n",
    "    # print(category_df)\n",
    "    # if not first:\n",
    "    #    continue\n",
    "    upper_right = 195\n",
    "    upper_left = 129\n",
    "    lower_right = 192\n",
    "    lower_left = 126\n",
    "\n",
    "    upper_right_meas = category_df.loc[category_df[\"channels\"] == upper_right][\"ms\"].values[0]\n",
    "    upper_left_meas = category_df.loc[category_df[\"channels\"] == upper_left][\"ms\"].values[0]\n",
    "\n",
    "    lower_right_meas = category_df.loc[category_df[\"channels\"] == lower_right][\"ms\"].values[0]\n",
    "    lower_left_meas = category_df.loc[category_df[\"channels\"] == lower_left][\"ms\"].values[0]\n",
    "    upper_m, upper_b = lin_interpol( upper_sampled_channels[0], upper_sampled_channels[1], upper_sampled_channel_meas[0], upper_sampled_channel_meas[1])\n",
    "    r_c = list(category_df[\"channels\"])\n",
    "    r_v_rect = [calc_rect(c, upper_m, upper_b, lower_m, lower_b) for c in r_c]    \n",
    "    err_rect = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_rect, channel_meas)]\n",
    "\n",
    "\n",
    "    upper_m, upper_b = lin_interpol(upper_left - 3, upper_right - 3, upper_left_meas, upper_right_meas)\n",
    "    lower_m, lower_b = lin_interpol(lower_left, lower_right, lower_left_meas, lower_right_meas)\n",
    "    start = list(category_df['channels'])[0]\n",
    "    end = list(category_df['channels'])[-1]\n",
    "    # r_c = list(range(start, end))\n",
    "\n",
    "    r_v_upper = [calc_upper(c, upper_m, upper_b) for c in r_c]\n",
    "    r_v_lower = [calc_lower(c, lower_m, lower_b) for c in r_c]\n",
    "    r_v_rect = [calc_rect(c, upper_m, upper_b, lower_m, lower_b) for c in r_c]\n",
    "    lv = list(category_df['ms'])[0]\n",
    "    delta_approx = [lv]\n",
    "    for delta in deltas:\n",
    "        lv = delta * lv\n",
    "        delta_approx.append(lv)\n",
    "        \n",
    "    errs = compute_absolute_percentage_errors(list(category_df['ms']), delta_approx) # [np.abs(1 - (g / m)) * 100 for g, m in zip(delta_approx, list(category_df['ms']))]\n",
    "    rect_errs = compute_absolute_percentage_errors(list(category_df['ms']), r_v_rect)\n",
    "\n",
    "    all_errs.append(np.mean(errs))\n",
    "    all_rect_errs.append(np.mean(rect_errs))\n",
    "    print(f\"{np.mean(errs)=}\")\n",
    "    print(f\"{np.mean(rect_errs)=}\")\n",
    "    fig.add_trace(go.Scatter(\n",
    "            # x=category_df['channels'],\n",
    "            x=category_df['channels'],\n",
    "            y=category_df['ms'],\n",
    "            # mode='markers',\n",
    "            marker=dict(\n",
    "                size=7,\n",
    "                color=color_tuples[idx][0]\n",
    "            ),\n",
    "            name=f\"#Filters:{category} Latency\",\n",
    "            mode='markers',\n",
    "            \n",
    "        ), \n",
    "        secondary_y=False\n",
    "    )\n",
    "    # fig.add_trace(\n",
    "    #     go.Scatter(\n",
    "    #         x=list(category_df['channels']),\n",
    "    #         y=delta_approx,\n",
    "    #         name=f\"Delta Latency approximation\",\n",
    "    #         mode='lines',\n",
    "    #         line=dict(\n",
    "    #             width=.5,\n",
    "    #             color=color_tuples[idx][1]\n",
    "    #         ),\n",
    "    \n",
    "    #     ), \n",
    "    #     secondary_y=False\n",
    "    # )\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(category_df['channels']),\n",
    "            y=r_v_rect,\n",
    "            name=f\"Approximation\",\n",
    "            mode='lines',\n",
    "            line=dict(\n",
    "                width=.5,\n",
    "                color=color_tuples[idx][1]\n",
    "            ),\n",
    "    \n",
    "        ), \n",
    "        secondary_y=False\n",
    "    )\n",
    "    # fig.add_trace(\n",
    "    #     go.Scatter(\n",
    "    #         x=list(category_df['channels']),\n",
    "    #         y=errs,\n",
    "    #         name=f\"Delta Latency Approximation Error\",\n",
    "    #         mode='lines',\n",
    "    #         line=dict(\n",
    "    #             width=.5,\n",
    "    #             color=color_tuples[idx][2]\n",
    "    #         ),\n",
    "    \n",
    "    #     ),\n",
    "    #     secondary_y=True\n",
    "    # )\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(category_df['channels']),\n",
    "            y=rect_errs,\n",
    "            name=f\"Error\",\n",
    "            mode='lines',\n",
    "            line=dict(\n",
    "                width=.5,\n",
    "                color=color_tuples[idx][2]\n",
    "            ),\n",
    "    \n",
    "        ),\n",
    "        secondary_y=True\n",
    "    )\n",
    "\n",
    "    first = False\n",
    "\n",
    "print()\n",
    "print(f\"{np.mean(all_errs)=}\")\n",
    "print(f\"{np.mean(all_rect_errs)=}\")\n",
    "fig.update_layout(\n",
    "    scene=dict(\n",
    "        xaxis_title='channels',\n",
    "        yaxis_title='filters',\n",
    "        zaxis_title='ms'\n",
    "    ),\n",
    "    width=PLOT_WIDTH,\n",
    "    height=PLOT_HEIGHT,\n",
    "        template='plotly_white',\n",
    ")\n",
    "fig.update_xaxes(title_text=\"<b>#Channels</b>\")\n",
    "\n",
    "fig.update_yaxes(title_text=f\"\"\"<b style=\"color:blue\";>Layer Execution Time (ms)</b>\"\"\", secondary_y=False, range=[-5, 50])\n",
    "fig.update_yaxes(title_text=f\"\"\"<b style=\"color:red\";>Point to point variance (%)</b>\"\"\", secondary_y=True, range=[-4, 40],)\n",
    "fig.update_layout(\n",
    "    title_text=\"<b>Approximation using a modified stepfunction</b>\",\n",
    "    autosize=False,\n",
    "    width=PLOT_WIDTH / 2,\n",
    "    height=PLOT_HEIGHT / 3 * 2,\n",
    "    legend_x=0, \n",
    "    legend_y=1,\n",
    "      font=dict(\n",
    "        size=16,\n",
    "     )\n",
    ")\n",
    "fig.write_image(\"images/step_approx.svg\")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8c92e57c-3d5a-41f3-8225-d5ad2c50e650",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "np.mean(errs)=np.float64(2.768728199793735e-14)\n",
      "np.mean(rect_errs)=np.float64(0.5195734160479627)\n",
      "np.mean(errs)=np.float64(2.048453928944935)\n",
      "np.mean(rect_errs)=np.float64(2.53793726954352)\n",
      "\n",
      "np.mean(all_errs)=np.float64(1.0242269644724813)\n",
      "np.mean(all_rect_errs)=np.float64(1.5287553427957412)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/nix-shell.8CxYvC/ipykernel_43044/1388814419.py:165: DeprecationWarning:\n",
      "\n",
      "\n",
      "Support for Kaleido versions less than 1.0.0 is deprecated and will be removed after September 2025.\n",
      "Please upgrade Kaleido to version 1.0.0 or greater (`pip install 'kaleido>=1.0.0'` or `pip install 'plotly[kaleido]'`).\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "color": "#0000DD",
          "size": 7
         },
         "mode": "markers",
         "name": "#Filters:100 Latency",
         "type": "scatter",
         "x": {
          "bdata": "eAB7AH4AgQCEAIcAigCNAJAAkwCWAJkAnACfAKIApQCoAKsArgCxALQAtwC6AL0AwADDAMYAyQDMAM8A0gDVANgA2wA=",
          "dtype": "i2"
         },
         "xaxis": "x",
         "y": {
          "bdata": "L7roArdlJ0BeTsHrioQpQLlkCHaqKSdAEhER0Q0WL0CrqqpKQRMvQM3MzLSb2SxAxU7sxOM5L0DNzMwM6dwsQGdmZo5m2yxAnnWDyVJXL0DOzMwcE+wsQDMzMwNFoi9AZmZmhmWiL0BlZmaWcq0sQImIiJh9ljJAMzMzGz8vMUCamZmBpC0xQAAAADCEqDJAAAAAKO8tMUAzMzMb8LkyQM7MzEwBujJAAAAAAAc3MUCZmZlhudsyQJqZmUkfGjFAmpmZsbIYMUAAAABYmKM1QFZVVcth7zNAAQAAUPaxNUDOzMycrbI1QDE1sP9k7TNAAQAAKNLCNUABAADISfczQGVmZt6f9zNAZmZmNtblNUA=",
          "dtype": "f8"
         },
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#00DD00",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Approximation",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          11.698661890896885,
          12.758872382494868,
          11.58137863972148,
          15.543074162801107,
          15.537607510884602,
          14.42501606941223,
          15.613065866323616,
          14.431465530395506,
          14.428516817092895,
          15.670553490922254,
          14.461083316802979,
          15.816932773590084,
          15.817180824279781,
          14.338764858245844,
          18.587853940327957,
          17.184556674957268,
          17.178291416168207,
          18.658267021179192,
          17.17943048477172,
          18.72631998062133,
          18.72658233642578,
          17.21495056152343,
          18.858297443389883,
          17.102039909362787,
          17.09647665023803,
          21.63904333114623,
          19.935085972150162,
          21.695164680480953,
          21.69796161651611,
          19.92732236911723,
          21.761019229888912,
          19.965969562530514,
          19.967283153533923,
          21.89779987335204
         ],
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#880000",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Error",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          0,
          0,
          0,
          1.1428606855981976e-14,
          1.1432627823529809e-14,
          1.2314418443990203e-14,
          1.1377373634423322e-14,
          1.2308915097076544e-14,
          1.2311430633645381e-14,
          1.133563559467935e-14,
          1.2283705172600879e-14,
          2.2461457791187886e-14,
          2.246110554256921e-14,
          2.4776985423241868e-14,
          3.822618458489799e-14,
          4.134774898182626e-14,
          4.1362829314406505e-14,
          3.808192555897906e-14,
          4.136008678459643e-14,
          3.794353276540159e-14,
          3.7943001183830355e-14,
          4.127474739010931e-14,
          3.767798964318255e-14,
          4.1547250475722594e-14,
          4.156077011050152e-14,
          4.925421550896691e-14,
          3.5642822747428665e-14,
          3.275120268616224e-14,
          3.2746980952314305e-14,
          3.565670904492808e-14,
          3.265208896025258e-14,
          3.5587690021002155e-14,
          3.558534880767412e-14,
          4.867220039476042e-14
         ],
         "yaxis": "y2"
        },
        {
         "marker": {
          "color": "#000088",
          "size": 7
         },
         "mode": "markers",
         "name": "#Filters:180 Latency",
         "type": "scatter",
         "x": {
          "bdata": "eAB7AH4AgQCEAIcAigCNAJAAkwCWAJkAnACfAKIApQCoAKsArgCxALQAtwC6AL0AwADDAMYAyQDMAM8A0gDVANgA2wA=",
          "dtype": "i2"
         },
         "xaxis": "x",
         "y": {
          "bdata": "MzMzU7PnNkA0MzPTnyk5QJqZmYlnKTVAZmZmPnfMPkCbmZnZl8w+QJqZmXEVHzxAAAAA8ObvPkAzMzPziy07QAAAADiOMztAmZmZaQkDP0BwPgZnvzM8QDMzMwtAMj9Aep7nSaAwP0AvW7bMHiU6QAAAAMSsZUJAw/Uo/Eu1QECamZlRFrVAQGZmZtYHfEJACtejEGkhQEDtxE6cyYZCQDMzM3sQh0JAmpmZMffAQECamZmZHJ1CQJqZmXnZGz9AAQAAKJIZP0CamZmhtHBFQDIzM1NxWUNAZmZmfguBRUAzMzO3AoFFQAAAAGCqokJASZIkqR6MRUBz0UWXrGBDQGZmZoYhYkNAjC66aO2jRUA=",
          "dtype": "f8"
         },
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#008800",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Approximation",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          22.905080032348632,
          24.980890615444793,
          22.67544844886667,
          30.432143519312824,
          30.42144023539674,
          28.24307178198749,
          30.569181890515857,
          28.255699330451165,
          28.2499259766421,
          30.68173823709478,
          28.31368867781166,
          30.968337611950925,
          30.968823276119405,
          28.07419854562271,
          36.39358809609788,
          33.64604000279818,
          33.633773108060545,
          36.53145149169501,
          33.63600331676041,
          36.66469395113162,
          36.66520762361433,
          33.70554889456587,
          36.92309567052248,
          33.48447852358125,
          33.473586090183176,
          42.36758220263136,
          39.03136477507374,
          42.47746348734782,
          42.48293967294307,
          39.016164237570635,
          42.60640162905591,
          39.09183246923786,
          39.09440437937113,
          42.874207606749565
         ],
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#880000",
          "width": 0.5
         },
         "mode": "lines",
         "name": "Error",
         "type": "scatter",
         "x": [
          120,
          123,
          126,
          129,
          132,
          135,
          138,
          141,
          144,
          147,
          150,
          153,
          156,
          159,
          162,
          165,
          168,
          171,
          174,
          177,
          180,
          183,
          186,
          189,
          192,
          195,
          198,
          201,
          204,
          207,
          210,
          213,
          216,
          219
         ],
         "xaxis": "x",
         "y": [
          0,
          0.722120952224905,
          7.153063124638968,
          1.1901510816772016,
          1.2264990949908325,
          0.43259132076344214,
          1.1893017672776702,
          3.9656557348515133,
          3.854719136072214,
          1.0645092264466456,
          0.39553509435943446,
          0.7307026575707117,
          0.7089545346931729,
          7.3788381734827855,
          1.0891535166357365,
          0.6872635969325888,
          0.6554875787546273,
          1.1835262459441975,
          4.26206157557546,
          1.048048539772159,
          1.0524378347445407,
          0.5909270504531752,
          0.8175143673933011,
          7.6367212793652355,
          7.632502707363736,
          1.1961849255187722,
          0.8594429816728515,
          1.2339512637171601,
          1.2206030934235022,
          4.682858057954855,
          1.1330493629578826,
          0.8684378621231099,
          0.8454594183736385,
          0.939160426401775
         ],
         "yaxis": "y2"
        }
       ],
       "layout": {
        "autosize": false,
        "font": {
         "size": 16
        },
        "height": 666.6666666666666,
        "legend": {
         "x": 0,
         "y": 1
        },
        "scene": {
         "xaxis": {
          "title": {
           "text": "channels"
          }
         },
         "yaxis": {
          "title": {
           "text": "filters"
          }
         },
         "zaxis": {
          "title": {
           "text": "ms"
          }
         }
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "white",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "white",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "#C8D4E3",
             "linecolor": "#C8D4E3",
             "minorgridcolor": "#C8D4E3",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "#C8D4E3",
             "linecolor": "#C8D4E3",
             "minorgridcolor": "#C8D4E3",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "white",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "#C8D4E3"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "white",
          "polar": {
           "angularaxis": {
            "gridcolor": "#EBF0F8",
            "linecolor": "#EBF0F8",
            "ticks": ""
           },
           "bgcolor": "white",
           "radialaxis": {
            "gridcolor": "#EBF0F8",
            "linecolor": "#EBF0F8",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           },
           "yaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           },
           "zaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           },
           "bgcolor": "white",
           "caxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "#EBF0F8",
           "linecolor": "#EBF0F8",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#EBF0F8",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "#EBF0F8",
           "linecolor": "#EBF0F8",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#EBF0F8",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "<b>Approximation using the point to point differences of reference sweep</b>"
        },
        "width": 1000,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          0.94
         ],
         "title": {
          "text": "<b>#Channels</b>"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "range": [
          -5,
          50
         ],
         "title": {
          "text": "<b style=\"color:blue\";>Layer Execution Time (ms)</b>"
         }
        },
        "yaxis2": {
         "anchor": "x",
         "overlaying": "y",
         "range": [
          -4,
          40
         ],
         "side": "right",
         "title": {
          "text": "<b style=\"color:red\";>Point to point variance (%)</b>"
         }
        }
       }
      },
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n",
    "split_df = df.groupby('filters')\n",
    "first = True\n",
    "\n",
    "deltas = calculate_deltas(list(split_df.get_group(100)['ms']))\n",
    "all_errs = []\n",
    "all_rect_errs = []\n",
    "\n",
    "color_tuples = [\n",
    "    (\"#0000DD\", \"#00DD00\", \"#880000\"),  # Blue (max brightness), Green (max brightness)\n",
    "    (\"#0000CC\", \"#00CC00\", \"#880000\"),\n",
    "    (\"#0000BB\", \"#00BB00\", \"#880000\"),\n",
    "    (\"#0000AA\", \"#00AA00\", \"#880000\"),\n",
    "    (\"#000099\", \"#009900\", \"#880000\"),\n",
    "    (\"#000088\", \"#008800\", \"#880000\"),\n",
    "    (\"#000077\", \"#007700\", \"#880000\"),\n",
    "    (\"#000066\", \"#006600\", \"#880000\"),\n",
    "    (\"#000055\", \"#005500\", \"#880000\"),\n",
    "    (\"#000044\", \"#004400\", \"#880000\")  # Blue (min brightness), Green (min brightness)\n",
    "]\n",
    "for (idx, (category, category_df)) in list(enumerate(split_df))[::5]:\n",
    "    # print(category_df)\n",
    "    # if not first:\n",
    "    #    continue\n",
    "    upper_right = 195\n",
    "    upper_left = 129\n",
    "    lower_right = 192\n",
    "    lower_left = 126\n",
    "\n",
    "    upper_right_meas = category_df.loc[category_df[\"channels\"] == upper_right][\"ms\"].values[0]\n",
    "    upper_left_meas = category_df.loc[category_df[\"channels\"] == upper_left][\"ms\"].values[0]\n",
    "\n",
    "    lower_right_meas = category_df.loc[category_df[\"channels\"] == lower_right][\"ms\"].values[0]\n",
    "    lower_left_meas = category_df.loc[category_df[\"channels\"] == lower_left][\"ms\"].values[0]\n",
    "    upper_m, upper_b = lin_interpol( upper_sampled_channels[0], upper_sampled_channels[1], upper_sampled_channel_meas[0], upper_sampled_channel_meas[1])\n",
    "    r_c = list(category_df[\"channels\"])\n",
    "    r_v_rect = [calc_rect(c, upper_m, upper_b, lower_m, lower_b) for c in r_c]    \n",
    "    err_rect = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_rect, channel_meas)]\n",
    "\n",
    "\n",
    "    upper_m, upper_b = lin_interpol(upper_left - 3, upper_right - 3, upper_left_meas, upper_right_meas)\n",
    "    lower_m, lower_b = lin_interpol(lower_left, lower_right, lower_left_meas, lower_right_meas)\n",
    "    start = list(category_df['channels'])[0]\n",
    "    end = list(category_df['channels'])[-1]\n",
    "    # r_c = list(range(start, end))\n",
    "\n",
    "    r_v_upper = [calc_upper(c, upper_m, upper_b) for c in r_c]\n",
    "    r_v_lower = [calc_lower(c, lower_m, lower_b) for c in r_c]\n",
    "    r_v_rect = [calc_rect(c, upper_m, upper_b, lower_m, lower_b) for c in r_c]\n",
    "    lv = list(category_df['ms'])[0]\n",
    "    delta_approx = [lv]\n",
    "    for delta in deltas:\n",
    "        lv = delta * lv\n",
    "        delta_approx.append(lv)\n",
    "        \n",
    "    errs = compute_absolute_percentage_errors(list(category_df['ms']), delta_approx) # [np.abs(1 - (g / m)) * 100 for g, m in zip(delta_approx, list(category_df['ms']))]\n",
    "    rect_errs = compute_absolute_percentage_errors(list(category_df['ms']), r_v_rect)\n",
    "\n",
    "    all_errs.append(np.mean(errs))\n",
    "    all_rect_errs.append(np.mean(rect_errs))\n",
    "    print(f\"{np.mean(errs)=}\")\n",
    "    print(f\"{np.mean(rect_errs)=}\")\n",
    "    fig.add_trace(go.Scatter(\n",
    "            # x=category_df['channels'],\n",
    "            x=category_df['channels'],\n",
    "            y=category_df['ms'],\n",
    "            # mode='markers',\n",
    "            marker=dict(\n",
    "                size=7,\n",
    "                color=color_tuples[idx][0]\n",
    "            ),\n",
    "            name=f\"#Filters:{category} Latency\",\n",
    "            mode='markers',\n",
    "            \n",
    "        ), \n",
    "        secondary_y=False\n",
    "    )\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(category_df['channels']),\n",
    "            y=delta_approx,\n",
    "            name=f\"Approximation\",\n",
    "            mode='lines',\n",
    "            line=dict(\n",
    "                width=.5,\n",
    "                color=color_tuples[idx][1]\n",
    "            ),\n",
    "    \n",
    "        ), \n",
    "        secondary_y=False\n",
    "    )\n",
    "    # fig.add_trace(\n",
    "    #     go.Scatter(\n",
    "    #         x=list(category_df['channels']),\n",
    "    #         y=r_v_rect,\n",
    "    #         name=f\"Stepwise Latency approximation\",\n",
    "    #         mode='lines',\n",
    "    #         line=dict(\n",
    "    #             width=.5,\n",
    "    #             color=color_tuples[idx][1]\n",
    "    #         ),\n",
    "    \n",
    "    #     ), \n",
    "    #     secondary_y=False\n",
    "    # )\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(category_df['channels']),\n",
    "            y=errs,\n",
    "            name=f\"Error\",\n",
    "            mode='lines',\n",
    "            line=dict(\n",
    "                width=.5,\n",
    "                color=color_tuples[idx][2]\n",
    "            ),\n",
    "    \n",
    "        ),\n",
    "        secondary_y=True\n",
    "    )\n",
    "    # fig.add_trace(\n",
    "    #     go.Scatter(\n",
    "    #         x=list(category_df['channels']),\n",
    "    #         y=rect_errs,\n",
    "    #         name=f\"Stepwise Latency Approximation Error\",\n",
    "    #         mode='lines',\n",
    "    #         line=dict(\n",
    "    #             width=.5,\n",
    "    #             color=color_tuples[idx][2]\n",
    "    #         ),\n",
    "    \n",
    "    #     ),\n",
    "    #     secondary_y=True\n",
    "    # )\n",
    "\n",
    "    first = False\n",
    "\n",
    "print()\n",
    "print(f\"{np.mean(all_errs)=}\")\n",
    "print(f\"{np.mean(all_rect_errs)=}\")\n",
    "fig.update_layout(\n",
    "    scene=dict(\n",
    "        xaxis_title='channels',\n",
    "        yaxis_title='filters',\n",
    "        zaxis_title='ms'\n",
    "    ),\n",
    "    width=PLOT_WIDTH,\n",
    "    height=PLOT_HEIGHT,\n",
    "        template='plotly_white',\n",
    ")\n",
    "fig.update_xaxes(title_text=\"<b>#Channels</b>\")\n",
    "\n",
    "fig.update_yaxes(title_text=f\"\"\"<b style=\"color:blue\";>Layer Execution Time (ms)</b>\"\"\", secondary_y=False, range=[-5, 50])\n",
    "fig.update_yaxes(title_text=f\"\"\"<b style=\"color:red\";>Point to point variance (%)</b>\"\"\", secondary_y=True, range=[-4, 40],)\n",
    "fig.update_layout(\n",
    "    title_text=\"<b>Approximation using the point to point differences of reference sweep</b>\",\n",
    "    autosize=False,\n",
    "    width=PLOT_WIDTH/2,\n",
    "    height=PLOT_HEIGHT / 3 * 2,\n",
    "    legend_x=0, \n",
    "    legend_y=1,\n",
    "      font=dict(\n",
    "        size=16,\n",
    "     )\n",
    ")\n",
    "fig.write_image(\"images/delta_approx.svg\")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "377c2b1b-9c6e-4a82-ab14-4ce738d71000",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81d1130d-3141-4142-b248-b6dfc61ea469",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "117c4d5f-16b9-4921-a875-504f43dd9f9b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7dfb3cc8-920d-499f-a616-df908ed8a6ab",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.13.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}