sub-18_ses-01_task-highspeed_rec-prenorm_run-04_carpetplot.svg 409 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341134213431344134513461347134813491350135113521353135413551356135713581359136013611362136313641365136613671368136913701371137213731374137513761377137813791380138113821383138413851386138713881389139013911392139313941395139613971398139914001401140214031404140514061407140814091410141114121413141414151416141714181419142014211422142314241425142614271428142914301431143214331434143514361437143814391440144114421443144414451446144714481449145014511452145314541455145614571458145914601461146214631464146514661467146814691470147114721473147414751476147714781479148014811482148314841485148614871488148914901491149214931494149514961497149814991500150115021503150415051506150715081509151015111512151315141515151615171518151915201521152215231524152515261527152815291530153115321533153415351536153715381539154015411542154315441545154615471548154915501551155215531554155515561557155815591560156115621563156415651566156715681569157015711572157315741575157615771578157915801581158215831584158515861587158815891590159115921593159415951596159715981599160016011602160316041605160616071608160916101611161216131614161516161617161816191620162116221623162416251626162716281629163016311632163316341635163616371638163916401641164216431644164516461647164816491650165116521653165416551656165716581659166016611662166316641665166616671668166916701671167216731674167516761677167816791680168116821683168416851686168716881689169016911692169316941695169616971698169917001701170217031704170517061707170817091710171117121713171417151716171717181719172017211722172317241725172617271728172917301731173217331734173517361737173817391740174117421743174417451746174717481749175017511752175317541755175617571758175917601761176217631764176517661767176817691770177117721773177417751776177717781779178017811782178317841785178617871788178917901791179217931794179517961797179817991800180118021803180418051806180718081809181018111812181318141815181618171818181918201821182218231824182518261827182818291830183118321833183418351836183718381839184018411842184318441845184618471848184918501851185218531854185518561857185818591860186118621863186418651866186718681869187018711872187318741875187618771878187918801881188218831884188518861887188818891890189118921893189418951896189718981899190019011902190319041905190619071908190919101911191219131914191519161917191819191920192119221923192419251926192719281929193019311932193319341935193619371938193919401941194219431944194519461947194819491950195119521953195419551956195719581959196019611962196319641965196619671968196919701971197219731974197519761977197819791980198119821983198419851986198719881989199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022202320242025202620272028202920302031203220332034203520362037203820392040204120422043204420452046204720482049205020512052205320542055205620572058205920602061206220632064206520662067206820692070207120722073207420752076207720782079208020812082208320842085208620872088208920902091209220932094209520962097209820992100210121022103210421052106210721082109211021112112211321142115211621172118211921202121212221232124212521262127212821292130213121322133213421352136213721382139214021412142214321442145214621472148214921502151215221532154215521562157215821592160216121622163216421652166216721682169217021712172217321742175217621772178217921802181218221832184218521862187218821892190219121922193219421952196219721982199220022012202220322042205220622072208220922102211221222132214221522162217221822192220222122222223222422252226222722282229223022312232223322342235223622372238223922402241224222432244224522462247224822492250225122522253225422552256225722582259226022612262226322642265226622672268226922702271227222732274227522762277227822792280228122822283228422852286228722882289229022912292229322942295229622972298229923002301230223032304230523062307230823092310231123122313231423152316231723182319232023212322232323242325232623272328232923302331233223332334233523362337233823392340234123422343234423452346234723482349235023512352235323542355235623572358235923602361236223632364236523662367236823692370237123722373237423752376237723782379238023812382238323842385238623872388238923902391239223932394239523962397239823992400240124022403240424052406240724082409241024112412241324142415241624172418241924202421242224232424242524262427242824292430243124322433243424352436243724382439244024412442244324442445244624472448244924502451245224532454245524562457245824592460246124622463246424652466246724682469247024712472247324742475247624772478247924802481248224832484248524862487248824892490249124922493249424952496249724982499250025012502250325042505250625072508250925102511251225132514251525162517251825192520252125222523252425252526252725282529253025312532253325342535253625372538253925402541254225432544254525462547254825492550255125522553255425552556255725582559256025612562256325642565256625672568256925702571257225732574257525762577257825792580258125822583258425852586258725882589259025912592259325942595259625972598259926002601260226032604260526062607260826092610261126122613261426152616261726182619262026212622262326242625262626272628262926302631263226332634263526362637263826392640264126422643264426452646264726482649265026512652265326542655265626572658265926602661266226632664266526662667266826692670267126722673267426752676267726782679268026812682268326842685268626872688268926902691269226932694269526962697269826992700270127022703270427052706270727082709271027112712271327142715271627172718271927202721272227232724272527262727272827292730273127322733273427352736273727382739274027412742274327442745274627472748274927502751275227532754275527562757275827592760276127622763276427652766276727682769277027712772277327742775277627772778277927802781278227832784278527862787278827892790279127922793279427952796279727982799280028012802280328042805280628072808280928102811281228132814281528162817281828192820282128222823282428252826282728282829283028312832283328342835283628372838283928402841284228432844284528462847284828492850285128522853285428552856285728582859286028612862286328642865286628672868286928702871287228732874287528762877287828792880288128822883288428852886288728882889289028912892289328942895289628972898289929002901290229032904290529062907290829092910291129122913291429152916291729182919292029212922292329242925292629272928292929302931293229332934293529362937293829392940294129422943294429452946294729482949295029512952295329542955295629572958295929602961296229632964296529662967296829692970297129722973297429752976297729782979298029812982298329842985298629872988298929902991299229932994299529962997299829993000300130023003300430053006300730083009301030113012301330143015301630173018301930203021302230233024302530263027302830293030303130323033303430353036303730383039304030413042304330443045304630473048304930503051305230533054305530563057305830593060306130623063306430653066306730683069307030713072307330743075307630773078307930803081308230833084308530863087308830893090309130923093309430953096309730983099310031013102310331043105310631073108310931103111311231133114311531163117311831193120312131223123312431253126312731283129313031313132313331343135313631373138313931403141314231433144314531463147314831493150315131523153315431553156315731583159316031613162316331643165316631673168316931703171317231733174317531763177317831793180318131823183318431853186318731883189319031913192319331943195319631973198319932003201320232033204320532063207320832093210321132123213321432153216321732183219322032213222322332243225322632273228322932303231323232333234323532363237323832393240324132423243324432453246324732483249325032513252325332543255325632573258325932603261326232633264326532663267326832693270327132723273327432753276327732783279328032813282328332843285328632873288328932903291329232933294329532963297329832993300330133023303330433053306330733083309331033113312
  1. <?xml version="1.0" encoding="utf-8" standalone="no"?>
  2. <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  3. "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  4. <!-- Created with matplotlib (http://matplotlib.org/) -->
  5. <svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
  6. <defs>
  7. <style type="text/css">
  8. *{stroke-linecap:butt;stroke-linejoin:round;}
  9. </style>
  10. </defs>
  11. <g id="figure_1">
  12. <g id="patch_1">
  13. <path d="M 0 309.883863
  14. L 384.281346 309.883863
  15. L 384.281346 0
  16. L 0 0
  17. z
  18. " style="fill:#ffffff;"/>
  19. </g>
  20. <g id="axes_1">
  21. <g id="patch_2">
  22. <path d="M 18.697188 37.546752
  23. L 372.281346 37.546752
  24. L 372.281346 12
  25. L 18.697188 12
  26. z
  27. " style="fill:#ffffff;"/>
  28. </g>
  29. <g id="matplotlib.axis_1">
  30. <g id="xtick_1"/>
  31. <g id="xtick_2"/>
  32. <g id="xtick_3"/>
  33. <g id="xtick_4"/>
  34. <g id="xtick_5"/>
  35. </g>
  36. <g id="matplotlib.axis_2"/>
  37. <g id="line2d_1">
  38. <path clip-path="url(#pa63a60c863)" d="M 18.697188 23.27698
  39. L 372.281346 23.27698
  40. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  41. </g>
  42. <g id="line2d_2">
  43. <path clip-path="url(#pa63a60c863)" d="M 18.697188 22.661108
  44. L 19.365589 23.220861
  45. L 21.370792 23.859421
  46. L 22.039193 23.964131
  47. L 22.707594 23.900962
  48. L 24.712797 23.157347
  49. L 25.381198 23.149307
  50. L 26.718 23.412859
  51. L 27.386401 23.810396
  52. L 28.054802 24.036969
  53. L 29.391604 23.788011
  54. L 30.060005 23.486454
  55. L 30.728407 23.389477
  56. L 31.396808 23.412322
  57. L 32.065209 23.736696
  58. L 33.402011 24.083311
  59. L 34.738813 24.097292
  60. L 36.075615 23.724373
  61. L 38.080818 23.56944
  62. L 42.091224 23.75705
  63. L 42.759626 23.644741
  64. L 44.764829 23.706012
  65. L 46.770032 23.605049
  66. L 50.780438 23.887211
  67. L 52.11724 23.550255
  68. L 53.454042 23.346844
  69. L 54.790845 23.733304
  70. L 55.459246 23.810099
  71. L 56.127647 24.007339
  72. L 56.796048 24.080455
  73. L 58.13285 23.869512
  74. L 58.801251 23.742369
  75. L 60.806454 23.861482
  76. L 62.143256 24.114244
  77. L 63.480058 24.110765
  78. L 65.485261 24.058933
  79. L 66.822064 24.207301
  80. L 68.158866 24.170897
  81. L 69.495668 23.758774
  82. L 71.500871 23.680886
  83. L 72.837673 23.715288
  84. L 74.842876 23.748502
  85. L 77.51648 23.922264
  86. L 78.184881 23.86565
  87. L 79.521684 23.904038
  88. L 82.863689 23.885889
  89. L 83.53209 23.995131
  90. L 90.884502 23.334549
  91. L 93.558106 23.865123
  92. L 94.894908 23.619174
  93. L 96.23171 23.076153
  94. L 98.236913 23.735977
  95. L 99.573715 24.085448
  96. L 100.242116 24.064213
  97. L 102.247319 23.626869
  98. L 105.589325 23.809553
  99. L 106.926127 23.718125
  100. L 109.599731 23.728838
  101. L 110.268132 23.646101
  102. L 112.273335 23.860523
  103. L 113.610137 23.89689
  104. L 114.94694 23.68953
  105. L 115.615341 23.657064
  106. L 116.952143 23.869493
  107. L 117.620544 23.932163
  108. L 118.957346 23.631085
  109. L 120.294148 23.346911
  110. L 120.962549 23.347735
  111. L 121.63095 23.615446
  112. L 122.967752 23.921948
  113. L 124.304554 23.803679
  114. L 126.309757 23.191116
  115. L 127.64656 23.174825
  116. L 129.651763 23.876114
  117. L 130.320164 23.980278
  118. L 131.656966 23.898911
  119. L 132.993768 23.315959
  120. L 133.662169 23.226275
  121. L 134.998971 23.47483
  122. L 136.335773 23.777106
  123. L 137.672575 23.709826
  124. L 138.340976 23.467375
  125. L 139.677779 23.343164
  126. L 141.682982 23.521095
  127. L 143.019784 23.443303
  128. L 144.356586 23.51938
  129. L 145.693388 23.550236
  130. L 146.361789 23.478405
  131. L 147.698591 23.66817
  132. L 149.035393 24.038704
  133. L 149.703794 24.146863
  134. L 151.708998 23.89758
  135. L 153.714201 23.466263
  136. L 154.382602 23.285064
  137. L 156.387805 23.119351
  138. L 158.393008 23.984686
  139. L 159.72981 24.338929
  140. L 161.066612 24.37242
  141. L 162.403414 24.204953
  142. L 164.408618 24.523223
  143. L 165.077019 24.488169
  144. L 167.750623 23.632906
  145. L 170.424227 23.850672
  146. L 171.761029 23.763412
  147. L 174.434633 23.364428
  148. L 175.771436 23.401916
  149. L 176.439837 23.384054
  150. L 177.108238 23.496497
  151. L 179.113441 23.368472
  152. L 179.781842 23.286166
  153. L 183.123847 23.518776
  154. L 183.792248 23.445296
  155. L 185.12905 23.152632
  156. L 185.797451 23.165319
  157. L 186.465852 23.299055
  158. L 187.134254 23.565703
  159. L 187.802655 23.622892
  160. L 188.471056 23.824943
  161. L 189.139457 23.707459
  162. L 189.807858 23.745809
  163. L 190.476259 23.588768
  164. L 193.149863 23.909721
  165. L 193.818264 24.018139
  166. L 194.486665 24.328877
  167. L 195.155066 23.998111
  168. L 195.823467 23.826275
  169. L 196.491868 23.897953
  170. L 197.160269 24.391039
  171. L 198.497071 24.741315
  172. L 199.833874 24.75957
  173. L 201.839077 24.220851
  174. L 206.517884 23.677312
  175. L 207.186285 23.269684
  176. L 207.854686 23.27737
  177. L 208.523087 23.105399
  178. L 209.859889 23.495337
  179. L 210.52829 23.738804
  180. L 211.865093 23.681778
  181. L 213.201895 23.304929
  182. L 213.870296 23.212964
  183. L 215.207098 23.537932
  184. L 216.5439 23.728397
  185. L 217.212301 23.654975
  186. L 217.880702 23.464653
  187. L 218.549103 23.815533
  188. L 221.222707 24.058386
  189. L 223.227911 24.485103
  190. L 225.901515 24.411173
  191. L 230.580322 23.760969
  192. L 231.248723 23.781332
  193. L 231.917124 23.502888
  194. L 232.585525 23.609639
  195. L 233.253926 23.587091
  196. L 233.922327 23.190819
  197. L 234.590728 23.651381
  198. L 235.25913 23.445546
  199. L 235.927531 23.423678
  200. L 236.595932 23.52605
  201. L 238.601135 24.230491
  202. L 240.606338 24.64476
  203. L 243.279942 24.623735
  204. L 244.616744 24.219481
  205. L 245.285145 23.936648
  206. L 246.621947 23.86106
  207. L 247.290349 24.073901
  208. L 247.95875 24.047251
  209. L 248.627151 23.850318
  210. L 249.963953 23.99262
  211. L 250.632354 24.244674
  212. L 252.637557 24.545253
  213. L 255.311161 24.225317
  214. L 256.647963 23.986526
  215. L 258.653166 23.728877
  216. L 259.321568 23.593387
  217. L 259.989969 23.332767
  218. L 264.000375 23.324526
  219. L 266.673979 24.223314
  220. L 267.34238 24.244041
  221. L 268.010781 24.092472
  222. L 268.679182 23.814488
  223. L 270.015984 23.674706
  224. L 272.021188 24.142206
  225. L 272.689589 24.079622
  226. L 273.35799 24.199003
  227. L 275.363193 23.777844
  228. L 280.042 24.164285
  229. L 280.710401 24.143413
  230. L 282.047203 23.796904
  231. L 282.715604 23.453336
  232. L 284.052407 23.261194
  233. L 287.394412 24.166278
  234. L 290.736417 23.984648
  235. L 292.74162 24.301892
  236. L 293.410021 24.536591
  237. L 294.746823 24.525408
  238. L 296.752027 23.962579
  239. L 298.088829 23.519093
  240. L 300.762433 24.074332
  241. L 302.099235 24.0675
  242. L 304.772839 23.804953
  243. L 306.778042 24.002184
  244. L 308.114845 23.867365
  245. L 309.451647 23.446791
  246. L 310.120048 23.371989
  247. L 312.125251 24.092635
  248. L 313.462053 24.0776
  249. L 314.798855 23.554884
  250. L 315.467256 23.472358
  251. L 316.804058 23.584715
  252. L 317.472459 23.803938
  253. L 318.809261 23.890258
  254. L 319.477663 23.746863
  255. L 320.146064 23.777777
  256. L 320.814465 23.675003
  257. L 321.482866 23.822729
  258. L 322.151267 23.782501
  259. L 322.819668 23.988538
  260. L 323.488069 24.048008
  261. L 324.15647 24.33867
  262. L 324.824871 24.037151
  263. L 325.493272 23.897896
  264. L 326.830074 23.817564
  265. L 327.498475 23.6994
  266. L 328.166876 24.066407
  267. L 328.835277 23.868554
  268. L 330.172079 23.627827
  269. L 330.84048 23.40916
  270. L 331.508882 23.623199
  271. L 332.177283 23.558583
  272. L 332.845684 23.699074
  273. L 333.514085 23.696794
  274. L 334.850887 23.979991
  275. L 336.187689 24.129758
  276. L 336.85609 24.068726
  277. L 337.524491 23.87942
  278. L 338.861293 23.302342
  279. L 339.529694 23.136044
  280. L 340.198095 23.131924
  281. L 340.866496 23.348502
  282. L 343.540101 23.62753
  283. L 344.876903 23.480724
  284. L 345.545304 23.381495
  285. L 348.218908 23.68838
  286. L 348.887309 23.730707
  287. L 349.55571 23.660715
  288. L 350.224111 23.737875
  289. L 350.892512 23.634353
  290. L 353.566116 23.813865
  291. L 354.902918 24.337875
  292. L 355.57132 24.452244
  293. L 356.239721 24.411489
  294. L 356.908122 24.085505
  295. L 357.576523 24.310056
  296. L 358.244924 24.29067
  297. L 358.913325 24.48815
  298. L 361.586929 24.59195
  299. L 362.923731 24.336552
  300. L 364.928934 24.274284
  301. L 366.265736 24.189017
  302. L 367.602539 24.000488
  303. L 368.27094 23.952488
  304. L 369.607742 24.053585
  305. L 370.276143 24.029495
  306. L 372.281346 23.143653
  307. L 372.281346 23.143653
  308. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  309. </g>
  310. <g id="text_1">
  311. <g id="patch_3">
  312. <path d="M 18.697188 25.935276
  313. L 29.974688 25.935276
  314. Q 32.374688 25.935276 32.374688 23.535276
  315. L 32.374688 15.792776
  316. Q 32.374688 13.392776 29.974688 13.392776
  317. L 18.697188 13.392776
  318. Q 16.297188 13.392776 16.297188 15.792776
  319. L 16.297188 23.535276
  320. Q 16.297188 25.935276 18.697188 25.935276
  321. z
  322. " style="fill:#ffffff;opacity:0.8;"/>
  323. </g>
  324. <!-- GS -->
  325. <defs>
  326. <path d="M 59.515625 10.40625
  327. L 59.515625 29.984375
  328. L 43.40625 29.984375
  329. L 43.40625 38.09375
  330. L 69.28125 38.09375
  331. L 69.28125 6.78125
  332. Q 63.578125 2.734375 56.6875 0.65625
  333. Q 49.8125 -1.421875 42 -1.421875
  334. Q 24.90625 -1.421875 15.25 8.5625
  335. Q 5.609375 18.5625 5.609375 36.375
  336. Q 5.609375 54.25 15.25 64.234375
  337. Q 24.90625 74.21875 42 74.21875
  338. Q 49.125 74.21875 55.546875 72.453125
  339. Q 61.96875 70.703125 67.390625 67.28125
  340. L 67.390625 56.78125
  341. Q 61.921875 61.421875 55.765625 63.765625
  342. Q 49.609375 66.109375 42.828125 66.109375
  343. Q 29.4375 66.109375 22.71875 58.640625
  344. Q 16.015625 51.171875 16.015625 36.375
  345. Q 16.015625 21.625 22.71875 14.15625
  346. Q 29.4375 6.6875 42.828125 6.6875
  347. Q 48.046875 6.6875 52.140625 7.59375
  348. Q 56.25 8.5 59.515625 10.40625
  349. z
  350. " id="DejaVuSans-47"/>
  351. <path d="M 53.515625 70.515625
  352. L 53.515625 60.890625
  353. Q 47.90625 63.578125 42.921875 64.890625
  354. Q 37.9375 66.21875 33.296875 66.21875
  355. Q 25.25 66.21875 20.875 63.09375
  356. Q 16.5 59.96875 16.5 54.203125
  357. Q 16.5 49.359375 19.40625 46.890625
  358. Q 22.3125 44.4375 30.421875 42.921875
  359. L 36.375 41.703125
  360. Q 47.40625 39.59375 52.65625 34.296875
  361. Q 57.90625 29 57.90625 20.125
  362. Q 57.90625 9.515625 50.796875 4.046875
  363. Q 43.703125 -1.421875 29.984375 -1.421875
  364. Q 24.8125 -1.421875 18.96875 -0.25
  365. Q 13.140625 0.921875 6.890625 3.21875
  366. L 6.890625 13.375
  367. Q 12.890625 10.015625 18.65625 8.296875
  368. Q 24.421875 6.59375 29.984375 6.59375
  369. Q 38.421875 6.59375 43.015625 9.90625
  370. Q 47.609375 13.234375 47.609375 19.390625
  371. Q 47.609375 24.75 44.3125 27.78125
  372. Q 41.015625 30.8125 33.5 32.328125
  373. L 27.484375 33.5
  374. Q 16.453125 35.6875 11.515625 40.375
  375. Q 6.59375 45.0625 6.59375 53.421875
  376. Q 6.59375 63.09375 13.40625 68.65625
  377. Q 20.21875 74.21875 32.171875 74.21875
  378. Q 37.3125 74.21875 42.625 73.28125
  379. Q 47.953125 72.359375 53.515625 70.515625
  380. z
  381. " id="DejaVuSans-53"/>
  382. </defs>
  383. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  384. <use xlink:href="#DejaVuSans-47"/>
  385. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  386. </g>
  387. </g>
  388. <g id="text_2">
  389. <g id="patch_4">
  390. <path d="M 280.129663 22.799651
  391. L 365.209663 22.799651
  392. Q 366.409663 22.799651 366.409663 21.599651
  393. L 366.409663 17.728401
  394. Q 366.409663 16.528401 365.209663 16.528401
  395. L 280.129663 16.528401
  396. Q 278.929663 16.528401 278.929663 17.728401
  397. L 278.929663 21.599651
  398. Q 278.929663 22.799651 280.129663 22.799651
  399. z
  400. " style="fill:#ffffff;opacity:0.8;"/>
  401. </g>
  402. <!-- max: 679.040 $\bullet$ mean: 671.680 $\bullet$ $\sigma$: 2.216 -->
  403. <defs>
  404. <path d="M 52 44.1875
  405. Q 55.375 50.25 60.0625 53.125
  406. Q 64.75 56 71.09375 56
  407. Q 79.640625 56 84.28125 50.015625
  408. Q 88.921875 44.046875 88.921875 33.015625
  409. L 88.921875 0
  410. L 79.890625 0
  411. L 79.890625 32.71875
  412. Q 79.890625 40.578125 77.09375 44.375
  413. Q 74.3125 48.1875 68.609375 48.1875
  414. Q 61.625 48.1875 57.5625 43.546875
  415. Q 53.515625 38.921875 53.515625 30.90625
  416. L 53.515625 0
  417. L 44.484375 0
  418. L 44.484375 32.71875
  419. Q 44.484375 40.625 41.703125 44.40625
  420. Q 38.921875 48.1875 33.109375 48.1875
  421. Q 26.21875 48.1875 22.15625 43.53125
  422. Q 18.109375 38.875 18.109375 30.90625
  423. L 18.109375 0
  424. L 9.078125 0
  425. L 9.078125 54.6875
  426. L 18.109375 54.6875
  427. L 18.109375 46.1875
  428. Q 21.1875 51.21875 25.484375 53.609375
  429. Q 29.78125 56 35.6875 56
  430. Q 41.65625 56 45.828125 52.96875
  431. Q 50 49.953125 52 44.1875
  432. z
  433. " id="DejaVuSans-6d"/>
  434. <path d="M 34.28125 27.484375
  435. Q 23.390625 27.484375 19.1875 25
  436. Q 14.984375 22.515625 14.984375 16.5
  437. Q 14.984375 11.71875 18.140625 8.90625
  438. Q 21.296875 6.109375 26.703125 6.109375
  439. Q 34.1875 6.109375 38.703125 11.40625
  440. Q 43.21875 16.703125 43.21875 25.484375
  441. L 43.21875 27.484375
  442. z
  443. M 52.203125 31.203125
  444. L 52.203125 0
  445. L 43.21875 0
  446. L 43.21875 8.296875
  447. Q 40.140625 3.328125 35.546875 0.953125
  448. Q 30.953125 -1.421875 24.3125 -1.421875
  449. Q 15.921875 -1.421875 10.953125 3.296875
  450. Q 6 8.015625 6 15.921875
  451. Q 6 25.140625 12.171875 29.828125
  452. Q 18.359375 34.515625 30.609375 34.515625
  453. L 43.21875 34.515625
  454. L 43.21875 35.40625
  455. Q 43.21875 41.609375 39.140625 45
  456. Q 35.0625 48.390625 27.6875 48.390625
  457. Q 23 48.390625 18.546875 47.265625
  458. Q 14.109375 46.140625 10.015625 43.890625
  459. L 10.015625 52.203125
  460. Q 14.9375 54.109375 19.578125 55.046875
  461. Q 24.21875 56 28.609375 56
  462. Q 40.484375 56 46.34375 49.84375
  463. Q 52.203125 43.703125 52.203125 31.203125
  464. z
  465. " id="DejaVuSans-61"/>
  466. <path d="M 54.890625 54.6875
  467. L 35.109375 28.078125
  468. L 55.90625 0
  469. L 45.3125 0
  470. L 29.390625 21.484375
  471. L 13.484375 0
  472. L 2.875 0
  473. L 24.125 28.609375
  474. L 4.6875 54.6875
  475. L 15.28125 54.6875
  476. L 29.78125 35.203125
  477. L 44.28125 54.6875
  478. z
  479. " id="DejaVuSans-78"/>
  480. <path d="M 11.71875 12.40625
  481. L 22.015625 12.40625
  482. L 22.015625 0
  483. L 11.71875 0
  484. z
  485. M 11.71875 51.703125
  486. L 22.015625 51.703125
  487. L 22.015625 39.3125
  488. L 11.71875 39.3125
  489. z
  490. " id="DejaVuSans-3a"/>
  491. <path id="DejaVuSans-20"/>
  492. <path d="M 33.015625 40.375
  493. Q 26.375 40.375 22.484375 35.828125
  494. Q 18.609375 31.296875 18.609375 23.390625
  495. Q 18.609375 15.53125 22.484375 10.953125
  496. Q 26.375 6.390625 33.015625 6.390625
  497. Q 39.65625 6.390625 43.53125 10.953125
  498. Q 47.40625 15.53125 47.40625 23.390625
  499. Q 47.40625 31.296875 43.53125 35.828125
  500. Q 39.65625 40.375 33.015625 40.375
  501. z
  502. M 52.59375 71.296875
  503. L 52.59375 62.3125
  504. Q 48.875 64.0625 45.09375 64.984375
  505. Q 41.3125 65.921875 37.59375 65.921875
  506. Q 27.828125 65.921875 22.671875 59.328125
  507. Q 17.53125 52.734375 16.796875 39.40625
  508. Q 19.671875 43.65625 24.015625 45.921875
  509. Q 28.375 48.1875 33.59375 48.1875
  510. Q 44.578125 48.1875 50.953125 41.515625
  511. Q 57.328125 34.859375 57.328125 23.390625
  512. Q 57.328125 12.15625 50.6875 5.359375
  513. Q 44.046875 -1.421875 33.015625 -1.421875
  514. Q 20.359375 -1.421875 13.671875 8.265625
  515. Q 6.984375 17.96875 6.984375 36.375
  516. Q 6.984375 53.65625 15.1875 63.9375
  517. Q 23.390625 74.21875 37.203125 74.21875
  518. Q 40.921875 74.21875 44.703125 73.484375
  519. Q 48.484375 72.75 52.59375 71.296875
  520. z
  521. " id="DejaVuSans-36"/>
  522. <path d="M 8.203125 72.90625
  523. L 55.078125 72.90625
  524. L 55.078125 68.703125
  525. L 28.609375 0
  526. L 18.3125 0
  527. L 43.21875 64.59375
  528. L 8.203125 64.59375
  529. z
  530. " id="DejaVuSans-37"/>
  531. <path d="M 10.984375 1.515625
  532. L 10.984375 10.5
  533. Q 14.703125 8.734375 18.5 7.8125
  534. Q 22.3125 6.890625 25.984375 6.890625
  535. Q 35.75 6.890625 40.890625 13.453125
  536. Q 46.046875 20.015625 46.78125 33.40625
  537. Q 43.953125 29.203125 39.59375 26.953125
  538. Q 35.25 24.703125 29.984375 24.703125
  539. Q 19.046875 24.703125 12.671875 31.3125
  540. Q 6.296875 37.9375 6.296875 49.421875
  541. Q 6.296875 60.640625 12.9375 67.421875
  542. Q 19.578125 74.21875 30.609375 74.21875
  543. Q 43.265625 74.21875 49.921875 64.515625
  544. Q 56.59375 54.828125 56.59375 36.375
  545. Q 56.59375 19.140625 48.40625 8.859375
  546. Q 40.234375 -1.421875 26.421875 -1.421875
  547. Q 22.703125 -1.421875 18.890625 -0.6875
  548. Q 15.09375 0.046875 10.984375 1.515625
  549. z
  550. M 30.609375 32.421875
  551. Q 37.25 32.421875 41.125 36.953125
  552. Q 45.015625 41.5 45.015625 49.421875
  553. Q 45.015625 57.28125 41.125 61.84375
  554. Q 37.25 66.40625 30.609375 66.40625
  555. Q 23.96875 66.40625 20.09375 61.84375
  556. Q 16.21875 57.28125 16.21875 49.421875
  557. Q 16.21875 41.5 20.09375 36.953125
  558. Q 23.96875 32.421875 30.609375 32.421875
  559. z
  560. " id="DejaVuSans-39"/>
  561. <path d="M 10.6875 12.40625
  562. L 21 12.40625
  563. L 21 0
  564. L 10.6875 0
  565. z
  566. " id="DejaVuSans-2e"/>
  567. <path d="M 31.78125 66.40625
  568. Q 24.171875 66.40625 20.328125 58.90625
  569. Q 16.5 51.421875 16.5 36.375
  570. Q 16.5 21.390625 20.328125 13.890625
  571. Q 24.171875 6.390625 31.78125 6.390625
  572. Q 39.453125 6.390625 43.28125 13.890625
  573. Q 47.125 21.390625 47.125 36.375
  574. Q 47.125 51.421875 43.28125 58.90625
  575. Q 39.453125 66.40625 31.78125 66.40625
  576. z
  577. M 31.78125 74.21875
  578. Q 44.046875 74.21875 50.515625 64.515625
  579. Q 56.984375 54.828125 56.984375 36.375
  580. Q 56.984375 17.96875 50.515625 8.265625
  581. Q 44.046875 -1.421875 31.78125 -1.421875
  582. Q 19.53125 -1.421875 13.0625 8.265625
  583. Q 6.59375 17.96875 6.59375 36.375
  584. Q 6.59375 54.828125 13.0625 64.515625
  585. Q 19.53125 74.21875 31.78125 74.21875
  586. z
  587. " id="DejaVuSans-30"/>
  588. <path d="M 37.796875 64.3125
  589. L 12.890625 25.390625
  590. L 37.796875 25.390625
  591. z
  592. M 35.203125 72.90625
  593. L 47.609375 72.90625
  594. L 47.609375 25.390625
  595. L 58.015625 25.390625
  596. L 58.015625 17.1875
  597. L 47.609375 17.1875
  598. L 47.609375 0
  599. L 37.796875 0
  600. L 37.796875 17.1875
  601. L 4.890625 17.1875
  602. L 4.890625 26.703125
  603. z
  604. " id="DejaVuSans-34"/>
  605. <path d="M 16.734375 31.203125
  606. Q 16.734375 37.265625 20.953125 41.4375
  607. Q 25.1875 45.609375 31.34375 45.609375
  608. Q 37.390625 45.609375 41.5625 41.4375
  609. Q 45.75 37.265625 45.75 31.203125
  610. Q 45.75 25.109375 41.546875 20.90625
  611. Q 37.34375 16.703125 31.25 16.703125
  612. Q 25.140625 16.703125 20.9375 20.90625
  613. Q 16.734375 25.109375 16.734375 31.203125
  614. z
  615. " id="DejaVuSans-2219"/>
  616. <path d="M 56.203125 29.59375
  617. L 56.203125 25.203125
  618. L 14.890625 25.203125
  619. Q 15.484375 15.921875 20.484375 11.0625
  620. Q 25.484375 6.203125 34.421875 6.203125
  621. Q 39.59375 6.203125 44.453125 7.46875
  622. Q 49.3125 8.734375 54.109375 11.28125
  623. L 54.109375 2.78125
  624. Q 49.265625 0.734375 44.1875 -0.34375
  625. Q 39.109375 -1.421875 33.890625 -1.421875
  626. Q 20.796875 -1.421875 13.15625 6.1875
  627. Q 5.515625 13.8125 5.515625 26.8125
  628. Q 5.515625 40.234375 12.765625 48.109375
  629. Q 20.015625 56 32.328125 56
  630. Q 43.359375 56 49.78125 48.890625
  631. Q 56.203125 41.796875 56.203125 29.59375
  632. z
  633. M 47.21875 32.234375
  634. Q 47.125 39.59375 43.09375 43.984375
  635. Q 39.0625 48.390625 32.421875 48.390625
  636. Q 24.90625 48.390625 20.390625 44.140625
  637. Q 15.875 39.890625 15.1875 32.171875
  638. z
  639. " id="DejaVuSans-65"/>
  640. <path d="M 54.890625 33.015625
  641. L 54.890625 0
  642. L 45.90625 0
  643. L 45.90625 32.71875
  644. Q 45.90625 40.484375 42.875 44.328125
  645. Q 39.84375 48.1875 33.796875 48.1875
  646. Q 26.515625 48.1875 22.3125 43.546875
  647. Q 18.109375 38.921875 18.109375 30.90625
  648. L 18.109375 0
  649. L 9.078125 0
  650. L 9.078125 54.6875
  651. L 18.109375 54.6875
  652. L 18.109375 46.1875
  653. Q 21.34375 51.125 25.703125 53.5625
  654. Q 30.078125 56 35.796875 56
  655. Q 45.21875 56 50.046875 50.171875
  656. Q 54.890625 44.34375 54.890625 33.015625
  657. z
  658. " id="DejaVuSans-6e"/>
  659. <path d="M 12.40625 8.296875
  660. L 28.515625 8.296875
  661. L 28.515625 63.921875
  662. L 10.984375 60.40625
  663. L 10.984375 69.390625
  664. L 28.421875 72.90625
  665. L 38.28125 72.90625
  666. L 38.28125 8.296875
  667. L 54.390625 8.296875
  668. L 54.390625 0
  669. L 12.40625 0
  670. z
  671. " id="DejaVuSans-31"/>
  672. <path d="M 31.78125 34.625
  673. Q 24.75 34.625 20.71875 30.859375
  674. Q 16.703125 27.09375 16.703125 20.515625
  675. Q 16.703125 13.921875 20.71875 10.15625
  676. Q 24.75 6.390625 31.78125 6.390625
  677. Q 38.8125 6.390625 42.859375 10.171875
  678. Q 46.921875 13.96875 46.921875 20.515625
  679. Q 46.921875 27.09375 42.890625 30.859375
  680. Q 38.875 34.625 31.78125 34.625
  681. z
  682. M 21.921875 38.8125
  683. Q 15.578125 40.375 12.03125 44.71875
  684. Q 8.5 49.078125 8.5 55.328125
  685. Q 8.5 64.0625 14.71875 69.140625
  686. Q 20.953125 74.21875 31.78125 74.21875
  687. Q 42.671875 74.21875 48.875 69.140625
  688. Q 55.078125 64.0625 55.078125 55.328125
  689. Q 55.078125 49.078125 51.53125 44.71875
  690. Q 48 40.375 41.703125 38.8125
  691. Q 48.828125 37.15625 52.796875 32.3125
  692. Q 56.78125 27.484375 56.78125 20.515625
  693. Q 56.78125 9.90625 50.3125 4.234375
  694. Q 43.84375 -1.421875 31.78125 -1.421875
  695. Q 19.734375 -1.421875 13.25 4.234375
  696. Q 6.78125 9.90625 6.78125 20.515625
  697. Q 6.78125 27.484375 10.78125 32.3125
  698. Q 14.796875 37.15625 21.921875 38.8125
  699. z
  700. M 18.3125 54.390625
  701. Q 18.3125 48.734375 21.84375 45.5625
  702. Q 25.390625 42.390625 31.78125 42.390625
  703. Q 38.140625 42.390625 41.71875 45.5625
  704. Q 45.3125 48.734375 45.3125 54.390625
  705. Q 45.3125 60.0625 41.71875 63.234375
  706. Q 38.140625 66.40625 31.78125 66.40625
  707. Q 25.390625 66.40625 21.84375 63.234375
  708. Q 18.3125 60.0625 18.3125 54.390625
  709. z
  710. " id="DejaVuSans-38"/>
  711. <path d="M 34.671875 47.5625
  712. Q 27.25 47.5625 22.21875 42.1875
  713. Q 16.890625 36.578125 15.140625 27.296875
  714. Q 13.1875 17.484375 16.3125 11.8125
  715. Q 19.390625 6.203125 26.65625 6.203125
  716. Q 33.84375 6.203125 39.109375 11.859375
  717. Q 44.4375 17.53125 46.34375 27.296875
  718. Q 48.046875 36.234375 45.015625 42.1875
  719. Q 42.1875 47.5625 34.671875 47.5625
  720. z
  721. M 36.078125 54.734375
  722. L 65.921875 54.6875
  723. L 64.15625 45.703125
  724. L 54.109375 45.703125
  725. Q 57.90625 38.09375 55.859375 27.296875
  726. Q 53.21875 13.875 45.0625 6.25
  727. Q 36.859375 -1.421875 25.140625 -1.421875
  728. Q 13.375 -1.421875 8.203125 6.25
  729. Q 3.03125 13.875 5.671875 27.296875
  730. Q 8.25 40.765625 16.40625 48.390625
  731. Q 23.1875 54.734375 36.078125 54.734375
  732. z
  733. " id="DejaVuSans-Oblique-3c3"/>
  734. <path d="M 19.1875 8.296875
  735. L 53.609375 8.296875
  736. L 53.609375 0
  737. L 7.328125 0
  738. L 7.328125 8.296875
  739. Q 12.9375 14.109375 22.625 23.890625
  740. Q 32.328125 33.6875 34.8125 36.53125
  741. Q 39.546875 41.84375 41.421875 45.53125
  742. Q 43.3125 49.21875 43.3125 52.78125
  743. Q 43.3125 58.59375 39.234375 62.25
  744. Q 35.15625 65.921875 28.609375 65.921875
  745. Q 23.96875 65.921875 18.8125 64.3125
  746. Q 13.671875 62.703125 7.8125 59.421875
  747. L 7.8125 69.390625
  748. Q 13.765625 71.78125 18.9375 73
  749. Q 24.125 74.21875 28.421875 74.21875
  750. Q 39.75 74.21875 46.484375 68.546875
  751. Q 53.21875 62.890625 53.21875 53.421875
  752. Q 53.21875 48.921875 51.53125 44.890625
  753. Q 49.859375 40.875 45.40625 35.40625
  754. Q 44.1875 33.984375 37.640625 27.21875
  755. Q 31.109375 20.453125 19.1875 8.296875
  756. z
  757. " id="DejaVuSans-32"/>
  758. </defs>
  759. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  760. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  761. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  762. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  763. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  764. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  765. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  766. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-37"/>
  767. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
  768. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  769. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  770. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
  771. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-30"/>
  772. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  773. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  774. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  775. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  776. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  777. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  778. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  779. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  780. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  781. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  782. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-37"/>
  783. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-31"/>
  784. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  785. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-36"/>
  786. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-38"/>
  787. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-30"/>
  788. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  789. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  790. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  791. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  792. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  793. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  794. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-32"/>
  795. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  796. <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-32"/>
  797. <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
  798. <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-36"/>
  799. </g>
  800. </g>
  801. <g id="text_3">
  802. <!-- 675.12 -->
  803. <defs>
  804. <path d="M 10.796875 72.90625
  805. L 49.515625 72.90625
  806. L 49.515625 64.59375
  807. L 19.828125 64.59375
  808. L 19.828125 46.734375
  809. Q 21.96875 47.46875 24.109375 47.828125
  810. Q 26.265625 48.1875 28.421875 48.1875
  811. Q 40.625 48.1875 47.75 41.5
  812. Q 54.890625 34.8125 54.890625 23.390625
  813. Q 54.890625 11.625 47.5625 5.09375
  814. Q 40.234375 -1.421875 26.90625 -1.421875
  815. Q 22.3125 -1.421875 17.546875 -0.640625
  816. Q 12.796875 0.140625 7.71875 1.703125
  817. L 7.71875 11.625
  818. Q 12.109375 9.234375 16.796875 8.0625
  819. Q 21.484375 6.890625 26.703125 6.890625
  820. Q 35.15625 6.890625 40.078125 11.328125
  821. Q 45.015625 15.765625 45.015625 23.390625
  822. Q 45.015625 31 40.078125 35.4375
  823. Q 35.15625 39.890625 26.703125 39.890625
  824. Q 22.75 39.890625 18.8125 39.015625
  825. Q 14.890625 38.140625 10.796875 36.28125
  826. z
  827. " id="DejaVuSans-35"/>
  828. </defs>
  829. <g style="fill:#d3d3d3;" transform="translate(7.2 24.104792)scale(0.03 -0.03)">
  830. <use xlink:href="#DejaVuSans-36"/>
  831. <use x="63.623047" xlink:href="#DejaVuSans-37"/>
  832. <use x="127.246094" xlink:href="#DejaVuSans-35"/>
  833. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  834. <use x="222.65625" xlink:href="#DejaVuSans-31"/>
  835. <use x="286.279297" xlink:href="#DejaVuSans-32"/>
  836. </g>
  837. </g>
  838. </g>
  839. <g id="axes_2">
  840. <g id="patch_5">
  841. <path d="M 18.697188 65.2224
  842. L 372.281346 65.2224
  843. L 372.281346 39.675648
  844. L 18.697188 39.675648
  845. z
  846. " style="fill:#ffffff;"/>
  847. </g>
  848. <g id="matplotlib.axis_3">
  849. <g id="xtick_6"/>
  850. <g id="xtick_7"/>
  851. <g id="xtick_8"/>
  852. <g id="xtick_9"/>
  853. <g id="xtick_10"/>
  854. </g>
  855. <g id="matplotlib.axis_4"/>
  856. <g id="line2d_3">
  857. <path clip-path="url(#pca7ebea09a)" d="M 18.697188 50.693251
  858. L 372.281346 50.693251
  859. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  860. </g>
  861. <g id="line2d_4">
  862. <path clip-path="url(#pca7ebea09a)" d="M 18.697188 49.254112
  863. L 19.365589 50.323294
  864. L 20.702391 50.688637
  865. L 22.039193 51.374193
  866. L 22.707594 51.203217
  867. L 23.375995 51.359347
  868. L 24.044396 51.004955
  869. L 24.712797 50.946477
  870. L 25.381198 50.622542
  871. L 26.718 50.397
  872. L 27.386401 51.035355
  873. L 28.054802 51.22736
  874. L 28.723203 51.175946
  875. L 29.391604 51.290929
  876. L 30.060005 51.057973
  877. L 30.728407 50.946746
  878. L 31.396808 50.711427
  879. L 32.065209 50.884472
  880. L 32.73361 50.698472
  881. L 33.402011 51.09595
  882. L 34.070412 51.089571
  883. L 34.738813 51.44367
  884. L 35.407214 51.221762
  885. L 36.075615 51.277437
  886. L 38.080818 50.768381
  887. L 38.749219 50.814954
  888. L 39.41762 50.685484
  889. L 40.754422 50.921349
  890. L 41.422823 51.05341
  891. L 42.091224 50.949345
  892. L 43.428027 51.003464
  893. L 44.096428 50.852557
  894. L 44.764829 51.161867
  895. L 45.43323 50.751572
  896. L 46.101631 50.771941
  897. L 46.770032 50.936236
  898. L 47.438433 50.746536
  899. L 49.443636 51.044765
  900. L 50.780438 51.116296
  901. L 51.448839 51.33479
  902. L 52.11724 50.970856
  903. L 54.122443 50.701756
  904. L 54.790845 50.643303
  905. L 55.459246 51.011001
  906. L 56.127647 51.191794
  907. L 56.796048 51.205605
  908. L 57.464449 51.411885
  909. L 58.13285 51.216441
  910. L 58.801251 51.393259
  911. L 59.469652 51.16093
  912. L 61.474855 50.891577
  913. L 62.143256 51.240062
  914. L 62.811657 51.299501
  915. L 63.480058 51.218047
  916. L 64.148459 51.371822
  917. L 64.81686 51.094353
  918. L 65.485261 51.459338
  919. L 66.153662 51.328508
  920. L 66.822064 51.5507
  921. L 67.490465 51.347989
  922. L 68.158866 51.653788
  923. L 68.827267 51.279368
  924. L 69.495668 51.233332
  925. L 70.164069 50.965226
  926. L 70.83247 51.015009
  927. L 71.500871 50.931665
  928. L 73.506074 51.108197
  929. L 74.174475 51.329607
  930. L 74.842876 51.066113
  931. L 75.511277 51.189684
  932. L 76.179678 51.04778
  933. L 76.848079 51.273689
  934. L 77.51648 51.085285
  935. L 78.853283 51.212938
  936. L 79.521684 51.16115
  937. L 80.190085 51.332598
  938. L 80.858486 51.142402
  939. L 81.526887 51.218495
  940. L 82.195288 51.023573
  941. L 84.868892 51.253384
  942. L 85.537293 51.029358
  943. L 86.205694 51.172915
  944. L 86.874095 50.68898
  945. L 87.542496 50.864632
  946. L 89.547699 50.509531
  947. L 90.2161 50.60548
  948. L 90.884502 50.395843
  949. L 93.558106 50.964501
  950. L 94.226507 51.016541
  951. L 94.894908 50.833018
  952. L 95.563309 50.881702
  953. L 96.900111 50.594627
  954. L 98.905314 50.870669
  955. L 100.242116 51.315935
  956. L 100.910517 51.387384
  957. L 101.578918 51.324287
  958. L 102.247319 51.138458
  959. L 103.584122 51.053606
  960. L 104.252523 51.184184
  961. L 106.257726 51.285813
  962. L 106.926127 51.115057
  963. L 108.93133 51.07585
  964. L 109.599731 51.210168
  965. L 110.936533 51.111961
  966. L 111.604934 51.007562
  967. L 112.273335 51.218592
  968. L 114.278538 51.383221
  969. L 114.94694 51.201743
  970. L 116.952143 51.085065
  971. L 118.288945 51.492117
  972. L 118.957346 51.207251
  973. L 119.625747 51.307502
  974. L 120.294148 50.796564
  975. L 120.962549 50.795684
  976. L 124.304554 51.365483
  977. L 125.641356 51.365312
  978. L 126.978159 50.954438
  979. L 127.64656 50.679504
  980. L 128.314961 51.07699
  981. L 128.983362 50.861332
  982. L 129.651763 51.226659
  983. L 130.320164 51.421279
  984. L 130.988565 51.453969
  985. L 131.656966 51.604697
  986. L 134.998971 50.63333
  987. L 135.667372 50.947048
  988. L 136.335773 50.86099
  989. L 137.672575 51.36404
  990. L 138.340976 51.145221
  991. L 139.009378 51.211545
  992. L 139.677779 50.939894
  993. L 140.34618 51.001965
  994. L 141.014581 50.840661
  995. L 141.682982 51.228761
  996. L 142.351383 50.999911
  997. L 143.688185 51.098672
  998. L 144.356586 51.054828
  999. L 145.024987 51.248911
  1000. L 146.361789 51.032544
  1001. L 147.03019 51.127385
  1002. L 147.698591 51.012141
  1003. L 148.366992 51.243338
  1004. L 149.035393 51.212221
  1005. L 149.703794 51.452274
  1006. L 150.372195 51.350531
  1007. L 151.040597 51.479651
  1008. L 153.0458 51.163268
  1009. L 153.714201 51.111244
  1010. L 155.051003 50.528499
  1011. L 155.719404 50.469964
  1012. L 157.056206 50.596126
  1013. L 157.724607 51.074636
  1014. L 158.393008 51.161875
  1015. L 159.061409 51.389429
  1016. L 159.72981 51.439131
  1017. L 160.398211 51.762961
  1018. L 161.066612 51.812631
  1019. L 162.403414 51.440997
  1020. L 163.071816 51.696588
  1021. L 163.740217 51.599759
  1022. L 165.077019 51.827525
  1023. L 165.74542 51.70956
  1024. L 166.413821 51.723338
  1025. L 167.750623 51.313972
  1026. L 169.087425 51.059676
  1027. L 169.755826 51.232974
  1028. L 170.424227 51.080054
  1029. L 171.092628 51.386887
  1030. L 171.761029 51.162372
  1031. L 172.42943 51.554595
  1032. L 173.097831 51.177283
  1033. L 173.766232 51.290432
  1034. L 174.434633 50.884439
  1035. L 175.103035 51.007415
  1036. L 175.771436 50.772235
  1037. L 179.781842 50.999031
  1038. L 180.450243 50.98047
  1039. L 181.118644 50.719738
  1040. L 181.787045 50.96912
  1041. L 182.455446 50.736066
  1042. L 183.792248 51.116116
  1043. L 184.460649 50.776301
  1044. L 185.12905 50.859401
  1045. L 185.797451 50.556324
  1046. L 187.134254 50.729434
  1047. L 188.471056 51.188551
  1048. L 189.139457 50.931347
  1049. L 189.807858 51.338872
  1050. L 190.476259 50.99402
  1051. L 191.14466 51.245261
  1052. L 191.813061 50.817553
  1053. L 192.481462 51.087689
  1054. L 193.149863 50.920478
  1055. L 193.818264 51.695717
  1056. L 194.486665 52.731159
  1057. L 195.155066 51.595709
  1058. L 195.823467 51.33501
  1059. L 196.491868 51.5401
  1060. L 197.160269 52.24191
  1061. L 198.497071 52.095094
  1062. L 200.502275 52.250816
  1063. L 201.839077 51.939583
  1064. L 202.507478 51.816713
  1065. L 203.175879 51.53887
  1066. L 203.84428 51.589395
  1067. L 205.849483 51.40399
  1068. L 206.517884 51.434943
  1069. L 207.186285 51.313784
  1070. L 207.854686 51.486096
  1071. L 208.523087 50.659688
  1072. L 209.191488 50.812241
  1073. L 210.52829 50.970994
  1074. L 211.865093 51.207014
  1075. L 212.533494 51.017446
  1076. L 213.201895 51.089383
  1077. L 213.870296 50.839765
  1078. L 216.5439 51.037465
  1079. L 217.212301 51.26937
  1080. L 217.880702 51.049483
  1081. L 219.885905 52.756393
  1082. L 220.554306 52.155795
  1083. L 221.891108 51.668242
  1084. L 222.559509 52.03211
  1085. L 223.896312 51.95464
  1086. L 224.564713 52.192925
  1087. L 225.233114 52.182333
  1088. L 225.901515 52.037455
  1089. L 226.569916 52.056913
  1090. L 227.238317 51.843177
  1091. L 228.575119 51.715654
  1092. L 229.24352 51.512894
  1093. L 229.911921 51.598439
  1094. L 230.580322 51.39022
  1095. L 231.248723 51.498717
  1096. L 231.917124 51.088935
  1097. L 232.585525 51.475316
  1098. L 233.253926 51.036316
  1099. L 233.922327 51.149368
  1100. L 234.590728 51.435416
  1101. L 235.25913 50.837671
  1102. L 237.264333 51.042313
  1103. L 238.601135 51.48335
  1104. L 239.269536 51.503589
  1105. L 239.937937 51.930066
  1106. L 240.606338 51.960262
  1107. L 241.274739 52.163797
  1108. L 241.94314 51.912361
  1109. L 243.279942 52.097269
  1110. L 243.948343 51.866545
  1111. L 244.616744 52.012246
  1112. L 245.285145 51.679543
  1113. L 245.953546 51.600606
  1114. L 246.621947 51.683723
  1115. L 247.290349 52.912042
  1116. L 248.627151 51.839266
  1117. L 249.963953 51.806846
  1118. L 251.969156 52.341632
  1119. L 252.637557 52.2526
  1120. L 253.305958 52.393103
  1121. L 253.974359 52.363061
  1122. L 254.64276 52.178683
  1123. L 255.311161 52.143076
  1124. L 256.647963 51.81857
  1125. L 257.316364 52.09876
  1126. L 257.984765 51.781049
  1127. L 259.321568 51.870888
  1128. L 259.989969 51.477532
  1129. L 260.65837 51.492557
  1130. L 261.326771 51.157988
  1131. L 261.995172 51.176256
  1132. L 262.663573 51.463648
  1133. L 263.331974 51.321183
  1134. L 264.000375 51.42273
  1135. L 264.668776 51.238962
  1136. L 265.337177 51.492622
  1137. L 266.005578 51.554269
  1138. L 266.673979 51.770539
  1139. L 267.34238 52.145822
  1140. L 268.679182 51.677848
  1141. L 269.347583 51.545665
  1142. L 270.015984 51.297252
  1143. L 271.352787 51.408935
  1144. L 272.689589 51.679877
  1145. L 273.35799 52.144779
  1146. L 274.694792 52.04016
  1147. L 275.363193 51.620055
  1148. L 276.031594 51.745582
  1149. L 276.699995 51.476946
  1150. L 278.705198 51.812443
  1151. L 279.373599 51.700231
  1152. L 280.042 51.946892
  1153. L 280.710401 51.815295
  1154. L 281.378802 51.883102
  1155. L 282.047203 51.635365
  1156. L 282.715604 51.608355
  1157. L 284.052407 51.089098
  1158. L 286.05761 51.372612
  1159. L 288.731214 52.067782
  1160. L 289.399615 51.825521
  1161. L 291.404818 51.584172
  1162. L 292.073219 51.639969
  1163. L 292.74162 51.814472
  1164. L 293.410021 52.12665
  1165. L 294.078422 52.054305
  1166. L 294.746823 52.262288
  1167. L 295.415225 51.91848
  1168. L 296.752027 51.889343
  1169. L 297.420428 51.720999
  1170. L 298.088829 51.418925
  1171. L 298.75723 51.49417
  1172. L 299.425631 51.701925
  1173. L 300.094032 51.595424
  1174. L 301.430834 51.782638
  1175. L 302.099235 51.745631
  1176. L 302.767636 52.023612
  1177. L 304.104438 51.548663
  1178. L 304.772839 51.652924
  1179. L 305.44124 51.56091
  1180. L 306.778042 51.836031
  1181. L 307.446444 51.679567
  1182. L 308.114845 51.989945
  1183. L 308.783246 51.51687
  1184. L 309.451647 51.338725
  1185. L 310.788449 51.168841
  1186. L 311.45685 51.416171
  1187. L 314.798855 51.613627
  1188. L 315.467256 51.211976
  1189. L 316.804058 51.019971
  1190. L 317.472459 51.346278
  1191. L 318.14086 51.462451
  1192. L 318.809261 51.344966
  1193. L 319.477663 51.558302
  1194. L 320.814465 51.502286
  1195. L 322.151267 51.408609
  1196. L 322.819668 51.656354
  1197. L 323.488069 51.389869
  1198. L 324.15647 51.907586
  1199. L 324.824871 51.319162
  1200. L 326.161673 51.712298
  1201. L 326.830074 51.044529
  1202. L 327.498475 51.019328
  1203. L 328.835277 51.233911
  1204. L 329.503678 52.071196
  1205. L 330.84048 51.257393
  1206. L 331.508882 51.53284
  1207. L 332.177283 51.28292
  1208. L 332.845684 51.172044
  1209. L 335.519288 51.710391
  1210. L 336.187689 51.563159
  1211. L 336.85609 51.727135
  1212. L 337.524491 51.730712
  1213. L 338.861293 51.299933
  1214. L 339.529694 50.889149
  1215. L 340.866496 50.749592
  1216. L 342.203298 51.153784
  1217. L 342.871699 51.302695
  1218. L 343.540101 51.206191
  1219. L 344.208502 51.379424
  1220. L 344.876903 51.387018
  1221. L 346.213705 51.23057
  1222. L 346.882106 51.262762
  1223. L 348.218908 51.097458
  1224. L 348.887309 51.261141
  1225. L 349.55571 51.202639
  1226. L 350.224111 51.410858
  1227. L 350.892512 51.222153
  1228. L 351.560913 51.444468
  1229. L 352.229314 51.268221
  1230. L 352.897715 51.515216
  1231. L 353.566116 51.538886
  1232. L 354.234517 51.70481
  1233. L 354.902918 52.374273
  1234. L 355.57132 53.773437
  1235. L 356.239721 52.905841
  1236. L 356.908122 52.319698
  1237. L 357.576523 52.128304
  1238. L 358.244924 52.054745
  1239. L 358.913325 52.190269
  1240. L 360.250127 52.233225
  1241. L 360.918528 52.40209
  1242. L 361.586929 52.452672
  1243. L 362.25533 52.346252
  1244. L 362.923731 52.404901
  1245. L 363.592132 52.099233
  1246. L 364.260533 52.166754
  1247. L 364.928934 51.98649
  1248. L 365.597335 52.094621
  1249. L 366.265736 51.982636
  1250. L 366.934137 52.02745
  1251. L 367.602539 51.801297
  1252. L 368.27094 51.97092
  1253. L 369.607742 51.72535
  1254. L 370.276143 52.051128
  1255. L 370.944544 52.066959
  1256. L 371.612945 51.493315
  1257. L 372.281346 51.385616
  1258. L 372.281346 51.385616
  1259. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1260. </g>
  1261. <g id="text_4">
  1262. <g id="patch_6">
  1263. <path d="M 18.697188 53.610924
  1264. L 45.240938 53.610924
  1265. Q 47.640938 53.610924 47.640938 51.210924
  1266. L 47.640938 43.468424
  1267. Q 47.640938 41.068424 45.240938 41.068424
  1268. L 18.697188 41.068424
  1269. Q 16.297188 41.068424 16.297188 43.468424
  1270. L 16.297188 51.210924
  1271. Q 16.297188 53.610924 18.697188 53.610924
  1272. z
  1273. " style="fill:#ffffff;opacity:0.8;"/>
  1274. </g>
  1275. <!-- GSCSF -->
  1276. <defs>
  1277. <path d="M 64.40625 67.28125
  1278. L 64.40625 56.890625
  1279. Q 59.421875 61.53125 53.78125 63.8125
  1280. Q 48.140625 66.109375 41.796875 66.109375
  1281. Q 29.296875 66.109375 22.65625 58.46875
  1282. Q 16.015625 50.828125 16.015625 36.375
  1283. Q 16.015625 21.96875 22.65625 14.328125
  1284. Q 29.296875 6.6875 41.796875 6.6875
  1285. Q 48.140625 6.6875 53.78125 8.984375
  1286. Q 59.421875 11.28125 64.40625 15.921875
  1287. L 64.40625 5.609375
  1288. Q 59.234375 2.09375 53.4375 0.328125
  1289. Q 47.65625 -1.421875 41.21875 -1.421875
  1290. Q 24.65625 -1.421875 15.125 8.703125
  1291. Q 5.609375 18.84375 5.609375 36.375
  1292. Q 5.609375 53.953125 15.125 64.078125
  1293. Q 24.65625 74.21875 41.21875 74.21875
  1294. Q 47.75 74.21875 53.53125 72.484375
  1295. Q 59.328125 70.75 64.40625 67.28125
  1296. z
  1297. " id="DejaVuSans-43"/>
  1298. <path d="M 9.8125 72.90625
  1299. L 51.703125 72.90625
  1300. L 51.703125 64.59375
  1301. L 19.671875 64.59375
  1302. L 19.671875 43.109375
  1303. L 48.578125 43.109375
  1304. L 48.578125 34.8125
  1305. L 19.671875 34.8125
  1306. L 19.671875 0
  1307. L 9.8125 0
  1308. z
  1309. " id="DejaVuSans-46"/>
  1310. </defs>
  1311. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1312. <use xlink:href="#DejaVuSans-47"/>
  1313. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1314. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1315. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1316. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1317. </g>
  1318. </g>
  1319. <g id="text_5">
  1320. <g id="patch_7">
  1321. <path d="M 280.129663 50.475299
  1322. L 365.209663 50.475299
  1323. Q 366.409663 50.475299 366.409663 49.275299
  1324. L 366.409663 45.404049
  1325. Q 366.409663 44.204049 365.209663 44.204049
  1326. L 280.129663 44.204049
  1327. Q 278.929663 44.204049 278.929663 45.404049
  1328. L 278.929663 49.275299
  1329. Q 278.929663 50.475299 280.129663 50.475299
  1330. z
  1331. " style="fill:#ffffff;opacity:0.8;"/>
  1332. </g>
  1333. <!-- max: 717.515 $\bullet$ mean: 701.713 $\bullet$ $\sigma$: 3.544 -->
  1334. <defs>
  1335. <path d="M 40.578125 39.3125
  1336. Q 47.65625 37.796875 51.625 33
  1337. Q 55.609375 28.21875 55.609375 21.1875
  1338. Q 55.609375 10.40625 48.1875 4.484375
  1339. Q 40.765625 -1.421875 27.09375 -1.421875
  1340. Q 22.515625 -1.421875 17.65625 -0.515625
  1341. Q 12.796875 0.390625 7.625 2.203125
  1342. L 7.625 11.71875
  1343. Q 11.71875 9.328125 16.59375 8.109375
  1344. Q 21.484375 6.890625 26.8125 6.890625
  1345. Q 36.078125 6.890625 40.9375 10.546875
  1346. Q 45.796875 14.203125 45.796875 21.1875
  1347. Q 45.796875 27.640625 41.28125 31.265625
  1348. Q 36.765625 34.90625 28.71875 34.90625
  1349. L 20.21875 34.90625
  1350. L 20.21875 43.015625
  1351. L 29.109375 43.015625
  1352. Q 36.375 43.015625 40.234375 45.921875
  1353. Q 44.09375 48.828125 44.09375 54.296875
  1354. Q 44.09375 59.90625 40.109375 62.90625
  1355. Q 36.140625 65.921875 28.71875 65.921875
  1356. Q 24.65625 65.921875 20.015625 65.03125
  1357. Q 15.375 64.15625 9.8125 62.3125
  1358. L 9.8125 71.09375
  1359. Q 15.4375 72.65625 20.34375 73.4375
  1360. Q 25.25 74.21875 29.59375 74.21875
  1361. Q 40.828125 74.21875 47.359375 69.109375
  1362. Q 53.90625 64.015625 53.90625 55.328125
  1363. Q 53.90625 49.265625 50.4375 45.09375
  1364. Q 46.96875 40.921875 40.578125 39.3125
  1365. z
  1366. " id="DejaVuSans-33"/>
  1367. </defs>
  1368. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1369. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1370. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1371. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1372. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1373. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1374. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1375. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
  1376. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
  1377. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1378. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
  1379. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
  1380. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-35"/>
  1381. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1382. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1383. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1384. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1385. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1386. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1387. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1388. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1389. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1390. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-37"/>
  1391. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-30"/>
  1392. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-31"/>
  1393. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1394. <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
  1395. <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-31"/>
  1396. <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-33"/>
  1397. <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
  1398. <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1399. <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
  1400. <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1401. <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1402. <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
  1403. <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-33"/>
  1404. <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1405. <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-35"/>
  1406. <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-34"/>
  1407. <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-34"/>
  1408. </g>
  1409. </g>
  1410. <g id="text_6">
  1411. <!-- 706.73 -->
  1412. <g style="fill:#d3d3d3;" transform="translate(7.2 51.521064)scale(0.03 -0.03)">
  1413. <use xlink:href="#DejaVuSans-37"/>
  1414. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  1415. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  1416. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1417. <use x="222.65625" xlink:href="#DejaVuSans-37"/>
  1418. <use x="286.279297" xlink:href="#DejaVuSans-33"/>
  1419. </g>
  1420. </g>
  1421. </g>
  1422. <g id="axes_3">
  1423. <g id="patch_8">
  1424. <path d="M 18.697188 92.898048
  1425. L 372.281346 92.898048
  1426. L 372.281346 67.351296
  1427. L 18.697188 67.351296
  1428. z
  1429. " style="fill:#ffffff;"/>
  1430. </g>
  1431. <g id="matplotlib.axis_5">
  1432. <g id="xtick_11"/>
  1433. <g id="xtick_12"/>
  1434. <g id="xtick_13"/>
  1435. <g id="xtick_14"/>
  1436. <g id="xtick_15"/>
  1437. </g>
  1438. <g id="matplotlib.axis_6"/>
  1439. <g id="line2d_5">
  1440. <path clip-path="url(#p7d58475ea5)" d="M 18.697188 78.6715
  1441. L 372.281346 78.6715
  1442. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1443. </g>
  1444. <g id="line2d_6">
  1445. <path clip-path="url(#p7d58475ea5)" d="M 18.697188 78.502058
  1446. L 20.702391 78.593415
  1447. L 22.039193 78.876015
  1448. L 22.707594 78.904912
  1449. L 24.712797 78.460204
  1450. L 26.718 78.349888
  1451. L 27.386401 78.689713
  1452. L 28.054802 78.867477
  1453. L 29.391604 78.942128
  1454. L 31.396808 78.522654
  1455. L 35.407214 78.954906
  1456. L 37.412417 78.670329
  1457. L 38.749219 78.682595
  1458. L 42.091224 78.888688
  1459. L 42.759626 78.786588
  1460. L 44.096428 78.732789
  1461. L 46.770032 78.636794
  1462. L 48.106834 78.783777
  1463. L 51.448839 78.940907
  1464. L 53.454042 78.554504
  1465. L 57.464449 79.135434
  1466. L 61.474855 78.721308
  1467. L 62.811657 78.913941
  1468. L 64.148459 78.982677
  1469. L 65.485261 79.040111
  1470. L 66.822064 79.014659
  1471. L 68.827267 79.002639
  1472. L 69.495668 78.903596
  1473. L 71.500871 78.869929
  1474. L 72.169272 78.822613
  1475. L 73.506074 78.995881
  1476. L 76.179678 79.053154
  1477. L 78.184881 78.891907
  1478. L 85.537293 78.977064
  1479. L 86.874095 78.90228
  1480. L 88.879298 78.928527
  1481. L 90.2161 78.780843
  1482. L 92.889705 78.781193
  1483. L 93.558106 78.951773
  1484. L 95.563309 78.816735
  1485. L 96.900111 78.681886
  1486. L 97.568512 78.677352
  1487. L 99.573715 78.998777
  1488. L 100.242116 79.100981
  1489. L 101.578918 79.007087
  1490. L 102.915721 78.999544
  1491. L 116.952143 79.081653
  1492. L 117.620544 79.234732
  1493. L 118.957346 79.254467
  1494. L 120.962549 78.694029
  1495. L 122.299351 78.892389
  1496. L 122.967752 79.099353
  1497. L 124.972955 79.165798
  1498. L 125.641356 79.152594
  1499. L 127.64656 78.777322
  1500. L 130.320164 79.322795
  1501. L 132.325367 79.140185
  1502. L 134.33057 78.668786
  1503. L 137.672575 79.22397
  1504. L 141.682982 79.130162
  1505. L 142.351383 78.930032
  1506. L 143.688185 79.040726
  1507. L 144.356586 78.935048
  1508. L 145.693388 79.013117
  1509. L 146.361789 78.919147
  1510. L 151.708998 79.177838
  1511. L 152.377399 79.06224
  1512. L 153.0458 79.105979
  1513. L 154.382602 78.726684
  1514. L 155.719404 78.653888
  1515. L 157.056206 78.75418
  1516. L 159.72981 79.155841
  1517. L 160.398211 79.009529
  1518. L 161.066612 79.059514
  1519. L 161.735013 78.922422
  1520. L 163.071816 79.02809
  1521. L 163.740217 79.164691
  1522. L 165.74542 79.240317
  1523. L 167.750623 78.880965
  1524. L 170.424227 79.066216
  1525. L 172.42943 79.274987
  1526. L 173.766232 79.084133
  1527. L 175.771436 78.940784
  1528. L 176.439837 78.911991
  1529. L 177.108238 79.052879
  1530. L 177.776639 79.031526
  1531. L 178.44504 79.140801
  1532. L 181.118644 79.002516
  1533. L 183.123847 79.049728
  1534. L 186.465852 78.825594
  1535. L 189.807858 79.119561
  1536. L 190.476259 78.952975
  1537. L 191.14466 79.034186
  1538. L 192.481462 78.933203
  1539. L 193.149863 79.01943
  1540. L 193.818264 78.896421
  1541. L 194.486665 79.115699
  1542. L 195.823467 78.991706
  1543. L 196.491868 78.951981
  1544. L 197.160269 79.222939
  1545. L 199.833874 79.509494
  1546. L 201.170676 79.306799
  1547. L 201.839077 79.113437
  1548. L 205.849483 79.024569
  1549. L 206.517884 79.251959
  1550. L 207.854686 78.874813
  1551. L 209.191488 78.858533
  1552. L 211.865093 79.162769
  1553. L 213.870296 78.7349
  1554. L 217.880702 78.956042
  1555. L 218.549103 79.333501
  1556. L 219.885905 78.937244
  1557. L 220.554306 79.154355
  1558. L 222.559509 79.176077
  1559. L 223.227911 79.380286
  1560. L 224.564713 79.412951
  1561. L 225.901515 79.42093
  1562. L 226.569916 79.286771
  1563. L 227.238317 79.403542
  1564. L 227.906718 79.260704
  1565. L 228.575119 79.278944
  1566. L 229.24352 79.145713
  1567. L 231.248723 79.185675
  1568. L 231.917124 78.981588
  1569. L 233.253926 79.144994
  1570. L 233.922327 78.569847
  1571. L 234.590728 78.900359
  1572. L 237.264333 78.844732
  1573. L 238.601135 79.168742
  1574. L 241.274739 79.085099
  1575. L 241.94314 79.201273
  1576. L 242.611541 79.193938
  1577. L 243.279942 79.304594
  1578. L 247.290349 79.079997
  1579. L 247.95875 79.230473
  1580. L 248.627151 79.165523
  1581. L 249.963953 79.305626
  1582. L 250.632354 79.457787
  1583. L 251.969156 79.535334
  1584. L 252.637557 79.703141
  1585. L 253.305958 79.593223
  1586. L 253.974359 79.659157
  1587. L 256.647963 79.481591
  1588. L 257.316364 79.512277
  1589. L 257.984765 79.387612
  1590. L 259.321568 79.43986
  1591. L 260.65837 79.319189
  1592. L 261.326771 79.291599
  1593. L 261.995172 79.093551
  1594. L 264.668776 78.975502
  1595. L 265.337177 79.028923
  1596. L 266.005578 79.236114
  1597. L 268.010781 79.286667
  1598. L 268.679182 79.042165
  1599. L 270.015984 78.797587
  1600. L 271.352787 79.018048
  1601. L 273.35799 79.367565
  1602. L 274.694792 79.348342
  1603. L 275.363193 79.164624
  1604. L 278.036797 78.988706
  1605. L 278.705198 79.270444
  1606. L 281.378802 79.255177
  1607. L 282.047203 79.201226
  1608. L 282.715604 78.970306
  1609. L 283.384006 78.944693
  1610. L 284.052407 78.648389
  1611. L 284.720808 78.822868
  1612. L 285.389209 78.829295
  1613. L 286.726011 79.110039
  1614. L 289.399615 79.146111
  1615. L 290.068016 78.984106
  1616. L 294.746823 79.329336
  1617. L 296.083626 79.193957
  1618. L 297.420428 79.00085
  1619. L 298.088829 78.855598
  1620. L 301.430834 79.25035
  1621. L 303.436037 79.1985
  1622. L 308.783246 79.019562
  1623. L 310.120048 78.905375
  1624. L 311.45685 78.904325
  1625. L 312.125251 79.09516
  1626. L 312.793652 79.048355
  1627. L 313.462053 79.181785
  1628. L 314.798855 78.961835
  1629. L 315.467256 78.882773
  1630. L 316.135657 78.650509
  1631. L 316.804058 78.630925
  1632. L 318.14086 78.883785
  1633. L 319.477663 78.858722
  1634. L 320.146064 78.984854
  1635. L 320.814465 78.844941
  1636. L 321.482866 78.97661
  1637. L 322.151267 78.840303
  1638. L 322.819668 78.935143
  1639. L 323.488069 78.824099
  1640. L 324.15647 78.948224
  1641. L 325.493272 78.788122
  1642. L 331.508882 78.853365
  1643. L 332.845684 78.918475
  1644. L 333.514085 78.858703
  1645. L 334.850887 79.030665
  1646. L 335.519288 79.01058
  1647. L 336.85609 79.173209
  1648. L 337.524491 79.166565
  1649. L 340.198095 78.606912
  1650. L 343.540101 78.928991
  1651. L 344.208502 78.874074
  1652. L 344.876903 78.971148
  1653. L 346.213705 78.857624
  1654. L 348.218908 78.780843
  1655. L 348.887309 78.913298
  1656. L 349.55571 78.804127
  1657. L 352.897715 79.006955
  1658. L 353.566116 78.920699
  1659. L 354.234517 79.068951
  1660. L 354.902918 79.474918
  1661. L 355.57132 79.382359
  1662. L 356.239721 79.545594
  1663. L 356.908122 79.245115
  1664. L 357.576523 79.454417
  1665. L 358.244924 79.291901
  1666. L 358.913325 79.542613
  1667. L 360.250127 79.551974
  1668. L 362.25533 79.632105
  1669. L 364.928934 79.505377
  1670. L 366.934137 79.436907
  1671. L 368.27094 79.36943
  1672. L 368.939341 79.452761
  1673. L 369.607742 79.319994
  1674. L 370.944544 79.332242
  1675. L 372.281346 79.082675
  1676. L 372.281346 79.082675
  1677. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1678. </g>
  1679. <g id="text_7">
  1680. <g id="patch_9">
  1681. <path d="M 18.697188 81.286572
  1682. L 44.787188 81.286572
  1683. Q 47.187188 81.286572 47.187188 78.886572
  1684. L 47.187188 71.144072
  1685. Q 47.187188 68.744072 44.787188 68.744072
  1686. L 18.697188 68.744072
  1687. Q 16.297188 68.744072 16.297188 71.144072
  1688. L 16.297188 78.886572
  1689. Q 16.297188 81.286572 18.697188 81.286572
  1690. z
  1691. " style="fill:#ffffff;opacity:0.8;"/>
  1692. </g>
  1693. <!-- GSWM -->
  1694. <defs>
  1695. <path d="M 3.328125 72.90625
  1696. L 13.28125 72.90625
  1697. L 28.609375 11.28125
  1698. L 43.890625 72.90625
  1699. L 54.984375 72.90625
  1700. L 70.3125 11.28125
  1701. L 85.59375 72.90625
  1702. L 95.609375 72.90625
  1703. L 77.296875 0
  1704. L 64.890625 0
  1705. L 49.515625 63.28125
  1706. L 33.984375 0
  1707. L 21.578125 0
  1708. z
  1709. " id="DejaVuSans-57"/>
  1710. <path d="M 9.8125 72.90625
  1711. L 24.515625 72.90625
  1712. L 43.109375 23.296875
  1713. L 61.8125 72.90625
  1714. L 76.515625 72.90625
  1715. L 76.515625 0
  1716. L 66.890625 0
  1717. L 66.890625 64.015625
  1718. L 48.09375 14.015625
  1719. L 38.1875 14.015625
  1720. L 19.390625 64.015625
  1721. L 19.390625 0
  1722. L 9.8125 0
  1723. z
  1724. " id="DejaVuSans-4d"/>
  1725. </defs>
  1726. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1727. <use xlink:href="#DejaVuSans-47"/>
  1728. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1729. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1730. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1731. </g>
  1732. </g>
  1733. <g id="text_8">
  1734. <g id="patch_10">
  1735. <path d="M 280.129663 78.150947
  1736. L 365.209663 78.150947
  1737. Q 366.409663 78.150947 366.409663 76.950947
  1738. L 366.409663 73.079697
  1739. Q 366.409663 71.879697 365.209663 71.879697
  1740. L 280.129663 71.879697
  1741. Q 278.929663 71.879697 278.929663 73.079697
  1742. L 278.929663 76.950947
  1743. Q 278.929663 78.150947 280.129663 78.150947
  1744. z
  1745. " style="fill:#ffffff;opacity:0.8;"/>
  1746. </g>
  1747. <!-- max: 709.238 $\bullet$ mean: 704.882 $\bullet$ $\sigma$: 1.472 -->
  1748. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1749. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1750. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1751. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1752. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1753. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1754. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1755. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
  1756. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
  1757. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1758. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
  1759. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-33"/>
  1760. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-38"/>
  1761. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1762. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1763. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  1764. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1765. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  1766. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  1767. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1768. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1769. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1770. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-37"/>
  1771. <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-30"/>
  1772. <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-34"/>
  1773. <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1774. <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-38"/>
  1775. <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-38"/>
  1776. <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-32"/>
  1777. <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
  1778. <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1779. <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
  1780. <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1781. <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1782. <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
  1783. <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
  1784. <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1785. <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-34"/>
  1786. <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-37"/>
  1787. <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-32"/>
  1788. </g>
  1789. </g>
  1790. <g id="text_9">
  1791. <!-- 707.16 -->
  1792. <g style="fill:#d3d3d3;" transform="translate(7.2 79.499312)scale(0.03 -0.03)">
  1793. <use xlink:href="#DejaVuSans-37"/>
  1794. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  1795. <use x="127.246094" xlink:href="#DejaVuSans-37"/>
  1796. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1797. <use x="222.65625" xlink:href="#DejaVuSans-31"/>
  1798. <use x="286.279297" xlink:href="#DejaVuSans-36"/>
  1799. </g>
  1800. </g>
  1801. </g>
  1802. <g id="axes_4">
  1803. <g id="patch_11">
  1804. <path d="M 18.697188 120.573696
  1805. L 372.281346 120.573696
  1806. L 372.281346 95.026944
  1807. L 18.697188 95.026944
  1808. z
  1809. " style="fill:#ffffff;"/>
  1810. </g>
  1811. <g id="matplotlib.axis_7">
  1812. <g id="xtick_16"/>
  1813. <g id="xtick_17"/>
  1814. <g id="xtick_18"/>
  1815. <g id="xtick_19"/>
  1816. <g id="xtick_20"/>
  1817. </g>
  1818. <g id="matplotlib.axis_8"/>
  1819. <g id="line2d_7">
  1820. <path clip-path="url(#pe146266baa)" d="M 18.697188 109.001774
  1821. L 372.281346 109.001774
  1822. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1823. </g>
  1824. <g id="line2d_8">
  1825. <path clip-path="url(#pe146266baa)" d="M 19.365589 110.884054
  1826. L 20.702391 111.892884
  1827. L 21.370792 114.040633
  1828. L 22.039193 114.13408
  1829. L 22.707594 112.9222
  1830. L 23.375995 113.880326
  1831. L 24.044396 114.274779
  1832. L 24.712797 113.536169
  1833. L 25.381198 113.134834
  1834. L 26.049599 112.043704
  1835. L 26.718 111.869257
  1836. L 27.386401 112.584551
  1837. L 28.054802 113.093146
  1838. L 28.723203 111.097519
  1839. L 29.391604 113.384193
  1840. L 30.060005 112.938389
  1841. L 30.728407 112.104673
  1842. L 31.396808 112.987203
  1843. L 32.065209 113.211571
  1844. L 32.73361 114.709048
  1845. L 33.402011 114.125798
  1846. L 34.070412 113.831756
  1847. L 34.738813 112.537135
  1848. L 35.407214 114.01346
  1849. L 36.075615 114.167339
  1850. L 36.744016 113.937408
  1851. L 37.412417 112.967808
  1852. L 38.080818 114.306394
  1853. L 38.749219 114.023028
  1854. L 39.41762 114.183675
  1855. L 40.086021 111.786371
  1856. L 40.754422 113.26442
  1857. L 41.422823 114.418032
  1858. L 42.091224 113.400856
  1859. L 42.759626 113.878163
  1860. L 43.428027 113.388928
  1861. L 44.096428 113.412148
  1862. L 44.764829 114.233743
  1863. L 46.101631 113.90239
  1864. L 46.770032 114.711603
  1865. L 47.438433 113.184462
  1866. L 48.775235 112.921271
  1867. L 49.443636 113.109288
  1868. L 50.112037 113.882328
  1869. L 50.780438 114.851879
  1870. L 51.448839 113.139439
  1871. L 52.11724 112.057682
  1872. L 52.785641 114.82682
  1873. L 53.454042 114.410108
  1874. L 54.122443 111.063968
  1875. L 54.790845 110.90498
  1876. L 56.127647 111.349743
  1877. L 56.796048 111.18545
  1878. L 57.464449 114.155623
  1879. L 58.13285 115.619875
  1880. L 58.801251 115.500882
  1881. L 59.469652 113.936789
  1882. L 60.138053 111.900793
  1883. L 60.806454 110.444579
  1884. L 61.474855 112.130334
  1885. L 62.143256 113.236661
  1886. L 62.811657 114.019415
  1887. L 63.480058 113.371486
  1888. L 64.148459 114.219831
  1889. L 64.81686 114.266692
  1890. L 65.485261 114.190574
  1891. L 66.153662 113.587603
  1892. L 66.822064 110.861794
  1893. L 67.490465 112.366171
  1894. L 68.158866 112.840109
  1895. L 68.827267 113.825752
  1896. L 69.495668 113.537927
  1897. L 70.83247 113.702513
  1898. L 71.500871 113.971853
  1899. L 72.169272 114.042179
  1900. L 73.506074 113.41223
  1901. L 74.174475 113.765825
  1902. L 74.842876 113.777409
  1903. L 75.511277 112.958744
  1904. L 76.179678 114.160912
  1905. L 76.848079 114.597085
  1906. L 77.51648 114.16524
  1907. L 78.853283 111.577348
  1908. L 79.521684 112.143334
  1909. L 80.190085 113.641463
  1910. L 80.858486 113.798969
  1911. L 81.526887 114.321283
  1912. L 82.195288 114.398214
  1913. L 82.863689 114.865172
  1914. L 83.53209 114.529199
  1915. L 84.868892 115.333708
  1916. L 85.537293 114.26277
  1917. L 86.205694 112.119578
  1918. L 86.874095 109.391067
  1919. L 87.542496 110.635052
  1920. L 88.210897 112.739633
  1921. L 88.879298 113.563065
  1922. L 89.547699 115.655298
  1923. L 90.2161 115.377642
  1924. L 90.884502 114.400524
  1925. L 91.552903 113.116805
  1926. L 92.221304 113.096044
  1927. L 92.889705 112.865395
  1928. L 93.558106 111.067141
  1929. L 94.226507 111.498074
  1930. L 94.894908 114.355647
  1931. L 95.563309 114.6245
  1932. L 96.23171 114.16742
  1933. L 96.900111 112.918749
  1934. L 97.568512 113.439908
  1935. L 98.236913 114.543031
  1936. L 98.905314 113.790215
  1937. L 99.573715 112.651166
  1938. L 100.242116 113.822286
  1939. L 100.910517 113.242845
  1940. L 101.578918 113.446204
  1941. L 102.247319 113.451038
  1942. L 102.915721 113.207601
  1943. L 103.584122 113.223822
  1944. L 104.252523 112.390497
  1945. L 104.920924 113.281309
  1946. L 105.589325 114.66409
  1947. L 107.594528 112.309726
  1948. L 108.262929 113.849215
  1949. L 108.93133 114.349384
  1950. L 109.599731 115.318054
  1951. L 110.268132 114.742373
  1952. L 110.936533 112.749527
  1953. L 111.604934 112.527275
  1954. L 112.273335 111.548693
  1955. L 112.941736 113.43501
  1956. L 114.278538 115.704535
  1957. L 114.94694 115.743423
  1958. L 115.615341 112.588456
  1959. L 116.283742 110.261249
  1960. L 116.952143 111.583237
  1961. L 117.620544 111.868704
  1962. L 118.288945 111.889808
  1963. L 118.957346 110.183162
  1964. L 119.625747 111.504419
  1965. L 120.294148 114.023271
  1966. L 120.962549 113.893784
  1967. L 122.967752 111.845274
  1968. L 123.636153 112.035193
  1969. L 124.304554 111.388826
  1970. L 124.972955 112.851889
  1971. L 125.641356 113.441079
  1972. L 126.309757 113.476535
  1973. L 126.978159 114.273755
  1974. L 127.64656 114.614071
  1975. L 128.314961 113.231438
  1976. L 128.983362 112.396956
  1977. L 129.651763 113.262093
  1978. L 130.320164 113.741451
  1979. L 130.988565 112.729936
  1980. L 131.656966 115.029824
  1981. L 132.325367 115.473334
  1982. L 132.993768 114.272614
  1983. L 133.662169 113.700771
  1984. L 134.33057 112.678957
  1985. L 134.998971 113.307214
  1986. L 135.667372 114.614251
  1987. L 136.335773 111.772865
  1988. L 137.672575 114.305304
  1989. L 138.340976 113.089112
  1990. L 139.677779 114.330231
  1991. L 140.34618 113.486606
  1992. L 141.014581 114.294696
  1993. L 141.682982 112.384005
  1994. L 142.351383 111.320568
  1995. L 143.019784 112.28296
  1996. L 143.688185 112.547208
  1997. L 144.356586 111.835723
  1998. L 145.024987 110.541574
  1999. L 145.693388 113.685298
  2000. L 146.361789 115.069085
  2001. L 147.03019 115.90879
  2002. L 147.698591 114.858355
  2003. L 148.366992 113.522225
  2004. L 149.035393 114.332543
  2005. L 149.703794 112.761291
  2006. L 150.372195 114.12985
  2007. L 151.040597 112.139119
  2008. L 151.708998 112.358296
  2009. L 152.377399 113.357493
  2010. L 153.714201 115.730878
  2011. L 155.051003 111.670047
  2012. L 155.719404 114.791919
  2013. L 157.056206 110.505629
  2014. L 157.724607 112.405012
  2015. L 158.393008 113.463322
  2016. L 159.061409 114.245718
  2017. L 159.72981 114.652552
  2018. L 160.398211 115.564356
  2019. L 161.066612 113.278739
  2020. L 161.735013 113.495085
  2021. L 162.403414 111.094493
  2022. L 163.071816 110.587962
  2023. L 163.740217 110.788883
  2024. L 165.077019 114.328573
  2025. L 165.74542 115.684098
  2026. L 166.413821 116.430876
  2027. L 167.082222 115.04873
  2028. L 167.750623 115.311238
  2029. L 168.419024 114.298909
  2030. L 169.087425 112.547598
  2031. L 170.424227 109.737585
  2032. L 171.092628 112.303315
  2033. L 172.42943 115.680908
  2034. L 173.097831 116.055851
  2035. L 173.766232 116.229273
  2036. L 174.434633 115.889314
  2037. L 175.103035 115.88147
  2038. L 175.771436 115.467427
  2039. L 176.439837 115.585053
  2040. L 177.108238 115.955896
  2041. L 177.776639 116.614336
  2042. L 179.113441 114.798133
  2043. L 179.781842 115.015668
  2044. L 181.118644 115.064921
  2045. L 181.787045 114.252781
  2046. L 182.455446 112.31446
  2047. L 183.123847 108.90172
  2048. L 183.792248 108.997414
  2049. L 184.460649 110.008179
  2050. L 186.465852 115.178202
  2051. L 187.134254 115.587738
  2052. L 187.802655 114.773922
  2053. L 188.471056 114.294011
  2054. L 189.139457 114.328524
  2055. L 189.807858 112.374454
  2056. L 190.476259 114.116328
  2057. L 191.14466 115.297309
  2058. L 191.813061 115.160742
  2059. L 192.481462 112.940765
  2060. L 193.149863 104.054231
  2061. L 193.818264 104.258305
  2062. L 194.486665 112.146522
  2063. L 195.155066 111.317527
  2064. L 195.823467 109.514732
  2065. L 196.491868 108.467305
  2066. L 197.160269 112.479485
  2067. L 197.82867 114.003924
  2068. L 198.497071 113.581469
  2069. L 199.165473 115.225845
  2070. L 199.833874 113.97348
  2071. L 200.502275 113.236661
  2072. L 201.839077 112.363828
  2073. L 202.507478 113.758274
  2074. L 203.175879 114.015591
  2075. L 203.84428 114.82765
  2076. L 204.512681 114.868101
  2077. L 205.181082 114.027323
  2078. L 205.849483 112.082854
  2079. L 206.517884 101.692559
  2080. L 207.186285 105.39908
  2081. L 207.854686 105.445162
  2082. L 208.523087 108.71198
  2083. L 209.191488 113.467975
  2084. L 209.859889 113.977125
  2085. L 210.52829 113.983505
  2086. L 211.196692 113.731281
  2087. L 211.865093 112.735061
  2088. L 212.533494 114.07072
  2089. L 213.201895 114.696535
  2090. L 213.870296 114.659322
  2091. L 215.207098 113.70614
  2092. L 215.875499 113.908021
  2093. L 216.5439 116.111858
  2094. L 217.880702 114.124593
  2095. L 218.549103 103.399255
  2096. L 219.217504 107.088332
  2097. L 219.885905 105.364747
  2098. L 220.554306 112.037195
  2099. L 221.222707 109.992086
  2100. L 221.891108 109.228239
  2101. L 222.559509 113.047994
  2102. L 223.227911 112.758867
  2103. L 223.896312 114.157072
  2104. L 224.564713 113.405396
  2105. L 225.233114 110.761513
  2106. L 225.901515 111.657111
  2107. L 227.238317 113.120857
  2108. L 227.906718 112.766319
  2109. L 228.575119 112.576755
  2110. L 229.24352 112.225277
  2111. L 229.911921 111.478662
  2112. L 230.580322 111.963274
  2113. L 231.248723 113.104959
  2114. L 231.917124 113.629339
  2115. L 232.585525 114.483249
  2116. L 233.253926 101.677168
  2117. L 233.922327 106.769136
  2118. L 234.590728 110.229031
  2119. L 235.25913 112.440629
  2120. L 235.927531 113.288828
  2121. L 236.595932 112.134743
  2122. L 237.264333 107.933781
  2123. L 237.932734 108.78634
  2124. L 238.601135 111.444263
  2125. L 239.937937 114.889596
  2126. L 240.606338 115.41876
  2127. L 241.274739 114.865319
  2128. L 241.94314 113.905059
  2129. L 242.611541 113.569104
  2130. L 243.279942 114.091027
  2131. L 243.948343 112.675133
  2132. L 244.616744 113.38483
  2133. L 245.285145 113.323209
  2134. L 245.953546 112.403693
  2135. L 246.621947 101.701932
  2136. L 247.290349 111.077668
  2137. L 247.95875 112.644201
  2138. L 248.627151 113.45818
  2139. L 249.295552 113.201954
  2140. L 249.963953 112.26319
  2141. L 251.300755 114.880728
  2142. L 251.969156 113.45932
  2143. L 252.637557 114.019674
  2144. L 253.305958 113.530507
  2145. L 253.974359 114.041137
  2146. L 254.64276 113.581696
  2147. L 255.311161 112.612489
  2148. L 255.979562 112.664444
  2149. L 256.647963 113.196178
  2150. L 257.316364 113.16619
  2151. L 257.984765 111.437608
  2152. L 258.653166 111.454807
  2153. L 259.321568 112.161183
  2154. L 259.989969 112.324256
  2155. L 260.65837 113.836931
  2156. L 261.326771 113.26507
  2157. L 261.995172 109.008315
  2158. L 262.663573 113.369648
  2159. L 263.331974 110.726319
  2160. L 264.000375 113.902602
  2161. L 265.337177 105.871538
  2162. L 266.005578 107.672836
  2163. L 266.673979 111.12453
  2164. L 267.34238 111.784695
  2165. L 268.010781 113.738392
  2166. L 268.679182 113.634515
  2167. L 269.347583 114.218399
  2168. L 270.015984 113.559894
  2169. L 270.684385 113.72334
  2170. L 271.352787 113.206574
  2171. L 272.021188 110.394462
  2172. L 272.689589 111.68365
  2173. L 273.35799 112.379336
  2174. L 274.026391 113.926359
  2175. L 274.694792 113.320769
  2176. L 275.363193 113.317254
  2177. L 276.031594 113.757787
  2178. L 276.699995 112.776033
  2179. L 277.368396 112.515071
  2180. L 278.036797 113.880359
  2181. L 278.705198 112.25489
  2182. L 279.373599 113.648865
  2183. L 280.042 113.473069
  2184. L 280.710401 112.026115
  2185. L 282.047203 113.735022
  2186. L 282.715604 112.259413
  2187. L 283.384006 112.516813
  2188. L 284.052407 111.799649
  2189. L 284.720808 112.476476
  2190. L 285.389209 113.809302
  2191. L 286.05761 113.631601
  2192. L 286.726011 112.507488
  2193. L 287.394412 113.342067
  2194. L 288.062813 111.371026
  2195. L 288.731214 113.720378
  2196. L 289.399615 113.133744
  2197. L 290.068016 111.893453
  2198. L 290.736417 114.160569
  2199. L 291.404818 112.81777
  2200. L 292.073219 113.838232
  2201. L 292.74162 114.336952
  2202. L 293.410021 112.75296
  2203. L 294.078422 112.844406
  2204. L 294.746823 113.084734
  2205. L 295.415225 112.998675
  2206. L 296.083626 113.637215
  2207. L 296.752027 115.034266
  2208. L 297.420428 114.643636
  2209. L 298.088829 112.4734
  2210. L 298.75723 111.482159
  2211. L 300.094032 113.553499
  2212. L 300.762433 113.541994
  2213. L 301.430834 114.868704
  2214. L 302.099235 114.216316
  2215. L 302.767636 113.939766
  2216. L 303.436037 113.084555
  2217. L 304.104438 111.936817
  2218. L 304.772839 111.29006
  2219. L 305.44124 110.811533
  2220. L 306.109641 112.980566
  2221. L 306.778042 114.452902
  2222. L 307.446444 115.312214
  2223. L 308.114845 110.85047
  2224. L 308.783246 112.013715
  2225. L 309.451647 112.603149
  2226. L 310.120048 115.374907
  2227. L 311.45685 112.077451
  2228. L 312.125251 111.679825
  2229. L 313.462053 114.083557
  2230. L 314.798855 114.204242
  2231. L 315.467256 113.354694
  2232. L 316.135657 111.643378
  2233. L 316.804058 111.870006
  2234. L 317.472459 110.812704
  2235. L 318.14086 113.677048
  2236. L 318.809261 115.113394
  2237. L 320.146064 114.816227
  2238. L 320.814465 114.073468
  2239. L 322.151267 108.679876
  2240. L 322.819668 109.196071
  2241. L 323.488069 111.216578
  2242. L 324.15647 112.146703
  2243. L 324.824871 106.063573
  2244. L 325.493272 107.846958
  2245. L 326.161673 113.701275
  2246. L 326.830074 114.21464
  2247. L 327.498475 115.082558
  2248. L 328.166876 107.565559
  2249. L 328.835277 101.332701
  2250. L 329.503678 110.269873
  2251. L 330.172079 113.340472
  2252. L 330.84048 112.741945
  2253. L 331.508882 111.798933
  2254. L 332.177283 112.906498
  2255. L 332.845684 112.127729
  2256. L 333.514085 113.360845
  2257. L 334.182486 115.164567
  2258. L 334.850887 114.282509
  2259. L 336.187689 108.047242
  2260. L 336.85609 110.566778
  2261. L 337.524491 112.275556
  2262. L 338.861293 113.994406
  2263. L 339.529694 114.132079
  2264. L 340.198095 113.87922
  2265. L 340.866496 114.057035
  2266. L 341.534897 113.82079
  2267. L 342.203298 113.181907
  2268. L 342.871699 110.796775
  2269. L 343.540101 112.599033
  2270. L 344.208502 112.685596
  2271. L 344.876903 113.730369
  2272. L 345.545304 113.832229
  2273. L 346.213705 112.926886
  2274. L 347.550507 113.211342
  2275. L 348.218908 114.740159
  2276. L 348.887309 114.965567
  2277. L 349.55571 114.066375
  2278. L 350.224111 114.831783
  2279. L 350.892512 113.347161
  2280. L 351.560913 112.182238
  2281. L 352.229314 113.130441
  2282. L 352.897715 111.670128
  2283. L 353.566116 111.904063
  2284. L 354.234517 107.405366
  2285. L 354.902918 98.477551
  2286. L 355.57132 111.487253
  2287. L 356.239721 113.921331
  2288. L 356.908122 111.98415
  2289. L 357.576523 111.940299
  2290. L 358.244924 113.478991
  2291. L 358.913325 114.351809
  2292. L 359.581726 113.682596
  2293. L 360.250127 114.211841
  2294. L 360.918528 113.989149
  2295. L 361.586929 113.098696
  2296. L 362.25533 113.706955
  2297. L 362.923731 113.711022
  2298. L 363.592132 112.18058
  2299. L 364.260533 113.055316
  2300. L 364.928934 114.636608
  2301. L 365.597335 114.491417
  2302. L 366.265736 115.027025
  2303. L 366.934137 113.680431
  2304. L 367.602539 113.614957
  2305. L 368.27094 113.010325
  2306. L 368.939341 111.586948
  2307. L 369.607742 111.812584
  2308. L 370.276143 114.263909
  2309. L 370.944544 110.130084
  2310. L 371.612945 111.284348
  2311. L 372.281346 113.530994
  2312. L 372.281346 113.530994
  2313. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2314. </g>
  2315. <g id="text_10">
  2316. <g id="patch_12">
  2317. <path d="M 18.697188 108.96222
  2318. L 46.430938 108.96222
  2319. Q 48.830938 108.96222 48.830938 106.56222
  2320. L 48.830938 98.81972
  2321. Q 48.830938 96.41972 46.430938 96.41972
  2322. L 18.697188 96.41972
  2323. Q 16.297188 96.41972 16.297188 98.81972
  2324. L 16.297188 106.56222
  2325. Q 16.297188 108.96222 18.697188 108.96222
  2326. z
  2327. " style="fill:#ffffff;opacity:0.8;"/>
  2328. </g>
  2329. <!-- DVARS -->
  2330. <defs>
  2331. <path d="M 19.671875 64.796875
  2332. L 19.671875 8.109375
  2333. L 31.59375 8.109375
  2334. Q 46.6875 8.109375 53.6875 14.9375
  2335. Q 60.6875 21.78125 60.6875 36.53125
  2336. Q 60.6875 51.171875 53.6875 57.984375
  2337. Q 46.6875 64.796875 31.59375 64.796875
  2338. z
  2339. M 9.8125 72.90625
  2340. L 30.078125 72.90625
  2341. Q 51.265625 72.90625 61.171875 64.09375
  2342. Q 71.09375 55.28125 71.09375 36.53125
  2343. Q 71.09375 17.671875 61.125 8.828125
  2344. Q 51.171875 0 30.078125 0
  2345. L 9.8125 0
  2346. z
  2347. " id="DejaVuSans-44"/>
  2348. <path d="M 28.609375 0
  2349. L 0.78125 72.90625
  2350. L 11.078125 72.90625
  2351. L 34.1875 11.53125
  2352. L 57.328125 72.90625
  2353. L 67.578125 72.90625
  2354. L 39.796875 0
  2355. z
  2356. " id="DejaVuSans-56"/>
  2357. <path d="M 34.1875 63.1875
  2358. L 20.796875 26.90625
  2359. L 47.609375 26.90625
  2360. z
  2361. M 28.609375 72.90625
  2362. L 39.796875 72.90625
  2363. L 67.578125 0
  2364. L 57.328125 0
  2365. L 50.6875 18.703125
  2366. L 17.828125 18.703125
  2367. L 11.1875 0
  2368. L 0.78125 0
  2369. z
  2370. " id="DejaVuSans-41"/>
  2371. <path d="M 44.390625 34.1875
  2372. Q 47.5625 33.109375 50.5625 29.59375
  2373. Q 53.5625 26.078125 56.59375 19.921875
  2374. L 66.609375 0
  2375. L 56 0
  2376. L 46.6875 18.703125
  2377. Q 43.0625 26.03125 39.671875 28.421875
  2378. Q 36.28125 30.8125 30.421875 30.8125
  2379. L 19.671875 30.8125
  2380. L 19.671875 0
  2381. L 9.8125 0
  2382. L 9.8125 72.90625
  2383. L 32.078125 72.90625
  2384. Q 44.578125 72.90625 50.734375 67.671875
  2385. Q 56.890625 62.453125 56.890625 51.90625
  2386. Q 56.890625 45.015625 53.6875 40.46875
  2387. Q 50.484375 35.9375 44.390625 34.1875
  2388. z
  2389. M 19.671875 64.796875
  2390. L 19.671875 38.921875
  2391. L 32.078125 38.921875
  2392. Q 39.203125 38.921875 42.84375 42.21875
  2393. Q 46.484375 45.515625 46.484375 51.90625
  2394. Q 46.484375 58.296875 42.84375 61.546875
  2395. Q 39.203125 64.796875 32.078125 64.796875
  2396. z
  2397. " id="DejaVuSans-52"/>
  2398. </defs>
  2399. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2400. <use xlink:href="#DejaVuSans-44"/>
  2401. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2402. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2403. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2404. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2405. </g>
  2406. </g>
  2407. <g id="text_11">
  2408. <g id="patch_13">
  2409. <path d="M 290.289663 105.826595
  2410. L 365.209663 105.826595
  2411. Q 366.409663 105.826595 366.409663 104.626595
  2412. L 366.409663 100.755345
  2413. Q 366.409663 99.555345 365.209663 99.555345
  2414. L 290.289663 99.555345
  2415. Q 289.089663 99.555345 289.089663 100.755345
  2416. L 289.089663 104.626595
  2417. Q 289.089663 105.826595 290.289663 105.826595
  2418. z
  2419. " style="fill:#ffffff;opacity:0.8;"/>
  2420. </g>
  2421. <!-- max: 2.121 $\bullet$ mean: 1.236 $\bullet$ $\sigma$: 0.135 -->
  2422. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2423. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2424. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2425. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2426. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2427. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2428. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-32"/>
  2429. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2430. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
  2431. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
  2432. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
  2433. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2434. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2435. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2436. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2437. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2438. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2439. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2440. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2441. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2442. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2443. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2444. <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
  2445. <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-33"/>
  2446. <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-36"/>
  2447. <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
  2448. <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2449. <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
  2450. <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2451. <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2452. <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
  2453. <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
  2454. <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2455. <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-31"/>
  2456. <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-33"/>
  2457. <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
  2458. </g>
  2459. </g>
  2460. <g id="text_12">
  2461. <!-- 1.47 -->
  2462. <g style="fill:#d3d3d3;" transform="translate(11.0175 109.829587)scale(0.03 -0.03)">
  2463. <use xlink:href="#DejaVuSans-31"/>
  2464. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2465. <use x="95.410156" xlink:href="#DejaVuSans-34"/>
  2466. <use x="159.033203" xlink:href="#DejaVuSans-37"/>
  2467. </g>
  2468. </g>
  2469. </g>
  2470. <g id="axes_5">
  2471. <g id="patch_14">
  2472. <path d="M 18.697188 148.249344
  2473. L 372.281346 148.249344
  2474. L 372.281346 122.702592
  2475. L 18.697188 122.702592
  2476. z
  2477. " style="fill:#ffffff;"/>
  2478. </g>
  2479. <g id="matplotlib.axis_9">
  2480. <g id="xtick_21"/>
  2481. <g id="xtick_22"/>
  2482. <g id="xtick_23"/>
  2483. <g id="xtick_24"/>
  2484. <g id="xtick_25"/>
  2485. </g>
  2486. <g id="matplotlib.axis_10"/>
  2487. <g id="line2d_9">
  2488. <path clip-path="url(#pa9f01e0ae2)" d="M 18.697188 141.035466
  2489. L 372.281346 141.035466
  2490. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2491. </g>
  2492. <g id="line2d_10">
  2493. <path clip-path="url(#pa9f01e0ae2)" d="M 19.365589 143.478978
  2494. L 20.03399 145.329107
  2495. L 20.702391 145.232694
  2496. L 21.370792 145.721139
  2497. L 22.039193 145.708336
  2498. L 22.707594 145.418592
  2499. L 23.375995 143.318389
  2500. L 24.044396 144.209569
  2501. L 25.381198 144.062024
  2502. L 26.049599 144.1316
  2503. L 26.718 141.692368
  2504. L 27.386401 143.300965
  2505. L 28.054802 144.056223
  2506. L 28.723203 143.277331
  2507. L 30.060005 143.491682
  2508. L 30.728407 144.674062
  2509. L 31.396808 144.834792
  2510. L 32.065209 144.87633
  2511. L 32.73361 145.045838
  2512. L 33.402011 144.48039
  2513. L 34.070412 145.228797
  2514. L 34.738813 145.444761
  2515. L 36.075615 144.338255
  2516. L 36.744016 145.118076
  2517. L 37.412417 144.786673
  2518. L 38.080818 145.50996
  2519. L 38.749219 145.113647
  2520. L 39.41762 145.196714
  2521. L 40.086021 144.960198
  2522. L 40.754422 144.139334
  2523. L 42.091224 143.706478
  2524. L 42.759626 143.471142
  2525. L 43.428027 142.853235
  2526. L 44.096428 144.384244
  2527. L 44.764829 144.447078
  2528. L 45.43323 143.589041
  2529. L 46.101631 143.616168
  2530. L 46.770032 144.769788
  2531. L 47.438433 143.608641
  2532. L 48.106834 144.303496
  2533. L 48.775235 144.777984
  2534. L 49.443636 144.526845
  2535. L 50.112037 145.516261
  2536. L 50.780438 144.84478
  2537. L 51.448839 142.284786
  2538. L 52.11724 142.69421
  2539. L 52.785641 145.378856
  2540. L 53.454042 143.792749
  2541. L 54.122443 141.535817
  2542. L 54.790845 143.509609
  2543. L 55.459246 142.909591
  2544. L 56.127647 144.42679
  2545. L 56.796048 145.624954
  2546. L 57.464449 145.057012
  2547. L 58.801251 144.84065
  2548. L 59.469652 143.952617
  2549. L 60.138053 144.412241
  2550. L 60.806454 142.945605
  2551. L 61.474855 144.619699
  2552. L 62.143256 143.38356
  2553. L 62.811657 144.379342
  2554. L 63.480058 145.001056
  2555. L 64.148459 144.976492
  2556. L 64.81686 145.302522
  2557. L 65.485261 144.550403
  2558. L 66.153662 144.152902
  2559. L 66.822064 144.506588
  2560. L 67.490465 142.192291
  2561. L 68.158866 143.206109
  2562. L 68.827267 144.014746
  2563. L 69.495668 143.070065
  2564. L 70.164069 142.988767
  2565. L 70.83247 143.541478
  2566. L 71.500871 144.450153
  2567. L 72.169272 144.755046
  2568. L 72.837673 142.370097
  2569. L 73.506074 143.962691
  2570. L 74.174475 144.749304
  2571. L 74.842876 144.264544
  2572. L 75.511277 144.813805
  2573. L 76.179678 144.847118
  2574. L 76.848079 144.170116
  2575. L 77.51648 143.767104
  2576. L 78.184881 142.977861
  2577. L 78.853283 144.462909
  2578. L 79.521684 145.114311
  2579. L 80.190085 143.942049
  2580. L 80.858486 143.478283
  2581. L 82.195288 144.09574
  2582. L 82.863689 143.551502
  2583. L 83.53209 144.112389
  2584. L 84.200491 144.848434
  2585. L 85.537293 144.448748
  2586. L 86.205694 144.600954
  2587. L 86.874095 143.537873
  2588. L 87.542496 144.162427
  2589. L 88.210897 145.207529
  2590. L 88.879298 144.051744
  2591. L 89.547699 145.52665
  2592. L 90.2161 145.759071
  2593. L 90.884502 145.539046
  2594. L 91.552903 145.053768
  2595. L 92.221304 144.988721
  2596. L 92.889705 145.106449
  2597. L 93.558106 145.906168
  2598. L 94.226507 141.379871
  2599. L 94.894908 144.667391
  2600. L 95.563309 143.217627
  2601. L 96.23171 143.761687
  2602. L 96.900111 144.496887
  2603. L 97.568512 144.773463
  2604. L 98.236913 145.189841
  2605. L 98.905314 145.439923
  2606. L 100.242116 144.337504
  2607. L 102.247319 144.529365
  2608. L 102.915721 144.943896
  2609. L 103.584122 144.683349
  2610. L 104.920924 142.729197
  2611. L 105.589325 143.644793
  2612. L 106.257726 145.339981
  2613. L 106.926127 144.982191
  2614. L 107.594528 145.099228
  2615. L 108.93133 143.271216
  2616. L 109.599731 143.961963
  2617. L 110.268132 143.199088
  2618. L 110.936533 144.318191
  2619. L 111.604934 145.79461
  2620. L 112.273335 143.765223
  2621. L 112.941736 143.007412
  2622. L 113.610137 142.74313
  2623. L 114.94694 145.504
  2624. L 115.615341 144.907813
  2625. L 116.283742 144.964321
  2626. L 118.288945 140.798471
  2627. L 118.957346 140.69098
  2628. L 119.625747 143.486719
  2629. L 120.294148 144.102959
  2630. L 120.962549 143.035578
  2631. L 121.63095 144.148983
  2632. L 122.299351 145.638699
  2633. L 122.967752 145.501273
  2634. L 123.636153 145.126504
  2635. L 124.304554 144.535138
  2636. L 124.972955 144.32754
  2637. L 125.641356 142.054711
  2638. L 126.309757 142.135614
  2639. L 126.978159 144.055324
  2640. L 127.64656 143.633224
  2641. L 128.314961 144.355298
  2642. L 128.983362 143.749895
  2643. L 129.651763 144.548246
  2644. L 130.320164 144.132463
  2645. L 130.988565 144.604825
  2646. L 131.656966 144.249783
  2647. L 132.325367 144.085973
  2648. L 132.993768 145.010851
  2649. L 133.662169 145.008841
  2650. L 134.998971 144.37632
  2651. L 135.667372 144.439852
  2652. L 136.335773 143.205153
  2653. L 137.004174 143.142946
  2654. L 137.672575 144.750988
  2655. L 138.340976 144.292117
  2656. L 139.009378 144.88032
  2657. L 139.677779 144.57643
  2658. L 140.34618 144.56605
  2659. L 141.014581 145.750323
  2660. L 141.682982 144.675495
  2661. L 142.351383 142.980223
  2662. L 143.019784 142.288448
  2663. L 143.688185 145.606998
  2664. L 144.356586 143.785002
  2665. L 145.024987 141.362525
  2666. L 146.361789 144.574616
  2667. L 147.03019 144.219481
  2668. L 148.366992 145.228785
  2669. L 149.035393 144.495143
  2670. L 149.703794 144.314513
  2671. L 150.372195 144.671828
  2672. L 151.040597 144.60412
  2673. L 151.708998 144.245123
  2674. L 152.377399 144.54536
  2675. L 153.0458 143.895459
  2676. L 153.714201 144.166221
  2677. L 154.382602 141.355244
  2678. L 155.051003 140.992877
  2679. L 155.719404 143.721232
  2680. L 156.387805 143.570051
  2681. L 157.056206 144.62476
  2682. L 157.724607 144.1168
  2683. L 159.061409 144.893919
  2684. L 160.398211 143.486155
  2685. L 161.066612 143.342014
  2686. L 161.735013 145.626734
  2687. L 162.403414 143.424783
  2688. L 163.071816 144.953384
  2689. L 163.740217 144.271734
  2690. L 164.408618 144.367377
  2691. L 165.077019 145.291643
  2692. L 165.74542 145.379834
  2693. L 166.413821 145.016274
  2694. L 167.082222 143.541719
  2695. L 167.750623 143.323195
  2696. L 168.419024 143.73904
  2697. L 169.087425 143.610744
  2698. L 169.755826 144.514291
  2699. L 170.424227 144.683991
  2700. L 171.092628 145.270929
  2701. L 171.761029 145.222964
  2702. L 172.42943 144.629299
  2703. L 173.097831 144.566902
  2704. L 173.766232 143.7163
  2705. L 174.434633 144.313336
  2706. L 175.103035 143.535689
  2707. L 175.771436 143.550178
  2708. L 177.108238 145.353024
  2709. L 177.776639 145.63486
  2710. L 178.44504 144.623442
  2711. L 179.113441 144.001997
  2712. L 179.781842 143.756473
  2713. L 180.450243 144.479738
  2714. L 181.118644 144.525779
  2715. L 181.787045 144.874136
  2716. L 182.455446 142.52918
  2717. L 183.123847 141.979644
  2718. L 183.792248 143.44026
  2719. L 184.460649 143.714341
  2720. L 185.12905 144.941137
  2721. L 185.797451 144.227386
  2722. L 186.465852 143.727221
  2723. L 187.134254 144.046533
  2724. L 188.471056 143.080173
  2725. L 189.139457 143.302836
  2726. L 189.807858 145.126207
  2727. L 190.476259 145.330033
  2728. L 191.14466 144.996886
  2729. L 191.813061 144.181362
  2730. L 192.481462 143.973373
  2731. L 193.149863 137.388276
  2732. L 193.818264 136.680863
  2733. L 194.486665 142.374362
  2734. L 195.155066 140.10363
  2735. L 195.823467 141.450783
  2736. L 196.491868 139.859769
  2737. L 197.160269 143.97584
  2738. L 197.82867 145.149448
  2739. L 198.497071 143.833966
  2740. L 199.165473 145.120765
  2741. L 199.833874 144.022884
  2742. L 200.502275 144.04321
  2743. L 201.170676 144.704121
  2744. L 201.839077 143.321385
  2745. L 202.507478 144.046884
  2746. L 203.175879 143.559566
  2747. L 203.84428 143.757712
  2748. L 204.512681 144.750511
  2749. L 205.181082 144.256955
  2750. L 205.849483 143.934135
  2751. L 206.517884 133.976176
  2752. L 207.186285 141.099348
  2753. L 207.854686 139.417035
  2754. L 208.523087 142.169147
  2755. L 209.191488 144.315449
  2756. L 209.859889 142.772442
  2757. L 210.52829 144.61886
  2758. L 211.865093 143.219026
  2759. L 213.201895 143.895108
  2760. L 213.870296 143.154998
  2761. L 214.538697 143.263988
  2762. L 215.207098 143.759267
  2763. L 215.875499 144.964611
  2764. L 216.5439 145.327622
  2765. L 217.212301 144.533651
  2766. L 217.880702 144.502231
  2767. L 218.549103 137.66214
  2768. L 219.217504 139.473393
  2769. L 219.885905 139.475067
  2770. L 220.554306 144.3634
  2771. L 221.891108 142.254347
  2772. L 223.227911 145.045972
  2773. L 223.896312 142.749406
  2774. L 224.564713 142.381674
  2775. L 225.233114 144.729403
  2776. L 225.901515 144.384522
  2777. L 227.238317 142.400049
  2778. L 227.906718 142.723683
  2779. L 228.575119 143.596792
  2780. L 229.24352 144.072136
  2781. L 229.911921 143.357498
  2782. L 230.580322 144.36433
  2783. L 231.248723 144.316878
  2784. L 231.917124 143.710934
  2785. L 232.585525 144.632087
  2786. L 233.253926 132.593113
  2787. L 233.922327 138.478602
  2788. L 234.590728 141.309548
  2789. L 235.25913 140.957846
  2790. L 235.927531 142.296476
  2791. L 236.595932 144.330871
  2792. L 237.264333 143.658342
  2793. L 237.932734 144.150692
  2794. L 238.601135 143.587194
  2795. L 239.269536 144.449167
  2796. L 239.937937 145.02958
  2797. L 241.274739 143.737625
  2798. L 242.611541 144.695292
  2799. L 243.948343 144.727087
  2800. L 244.616744 145.6079
  2801. L 245.285145 144.918568
  2802. L 245.953546 143.397669
  2803. L 246.621947 134.30137
  2804. L 247.290349 142.651602
  2805. L 247.95875 142.673101
  2806. L 248.627151 144.069083
  2807. L 249.295552 143.185787
  2808. L 249.963953 144.166158
  2809. L 250.632354 144.094395
  2810. L 251.300755 145.408858
  2811. L 251.969156 144.873973
  2812. L 252.637557 144.111685
  2813. L 253.305958 143.934317
  2814. L 254.64276 144.734129
  2815. L 255.311161 143.300466
  2816. L 255.979562 143.268537
  2817. L 256.647963 143.960866
  2818. L 257.316364 144.950569
  2819. L 257.984765 143.984395
  2820. L 258.653166 144.712917
  2821. L 259.321568 143.91665
  2822. L 259.989969 142.682235
  2823. L 260.65837 143.173969
  2824. L 261.326771 143.393894
  2825. L 261.995172 138.992945
  2826. L 262.663573 142.499918
  2827. L 263.331974 141.195007
  2828. L 264.000375 143.386747
  2829. L 264.668776 141.728033
  2830. L 265.337177 142.007637
  2831. L 266.005578 143.19908
  2832. L 266.673979 145.139253
  2833. L 267.34238 144.220379
  2834. L 268.010781 144.055035
  2835. L 268.679182 143.732372
  2836. L 270.684385 143.769976
  2837. L 271.352787 143.272257
  2838. L 272.021188 142.270806
  2839. L 272.689589 139.833581
  2840. L 273.35799 141.371228
  2841. L 274.026391 144.593107
  2842. L 274.694792 142.386641
  2843. L 275.363193 143.2138
  2844. L 276.031594 144.823671
  2845. L 276.699995 144.356993
  2846. L 277.368396 144.454363
  2847. L 278.036797 143.848433
  2848. L 278.705198 143.966733
  2849. L 279.373599 144.494112
  2850. L 280.710401 145.218505
  2851. L 281.378802 143.822437
  2852. L 282.047203 144.728367
  2853. L 282.715604 142.940183
  2854. L 283.384006 143.312514
  2855. L 284.052407 142.678499
  2856. L 284.720808 143.985543
  2857. L 285.389209 144.119038
  2858. L 286.726011 145.137177
  2859. L 287.394412 144.629716
  2860. L 288.062813 143.211511
  2861. L 288.731214 143.625078
  2862. L 289.399615 144.278929
  2863. L 290.068016 142.664688
  2864. L 290.736417 145.174082
  2865. L 291.404818 144.602938
  2866. L 292.073219 144.725765
  2867. L 292.74162 145.118073
  2868. L 293.410021 144.787896
  2869. L 294.078422 144.883167
  2870. L 294.746823 145.286055
  2871. L 296.083626 143.305103
  2872. L 296.752027 143.562264
  2873. L 297.420428 143.589623
  2874. L 298.088829 142.986312
  2875. L 298.75723 143.14777
  2876. L 299.425631 144.275048
  2877. L 300.094032 144.179383
  2878. L 300.762433 144.683602
  2879. L 301.430834 143.966565
  2880. L 302.099235 144.41261
  2881. L 302.767636 145.28803
  2882. L 303.436037 144.626439
  2883. L 304.104438 144.77029
  2884. L 304.772839 143.79505
  2885. L 305.44124 143.71447
  2886. L 306.109641 144.592487
  2887. L 306.778042 143.713756
  2888. L 307.446444 143.177635
  2889. L 308.114845 139.039204
  2890. L 309.451647 144.486651
  2891. L 310.120048 144.526604
  2892. L 310.788449 144.345755
  2893. L 311.45685 144.344608
  2894. L 312.125251 143.928389
  2895. L 312.793652 143.887625
  2896. L 313.462053 143.61307
  2897. L 314.130454 142.280303
  2898. L 314.798855 144.871751
  2899. L 315.467256 144.495933
  2900. L 316.135657 143.608756
  2901. L 316.804058 142.95274
  2902. L 317.472459 143.694539
  2903. L 318.14086 142.991097
  2904. L 318.809261 143.388144
  2905. L 319.477663 144.391305
  2906. L 320.146064 143.227371
  2907. L 320.814465 143.459861
  2908. L 321.482866 143.006714
  2909. L 322.151267 142.860151
  2910. L 322.819668 143.034536
  2911. L 323.488069 144.364075
  2912. L 324.15647 144.313466
  2913. L 324.824871 136.163564
  2914. L 325.493272 137.993495
  2915. L 326.161673 143.439657
  2916. L 327.498475 143.963633
  2917. L 328.835277 133.96835
  2918. L 329.503678 143.178279
  2919. L 330.172079 144.348646
  2920. L 330.84048 144.25669
  2921. L 331.508882 143.711743
  2922. L 332.177283 142.886939
  2923. L 332.845684 142.253404
  2924. L 333.514085 143.099438
  2925. L 334.182486 144.632532
  2926. L 334.850887 144.92515
  2927. L 335.519288 144.292092
  2928. L 336.187689 142.615723
  2929. L 336.85609 142.867043
  2930. L 337.524491 144.299615
  2931. L 338.192892 144.098798
  2932. L 339.529694 145.672043
  2933. L 340.198095 145.056663
  2934. L 340.866496 145.333329
  2935. L 342.203298 143.410225
  2936. L 342.871699 143.246838
  2937. L 343.540101 143.525653
  2938. L 344.208502 142.508456
  2939. L 344.876903 143.578282
  2940. L 346.213705 145.303775
  2941. L 346.882106 145.494878
  2942. L 347.550507 144.248054
  2943. L 348.218908 144.123579
  2944. L 348.887309 143.573459
  2945. L 350.224111 144.422416
  2946. L 350.892512 144.524591
  2947. L 351.560913 144.74843
  2948. L 352.229314 145.147232
  2949. L 352.897715 144.76931
  2950. L 354.234517 139.486518
  2951. L 354.902918 124.830866
  2952. L 355.57132 140.29898
  2953. L 356.239721 142.196503
  2954. L 356.908122 143.094153
  2955. L 357.576523 142.270492
  2956. L 358.244924 143.932956
  2957. L 358.913325 142.891434
  2958. L 359.581726 144.763955
  2959. L 360.918528 144.648192
  2960. L 361.586929 143.848827
  2961. L 362.25533 144.156946
  2962. L 362.923731 144.208115
  2963. L 364.260533 145.433397
  2964. L 364.928934 145.528069
  2965. L 366.265736 144.59633
  2966. L 366.934137 143.781666
  2967. L 368.27094 143.720281
  2968. L 368.939341 144.311658
  2969. L 369.607742 141.760231
  2970. L 370.276143 144.674192
  2971. L 370.944544 140.185456
  2972. L 371.612945 141.339486
  2973. L 372.281346 144.133787
  2974. L 372.281346 144.133787
  2975. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  2976. </g>
  2977. <g id="text_13">
  2978. <g id="patch_15">
  2979. <path d="M 18.697188 136.637868
  2980. L 29.458438 136.637868
  2981. Q 31.858438 136.637868 31.858438 134.237868
  2982. L 31.858438 126.495368
  2983. Q 31.858438 124.095368 29.458438 124.095368
  2984. L 18.697188 124.095368
  2985. Q 16.297188 124.095368 16.297188 126.495368
  2986. L 16.297188 134.237868
  2987. Q 16.297188 136.637868 18.697188 136.637868
  2988. z
  2989. " style="fill:#ffffff;opacity:0.8;"/>
  2990. </g>
  2991. <!-- FD -->
  2992. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  2993. <use xlink:href="#DejaVuSans-46"/>
  2994. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  2995. </g>
  2996. </g>
  2997. <g id="text_14">
  2998. <g id="patch_16">
  2999. <path d="M 290.289663 133.502243
  3000. L 365.209663 133.502243
  3001. Q 366.409663 133.502243 366.409663 132.302243
  3002. L 366.409663 128.430993
  3003. Q 366.409663 127.230993 365.209663 127.230993
  3004. L 290.289663 127.230993
  3005. Q 289.089663 127.230993 289.089663 128.430993
  3006. L 289.089663 132.302243
  3007. Q 289.089663 133.502243 290.289663 133.502243
  3008. z
  3009. " style="fill:#ffffff;opacity:0.8;"/>
  3010. </g>
  3011. <!-- max: 1.401 $\bullet$ mean: 0.156 $\bullet$ $\sigma$: 0.119 -->
  3012. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3013. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3014. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3015. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3016. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3017. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3018. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  3019. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3020. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  3021. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-30"/>
  3022. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
  3023. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3024. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3025. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3026. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3027. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3028. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3029. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3030. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3031. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3032. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3033. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3034. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3035. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-35"/>
  3036. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-36"/>
  3037. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3038. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3039. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3040. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3041. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3042. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3043. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3044. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3045. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
  3046. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-31"/>
  3047. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-39"/>
  3048. </g>
  3049. </g>
  3050. <g id="text_15">
  3051. <!-- 0.33 -->
  3052. <g style="fill:#d3d3d3;" transform="translate(11.0175 141.863278)scale(0.03 -0.03)">
  3053. <use xlink:href="#DejaVuSans-30"/>
  3054. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3055. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  3056. <use x="159.033203" xlink:href="#DejaVuSans-33"/>
  3057. </g>
  3058. </g>
  3059. </g>
  3060. <g id="axes_6">
  3061. <g id="patch_17">
  3062. <path d="M 15.161346 278.112
  3063. L 18.697188 278.112
  3064. L 18.697188 150.37824
  3065. L 15.161346 150.37824
  3066. z
  3067. " style="fill:#ffffff;"/>
  3068. </g>
  3069. <g clip-path="url(#pbd2ba0af39)">
  3070. <image height="948" id="image5b2286151d" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3071. iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAEVJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQOJREFyzauvPfnappEkAAAAAADYMWx5IeM2ObgXMv5CPSY+CgDgjAXknQ2AV+weWwAAAABJRU5ErkJggg=="/>
  3072. </g>
  3073. <g id="matplotlib.axis_11"/>
  3074. <g id="matplotlib.axis_12"/>
  3075. </g>
  3076. <g id="axes_7">
  3077. <g id="patch_18">
  3078. <path d="M 18.697188 278.112
  3079. L 372.281346 278.112
  3080. L 372.281346 150.37824
  3081. L 18.697188 150.37824
  3082. z
  3083. " style="fill:#ffffff;"/>
  3084. </g>
  3085. <g clip-path="url(#pb7adb08e82)">
  3086. <image height="128.16" id="image3d5dcfbe00" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3087. iVBORw0KGgoAAAANSUhEUgAAAewAAACyCAYAAACA2fxTAAAABHNCSVQICAgIfAhkiAAAIABJREFUeJxkm2dUlVcXrR+q9N57OdKLIF1QRBEL2JBYsIKxJaLGEmP8EluMvccSMWgsoIgiolgQC0oXpAkI0jsI0kHa/ZUz7rj3/ceAwYDz7r3WXHM+S+TBgwejs2fP5r8nNzeX5uZmcnJyMDY2JigoCIArV64QGhrKkiVLuHXrFgBpaWns27eP0NBQxo8fj7i4ONu2bePz58+sWrWKkZER6uvrMTY2prOzk6tXr+Ls7Iy+vj7q6urU1tYyPDyMuro6LS0thIWFISsrS3JyMn/99RcbN27kjz/+4Nq1a7x8+ZKxY8cSHR3Nn3/+yZ9//snSpUu5cuUKwcHBuLi4MH/+fLZs2cI///yDu7s7a9aswdbWlh07dlBUVMTWrVsZGhri119/ZWRkBDk5OTQ0NHjx4gX29vYIBAKePHlCR0cHM2fO5M6dO0hJSaGgoMDg4CCTJk2io6ODR48ecfbsWV6+fMmHDx+QlJREQkICWVlZnJ2dOX36NCtWrODKlSts2rSJT58+ISEhgYeHB+7u7gQFBXHgwAFev36Nj48PBw4cYMGCBdjY2CAnJ8fp06cpLCykoaGBsLAwZGRkuH//Pk5OTgQEBHD58mUSExMJDw8nIyODwMBAFi9ezLVr1zhy5AhVVVW4uLjw9etXBgcH+f777zl79izz58/Hw8OD48ePo6CgwIMHD5g3bx7t7e0MDg4yMjICQEREBKqqqqxZs4a4uDi2bdvGxYsXKS8vZ/369SgqKqKmpsbQ0BBfvnxBSkqKc+fOMXfuXO7cuUNgYCAmJiYoKCggLi7OhQsXMDU1ZcmSJZw5cwZRUVFmzZpFfX09//zzD97e3ri7u/PixQu+++47SkpKOHDgACtXrqS1tZWSkhKWLVtGZGQkHz584PTp04SFhbFmzRoWLlxIfHw8ubm5fPv2DT09PeG7bW1tRU1NjaioKF6+fElNTQ3p6emIiIgwdepU3r9/z9DQEPfu3cPCwgI3Nzeio6ORkZFh7ty5aGhooKmpSUZGBpWVlaSkpJCdnc3SpUtpaWlh4sSJNDQ0kJeXh7OzM0pKSqSkpGBgYICoqCi9vb3cvHmT8+fPMzIywsOHDxERESE7O5vMzEyOHDmClZUVw8PD/PzzzyxduhQtLS36+/sZHh4mICCAQ4cOMXfuXL7//nv279/P69evCQkJobq6GnV1dS5cuICvry9WVlYMDg7i4eHByZMnefz4MQ4ODvj6+uLp6cnmzZuZPHky5eXl/Pvvv8TExCArK4uamhqrV6/GyMiInp4e5OTkkJGRwc3Nja9fv7J7924GBgaIjY1l/vz5/Pnnn0RHR/PmzRuSkpKQl5dHUVGRFy9eUFtby7Rp0+ju7ubmzZtoamrS2dnJyZMnOXr0KIWFhbx//54dO3YwZ84cPn/+zIMHDxgdHeXVq1fs2rWLvr4+oqKisLCwQE1NjalTp7J//35sbGw4f/48SUlJ/PHHHzg4ODA0NMTBgwdxc3MjMTGR8+fPY2lpybt373j06BHW1tZYWFjQ29tLdHQ0RkZG+Pn50dPTw4wZM2hsbMTGxoaMjAzu3r3Lly9f2L59O7///js//fQTFy9eZOLEicLzeuvWLSZOnEh5eTl5eXkEBwfT0tKCp6cn8fHxvH79mvb2diZMmMD06dOZOXMmlZWVODs7U1VVxfHjx7l+/TpXr15FXFycgwcPEhoayvnz56mpqWF0dJSdO3eioqLCjRs3GDNmDO7u7hQXF3P58mV27dpFSkoKUlJSREdHs2rVKmxsbBgZGUFdXR0NDQ3+/vtvZGRkkJKSIj4+ngMHDvDTTz+xd+9eVFRUkJeXR1RUlJaWFvz8/PD39+f7778nIiKCzZs38/HjR/T19RkcHERUVJRx48ZRUVHB+fPnaW1tJSQkhL6+Pn755ReWLVvGpEmTaGlpwd7enoSEBMaPH09cXByKioqsXr0aR0dHUlJS0NHRISUlBTMzM0pKSpgyZQoA6urq+Pj48Ntvv+Hk5MTBgweJiIggPDwcX19f7t69K7zT+fn5iImJoaSkRE1NDXPmzOHdu3fU19ejpqaGr68v+fn5dHZ2oqyszL///sulS5e4evUq2tratLe3Y2hoiIaGBvn5+VhYWHDjxg3279/PkiVLyM/PJyIigv7+fvLz8xkdHUVSUpKffvqJnp4eysvL0dPT4+nTp5w9e5YrV67w4MEDdHR0MDExwdramkePHtHU1MTYsWN58eIFy5cvJz8/n6dPn6KoqMjIyAgFBQWcOXOGw4cPo6SkxPDwMDt27ODVq1dYWVkxNDSEtbU1//zzDwUFBQQFBdHT04OGhgZirq6ue/Lz8xEXF6e1tRU7OzsSEhKoq6sTFvLBwUHq6+uJjIzk9u3btLa2EhQUREZGBm1tbbx69QoPDw/i4uKoqKigs7MTa2trLl68SG1tLd3d3Tg6OhIUFERZWRni4uJERETQ0NCAjY0N8fHxvHr1ioGBAZKSkmhoaGBoaIjTp09jaWnJqVOnMDY2xszMjPT0dOrr68nJySErK4vu7m7a29vx9/cnKCiIz58/U1BQQHZ2Ntu3b8fT05OMjAwMDAyIiIiguroaUVFR+vr6uHTpEqdOncLa2prr169jZmbG/PnzMTMz4++//yY4OBgnJyd8fHyYPn06p06dYtWqVSgoKGBubk5ubi43b96ku7sbaWlpLC0tyc7Oxt3dHS0tLVatWkVsbCzGxsZYWVmho6PDlStXUFJSwszMjNOnTxMdHU1mZiZXrlzh27dvREVF4ebmxo4dO9DT06OzsxMRERFWrVqFnp4ezc3NuLi4sGbNGqqqqkhOTmZ4eJjr16/zv//9j5iYGPbt20dDQwOzZ8/m8OHDFBQUcPz4cS5duoSWlhbW1tbk5OTg7u5OXV0dMjIyfPjwgdmzZ6OgoMD27du5dOkSU6dOpaWlhVmzZiEvL4+TkxNDQ0N0dHRgZ2dHWVkZ79+/x8vLi/HjxxMQEEB5eTnz5s3j1q1buLi4MDAwgJ+fH9u2beP9+/dMnjwZT09PDAwMKCoqIjIyktzcXJqamrCxsSExMZGjR4+yZ88eYcMyNzfHz88PZ2dnnJ2defLkCbm5ueTl5TF37lx27tzJtGnT2LFjB/r6+kRGRtLW1sbOnTu5c+cOixYtIiMjAwUFBX755Rfc3d2JjIwkLy8PERERxMXFGTt2LBUVFTx69Ihjx46xc+dOrly5wtmzZzE1NaWzsxNXV1cmT57My5cvOXnyJE+ePEFJSYkpU6YIxaibmxuioqLExMSgqKiIpKQkampqrF27loiICEJDQ1m5ciWqqqp0dHRQVFTE69ev2bNnD0VFRZw8eZKmpiZ+//13hoeHiYqK4vHjxyQlJeHg4MCNGzdoamoiIyMDT09PJCUlKS8vp7Ozk1WrVnHmzBm8vLzo6upidHSUwcFB8vPzCQgIoKioiAULFjB+/Hj6+/uJi4vDxsYGf39/rly5wp49e/Dy8iI+Pp5//vmHlStX8urVKw4cOICKigrXrl3DwcGBLVu2sH79egQCAe/eveP69eusWrWKBw8eYG9vz5kzZ3BwcKC7uxtFRUWhUDI2NmbHjh3IyMhw8uRJEhISePz4Md7e3nR2djIyMoKLiwslJSVERESQlpZGZ2cncnJy1NXV0d3dzeXLlwkPD8fMzIyRkRFGR0f5+vUrixcv5tdff+XOnTtIS0uzdOlSjI2Nqa2txdjYmMzMTPbt20dKSgpiYmIMDg7S19eHnJwcKSkpzJ49m5GRERobGwkLC6Ovrw8VFRXKyspYs2YNhYWFTJs2jXnz5tHS0oKIiAidnZ1ISkoyZ84cDA0N+eGHH5CWliYhIYEtW7YwNDTEtWvXWLZsGampqSgoKLBhwwbU1dUpLS3F0NAQWVlZli1bxsjICHv37uXs2bP4+/tTWFiIrq4uRUVFNDQ0oKOjQ2FhIW5ubixbtoy9e/cSEBCAiooKra2tzJw5E2VlZWRlZXn+/Dn+/v5MmDCB9PR0UlNTaWlpQV5ent27d6OoqMi5c+eEwkJaWpr169cTHR1NY2Mj48ePJz4+Hk1NTbS1tUlOTgbAzs4OCQkJKisriY+Px87ODikpKXR1dZk1axaPHj2is7MTeXl55s+fj7S0NOfPnycrK4sHDx4QGRlJVFQU169f56+//uL9+/dkZ2cTFhZGWVkZ/f39/PXXXxQXF2Nra0tLSwuioqLcvn2bM2fOkJSURFlZGTo6OlRXVyMlJUVZWRk7duzgy5cvzJs3j/v375OZmYmUlBQzZswgOzub/fv38/79e54+fcrQ0BCpqakMDw8zZcoUtm/fTmFhIRMnTmT79u00Nzdz5swZZs6cSVpaGkFBQfT19TFt2jQmTJjA/v37ycjIYHBwkKSkJOTk5HB1deXOnTtoa2sjKSmJh4cH2dnZ+Pr6Ii4ujqioqFDoi4qKoqenx5cvX8jPz8fHx4cPHz7w7t07VqxYQW5uLv/++y9DQ0N4eHjQ0dFBQUEBe/bs4d69e4g9ffp0z6JFi4iPjyciIoKmpibhBREIBNy/fx8ZGRnKyspwcnLC2NiYtLQ0zp49i6WlJRs3bqS4uJiPHz+yZcsWRkZGMDc3Z/78+bi5uWFtbU1aWhpVVVXs2LGDx48fo6+vz86dO5GQkMDExARJSUmGhoaYPn06XV1d9PX1sWrVKubNm8fYsWPZsWMHWlpaREREMGXKFNauXUt+fj6tra1ERUXx6tUrLl68SEdHB8rKyqipqRESEoKEhAQBAQHExMRw4MABVFVVmTp1KuXl5QQHB/PLL78gEAh48+YNPj4+REVFsXfvXr59+8by5cvp6+tDU1OTqqoq3r17R0FBAfLy8khISNDQ0EBLSwsKCgqIiYmRkpLC6Ogoe/bsISsri61bt6KlpUV5eTkCgQAxMTHu37+PoaEhg4ODmJqacubMGbZs2YKsrCwBAQGkpKQgLy/P5s2biY+P54cffuDevXsIBAI8PT35448/EBcXJysrCwsLC+7cucPIyAgGBgZ4e3uTmJjI9evXkZKSwsjICDExMVRVVamvr0dRUZGenh5yc3P5+PEjL168QFdXl8LCQmRlZREXF2fRokXIy8vz+fNnHj58iLa2Njt37mTr1q00NTXR3NxMd3c3TU1NWFlZIS4ujqKiIseOHSMtLY2SkhJiY2O5desW8vLybN++nefPn3P37l1mzZpFTk4ONTU1wkK+b98+tm7dyp07d6irq8Pd3Z0vX77w+fNnvn37hri4ONnZ2ULxcPPmTeTl5ZGUlERHR4eenh4eP36Ml5cXdXV1KCkpsWHDBgIDA6murubNmzd4e3tz/Phxxo8fT1ZWFnV1daSnp+Ph4YGuri7JycloamqSn5/PnDlzmDBhAoWFhezZs4fff/+dmJgYbty4gZOTEwoKCjQ0NFBeXs7AwADy8vLo6+tz8+ZNAgICcHJy4q+//uLIkSN0dXXh5ubGt2/f0NHRITExkTt37pCZmUlSUhIzZszg3r17+Pv709/fT01NDYaGhuTk5NDR0YFAIGDhwoXMnDkTDQ0N4uPjuXXrFrKysmhpaTFv3jwGBwf5+vUrEydO5MqVK4iIiGBiYkJXVxcAkyZNws7OjmvXrrFw4UKh2JGVlWVkZAQjIyNu377N1KlT0dPT4+vXr2RnZ3Pjxg1MTU2RlpZGSkoKaWlprl69iqWlJe7u7ixevJjS0lK2bt1KTEwM69ev5+HDh8jIyDBmzBgqKiqYO3cu48aNIzQ0FCkpKZSVlZGRkUFERAQtLS1yc3Pp6OjA3Nyc3377jaqqKubOncumTZuYNGkS3759o7u7m+TkZLS1tdHS0uLt27eMjo6SmJiIo6MjgYGBdHR08O+//zJu3DiOHTuGqakp169fJzY2loKCAqysrDh8+DAdHR3cvXuXgoICYmNjkZSUpK+vj/z8fDZs2MCPP/7I3LlziYiIYGhoiObmZpKSkvD29kZeXp7MzEw6OjoICAjAxMSExMREuru7sbe3Jz4+ntHRUQBUVFSwtrbmyJEjrFu3TugGdHR00NzczJ07d3j9+jWbNm0iNTWViooK/vzzT8zNzYVOXG5uLt999x2urq40NjZiZ2dHU1MTqqqqaGpqsmnTJmbOnImVlRXR0dGMGzeO7OxscnNzGRkZQSAQEBcXx9evX9m5cyf79u1DXl6eyspK+vr6sLKy4u3bt1y4cIHvvvuOa9eu4eLigr29PX/++SenT5/GxMQEBwcH3rx5g6GhIc3NzWzbto3e3l4CAgJ4+PAhvb29TJo0idOnT1NbW0tpaSkLFizg9u3bWFtbExgYyPHjxzl37hyFhYU4Ojpy+fJl4uPjqayspL29nYyMDEZHR6mrq+Pdu3ccOnQIaWlpZs+ejbS0NLW1tZSXlzN//nwcHR1pampCR0cHHx8f1q9fT1FRERoaGhgbG5OQkICJiQlr165l3rx5PHz4kGXLlqGmpsamTZuYPn06Ojo6BAcHs3HjRvT09AgODkZaWpo3b97w008/4eTkxOTJkzEyMmLatGlYWVlx+fJlZsyYgZ+fH+bm5piYmHD58mVcXFzo6+ujurqa0NBQsrOzuXz5Mra2tpiamnL+/HmUlZUBsLGxITk5mcTEREZGRpgxYwYqKiokJCSwevVqxMTESEhIwMrKClFRUWbMmIGYmJjw68+fPyMtLY1YU1PTnqGhIdTV1bG0tCQxMZGJEycyd+5cGhsb2bdvH2VlZVhZWTFz5ky8vb2ZMGECY8eOxc3NDQ0NDRYsWIC0tDQODg5cv34dCwsLJCUlMTMzo76+HoBVq1bR29tLTk4O7969Y/HixWRmZqKsrIyBgQG2trYUFhbS09PDd999x/79+wGYPHky6enptLa24urqipmZGV++fOH06dMsXryYgoICwsLCOHToEK2trVhaWpKamsrIyAhdXV38+uuvbNy4kRs3bqCqqkpdXR3S0tK8ffuWe/fucf78eeLj4yktLeXLly+UlZURFhaGsrIy5eXlnD17lv7+fvr7+5kyZQrLly9nZGSEyMhIRkZGOHbsGFJSUuzevZvXr19z69YtvLy8uHTpElVVVUhLS/Pw4UM+f/6Mrq4ufX19eHl5oaKiQnR0NMeOHcPR0ZGKigqcnJzw8PCgqKiIpKQkGhsbERMTY9OmTRgYGNDY2MiHDx+YNGkScnJyVFRUUFxcjKOjI0VFRWhpaaGkpMS///5LTk4Oa9as4dy5c8LYoby8nKGhIYaHhwkMDCQzMxMZGRmio6Px9fXlp59+wsfHh56eHmJiYnBxcWHLli2sWLECJSUlysvLcXZ2JjQ0FFVVVS5evIi5uTlfvnzB3t4ea2trqqur0dXVJTMzk+PHj1NZWUl1dbXwomVmZiIiIkJpaSkCgYC//vqLT58+sXjxYqSlpdm1axciIiLcu3dPeJ4WLVpEdXU1KioqSEpKkpOTw8WLF7G2tsbFxQUdHR2hMrW0tKS2tpa5c+eSk5PDyMgIIiIiAEhISGBlZcXz588pKipiYGAACwsLwsPDmTp1KhEREbS3t6OhocHnz5+5f/8+Bw8eRFtbm3PnzmFmZkZhYSHa2to0NzdTXFzM4OAgU6dO5fHjx/T29lJRUUFdXR2NjY1UV1ejoKBAeXk5Ojo6NDc3M2vWLERERPjw4QMLFy7k2rVrbNu2DUlJSbq7u/n06ROrVq1CTU2N4uJiLC0tmTRpErdu3cLPzw9ZWVm6u7sxMjISvvPW1lbCwsJISUkhNTUVHR0dJCQkqK+vx83NjRkzZrBw4UL8/PxYtWoVqampaGtrExMTw6RJk2hvb6erqwsFBQXGjx/P169fmTx5MgoKClRVVfHjjz+ipaWFr68vjx8/pq6ujmfPnhEXF0dwcDCdnZ3o6+vz5s0bzM3NWbNmDStXrmTKlCkcP34cPT09MjMzKSoq4s2bN0hJSZGUlMTmzZsZGhoiNjaWmTNnIioqio6ODr29vfzwww/8+++/tLa2oq+vT09PDxcuXGBgYABJSUmGh4exs7PjwYMHjB8/ngsXLiAhIUF7ezu+vr7s3r2bvr4+Fi5ciJKSEitXrkReXh5LS0sMDQ1RUVHh69evSEhICAulq6sr4uLirFu3joaGBlasWIG+vj4AOTk5jBkzhg0bNmBkZISioqLQIUtNTWX69OkkJiYSFBREZWUljo6OqKmpMXnyZOGAMWXKFCoqKvDy8uLWrVtoaWnh6elJb28vK1asQEVFRSikHBwcyMrKQk9Pj9bWVjQ1NVm9ejXPnz/H3NycqqoqAgMDsbW1paurC01NTSoqKrCxsaGjowNLS0sSEhLQ1tbGxMQEMzMzpKWl0dXVpb29nXnz5hEdHc2OHTsYN24cY8eO5cGDBxgbGyMQCBgdHeXy5ctoa2uTnp7OvXv3mDZtGs3NzSgrKwubmZSUFMHBwdTW1qKnp0dNTQ16enrk5uby888/88svv1BSUkJubi4TJ07kw4cPrF69mtbWVnbu3ElYWJhQ/PX29lJcXExVVRUGBgZcuXIFXV1denp6MDExQUVFBS0tLaSlpfnf//6Hra0tISEhQuclLS2Nuro6Hj9+zLlz59DS0mLr1q3o6upSUVHB58+fERERoaCggH/++YeQkBCcnZ0JCQlhwoQJFBQUUF9fz9ixY5GUlOTx48esWbOGtrY2CgoK+PDhA319fcLPICIigrdv33L37l0mTpyIh4cHEydOJCYmhu7uboyNjdHQ0KCkpIS0tDR8fX15//49zc3N2Nvb09vbi6WlJZqamlRWVrJw4UISExNZt24d586do7Ozk7S0NJSUlHBxcWFkZAQxf3//PZqamsjJyWFqaoqhoSH19fVs2bKFT58+UVRUxOrVqxkeHubo0aPk5eWxadMm7O3tWbhwoXAi7e3txcDAgMzMTNTU1LCxseHo0aPcvn1bOE1oaWnxyy+/EBwcjK2tLdra2mRlZSEvL09VVRWdnZ20tbVx7949VFVV8fPz49ChQ2hoaGBgYEB+fj7Pnz/n5cuXWFtbc+XKFczNzUlPT0cgEFBYWIihoSHp6elkZWXR2NiIqakp48aNY2RkhJSUFCwtLbl16xaenp4MDQ0xbdo0rl69yt27d5GRkcHW1hZPT0+qq6uZNGkSa9asYWhoiJUrV5KdnY2cnByqqqpoaWlx7do1Dh48SFFREcnJyfz99988fvyYSZMmYWxszKdPn5CRkUFcXJzLly8jIyPD9evXkZOTA6C0tBRbW1tSUlJYt24d69at49mzZ5iamtLf38+ZM2f48ccf2bBhAxMnTmTt2rXMmTMHY2Nj9PT0qKiooK+vj+LiYmJjY/n+++9JTU1FT0+PxsZGrl27hpOTE2pqauTm5gKwf/9+goKCSE1N5c8//6S2tpb169ezfft2Xr16xdGjR3n8+DEfPnxAWlqakJAQlJSU6OvrY+3ataiqqpKdnY2joyOpqaksWrSImpoaWlpayMrKYsaMGQQHB7Nw4UKsrKx4//49N2/eZNq0aYiIiPDt2zc2bdrEiRMnOHr0KKtXr8bV1ZXe3l4yMzP58ccfUVdXx8HBgc7OTgQCAS4uLuTk5KCvr4+hoSHnzp0jPj6eBQsWsGHDBpydnREREUFTUxM/Pz9evnyJvr4+tbW1zJkzh7Vr15KSkiK0badMmcLKlStZsmQJwcHBNDU1ISsry7Rp0xgYGCAtLQ0JCQkcHBxobW3F2dkZOzs7Ll26RHFxMQACgQBra2sePnxIbW0tycnJ+Pr6UlJSwpgxY3B2dubgwYN4eHggJSVFaWkpTU1NuLq64ujoSFdXF52dnVRUVHDx4kXi4uKQlJTkn3/+4erVq1hZWXHmzBksLCzYunUr5eXleHl58e3bN4aGhtixYwdhYWHU1tby9u1bcnJy+O233/j555+5desWtbW1zJs3D21tbUxNTWlvb+fmzZskJyejq6vL9OnTsbCwQCAQYGZmRlVVFTo6Onz8+JGgoCAMDAxYvny50JFITEwkLS2NwMBAZGVl6evrw8HBgaKiIkZGRrh58yZbtmwhMjISLS0tFi5cSFdXlzD6mDlzJmZmZtjZ2VFVVYWXlxf6+vp0d3eTmJjI8PAwGhoa2Nra4uDgwKpVqygtLUVWVhYRERFiYmJ4+/YtVVVVCAQCDh06xO7du/H19aW+vp6oqCh+/vlnYmNj2bNnDzdu3EBERITx48dTUFDAzJkzOXv2LMnJySxbtowJEyYQEhLCb7/9xosXLxgYGCAlJQVpaWlevHhBZ2cnycnJNDY2oqOjw7t37wgPD2fr1q04Ojry5s0bjhw5wh9//EFpaSmDg4NcvXqVpUuXCiOplpYW2traSEhIQFxcnMTERMTFxbl69Srbtm1j6dKlxMTEUFFRwdu3b2lpacHIyIgTJ07Q1taGj48PDQ0NyMrK0t7ezqlTp8jJycHMzAxra2uOHz/O1KlTKSoqYnBwUHhn3dzcCAoK4sSJE0yaNIm9e/ciKyvLtm3bkJGRQVJSko8fP/L582cGBweFzSstLY1Dhw7x6tUrKisr2b17N58+fUIgEODu7k5hYSF2dnZcvnwZAwMDqqqqyM3NZfPmzURFRfHo0SM2btzI8+fPaWhoEDqs7e3tFBcXExgYyMePH4Xcy/HjxxEXF+fWrVuUlJTw8eNHDh48SHp6OgEBAWRmZiIuLs7ff//N+/fv8fPzo6ioiGPHjhEbG8uJEyf4+vUrmzZtQlxcnAkTJiAjI4OWlhaLFi3CwsICRUVF8vPzycvLY+nSpUI3QUNDgx9//BFNTU2am5sxMDDA19eXjIwMxMTEqK6uFt6lv//+GyUlJfz8/Pj06RMTJkxgZGSEMWPGEBISgoaGBrq6uqxZswYXFxdaW1vx9/fH0NCQCxcuYGRkhLi4OM3NzTg4OGBjY0NeXh7Dw8PU1dVRWFhIRkaGcGgwMzOjurqasWPgcUqHAAAgAElEQVTHYmVlxU8//cTq1as5duwYYrNmzdozOjqKoaEhiYmJ9Pf3o6enh4eHB729vfj5+XHkyBGMjY0pKSkhMDCQd+/eCfPP6Ohoamtr+fz5sxAS0dDQYOvWrXR2dtLV1YW6ujrLly8nMjKSGTNm8OLFC4aGhigrK0NFRQU1NTWam5v58OEDrq6uaGtr09PTQ39/PxoaGvzvf//DycmJ9+/fIyMjQ09PD9LS0hgaGhISEkJ8fDyLFi3Czs6OrKwsgoKCePbsGXp6euTl5bF8+XJ0dXUJCAhg3759uLu7Y2Njg7e3N5KSkuzatQtbW1tOnDjBgQMH2LlzJ6ampsJ8a8GCBUhKSqKpqcnZs2fZtWsXkpKSGBsbU1hYyOLFi7GxseHhw4fo6Oigrq6OiooKbW1tdHd34+npiZSUFDU1NTQ3NwuV+dWrVykpKRHaj3v37kVTU5OjR48SEhKCnp4eIiIiNDc3c+rUKVxdXenp6eHXX38lPDycL1++CCeF/fv3IyIiIizQ169f5+jRozg6OtLT08Pnz58JCwvj8uXL7Nixg5iYGDo6Orh69Sry8vKcOnUKU1NTFi5cSFtbG2lpaZSWlnL79m3u3LnD+PHjSUhIwMPDg3379qGlpcXYsWMZHR3l6NGjHD16FE1NTQQCAampqbx+/RodHR2WLVsmPE8ODg44OjqyceNGpKWlhXZxZ2cnhYWFPHz4kJqaGoyMjHB2dkZZWZmCggKUlJTw8fEhMjISeXl59uzZQ3p6Ok+fPqWvr4+AgAAMDQ25f/8+o6OjLFu2jJs3b2JqaoqzszMXL17EwcGB9PR0JCUlOXz4sLBhrVy5kv3799PR0YG2tjaPHz/m8uXLPHv2jObmZurr6xkdHUVeXl5oM9fU1KCurs6HDx8wMTHh3LlzFBcX09XVxYsXL1BVVcXOzg59fX0yMzMRFRVlcHAQFRUVPn36RElJCRISEnz69IlXr17h7e3Nli1biI2NJTAwkNHRUcLDw5GTk8PHx4fe3l5aW1upqanhl19+ISIigpqaGiHAY2FhgampKQMDAzQ1NXHv3j3S0tLYunUrHR0dfPv2jSlTpghz+sWLF1NTU0NXVxc+Pj7k5+ezYMECofV8//59QkNDOXbsGGVlZTQ0NBAUFISuri7r169n3LhxQlFTVVXFmDFjKCgoIC8vj8rKSqqqqlBSUqKtrQ0VFRUsLCxoaWmho6ODuro6Zs2axdSpU4mJiUFSUpKFCxfi4ODAoUOHOHnyJJcuXaK9vZ1nz57R0NCAhoYGFy9epL6+nilTprB37146OzvR09Pj5cuXHD58mLt373Lo0CE2bdqEr68vb9++5f79+4wdO5ZFixZRXl7O4OAg06dPp7u7m4KCAiQlJYVOjbm5OVOnTsXf35+ioiImT56MrKwsK1aswNPTExMTE96+fYu+vj7Ozs5ISEigqqrKpUuXOHz4MOfPn2fz5s18+PCBiRMnkpGRwcSJE7G1tcXIyAgTExOGhoaQlJTE0tISNzc33r59i5eXFwKBgMTERI4fP05ZWRmnTp1i/PjxlJSUEBUVRUVFBcPDw/j5+QnzYgMDA/T09LC1taWvrw8zMzO0tbUB6OjoYHh4mNHRUfr7+9m8eTPy8vJCuPfy5cvo6+sjEAgICgqiqKiIOXPmkJOTg5ycHOrq6vj5+VFcXExraysLFiygv78fXV1djIyM6O7uFnIA4uLiTJ06ldHRUZKTk1mwYAHi4uKMjIwQEhJCeHg4mZmZwmm4r6+Pjx8/0tfXh4mJCXFxcZibmzM8PIylpSU5OTl4eXlRU1PDxYsXmT17NikpKSgoKPD69Wth46uurqaiooKQkBAcHR0RExPj0aNHWFlZIS8vT15eHpcuXWLLli1UV1ejqKjIkydPcHd3Z+7cufzzzz88f/6cq1evCsUigIyMDEpKSrx8+RJjY2NhPNfb20t+fj7y8vJcvnwZMTExxowZw8GDB/H19SUuLo7y8nISExOF0KCYmBgODg58+PCB8vJyHB0dERERQVpamrt37yIqKoqlpSXS0tKcO3eON2/ecO/ePeLi4oTMgJycHFlZWYyOjlJfX48IMMr/8zg5OZGVlYWSkhIaGhp8+vQJDw8PZs2aRV5eHl++fOHr16/09vZiYmJCX18fBgYG9Pf3U19fj4mJCRoaGjx58gQNDQ26urqwtrbG2dmZ58+f09HRgZqaGn5+fjQ0NGBkZMTw8DBWVlZkZmby4MEDpk6dSkFBAQKBgNraWtzc3HBzcyM/P5+KigqmTZvG8PAwjY2NVFRUYGRkhJaWFgMDA0hISODk5MSrV69oa2ujtrYWV1dXrK2tERMTo7KyEnl5eYqLizEwMKC4uJi7d+8KgQJzc3PevXuHr68vAoGA1tZWGhoaePLkCampqWzYsIGcnBwsLS1pbGxkeHiYjo4OxMTEKCwsxN3dndTUVJSUlFi0aBG1tbU0NjbS19fHDz/8QHR0NBISEigoKDB58mTu37+PrKwsc+bM4ccff8Te3h5tbW0haPJfY66vr2fp0qXExcUhJiZGVVUVTk5OZGZmUlVVxdSpU7lw4QJhYWGIi4sjISFBRkYGxsbGWFtbU1JSgpOTE8XFxdy8eRMdHR2kpaWFdHhJSQmGhoaYmJggKirKzp07WblyJbKysri6ulJXV4e2tjaRkZF4enrS2trKt2/f8Pb2xsrKimfPntHd3U1raytKSkrU1tYSHh7OsWPHsLKyAuDq1avY2dnh5uZGc3Mzenp6QkDjwIED2NvbCxvM69evkZaWRk1NjbKyMszNzZGRkcHMzIykpCQUFRUpLy/HwcGB+vp6IaDk7e3N4cOHUVFRwcjICAkJCfT09BgeHqa+vp6MjAwEAgEeHh40NjaSnp7OnDlzyM/Pp6Ojg/HjxzM0NMTdu3fx9/cXquExY8YIi25bWxsaGhqYm5vT2dmJvb09JSUlmJubo6qqSkJCAt7e3vT29rJq1SoePXrEgwcPcHR0JCsri6amJvT09Jg0aRIHDx5k/vz5NDQ0oK6uTkNDA+PGjaO9vZ38/Hx6enoIDQ0lPT2db9++0dnZSUtLCxISEuTn5yMQCCgoKGDt2rUcOHCAL1++sHr1auH/KSMjQ319PVZWVuTm5nL37l3mzZtHZ2cng4OD5Obm4uPjg5KSEo8fP2bHjh08f/4cVVVV4Wdma2tLbm4uhoaGSEpKIicnR2NjI5KSkjg7O/PgwQPKy8sJCQnh/PnzyMvLMzo6ir+/P0+fPkVVVRVZWVnExMTQ09MDoKurCw0NDTIzMwGQlJSkqqoKNzc3Hj58SHBwMFVVVairqxMSEkJ0dDRaWlqkpaWhp6fH9OnThfHEf5xMaWkp8+fPZ8+ePXz//ffExMRgaWnJggULyMrKoqenh4cPH2JqaoqysrIQuvzv7zU0NOTatWuoqqoiLS1NUFAQEhIS3LhxA0tLS9LS0ggNDRVO/9XV1ULrc3BwEAUFBWEDdnd35+XLl2hraxMbG4ufnx9JSUn88MMPhIeHs2zZMp48eQLA/PnzaWlpEdaV/5qNlZWV0B38T2R9/PgRExMTTExMePXqFcuXL+fLly9YWVnx8uVLNm3axHfffYeXlxdiYmK0tbXh6elJSkoKLi4ufPr0idHRUTo6OnBzc8PS0lIIUDU3NzMwMICTkxM5OTnMnTuXU6dOCQc4KSkpCgoKCA4OJjs7GykpKYaGhvDx8SE1NZX09HT++OMPQkND8fLyorOzk56eHiQkJNDS0hKedyMjIwIDAzl37hwrV65EUVGRyspKXr9+zalTp4SRVEFBASdOnCAjI4ObN2+yceNG9u7dy6+//iqsqStWrOD+/fvU1tZSUVGBsrIyc+bMITIykr6+Pry9vZk9ezaRkZHo6+sjLS1NTk4OsrKymJqacu3aNU6dOkVUVBQ6OjrU19cL3Y7a2lpUVVWFsYyMjAzJyclYWFjg5OTEkydPmDlzJq9evcLe3p5ly5ZRU1MjjFL+76e9vR1lZWV6e3uRkZH5/74P0NfXR1FREY6OjgBUVVUJ7+7JkycRU1FR2bNt2zasrKxYtmwZly5doqOjg59++on8/Hz09PTw8vJi7ty5zJ07l9DQUJYvX8706dPZtWsXxsbGFBcXExERgbq6Ok+fPsXDwwMfHx8OHjxIT08PkyZNYsGCBejq6hIeHs7+/fuFmPvAwAAaGhp0dHRgZGTE4OAgnp6eJCQk4OTkhJGREZMnT+bTp09kZGRw4cIFtm/fztGjR3n58iXi4uLs3buX169f8+TJE1JSUnj27Bm7du1CQkKCrq4ulJWVaWlp4c6dO9y+fZsrV64If1ZaWpqtW7eirKxMZGQkgYGBHD16FHd3d54+fYqtrS3z5s3j5s2bhIaGMmHCBMzNzRkaGkJXV5eRkRFsbGx48OABs2fPxtLSkqamJmJiYvD09ERdXV243qSmpkZycjLm5uYMDAxw8OBBVFRUiImJISEhgfz8fERFRfny5QsfP37k3bt35ObmoqSkhKioKBoaGhgaGlJcXExZWRmNjY1ERkayfft2Nm/eTG9vL+rq6qirqxMdHU1WVhaLFy/m7du3xMfH09PTw/379/H398fe3p7r168TFhZGRkaGUDhdu3aN9evXM3nyZCZOnIizszN6enpUV1dz8uRJsrKycHR0xMTEhNraWhITEzExMaG1tVXosqSmpjI6Osrw8DAPHjygoKAAGRkZ1q1bh6ysLOrq6uTk5DAwMEBUVJRwnXBgYICOjg5aW1vp6+tDUVGRo0ePCiGv/v5+Lly4wP79+3F3d6eiogJNTU26urrQ09Ojt7dX+C78/f2pqanh4MGDODo6cuXKFSwtLblw4QK2trbU1NQwY8YMXr9+jYGBAeHh4bS1tdHV1UVdXZ0Q/quurhbaoZaWlnz8+JHMzExaW1spKyujr6+P33//HW9vb3Jzczl79iydnZ38+eefQsfqPxW9bt06Xrx4wYsXL1i/fj0nTpzA1dWVpKQksrKyqKioICYmhqioKMTExCgtLcXIyIihoSEePnxIXFwc2dnZvH//Hjc3Nz59+sSuXbtYsWIFEyZMwMrKCgMDA2HEoKysjKurK/n5+UKa/D/ocXR0lJ6eHr7//nvi4uLw8PCgs7OTdevWCaeW9+/fMzAwwLJlywgLC8Pe3h4rKytMTU2RkpJi79696Ovr4+/vj76+PkeOHMHQ0JDQ0FBiY2N5/vw5nz9/xt3dHVNTU75+/Yqfnx+VlZU4OTnx7NkzWltbmTNnDrdv38bQ0JBTp06RkJCAjY0Nqqqq7NmzhxcvXrBx40YOHDjA06dPhes7ysrKJCUl4eLiQmBgIHPnzmV0dBRXV1cmTJhAcHAwubm5XL16lfT0dNzd3ZGRkWH69OkIBAKcnZ2RkpISZti+vr5CK3rdunWoqKggIyPD2LFjhQDYggUL8Pb2ZuzYsVy4cIHTp0/j5+cnJPYdHR2ZP38+jY2NtLW1sWnTJjo6Ojh48CAKCgqIiIjg6+uLjo4Ov/76K8ePH2fatGn8/vvvJCQkICMjg7m5OY2NjWzYsAFTU1Nu3LjB4OAgR44cwdTUFFFRUaytrTExMcHW1paLFy+yfft2KisrcXFx4e3bt4SGhqKhoYGdnR3Gxsbk5OQwZ84cBgYGkJWVRUZGRrh2Ozo6ipeXFykpKVhYWKCsrIydnR2KiopUV1djZWXFjRs30NPTw9nZmcrKShYsWMCpU6eQl5fHy8uLgIAAWlpaGBkZ4caNG/z+++98/fpVuLqlp6eHoqIikyZNYvr06UyfPp13797h7+/PmDFjyMzMREJCggULFvD27VtKSkqorKxk6tSpnD17FjExMWbNmoWxsTFfv37l8ePHqKqqMjAwgLq6Oh0dHbi6uvLmzRt27dpFdnY2lZWV+Pn5oaqqSkZGBjY2NpSXl3P//n1mzZrFixcvOHnyJDdv3hS6Vf9FnZMnT2bChAmcOXNGuHqWmppKb28vurq6QhiwsrKSzMxMysrKsLGxQUlJifDwcHx8fFi+fDnPnz8nKipKmEkXFBQQFRXFrVu3hOeira2N3Nxczpw5I3RJNTQ0hCDa169faWhooKGhAbHy8vI9f/zxBwoKCmRlZaGmpkZNTQ1tbW1CYENVVRUjIyMOHDhAVFQUJ06coLe3FxERETIyMigrK+PEiRMYGhrS2tqKmJgYycnJxMTE0NraSnBwMJ8+faKtrY3BwUHCw8ORlZXl48ePaGpq0tHRQWNjIzk5OQgEAk6fPo2trS1FRUUUFBQQERHBy5cvkZaWBkBDQ4MNGzZQWlpKa2sr7u7urF69WqhinJycUFRURFVVFYFAwLp16xg/fjy9vb38/fffBAQEkJqayuHDh3n+/DnDw8MoKChw7do1tm/fjqamJmJiYvzyyy/ExsbS1dXF7du3SU9P5/r161RWVjJz5kzy8/OFVLO+vj7Xr19nZGSE2NhY/P39efnyJa2trUJg6sqVK8yaNYs7d+5QXl6Oubk5OTk5iIiI4ObmxuLFizE1NUVMTIyMjAxKS0u5c+cOoqKiyMnJYWJiwqNHj3Bzc0NMTAx/f38UFBRob2/H2tqaTZs2MWXKFKSlpVm9ejUFBQWMjIwgKirKjh07EBERQU1NjWnTpmFvby8EfCZPnsz06dOJi4vj7t27REdHC/fqnz59KqTNv/vuO2bMmMHg4CBv3rzh+vXr+Pj4MDg4SHFxMWJiYuTl5Qldhb6+PtTU1BgeHubGjRuMHz+eRYsWYWhoiKenJ05OTgwODgot8/+mCG1tbWFx+s/lUFNTIy8vjxMnTiAnJ8fq1at5//497e3t5OTkUFdXx8jICHFxccJJq76+Hk9PT5qamsjLy0NBQUFYeIyMjBg/fjyvX7/Gw8ODzMxMFBQUKCwspLq6mv7+fmbOnMnkyZNxcnLCycmJmpoaIYQydepUKioqMDExQUpKivDwcPz9/REIBPj5+TF79mw0NDTo7+9ndHSUjRs3YmNjg52dHdu3b2dgYABvb2/i4+MxMDBAV1cXCwsLpKSkOHv2LN999x1tbW0MDw+Tnp7O7du3UVZWxsjIiLCwMMrLy4U519q1a7lz5w7Pnz8XTpDbtm1DTk6O8vJytLW1aW1txcHBgdraWn744Qfa2toIDAwkLS2NBQsWYG9vz86dO2lra+POnTvs379f+DsyMjJISkri77//Zu/evYSHh1NfX8/FixfZvXs3BQUFNDc3ExYWhpaWFrGxsbi7u5OcnIynpyeVlZU8fvyY0tJSLl++zMDAAI2NjUIrdPr06YSGhnLixAkkJCSYOHEiR44coby8XDhF/vvvv3z48AEZGRlcXFzw8fHh0qVLQpDMz8+PzZs3k5SURHp6unAz4L91pmfPniErK4u2tjYSEhK8fPkSBQUFkpOTWbJkCeHh4QgEAkpLS1FVVcXJyYmuri4ePnzI7NmzWbJkCb29vVhYWGBkZERTUxNHjx4lJiYGY2Njzp49y8OHDykuLiY7O5ujR4/i5+dHdHQ0AoGAyMhILly4QFlZGXl5ecTFxfHzzz/T3t6Ol5cXHz9+5LfffmN4eJj+/n4EAgFfv34lNTUVGRkZXrx4QXV1Nbt372bJkiX8/vvv/PXXX1RWVrJ8+XLS09PR19fHyMiIz58/C+uHmpoas2bNwtnZmby8PPz9/RkeHmZgYACAadOmERISgpqaGhYWFkLRUl5ezsGDB6mqqiIhIYFjx46xdOlSuru7hcyQgYEB27ZtQ11dnTlz5qCnp4elpSXt7e3U19fT2NhIaWkpsbGxLFmyhI6ODh4+fEhOTg7V1dVoaWmhp6fHoUOHmDdvHocPH2bPnj3Mnj2bjIwMXFxccHFxQVdXl+HhYSorK1FXV0dERISlS5eybds2EhISEAgEuLm58erVKwIDA7l27RqioqJkZmby9u1boXOpr6/Ptm3b8PX1xdfXl6CgIAwNDXn16pVwUv5PDG3ZsoWamhrh5tLJkycpLi4mMTFRuP67adMmYaSkqKiIhoYGFhYWzJ8/n5cvX/Ljjz8K4dGAgABGRkaYMmUKZWVlHDx4kN27dzNz5kyMjY1xcHBARESE4OBgrly5wvnz5/Hw8MDT0xN3d3eeP/8/dL1nVJRn27a90YfeO9I7AgKCiBXEEg0WsMUSscfExJY7llgTNfFOjMaYRE2iiRELRjR2iiAWUEEEAem99zrUAd4fzzfnet/1rI+fsyzMNXOd11H2fdvjKS0tRengwYMHQ0NDuXr1Ks7OzpiZmdHU1ERycjKjRo2ivb2dH374gaysLD788EMcHByYPXs2p0+fpry8nMLCQjo7O5FIJIwZMwZ9fX2UlJQIDAxEV1cXiUQi/I2ZmZkkJiZiaGjIggUL+OGHHxgeHiYjI4MlS5awceNGIiIiuHbtGkZGRkgkErEzMzY2FlJ/U1NTMjIyWLBggVCMyvd/kyZN4vz587S0tGBiYoKysjJeXl6oqqpibGzMyZMn6ezs5PHjx9y9e5fvv/8eGxsbIbDz8PBAXV2dzz77jPz8fNE1PH/+HJlMhq2tLTt27KClpUWMvQICAujq6sLMzIwJEyZgb2/Pli1bePjwIR9++CGnT59m2rRpzJkzB3t7exQUFNDT08PY2JiFCxcilUrZsWMHn3/+OdXV1RgYGPDFF18wPDxMXFwcbm5uZGZm0tXVhVQqJTo6mtmzZ7Nv3z5RUA0MDFBZWUlERAQVFRXk5OQwa9Ysvv/+e6KiooiPj+fIkSPMmzePhIQEYmNjefr0KSMjIzx//pyuri6MjIzQ1dWlubkZRUVF4cF1cHCgrq6O8+fPs3XrVkxNTQkICBAK18ePH+Pn54eTkxMDAwNUVFRgY2NDZ2cnY8eOxdzcnIiICHbs2MGjR48oKCjg2LFjdHV1kZOTw5o1a0hMTERRURF/f3/6+/u5ffs2ly9f5syZMyQkJAhRWGFhoSjiysrKePv2LeHh4Rw7dkx0ek+ePKGlpYWgoCC6urooKCjA3t4eFxcXYmJiKCwspLa2lszMTNLS0rh37x7Nzc1s2bKFly9fMn/+fGpqavDy8uL58+eoqqrS2NhIbm4u9+7dQ1tbm9zcXB4/fsyJEyfEoX/06FEePnxIQ0MDn3/+OU+ePMHU1BRra2vOnz/P/fv30dHRITs7m23btnHp0iXS09PJzs5m+vTpXLt2jbi4ONavX094eDi1tbUoKSnh5OTE/PnzaWtrIzU1laioKHx9fcnJyeH169e8efOG2NhYvv32W4KDg8UKR+7ljY2NJT8/n6tXr9LX18fFixexsbERzgkPDw9Wr16NTCajoaFBgDBGRkawsLAgNDSUo0ePilHjv//+i4KCAnv37mX06NEYGRkRFRXF0qVLaWxsFKNuU1NTnj17RmZmJuHh4VRXV1NcXMycOXOwsLDg0qVLggdgbW3N4cOHmTNnDjNnzsTJyYldu3ahp6eHlZUVtbW1+Pn5YWxsTFVVFdHR0aipqTEyMkJzczNWVla4u7tTVFQk3CMGBgZs3bqVU6dO4ejoSH19Pa9evWLLli0YGhpSWFjI2rVrhU9+ZGREiDWtra1JTk7G2dmZ58+fs3HjRlauXMny5ctxcHBgYGBAOBAOHDjAqVOnGD9+PCtWrCA5OZlp06bh6upKamoqr1+/ZsyYMUyaNAkbGxtevXrFkiVL0NfX57///S9ubm6MjIywfft2rKysaG1tZdy4ccTGxhIVFUVfXx/bt2+ntbUVqVTKiRMn+PPPPxkYGBDn6aZNm4iIiCAqKorQ0FAB3wkICCAwMJC///5b+I3/+OMPQkNDMTU1pbm5GU9PT2pra3ny5AkvXrzAxcWF7OxsIXjy9PRETU2NpqYmYmNjBexFT0+P5ORkxo8fT0NDA35+fnh6etLS0kJLSwtlZWX8+eeftLS0oK+vj0QiEU6PgoICPDw82LhxIz4+Pvj4+PD555+Tk5PDBx98gKamJtOnT8fb25sLFy7w4YcfUlxcjFQqZf/+/dy6dQtnZ2f+85//4Ofnx5MnT+ju7sbc3Jz9+/djbW2NqqoqMTExFBUVYWVlxalTp5g1axYKCgpERESgpKTE1KlTOX36NB9++CFqamrcunWLmpoaMjMz+emnn/jmm2+YN28eZWVlpKeno6ysTGZmprgvGhsbBThLPjE4ffo0VVVV7Nu3j4MHD3Lo0CEBhcrKymLKlCmkp6ezYcMGLCwsxGRAIpFQUVFBSEgIysrK/PHHH4yMjHDx4kVCQkJwd3dHYe/evSPyAyk/Px9FRUU6OjoIDg4WKuaXL19SWVlJbm7u/5q5a2tro6SkJMAr8hGI/EbS0NBg3LhxVFVVIZFI8PDwQFFREQcHByoqKjAwMKC3txc9PT2ys7PFge3r64u5uTkdHR1UVVVRUVGBsrIySkpKzJ8/H5lMhpGREcrKyrx48QIdHR36+/sJCAigrKwMbW1tOjs7sbCwoLCwkO7ubtrb24UStrW1ldGjRwsVqkwmo76+Hi0tLbS1tcXeQj5mLi0txdTUFF1dXTo7OyksLERfX5+uri5BcmtsbMTR0ZHe3l6am5sZHh5GJpOhrq5OSUkJo0ePZmhoCAUFBVRVVUXXJ5FI6OrqEntfuRirra2N4eFhJk6cKIApxcXFYtTf0tKCqqoqSkpKSCQShoaGMDIyoqOjQ1hWDAwMqKmpwdfXl+rqanp6emhrawOgv78fS0tLJBIJ8fHxjBo1itzcXEJCQhgeHmZwcJDOzk5KSkpIT0/H3t5e/BknJycUFBSorq5GS0uLtLQ0hoaGmD59Oubm5qSmppKWlkZLSwt2dnY0NjZiZGTEyMgI5ubmaGtro6+vT21trfB4a2ho4ObmxtOnT5k1axbKyspC79Da2io88PLRoZwSNHr0aN68eYOTkxPJycliRCbv4qqqqvDz80NRUREfHx9aWlooLy9HKoL8cSsAACAASURBVJWK6YC5uTlpaWm4ubmRk5PDRx99RFNTkxAKlpeXo6uri7q6OvX19Xz00Ufcv38fPz8/7t27J4AfKioqmJiYMHHiRB4+fMiUKVPIysrCxcWFzMxMlJWV0dfXx9LSEmtra4qKioTA8unTpzg6Ogqr3ODgIFVVVRgZGaGiogJAdXU1DQ0NKCsr83/bMc3NzQU9cMmSJWhpaYn9dVZWFpaWllhaWqKhoSHe15QpU8jJycHBwYHCwkKamprw8PBg7dq1jB07FolEQk9PD2pqagwPDzM8PIy5uTmDg4MMDAyQl5eHjo4O7e3t6OrqkpeXh1QqxdjYmH379vHHH38wODiInp4e06dP59atW+Ieam9vx9TUlNmzZxMXF4eHhwd1dXU8ePCA0NBQhoaGhLZFV1eX3t5eysrK8Pb2pqysDAUFBaqqqmhvb0cmk1FSUoKmpiY2Njb8+++/uLu7U11dTXl5OS4uLhQUFDB79mwyMjLEddDW1hbf45aWFjHJ6u3tpaGhAS8vL1xdXcnPz6enp0eMo3V1dQGQyWRilw0glUqRyWSC1ih3V2hpaaGrqyuu2+DgoBgfKygooK2tTVNTE2ZmZri7u9PT00NDQwMODg709vZiZWVFXV0db968wcfHBw0NDYqKipDJZGISWVBQILpbBwcHenp6BPTK0dGRxMRELCwsxLpHTU0NACMjI2G5lMlkGBgYUFlZiaGhIVVVVfT29ooJnlQqRUlJCZlMhoaGBg0NDRgYGAgR1Zw5c3BycqKiogIFBQXu3bvHtGnT0NHRoaurC11dXfT19Wlubqa8vBxlZWVsbW159uwZampqGBoaismttbU1+vr6ZGVlYWhoiL6+PsbGxvT39/PkyRPKyspYv349L168QCqVMjIywsDAABoaGjx+/BhTU1M0NDTIyMhg9erVXL9+HSsrK6FrKS4uFr//wMAAmpqaDAwMkJmZKYpeDQ0Nce5VV1fj6OgIQHd3N8bGxiQmJuLt7U1nZyfu7u6sWbMGLS0tIb5tamoSIjn5Nejt7RW7alVVVTQ1NdHS0mJoaIj29nZRGEkkEtrb2zEwMKCxsZHBwUGcnJxQkkgkBz09PTEyMmL27NnU19fj5uaGiooKZ8+e5eDBg/j4+HDixAlUVVUZP3688HL29/dz6tQpJBIJ27dvx8jIiEePHlFUVMSWLVvIyclhyZIlZGRkMGHCBJ4+fYqDgwPTpk3j+++/JzU1lYMHD5KRkYGBgQHv3r0TlZelpSUxMTGoqalhY2PD3bt3yczMJDMzk1mzZnHnzh3a29uJj49ny5Yt+Pn5MTg4yM8//0xWVhZ5eXnCqygf4aalpQlEakhICImJiVhaWgpLRXl5OXfu3EFFRQULCwu2bt3K7NmziYiIoLi4mGvXrmFnZ0dcXByPHz9m4sSJfPHFF1RWVnL37l2Gh4e5ceMGN27cYGBggOfPn9PX18dPP/0kACxnz57lypUrAlP66tUr4uLiyMvLY9asWTQ3NxMQEEBdXR3v3r1j3bp1nDhxAm9vb9asWSOsUj///DMNDQ2sX79e7O+DgoL47rvv8Pf3Z3h4mKKiIqFw/Oabbzh37hz9/f1kZGRQVlbGrl27+OKLL9i/fz+LFy/G1NQUHR0drly5gpeXF0pKShQWFuLp6Ul7ezvXrl2jpqaGK1eukJubi7e3N7///js9PT0CLDJlyhSOHTvGhg0bcHNzQ1VVVXh1h4aG2L9/P21tbairq2Nubk5VVRUTJkzA0tKSBQsW4O7ujoGBAVOnTuXRo0eUlZXh7OxMaWkpO3bsEIKd6upqNmzYwPnz57l06RI6OjqEhoZy5coVTp48ibq6OsHBwXh4ePDhhx+KQvHmzZusXr2a9evXo6WlxZIlS4iIiGDx4sXMnDkTOzs7PD09cXFxEQ/1iIgIdHV1+eGHH5gzZw4jIyNMnDiRWbNm8e7dOyZPnsyyZctYsWIFy5YtY/z48Xh5eWFra4u7uzsfffQRly5dIjIykgsXLrBp0ya2bt1KX18f2traDA0NUVxczLRp03B0dGTcuHEMDAywfv16ent7mTt3LqGhoXR1dbFx40a++OILAUwJDQ1FX1+f3377jbNnz7Jr1y7u3bsnvO8vXrygtbWV7777jjlz5rBu3To+/fRT1qxZQ1lZGX5+fqxYsYJ3796hoKBAXV0d0dHRYuJz6NAhsappbGxETU2NlpYWdHR0kMlkzJkzhw8++ICIiAixszx8+DD79u1j69atnDt3jpCQEJ4+fUpMTAz79+8nMTGRY8eOcerUKVavXk1kZCSVlZXU19eTk5ODmZkZ2tra/Pjjj7i6ulJcXExtbS0RERFkZGTw8uVLRo8ezbx586ioqODu3bu0t7dz6tQpYadasWIFeXl5jB07FnV1dbZv386kSZPo6ekBIC4ujtmzZ3PhwgWampqYMWMGkZGRKCgo8ODBAyoqKmhtbeWzzz5jzJgxSKVSIiMjmTdvHqWlpSgqKnL06FFhZZJPGcvKyli7di3Lly+nqKiIbdu28Z///EesB+VFSElJCVOnTiUvL4+7d+9iYGBAfn4+sbGxBAQEMDQ0xM2bN/Hy8iIlJYXW1laam5vJy8tDT0+P/fv3C31CQ0MDNjY2/PTTTzx58oSXL19iY2PDwYMHWbVqFTt37uTRo0ds374dMzMz1qxZg7W1NbW1tfzyyy+sWrWKyMhIoa1RV1dHR0cHZ2dnioqKGD9+PCMjI0RHR2NjY0NLSwsvX77EysqK6dOn85///IedO3diYGBAd3e3ENyWlZXh4uLC1atXyc/PRyaTcfv2bb7++mt8fHywt7cnMzOThoYGobVxdHTk66+/5tq1aygqKlJUVCS85zY2NkRHRxMVFcX58+cJCgpi165dhIeHC3FgZmYmH3zwAb29vTg5OfHw4UP8/PxQUlIS6Fr5CFpRUZHp06ezcOFCmpqa+PTTTwVhbf78+VhYWPD777+jrKxMZ2cny5Yt4/Tp0/j5+VFXV8dff/1FQkIC7733HkVFRRw7dgxLS0vu3btHUlISjY2N3Lx5k9bWVkG5jIuLE7S19PR0gbmVg7va2tp48eIFN2/e5N27d4SGhrJ8+XImTJjAZ599hlJxcfHBcePGMW7cOJycnAgLCyM0NJSQkBAOHjyIoaGhsNZ0dXVhaWkpDueQkBCmTJmCtrY2Fy5cEN7b5ORkIR6bPn26UBgbGxszODjI999/j4KCAl9//TVmZmbk5+fz3nvvCd50ZmYmxcXFSCQSJBIJycnJ1NfXs2DBAjIzM4mPjxedjY6ODpqamgwODlJeXo6RkRHr16/nxIkTAsrS0tJCaGgoU6dOZXh4mM7OTtrb2zE2NubYsWMMDw8zfvx42traMDAwEGOxnp4e8vLy2LRpE4mJiZiamlJaWsrMmTPJzMwEYMyYMfj5+REcHMy+ffswMDBg0aJFVFdX4+TkxIsXL1iyZAlWVlZs2rSJDRs2YGpqSlJSEg8ePBCWH/mYNTY2FnNzc7Kzs4mJiUEqlVJXV8fPP//Mzp07iYqK4sqVK8ycOVN0igEBATQ1NZGYmIi1tTXR0dEUFRXx6NEj8cWWP3jkCv+zZ89y8+ZNtm3bxtKlS2lububKlSsMDQ1hY2NDQ0ODKGQmTJhAa2srqqqqwv4SFhbGL7/8goeHB3Z2dty7dw8NDQ0qKyuFctfa2prt27czZ84cGhsbhf2vtLQUV1dX+vv76enpwcnJie3bt2NjY8Pw8DBZWVno6uqiqakpHpo1NTVYWFhga2vLuXPnsLa2RllZGT09PWJjY8XNXVFRgaamJnv37kUmk4nvbkpKCtnZ2SgoKJCenk5qaiqpqalCoxAfH09nZ6egZamrq1NbW8v06dP57bffKC0tpaysjJcvXxIYGEhcXBxNTU10dnYik8m4cuUKioqKfPvtt5SXl1NUVMSlS5coKCgQ4sakpCQCAgLIyckhNzeXX375hc7OTq5fv465uTkhISHk5+eL++XNmze8fv1aXLeUlBSMjIy4fv26ULvr6+sL5Gx6ejqDg4OsWbOGmTNn0tPTw507d9iyZQsJCQmYmZmxbds2IiIi6O/v548//mD+/PksWrSIsLAw1NTU+OeffwQeWP7+DAwMSE5OZteuXXR1df2P+OX/s/XY29sLB4W2tjb37t2jt7eX3NxckpKSiI6O5ssvv+Tjjz/m8OHDPHnyBA0NDfr6+mhra+PXX3+lsrKSSZMmoa+vz44dO7h8+TK6urqsXr0aDQ0NwsLCePbsGVpaWjx8+JDQ0FDq6+uJiopiYGCATZs20dvbS1xcHBUVFWKPa2RkxLt374Tz4N9//xXWNVNTU1JTU0lISGDcuHFindXX18d///tfZs6ciZ+fHzNnzmTJkiUYGxvzwQcfkJWVhZqaGm5ubtjb2xMaGkpNTQ1GRkbU1NSIDl0OQbK3t8fR0ZHNmzcjk8lYtGgRAwMDdHR0oKury4IFC4QoV0lJCQUFBUaPHk1ISAj6+vqsXLkSBQUFurq6xFnl7+9PV1cXPj4+tLe3C0jLqVOn0NTURFdXFwMDA6E/ycrK4ssvv8TW1paffvqJZcuWCRpZWFgYd+/e5dChQ5SWljJjxgxiYmIICQmhsLBQdJf9/f3s27dP6I5mz56Nm5sbaWlpXLp0SVjJ/P39MTQ0RElJCS8vL6RSKT/88ANKSkq4uLgIFoOJiQm3bt1i4cKFREVFCVa2q6srubm59PT0UFlZKUSCcl+0k5MT0dHRvHnzBi8vLzENvnnzJrt27RITv2XLlnHjxg3u3r3Lq1evsLKyIjExkZiYGAYHB/nyyy+xtLQUdqmCggJMTEyoqKhg7dq1AnM8b948LC0tCQwMZOLEiejo6BAWFoatrS1VVVXo6+sTHh7OmTNn6Ozs5NmzZ2RnZ5Oeno6Ojg6NjY0oKipSXFxMTEwM+fn5JCUlIZFIePv2LampqZiZmbF8+XIOHjzIt99+Kyygg4OD3Lhxg99++43z58+jpaWF0sKFCw8ePnyYgYEB9uzZg46ODpcvX2b37t3o6elRUlJCamoqdXV1TJo0ib/++oumpiYMDAy4evUqPT09xMbG4uvrK0ag+/btQ11dncePH+Pv78/AwAAtLS2EhYURHBzMzp078fHxYc+ePezbtw9HR0fOnj2Luro6UVFRgpQmk8kwMzOjtbVVdGFyRfBXX30ldrWampps3LgRBwcHRo0aRWtrK2vWrCE5OZnp06cTFBTEtGnTOHnyJCtWrCAlJQUzMzO0tLRYvXo1CxcuxNXVlcmTJ7N582a0tbUxMTHhwoUL6OjoEBAQgIGBAampqWhqagoWt7m5OdeuXaOxsRFTU1PGjRtHYGAgTU1NnD9/nilTpogxlZ2dHRYWFmzevBkNDQ3u3LmDoaEhkydP5unTp4IaJH/PhoaGnDt3DmNjY4KDgwkICMDd3Z2vv/6ac+fO4efnR2xsLGlpacTExBAREUFZWRnh4eFs3rxZWCfWr1/Pzp07hcr48OHDoqs6fPgwa9asQUFBgdbWVuGR/e9//8vvv/9OamoqKioqrFu3Dn9/f/7++29GjRrF5MmTmTp1KhEREUIMoq2tzaeffsqDBw9YvXo133//PZMnT8bDw4OSkhJ8fHzIzc1l7ty5FBQUsGDBAlxdXbl7967YNzY2NrJ48WKBW+3v7+fNmzfiMCwtLeXly5d0dHQI3OKnn36KkZERn332mfh3jh49yqpVq/j888/Zv38/N27cQCqVCirW2rVrqaqq4qeffhI2w7Nnz3LmzBl2794tQBczZ87E3t4eqVTKokWLmD9/Ps7OzqSnpzNnzhw2bdrEunXrmDhxIlFRUfj5+bFq1SpKS0uJj48nLCyMf//9l+joaN6+fYuPjw/nz59nYGCA0aNHk5WVxZEjRwQE48cffxQj5ZaWFqZPn05ubi5hYWHcvn0bBQUFdu/eTXd3N87OzvT396Ovr8/evXuRSCR4enoyadIkDh48yIIFCzhw4IA43AsKCqisrKSlpUXwAfr7+4mKiuLZs2dkZGSwePFivL29AThy5Ah6eno8ePCAjz76CDMzMxQUFLC0tCQgIICOjg6uXr3Krl27BBTl7t277Ny5EwUFBTQ1NfH19RVdotyumZycTGBgIOrq6vz4448EBgZSW1vL77//Tnl5OTdv3kQikYiVydDQEL/88gsBAQGkpqZSW1vLgwcPuHHjBgA5OTl4e3tz7tw5CgsLiY+PF/zmixcviqmRoqIiFy5cwNPTk5ycHJKTk5kxYwZ///23WLt1d3eTkpLCli1bxESovr6e2bNno6enR0NDA19++SVSqZQrV66wceNGysrKyMjIYOvWrSQkJJCbm8uUKVOIiopiZGSEc+fOERgYyP79+5k4cSLr168X4/vFixcLH688IKOvrw91dXWMjY1paGhg9+7dmJqaAnDlyhVcXFz49ddfCQ8PF86G6dOn8/vvv6OoqIiqqiohISFYWVnh6upKY2MjUqmUhIQErl27hq2trQjiUFFRwdbWlra2NnR1dampqSE1NVWET6xatYobN25gampKQ0MDEolErCGzs7Pp6elBWVmZ0tJS4uLiSExM5M2bN8KxsG7dOk6ePElNTQ3Tpk0jPz9fQLXkYT3W1tYEBQVhZGQkGA5qamrC2xweHs6tW7f45ptvyM7OZubMmXR0dPD5558D0NfXR2xsrECyDg4OEhERwa1btwgLCxM2PzMzMw4cOEBAQACtra0oKChgbGxMT08P+/bto66uTmRM7Ny5k/3794vmTb6209bW5sWLF5SUlBAREYGqqio//PADnp6elJeXi8919+7d4jlZX18vWCSKioro6Ojw9u1btLS0GBgY4PTp07x584YtW7YQGBiIra0tu3fvRlNTk/DwcLy8vIiLi2Pp0qUAKJ07d+5gamoqrq6uWFpaMn78eIHHKysrE+NpT09Pvv/+ezo7OxkzZgzr1q1j3bp1/Pnnnxw4cIDs7GxWrVrFxo0bxS5YngT0+vVrIiIi+Pbbb5k8eTLFxcWkpqaycOFCjI2NxV5pzJgxQnQxdepUurq6mD59Oi9evMDBwYH8/HyBG6yrq2PTpk2CklRfX8/KlSvZtm0bCQkJQk0q3y2npqbyww8/8PXXX2Nubs6yZcuwtrbmt99+IywsTHCvJ0yYgLW1NVu3buXly5c8evSIq1evsnnzZmJjYxkZGeH48eMcOXKEhw8fIpFIyM3NxdDQkMbGRnx9fSksLCQgIACZTIaJiQnnz58nKSmJzs5OEhMTuXz5Mjt37mTq1KmsXr2aN2/e8PjxYwB27NjBP//8Q35+Pr/88gv19fVYW1vz/PlzDAwMhAf94MGDABw6dIiSkhJsbGxwd3dn06ZNTJgwgfv37xMWFiZsCm1tbWKH+9dff1FaWsrWrVspLi6moqKCvr4+enp6cHd3p6+vD1tbW7KyskhLSxOH+9OnT7GyssLY2JgpU6bQ29srigYXFxd0dXWZMGECt27dYvLkydy+fZvBwUGWLl1KSUkJNTU13Lx5k/7+fiorKzl16hR9fX2MGTMGU1NTYcXasmULQUFBtLS00NfXx7Vr1wgPD8fNzU3wm0+dOkVnZye9vb2cO3eO8PBwDA0NWbJkCStWrKC+vp6UlBQePnzI/v370dDQICkpibCwMFauXMmcOXN48OABf/75JzY2Nrz//vsUFhaipaXF27dvyc/Px8PDg5qaGgoKCsjPz6ezs5ObN28ybtw4RkZG2Lp1qwii+eeff4Rdy8LCgqSkJMzMzAgODqa+vp5p06bx66+/EhERwfbt29HU1MTb25vAwEAWLlzIH3/8gZOTE/fv32fevHk4ODhw584dLl++THl5OQYGBhw/fpzjx49jYWFBZGQkPj4+ZGdnc/fuXbS0tCgsLGT79u1MmDCBjIwMHB0defPmDdbW1nR0dODq6kp5eTkeHh6cPn2anJwc7O3tKS4uxtTUlMDAQDw9PZFIJHzyySf09/djbW3NoUOHuH79OiUlJRgYGJCdnc2kSZN4+PAhU6dORSKR4O/vz+vXryktLRWseUtLS4qLi0lISGDz5s20tbUxNDREVVUV9+/fZ+3atSQkJCCRSERohHyl9cEHH4gH8LZt2zh9+jQGBgaEhIQwfvx43rx5w4sXLwgKChL3ob29PV5eXqxZs4aHDx/i7+/P9evXWbJkCWlpaaxdu5aOjg6+++47kpOTUVFR4ZdffmHx4sWsWbOG999/n4iICGJiYkRzUFlZKVCaKioqzJ07l3PnzjFp0iRiYmLo6upCW1sbHR0dIiMjyc/Pp7CwkPHjx3P69Gl+/vlnJBKJmLRcvHgRDw8PzMzM6OzsZPbs2dy6dQtzc3MSEhKEB/7KlSv89NNPeHp6EhUVhY+PD8PDw/T29lJYWMhvv/2GRCLh8OHDpKWl8fbtWwYGBvD19SUyMhJbW1uSkpKEkt/MzIzAwEDa2tooLi4WAt+IiAh+//13AXbJy8vj/Pnz7Nixg4KCAtTV1bl58yYuLi5MnTqVmJgYFixYgIWFBbdv30ZZWZlRo0Zx8OBBAgICeO+998jLy+Px48eoq6uzdu1aFBQU+PTTT2lpacHV1ZWEhAQiIyNJSUmhra2Nmpoa+vr6xLPgm2++4dWrV+Jznjx5Mjo6OoSHhzM0NCSSxqytrXnw4AEmJibY29tjbGxMcXExQ0NDxMbG8uGHH7Ju3Tr09PQEvEVHRwcHBweBBB0eHqavr48NGzZw4MAB1q1bh7a2NgsWLEBRUZHZs2fj4uKCv78/aWlpzJs3D2dnZ8Eu/+STT9DT0+PHH3/kzp07YrwvXwtt3LiR8PBwwaj38fHh+vXrnDt3jv3793PmzBmOHDlCUFAQ69evx8LCghUrVjB58mSOHj1Ke3u7sCP29vaitGrVqoPy6ES56nRkZIQ7d+6go6PDuXPnxLJeUVERS0tL/v77b44cOUJlZSXz589n4sSJ2NraCvWjoqKigL6rq6sL072zszNlZWUcP36c999/n/r6evr6+gSX19LSkqCgIDGOfvr0KY2NjaioqJCXlydGW83NzcTGxrJy5UoePHiAoaEh9+7do6ioiJCQEBYtWsSBAweorKwkJSUFU1NTBgYGcHR0FBjKe/fu0dTUJDqvxYsXExUVhbGxMdeuXcPV1ZXY2FgOHTpEdXU1g4ODjB07FjMzM+rr65FKpaiqqnLnzh3mz59PfHw8X331FTk5OYIutWvXLrZv387HH3+Mrq6u2IfIgzzmz59PQEAAX331Faampvzyyy+cP38eHx8fMjIyUFNTo7S0FHd3d+rr69m/fz92dnaEhoYyevRoAYtQVlbm6dOnDA4OCn/vxIkTBcxj6tSpODs7Ex8fj7GxMbq6uixfvpy4uDjKysoYGBjg3r17hIaGUlRUhIKCAu3t7Zibm/P48WMCAwOZNWsWO3bsYP78+cTExAjF7qJFi7h9+za9vb3cvXuX7u5uli1bxrRp03j79i0mJiaMjIxgbW1NSkoKurq6ODg48Pr1azZt2sTcuXN5/fo1J0+e5P3332fGjBk4ODiwYMECfvrpJ8aNGyeiJu/evUtzc7PgCXt7ewuYy/Lly3n+/DllZWUYGRnx448/smvXLt6+fUtDQwNmZma8fv2aZcuWceLECRwcHFBRUWHKlCkkJiYyPDzMwYMHiY6OZvny5ZSUlNDf309TUxORkZF4e3sTGxsrbrzW1lYGBgZYu3Ytubm5fPbZZ1y+fJm//vqLhoYGHj16RHt7O0VFRaioqFBWVoa6ujoxMTEEBgaip6fHxo0bcXFxEd3Ynj178PHxEaCYzMxMli5dyqFDhzhy5Ahff/0127ZtQ1VVlcDAQDZt2iQUxZ999hlVVVVoaWnh6uqKq6srjx494ttvvyUzM5OAgAAWLlxIVlYWV69e5eeff6a7uxsvLy9OnjzJ8+fPsbCwEB3apEmT6Ovr49ChQ2zevJm5c+eydu1aHBwcxHSqv7+f//znPzx9+pRx48axe/duKisr2b17twCoTJkyhW+//ZZff/2Vjo4OysvLmTFjBnPmzKGtrY26ujq8vb1FcpJMJmPt2rWkpKTw448/snXrVt6+fStwxIODg4SHh1NSUsKsWbNoaWnh+vXrfPXVV/j7+7Ny5UqKioo4efIkUqlU2IQCAwN5/fo1enp6Qqx569Ytxo4dS3t7Oz/++KNgt3/99dd0dnYKy9WDBw9YsmSJKIyzsrI4cOAATU1NYg8bEBDAzJkzAbC2tkYqldLf38/Lly85ePAgTk5OBAcHk5qayp49e5g/fz7t7e3ExsYKBrerqyu7du1i3rx5Yt8qL8CLioo4cOAASkpKJCQkCAxnaGgo3333HY6OjmhqatLU1MTevXvR0NCgpaVFWFz37t2LtrY2mZmZaGpq8vHHHzN//nwKCwuxsbGhoqJCkMzkzOuWlhZu3rzJ5cuX6e7u5urVqwLXK7e21tXVkZSURGhoKF988QUXLlwgKyuLefPmieS/zz//nAMHDrBr1y76+vqoq6vjzJkzWFpaMmrUKFpaWtDQ0KCwsBAXFxe6u7s5evQo06ZNE2yGyMhIZs2axdGjR/H09OT48eOcOnWKzz//nNraWg4ePIi1tTV37txhzZo1FBcXY2ZmxldffSWgR3p6ely9epXZs2ezfPly9PT0iImJIT4+nrKyMlJSUli2bBnHjx/n3LlzGBgYcOrUKZHAFhUVRXR0NBoaGmzevJmsrCxmz56NtrY2ixcvFpkbz549Y9euXQwPD7Nq1SpmzJgh1hRy9XhCQgKurq5kZ2eTnZ3NzZs3Wbx4MUpKSvj6+rJt2zb++ecfgoODxYpMQ0MDhdjY2JHu7m4sLCzQ0tJCUVGR/Px8vLy8qK+vF3GYvr6+WFtbU1VVhVQqRVFREZlMJtK8Jk+eTE9PjzDpm5iYMDw8TE9PD6NGipVN7gAAIABJREFUjcLBwUGA4SsrKykqKkJDQwNHR0daWloECCInJ4eenh60tLTQ0tKitrZWhFoUFhaip6fH5cuXxTjWyckJqVRKUVERTU1N+Pv7C8LTo0ePcHJyEik37e3tdHV1UVhYiJWVFYqKilRXVyOTyaitrRV0IwAFBQU8PT25ePEi77//voD/Ozs7o6ioSE1NjYhmrK+vx9jYmKGhIaGylANlZsyYIchKbm5uDA8PU1BQgLW1NbGxsQJ+8OzZM8zNzYUFzsjICDMzM9TU1MjKysLZ2ZnCwkIRECCPmevo6MDZ2VlcE3k+cXd3N7///jtz586ltLSUvLw8xo8fL95fQUEBbW1tuLm5IZVKaWpqQk1NDX19fbS1tSkrKxNpVjNmzCA/P5+2tjaCg4ORyWS8evUKExMToRiX06uUlJSE4j0jIwMzMzNRwOTl5aGrq4uWlhYSiQSAxsZGtLW16e/vF8EFXV1dpKenM2PGDMrLy9HX18ff358///xT5CTLr7u/v78oVnx9fSkpKaG5uZnu7m6cnJxwdHQkLS0NdXV1+vv7RcBERkYGjY2NAFhaWgogg52dnbByDQ8PY29vLxCPdnZ29PX1CXV9X18fSkpKXL9+ndGjR4twF21tbdTV1bl79y4zZsyguroaZWVllJWVhR0oPT2d0aNH4+vrS0tLCzU1NaKrU1RURF9fn6KiIiwtLcVhKmcwOzk5UVBQgFQqxcjICKlUio+PD6NGjRJKbgsLCzQ0NMR+VV1dXYzR09PTMTExEeEg8hFhU1MTPT09XLlyBVdXVzZs2MAXX3xBSEgI9fX1lJSU4O/vj729PRUVFeTn5zN+/HgaGxtpa2sT9pbh4WHGjh1LQ0MDQ0NDQj09ODiImZkZnp6eVFRUCBXs+fPn+eCDD3BycmJ4eFjsUhMTE5HJZHR2dvLxxx8ze/ZsVq1axfXr1yktLUUqlTJz5kwBXpKr6nV1damvrwfAzs4OHR0dysvLUVNTE3Q2V1dXpkyZIgqmOXPmkJ6ezrRp03j27BlVVVWChiafNBQUFNDU1ISVlRUdHR1CMSxXWDc3N+Po6IihoSENDQ1YWloSHx+Pm5sb2dnZ6OnpYW1tTU5ODsbGxmKqMGnSJFRUVEhJSRE0x9evXzN//nx6enro6OggLS0NPz8/nj9/jqurKxMmTODatWuEhYXx9u1bKisrCQgIICkpSWQnyNMQ5ZGiXl5evH79Gn9/f1FQpKSkCFGV3OJXVVXF7NmzxXRNSUkJR0dHOjo6UFZWRiqVUl1dLRTOcoDShg0b6OrqYnh4mLS0NCwsLNDW1hb3kdxVpKysLKybADY2NnR3d+Pi4kJGRoZw4ri7u3P//n1cXFyE1uXly5dMmDCBY8eOMWHCBL799ltSUlIoLi4WK5Sqqira2tqwtbVFX18fXV1dkpKScHZ2xtjYmLKyMmbOnElqaqooTGtra4Ug0dHRkbq6OhoaGtDR0RHgq+TkZMaMGSPEg42NjWRlZREUFMTg4CAZGRkcPnxYOKicnZ3p7u5GT0+Pd+/eidfHjBkjNFD/94+Ghgbm5uaUlJSI1xQVFXF2dhZUSQUdHZ0Ruc+xvb1djHfk5LHy8nIUFBRwcXGhuroaS0tL2tvbcXZ25tmzZyIZSEdHB3V1dVRVVWlpaaGzs5POzk6Bk1RUVKSzs1MgPHV0dASObtSoURgYGNDW1oaGhgb19fVijzw8PExJSQlBQUHCLuHk5IRMJsPJyYn+/n60tLSorKzExMREVGxKSkoiNtHb25uMjAxcXV2RyWTY2NgIjGRdXZ3wxk6YMIF3796JkfubN2/EF6ytrY2AgACR/DQ0NISWlhaqqqp0dHTQ1taGn58f8D+hHurq6jQ3N9Pf34+7uzuqqqq0tbVhZmYm/n5BQYEQYPT19Yl9k1wZr6+vT29vr+h47ezsaGhooLq6Gnd3d8rLyzE3NyclJQVVVVVhexsYGGBgYABvb2+kUikSiQQlJSVKS0uFP727uxsNDQ2GhobQ19fn7t27hIWFUVhYyODgIObm5hgZGVFRUYGLiwvFxcWMGjWK/v5+jIyMyMvLQ0lJCUVFRerq6mhvb6evrw+ZTEZlZSXt7e3o6emRmprKzJkzefPmjbC5+Pr6kpubS2ZmJiEhIbx7944xY8bQ0tJCbW0t/f39mJmZCfFbX18fXl5e1NXVCSRmd3e3YHw7OjqSmZlJX1+f8KXL09bkKmwTExORF9zb20tFRQU6Ojqkpqbi4OAgdlROTk4C5yqRSCgsLMTNzU0EH8gLynnz5tHQ0EB3dzc9PT3IZDJUVFRQUlKir68PiURCa2uryIyWoyu7u7vp6OhAVVUVGxsbYa2RyWSMHj2aEydOiLx1ZWVlIUgsKCgQ6wN5qE1eXp5gsnt6euLm5kZtba3Y8+nq6qKnp0dmZqZIIOrp6RHoRbnHeWBgAAMDA4HF3LVrF1lZWURGRvLixQvMzMxQVlbm4cOH+Pj40N/fz9DQkLAjqqiooKysjI6Ojngob968mZs3b1JZWUllZSXOzs7i2shRsnl5ecyfP59///2XkJAQWlpa6OnpYdKkSbS2tooc6wkTJhAYGAhAVVWV+A5ramoSGxvL0NAQXV1dNDc34+zsLBCjVVVVqKmp8e7dO8H4HxgY4LPPPhNWJwMDA1paWrC2tsbQ0JCWlhYBmjEyMsLS0pKqqipMTU158uQJWlpaTJw4kerqajw9PVFRUaG4uJiSkhLhXJCLCysrKxkYGBAOhuHhYSGe7OnpEWwI+ZpIbs2Uhz/ILWEAZmZm1NTUIJFI0NDQwMPDg8LCQoyMjISVydramra2Ntzd3QUfIzc3l/feew9AnEd1dXWMHz8eJSUl8UA2NDTk+fPneHl5kZubKz5bW1tbioqKcHd3F7/PyMiIsAPKpw5xcXHo6OiwcuVKIVY0MjJCS0tLfCaNjY0oKSnh7OxMTU0N1dXVODg4MDg4iFQqFYWD3KtvbW1NWVkZCxcu/F8PN3kYzqpVqwQFLDY2li+//JK+vj50dHRQU1MTBbC86czOzsbc3Bw7OztkMhna2tpIpVI6OzvFlEOOH3737p3ItXB3dyc9PZ2goCAqKytRV1dHS0uLuro67OzsAHj79q3Il5B/ZvKseplMBiDOxfz8fJSVlQVWeGRkBCMjI8EfT0hIENevtrYWU1NT2traUBiRB7n+//wMDQ2hpKT0v16XyWRIpVJ0dXXFHkf+ywwMDPDw4UPee+89+vv7RUUSHx8vWLby1j8nJ4fOzk5Rrck9uXLf8ODgoDggVFRURG623I4xPDxMZWUl3t7eqKioEB8fLyLn5KpEOzs7rly5QkVFBR988AH9/f1oaGiIzis0NJR3796hrKwsDuhXr16hoqKCl5cXjY2Nws/c0tJCdXU1fX19AriioaFBdnY2Xl5e6Ojo0NfXR01NjfAZyj13TU1N4kDT0NAgKChI+BzNzc3p6uqira2N5uZmMjIyBN9ZHsVYUFAgdlhtbW2MjIwwMjIi9vz6+vqUl5cLX6x8ymBpaYmKigrPnj3DxcUFJycnnj9/jrW1Nc7OziQlJeHv7096erpQeJaXlzM4OMgnn3xCUlISMplMQAN8fX0ZN24cUVFRBAcHC0C+hoYGwcHBDA8Pk5yczNu3bzEyMmL69Onk5eUxMDAgOkY5slPupW5vb0dTU5P09HS8vLxEGk5/fz8DAwMibGPy5MkAPHnyBBMTExobG7G0tMTR0ZH79+9jaWnJ6NGjGRwcpLW1FUNDQ4qLi8X/6+rqip6eHvr6+kRHR2NmZoa+vj7JyclMnToVZWVlCgoKcHd3p7Ozk9raWvT09P6fG6eqqgo7OzvU1NRobm5mzJgxNDU10dzcjLm5OW1tbbS3t4uKWe5pB6isrERFRQVFRUW6u7sZO3Ys/f39Atspt43IO3z5Csje3p6enh7xXUpJScHd3R0nJycaGxvFw0BdXZ3BwUGMjIw4dOgQz58/F0WtlZUVTk5ONDU1oaCggIWFBa9evaK1tRVdXV3i4+N5//33kUqltLa2oqmpKcI95PtqPT09ampqqKqqYtKkSSQmJmJlZSWY7/JMdxMTE96+fYutrS0dHR0EBASQlZWFpqYmPT09WFlZ0d3djbW1NZMnT+bs2bMMDw8L37SysjIGBgbcu3dPZFK7u7sTHR0tBJkzZ87E3NwcDw8PHj16JK5bUlISrq6uWFhYoKSkxPnz5zEzM8PDw4Pk5GRMTEywtbWlq6tLrPqMjY2Jj4/HwcGB5uZmwsLCSEhIYOzYsRQVFWFqaiq46lOmTKGrq4vHjx8zODiIh4cHT5484b333qO+vh6ZTEZbWxt9fX0EBQVx8eJFrK2tGRkZwdXVVYCTVFVVef36tQi9CA0NRVVVlcTERNzd3QVPQZ4CB6ClpSXSz8zNzUlKSsLQ0BBdXV2qqqrE1MvGxkYQE93d3UVgho2NDZaWliKGuLu7Gy0tLZqbm9HS0mL06NHk5+cjkUgoLi7Gz8+P+Ph4tLS0KCoqYvr06ZiYmFBZWYmtrS06OjqiKJNKpWhraxMeHs6zZ89E3GdhYSETJ04kNjZWxPcODw+joaGBiooKRUVFlJWV8cknn/DmzRt8fX2Jj4/Hw8NDfE9mzJjx/zx/Ojs7ef78+f/sdZWUePz4sZhgOjk5YWFhQXJysrBn6uvrY2RkRG1trSjA5bhRKysrurq6RDdcWFhIcHAwjx49wsTEhLlz53Lx4kXc3d2pq6sTq4bh4WEKCwuxtbXlxYsXIpciPz8fCwsLiouLMTY2RiqVMmnSJDF5jY6OZt26dSIrobCwEH9/fx49esTSpUvp6uoSfn35cyYnJ+d/mCfm5uYHx48fL8za8hzsGTNmiMq7ubmZX3/9lbS0NK5evYqGhga7du3i2LFjfPzxx6SmprJ//37Ky8tpbm6mrKyMffv2cfXqVTo7O9myZQvNzc3ExMQIiERxcTGJiYm4ubmhqKjI7du3iYuL4/333yc9PV1YBfLz8xkeHubJkyeUl5cTFhZGTU2NQBOWlZUxZcoU7O3t0dLS4u+//6a+vh5bW1sSEhLYvXu3sJsFBwdz//59hoaGuHPnjkBSyuP15CKOkydPiqjDiRMnYmhoyPnz50UXFB0djbu7Ozo6OiIlRu5B7u3tZfz48UgkEhYtWsTo0aMZHh7GxcWFLVu2kJaWxsDAgMhFNjU1xdDQkKamJvLz8zlz5gzHjx+nqamJpqYm7OzsyMrKoqSkhIKCAtFh2NjY4OnpydDQEFlZWTg4OBAZGQn8z0inq6sLZ2dnYSkbM2YMvr6+LFy4EGdnZ5KTk9mzZ4+AMBw4cECgEZ2dnTl+/Djv3r3D19dX+HFzc3PZtm0b//77L5GRkTx8+JCJEyfS0tKCvb09urq6zJ8/H2VlZU6ePMmnn36Ko6Mj9vb2zJ07l97eXpYuXUp+fj56enp88sknZGVl4e7uzsDAAA4ODqxbt445c+bg7OzMhx9+iEQiYWBggKdPn1JYWEh/fz8+Pj4EBQWxaNEirly5wh9//EFDQwMbNmxAUVGRpqYmDh8+zLRp01BTU8PLy4sjR44IYIZ8nDV16lRcXFzw8PBgz549DAwMYGpqyoQJE9iyZQtmZmaMGTOGv/76i9jYWKKjo1m1ahULFy7ExsaGPXv2EBcXx8SJE7GwsMDf3589e/ZQUlIiPOVubm6YmJjg5+eHpqYmoaGhLF68mP7+fuzt7SksLCQ/P58///wTS0tL1NTUxEMsMjKS8PBwGhoaKCwsZNu2bUyZMkV4M11cXBgzZgydnZ1MnDiRvr4+UaSkpKQIa19WVhbp6ek8fPgQJSUl4uLieP36NbW1tUgkEt69e0dzczNHjx7l1atXrFixgvLycoaGhgSE4/79+xw5coTk5GSePXtGT08PmzdvFmrasLAwjIyMxBomIyMDU1NT0a3duHFDdBOmpqZs2rQJR0dHESV5+vRpJk2aJGxTd+7c4dq1a5SVlWFgYCAOcIlEwjfffMO+fftoaWnh7NmzQkOhqKiInZ0dBgYGlJSUUFhYyOvXr/H29kZdXZ0zZ86I4trQ0JDk5GQxRpZPIBQVFTE3N+fMmTOMGzeOzs5O3rx5w6NHj1i4cCHJyck8efKE+vp6qqurmTNnDj09PVy8eJHt27ezefNmAShycnLi8uXLFBUVsXnzZtTV1SkqKuK9996jtLRUcO/7+/tFcI6NjQ2tra3o6+tz6dIlgoODqa2t5fz586SkpPDXX3+RkZHBgQMH6Orq4uXLlzx9+pQ3b97g6enJ48ePMTY25tWrV1y4cAEVFRVUVVVpaGhAS0uLBQsWcOfOHYKDg9m7dy/Tpk1jaGhIhDh1dHSgr69Pe3u7sE26ublRUlKCs7MzQUFBLF26lNraWm7fvo2VlRVqamosXrwYOzs7Hj9+zJdffsn27dsZHBzExMQEd3d3KisrxTj99u3bQqNkbGxMc3MzLi4uXLp0iZkzZ9LU1ISfnx83btwgJycHa2troqKixHThwIEDohCVJ7KFh4cjlUo5fPgwEomEf/75h6VLlzI4OEhZWRnV1dUim6C7u5vIyEhWrlxJV1cXPT09nDhxgqlTp9Lf309eXh7v3r3D0NCQRYsW8f333xMUFMSxY8dIT08X+oCrV6+yd+9eoqOjxUO6pqaGrKwszM3NmTp1KmpqagQFBbFkyRJiY2PR19fnu+++Y3BwkHPnznHgwAG8vb3/D13vGZ7z3f//P7L3lnlmT5Egi8gigyQoQo2YVZcdtFGqpWaN1kXVrl1q1iZERCSSGIlMZMmWJUOWbBm/G9f/fB/H98bfnfbocTQHp/Mz3q/X8/l4oK2tzZw5c4THfPXq1dy5c4cRI0bg4eHB5s2bkUgkyKWkpGyTXhCNjY0kJSUxaNAg/P39BUPWxMSEly9fMnz4cB4/fsyBAwfYtWuXSPaeOHECR0dHtLS0uHLlCpqamhgYGAiO7vfffy/GnlpaWhQWFlJQUMD9+/eJjo6mr6+PhoYGjh49yuvXr3F1daWtrU1UDXbs2IGZmRlRUVHilB0eHo6zszPFxcUcOnSI4uJi9u/fz+HDh1m8eDFeXl5YWloCkJ+fT1BQkKhn5OTkMH/+fDEeTEhIwM/Pj/fv36Opqcnr169ZsmQJly9fFuCTo0ePig9f6vpOTk6mpKSEhQsXsmvXLp48eUJoaCjx8fGMHz+eEydOMGvWLN6/f8/ly5dJSEhAS0tLXLDSuH5vby937txBT0+PtLQ0FBQUWLBgAZ8/f2bVqlXo6enR1NREeHg4o0aNQldXl/Pnz+Pl5YWGhgbbt29HU1OT/fv3c/bsWWbMmIGbmxv+/v7o6uri5uZGTU0Nz58/Z/369Zw4cYI9e/aI6pKWlhZPnjwRb7NSdZ2enh7GxsYCXqGrqytMWVJNYHh4OO/evcPb25uYmBjCw8O5desWhw8fpqioiNbWVh4/foyPjw9qampiPNbb20tPT49ABUqDLkpKSiQlJXH+/HmxdtDR0SE0NJSMjAxOnjwpqHabN29m9+7daGtr89VXX7Fx40YMDAwIDw+nqamJ1NRUzM3N0dXV5fbt23R2dgqaXmdnJykpKezdu5eFCxeKz0vKvZdIJFy5coXly5eL8Zi9vT1xcXF4e3szZMgQHj16RFlZGb6+vqipqTFv3jyGDRsmPvOuri5kZWUpKSkhPz+frKwsHj58iIKCAvX19SgqKmJubo6Pjw9Pnjyhu7ub9vZ2+vr6MDIy4p9//qGiooLY2Fi+//57ESiTjn7T0tJoaWlhxYoVpKamMmzYMJqamujp6RFUQSUlJczMzDAyMmJgYID379+joKDA0qVL2bBhA3fv3sXX15cFCxagp6eHvr4+Q4YM4fLly8JqVFdXx+zZs7l586YgGy5fvpw7d+4A/zNNlZSU8OLFC+bPn4+8vDxdXV0kJCSwa9cu/Pz82L17N15eXmzcuJGrV68KoYZUUvLzzz/T0NCApqYmenp6+Pv7M3r0aI4ePcqoUaPw9vamqKgIV1dXhg4dioqKCgUFBcyaNYuFCxdSUlICgImJiWgGmJiYsG/fPlxdXTE1NWXmzJmcO3dOnJIWLFggWOOfPn1i5syZHD9+HFNTU8LCwvj5559xcnLixo0bIqthZ2eHq6urWKelpqZy6tQpRo0axY0bNxg7dizXrl3j5MmTIk3s4OCAgoICoaGhosr0888/C4rZuHHjMDU15fLlywwZMoTU1FQUFRWxs7OjoaFBBJ8AXrx4AYCKigrOzs7k5uaybds2JBIJAAoKChw6dIiwsDCsra3F/7d3715SUlKYNm0apqambN26le3bt/Px40esra05ePAga9asYfv27bS1tdHV1UV8fDwSiYTS0lJSU1OJiorit99+48SJE9TV1eHj40NFRQU5OTl0d3fT1taGn5+f2P0PDAwQFxcn8iESiQQHBwfU1dXx9PTkyZMnpKenc//+fWpqavj9999FNVRqtlJQUEBNTY3S0lLU1NR4/Pgxq1evJiwsjPb2dvHnvnbtGu3t7Tx8+JBRo0Yxfvx4Lly4IKQgZmZm1NbWsmzZMt6/f4+KigoKCgr09fXx+vVrQQx8//492dnZNDc309LSQnp6Oq9fv+bLly/09/czYcIENDU1qa6uFgevFy9eYGpqysqVK3FxcWHfvn1Mnz5dSIfk5OTIyMhgx44dODk5sW/fPo4ePYqZmRm7d+/m0KFDdHR08ODBA1auXImPjw9nzpwhODiYuLg43r17R0xMDIWFhchdvHhxm5ubG/fv32fOnDls27ZNSB7U1NSYMGECM2fOZNmyZWhpaREQEMDAwACzZ8+mpaVFpAOlqDsLCwu0tLSYMmUKAQEBAv9mbm6OnZ0d79+/Z+vWrZw7d46goCACAwMxNzfHysqKt2/f8tdff/H8+XO2bt2KpqYmpaWlrFmzBm9vb9atW4eMjAwyMjJ4enqSlZXFhg0biIiIwMPDg5UrV3L27FlGjx7NTz/9JMY9V65cYdasWbx69YqSkhIx5vHx8aGzs5PTp08zffp0tm3bxvPnz9HQ0GDMmDHcvn0be3t7Nm7cyMWLF0WAqqqqinfv3pGfn4+7uzvbt2/H2tqayMhI0tLSKCsrY9y4cdjZ2aGvr09ZWZmAwUsdyjNnzkRFRYWqqiocHBw4ceIEnZ2dovLi4ODAihUrmDRpEjY2Nvz4448kJydz7do1JkyYQHV1NS0tLZw7dw55eXlycnKE5FyaB5DCVG7cuIGamhq1tbV8/vyZpKQkwfE+dOgQZWVl7Nq1S4yf37x5Q3l5OTU1NXR3dxMbG8vFixfFl+rly5dIJBJkZGS4du0a69evJyoqSvC0w8PDSUtLY8WKFaxZs4Zly5ZRU1NDSUkJRUVF9PT0UFxcjJ2dHSdPnuTTp08MHTqUyspKkpOT0dbWZtSoUfT393Pp0iXOnDnDp0+f6Ovr4/r168jLy3Po0CEaGxuFs/fYsWOYmpoKM1tUVBR1dXUCAHP79m0+f/7M1atXcXBwoK6uDgcHBzQ1NdHX1xdcbzs7O+GAPn/+PCYmJhQUFGBoaMiWLVtwcHAgJiaGhw8fEh0dzcyZM9HT02Pfvn1MmDBBEK/+/vtvOjs7aW5u5u7du0RGRpKVlYW9vT0JCQls376dFy9eYGZmRmdnJ9nZ2XR1daGqqkpbWxuHDh1iYGCAWbNmUV1dzb59+4iJieHIkSPIy8sTHh7O9OnT2bJli6CnLViwgP7+fqZOnYq2tjbr1q3D1NSUUaNGMX/+fLy8vHBwcGDIkCEYGhqyatUq1q5dS0pKCpqamkRFReHn58fEiRPp6+ujs7NT6GuLi4vFiFtTU5MHDx4IVn5mZibXr18H/qcDVFFRYerUqVhaWnL58mUUFRVZuXIl6enp5ObmsmHDBv7880/27t3LvHnziIqKIjIykoGBAaZMmcKrV68IDQ3lwoUL6OvrM2fOHMGI3rx5Mx0dHVRWVuLt7c379+85d+4cgYGBdHZ2YmJigqurK7/++iu+vr7Iy8tjaGhIbm4uFRUVzJgxA3d3d6H7nD9/Pt7e3oSGhgoOQEFBAcrKyri7uzNz5kzWrl3L+vXrGTt2LMHBwRQWFpKTk8NXX31FV1cXw4cPZ/bs2RQWFgo4i5mZGX/88Qfp6en4+vpy69YtYmJi8PDwICsri19//ZX8/Hy++uorYbC7ceOG4FgUFBTg5eWFjIwMJSUlaGlpkZaWxtChQ/H09GTatGm8efOGS5cuERUVJQBPUjbEoUOH6O/vZ+vWrZSWlgookhQNKs0GSYFD0snf119/jbOzM8uXL0deXp7NmzcTGxvLtGnTGDlyJG1tbVy+fJk5c+ZQUVEhpjxPnjyhuLhYwJ4yMjKYNGkSz549Q0ZGBm9vbyIjI4mLi0NOTo4bN25gYmIiHuZycnL88ssvIsCYnJxMQEAAmpqabNmyBXl5eR4+fEhaWhr//vsvv//+O/v37+e7774TkhNpyM7Ly4uioiJSUlIICQkRO/L29nYOHjwoniu6uroioCcvL09xcTGFhYX89NNPlJaWYmFhgaysLKmpqfz888/o6upy6dIlbt26hZeXl7iPrV27FkdHR65fv46uri7JycnA//Sxu3fv5unTp3h7e+Ph4cGIESOYO3cu48ePx9jYmODgYFxcXARNcPjw4YSHhzNkyBBGjhxJXl4e3t7eVFRUkJaW9j+9prOzM8+ePRPAB+m4ztzcHG1tbZqamoiNjSU1NZU3b94I+MGgQYO4fPkyGhoaLF26lKNHj6Krq8uIESME+CQjI4NffvkFWVlZ5s+fz4EDB4iMjGTatGliFxQWFsauXbsEGtDZ2Zny8nIyMjIwMDBgwYIFHD16lIqKCpycnMjIyGDy5Ml8/vwZNzc3li5dSm5uLrm5uYKKM3LkSHR0dLCwsBBvuUePHmXJkiXiLywzMxPK3bMnAAAgAElEQVRNTU38/f0ZN24cVVVVbNiwgXPnzqGkpERZWRleXl709fXR399PX1+fePH49OmTuLH19vbi7e0t+sd3795FUVERV1dXQZsKCQnh8ePHmJubi9GxsrIyEydO5P79+2hpaTF27FgsLS158+YN8vLy+Pj4EBERgaqqqmDcSuslb968QVdXF29vb1xdXdHW1hYhClNTU4yNjVFRUaGvrw8nJydaWlpEkMTHxwd3d3fBoP7w4QMJCQkcOXKEgYEBjIyMSElJYePGjSLt6u7uTnl5Oa6urqirq9PV1SVO3EeOHOHly5f09fWRk5NDXV0d1tbWnDp1Suxo3dzcOHToEA8ePMDKygp7e3vy8/NRV1fn+vXryMjIcOfOHbKzsxk9erTYmZeUlGBnZ0dISAjl5eUYGxuTlpaGubk5srKyTJ06lUePHjEwMEBrayvh4eG8evVKhOCGDx/Op0+fKCwsxNbWFnt7e/7++29ycnJwcHCgv7+ft2/fEhAQINZCMjIyYgr066+/8tNPP6Guri4e5gEBAaLO9/jxY2pqaigvL6egoECMXKOjo0lISCA9PV2E8TIzM0lOTha72ebmZqE2ff78OZ8+feLWrVuMHTuWyspKBg8eTHx8PFlZWWJ/WlNTI2x6MTExTJw4UWhT586dS01NDS9fvuSXX34hNjYWX19fli1bhpubG9nZ2YSGhqKjo4OJiQkyMjIoKSmhqKiIi4sLGRkZREZGUlZWJtYSmZmZfPnyBYlEQm5uLnZ2dmRnZ+Pi4kJ1dTU+Pj48ePCApqYmJBIJI0aM4K+//sLY2Fhcb6dPn2bChAmcPHmS0NBQioqK8PT0pKysjIqKCiQSidj/Sn30wcHB2NraUlBQQGhoqGiBKCgooKenx/jx4zl//rwIXQ4MDGBtbU1dXZ1Y5VRWVnLt2jWePn1Kfn4+gYGBBAUFER4eTm5uLvr6+ly9epX4+HjU1NRQUFDg0aNH4gQuJQNGRkZSU1ODg4MD796947fffsPJyUnge6W7XymFbOfOnYwZM4aEhARWrVrFlClTUFZWFopcQ0NDnj9/LhLgNTU1og0iJydHfX09Dg4ODAwMkJqaysDAgIDTtLS0oK2tLXzfP/74I5GRkVhZWXH79m309PSwtrbm48ePwpzm5+cnOvAJCQmYmZlRXl6OtbU1z549Y9u2bdTW1mJsbMz48eMJCAhAXV2diIgIJkyYQG1tLYMGDaKzs5P29nZiY2NRU1PDxcUFOTk5bt68iZOTE/PmzRMmvoyMDOLi4jh27Bi///67GPuuXr0aFRUV8vLymD59OkpKSgwdOpTBgwdz9OhRJkyYILCne/fuZfDgwVhYWIh9tomJCc7Oztja2goNa3FxsVgbenp6IpFIyMjIoLu7GycnJ3GvLCkpYebMmXh7e6Orq0t6ejoJCQm4ubnR19eHmpoamZmZWFlZidaBvr4+6enprF+/np9++gljY2OUlZVpa2vj1q1bVFRU8Msvv/Dtt9+Sn58vaooKCgqMHDmS8vJyzMzMMDMz4/bt29TW1jJ69GiqqqqE9Uxa4SwuLiYkJETkVqQYU1NTUy5evIi+vv7/wCnSL/Xs2bPZs2cPBgYG/Pe//0VVVRVfX1/R+Xvw4IHgOEsX+9XV1WIclZiYSFVVFVFRUVRVVbFlyxYCAwMFCnLq1Knk5+fz+PFjtm3bRklJCTExMZw/fx41NTVevnzJsGHDSE1N5cCBAyIklJKSgpqaGgEBAcTGxvL8+XPS0tJEWnPSpEl4enrS3NxMYmIiS5cu5c8//+TUqVMMHjyY9PR0Vq1ahYeHB9XV1QB8//33XLt2jfDwcJ4+fcqDBw+orKzk6tWryMvLC2uXlZUV7u7uaGpqisrUs2fPCA0NRU5Ojo8fP2Jra4upqSmfPn0CYNmyZeTk5HD79m3k5eVxd3cnIiKCpqYm5OTk2LFjBz09PURHRwuDkYqKiriBpaenY2FhwciRI5GVlcXR0ZEhQ4YwY8YM3r9/T2lpKU+ePOH777/HwcGB//znP4wbN4779+8THh5OdnY2mZmZHD58GHt7e9GZzMvLY+nSpTx//hxjY2MOHDhAd3e3ODUsX76cbdu2iTWAFLYyduxYpkyZwsaNG7Gzs2NgYECk63Nycujp6aGiooKbN28iLy/Pjz/+yM2bN0XAq7Kykt9++w0/Pz8WLVqEkpIS48ePp7e3V4RxpH3WxYsXiwe1mZkZGzZsYP369YLJe+rUKZycnP4HwpeTY2BggKVLl7J27Vry8/PZt28fK1asQE1Njd7eXoYMGYKlpSWenp6YmpoSEBDApk2bKC0txcbGhtWrV3Pz5k0+fvzIly9fePXqFW5ubqSlpdHZ2Ul/fz/+/v7ExsbS3NxMZ2cn5ubmjBw5UnCcpWS+7777jnXr1nH//n28vLyorq4WsKBx48ahr6/P4sWL+fTpEytWrGDw4MFYW1ujpKTE6dOnaWlp4ZtvvuHbb7/F0dGRqqoq5s6dS3d3N6GhoYJa9/HjR/bv309paSnq6up4eXlhampKQUEBu3fvZu3atcTGxnLp0iU2b95MWFgY69evJzU1laysLB48eCC+43V1dejo6Ijsx9WrV3F2dkZTU5OUlBQsLS0ZPXo0WlpaQhry008/cfz4caKioti5cyd+fn7Y2trS1taGr68vNjY2bNy4kUWLFvH8+XPGjh1LcXExjY2NDBs2jMuXL2NnZyeqLU5OToKB4OjoKDS+Z86cwd/fn/r6egHkmDZtGitWrODXX38lMzMTHR0dvvrqKyZPnsz333+Pn5+fQAsrKSlRUFCApqYms2bNQlNTk7179zJs2DDhU5amohsaGgSRbO7cuaiqqrJ7926MjIyIjo7G0dGRuro6YeHS0NAgPDxcyIIsLS1RV1enuLiYuLg4Ll++jJubm0DYzps3j8jISNrb24mJieH+/fscPHiQx48fixCvFHVZXl7OlStX6O7uJjs7G4CsrCzMzc2pq6tj4cKFwn2Qm5srEukfPnwgICCAsLAw/vzzT5SUlHjz5o2Yljg5OeHq6kpCQgJ1dXWCsJiVlcXgwYPx8/PDyclJfFeMjIxITExk7969WFlZoaCggK2tLY2NjQQHBzNq1Cju3r3LvHnz0NbWFkz/b7/9lvHjx9PW1sbs2bPR0dEhLCyMQ4cO0dTURGtrKwcOHKCwsJAHDx4ICcrdu3eZMmUK2traJCUlsWfPHtauXcukSZMIDw8nMzOTefPmCWPXy5cvmTZtGoqKigwfPlz88+eff8bR0ZFLly6hrq7OvHnzxNRRaujLyspi3bp12NjYCEyrjo6O0DAXFxeL31dYWBgxMTHcu3ePqVOn8unTJ4KCgjh79qzQ5758+ZK4uDhev34tphVPnjzB0tKS1atXI5FIuHbtGmvXriU7O5tTp06Rn59PZWWlqGpaWVlx4MABGhoauHbtGq9fvxZJ8u3bt9Pf34+cv7//Ng0NDVasWMH8+fNRV1envr6e69evU1BQwMiRI0UAycjIiJkzZ1JXV0daWhrR0dHC45yXl0deXp7AKkp3BRoaGgwdOpT58+dTUFBAdHQ0vr6+5OTkoKmpSVVVFQBmZmaoqKjQ1tbGhAkTePDgARMmTKC5uZm8vDz09PSorKzk33//Zffu3cLQIy8vz99//y0IVVLd5t9//83Zs2eFG/nMmTPU1NRgaWnJ3LlzefbsGb29vWLsFBAQIPrgvr6+TJo0CTc3N0aNGkVrayuqqqo8ffqU4OBgsrKymD9/vjBIaWtri1VAYWGhKMT/9ttv5OXlCV92e3u7sNvs3bsXdXV1JBKJoPFYW1uzevVqkaaurq7GxsYGGRkZXF1dkUgklJWV4e/vj6+vLwYGBtjY2KCurs6YMWMwNzfn3r17bNq0SdC6enp6xGhl06ZNbNiwgTFjxojUtr6+PkFBQTx58oRZs2axfPlyOjo6uHfvHmX/n5z91q1btLa2ChhHdXU1Q4cOpb+/n8rKSkJCQpg3b544CUp53Hp6eigoKPDx40fmzp1LWloaKioq9Pf3s2LFCrKysigpKWHcuHGoqamJ8EtycjL6+vokJiaSnZ2Nra0tKioqpKen85///IezZ89iY2MDIBSDe/fupb29nYkTJwpqXVpaGqampvz444+UlZVx7tw5Zs6cyerVqxk2bBiZmZls2bIFf39/PD09UVdXx8jIiJiYGLq7u8W4+MWLF/T39wsudXV1NfHx8QwbNozOzk4yMjLENOnRo0ckJSWRmpoqTqY//PADNTU17Nu3jwsXLgjne3R0NGVlZfz777+8fv2a/Px8Tp06RXR0NLt27SIuLo64uDhu377NnTt3yMjI4MCBA1y+fJnMzEwePnyIqampOOVPmjSJxMRE3r17R3NzM0OGDOGXX37Bzs6OMWPG8NVXX+Hh4UFERAS1tbWsWLFCSEVCQ0MZO3YskydPZs+ePWRnZzNz5kxqa2txcXEhLy+P3t5ewc6eOHEiy5YtY/To0bS2tqKiokJ7ezvNzc20trby4MEDYmJi+Oabb+jv72fhwoUiBCiF5UipdE+ePKG1tZWpU6dy6NAhduzYgZ+fHzIyMqxYsYLg4GDU1NQoKSnB0tJShA+/++470ZmPi4sT9iNXV1cAwR1wd3cXJkENDQ1xanv48CGDBg3CzMyMESNGiKaGi4sLycnJtLe3i0SyFKTk5ubGvn37hGtdihSePXs28vLy1NTU0NPTg7W1tXjZsba2FqRAAwMDkpKS+OGHHwTBcfDgwXR2dgrpkrRVMHjwYJycnFBUVGTPnj389ddfuLi4cOzYMebMmcPZs2eZO3euqFsdO3aM5uZmIiIiCAoKIjo6WrQtqqqqsLS0JD8/n9LSUkpKSvDw8MDZ2ZmMjAwcHBx48eIFT58+FebE2NhYFi9ezNSpUzlx4gRBQUHiBcTJyYmXL1+irq7Ovn37xL0gOztbqFkXL15MREQEYWFhxMfH09fXx/v371myZAmJiYmYmppiamoqkvvz58/n9evX/PPPP/j4+ODj4yNeAjU0NOjq6mLEiBE4OzuzY8cOUTELDQ3l2LFjbNy4EUtLS5FJGDVqlBCRSE187u7utLe3Y2pqytGjR9HX12f06NF0dnbS09NDbW2tCBq/efNG8MM/f/7MjBkzhFGtoaGBDRs2oKOjg6GhIXJycsyfP1+geBsaGmhubmb58uUMGTIEPT09Pn78iLKyMk1NTdjZ2REeHk5FRQV9fX28e/cOPz8/goKCRGNk/vz5wpqWmJjI7du3kduyZcu2wsJC7OzsKC4uFhekgoICUVFRtLa20tbWxoIFC5CTkxMVl4MHD7Js2TKKioro7+8X8I2ioiI8PDwEHN7ExISBgQHk5ORE/Wbp0qWMGDFCdCSlhJgRI0aIGtnevXtRUlJCRUVFuGrnzJlDWloaK1euFL+P2bNni6T2ggULaG5upr6+HhsbG0JCQrhx4wbfffcdX7584e3bt7S2tgrzjXScsnnzZurr60XXTvoSER0djaWlJUZGRkRFRWFkZISBgQG1tbVUV1ejoKDAmzdvqK6uZmBggDt37gi+c2NjI11dXaKfKd25a2ho0NLSgrGxsXi4nz9/HhUVFU6fPs3nz59xd3dnYGCAixcvitFud3c3T5484fTp0/j6+uLu7i7qENu2bSMnJ4fc3Fw+fPhAdXU1ioqKPHv2DENDQ1ErsbKy4urVq8TGxpKfn8+aNWtoaWlhzpw5wP8gJteuXSMwMFBoJI2NjUVf1M3N7f+INhQUFHjy5AlBQUFUVFTw5MkTLl26xNChQxk3bpyADyxatIjz58/T3d2NsbExZ86c4dtvvyU0NBQPDw++fPmCrKwscnJygpqlqqrK3Llz2bp1K0OGDCE+Pp6enh4BbTAwMKCkpESYsXJzcwkMDCQxMVH4bg0NDUlLS2Ps2LGYmpqira3NxIkTsbGxEb3hSZMm8eXLFwHTSUhIQFlZmYULF3L//n2GDh3Kly9f8PLyEr1wZWVlLC0tBa1LilZdvHgxd+/exd7enrq6OlRUVHj9+jV//fWX0LvKyMgIUIZEIuH9+/dMnDhRdJg3bdpEQ0MD/v7+mJiY4OjoKHZct27dYvr06SgqKorpl7y8PPHx8cTExHD8+HHOnj0rbnQJCQlkZGRQWVkpRBBVVVV0dnayZcsWUQ+T9qh//fVXlJWVUVFRYfTo0aLmlJOTI/b/T58+xdfXlz179qClpUVERASpqamMGDGCrVu3YmVlJTjWDx48IDc3l/T0dB49eiRMX2fPnhXQjoSEBKysrDAzMxN7vv7+fn799VfBcf71118pLi4WL8TSKo+0OSI1CUoBHL6+vkgkEi5evMi3336LjY2NAMZ8/fXX6Ovrc+vWLezt7blx4wbNzc3C9vX+/XuioqKYOHEiBw8eZOfOnTQ0NCCRSDA1NeXPP/8UE7CEhAR8fHw4ffo0OTk5+Pn5sXfvXurq6jh58iROTk4cOHAABQUFpk6dyq1bt6ipqSEyMpKCggJiYmIoLS2loKCAkJAQUXs7fPgwdXV1zJo1i7dv31JYWEhSUhJGRkZcvnwZiURCXFwcmpqaGBoaoqGhQVlZGa6urkRHR2NkZIS9vT1Dhgzh7NmzHDt2DBMTE7755ht++eUX2traCAsLQ0lJiYMHD6KgoICXlxf29vaUl5fz008/8fz5c0JCQiguLiY6OhpjY2OUlJQwMDDA1NSUd+/eYWBggIKCAi0tLUKs1NjYyOrVq8V9PCQkhCtXrghDnzR8JrUl/vzzz1RUVAitcG1treBDyMjIoKenx5cvX8Tu/sOHDzx+/Jh79+7h4OCAnJwc27ZtQ1VVFVNTU6Kjo5k0aZKYUuzZswclJSWeP3/O2rVrhTdcij7V19dn0qRJzJgxg9GjR3Pjxg10dHQwMjJi+fLlwu+9ePFiTp06RW1tLTExMZSXl7N8+XICAwMpLS1l8eLFlJaWitxAf38/u3fvRkZGBmtrawoKCvjpp59QUlLi2bNnDBkyBD8/P9H2WLp0KZcvX6aiooKxY8cK5kV9fT3jxo2jp6cHS0tL5NasWbPt2LFjNDQ0MDAwQFJSEo6OjkKnp6Wlhbm5OUuXLkVXV5dz586Rn5/P+vXrKSoqEo5TKWrSwsICPz8/Nm3aBICWlhYjR44kLi6OkpIS2traOHr0KP/888//hNwyMqSmpgrV3fv377ly5Yp4MNy/f5+UlBT8/f25ePEizs7O3Lt3j/LycuTk5Ni0aRNFRUWYmpqybt069PT0OHz4MFOnThUi+5ycHOTk5Ojv7ycvL4+WlhauXbtGQEAAK1euZN26dezcuRNLS0tKSkqoqqqiuLiY1tZW7ty5I4xJCQkJ2NnZsWjRIpKTk6mqqmLSpEncunWL7777jsjISDZu3Mi5c+cEJQcQpicTExOSkpLQ0dERIBNdXV2OHz9OWVkZo0eP5vHjx+LElpubK0r4MjIyAgaTk5PDpUuXePXqFWpqatjY2KCoqCgsYZmZmYwZM4aOjg4KCgqE11oKuPHx8eHkyZOcPXuWN2/esGXLFpSUlGhtbSUoKEggII8ePcrevXspKSlBT09P9IrXrl3LwMAAHz9+ZN26dbS1tTF48GABsDEzM8PY2FhYcP7991/Cw8OJi4ujoaFBjAhra2upqKhg9+7d1NTUoKuri4KCAhoaGoJAJa0nSbnylZWVfPvtt3h7e3P06FFyc3Opr6/n1KlTSCQS/v33X86cOYOlpSUuLi5IJBKGDBnC8OHDqa+vJz09ndu3bwun8fPnz2loaEBHR4eQkBACAgIEySozM1NoWyMjIzE3N0ddXR1ra2vGjBmDjY0N4eHhlJeXixuWrKwszs7OREZGsmzZMhwdHbGwsMDNzQ07OzuuXLlCcHAwjo6OLFiwgBkzZiCRSHBychK9eGn1a968eUyZMoUpU6bg4+PDrFmzmDJlCgMDA3h6eoppxcuXL/n48SMnTpzgjz/+IDU1FWNjY2bMmMEPP/zA4cOHcXV1RVlZWdQopdjIL1++oKioSEpKClOnTmX//v0oKyszZ84cli5dypIlS7hy5QppaWnMmjULJycn0tLSWLJkCbNmzaKxsRF7e3vc3NxoamoiMTGRjIwMTp06xdSpU5kyZQpGRkYsXLhQgGWMjY15/vw5o0aNEnvZpqYmQkJC0NPTQ15eXkztqqqq0NLSwtraGg8PDw4dOiTCS4WFhSxbtgxnZ2cWLFhAWFgY48aNo7S0FG9vb3744QeSk5N59eoVu3bt4vPnz3h6etLW1oaGhgaDBg0SbugrV66I3XFubi4ODg5MmzZNPFikTuLMzEyWLVvGypUrRQVIU1MTb29vqqurmTVrFo8fP+bUqVPs3r1b9LcLCgrE+iEqKor3798TGBhIXV0d//77L62traSmpiIrKyu+N2fOnOHs2bPo6uoKE2FUVBRpaWm0trby1VdfcfToUW7evMmkSZO4f/8+AwMDYv8aHBwsuBDXrl3j4sWLgqBXV1dHb28vDg4OJCcn09TUhIODg3A4T5gwARkZGczMzDA0NKSoqIjg4GC6urrE1Cw/P5+IiAiB6O3r60NPT4+xY8eKaaSvry8XLlzA19dXZF4sLCzYv38/Cxcu5MKFCwwaNEi0J968eYONjQ25ubncv39fkO/ev39PUFAQsbGxSCQSent7sba2RlVVFQ8PDz5+/Eh4eDgpKSn09PSQkpJCd3c379+/5+rVq+JlWHoNuru78+OPP1JVVcWSJUsICAggOjqay5cv8/nzZ9LT0wkJCeHFixe8fPmSc+fOUV5ezufPnwXjQ/rZxsTEEBMTw6FDh1izZo24ZyYlJXHu3DlMTExQUVHhzJkzlJWViWzQhQsXSEpKorm5mXXr1tHQ0ICFhQWxsbFERERw+/ZtXF1d2bx5M/Ly8nR0dCD36NGjbdJYu1Q08OrVK2RkZAQkf+fOnXz48AF1dXXmzp3LoEGD+OabbzA1NeXChQvC53z37l3Ky8vZsWMHISEhAs5w7NgxcWpqbGzk/fv3LFy4kN9//x1bW1uCg4PZvn07y5YtIywsjNraWl6/fi1wkBkZGcyZM0ckmaW41OjoaKHZdHR0xM3NjerqakaPHs3kyZNpa2sjNDSUgoICTp8+zcWLF8UXZ9euXQAMDAyIC1ZGRoYxY8bQ3t4udtipqamCnxsYGEhTUxNr1qwRlRoZGRk2bdrE8ePHCQoKIisriyNHjoj+94EDBzh69KggL02YMAFzc3PS0tKoqakR/U5pT9zb21vsh6U0qsjISA4ePIi1tTWZmZnIysri6+uLjIwMp0+fxsLCAhUVFRYtWoShoSEzZ84kJycHW1tbAX+prKxEV1eXe/fuUVVVxcWLF/H29sbU1JTff/+defPmkZycjL+/P4mJiQJuUVJSQn19Pd7e3qirq2NhYUF+fj6rVq3ixo0baGhoEBISgr+/PwYGBnzzzTcCdTl+/HgmT54s3uZNTEwIDAxk5cqVtLS0CGlMREQEV65cYf78+YwYMYLc3Fw6Ojpoa2ujp6cHExMTTExM+Prrrzl48CCWlpbo6ekJ7aOVlRWGhoZcvHiRHTt28PbtWwHQkE48zM3NuXr1Knv27KGgoAArKysSExPZuHEjhYWFREREoKysTGJiIiYmJly4cIGNGzeyatUqioqKmDZtGgkJCUyYMAFZWVmxd5J+F6UjSCsrK968ecOxY8doaWnBzs4OZWVlJBIJW7duRU9Pj2vXrlFSUsLdu3eZM2cOCxYsICQkhNLSUpKSkkQg5vDhw0gkEnR0dDh27Bi7d++mpaWFgYEBsUv+5ZdfWLZsmXioDBkyhNjYWNatW4eXl5fwv0t1mzIyMpw6dYrAwEBcXFxYtGiRSFlraGigqKiIkpISMjIyxMbG0tPTw19//YWmpiYXLlxgypQpzJ49WwQPlyxZgp6eHpcuXWL27NkcPHiQkpISjIyMRJq6o6ODb775hrCwML777jvhDkhPTxdTHjk5OV6/fk1aWhpKSkocOXIEFxcXBg0ahKOjo+CLl5SUCKysoaEhqqqq9Pb2YmtrS1dXF9OmTUNTU5O//vqLgoICZsyYQUZGBkVFRYwbN46uri4kEglpaWl4eHiQnZ1NdXW1uHb7+/u5f/8+VlZWFBYWMnXqVCIiIti7dy8nTpxg8eLF/Pbbb+jr6/P27Vt6enpEAOvAgQOoqamJQOSjR4+Ij49n//79xMXFMW/ePJ4+fYqnpyf//vsva9eu5d69e/zxxx9oa2tz8uRJkdiWlZVFTU2N+Ph4Ghoa8PT0RFNTk/z8fLGG9PPz48WLF/z3v//l1q1bzJkzBwMDA2pqaggKCqKmpoaQkBD27NkjmNdv3rzh1atXtLe3Ex4ezoEDBzh37hyPHz8WAJxHjx6JlwRnZ2fu3LnD7t27hTpSiirV0tKisrJSSIqkY29pACwvL499+/bR0dGBtrY2JiYmvHnzhtTUVMHvePLkCXJychw4cIA//vhDrKcCAgIEStfMzIyMjAyGDh2Kvb29YIP09vYK0ZSUxXHu3DnU1NREY8XS0pJhw4YJnsCSJUtwdHQkLy+P/Px8Dh8+jJaWFsnJyQQHB/PhwwfWrl3LrFmzKCws5MaNG1hYWLBv3z5u375NdXU1J06cEN50LS0tpk2bxtdff83du3eFlQ/g+vXrvHv3jrS0NCorK1m5ciUrVqxAUVFRkBMdHR159uwZfn5+mJmZsXnzZkaOHElNTQ0///wzBQUFLF++nKqqKv744w9kgAEAZWVlxo8fz+3bt/n/+yUvLy/qDvX19QB4eHgQHx8vUJxfvnwRN1OAjo4OcWEBtLe3U11dzaBBg1BTUxOc2c+fP9PS0kJvby96enq0tLTQ0tKCuro6ZmZmgsfa3NzMyJEj0dLSIj8/X+wybWxshEdaXl5e/Azp22FXVxfGxsYi0CQFVEj5zK2trTZLsvMAACAASURBVOjr69PZ2Ymampr4GYWFhSgpKeHi4kJdXZ3oHNfW1tLZ2SmoWNJEYXl5OcOGDaOrq4svX77w5MkT/Pz8BLFNXV1dfCbSPq6FhQVNTU3i9GxpaUlBQYHoz5aWlmJraytwfo6OjtTW1mJmZkZFRYXoDDo4ONDT00NzczOurq7U1NSQlZWFqakpmpqaghYnZbJra2ujqqoqxlRtbW3o6elRXFyMlZUVHR0dKCgokJmZKU51Hz58wNXVVVTENDU16e3tpa6uDlVVVXp6euju7kZRUZHu7m6BdlVVVeXVq1dIJBLMzc1JSUnBwcGBpKQkrK2tkUgkNDQ0oKamJnCtCgoKJCYmEhISQmpqKr6+vkJ2oq6ujoqKCkpKSoIyZm1tjZycHHl5eWKkZGlpKWhjL168EDx5IyMjtLS0cHV1JTY2Voz8mpqa6OzsZOjQofT09HDs2DH8/f2RkZFh0KBB5OfnY2trS319PWpqanz8+BELCwsGBgbw8PDg06dP5OTk0NbWxogRIzA1NRXY0/LycnR1dYmPj2fUqFFkZ2cTEBBAQ0OD8I3Lycnh4uLC27dvGTJkCA8ePEBbW1uYtwwNDcVnpK+vj46ODh8+fKCgoICbN28KbvXbt2/R0tIiJycHbW1twefv7e3FxMQEeXl5UYNqbGxEXV0dTU1NTE1NReddymvX1dUVadXKykrxWUv3yQYGBhQVFTFy5EhxD7h79y719fUYGxuLXeOdO3dQV1dHVVWVuro6gc6VpqWlqwIXFxe6urrES/Ljx4+5cOEC3d3dRERE4OPjI0AVUqKdvb29uJ8YGBjQ3NyMoaGhSO7X1dVha2tLaWmpaBU0NjbS2NjIoEGDqK+vF1z2xsZGwY+WdnalJ3JbW1vy8/NRVVWloqICPT097O3tUVRUpKioiN7eXrS1tdHX16erq0skrEtKSnBxceHDhw/o6OgIHgQg6FxSU6H0cysoKMDa2pra2lo6OjowNjYWTQYTExNkZWWpra0F/setTk1NxcnJiaKiIiwtLeno6KC0tJSOjg4h0ZEayKRgFKl+VEpgrK6uxtLSkry8PNzd3amsrBTZpLa2NjFh8fDwELmFtrY28vLy+P7773n16hXW1tbcvn0bDw8P8Xn29vaKyuL69eu5efOmOHxIufwDAwM4OjoKMpmKigpaWlrMnDkTR0dHMjIycHNzA+DUqVM8fvyYuro6vvrqKwEMys7OpqysTIyyKysrkZWVxcbGRvw5pe7rwMBAkpOTkUgk5OTkoKqqyrhx4xgYGODw4cPo6+vj4eGBgYGB2EmbmJjQ0NCAk5MT6enpqKiooKOjQ11dHUeOHOHu3bsEBQWhrq7O69evkUgkmJiY0NnZKdY6Ojo69Pb2UlNT8z+hh4wMmpqaNDQ0oK2tLeq0ioqKNDQ00NraSn9/Pw0NDciNHDlym3QEnpubi6OjI729vaioqPDdd98REBBAdnY258+fJz09nWXLlmFlZcWiRYtISkrizZs3aGhoCIiKn58fRUVFogstfXNRVFSkuLhY/Ptvv/2Gr68vWVlZogtrZGQkcIV9fX3CcNLd3c3s2bMJCgrCwcGB/Px89PT00NPTQ1tbG09PT5qamkhLS6O7u5uQkBCePn2KgoICTU1NAnhy5swZ3r17R3BwMMrKyuTn5+Ps7IyjoyOKiork5eXR1dWFs7MziYmJaGhoUFRUxKhRo6irqyMkJIS6ujo2bdrE6tWrKS8vp7a2lvr6evT09Lhx4wZBQUHEx8fT1NTE/v370dTUJCMjg/r6enp7eykrK6OgoAA1NTWys7OprKwU9aaoqCjs7OywtrZmxYoVWFlZMWPGDPbu3cvEiRPZtWsXI0eOpKuri/3795Oeno6XlxeHDh3CzMyMgYEB0Rk2MzMT0IuBgQGRIlVVVcXLy4u7d++ye/duHB0diY+PFz1vKe9dTU2Na9eu0dvbi5ycnHj5yczMFF3GDx8+EBUVhaWlJVZWVvT19ZGWlsbIkSNRV1fn8uXLQuKSkZFBTU0N+fn5nDt3jkmTJpGcnIylpSWBgYFcu3aN5ORkkbjt7u5GTU2Nf/75hxEjRnD//n2cnJzo7e2lvLycwMBATp8+jaOjI3fu3KGoqIh3796ho6NDXl4e/f39HD9+nOnTpzNq1CjU1NS4e/cudXV1QjKyZcsWjhw5goWFBaNGjcLV1ZX4+HghdtDV1UVHR4eNGzfi5uYmRBA7d+6ktbWV7u5uZGRkUFRU5MKFCwwbNoy///6b0NBQTp48SWxsLJ2dnZSUlLB3714KCgpIS0tj3LhxBAYGoqWlxY4dO9DS0uL69evk5uby+vVrHj58yMSJE6msrBT7y8jISFavXk1hYSGtra10dHSwdetWNm3ahLKyMs+fP0dPT0+w/efNm8c///yDrKwsDQ0NbNy4kYCAAPz8/ASHfvjw4fT29jJv3jz09fVxdXWlqqpKgGhu3ryJRCJh7dq1vH79GgsLC3R1dZk6dSpFRUW0tbWxdu1aPn/+LHjKdnZ2TJ8+XegKZWVlRQ1ywYIFAgYi7Va7uLiQk5PD119/TXBwMIaGhjg4OODs7MyHDx/IzMyksrKSGTNm0NXVhbm5OTt27KCurg51dXVGjx6Nn58fPT09hIWF/Z+X3ubmZnp6ehg3bhw2NjZ4eHiQnJzM8ePHRUVy/vz5HD9+nDVr1mBhYcHHjx9xcHDAyMiIwYMHM3bsWLZv387gwYNRUVEhKSkJGxsbNDQ00NXVxczMjOzsbExMTDhw4AAVFRX88MMPgkM9aNAg5s6dS19fH15eXoSHh/Pw4UNmzZqFsrKyGMVKHwjSCZv03qqoqIiXlxdDhgzBw8ODU6dOMXToUK5fv46Kigq2traEhYVx8+ZNKisrMTMzY8KECRw6dIiXL1/i5OREUFAQACNGjMDb25uxY8cyfvx4lJSUsLOz44cffiAlJYUpU6bw+++/U1lZycePH8nLy2PGjBmCr7548WI0NTWZPXs2fX19xMXFERERQVtbG2pqakRGRvLhwwc+fvzImjVr+PjxI9ra2hQXFzN9+nRmzZpFYGAgN2/eZNq0adjY2Ijvl5qaGpMnT2bw4ME4OzuLNH1YWBhjxowBELXI8vJy8vLy+OuvvxgYGMDMzAxnZ2c+ffrEiBEjmDdvHoqKivj6+jJs2DBmzJhBRUUF06dPp7y8nAkTJjBs2DDxAqWoqMiJEyd4/fo1GzZsELkce3t7rK2tRUNA2hTS09Nj0KBBTJw4EV9fX+rr6zExMcHd3V0QJI8ePcrff/9NcnIyZ86c4dq1a/z4448cOHCAAwcOoKury5QpU/jzzz959OgRubm5/P777/zxxx+UlpYKK19ERASjRo1ix44dyMrKInPhwoUBZWVlurq6uHHjhsDx+fr6cuTIEezt7Zk5cyarVq2ivb2diIgIwRb+5ptvaGtro76+XtQFXFxcMDc3p7e3lydPngg+sZeXF9u3b2f27NloaWkRFRXF5MmTKS4u5u7du7i7uxMWFsbJkycFJWr8+PGkpaXh5OTEpk2b2Llzp0iRZ2VliTc/Dw8Pzp8/j6enpzj5a2pqcvPmTerq6oSOsqurCxkZGfGgNTExwc7OjsLCQnHSmDZtGk1NTZSVlZGXl8enT59wcXGhubmZ8vJyfHx8hIZUeqL18fHhxYsX5OXlMXr0aHFaefv2Lbdu3WLbtm3igQIQEBCAgoICw4cPJy8vj6amJr7++mvevHnDvXv3cHd3Z/z48Vy/fp2Ojg4mTZpEWVkZ0r+nnTt3cuTIERoaGqiqqiIuLo758+fz6NEj+vr6KC0tpa+vD3l5ebZs2UJUVJSQi1hbW3Pp0iX++OMP7t69S1VVFRYWFuKiTEtLY+nSpaSlpZGTk8OyZcs4c+YMcXFxBAYGYmpqSmtrq+gWSyQSgaa9dOkS3t7e3Lp1i76+PuFfHjx4MNnZ2axcuZJvv/2WXbt2sXjxYjw8PKiqqhJu8wkTJvDw4UOMjY3p7u4WClIpb136Nis91V67do0xY8ZQVVXFlClTuH37NiUlJVhbW1NSUkJkZCSpqanY2dkJnKyFhYUwfn348IGnT58yaNAgxo8fL3r5VlZWfPjwQehdNTQ06OnpwdnZGSsrK+Li4sjNzUVXVxclJSW0tLQYGBgQHmxzc3NqamqEuEO6m+/q6hL96vz8fCHXAcR/k/5ycHBg+PDhpKamUlZWhqqqqrAJeXp6kpKSwqBBg0T6WYoSnj9/Pu7u7mRlZfH582cmT56MvLw8xsbGvHr1Cm1tbbKzs6mvr2f16tVidGdoaEhVVRXt7e0MDAxw4cIF5syZg42NjVgfyMjIEB8fj7u7O+fPn2fkyJE8ffqUtWvXUlFRwapVq1i0aBH29vaYmpoKqp30z2xkZMT27dtZsmQJqampTJo0idjYWGRkZFiwYAGNjY0YGRlx//59/P39xXj848ePZGZm4unpyeHDh9m4cSPx8fEEBARw69Yt3Nzc0NDQ4Pr169jY2KCsrEx/fz/Nzc1YW1sTExNDREQEL1++5NChQ2zevJnOzk5+++03NmzYgKysLMOGDWPYsGE8ffoUGxsbYS6Tk5PD2toaZWVlqqqqRN3w8+fPeHl5UVFRQXx8PAsWLOD69etoa2szZswY8vPzKSgowNHRkYqKCpH6bmlpITk5mTFjxmBmZkZeXp4wgEmtYjNmzGD37t2YmJgwfPhwRo8ezdatW4H/kdyGDh3Ko0eP+P777zl8+LBoAXz48IG+vj7xs6Q/Izg4mJqaGgoKCvD29ubNmzc0NDQIJkRLS4vAObu5uZGYmCgClsbGxrx8+ZLi4mJcXV1xdHTEysqK2NhY9PT0aGtrE0Qy+B+JzcLCgqysLCQSCS0tLQQFBZGYmIinp6do90iv2zt37ggiW0tLi/ieSydISUlJHD9+XLC8z58/L3rS0sxAfn4+vr6+REdHIycnJwiO3d3dNDY2UldXx9ChQ2ltbaW9vV3w/HNzczE0NBTSIKmURyop+vz5M0uWLGH16tUEBwfT2NgouPJdXV1MmTKFoqIiMa24cOEC69evx8LCAltbW3bs2CHG2d7e3sjIyLBz507hUU9OTmb8+PHcvHlT4Je9vb1RVVVFXV1daKAtLS158eIFAQEByHR1dQ0oKSlRV1eHgYEBly9fFrsRadK5u7sbf39/8vPzOXLkCOnp6WhpaeHn58fr168xNjZm6NChZGZmoqamRkpKCvb29jQ2NvLlyxcCAwMpLy8nNzeX7u5uPD09efXq1f+5Yenq6oruaXd3N1++fKGhoQFFRUVmzZpFR0cHtbW1NDQ0MGzYMNTU1Hj79i1dXV28e/cODw8P0tLSMDY2JiwsjLdv35KcnMzq1atxcnIiKytL7PDOnz+Pu7s77969o7u7m8GDB7N48WJ+/PFHPDw8cHNzo6WlRSBBk5KSmDt3Lo2NjaiqqooOZGdnJ/r6+gL0MmjQIOzt7YmOjqaxsVEU8mVlZTEyMqKyshIjIyMxmn7x4gXKysqEhoZiYGBAXl6eIIj9/fffqKmp4ejoiKmpKe3t7aLipaKigoWFBYaGhrx48YJZs2Zx/PhxUlJSCAgIoLCwkJ07d7Jz5068vb2pqqqirKyM8PBwfvzxR5YtW8aVK1eQSCTs3r2bkydPipGc9EQYGBjInTt38PLy4tatWwLaHx8fz9ChQ3F2dubFixf8P6rO+5/r9o/bhxWhjKwGyQoVUUhRUhkpaQ+SpL3XVVoaWpoX7dJQoUs0rra2C1E0yB5p+BiJEJndP9y38358/4Ie4v1+n+fr9Xwex7hx46itreXOnTsYGBigra3N+fPnmTdvHtHR0f/TA6+trUVPT4/CwkJB9Tp48CAJCQmCiDVp0iQSEhIYMWIEWVlZtLe3c+bMGSZNmoSjoyPHjh0Ta5AOQURFRQW6urooKiry8OFDAUY4efIkCxcuFKO3169fC8PQt2/fWLx4MXfu3GHq1KlC99rhVE9MTMTQ0FDsvtLT02lsbEQikTB8+HCBQdTV1WX27NmkpqaKgKGLiwvPnz8X7YGAgADBpb99+zZmZmbY2NhQVVWFvLw8DQ0NREdHM2nSJBF+S05Opm/fvty+fRs9PT1KS0s5cuSIGP/Z29vz5s0bnJycOH78uPggWFpa8vjxYywtLcUB9NmzZ6SnpzN58mRSUlKEDjYnJ4cuXboI/OS8efN49eoVP378wNbWlp8/fzJ16lSePn0qJDofPnzA2dmZlpYW0tLS6NOnD3369OHKlSvo6+vz9etXhgwZgr+/P3JycgQEBJCcnIyGhgb6+vq0tLRQVlbGnDlziI6O5uPHj3h6elJSUkJDQ4MQf+jr66OgoEBNTQ3FxcVs3LiR5uZm8vLyRAq/wxinr6/Ps2fP6NGjB79//xb9Yzk5OVRVVdHX10dKSorfv3+joaHBhg0b+PHjh3Ddd+nShYaGBiorK2lraxPvGmVlZbKysli0aBHv378nNzcXfX19dHV1qa+vp7q6Woy7O3XqRF1dHVJSUri4uPD69WvBAuiYFpSVlYn0/9evX+nduzevXr0S6zWJRMLChQuRl5dHXl6eq1evitxLh6mrQ4+Zn59P3759xYHGw8ODFy9eoKqqir+/P/n5+Xz48IF79+5hbW2NvLw8169fx9fXV0hkrKysOHHiBP7+/qSkpCCRSNDV1aWoqAhra2ukpaVpamrixYsXGBkZoaGhAfx/HeavX7+ws7OjuLiY/Px80XzpWGHKycmRnJyMuro6DQ0N9O7dm0+fPmFgYICSkhJJSUkMHz4cNTU1bt26JbzcHWa9nj17CkyrlpaWkNaUlZUJ/vjJkyeZNm0ajo6OhIaGCgKdlpaWMETevn1bNIh69+7N27dvBWa0o1Y1aNAgsrOzhclPWlqaqVOn0tLSgpycHK9fv+bkyZOsWrUKRUVF6urqsLW15datW6Jue+nSJaSkpPjz5w/Dhw8nMzMTBwcHsrKyBN644//i9+/fjB49mu/fv1NSUkJ1dbW4zHWw4D99+sSoUaNITEzE3Nz8/0473717t/3FixfMnDkTKysrTp48SXZ2NnPmzBESjq9fv/L582cR8zcwMOD9+/cYGBgwduxYjIyMKC0tZcKECeTk5LBmzRrq6+uZNGkSeXl5LFu2DHNzczHyDgoKYvjw4fTp04dNmzYxePBgXF1dcXd3F2o8JycnDh48iJubG+vXr0dKSopHjx5x+PBhHj16xI0bN7h+/ToODg4cP36c6dOnIyUlhZ+fH/Hx8QQHB+Pu7s7Jkydpbm7Gz8+P+vp6cZtes2YN7e3tHD58mKKiIjw8PNDQ0KClpUWkgSUSCRMnThRGn3fv3qGmpsbXr1/Fvm/dunUMHToUBwcH5s2bx9y5c/n8+TM7duwgISEBIyMjoqOj6dmzJ1+/fiUkJASJRIKxsTHKysqsXr0aKSkpHj58iK6uLhMnTkRFRYXNmzcLWlxCQgISiYTu3bvj6urKq1evRMIwPT0dDQ0NXF1duXTpkrD4+Pr6Mnz4cDIyMmhraxMyBHl5eYyMjEhLS0NDQ4PU1FT27NmDlpYW3759E1QoiUTCkCFD8PLyEiaszMxMMWJydXVFVVWV06dP8+zZM44fP055eTmZmZkCYN+vXz8yMzMF7GLz5s2cOnWKlStXMmrUKF69ekVtba0gJ1laWvLmzRtevnzJkydPBIu4Y9e7cOFCZsyYQU1NDT4+Pri4uHDz5k3q6+tpampiz5495OTk0NjYKIAOv379IiQkhOjoaHbs2EH37t2Fu/vr16907tyZnJwczp07h7+/P+fOnSMsLIz4+HgSEhLEyd3KykowtENDQ4mMjOTWrVs8efKE5ORkSkpKcHBw4NKlS7x69QoPDw9xY3Rzc8Pc3Jzjx48zadIkIiMjefHiBSkpKVhbW6Orq4ulpSVnz55l4MCBnDp1igEDBrBnzx6Ki4txdnbGwMBA7LXr6+uxtrYmOzsba2trvLy88PHxIT8/n61bt7J27VoSEhIASElJwdTUlEOHDgm2vkQiQUVFhVmzZqGqqkpRURFycnIoKytTVFQkWPs/fvxg27ZtbN68WQB7Ohzyzc3N+Pr6snv3br5//465uTkvX75k48aNArd44sQJ0amNjIwkJiaGpKQkCgsLaW1tpaioiPb2doEhnT59Ot++fROMZWtra54+fSrwxoaGhhQUFIgDnIaGBgYGBrx584aysjJhRDI1NWXTpk1IJBI0NTW5c+eO4P1nZWUJR0FHxzkjIwNtbW3Bo87IyKCiogJTU1MiIyPx8vLiy5cvQh17/Phxjh07xsePHyktLcXc3Jzdu3ezdu1aHj9+zKdPn8TuumPaYW5uTkJCAj9+/KC5uVloUWtra8WeU11dnezsbPbu3UtjYyM6Ojo4OTnx588f1q1bJ/q/UlJSgrFeWVkpEMAjR45kzJgx+Pn5kZycjLa2NpMmTRJCn06dOokMQYfT/sWLF0RHR2NnZ4eWlhY2NjaMGTMGAwMD4Uxwc3Pj69ev6Ovr07dvX2xtbQX58PLly8jIyJCWloaSkhKOjo4MHz5ckOJaW1uZPHkybW1tFBUVsXv3brFPnzBhAkZGRrx69YoFCxbQr18/rK2tRZ304MGDzJw5U3SyO/SfHSn0X79+sWzZMvG7MTAwIDAwUOCVvby8kEgkLFu2jKCgIDFp7dSpEz179kRHR0dwzzMzMyksLMTX1xcLCwv69etHVFQUhoaGGBkZMXbsWH7//s3UqVMF+jQgIIAHDx5w48YNgfHW0tL6nwOvRCJhypQpSCQSHB0dkZaWZtq0abi6uiIrK4unpyelpaV8+fIFTU1NPn78yJUrV9i/fz+BgYG8fPkSZ2dn7O3taWpqQiYsLGx7a2srY8aMERzhyMhIZGRkKCwsZPHixbS0tDB06FD+/vtv3r17x+TJkxk8eDCampr8/PkTNzc3Uc9RV1cnOTkZIyMjSkpKxOnO0NCQUaNGoaGhQUBAAOvXrxfBtI59YgdGVFZWlsePH1NSUkK/fv3YuHEjFy9epKSkhNjYWMLDwxkyZAhRUVHig9Zhubp+/Tq/fv0iMzOTsLAw1q5dK+Txe/fu5cOHD/Tq1Yv09HSWLFnC8uXL0dLSYuvWrdy8eZOqqip27tzJ/PnzGThwICdPnmTSpEmUlZVx48YN1q1bR3Nzs6iIdJCzWltb0dLS4sWLF4wbNw4TExOuXLkiDFGjRo0iICBAKDhbW1tpaGhAT0+PI0eOkJiYyMOHD0lLSyMjI0MErtTV1YXLt6KighcvXrBo0SK0tbXR1tbG09NT7HXGjh1L7969uXTpEvv27QNAW1ubyspKPn/+zKxZs2hpacHOzk4EkczMzHj//j29e/cWtCJnZ2cePHgg0Izr16+nV69efPv2TRxSrl+/Tl1dHYqKipiZmSEvLy/qbJaWljg5OVFUVMSECRNobm4mODiYiIgIevTogYGBAX379hXM5Y6AU0lJiQjvqaioCEpWcHAwGRkZItTSgVDMzc3FwcGBnz9/kpqayrp16/j06RNFRUV4e3vzzz//YGNjg0QiwcnJCV1dXUJCQoiIiEBNTY3U1FSSkpLYtGkTr1+/ZvDgwejp6eHm5oaSkhJ//vwhKSmJ+/fvs3XrVtTU1Dh16hR3794VaVpfX1/k5eVpb28XY9QuXbowcuRIampqyMjIICIigsuXLzNmzBjRNT9x4gSvX7/GwsKC/fv38+PHD6ZMmYKioiLz5s1jzZo1bN26leLiYsLDw+nWrZuYbkRERAjYxY0bN3BycsLNzY2+ffvy/v17IiMj+fXrF1u2bOHbt2/cvn2bkSNHcubMGby9vVFVVeXly5ecPXuWCRMmcO7cOTZt2kR8fDwrV64UvvO0tDT+/PnDvn37WLBggYBj9OzZk7q6Os6cOcO4ceOQlpbm06dPdOrUCYlEIl5YmpqalJWV0djYiLOzM8eOHaOqqkpAa4YOHUpiYiL29vbo6emxZcsWevfuzYgRI3j69CktLS08ffqUs2fP8uTJEy5dukRVVZXoX+fm5jJr1ixOnDghyFWurq6Ul5fz7t07li1bJkAqFy9eREdHBxkZGYYOHYqrqyt37txBT0+PgQMH0tTURGpqKhERETx9+lToa3NycigrK0NOTo4BAwbg4ODAypUrWbt2raBSdcBg/P39aWtr48CBAxw6dIjhw4cTFxcnPAPBwcG0traSlJQkcjEdz9T3799FZqhz5848efKEmpoaSktLOXr0qDD/dSSknz17hpOTE6dOnaJHjx7k5eWxY8cO/vz5Q6dOnViwYAEvXrxgxowZpKam8s8//4gA6b179xgzZowwDs6bN0+QLWNjY9mwYQOKioqMGzeO1tZWdHV1cXJyQlNTk/T0dDp16oSpqSl//vyhubmZM2fOEBISQklJCdevX+fevXu0t7dz8OBB9P+fVvn58+fCr6CgoMDkyZP5999/CQkJYfPmzfz3338oKyszYMAA/v33X86dO4e7uzv9+/fn+fPn7N27l9bWVvExy8/PZ/LkySIQmZCQQEBAAAUFBbS0tPDy5Us+fvzIrFmzWL58OdOmTUNeXp6LFy+KSfLv37/59OkT+/fvZ+7cueTl5dHS0kJzczNXrlzhn3/+4dChQwIZK5FIqKio4MuXL+zYsUNURcvKynB3dyc0NFRM1ZydncUzNXr0aGFYlJeXp2/fvnz58oW7d+/i4uJCeXk5oaGhFBcX4+bmJg56EomE+vp65s+fT1NTEytWrEBm1KhR26uqqsQp4P79+1hYWNDQ0ICFhQVXr15l/vz5nD9/niVLlpCamsr58+dZuXIl+/btw8/Pj+zsbFavXs3EiRPx9/fH1tYWIyMjwf2uq6ujtbWVa9euER4eTlhYGKdOnSI4OJi0tDTc3d05ePAg165dQ11dnenTpzN58mSSkpIYOHAg+/btw8jIsU+OcgAAIABJREFUiDVr1rB7924SEhKYOXMmFhYW/PjxA3Nzc0aMGEG/fv04c+YM8+fPx9LSkoSEBBYtWsS0adO4ceMGUlJSwjLWtWtX2tvbsbS0JDc3l7dv33L06FGUlZWFhanD+9q3b1/q6upwdXWlf//+PHnyBAcHB1asWMGJEyeYMWMGzs7ONDc3izH61KlTkZWVpaCggEuXLnHt2jVUVVUpKChAS0sLBQUFpk+fzurVqwVVSldXF2dnZwoKCrC0tBSgkPT0dCGA7/iAddwWjIyMWLt2LQ0NDZSUlIhqUVxcnPBFd0AmOnfujJSUFGFhYejr67Np0yZiYmL48uULxcXFwh8eFhZGUVERCgoKAiYQEBDAmjVrSEhI4NixY8TGxrJy5Up2797NwoUL6d27Ny4uLpw7d47g4GC+fftGa2srUVFRaGlpERUVJZy+1dXVBAYGYmNjg7S0tBh7duz9X758CUC3bt348eMHhw4dQktLix49etDW1kZwcLBIgw4aNIhHjx4Jk5y8vDybN2/m9evXAg3Y3t5OfHw8MTExInQVEhKCnJycgLbY2NgQERGBpaUl0dHRuLu709jYyMyZM1FQUODQoUM4ODgwduxYsQMPCwsjKCiI2bNn8/DhQ6qqqkTiVUlJiREjRohO8rBhw1BRUaGmpgZA5B5GjBjBwIEDqaurQ1tbm4ULF7Ju3TrxstXR0SE6OpoxY8bg4uLC3r17cXZ2RlNTUyBtMzIy0NHRoaqqijdv3mBqasqCBQuIi4sTNiYlJSUCAwOpqakRVMFFixbx6NEjpk6dyrNnzzA0NOTDhw9ERUUJLnNqaiqbN28mJyeHuro64QvvkJsYGxujp6fHw4cPkUgk1NXV8fHjR/r168fKlSvR1NQUICBpaWl69OjBq1evcHJy4uPHj5iZmYkAU3l5OUpKSjx9+pSRI0fSs2dP1q1bx/Lly7G1tWX+/PlcvnwZW1tbwWloaGgQ4+cZM2bQp08fhg0bRp8+fRg4cCB37twhKiqKsLAwYUwrKCigS5cuWFpaYmJiwvr167G0tERPT4+amhrU1dW5fv06I0eORE1NjWPHjpGfn09cXJxYH2hqaqKlpUVOTg7v37+nvLyc9vZ2ysrKsLKyIjMzk8ePH7Ny5UqUlZVJS0vDw8MDJycnkYzX0dFBXV2d8vJyfv/+jYqKiujeZ2ZmsnTpUtTV1Vm6dKmASlVXV5OWlsb169fJz88XmYebN2+yatUqzpw5I9DBycnJnDlzBnV1dSQSCSdPnuT3799Mnz6d58+f/0+f+uDBg6Smpoox7b///ou2tjaOjo60trZSXFxM586dqaqqwszMjMOHD1NXV4eBgYGgxd2/fx8jIyMBp6qrq0NeXp5Xr14J5sDevXtFkHDUqFFoaWnR3t5O586dRT1YIpFw9epVPn/+LFYIkZGRODk5sXHjRpYuXUrPnj3JyckhLi4OS0tLDh48yP79+2lpaSErK4vOnTszefJkrK2tuXDhAoWFhSQkJBAUFISxsbEANs2cORMHBwdSU1Px9PQkJSWFr1+/0tLSQk5ODiUlJSgrK1NQUCAOt8OGDePNmzd4enoyZcoUNDQ06Ny5M58/f+avv/6ipaVFZKLMzMy4e/cu48aNIyEhQbgdtm/fLqZzAwYMYNq0aezYsYNz587h4+ODsbExzc3NnD59WtDlwsPDkVFVVd3+8+dP6uvrSUxMZOzYsQCiZ5eSksKqVatISkoiIyMDExMTbG1t2blzJ0VFRSxfvhxlZWXevXtHRUUFcXFxdOnSBQ8PD27duoW+vr7Y39TX1+Pt7U18fDwaGhokJCSgqqoqxAcde7TMzEz27t3LzJkzOXv2rOjyBgQEMGDAAAICAti9ezcxMTFMnz5dUJ1+//6NlpYWzc3NJCcnU1tbi4WFBZcuXeL69eviAenTpw/r16+nT58+7N27F1tbW8LDw0lKSmLs2LHk5+eLqL6ioiLm5uasXLmShoYGunXrRm5uLu/fv0dNTY3IyEhqa2vx8PAgLi6OgoIC8vLy8Pf3F/CIFStW0KdPH9LS0vj06RNdu3ZFWVmZvn370q1bN9ra2hgwYABDhgwhPz8fLS0t7t69S1BQkKjQGBoa8vr1a65evYqvry8TJkwQL8gTJ07wzz//MGHCBIYPH46uri4KCgpcvXpVYCizs7MpKSlh1KhRYn9jZ2eHm5sb8vLyAsQRFBTE2bNnqaioIDExkV+/fhEUFISpqakINuXk5IgD1ZQpU2hvb2fChAl8/vxZ7LtPnTpFfn4+EolEoPpUVVVxdHTkzJkzrFixAnV1dTQ0NPjx4wclJSUMHToUDw8Pnj17Rp8+ffj27Rt9+vShsLAQKSkpZs2aRb9+/XB1daW9vR0lJSVaWlq4ceMGYWFhVFVVkZKSws6dO+nUqRPe3t5kZ2ejoqKCqakp0tLSmJqaUldXh6amJra2towYMYJVq1axd+9e2trahPknLy+PsWPH8urVK+zs7EQ6+MaNG7x69Qp1dXV8fHxITExESkpK2L0GDx5MZmYm9+/f5+bNm2hoaODn58dff/3FvXv3cHR0FF5qa2tr4uLi0NPTw9fXl+LiYgC8vb0JDw+npqYGU1NTAMrKysQYseOZMTc3x9nZmSdPniAtLc22bdvw9PQUU5wO1aepqanAxtrZ2Yn9ro6ODsbGxqL7vX//fu7fv4+HhweBgYHcvHmTM2fOcPv2bczNzZk8eTJ5eXlMnDiRPXv2MG/ePGJjYxk7diwTJkwgPT2d48ePU19fj6WlJZs2baKlpYW6ujq6dOnC+PHjsbW1ZfTo0WL829bWxp49e9i6datoFXR8AE6cOIGjoyNVVVXcvn1b3CgdHR2pqalBIpHQu3dv5s2bJzjtN2/eFFjeX79+4e7ujpSUFFFRUYSGhmJlZSWmAf/99x86Ojq0trYKbnNbWxuOjo64u7uzc+dOtLW1sbe3p6KiQnT2ExMTBfN81KhRNDY20rdvX9TV1dm3b58YWdvY2NCtWzfu3r0roB43btzg3LlzDBo0iKysLHx8fAgODkZbW5tbt26xZMkSofdVU1MThLkONsaECRMwNjZm586dPHz4EGVlZRwcHIQ5qrq6GkdHR1auXMmzZ8+YOHEiFRUVPH36FB0dHcrLyzEzMyM3N5fGxkaysrKQkpLi8ePH+Pj4UFpaioWFBYsXL0ZWVlbYx758+UJGRoYQ4+Tl5fHw4UMKCgro3bs3P3/+5Pjx44SFhYmGioeHh9jddozLy8vLxYq1e/fuXLp0SUxTOrIomzdvFkhPTU1NqquruXnzpkCAHj58GA0NDV6/fs2OHTvQ1dXl1q1bHD58mM6dO4ub7du3bykuLmbUqFFCjXrnzh0SExPZv38/Xbp0ISIiAikpKbp3786BAweYMmUKI0aMQCKRcObMGV6/fo2Xlxf5+fk8ePAALy8vPnz4gL+/v+Cwa2hoUFdXx/Xr1yktLaWsrIzCwkIyMzPJy8sjMTGR2NhY8vPzycnJoXv37rx48UIEemVkZPjx44d4Tvv378/Ro0fJyckRFbOFCxfi5OSEzIQJE7Z7enrS2trK0qVLOX/+POnp6djY2PDt2zfOnj1LVlYWqamp3Lp1i7i4ONEJdXd3JyQkBFVVVf7++2+ePHlCWloaISEhuLi40LlzZ/EyiomJwcTEBB0dHbKysrCwsKC8vJy7d+/Sq1cvDh8+LB76DhViRUUFX79+5f79+9y+fZuoqCi2bNmCgoKCAH6YmpoyatQonj59yp8/f1i/fj12dnYMHz5cmFZsbW0ZP3483759o7i4GCkpKd68eUNlZSXq6urs2LGDmpoaWltbWbhwIV26dCEzM5OtW7dy5coV7t27x6pVq4iIiGDo0KHExMSINKa7uztLliyhpaWFdevW8eDBA1xdXSkqKuLLly/Iysry9etXZs6ciYuLC7KyshgbGzN8+HBevHjBrl272L59O87OzowbN46hQ4cK8lZpaSlZWVm8fPmSgIAApKWlCQwM5P3799y/fx9vb2/U1dWJjY1FSkqKPXv2kJKSQkVFBSdPnhT7oJcvXxIYGEhJSYkIOTQ1NREeHs7JkycJDQ0lPT0dHx8f4uPjUVRUJC4uDl9fX5KTkzE0NCQoKIgrV66gp6eHs7Mz69atEwEoMzMz9u3bh6WlJe3t7ejo6JCYmIibmxuvXr3i5cuXDBkyhMePH9O3b182bNjA27dvaWtrQ19fn1evXhEVFSWCjh3Th0GDBlFaWkpJSQmDBg2iV69e6OrqcvfuXWbPnk17e7ugg5WUlKCgoEDfvn15+vQpR48epbS0lKqqKhQVFcnJyWHmzJlMnjyZly9fIiMjg66uLq6urtjZ2bF+/XrKysp48+YN06ZNE1zoDx8+UFZWxp8/f2hraxOTmZiYGLy8vLh165awf/369UuMQnNycjh+/LjYabW3t5OXl4eMjAy5ubksXboUJycn4Z1++vQpr1+/RktLi+rqarZs2cKFCxeYMmUKJiYmNDc3ExISwv79+9m3b5/owA4bNoyBAweK/uu5c+fo3r07jY2NPHjwADs7O2RlZXF2diYwMBBPT0+uXbuGubk5AQEB9OjRg7q6OiQSCS9fvuTPnz9s27aNX79+oaqqyn///YexsTHTp08nLS2N79+/c/jwYSIiIujatStPnz7Fy8uL+fPnM2/ePB4/fsyfP3/49u0bQUFB1NXVifrapEmTmDlzJklJSSgqKvL161dSUlK4fv068vLyPH36FAUFBWJiYnj9+jUhISEiBe/p6cmyZcuwt7cXxK0nT56QkpLCr1+/ePDgAQoKCpSXl+Pr6yvIihs2bGDixIns27eP8vJyrK2tefDgARYWFly5coXx48dTWFiIpqYmzs7OZGdnExsby69fv2hvb6dnz55CHhISEsLx48fp2rUrkyZNEt51Q0ND/Pz82L59O8+ePSM5OVnIKNrb2wGEC/zy5cv8/v2bqqoqOnfuLKqNrq6u4l2Ym5tL//79sbS0ZMiQIXTr1o329nYaGxuRlZUlMjKSHz9+CDBTdXW1IAjevHmTzMxMunXrxrJlyxgwYAAlJSUUFBTg6OiIk5MTQUFB9O/fH0dHR3HhcXNzo6ysjMWLFyMjI4OUlNT/qB19fHzQ09Pj+vXreHh4iCpvQkICzc3NhIWF0atXL06ePMnOnTuF39vU1BRtbW3q6uqwtLQUjG4VFRW6dOlCUVERM2bMQFVVlV+/fgk4j7y8PD9//uTDhw/CUOfs7IyJiQkTJkyga9euuLm5oaenJxows2fPZsqUKUyZMoVdu3bRkc26ePEigwcPRkpKir59+zJx4kTevXvH+vXrRQZBRUWFfv36kZWVJdDAc+bMYfPmzVRXV6Ovr09jY6PAGcfExPD7929SUlJ4//49aWlpAj1bW1tLXFwcPXr0IC4ujpEjR/LhwwdxwVi7di3x8fFi0mpkZISWlhYyMjJMnDiRxMRE+vbtKw4bAKmpqRw9ehSZKVOmbO9IrX369EnQhzpsTx1Sj4iICA4dOkRbWxuLFy9GXl6e+fPniyV6bGwsnTt3ZsyYMWRkZCCRSPD29qa2tlbg9jr6eocOHRI+Zm9vb8zNzfn9+zdqamooKCiQmpoq/igSEhKwsbHhxIkTtLS0CFGEkpISiYmJGBsbU1paSmVlJS4uLixfvhx/f3+GDh1KByN92bJl3L9/H11dXfHDd+A3fXx8hHyho0Pdu3dvHj9+jLm5OXp6enz79o0BAwZw4sQJXF1diYuL4927dygrK7N8+XI6derE7Nmz+eeffygoKKBTp048f/4cHx8frKysSEpK4t27dxw8eBAVFRXy8vJ4+/Yta9euFYhCPz8/XFxcqKurEzWBhoYG3r9/j729PampqSQkJNDS0iJ8uZ8/f8bY2BhVVVWMjY3FWLZXr14MGzZMjH9mz57Nhg0bWLNmDf/99x/e3t4UFBQwaNAgZs6cibW1NZ07dyYvLw9NTU0qKyuRlpZGUVERVVVVlJSUOHXqFCYmJmRnZ9PQ0ICSkhIWFhZs27aNXr16MXHiRCQSiYC6jBgxgpaWFvT19QVY5vfv3wwfPpw1a9bQrVs3IiIi8PDwQEZGhrNnz5KXlyfsZ48fP+bu3bu0tbWxYcMGbt68yblz54iJiWHdunWsXbtWTBJcXV1FKObAgQP4+fnR2NjIX3/9xciRI8nIyMDGxoZbt26RmpqKjIwMZmZmuLq6CuuTv78/vXr1EpURGRkZvnz5goyMjJAFhIWFCWPQypUrCQ4Opnv37sK37ebmhrKyMmVlZfj7+3Px4kXCw8MZOHCggPccO3YMd3d3ZGRk+Pvvv6mursbc3Jz29nYOHDiAo6Mj/fv3R15ensLCQkF6kkgkREZGUlFRQUFBAdXV1aSnp/P+/XtKSkro1q0bp06dwsbGhoaGBo4cOUJaWhpLlixBWVmZhIQELCwsOHfuHI6Ojly4cIFZs2YxbNgwUlNTmT17NtnZ2SQnJxMfH09cXBy6urpUV1fTvXt3bt++TWlpKaGhoSKYlJubi6qqKtHR0Xh4eFBWVkZ+fj4vXrxg7dq1bNmyBTs7O5ycnFBUVBQhs46WSGRkJHJycqKPO2bMGAIDAxk8eDCzZ88mMjKS2NhYYmNjiYmJoaqqivr6eo4cOYK+vj6JiYls2LCByMhI9PT00NPT48mTJ9y8eZN79+4JqIy9vT0lJSWsWLGC0NBQpKWl+fPnD3p6esjKyjJu3DgRXKysrMTJyYnc3Fzq6+vJzMwUI9m9e/eyefNmUlNTsba25r///sPKyorCwkJhaCsrKyM+Ph4ZGRlMTEz4+vUrjx8/FljSjx8/CuhJc3Mzjo6OeHl5kZ2dzc6dO1FQUBCTlNraWtzc3MT6w8LCgpaWFlpaWggMDERNTY158+bh6OiItbU1NjY2jBs3jvb2dlasWCH47OPHj8fFxYU/f/6wY8cO7OzsGDZsGB8/fiQ8PJzKykpaWlpISkqisbGRIUOG8PDhQyIjIzE3N8fU1JThw4cjLy9Pa2srgAjHnj59Gmtra+7evYuBgQHdunVj1apVmJqacurUKVpbW8VHKCUlhZqaGi5cuMCGDRt48OABvXv3JjY2VlRiP378yM+fPzE0NKS1tVVY86Kiovj8+TP79+8nOTmZI0eO4O3tzY4dOwgNDeXJkydISUkJleaXL1/Ytm0bBw4cwMDAgMLCQiwsLIRCWVtbW6wctbW1xXenA5DVcSnraCB1XHRiY2ORSCQAYjqRmZlJaWkpgwYNYuzYscydOxcZGRkUFBQYMmQIa9asYfDgwXh6enLlyhVu3LghqsmHDh2isrISBwcH3r9/z6hRo/j586dwTyxatIjW1lbGjx//f30LCxcu3B4eHo6SkhKdO3fm33//RVpamhUrVuDg4MC9e/f49esXjY2NHDt2jEuXLqGvr09bW5tIA8rIyJCXlydgHgMHDsTX15d+/fqhoqIicG4d9a6DBw+ioaGBtbU1SkpKbNmyhenTpzN37lyampoYMWIEU6ZMwcbGhoEDBxIeHo6hoSH19fVs376d48ePk5ubi4qKCp8/fyY8PBxZWVmys7M5dOgQ6enpWFpaYmZmxtChQykpKRFc39zcXFavXs3379/x8vISe1IDAwNUVFSws7OjR48ezJw5k5KSEv79918WL17M+fPn8fX15cGDB2hqauLp6UlzczNdunRh7dq12Nvbs3fvXjQ0NBgwYABdu3blzJkzmJiYcPz4cQwNDbl16xZr1qwhPz8fe3t7Ll68SHZ2Nn369GHVqlXiVmRmZsb58+cF+L3jUKOtrU2/fv04evQo0dHR4rZibm5Op06dcHNzE0jP3bt3s2PHDlxdXXn9+jXLly/n3r17+Pn5ce/ePdauXcvly5fx9fVFX19f7IHz8/OJiYnh/fv33Lt3D1VVVZ4/f05wcDAhISEiXR8YGMjbt28ZN24cb9684dOnT8ydOxd1dXWUlJT4+fMnvr6+mJmZcfv2bS5fvsy+ffs4c+YM165dQ05OjlWrVpGVlcWmTZuYNWsWfn5+nDlzhqioKOLj4+nTpw9WVlZCItG1a1cGDx7M48ePGTFiBP3796dfv348fvyY06dP8+rVK3Jycli8eDF79+5lz549yMnJ4e3tLbqvHRL6hw8fMnr0aB48eEB2djYvXrxg5MiR1NXViVRxTU0NT548YeXKlWzdupUtW7YwcOBA1NXVycvLQ1lZGQsLC7Zs2cLGjRv5559/6NGjh8DPdqTZ/fz88Pf3Z/Xq1Zw7d47CwkJ69eqFkpISTU1N9O3blzdv3rBixQpOnz4tfldjxoxBWlqaefPmif1ZcHAwCQkJbNu2jfj4eJYtW8b8+fO5evUqEomEffv2oaOjI15CdXV13Lt3DwsLC9TU1HB3d0dNTU1oTD9+/CjCWF5eXjg5OQnq1V9//SVqJS9fvqSlpUWE7KysrMjKyuLQoUMYGBhQVVXFrVu3BNP75MmTqKio0LVrV1JTU7lx4waOjo7Y29sjKyuLrKwsPXv2pKioCCsrK6ysrPj16xfdu3fHwcGBgoIC5OTkBNijra1NHEyVlJSEx/706dN4e3sTHR0tKHtVVVWEh4eTmprK6dOnqaioIDw8nJSUFMzMzJg2bZqow5WWlnLv3j1iY2O5c+eOGAWnpaWJ8b6trS2qqqp06tRJcPE7KpBHjhyhoaGBK1eu8OfPH2JiYpCWlubNmzfExMRgZWXFqFGj2LVrF1JSUkhJSVFYWEhkZCQqKio0NjZy8+ZNtm/fzoMHD7hw4QLy8vLs2bOHb9++8e3bN+Tl5cWKMCMjg7179/Lo0SNqa2v577//sLa2xsrKioMHD7Jt2zb8/PyoqqrC1tZW5E22bt3Kz58/hV7VxsaGX79+CRXt6NGjxSri7NmzpKWlUV9fz4ULFwgPD0daWhoNDQ0yMzN5/vw58fHx5OfnC+lIB8ZZWVmZHj16sHHjRpqamhg9ejTOzs6oqqoyffp0MjMzBX2straWmpoaZs6cSVhYGNLS0nz79o03b97w9u1bjIyMBFGvX79+NDY2MnLkSKZOncqgQYPw9/fHysqKGTNmkJGRgby8vABv2dra8vfffyMvL4+1tTXl5eUEBQUhKyvLvHnzMDU1FYa9zMxMDA0NcXFxQU1NDWdnZ/Ly8qivr6ewsBBnZ2eioqIwNzdnypQplJaWMmTIENTU1Bg+fLhQEHfkIuLi4ggMDBQ5hA5qX1JSktDaDhw4kOTkZH79+kVzczM6OjoYGBjw5MkTiouLqamp4fr163Tt2lUEB21tbZEJDg7e3kG/0dbWJigoiKqqKi5cuMDPnz/5+PEjjY2NnDp1iv79+3P+/Hny8/PZsmULMjIyREdHo62tzeDBgxkxYgTx8fHU1dVRW1vLgwcP0NLSIi8vj6CgIHGi37VrFxcvXkRXVxcZGRnevXvHt2/fMDAwYM6cOSQmJhIaGirS2E1NTaiqqnLz5k3c3d0pLS3l06dPaGpqiji/hoYGubm5QogQFRWFgoIC6enpXLhwgYCAAOrq6vD392f06NFs2LCBuro6vLy8xO5ESkqK2tpapKSk+Pfff+nduzdDhw7lzZs3GBkZYWdnx7Jly1i+fDmtra1ISUkRGhqKv78/Y8eOJTg4mNzcXCIiIti+fTve3t4YGRkJv+vq1as5cOAAK1asICsri9u3b4tOaV5eHqtXr6Znz54oKSlx9uxZ4XAtKCggOjqaz58/iw9sUVERUVFReHp6kpqaKkD8srKypKenY2FhgbGxMZMnTxZJ3YSEBLGzCQgI4PLly6SmptLY2Mjx48fZtGkTzs7OzJ07l549e5KUlISXlxd3797l+/fvtLW1sWXLFvT09JCSkmLNmjXExsZSVVXFhg0bOH36NDY2NoSHh+Pl5SV6u1lZWcydO5fy8nL8/PzYtWuXSLx3IAI7xqGrVq0S6f/Ro0djYWEBwKxZszhy5AibNm1iwoQJtLe3c+HCBfLz80WwUUFBgX379vHkyRMqKyvR1NRk586dZGZmUlRUhKWlJRUVFUJSIS8vj5qampgUrF+/HiUlJdLT07G3t+fo0aMsW7aMe/fusW7dOmFyq6+vx97enocPH/L582f09fU5fPgw3bp1EyCQuXPniluXhYUFysrKxMTE4OPjw71791BSUuLRo0csXrwYfX199u/fj7OzM3PmzOHOnTuidldZWcmSJUswNzdn4cKFLFu2DBMTE7p27UpRURFeXl4cOnQIFRUVoRJ9+/YtsrKyREdHo6GhwdKlS3nz5g2HDh0iMzOTxYsX4+zsjIKCAgsWLEBNTY2nT59SW1vLlStXOH/+PLKysoSFhfHy5UtxsJBIJFRXV2NmZib+tvfv34+amhqLFi3iwIEDyMrKoqKiQnZ2Ntu2bcPAwIDIyEiWLVuGtrY20dHR/Pjxg8WLF5OYmMjt27eFLc3ExIR///1XMJw7xskAenp6uLi4sGDBAgwMDDAyMuL9+/fMnTuXjIwMnJ2d0dbW5tixY+Lfc3Z25uHDhygoKAj38aNHj1BQUOD+/fuYmJhQX19PQEAAJSUlXLhwgfr6ekEf7DhAvHjxgvT0dDQ1NTE1NaWhoUF08ysrK6murmbHjh1s27aNrVu3Ym5uzpgxYxg4cCDXr19HS0uLpKQkVFVVhTVNS0sLa2trZs+eTVxcHIWFhXh6evL69Wusra3p0aMHCxYs4NWrV3z+/JmwsDDu37+Pra0tCQkJFBYWkpOTg7S0tHj3ODg4EBgYyLRp08jMzCQ1NZXOnTuzefNmKioqGDNmjCC5zZgxA0dHRzIzM8XKpyMPMn78eMzMzBgwYAAqKip0796dadOm0dDQwPfv3/n+/btwpL9+/ZqAgAD+/vtv8fONGTOGjRs34uHhwdy5c0lLSxONmCVLllBUVCTIZz169BCXxc2bN6OoqMiECROIiTA4AAAgAElEQVSwtrYmLy8PU1NTATrpsJhZWVlx5coVAgMDmTVrlggcq6qqkp2dTVNTE6GhocydOxdpaWkqKiooLi7m4cOHTJgwgWnTpolJ3/r167GysqKxsZEvX74QGBjIvHnzCAwMpGfPngwePFi86zs0tk1NTZw/fx4fHx+io6OFKCslJUUE/OTk5EhNTSU4OFjUlzU1NenSpQuxsbFcv35dNGc6LJIFBQX4+voKi6SMjAxv374lPz+fqKgo7OzskHn+/Pn2DlFFB6D++/fv5OfnIyMjQ3h4OGVlZYwcORJbW1v27dtHREQEHz58YM+ePdjb2yMjI0NLSwu7du2ia9euGBgYoKqqyokTJ/jy5Qv379/n/v37aGlpoaioyMmTJ+nSpQuJiYns2rWLSZMmce7cOXx9fWlpaSEkJISRI0fy119/MWjQIHG6fvz4MeXl5YLUdPfuXVRUVIQ4QldXl8GDBxMbG4uhoSH9+vUT9p8fP34wfPhwjh49iqenJwkJCTQ0NHDq1ClkZWXZvXs3bm5uApSSl5eHp6cn4eHhBAYG8vnzZ7FLtbS0FGOWuLg4BgwYwIABA3j27JnooaelpXHr1i1qamro06cPQ4YMobi4GDMzM0pLS3FycqK+vh53d3dGjBhBr169aG1tJT8/n8GDB6OmpsbSpUuxt7fH2NiYSZMmMXbsWI4cOYKqqirV1dXMmTOHwsJCsROXlZWlqamJcePGoa2tTVNTE97e3piYmGBjY4OsrCzBwcGMHz9e3ITl5eWRSCT8/PmTo0ePIpFI6NevH2PGjMHMzAwtLS2xzsjJyWHRokVIS0tz9epVqqurxQPWQVCysLBAV1eXd+/esWTJEiFk6GBrv3nzhgcPHrB8+XK6deuGiooKQUFBmJmZMWXKFIKDg7GyssLQ0JDc3FzOnz/P169fUVFR4a+//uLDhw8sWrSIHz9+MHDgQLKysvjz5w/+/v5oaWlhYmKCqakpxcXFTJ06lezsbG7fvs3JkyeRSCRiZbFt2za2bNnCoEGD0NfXJzMzk1mzZuHg4ICpqSm/f/8WisiOINSbN2/Q0dFBU1OTlJQUzp07x+nTpzEwMGDFihUiB6GtrU1+fr7gRt++fVusYKZOncrbt2+xsLDg3bt3VFdXEx8fz6BBgzhw4AAfP35kypQpYpfWIZ1Yu3Ytz549Y+jQoTQ3N3Pnzh18fX1ZsGABJ06cYPHixQwZMoQXL14wf/58rKysWLNmDd+/f0dFRQVra2umTJnCkiVLUFRU5Nq1a7i5uQnYUHt7Oy4uLhw5coT169czd+5clJSUOH/+PHJycpw5c0ZgP5WUlFi1ahUTJ05k//79AjeqoqKCk5MTysrKvH37li9fvrBo0SJMTU2FUrNjFNxRpaqsrCQ0NJTFixdjamqKrKwsgwYNwszMjMDAQBobG+nXrx9BQUHMmDGDy5cvo62tzaxZs6ipqSEnJ0e8HwICAigsLGTgwIG0tLSwf/9+MjIyePbsGePGjePdu3fIycmhq6vLnTt3AGhqauLo0aMsWbKEyMhI6uvrCQ0NxdraGllZWUJDQzl69CgxMTHMnj2biIgI4TIvLy8Xaf4O+MuxY8fYu3cvoaGhPHv2DD8/P6qrq/n69SseHh4oKiri6uqKr68vVVVV3L9/Hx8fHy5cuEBTUxOTJ0/m+vXrnDp1CmNjY6SkpEhMTCQtLY2kpCQqKyv5+fMnTU1NXL16ldLSUmpra2lpaWH69Ols3bqVFStWiF79xIkTOX78OLq6uly7dg1HR0fu3LlDdXU1cXFxqKurExAQgEQiEejoixcvEhsbS21tLY6OjkRFRYl+eadOnXj16hV3797l3bt3ohnS8V7866+/sLS0ZMGCBSgpKbFz505u3LjBypUrhXbz2bNnFBcXM3/+fL5//87GjRvp1q0bLi4ufPv2jerqalpbW5kzZw6nTp2iX79+TJo0iS1btgBw6tQp1q5di4ODA9+/f2fixIlYWFigoqKChYUFpaWlREREUFxcLNSYAwYMQF1dHXV1dVpaWtDW1mbEiBEUFBSISdWsWbPQ0dGhurqapUuXIicnh5KSEnJycuzcuRMHBwf69+/PmjVrSEpKEm6D2tpaSktLsbOzQ0lJCScnJxQUFMTBpgOZ3PFht7KyEodpiURC//796d27Nx8/fuTTp0/U1NSwdetW5syZg4+PD9euXROyGxkpKantnTp1Ijc3Fzs7O8aMGUNjY6P4mGzfvp1p06bRvXt3+vTpQ/fu3bGwsMDb2xs7OztevHiBRCKhpqZGpCl1dHQoKipi+vTpNDU10b9/f2xsbLC2tiY4OBh7e3vhvPXz80NeXp6jR4/y8OFDwfU2NDTExMQEDQ0NIiIiqKqqwsfHh9+/f2NoaMiKFStEGtXLywsVFRXBK9bR0aGhoYFhw4bx7t07LC0tqa+vZ9CgQdTV1eHm5kbv3r3Jz88Xe/itW7cikUiQlpamsLCQR48eERMTw6JFi4iLi2P69OkYGRlRWFhIYWEhGhoaqKqqUl5ezpo1a1BWVmbnzp0Csdpxm/z9+7dAUxobG5OdnY2/vz+7d++mZ8+eSEtLiwfy/fv3VFVVYWVlxcOHD7G2tqa9vR0LCwuuXbuGhYUFnz59EjUtBwcHJk6cyLlz55g4cSLJyckkJyczdOhQjh49ysSJE9HU1BQ3ixUrVlBUVMS0adN49uyZgN90IDbnz5/PoEGDiImJwc7ODnt7e27evEnPnj3ZsGEDK1eupLKykuTkZDQ1NQkKChIHqI6A1+PHj0VdLzU1FTk5OeFgXrdunaifnTt3Dj09PVHtqKiooKysDF1dXTFSi46OplevXkhLS+Pk5ERoaKgICXWwqjtG+4GBgURFRVFQUCBWJh2Eo9WrV3P58mUKCgrQ09Nj2rRpxMXFUVVVRZcuXfD19cXKyors7GzxAe5AdRoaGuLh4cGuXbu4fPkyX758ER3dzZs3o62tLWxphoaGwhVuZGSErKwsUVFRGBsb06VLFwHwb25uRk5OTniZS0pKxKhZVVWVW7dusWnTJj59+oREIsHPz09IaEpKShg8eDCysrJUV1fj6enJmTNnuHz5Mvn5+Xh6erJt2zbevn2Li4sLAQEBfPjwQRD9WlpaaGtrw8PDg9WrV2NiYsLly5dpb29nwIABFBYWMn78eDZs2EB2djYLFy7E1taWkJAQ1NTU0NTU5ObNm2L86OzsTEREBDk5OURERBAeHs6kSZNYv349o0ePJiwsjLS0NHFYl5GRYcqUKezdu5fU1FTKy8tZuHAh7u7u/Pjxg9zcXNTU1DA2NiYxMVHYnWbPns2ECRPo3r27MB2dP38eLy8vQUhsaGjAy8tLBL+Sk5NFyCsyMhJLS0vi4+Px9vampqYGPT09tLW1BVWuY4/avXt3AHr16oW1tTX19fX8/PmTiIgItm7dKn6OXr164erqSnNzM7m5uTg7O/PlyxdCQkK4f/8+BgYG3Lt3T+RSOoKCf//9Nzt37sTFxQUbGxtMTU2Fe9nHx4eXL18yb948Ie+ZO3euEKVISUmxY8cO8vLyMDY2Fi71rl278t9//7Fs2TJ27NhB//79cXFxobi4mDdv3qCoqEhGRoYQG+3atYvPnz+LZ//EiROEhISQnp7OypUrWbRoEd7e3ty9e5ffv3+LS01OTg4JCQkiwFhVVUVQUBAjR45k+/btdO/enR8/fgg2waNHj5g2bRonTpwQHoOzZ8/y8eNHFi1axMqVK0UGqbW1FRMTE2JjY1mwYIG4gR4+fBg5OTkKCwv59OkT06ZNo7Kykr1793Lp0iVx2Fy8eDE1NTU8evSIIUOGEBYWRqdOnRg8eDCFhYU8e/aMGzduCIf8rFmzePXqFcHBwdy9e5eMjAxSU1NpbW3l9OnTWFpa8uHDB1HXU1BQoGvXrty8eZOhQ4eK0N67d++YNWsWM2fOJCUlhTt37rBw4UIaGhoYO3YsHz58YPjw4QwdOhR3d3eam5tZtWqV2HGrqKhQVlbG7t270dLSQl5eHmdnZ378+CEwxx2TAamSkpI/SkpKqKqqIiMjQ0ZGBm/fvhWichMTE+7du8f48eOpra0lISGBd+/eMXr0aLKysmhtbaW1tZW8vDxkZWVFerxHjx48ePCAsrIyxo0bx9WrV8Uf140bN1i6dCmtra2cPXuWHj16YG9vT3p6ujjFjxgxgtGjRxMfH8+QIUNITU0lPT1dVJMUFRWJiYkRt5AHDx5w8eJF9u/fT05ODvn5+fz3339s3LgRTU1NXFxcOH78OHp6erx9+5Zt27Zx6tQpRo4cybJly5g3bx719fVUVVUxbNgwWltbhSZOSUkJDw8P7ty5I7q9ysrKuLu7k5aWxuDBg6mvr0dOTo6PHz8yaNAgrly5gpWVFSkpKYwdO1ZAK6SkpJCWlubRo0cMGjSIqqoqZs+ezbp165g0aRLq6upUVlYiLy+PtrY23bt3Z/Xq1SxevJiKigrs7e35+PEjr1+/xtvbm/379zNmzBiSk5NZsGABnTt3ZsSIEf+Hu/eOqvJs93Uv2qROeu+9qAgogiAqWCNgNIrGXqLGaDQxMcXPFE2iSTTFRLEr9oLGYBcEURQQpYggVXrvHYRJ2398ez5jffuss87a+6wz9h5njpE/QpQ5A+/7Ps9z3/fvurh27RpdXV1UVFSQnZ3N7t27iYyMRCaTsXXrVo4dO4aenp5gquvq6vLgwQMmTpxIfn6+YPtWV1cLy46trS3R0dF88sknODk58eLFC5qamvDz86O6uppr167R1tbG9u3bcXBw4M2bN9jY2ODg4MDTp0+Jjo4WuU75ZmfTpk1cv35dTBMXFBQIC5GmpiaZmZkEBgaioqLClStXCAsLo6WlhQkTJpCamkppaak4YctPzlu3buXevXt0dXUxfvx4xo8fz/bt24VIZdq0aRgZGREbGyvY27/99huLFy/mww8/5N1338XIyIjjx48TExPDpk2b+PHHH3ny5Anm5uY0NzfT2tqKgYEBmZmZODo68vjxYzo6OtDR0aG+vh5bW1uhhhweHqarq4tnz56xfv16KioqOHv2LPv372fPnj04OzujrKwsctRBQUEkJiYyatQo+vr6MDU1xd/fn4iICIyNjcUpftSoUZw7d46nT5+yePFiIfWIj48XvvFly5bR3NzMy5cvGRwcpKamhqKiIqF8bG9vZ926dZw/f57k5GTKysrw9PTk7bffFkxjubc9Ojoac3NzxowZg4aGhrAjWVtbEx8fz59//smJEyfo6emhu7sbRUVFhoaGyMrKYvz48XR3d6OiooKKigq1tbXEx8cTEBCAnp4e1dXV1NfXC4ywo6MjycnJGBgYoKKiwqFDh5gzZw6+vr7U1NRgampKRUUFQ0NDyGQynj9/zrp161BVVeXy5csoKyvj6+srDhDy+JH8GpQvvKGhoRgZGRESEkJ8fDzTpk0TU9fvvvuuKB2HhYWRkpLCypUrmTNnDqtXr+bEiRNCxuPk5MT06dN5+PAhlpaWlJaW4ufnR1tbG3v27GHq1Kk4ODiI6WQ5ge3WrVtYWVnh5OSEuro6paWlvHr1CldXV5ycnEhOTmbLli1ERkaiqakp4oUTJkxgaGhIxIhiY2NZv349GRkZgv4WGhpKaWkpNjY21NTU/Iu1LSYmhtDQUJKTk5k2bRpaWlq8evWKgYEBrl27hpeXl0CoSiQSJBIJmzZtIjMzk4qKCpSVlVm5ciVPnjyho6ODP/74g9DQUJGrd3Nz4/Hjx2hoaHDv3j2++OILysvLKSgooL6+nuXLl9PT00NFRQVubm40NzcTExPD4sWLuX//Pq6urtTV1TE0NMSNGzeEiKewsJDi4mI+/fRTbG1tCQgI4PDhw+jq6tLU1ERYWBhJSUlMnjyZ06dPY2lpiYWFBd3d3aSkpDBp0iTy8vJ4/Pgx/v7+mJubk52djYeHB3PmzKGkpITLly8TGhpKZWUljx49IjAwkIaGBo4cOcLGjRtRU1NDTU2NmpoaFBQURIVpw4YNDA4OAqCoqCjwygAymYz29vZ/afPIX/L75N97GRkZ0dLSgpWV1T/R1Pv37x9OSEhgyZIlHD9+nE8//ZTIyEicnJxQUlLCw8ODx48f093dTUREhBgEMjY2JiIiAhcXF9TV1UWfS75TGhgYYPv27WzZsgV/f3+ePn2KsrIyVlZW1NTU0NbWJnjBLi4uXL16lQ0bNgg3aVxcHGZmZkLbKcfmJSYmUllZiYqKijiJ9/T0MGbMGLGTlOfIVVRU0NDQELtU+aSwpaUlSUlJ6OvrI5VKSU1NFYShV69eoa6ujpubG9euXROi8qGhIVpaWtDX16ezs5OMjAxGjhzJ5MmTef36tRiua2trQ0dHh6GhIczNzcnPz2fq1KlUVVVRWlqKk5MTdnZ2PHv2DF9fX27evIlEIiEwMJC8vDycnZ1xcHCgtbWV/fv3C+NZVVUVLS0tTJ48mdbWVjw9PUlPT0dbWxt1dXWcnZ2RSqVCOlFWVsasWbOE8q++vl4Q16RSKceOHROLxCeffCKAAePGjUNBQeFfcp2rVq1iy5YtGBgY8Omnn9Lb20tubq6QVRgaGmJoaEhHRwcDAwMMDQ3R2dnJuHHjxMPU3Nwca2trXF1duXHjBnp6eqSnpzM4OMi7775LZ2encHGPGTOGgoICwY62sbEhPj4eb29vKioq2LRpE7W1tQwMDPDLL78wY8YMDAwMaG5uxtDQkIGBAfLy8li4cKEQSJw7d46VK1diYGAgBsbkC29aWhp+fn5YWlrS1dWFlZUVMpmMu3fvMmLECMaOHUtiYiLGxsZCb1lVVYWZmRmjRo0iJyeHO3fuYGdnh4uLCwAXL14kODiYoaEhcUKTlz7lp/fe3l6R7ZdIJKxYsYLnz59jZWXFtWvXKCkpYfz48QwNDTFu3DgKCgqEs/7w4cOcOXOGwMBAamtrsbS05O7duzg7O9Pe3s7t27eZOHEiOjo6pKSk8MEHH3D37l1RxZBIJGhqajJq1CjOnj3L+++/T3FxMRMmTMDb2xtAtDji4uKYNm0ax48fZ926dURGRpKdnc2uXbsoLCxEIpFw/fp1pk2bJiA4586d4/PPP+fXX3+lu7ubwcFBnJyccHR0pK6uDplMRkBAAJWVlYJD7+HhQWlpKVZWVuTm5uLr68uaNWv4448/kMlkzJ8/n6dPn6KlpUVBQQHffPMNP/74o4jZjBs3jsbGRhwcHEhPT8fU1JS2tjbeeustmpqa0NfXp6Kigm+++Ybp06fT2dmJsbExPT09xMbGCiKgtrY2c+fOJTk5WTD05dCftLQ0AHx8fBgaGmLMmDG0trayaNEiiouLyc7ORkNDg/b2doqKijA1NUVXV5f8/Hzc3Nw4d+4cy5Yto7S0VCz6a9asESjkTz/9lH379nH37l1qa2uZN28e/f39gtX94MEDNm/ezIULFwTK0tnZmfj4eMaMGYOJiQnXrl1j6tSpBAcHk5ubK9jXz58/x97envT0dFatWkVlZSX379/H2dmZuro6ioqKCAoKwtDQUPyMvby8RNSsvLwcJSUlXFxcSE9PR1FRkYyMDL7//nu+++47ca0+fPiQOXPm4OLiIuQbAC0tLSKmJ9cGA0ycOFG0ui5fviwAJtXV1Xh5ebF+/XpGjRrF3r17RQurs7MTf39/Tp06JXLq8j8nl/g8evSI/fv3M2XKFC5evEhiYiLt7e1kZ2eL2Z/AwEABj6moqCAiIkLAiSoqKqiqqhI65Z6eHjEo1tjYKHzW8+fPZ8WKFQIPe/XqVcLCwkhPT8fKyoqWlhYqKyspKipieHiY4OBgrl69yttvv82oUaPIz88XTHJra2vmzZvHrl278PDwoLa2FplMRn19PSNGjEDp7t27OxcuXCjoU8+fPycoKIjFixfj5ubGyJEjuX//Pps3b8bT01MsuD09Pejp6REQECCMUvPmzePNmzf4+fnx66+/kpmZiZWVFZaWljg5OTFq1Ci2b99Ob28vW7ZsYenSpbi5ubF27VpevXrF9OnTKSsrw9vbm+joaKqrq3FxceG7774TWsRVq1bh4uIiJBzr16/HyMhIaNa8vb0JDQ2loaGBCxcucObMGdzd3fntt9949uwZ8+fPZ//+/SxdupSvv/6alStXsm7dOh4+fIiSkhKTJk3i9u3bogduZ2eHqqoqSkpKlJaWYm9vL3qba9as4c8//2R4eJgZM2YIl/LAwAA2NjaoqalhampKWlqa8D4HBQXR29vLt99+i7q6Ol988QXZ2dliMMzOzo4dO3aQn5/PH3/8wdOnT0VZtLOzk+7ubqqrq5HJZCgqKoqY0ZEjR9DR0UEmkxEbG8uaNWtYuHAhI0aMICcnh1WrVhEVFcWTJ09EZrOnpwc/Pz/u3LnDxo0bMTQ0pKamhoiICDw8PATV6t69e9TU1JCXlycmX8+ePUtcXBwWFhY4OzvT0dFBcnIyTU1N2NnZkZGRwYYNG/Dy8uKvv/6iqqqKpKQkTE1NkUql5OXl0dHRwZ07d2htbcXLy4unT5+yfv16xo0bxzvvvCMGFXt7e0lISBAn2K1bt1JTUyNEIEePHiUtLY3MzExcXV3JyMhgxIgRnDt3ju+++060VhITEwUC9uTJk+Tl5dHW1kZfXx+qqqpoaGhgZGREVFQUtra2ZGVl8ffff6OqqkpUVBSPHz8mLS0NW1tbTpw4gbu7O7NnzyY5OZm7d++K66y9vZ09e/awf/9++vv7KSkpwdzcnPDwcFJSUrh58ybu7u48fvyYd955h7S0NK5du8aWLVswNjbm1atXWFhY4OHhwZ9//imsbRcvXmTevHlUVVXR1tbGjz/+SGVlJVeuXKG2thZbW1vq6upob2/H3NwcBwcHdHR0cHFxITk5maysLCZOnIiCggJ79uwRDnR/f3+BK33w4AGpqalkZmaydu1atm3bRk5ODpmZmVy4cAF3d3e2bNkirG0ffPABJ0+exM3Nja6uLubOnUtsbCyxsbEsXrwYqVSKlZWVAMNMmzaNjz/+mGvXrvHhhx8yffp0uru7mTlzJvfu3UMikaCtrY2HhwdGRkYipbJ7926OHDlCeXk5JSUl+Pv7ExMTw9DQkOAmuLm58fr1a/FwbG1tpb+/n3v37nH79m2MjY159913aWpq4tGjRygrK3P8+HEWLFiAm5sbISEhHDp0iH379nHixAlaW1vp6enBw8MDfX19LC0tCQsLY9KkSbi7u1NYWMiuXbtYsmQJx44dY//+/Tg6OnLgwAE+/PBDli5dypgxYwQ06Ny5c2LzdvnyZWJiYigrKyM8PJwTJ04IOlxhYSELFy4kIyNDAKxKSkpwd3fno48+QkdHB2NjY2xtbfH29sbLy4uQkBAOHDjAsmXLBO1v0aJFPHr0iFmzZlFdXc2hQ4cICgpiy5YtvH79GltbW3x9fTl69Ch6enrs3LmTS5cusWzZMuQwrc7OTvbv38/MmTMZHh4GEFl9T09P1q9fT1JSErdv30YmkxEfHy820WvWrMHU1FRIpBYuXIi3tzdmZmYMDw+LdtPEiRPFQi4HRDk4OLB+/XoKCwt5+vQpn332GZGRkTx+/Bg1NTWMjIyIjo6moqICVVVVPD09eeeddwTrwc/PD1VVVVFxmDhxIjU1NTg6OgoL3vHjx8WcgouLC2PGjCE7Oxt3d3eys7P5888/sbCwYOvWrQKCdeLECYKDg5k5cyaVlZU4ODjw1VdfCTCSnC63dOlSpFIp7733HkVFRXh6erJkyRJCQkI4ceIEysrKGBsbExAQwI4dO5g4cSKNjY1CI1tZWYmlpSXfffcd/f39AlClFBgYuPPgwYMEBgaKE5tMJqOmpobW1lYsLS3R0dER2DlfX18Bpnj06BFeXl5s3bqV8ePHi4lIPz8/1NTUOH/+PL6+vjg5OaGjo8OECRNQVlYmLS0NmUyGq6srJ0+epKenh7y8PMzMzMSp+fHjx+KmHR4eprCwkObmZvT09Hjz5g1aWlqCRS2XgKuqqjJp0iQKCwspKytDR0cHCwsLEhMTcXR0pL29neLiYhYuXEh0dDQuLi4kJSVhZWVFQ0MDqampVFRUMH/+fGJjY5FIJKioqNDU1ERXVxchISFiKMHZ2VlEBhYsWEBbWxuzZ8+msbERZWVlJBIJS5YsEbEZeTBfQUFBQGr27dsnBAaNjY04Ojpibm6OtrY2M2bMoLu7m6NHj+Ln50dnZycTJkygtrYWY2NjJkyYwIMHD5gwYQKNjY3U1taSnp7OmzdvUFJS4sGDB/j5+VFVVSU2HBEREYKm1tDQwM2bNykuLhbxo+LiYqKiotDS0qK/v18MH6WmptLQ0MCKFSvEwhcQEEBGRgavX7/GyMiImzdv0tPTI5SLxcXFWFlZiZsnJSUFc3NzSktLycrKEj7fpUuX0tvbKzywISEhREZGMjQ0RFpamji1vnjxgq6uLoqKinjrrbcICwujoKCAlJQUPDw8sLCwQCKR0NHRwe+//46Pjw/V1dUoKipiYGAAIMxucv2mXP9XVlYm2i6dnZ3ExsaKGJOVlRUFBQXU1taira3NnTt3uHTpEp6envzyyy8iIiQvcdra2lJeXk58fDwjRozg/PnzmJqaUltbS319PfX19YwbNw5NTU2ysrJ4/fo1eXl5/Pzzz+jo6IjS7b+NKI0ePZrAwEDGjh2LgoICubm5GBoacvjwYRHR+/bbb4WP29zcXFDrxo4dK/KhPj4++Pr6Mm/ePDo6OjA3NxdDWnl5eUydOhUzMzPOnj2Lt7e3UEvKWzijR48mOTkZiUTC5MmTSU9PJyEhgWXLlvHq1Svy8vIYOXIkY8eOZfny5bS2tjJ9+nRaWlpEH10qldLQ0MD9+/epqakR6kB1dXWsrKxE/1oikRAfH8/IkSMZHBxEIpHw0UcfUVxcLCQWdnZ24ncSFxdHamqqGHZ79eoVLS0tDA4Okl4VI08AACAASURBVJubS3Jysij/3rlzB1dXV3R1ddm+fTsnT55k6dKlGBkZic2xfLBLXnqeOnUqlpaWaGlpERYWxsuXLzl69Chv3rwRiZjQ0FAcHR2pqqpix44d5Obm0t7ezujRo4WNy97eXsQP5VPBL1++xNXVlVmzZolBrv7+frZt20ZeXh7u7u5MnjwZIyMjTE1NGTt2LBUVFTQ1NTFjxgykUiknTpzg7NmzaGpq8umnn5KSkiKSA/I4bV5eHsePHxd8hbNnz+Lq6kpJSYlAAh84cECUfDdt2kR9fT1JSUnU1NSQk5PD77//Tm9vL/Hx8SgqKmJpaUlnZyd//vknR44cwdDQ8J95YSUl4c8eHBwUWsz4+HgKCgp4//33OXPmjJjPGBgYEGhfDQ0NJBIJsbGxwnRoY2NDeno6P/zwA1u3biUhIYHh4WGRONDV1eWXX37B0dFRRDWlUikvXrzg9OnTQmmZkpJCUVERCgoKSKVSmpub8fDwoKqqikuXLqGlpUVERATjxo3Dx8dHkA0jIyNF9SY8PJyOjg6ioqLo7e0lMzMTa2trwsPDmTRpEl999RU1NTVi0M3a2honJyeOHTtGfX09H3/8MSdOnOAf//gH7733ngDDhISEcObMGaRSKebm5shkMsaPHy+G22pqalDat2/fTnm/SldXl+fPnyOTyfDy8uLAgQO89dZbDA8Pi4e4fGqutbVV5BPlEARdXV3MzMyoq6vj22+/ZcKECZSXlwvKWUBAALGxsTg7O5OWlkZXVxdDQ0P09PTwySef0N7eTnNzM/X19SI3euTIEZ48eYKbmxutra04OjrS399PcXExbm5uQpyuoqKCgoICjo6OaGlp4ePjw507d/Dw8BDu6Z9//pmSkhJ0dXVFbry9vZ3+/n7q6+uxsLBgxYoVgkYmdxyPGjVK+Fk1NTUpKytDKpXi6emJtrY2CQkJtLe3i9LFuHHjBIJSnhWVl/DlF+fZs2dZsWKFcMe6ubnh4+NDaWkpBQUFvPXWW2LYYcmSJeJ9u7u7BUKxsrJSnEDLyspwdHTEyMiIOXPmcObMGQYHBwkKCiI5ORkVFRWWLFnCkydPcHFxYebMmSxatIjZs2fj6+srBvbk3uft27fj6upKTEwMa9asYcyYMdTW1pKSkoK6ujrjx49HX18fY2NjcZLLy8ujuLhYQFl2797N4cOHUVVVJT8/X1Qg5CAJS0tLHjx4wKxZs7CwsBC0sNjYWBYsWEBERAS6urrU1NSIXHFeXh4BAQECQ9jd3Y2joyMDAwNMmjQJJSUloqKi0NbWRkdHhzt37hAdHS1OVSdPnhSEocHBQQEpaG5u5u7du/z9999oaWnh6+vLnDlzhFGspaWFvr4+ZDIZDg4O6OrqCjmGpaWlmJ5uamriwYMHAJw6dYq3336b0tJSkpKSePLkCWPHjuXu3bvcuHGDsrIysrOzUVNTY+/evWRnZ5ORkUFMTAx3796lsbGRW7dukZaWxuXLl8nIyCA+Pp5nz54JwtSLFy9ITExk3bp1ArpiZGTE1KlT+euvv/D09GT79u1ERUWRlpZGcnIylZWVPH36VEQmJRIJhYWFeHl5iZZRVlYWCgoKvP322+Tn57N582acnJwoLS3F0dGRV69ece7cOebPn093dzf29vaiupSbm4uysjJqampkZWWhrKzM3Llz8fLy4sWLF8hkMoKDg0Wrra+vD0dHR/T09GhrayMiIgJ3d3dGjhxJTU0NZmZm5OXlMWXKFLS0tDh+/LjQE2ZnZ2NgYMDevXuZO3eucKkHBASICVwrKytRLlZQUMDS0pJx48Zx//59jh07Rk1NDfX19UybNo2uri7S09OJjo4Ww6KpqalIJBJB5jI0NGTevHns2bMHU1NTGhoakEgk2Nra0tPTw/DwMKWlpZiYmODv78+NGzeYOXOmoJLZ2dkJO+H9+/eFGc3Q0JDKykquXr0qTtQqKiqMHj0aJSUl0tLSyMrKoqioiEuXLjF//nwiIyNZu3atQF3Kr1d5ukeu5r1x4wbm5uYsXbqU7OxsAMrLy7G3t6e8vFxMOPf09FBSUsLg4CANDQ3cvn0bKysrDA0N8ff3Z9euXUK33N3dTX5+PjY2Nujo6PDBBx/g4eHB9OnTRcVHTU0NfX19QkNDiYiIEP3/S5cuiYjel19+ybp16xgcHERDQwMbGxtsbGxE/nrGjBkkJCRgZmaGgoICP/zwA3fv3mXmzJnMmTOHmJgYBgYGcHR0pLCwEDU1NSF56erqwsvLC2dnZ4yMjKipqWHFihUCZDVq1Chh2pLJZGRnZwubX2ZmJu7u7hQVFeHl5cXHH39MYmIiZmZmotrc2NiInp4eK1asYNu2bYLJL680hoeHMzAwQHZ2NqNHj6awsJDU1FR6enrE4SgnJ4cDBw6QmZkp5hNyc3ORyWQA3L59W2wslN55552dchrPpEmTxESjfArR2tqaY8eOkZOTw/r169HW1uYf//gHZmZmhIWFkZWVJQYc4uPjaW9vx9TUlPnz5xMTE8POnTv58MMPefPmDa6urrS1tZGQkCBUjMbGxgQHB/P++++jq6tLUFAQ5eXlfPfdd7S3twOwcuVKNDU1aWlp4erVq5iYmHDkyBH09PR4+PAhHh4erF27lmXLlhEXFyeiPj4+Pjg4OODv74+mpiYLFy6kq6uLmpoalJWVUVRURFVVlfr6eoyNjdHW1ubkyZN0dnYCiMiAXCp+48YNXr16hb+/P/n5+QwNDfHHH3+IRbGzsxNHR0daW1spLS1FKpVy5swZHBwcUFFRERq3vr4+LC0t2bFjB7a2tpw5c4bi4mKxK/711195+vQpDQ0NODk50dbWxpkzZ8SDOSMjg7q6OlJSUgDEqfCHH34gPT2dzs5OUf5RUFDg77//Zty4cVhbW2Nubs5PP/2Euro6DQ0NZGdn4+TkhLKyMtOmTWPv3r3s3LmTO3fu4OvrS2RkpIi4tLW1sW/fPkJCQtDU1MTb25uYmBh0dXVxd3fH09OTSZMmsXDhQhQVFVFTU2POnDliQE5VVRVjY2M+//xzVFRU+Pnnnzl58iShoaH89ttvrF27FhsbG0ELkt+ochWdnOxmYmLCtm3b+OCDD8QUvVyXaGhoiK+vL2pqapSUlGBkZMTXX3+NpqYmK1asoKGhgQcPHlBRUcE//vEPYmJi6O7uJisri8WLF1NXV0dkZCSKioqkp6czYsSIf4lefPbZZ2hra4tBxCtXrnDixAnOnDnDhAkTWLVqFUFBQVRVVZGens7Tp0/Zvn27kJgYGhqyfft2xowZQ3BwMFeuXGHlypWEhIQIr/Xu3btZtWoV33//PT4+Pri6urJu3Tru3LlDQkKCiBVlZWUhk8kE0EFe0Xr48CGGhobivnJ3d8fY2JhZs2ahqqqKk5MTDQ0N1NfXo6enR39/P6qqqvz+++/4+fnR29srBr7q6up4//33Wb9+vTBb+fv7o6SkxK+//kpoaKhwo7/77rsMDAwgk8lYuHChOPGkpqbi6ekpopd2dnYcOXIEExMTOjo6SEhIEAx+T09P7ty5w/DwMNu3b8fOzo779++LWOfg4CApKSm8fv2aqqoqEhMTxeZHJpPx119/MWvWLCwtLbG3tycyMhI7OzuMjIxERcXW1pbMzEzs7e0FK0IeW7p8+TINDQ3s2rWLmJgYOjo6mDx5Mq9eveLKlSusWLGCPXv28P3331NaWsrOnTt5/PgxEokEExMT4uPjSU5Opr6+noGBAby8vKioqODGjRt0dHTQ0NDA/PnzGRoa4rvvvuPChQuYmJhw+vRpxowZQ0xMDFOnTuXatWtC73nv3j12795NQUEB7e3tpKWliXmHUaNG8fnnnzN9+nTWr1/P7t27iYqKEsKXgIAAOjo6SElJIScnBwUFBcLCwkRFTK7btbe3R1VVlblz5/Lo0SN8fX3p6+ujo6MDW1tb/v77b9TV1Tl9+jTV1dXk5uYKV7S8ErZlyxb8/PwwNjbm8OHDQvhSXl6Oqqoq4eHh3LlzB4lEQmNjI319fdTU1GBlZcXDhw8ZGBggKiqKhoYGFBUVuXLlCtra2ty/f1+AWUxNTUU7Qz4npKqqSm5uLufOnWP79u1UV1fT0NCAh4cHfX19tLe3M3v2bJG6KCkpwdnZmaioKA4ePIijoyPh4eGsXLmSixcvYmNjw8OHD+nt7QUQm9ne3l7xnD579qxIiCgpKXH9+nU2bdqEl5cX169fF8z+ESNGMGLECFavXs3o0aOZMmUKra2tbN26FRUVFWbPng1Ac3Mz+/fvF3aynJwctLS0uH79Oh988AHm5uZYWFigJJVKd+rp6SGVSqmrqxMS85aWFgHosLOzIzk5ma1btzJ//nzRlyooKGD37t1ER0czffp0ampqCAoKoqCgACsrKxwdHamsrOTSpUucOnVK9H3kZY3q6mpycnKYM2eOoDcdOXKEJUuWEBYWxtWrVzE3N2f69OmcOXOGdevWsWnTJo4cOcKhQ4dob28nLy8PT09PysvL+eabbwgICMDU1JQzZ86I3K+ioiJdXV0EBwcLUpmOjg62trbcu3dP0GfkPV9LS0tiY2Opqalh7ty5FBYWih3c5MmTqa+vZ/bs2XzzzTf4+PgIYXlpaSm1tbV4eXkJnZ3cV21nZyf8qqampty4cUME/efOnSsyhurq6kLTt3z5ck6ePIm/vz+7d+/G1NSU06dPExERwfPnzxk9ejTjx4/n4cOHmJubExYWxvPnz8nOzubEiRPU1dWRlZUl8qzffPMNbm5u2Nvbiz73uHHj6OjowN7eXjys//zzT7744gssLCxwcnIiPz8fiUTCkydP+Oabb+jv7xfkNjn3+OzZs1hbW/Ps2TP27duHRCLBxsaGqqoqOjo6OHfuHMHBwfz2228oKCigpaXF0qVLCQ0NJSUlBScnJ4KCgjh58iSvXr3i7Nmz6OjoiKEpGxsbJBIJ7e3t+Pn5ce/ePV68eEF3dzepqancunULLy8vdHV1sbOzw9DQkIyMDOzs7BgaGhLgnWvXrokY340bNxg3bhwLFy7ExMSE0aNHs3HjRo4ePcoff/whwCVr1qxBIpGQmpqKkpISZmZmjBs3jvj4eNauXcvq1av58ssvxRCO3G/b1dWFvr4+KSkp9PX1iSGbyMhILl26RGdnJ4aGhrz//vtMmzaNnJwczpw5w65duzh9+jRxcXHs378fZ2dnZs6cSXd3N9evXxcM7Js3b/L69WuCgoKEDCcmJgZ7e3uBC967dy+ZmZkEBASQm5uLk5MTBQUFbNy4UUzJyuNi8gpXcnKyOM0oKSnR0dHB+vXrcXR05IMPPmDMmDECWpSUlCQ2hnK71oULF0hKSsLZ2Zn33nsPGxsbBgcHCQ4O5uuvv6a2tpYFCxawZMkStm7dypw5cwgICBCo3o6ODhobG4VZTU9Pj4iICKRSKRs2bCA6OppFixYRGxsr0LQTJ04UrOc3b95w//593NzcsLOz48yZM9y8eZM3b97Q3d1NW1sb9vb2SKVS0TobOXKkkOro6+vz8ccf8+DBAywsLLh06RI+Pj40NTVx9+5dlixZQnp6Or///jtWVlZMmDBBRKaOHz/Ojh07GDduHBkZGcJa9ezZMyorK9m2bRvZ2dlERkby1VdfERgYSHFxMfBPZPLQ0BB5eXksXbqUhw8f0t7eTnh4OLa2tjx//hx/f38RF3358qWIQaalpREcHMzz589RVVUVMz3V1dXs3buXUaNGYWxszMSJE1m9erU4QBUVFVFRUUFkZCSlpaUsXryYefPmcf36dWxtbUVr9Pjx4xw9epQdO3aQnJzM559/TmpqKomJibS1tTF9+nQ0NDSYMmUKf/31Fz/99BNJSUncvXuX+/fvM3XqVA4dOsTnn39OW1sbO3bsYMeOHRQWFqKtrY21tTU//vgjQUFBzJ49m/7+foKDg8W09fDwMPX19Xz99ddUVlby4sULDh06hLW1NX19fbz//vvMmDGDlpYWzM3NmTNnDkePHiUrK4uzZ8+yePFiwXeYPHkys2fPZuLEiXh4eJCcnMzOnTu5d+8eUqmUd955h507d2JoaMju3bspLS1FV1eXvXv3kpSUxE8//UR3dzeHDx9m06ZNnDp1ijt37tDT00NaWprIVB8+fJgff/wRTU1NnJ2d0dfXZ+PGjejq6lJRUcHs2bOZNm0aixcvxtTUlM8++ww3NzeePXuGTCYjMzMTJycnLl++LJCwSra2tjtNTEyIi4ujt7dXDOEoKSkJaUVeXh76+voUFxfj4OCAkZERhw4dYsyYMUJfKWdJq6qqoqamhp6eHgDd3d2cP38eW1tbcnJyePz4MRs2bMDY2JixY8eKB/HcuXM5f/68KAtbW1vT1NTEp59+SmdnJ56ennh5eXHmzBlRtpY7uR0cHCguLiY4OJgbN24AMG7cOHFib2hoEDlAuaKto6OD7OxsWlpaiIiI4PPPP6egoID8/HxqampQVFREV1eXqVOnEhISQktLC8rKyiQmJlJXV4etrS3Xr18XZX9zc3Ox0z916pRQPM6cOZNnz55x4cIFXFxcsLGxoaKigg0bNoi+4oMHD5DJZGRkZIiJbnlUTC51lwta5syZQ0JCArt27RLT4ra2tjx58gRtbW1ycnJwcHBg7ty5ODg4CASjiYkJ/f39hIeHk5OTQ1VVFTKZDE1NTbZt28bNmzeZNGkSDx48EBOfsbGxFBQUYGZmxpMnT7C2tsbNzY3MzExyc3PJyMggJCSEpqYmLC0t0dbWRllZmXXr1uHt7U17ezsffPAB9vb22NnZYW1tzcWLF4mIiODQoUN8//337Nq1i7CwMFxcXLh37x6urq5CbFBdXU1oaChTp04V7u2AgADq6uqorq4WOWp9fX0Barlz5w4lJSUkJiaSkJDA+PHjuXPnDlevXmXhwoWMHDkSR0dHNDU1BW9Y7ptWVFQkOTmZrq4uJk2aRFdXlyhV9/b2snz5clJTU8nNzaWurk481OSiGjmDXi652b17N/v376ehoUF4xgsKCrCwsKCgoED0unR1dXn58iWPHj3iyy+/ZPr06fj7+3P69GnWrFmDsbGxUNna2Njg5eWFu7s7J0+eRE1NDZlMhr+/P9HR0XzxxRe8++67hISE0NraiqmpKQsWLOD27du8/fbbHDx4kNOnTzNlyhT27t2LlpaWUC2qqakJtrafnx8aGhqoq6sTGhqKkpISiYmJXLp0icjISGpqauju7qa0tFQwxGNjY3n//feJjo4mNTUVLS0tsrOzRZ88KyuLqqoq4ZKWDx7JPdtye5+ioiKNjY2EhISQm5tLdHQ0VVVV1NXVYWRkhJ2dncCARkdHU1NTw8GDB6mrq6O8vBwPDw9ycnJoaGigu7sbgBkzZhAaGirY5+fPn+fq1auoqqoC8Mknn4h2gjwr7+TkxJ07d9iyZYuAIq1evZp79+7R0NDAnj17RClabuP68MMPqa2tZfPmzUydOpWioiLy8vJwcHAQuNG4uDiCgoKIioqisrKSVatW8euvv5KcnIyFhQUvXrwQBMfp06eLU6d8qvno0aMiplRXV8fly5exsbEhJCSEc+fOER4eTnZ2tshvKykpkZqaKuZb9u3bR3R0NDNmzODJkydIJBJGjRqFiooKJ0+eRF1dHTs7O5KSkhgYGGDRokU8fPgQRUVFNmzYwObNmzl06BBmZmZoamoyd+5cLl26xLlz53BycqKrq4v169djaGiIVCplwYIFFBUVERoayqlTp/Dx8cHExISxY8eKAdgJEyYwZ84cMekfFRVFR0cHW7ZsobW1lYcPH3Lw4EESEhLYvHkz6urqFBcXs3HjRn799VeR0FFSUqK+vp6wsDB6e3tZvXo158+fp6mpiREjRuDv709fXx8aGhpkZWWJOS13d3fU1dWZNGkSHR0d+Pn5iRhyWFgYISEheHh4kJmZyeLFiwXkRn5d7dmzh6NHj6Kvry+EMXIc6ubNm4mLixMiFh8fH7y8vNi/fz/29vaEhoby+vVr4W0YPXo0Q0NDuLm5YWBgQEBAgMCEK7311ls7IyIiiI+Pp6enh7i4OEFn8vT0JCYmhqSkJOzt7bG0tCQxMZH79+8LMIYc9CCXN8gzcdnZ2ZSVlXHr1i1evHjBxx9/LB4eCQkJWFpacvnyZfr7+zl16hSxsbG89957XL9+nRs3bvDTTz/x7bffcvHiRZSUlMjPz+fbb7/l2bNn5Ofno6enR0tLi2jg79u3jz/++IOff/6Zbdu28dtvvzFixAiOHTsmyFUAb968ISwsDAUFBZKTk5kxYwbFxcVER0eLidqXL1/i4eHB2LFjha5z1KhRVFRU4OHhgaqqKnFxcXzzzTf88ccfTJgwgbKyMszNzZkxYwZ//fUXRUVFAuvX29vL1KlTcXZ2ZsqUKaJH9erVK3FKc3JyIjU1VeQJZTIZ1dXV3Lx5k/j4eDZt2sTt27dxc3OjoaGBTz/9FBcXF6ZNm0ZRURGlpaW8fPkSqVQqsJHJycn89NNPODo60tTUxIIFCygpKWHjxo24urqyatUqFBQUOHTokOitzJgxg7KyMt577z3Gjh1LYGAgMpmMOXPmkJ2dLTZaqqqqLFiwAG9vbxISEpg+fTp5eXlYWVkxcuRIkpOTefnyJQkJCXz33XcUFxfj7OzMmjVr8PX15ZNPPhGsYnnf6OXLl3z77bfcvXuXZcuWidPGzJkzsbe3p6ysTFR47OzsMDAwEDEbOZZ14sSJREVFERYWxpo1a3B2dhaZ5P3793P79m1GjBhBa2srxsbGohT27NkzHj58yOXLlwkODqa5uVlMo0skEjQ0NNDX1+f58+dUVVXh4uKCr68vFhYWbN++XahM5SfLqqoq3nvvPXR0dPD398fV1RWJRMK8efMwNjbm119/JT8/n3nz5okqjZmZGT4+PpSXl7NhwwaampoIDw8X9L/IyEiCgoKwtLSkuLhYCAWkUimPHz+moaGBnTt30traSldXF66urhQUFBAcHExgYCAZGRmYmpri4+PD4sWLSUhIoLu7m8rKShoaGnjz5g1jx44lPDycFy9eMHfuXF6+fCmG34yMjOjq6hLmoc2bNzN27Fi2bt0qVJDywagHDx7wyy+/8OzZM5HLra6uFuKE5cuX8/LlS1xcXLhw4QLHjx/n1q1bXLhwARsbG7Zt20ZLSwtpaWkUFxdTXl5Of38/qampfPbZZ2La+uLFi1haWrJ27Vru37/PiRMnsLe3Jy4uDktLSzEgFRwcLPq98k2tvMUn35jIrykvLy9sbGzIz88Xlrju7m4x/7J+/Xpu3rxJVVUV5eXl5OfnM3v2bC5cuICKioqoTDo4OAis6S+//IJEImHChAnC+Z2cnMzvv/9OWloaUVFRhIaGYmNjw1dffUV5eTnp6el0d3cTGBhIfn4+AQEB5OfnI5PJMDQ05Ny5c2RlZdHU1ISDg4MYLD179iw1NTV4eHjg6OiIm5sbixYtYuvWrQwNDYlB2JSUFJSVlfnkk0/Izc1l2rRpmJmZCbS0p6enMDNmZmZy+vRpPvnkEzo7O5k6dSq///47GhoatLS0COKcHCg1efJkRowYQWlpKS9evCAwMFDMdlRUVFBdXU1NTY2Yt5FXLuvr65k7dy63bt2ir6+PhoYGYmJi8PX1JSMjA5lMRlFRERoaGqxZs0bEfCdNmiQW7dTUVH777TemT58usufW1tY8efIEb29vrl69ysDAAIGBgQwNDWFpacnjx4+xtLTk1q1b5ObmEhcXx5QpUzh48CD5+fm0tLTw9OlT0tPTefXqFStWrBAiGTs7O65cucK0adMEujg8PJz29nYsLCxwdXXFz8+PsWPH0tfXR19fn2g9aGhooKamRmRkJMPDw2Lz0dnZKTaj8pSBvb09CsPyWf3/A15+fn48ffr0//I1RUXFf/magoLCf/jv/97r336Pf+/P/89+z//xM/2Pf+c/8x7/q3/nP/oc/xXv8b/j5/ufec//t7+T/4r3/Z/9WfxXvcd/9fX5/9Xn+n/6HP9/uT7/V/7O/6nXzv+O9/i/+9q/ff3vuHb+T3iPf+8l/1kozJ07d7i/vx8NDQ16enqQSqUoKCigra1NS0sLmpqaSCQSOjs76ezsxMDAQORhm5qaMDU1pa+vD21tbTo7OxkaGmJwcJDe3l40NTVRVFSks7MTLS0tlJSUBFRFIpEIBZmysjJdXV2CEiORSNDR0QGguroaPT09BgcHUVJSQlVVlbq6OkxMTJBKpfT29iKTyejv70dRUZGamhoMDAyQSqW0tLSIEptMJqOnp0fspt+8eUN7eztGRkYAaGho0NDQQF9fH0ZGRgwNDaGtrS3MTPr6+lRVVaGhoYFUKmV4eJjh4WHU1NTE95J7a/v6+lBQUBC9CnnmrrOzk+HhYTQ0NASeUkVFhTdv3gjYikQioampCTU1NXp6elBUVMTExITm5ma0tLRQV1eno6MDqVTK4OAgTU1NDA8PC/eugYEBg4OD9Pf309raioqKCkpKSujp6dHX1yfK111dXaLE2NvbKyYr5e5XOeyit7cXXV1dYX5SVlbGwMBAlGLlzm9NTU0UFBRQVlams7NT9L80NDTo7u6mu7tbwE3kMxONjY1oaWnR3t6OmZkZlZWVwmCkqakpyFhyGIu5uTktLS0CjiP/742NjWhqaqKhoUFvb6+Y6B0aGqK2tlbs+t+8eUNFRQUGBgaCo/7mzRtaW1uFCKS1tZX29nbRB1RSUkJLSws9PT1hiJNnhRUVFcU9Ir921dTU6OvrY2hoCB0dHXF9KigoiN+vHNuooKCApqYmzc3NojQrv5fk5f7h4WE6OjrQ1dWlra2Nrq4ujI2NgX9WiwwNDVFVVaWvr4+cnBxsbGxE7jUjI4P+/n7xu1JSUqKvr09MzMo/u5wnr6uri4KCAiYmJujq6oqfp1xXODQ0hJmZGaWlpTg4OAhSXnd3N/39/aKt79UCsAAAIABJREFU0NnZSWJiIh4eHgwODgqjX1dXF2pqarS2tqKjoyPaHFKplPb2dvGsGRgYoLu7W7AM5AmWtrY2MRAqlUpRVlZmYGCAN2/eMDw8jEwmQ01NDRUVFaFzlQNyDA0NUVJSQkVFhaNHjzJ+/HhqamqQSqW0tbXR3Nws7se+vj7Mzc3FtautrU1TUxPa2tqoqKiIKeKKigp6enowNDTExcVF/L+VlZWJ+YWGhgZxDbu7uwueulyTWV9fz4sXLygqKqKvr4+JEycikUiEF0BJSQmZTIZEIhFTw3JNsZubG7q6unR2dtLT0yOeT8rKyhQWFtLQ0CAqPNnZ2eIz6ujoUFpair6+PjU1NTg5OWFkZIRMJqO0tJSioiJ0dXV58eIFhoaGDA0NYWtri6qqKubm5tTW1qKmpibuQRsbG5SVldHX1xfP9q6uLhQVFWlubqatrQ1jY2OkUilGRkb09/cjlUoFztjS0hIDAwP6+/vp7OzE3t5eEA8tLCywsLDA0NCQ9vZ2GhsbMTY2pra2lhcvXuDi4oKhoSHl5eWMHj2a3NxcLC0txT3Y29srAEVqamriuWltbS2uzaamJnHfyGNogLg31dXVxfqkp6eHRCIRnoChoSHU1NQ4c+YM+/bt+w8X3f/MS35NA0IaZG5uTnd39z+v4V27du309vbGwsICAF1dXZYsWcLy5ctFgH7jxo1i6vLrr7+msbGRhw8fip7e4sWLuXXrFrt378bLywsnJyd8fHzo6upi1KhRtLe3s3r1ary9vcWDeOLEiZiamjJixAjmzZuHo6Mjz549Y/bs2UilUuF13bVrF9ra2qSnp1NZWYmamhrV1dWYmJhgb2/P2rVr2bdvHwoKCgQEBNDZ2SkeJIqKisyfP18woJcuXUpMTAzPnz8XE3/yHvKlS5fo6elBV1eX4uJiVq5cSW1tLU5OTiQmJuLu7s7169dF76eyshJzc3OBcpQvjnFxcWKxr6qqEiVrObrVz8+PzMxMGhoa0NLSor6+nr///htTU1MxrWtra0tpaSmlpaUEBgby6NEjxo8fL3p0bW1tqKqq8vTpU4yNjcXuzNHRkXv37olY1PXr1ykvL6e6uhpDQ0OuXr3KlClTSEpKEg+nsrIyVFRUhJ5UX1+fhIQEwsPD6ezsJCIigri4OEGO8/b2xtHRkYKCAo4dO8bChQtJSEjA1NRULKDyvKq87wj/HKaTb6yCg4MxNDRET09PmLdu3LjB06dPUVRUFC7cuXPnEh8fT0JCAnv27CEpKUlsHs3Nzeno6CA0NJTw8HB++OEHTpw4gZeXFyUlJWLj19nZyeTJkyksLMTR0RF3d3d6enro6OhAXV1dUPPklraXL19ibm4uNiryoaT09HSqq6sJCQmhoKBAbFQNDQ0Fq3jhwoVERkbyxRdfCCGAqakpQUFB3Lt3Dzs7Ozw8POjv7xfxtJycHFpaWhg5ciQnTpwgKChISGDkbHItLS0kEomgLslZw3IC1rvvvsv9+/fZv38/Y8eOZcuWLSxfvpyRI0dSXV2Nm5ubmIZOSUnhiy++ID4+Hi0tLX744Qfmz5+PkpISDx8+xMzMjLi4OLq6ulBWVmbVqlVcunSJoKAgRo4cyb59++jt7SU/P59nz56hpqbG9u3bxcb7woULlJeXU1tbKyZ7U1NTUVBQYN++fWRnZ+Pv709kZCTW1tb/8l5VVVU4ODhw7do1njx5gp2dHWPHjmXp0qViMWhqauLKlSuMGjWK9evXI5VKOXfuHHFxcXh7e1NSUkJeXh4HDhygra2N7u5u9PT0hHTn9OnTlJaWcv36dQwNDcWiMzQ0JMrF8gW2s7NTaEtlMhkymYzy8nICAwM5deoUEyZMIC4ujnfeeYfz58/z5Zdfijy+VCrF29tbEB59fX3Jz88nKCiIS5cu8fLlS27evEl1dTXjxo2jurqas2fPcuTIET7++GOxaMsH3uQb6xcvXgD/RF36+flx8+ZNjIyMxDXd19fHoUOHmDlzJvPmzaOkpISYmBgsLS3Jz88Xi31KSgrjx4+nrKyMpKQkKioq6OvrQ11dXQxE/v333yQnJzNp0iQOHz6MoqIitbW1aGhoYG1tTXd3t4hRxsXFIZFIMDc359GjR4JUmZ+fz+XLl9HU1GRoaIhr164RExPDgwcPaG1t5dq1a2RlZdHQ0CDy9PHx8TQ3N3Pr1i10dXVFTlyeTw8PDxfP05iYGE6fPk1TUxOpqank5OTQ39/P5s2byczMRFdXl6dPn2JgYMCJEyfIysqip6eHc+fOkZKSQnNzMwYGBrS3t5OYmMjPP/8sDlmJiYkcPHhQTLl3dXXR0dFBRUUFAEePHqW0tFQoZLOzs9m5c+e/+89nn30m1KXbt29nz549fPjhhwQGBnLhwgVWr17NwoULWbduHR999BGHDh1i2rRpWFpaoqSkxMyZM/H29kbhwIEDw42Njbx+/Zrq6moBqLCxseGdd94RPZfRo0eTnZ3Nl19+ie1/zxvq6+vj6emJtbW16Htfu3YNNTU1/P39MTMzY+XKlchkMnGCf/PmDSYmJlRUVJCbm4ujoyOHDh3Cz88POzs72trasLGxobGxEUNDQ95++2327NmDpqam8JZevHhRKCDlk7w6OjocOHCAGTNmcPfuXUpKSpgyZQpmZmaYmpoyNDSEg4MDd+7cwdzcnIKCAvr7+xkzZgyXLl0Swo7k5GTa2tpQUFDgo48+oqOjg5CQENLT09HT06OmpoaCggJUVFSEblNPT4+wsDA0NDQYM2YM1dXVlJeXi75XfX09bm5u5OTkCHNST08PQ0NDFBUV4eDggLq6OsHBwaiqqtLd3U1mZiZqamrk5+ejqamJoaGhUG9KpVIyMjJISkrCycmJqKgoBgYGGD16tIixtbe3ExMTg4aGhgjd//TTT7x8+VKc8LS0tITtx8HBgc7OTpFLd3R0ZOTIkdy6dUtkU0eOHElzczO+vr4sX74cFxcXLl26RFtbG5WVlQJDuGzZMqGA7OjoEBuke/fuMTw8LDZs7733nsAgFhYWCiBBX18fdnZ2QiLg5OTEiBEjRJVn7NixmJub8/z5cxQUFLD971QyTU1Nbt26hb6+Pl1dXURGRuLl5UVPT49g3y9atIj8/HymTJnCmDFjeP78OcXFxRw7doze3l5GjRololxGRkZCzhIVFcWsWbMoKSlh8uTJbNiwAT09PRQUFDh48KA4+ff394v7w9HRUUxiFxQUiDhLbW0tZWVl1NfXY2Jiwvjx42lvbycuLo5Vq1bx8OFDAJHvnTVrlshhRkVFIZFIRBTRzs5OIBBfvnxJeHg4c+fOxd/fnz///FPoAAFUVFSwtrYW7t+Ojg5mz57N8+fP8fX1Zffu3SxfvpyGhgaGhobw8PBAQ0ODpqYmYT6ysbHhypUr2NnZERQUhK+vLwcPHmTkyJH09fXR1tYmniP9/f0sWrSIlJQU1NTUuHXrFg0NDeKk+G8ZygEBAXz99dcUFhaKDXldXZ24PvT09NDS0hKM53v37olFWw5PMjU1RV1dXQwPylMbcmmRlZUVpqam4tDw2WefcevWLQYHBykqKuLq1atUVVX9y4lHLrNwdHTE1NQUFRUV4QifP38++vr6pKamsnXrVrS0tKioqKCgoIDGxkaKi4s5dOgQEydO5OrVq/j4+Ag8bkpKCoGBgSKq2vLf2HvPqCzvdm/zoEvnpncQUKoUaUqxgGILiojdxxpjosbYNU80atQUjbFF0Vhjb9iVoqKIDQQBQUA6SO+9I/Phmfs/e8+8e/b7rpk978xac39yLVTg5uIq5/n7HUd9PU5OTmhpaaGlpcXQoUPR0dEhIyOD/v5+cnNzaWhoEMpMgI0bN9LX14epqSnDhg2jtLSUv/76C2tra3788Uf8/f3R0NDA39+fv//+GzMzM8FDkFZfATFtmDFjBt9++62AVEk93tILs5SlIVXXtrW1kZ6eTltbmwDI7Ny5U+z+29raWLVqFbW1tVRWVmJjYyPMai4uLowaNYoPHz7Q2dlJc3OzmHja2dmRnp5Obm4uzc3Nwh0/bNgwAd85d+4cx48f5/fffyctLU1kP6SuiMbGRtTU1MjKyqKqqkr4FebPn09/fz92dnasWbOGhoYGJBIJ+/fvx9bWlrdv36KgoCDIklIbl4ODA6dPn2bo0KEkJCRgYGBAVVWV+P2ztbWlpKRECHOUlJQoLy+nv7+fmJgYJk6cKCYKUvCP9Hfz06dPeHh44ODgQFVVFd7e3rS0tGBubs79+/epr68XSlm5VatWbdfQ0GDQoEG4urqyfv16XF1dsba2xs7OjpaWFh4+fMjhw4eJiYmhqamJM2fOcObMGaZMmcK7d+/EHePHjx/p7+/n9u3bJCYmkpmZyfr16/H396exsRF3d3eWLl3Ky5cvsbe3Z8CAAcTExBAdHY2TkxP79++nuLiYGTNmkJmZiUQiYcaMGbx8+ZJLly5x4cIF7t27R1BQEE1NTaioqHD37l3u37+Ppqam+Ni+fftobm5mxIgRaGho0NXVJdjET58+xdHRkZ9//llYVqQ90nHjxmFqasqcOXMYNGiQAHxUVVWRnZ3NwIEDuXHjBr29vcjJyfH48WNmz56Np6cnr1+/pra2FkdHRwA2bNjAjBkzRDz/7NmzhIWFsWLFCu7evUtxcTEGBgYCnaqrq8uPP/5Iamoq2trahIeHExUVxenTp7lw4QL19fX4+PiQlZXFn3/+ibOzMwsXLuT06dMEBASwc+dO4uLiWLBggUjFT5s2jXnz5rF+/XpRS5JqQ7u6ukQS9fPnz1RVVaGlpYWioiJHjx5FQ0OD9PR0ofL08fGhp6dHPGFKwTezZs1ix44dFBYWsnPnTgYMGMD48eNFb9XOzo6zZ8+K2l5XVxeOjo4sX76csLAwzMzM2LRpE7NnzyYoKIjPnz+LpxEVFRXWrFlDbW0tMTEx+Pr6cuDAASFDkV7Uq6qq0NDQ4MaNGyQnJ3P58mURaIyNjUVfXx8vLy/hlj158iTbt29nx44djB07lnPnzjFmzBhMTEw4cOCAUOLZ29vj5ubGxo0bqaysZO7cuSgrK9PX1yecyKdPn0ZVVZXvv/+eQ4cOoaSkxBdffMHVq1dpbGzEwcFBrFRkZGR48eIFAQEBeHh4MG3aNJ48eYK1tTVeXl4MHz6ckpIS4UAPCQkRT/rSINuVK1ewtLQUF5LY2FhCQ0PR1dWlrq6OoKAggoOD+eOPP1i8eDGzZ89GW1sbJycnNm7cyNu3bzl69Cj19fUC0SjVcvr6+mJtbc3ixYsJCgri6tWrODk5CQ1kRkYGqqqq9Pf3o6+vL5gAUriNq6urQJs+ffqUcePGCevfw4cPWbRoEfb29gQFBREUFMTo0aNRUFAgPDwcc3NzkcBfvHgxx48fF65rBQUFSktLBazkxYsXxMbGihP3q1evWLVqFWZmZigpKfHo0SN+//13tLS08PT0ZNiwYYKnffr0aZqbm/nxxx+ZNm0aBgYGQnyRkZHBunXr+PTpE/b29owaNQoLCwsMDAyws7PD3d0dJycnPn78yOrVq7l06RLx8fGUlZWxadMmIiMjCQ8Px8fHh4sXL5Kdnc2kSZOoqakR+tWzZ88ye/ZsysvLef/+Pfr6+hw4cICzZ8+SlpZGf38/WVlZzJw5kzFjxjBmzBiOHDlCbm4udnZ2Avbz22+/MXHiRMaMGcP169eprKwkLS2N9+/f4+LigqysLF1dXWzcuJEPHz6Qm5vL6tWryczMxMDAAAcHBzQ1Nfn555+xtLTk2rVrwnnf3NzMli1bUFNTQ11dHS0tLUJCQujo6ODRo0ccPnyYlpYWfv/9d1auXCnChH/++SdbtmwhNTWV8+fPs2TJEpydnXF3dycxMRFTU1M2bNjAuXPnGD9+PPv27RMij4MHD+Lj4yN8Dffv32f37t389ddfBAYGcv78eVxdXUlJSWH79u34+/uTnp5OdnY2sbGxNDQ0MH36dF6+fMmsWbPQ0tJCX1+ft2/fcuTIEbZu3UpHR4doID179ozx48fz66+/Cirh7du32b9/P319fSQmJpKUlMSZM2fYu3cvZ8+epaenh/fv37NhwwYePHjA4MGD+eWXX5gyZQoSiUQY0BQVFbl27ZpwQUi1ooqKivj5+WFubk5SUhISiYSioiICAgIwMTHh2bNnLFiwQMhOYmNjkZGRITc3l3nz5pGWloZceXn5dundzNOnTykoKKCtrQ09PT1qamo4ffq0wGdKJRVpaWmsWrWK8PBwTE1N8fPzIy0tjU2bNnHx4kWOHj1KaGgonp6eODo6cv36dcaOHUtoaCgzZ84kKSmJoKAgYmJisPxfrUYlJSXU1dWJNOvdu3epq6vD1taWvLw8bG1tKS4uJj4+Hl1dXUJCQjhz5gwuLi6MHDmSlJQUVFRU+OOPP6iurkZJSQkrKyuR0NyzZw979uxhwYIFvH79mlevXnHz5k0ePnyIjo4Ohw4dYsmSJSKB+Pz5c/r7++nr6yMqKoo5c+Zw8OBBpk2bxvjx4+nq6sLb25v+/n7u3r0rSGm//vorampqmJub8+HDB3R1ddm7dy8nT55k4cKF+Pv709LSwuHDh/niiy/Ytm0bq1at4tmzZxw8eJDbt2/j5ubG2LFjhc1HSoGaNGkSUVFRbN68GS0tLdEfdHFxwdTUlP7+fhobG6mtreXvv/9GV1eXxMRE1NTUUFBQ4B//+Aetra28fv1ayOGtrKxISUlh27ZtJCQk4OrqyqdPn1i0aBGDBw/GyMgIU1NTFBQUmDx5MhYWFlRVVbF8+XI+f/5MQUEBx44dY/PmzcjKyhIbG0tzc7MYFdbW1qKrq0t9fT0A8+bN49atW9TV1bF48WLS09OZMWOGwKImJCSQl5cnEH6XLl0CQE5OjvPnzzN16lQKCgoIDQ1l//79zJw5k3PnzhEUFERFRQXW1tbs2bOH0NBQSkpK2Lt3L+fPn+fJkydMnjyZvr4+QYaSTkOys7N58+YNOTk57N27l8GDBzN48GAUFRWJiIjgwYMHjBkzRiBqraysiIiIQF9fn4cPH+Lu7k5OTg4yMjKUlpbS1dWFs7MznZ2dPH36lPT0dDQ0NFi7dq0Yv23bto3KykqKiop49+4djx8/Zu7cuZSXl4vpx8GDB7G3tycnJwdA/HInJSURExNDTk4O9fX1XL16VVSzdHR0SE5ORkFBgS1btrBhwwZ8fHz46aefhG1IOoJMTk5m+PDhbN68WSShvb298fX15eLFi/z000+Ul5dz9+5dAgMD+f3335FIJISGhmJsbExjY6Mgl4WEhHD48GE2bdok+tcZGRlCriPFfr548QKJREJSUhK7d+8WnWgp4/7gwYOYmZnh7++PtbU1Hz58IDk5mWXLlhEXF8fdu3eZPXs2GzZswMzMDGVlZZydnRkxYgQ2NjaEhYURHR3N8+fPCQsLExPAwYMHs2HDBqZPn05ZWRkXLlzgwIEDDB06lLi4OGbOnMm2bds4d+4cS5YsYc2aNbi6uvLNN9/g6OhIf38/oaGhHDt2jGPHjvHLL79w6tQp8vLyMDY2Zv369WzevJmKigpmzZol0MqRkZHCkTBz5kzGjh1LdXU1EyZMEIpUKysrvvvuO2RlZTlw4ADDhg0jICCApUuXiou7ra0tOTk5TJ06ldLSUmpqatizZw9nzpxBX18fOzs7wSjw9PQEEBZFfX19CgsLiY+Pp6qqCltbW8aOHYu3tzd//PEH9fX14oGlpaWFp0+fYmNjQ0lJCUlJSSQlJXHkyBE8PT2FUlRVVRV/f39ev37N6NGjsbKyIjs7m+bmZjIzM5k7dy4BAQG8fftWCGGMjIyQlZWlr6+PsrIy0tPTKSsr48GDB4wdO5a0tDTOnz/PiRMnWLhwIYaGhjQ1NZGQkICWlhYXLlzg5s2brF69mhkzZnD48GGqq6vFWq2trY2kpCQKCgpEhUtdXR01NTWOHj3K1q1bxYrQzc2Nx48fU1lZKT6/kZERqampKCoqcujQIZFl2bBhAyYmJsTFxVFfX8/QoUM5fPgwAFFRURw5coTMzEzy8vI4e/Ysu3fvFhpiZ2dnNm7cSHV1NcrKyrx+/ZotW7bg7e0txES6urrIyMgQGRlJc3MzRUVFgtRYUVHB5MmTiYqKQk5ODplLly716+np8fbtW5ycnLh06RJ9fX2UlJRgZWVFY2MjPj4+KCoq0t7ezocPH6irq+PNmzcoKSnR2NiIsbExxsbGwP/Ga/63L2mISyKR0Nvbi4mJCe/evRPBLal8obu7m4EDB9La2oqysrIIKUhDDy9evBC9SicnJ/Hk0NvbK54WSkpKUFVVJTMzk6qqKpSVldHT0xM+XmnvT7qTaGtrw8TEBCsrKxFIa2hoEO5TMzMzCgoKsLW1paenB3Nzc+Tk5MjJyaG1tRVjY2NKSkqorKxETU2Nvr4+9PT0aGlpQU5OToRVmpqa0NTUpKmpCRcXF+Li4sQoXBryc3NzQyKRiB9gWVkZlZWVlJaW0traipqaGhYWFoKv3tHRwbt374RlSF1dHQcHBwwNDZGXlxcVEOnu2NTUlKqqKj5//oyysjK6urq0tLQI9q90lygN3cjIyNDR0SEuTE5OTtjb2yORSIRHu7W1laKiIjEC7OzsxMfHBysrK7S0tKirq6O1tRUdHR2ePn1KV1cX9+/fZ/z48SgrK+Pl5SUCcWVlZaSmpmJgYEB1dTXq6urY2NjQ2NgoAn3y8vJIJBKam5vJz8/HxcWF+Ph4Bg0aRHNzM62trWRkZFBdXU1eXh6KiopoaWlhbGws+L7+/v7Y2dnx9u1blJWVKS8vp76+npycHBE+zMvLw8TEhPr6emRkZNDU1CQtLQ1DQ0Py8/NxcHDA0dERFRUVOjo6gH+FwDo6Ovj48aMwXkmtThoaGqirqwv2ellZmQgcWlhY0NraipycHP39/eKYaW9vFyY86cixtLRUHHva2tpiNOng4EB2djbV1dWCYd/e3o69vT3t7e3CN56VlYWcnByenp4UFhYya9YsYmNj8fHxoaioCIlEQnFxMSUlJYwbNw4HBwfgX0a2EydO0N7eLn5WHh4e2NraYmtry4sXL4TO1cTEBGNjYwYOHIisrKwwnUmDcFKDXG5uLsbGxqirqwMQGBiIlpYWnz59wszMTASTTE1N+euvv5g/fz5eXl6iYil1IUuxuDU1NXR0dAh8rqqqquAaSEEhzc3NrFixAk9PTxoaGoQatra2loqKCtrb22loaBCVKlNTU7S0tPDx8cHCwkKEzBwdHXn9+jX+/v5irPq/f2VkZJCcnExubi4FBQWYmZmRn5+Pn58fdXV1TJgwgdraWnJycnj+/DkSiYQvvvgCc3Nzhg4dys2bNxk+fDhPnjyhvr6e5ORkPD09efDgASNGjODt27esWLECLy8v2tvb0dTUFErjtLQ0SktL0dDQwMrKivb2doyNjSkrKxPnr8LCQkFfs7GxYeDAgQwZMkRAeqSgGekqr6enR9jNXF1dBYK2srISR0dH0tLSRE7JwcFBdOgVFBSIi4vDw8MDS0tLJk+eTEZGBoqKimRnZ5OdnU1/fz/a2tpoaGjQ1tZGXV0dNjY2nDhxgoEDB4oVo56eHlpaWrx48YIBAwYwa9YsPn36hKOjIyNGjCA6Olo8LHl4eHD37l00NTXFOV9bWxtra2u8vb2xs7NDWVmZrKwswcL/t6NuaQCtpKREyIny8vKwsbHhzZs3jB07lpcvX+Lu7k54eDjr1q2juLgYLS0tSktLsbe3p62tjcTERKqrqwV9Mi8vTwTgpJ1wqeJayhfp6+ujt7eXyspKUlNTUVJSYv78+cgFBARsd3V1JS4uTnhEW1pa+Omnn1BXVycgIIDvv/9eAE127txJYmIiq1evxtraGgMDA6E2s7Ky4sGDB0gkEqHCTE5OFgebtLMXGBhIQkICe/bswdLSkh9++AFLS0u+/vprPD09uXr1KhMmTEBBQYHGxkY2b96MiYkJLS0trFu3TlDTpF5dQ0NDsrKy2Ldvn5AzfP/99wwdOpT169cjKyvLhAkTqKqqYu3atRgZGfHx40fBdHZ1dSUnJ4fGxkY6OjqorKwkISEBZWVlMZrdvXu3OKkWFxeLzrm8vDwHDhwgJSUFY2NjVq5cSUREBOXl5RQUFCAjI4OTkxO7d+8mKCgIWVlZPnz4gLq6Oubm5qxdu1boPs+fP893331HYmKi4DJfvXqVrq4uPD09mTdvHn5+fqSnp6OpqcnRo0dJSkrCx8dHXMz27dvHiRMnkEgkAvISFBTE8ePHmTNnDidPnkRRUREfHx9KS0vp6OhAXl6eZ8+e0dnZSW5uLocOHUJZWflfd3QyMmzfvh09PT1BinN0dOTbb79l27ZtvH//nsTERJqbm4mIiMDT05MnT54QHh5OTk4OAwcO5Mcff+T58+fo6emxe/dutLS0CAgIYP369QQGBnLx4kWSk5MJDw/H2dmZixcvUlBQINKoly9fFizemJgYnj59Sl5eHpcuXUJHRwcTExN27drFlStXBKnoxo0bnD9/ns+fPzNu3DimTp1KSkqKQMteuHABMzMzdHR0mDt3rhiTjxgxgk+fPmFra8vgwYMB2LlzJ/Hx8SgpKWFiYsLKlSuprq7G3t4ee3t7hgwZQmtrqxgDOzk5sWDBAiZOnEhVVRXm5ubExcXh7e1NXl4enp6eNDY2EhoaSnd3NyNGjEAikZCWlkZNTQ319fW0t7ezbNkyPn/+jK+vL21tbTQ1NbFixQoh4WltbcXLy4uAgADOnTuHs7OzCAPFxcWJvZkUWNLa2irWB6GhoTx8+JDq6mohXEhJSWHr1q2sWLECb29vYXl68OABb9++paenR6RvT58+jby8PD09PfT395OcnCzwrXV1dSxbtoxvvvmGwsJCoqOjMTMzEw7umTNn0tTUxMePH/n+++/p6+sjIiICKysrPnzC0oZOAAAgAElEQVT4IJooVVVVZGZmUlJSQmhoKPfv3xfyl8rKSoEDXbhwoUDVPnz4kK1bt+Ls7ExQUBBTpkyhvLyc4OBg1NTU2Lp1KwkJCXz8+JHnz59z8eJF7t27x4EDB9DU1BQ5HF9fXxITE8nKyqKnpwd5eXn++OMPFBUVSU9PJyUlhcjISE6cOEF6ejp1dXVkZmZy6dIlcnJyuHHjhtBRhoeHExYWJgJ3KSkpomMsvdFVVFSkvr6etLQ08vPzuXr1KoaGhuzfv5/S0lJSUlKwtLQUYSsfHx/k5eVFoFHqt5auQ6RAEHV1dZqbm1FUVOTXX3/F3t5eyGWmTJmCk5MTy5cvx9LSkhMnThAUFMSuXbuYPn06Dx484MqVK0ydOpXu7m4CAwPJzc1FQUGBgoIC5OXluXXrFps2bWLBggViqnnu3DnU1NR4/vy5YLdnZGTwzTffkJaWhqOjo7huVFVVYWNjw7hx4xg4cCDR0dHcu3ePtWvXCuXtmDFjKCgoYM+ePbS3twtuvpTUOHbsWH7++Wfk5OQIDAwkKCiI4uJi4uLisLKyYsOGDSgpKbFgwQLS09NZtWrVvyAkcnJUV1dTW1uLnZ2d+Lp6enpYsmQJqqqq2NjYiBstqU53wYIF+Pv7M3r0aPr7+5k9e7ZoWKWmppKamoqtrS0nTpzAxsYGJycn3r17x+HDh3n06BE///wz1dXV4hoyZcoU3r9/z6xZs9DR0UFfX5+IiAghrDIzM2PPnj1kZWUho6io2C+d/Uvxmz09PSQlJTFkyBBsbGy4cuUKfn5+DBo0iOTkZIGrCw4OFkKEpKQk7O3tMTMzo7W1lZiYGNzc3EhKShKyhZKSEkaOHElvby9qampijCLdMfv7+9Pa2kpDQwNGRkZ0d3eLGom8vDw1NTU4ODgQFRWFhYUFAwcORF5ensePH+Pk5ERraysfPnzA1taWQYMGUV5ejr+/P2/evEFfX5+uri7x1BccHMynT5/IycnByMiIBw8esGjRIgoKClBUVBSij9raWtTU1PDx8aG6uhp9fX2xfwgODiYiIgItLS10dXUpKysTd7UqKioMHDiQ5uZmAY/PyMggNzeX6dOn8+bNG/Gkq6amJp5C8/LyGDdunMCb9vX1MXXqVJYsWUJYWBhjxoxBQ0ODxsZGXr58KXb80iRwTU0NK1as4NixY3z11VfcvXtXwPcrKyt59+4ddnZ2gvzV1NREaWkpQ4cO5dWrV4SFhXHixAm8vLxQUlLCwMBA8KbPnj1LcHAw1dXVODs7U1dXR25uLsOGDaOnp4eEhAQxElNVVRXgf319fRwcHMTPobe3VwTVNDU1mTZtGj///LO4SKakpDB16lRBRdLW1iY5OZmQkBDWrFnDkiVLhE+7vb2dRYsWcefOHezt7Xn37h2ysrKEhISQn59PYWGhqKYYGhqSmprK1KlTxVPQhAkTCAsLw9TUlKysLCwtLQVA59atW4wYMYKLFy+KJ2RXV1cUFRXFcaKlpUV9fT0vXrzgyy+/JDU1VVT4pJVE6ZOPnp4e3t7e6OvrC+GG9Kmnq6uLyspKXFxc6O/vp7W1FX9/f8LDw+ns7MTW1pbRo0eTn58vhBTOzs4UFBT8u8pbY2Mjq1evBv6lKmxra2PIkCF0dHTQ09NDZmameCqOjIzEz88PExMTSktLBRFLWl2RHrtTp05lyJAhqKio0NDQgJqaGm/fvmXkyJF0d3eTlZXFyJEjhXq0urqaY8eOsWvXLgoLC1FQUKC8vBxjY2OxplFVVcXY2JjU1FR8fX25c+cObm5uqKioiB15dXU1VlZWnD17FmtrazFVKSoqYsqUKRgbGxMaGsrVq1dxdnZGXV1dTD/evHmDt7c3Fy5cwNXVVdRQNTU1yczMxNraGn9/f168eEFQUBCVlZVIJBIhuNHW1hYEOj8/P2RlZXn9+rXIwSgqKmJubo68vDzy8vKYmJgQHBzM3LlzWb9+PadOnRJo3ZkzZ/L69Ws6OzsxNDRETU2N4uJidHR0RP1p8ODBHDlyhAULFhAXFyfGyS0tLZiYmFBUVERjYyN2dnbiibOzs5OSkhLBm//06RMSiYTnz5+jra0tbuJra2tF6FZdXZ2kpCT6+vpwdHTk7du3YjqkpKREXV0dHR0d6OjoYGhoKOQqzs7OAJSWlgqAjDQQlp2dja2tLb6+vkRGRuLi4oKXlxf5+fnY2tpy48YNHBwcRMbn4sWLGBkZsXDhQv78809x/qipqUFFRQV/f38SEhKoq6tj4MCBbN68Weg3pS/p1PfDhw+C+Oju7k50dDTW1tYoKioSGRmJs7Mz7e3tqKmpkZqaire3NwUFBfz44488e/YMc3NzysvLGTNmDPHx8fj4+JCQkEBubi5ffvklCQkJIiwnHWtbWVlRUlLCy5cvCQkJ4c6dO/j4+IjanL6+PrKysjQ1NaGhoSHgWdJgt6+vL2vWrOG3337j4cOHtLS0MH36dC5duoSenp44zi0sLEhLS0NXV5f4+HgcHByQWbZsWX9xcTFqamqiW1lcXCwuTtXV1Tg6OpKZmUlpaSmOjo40NTWhra1NRUUFDg4OYpclPUlL9Wh6enpUV1fT29tLZ2cnZmZmpKSk0NHRwaBBg1BRUUFBQYHBgwfT39/Po0ePhMyho6MDdXV1cnJysLa2Jj09HXd3dwCSk5OxtLREQ0ODoqIilJSUsLCw4MmTJ4IcI1UGuru7U1VVJUb8ysrKFBUVoaKiQm5urniKHDp0KL29vSKtaGFhIfYulZWVmJubU1xcjIODA0pKSpSVlQH/Em8MGjQI+Fdn3NTUlPLycrS1tenv72fw4MFUVFSgqqpKdXW16PVKe82ZmZnY2dmRm5uLlZUVgKjwqKqqYm1tLcZHXl5e5ObmilGpnJwcLS0t1NfXi+5hc3MzhoaG1NbWoqKiQlpaGmpqajg6OvLp0yf09fXx9vYmIyODvr4+cdNkamoqeqHS2oaJiQmHDh0iODgYVVVV0tLSGDNmjOgMJycni89lbm4u6g7SjqOCggJ5eXnCnNTR0UFfXx9mZmaiVlVRUUFlZaWo3VhaWmJiYiLS7NLutnQKYGdnJ9YTWlpaIkksXTkoKCiIn8PHjx8JDg4mIyNDXIzGjx/Pnj17cHZ2xsXFhbq6OpycnLhz544wssnLy4v1Q25uLjY2NpSVlYk+uHSV8W/7wdK+s3SN0N/fj7KysrgQSE1zb9++xcDAAHNzcxoaGkQvVFprkq4+hgwZwtOnTxk0aBC9vb1YWlpSU1Mjkr2FhYXiuFNWVubZs2ecP38ed3d38vPzCQ8P/z+MaP9bL2l3uq2tDTU1NbS0tNi+fTvu7u4UFhYiIyNDcnIyOjo62NjY0NraSk1NDU5OTnR2dlJWVsb48eOJiYkRqNHu7m78/f2ZPHkyQ4YMobe3V9xYSBWpCgoK9Pf3o6qqKnrO0j/Ly8tjaGgoRpFWVlbo6upSWFhIVlaWqIpK9ZFpaWk4OzuLHrK2trb4PwoLC+nt7RVPf42NjcTExAindHV1Nfn5+cjKygqSn5ycHAMHDhRO4sbGRhQVFenp6RGdXGkNTEVFhbq6OjZs2EBzczOxsbFoa2uLddzr16+xs7NDU1MTLS0tMjMzBX5TQ0ODyspKSkpKaG5uRlVVVfTZGxsbxeQmJycHiURCW1sbDQ0NDBs2jJycHEaOHElTU5PgAZiYmAgta1ZWFioqKnz+/FncNEvPLcbGxrx69UpURidPnkx6erq44U1MTGTRokXExcWhoqKCrq6u6AaXlZUxYMAAHB0dqaqqEqtM6Ti3ubmZgQMH0t3dLfreWVlZ2NnZ4ePjQ0lJCdIVrLSCKz2Xqaqq0tnZiZ2dnXgfDQwMiI6OZtSoUZiamlJcXIybmxv19fVEREQwceJEnj17hoeHB9nZ2bS0tKCvr4+ZmRmdnZ1UVFRQWFiIh4cHZWVlYrUm9ZRLq5fd3d1kZGTg6+tLf38/LS0tgt0gkUjIzc0VXBGJREJhYaGQq0RHR3P06FEhY5KukKQ3Gf/23AiI/Id0pdje3i6QzNIee1dXl5hge3l5UVlZibW19f846Wz27Nn/4cf+e0g+/9Hrv0Vm+h/5//+zz/1f/fH/3r/zH73+q7///6v//n/29/9f/fX9P3F8/Gev/7P34H/28f1f/f3/V//8/7/+8f/s9f+/f//v/fj/nedOublz526XppwNDQ05deoUampqnDp1iqKiIoqKitDX1ycyMpJ169ZhamqKpaUlAwcORE1NTQgpuru7xRhGQ0ODZ8+e8dtvv6GlpYW9vT29vb1IJBIWLlyIi4sLBgYGfPnll3z69AltbW2RynZwcBALd0tLS3R0dNDU1ERdXR0LCwvi4uKwtLTE0NAQTU1N3NzcxB2Lvb09+fn5IniTl5cnFHImJiYkJSXR1taGrKwsGhoaQsxRW1uLsrIyeXl5glR27do1AZBPSkpCV1eXjo4OLl26xPDhw7l58yZVVVU8ffqUrKwsvLy88PLyEpOIuLg49PT0yM7OFgnHjo4O4uLi0NbWZtiwYWIvAWBpaUldXR3FxcUoKCjw4sULLC0tOX36NCkpKdjZ2YmQX1lZGba2tjQ2NuLo6MiECROor69nwoQJODk5MX/+fAwMDHBzc0NRURFdXV1xJ7dx40aCgoIwMzPD2toac3NzEVbbvHkzX3zxBT4+PlRVVbFhwwa6u7sFBejgwYMC8uLv74+FhYV40gwMDKS2tpbZs2czadIkiouLGTZsGKamprx79w4PDw8xogsLC0NOTo6vv/4aiUTCkydPhCghLCyMr776irNnzzJr1iymTZtGQEAAFy9eJCQkRCj5WltbcXd3Z+bMmfzyyy8YGBgIPWBjYyOVlZWoqKiQkJCAgoIC1tbW/27i0NHRQUBAgFC+Smlh58+fZ/DgwWRlZREcHCz2SV1dXXR2dmJubk5VVRWdnZ3MnDmTV69eUVZWJsJj0l++OXPmkJGRwT/+8Q9kZGRQUVHBwcGB6dOns2LFCkaOHElISAhmZmZiSgDQ2NiIp6cn79+/Z/DgwfzjH//g+PHjXLp0ie+//x59fX3i4+PJy8vD3Nyc9PR0qqqqCAwMRF1dHVNTU+rr67GzsyMlJQVlZWXu37+Po6MjOTk5zJkzh2vXruHm5sbBgweZOnUq+vr6ZGdnM3jwYD5+/MiRI0dE0E1KDuvq6kIikfDu3TusrKyorq4GwMXFBUNDQ1xdXent7WXQoEHU1dWRkpJCTEwMx48fF2GdqVOn8vHjR/bu3cvt27dFKrakpEQQ+3bs2IFEIiE7O5tRo0YhKysrmilDhw4lOzubL774QnxdV65coaysjJycHCwtLUVHX1ZWlo0bNzJnzhzOnTvHoUOHKCsrY+zYscyePVsYlaS5mczMTIKDg5k5cyZycnLo6OggLy+Pnp4eCxcupLu7m6+++oq+vj7c3NwICQlhzJgxeHh44Onpyfjx4xk5cqSYzLS1tdHS0iKetCUSCS4uLkybNo2YmBgaGhpQVVXl/fv3GBkZ8ezZM7FuMjQ0xNzcHG1tbYYOHUp3dzcFBQXU1dXx+PFjzMzMCAgIQF9fn6KiIrZv387ly5d5+fIlFRUVNDU1sXr1anR1dcnOzhZroYKCAvLy8sjPz8fU1JTk5GSio6NJSEhAVlZWTCikvAkFBQWys7NRUFAQ52UfHx86OzvR0dHhwYMHBAcH88svv7B582YkEglv3rzhq6++4s8//2TixImsWLFChHHl5eV5/fo1ampqtLS0CKjLxYsXCQwM5MOHDyKQOGrUKHJzc3n48CGpqalkZWUJh4VUtTxp0iTevXvHlClT8PDwYPz48UyYMIHg4GBu3LjBtWvXRELf2toafX19kpOTcXd3F5kdaQg3MjKS2tpakpOTxQRGOp6Ojo5GUVGRkydP4u3tzZs3bzA2NubgwYNERUWJ4z4iIgIZmX+5GVatWsWsWbNYv349hw8f5sSJE/T19Yk6rDSLIE3ut7a2irBhbm4ulZWVZGdnC1DSokWL8PLyQm7+/Pnbpd2+rVu3Eh8fLwIA3d3dNDY2in6qsrIybm5ufPz4ka6uLoKDg+ns7KSwsJABAwbw6NEjxowZQ2JiIuPHjyc3N5fe3l4ePXrEpEmTxOjt1KlTXL9+nfj4eDHu0tTUxNXVFSsrK5KSkli3bh2urq6iZubu7s6ePXsYO3YsL168EOEvHR0dbt26hZ+fn9iT3b17l4ULF3Lp0iVxsP7111+4urpiZ2fHtGnTuHjxooDcS4v7ISEhvHr1iiFDhgjn8/Pnz/nll1+YMWMGHz9+5Pjx40yfPp3m5mamTZvG8OHDiYqKIisri76+Puzs7Ni0aRMeHh6YmpoKlZvUHObo6MjEiRN58uQJkZGR2Nraoq+vz5gxY2hsbGTYsGECfPH48WNOnjyJiYkJO3bsQEtLS4jUnzx5wr59+1BTU+PevXtMnz6dmpoaFBUVefbsGTExMSgqKpKSkoK9vT2fP38W48EnT54IoYWfnx/v378nLy+PkydPsnXrVlpaWti0aRNaWlpYWlqipqbGnTt30NXVxdjYGEVFRbKysoiPj0dNTY3u7m6uX7/OiBEjWLhwIXPnzmX58uW8ffuWuro6PDw8hMvX1taW27dvY2RkxKNHj3j79i2DBg2ipqaGlJQU1NXVGTVqFLa2tnz+/JkbN26Qnp7OgwcPRHXt2bNnqKur8/vvv9PU1ER/fz8NDQ3k5ORQW1uLh4cHISEhHDhwAAcHB4HOLC4uZvv27QLSInUU6+rqcvv2berr65FIJDx+/Bg7OzuuXbvGjz/+yMSJE4mNjcXOzg5LS0uqqqrw9PSkuLhYpMdjYmKYNWsWqamplJaWIiMjQ01NDTk5Oaxfvx4lJSWmTp3KiRMnaGhoYNmyZfz9998cPXpUjHOjoqL4+uuv+e2339i3bx+PHj3CyMiIAwcO0NXVJUa8XV1dYv8VFxeHnJwcGRkZ6Onp4e/vT0VFBREREWKVIb1QLV++nPPnz4uLxrx58zA2Nqarq4sFCxbg4eEhdsJJSUn4+/tja2uLoqIiX331Fffu3ROCBC0tLdasWUN5eTkHDhzAxcWFwsJCoqKiSEhIYPjw4axatYrKykrKy8s5f/48EokEDQ0NkSD/+uuvUVRUFECe8PBwjhw5QlBQEI8ePaKvr4+hQ4cSExODp6cniYmJzJgxgxMnTggSobKystAeysnJcerUKZKTk1FXVxdBTYlEQkBAAKGhoWhqarJx40aePHlCaWkpX375Jd3d3dy7d48rV67Q2NjIuXPnKCoq4v79+5SXl7NkyRJ6e3s5cOAA3t7e3L9/Hw0NDc6cOSOaKSEhIezZs4elS5eya9cusXIyMTFh6NCh3LlzhzFjxrB8+XK2bNnCy5cvxU2GdKwLYGFhwbFjx1ixYgWLFi3Czs6OwMBATExMePPmDcHBwfT19TF69GiMjY2JiIgQlLIZM2aQkpKCt7c3Gzdu5MWLF3h4eBAVFYW2tjaNjY3i2JSuKfft20dvby9nzpwRtbyZM2fy7Nkznjx5ItooFRUVGBkZUVZWxrJly7C2tqa2tpbS0lL8/f2ZMWOGkM6cOHGCW7du8fz5c/75z3+KfM7w4cP54YcfCA8PR0lJid9++43169eTmJjI1KlTWbduHebm5hgYGFBTU8OaNWswNjbGyMgIPz8/nJ2duXbtGkZGRjQ3N9PX18eIESNoaWlh+fLl7Nixg9DQULZt20ZDQwNr167l77//ZsmSJRw9epS7d++iqqqKvr4+ysrKjBs3jps3b5KamioCs9LAtBQ8VVhYiIGBAcePHycyMhJvb29CQkLw9vZm1apVop62fft2nj59Km7MpVkbaehUuqKdPHkygFgRdHZ2YmBgQHl5OeXl5SQkJFBVVcW4ceMIDg5m//797Ny5UxD45P7666/tjY2NTJgwgZkzZ+Lk5MQvv/zC+vXrKSgowMLCghcvXjB16lThqZ03bx5ZWVkMHDiQOXPmEB4ejr6+PgYGBujq6hIaGkpKSgrt7e2Ehoby3XffceDAAV69esXgwYP55ptvyM/P5/vvv6empgYLCwusrKxEbUJFRYX9+/fT1tbGsGHD+Oabbzhz5gzLli0jJSUFKysrFi1axIQJE+jv72ffvn2oqKgQHBws8IVSt/eFCxfQ19dn//79HD58mI8fPxIRESFuBpSVlVFSUkJJSUnssaQJwBcvXuDo6MiJEycoKiqiq6uLoqIifv75Z65fvy68pTdv3qS6uhpra2vOnTsnzF/R0dG8evWK4uJiYmJiKC0tpaKiAn9/f969eye6s9LakvSEI+02Ojg4CPDHsmXLRIhv+/btBAYGcu/ePeTk5IiPjxdu29u3b+Po6Cj2SjU1Nfz+++/Iysry9ddfk5ubS19fH69fvxaKSTU1NW7cuEFkZCR79+6lr6+Pmzdv4ubmhp2dHRKJhPb2dqEBff36NZMnT8bIyIhJkybR29vL7du3iY6OJjY2llWrVrFw4UKx7zl27Bjz58/HycmJgwcPEhgYyG+//UZZWZkIZ3l6ejJp0iQCAwPFE5O/vz89PT20trayfft2zp8/T21tLXPnzuXZs2c8ffqU6OhoTpw4wY4dO9i9e7ewzH3//ffipCq9OUpMTMTOzo7o6Gja29txdnbmwoUL7N+/n6lTp3L//n1xERo3bhxffPEFo0aNwsHBgdGjR/P48WMAXr58SU1NDd999x3h4eH4+/szffp0li9fzt69e0X+Yc+ePWzfvp1//vOfAt/a09PD8ePHuX37NjY2Nujp6TFhwgRhR6qrqyMsLExU1AoLC7GwsGDChAkEBgbS0NBASEgI8fHxtLW1kZmZycGDB0WuYsyYMURERIj3ubKyEi8vL8zNzUW4TgoimT17NrGxsZSUlNDS0sLHjx959OgRW7duJTY2FhcXFw4ePMiwYcNobW0V3Gp7e3vRDJBa89ra2pCXl2fmzJlUVlby6tUrNDQ08PX1RUbmX65saajpzJkzfPfddzx9+pTr168LMExtbS1v3rwhLy9PhKOk782sWbMIDQ1ly5YtaGtrExgYSEZGBlu3bmX9+vUoKChgZ2dHcHAwQ4YMISEhQZATX716hUQiEZVIKfDm0qVLKCoq8vz5c6E77OjoEDfUFhYWqKio8MUXXwhHfU1NDffv3ycmJoa4uDgcHR15+fKlOCcmJydz5coVKioqxLSksLAQFRUVtm3bJkBBS5cuFX3kJUuWiFqWgYEBAwYM4Nq1a6iqqlJSUsLjx4+pqqqip6eH2tpafH19OXv2LBYWFsTHx6Onp0dycjJ3795l69atdHV1CU90WFgY8vLyGBkZCXSwsbExEydOxNfXV+g558yZI2xrubm5TJs2jRkzZogHEzs7O4EmXbx4Mfn5+RgbG1NaWiqAUmZmZlRVVYmGSHBwMAUFBezfv5+mpiZSUlL49ttv+frrrzl8+DAODg4MGzZMXIzHjRvHokWLGDBggMjZ5Ofnc+HCBcLCwnjz5g3Xr1/HzMyMpKQkbG1tmTVrFl9++aWomy1duhRlZWXu3LmDhoYGqqqqPHr0CBsbGzHlvXDhAosWLeLdu3eMGDECHR0dIiIiqKurw9nZGUdHRx4/fkxUVBTjxo0jNjZW6ECVlZUZMmSIqMRJtZ+RkZHCSS8nJ8fy5ctFbSsyMpKffvqJmpoaIiIisLe3F1mjiooKWltbRRtHXV2dvLw8Ojo60NPTQ0VFRfAEtLS0kFNVVd3+7t07amtruXLlCtnZ2RgYGFBUVMThw4exsbEhMTGRd+/eIS8vz4IFC7h8+TIrVqwgNjaWqKgoamtrcXNzw8vLi507dwql3ujRo0lPT+f8+fO8fv1aaARv3brFlClT2L9/PyYmJoKus2TJEi5evMirV684c+YM2dnZ7N27l9jYWCZPniygFSUlJVhaWvLmzRtxJ757925KSkooLi7mxx9/RENDA0NDQx49eoSmpibx8fHMmDGDY8eOoaury+XLl5k0aRJ2dna8efOGVatWMXnyZObMmUNZWRmZmZnIyMgIsERvby/Tp0/HxsaG8ePHM23aNF6/fs2tW7fYtWsXdnZ27Nixg6SkJCZNmkRfXx+VlZX4+vpSUlJCSUmJUH2WlZWxcOFC7t27R319PWfPniUqKoqLFy9y5MgRIiIiuHr1KmvWrKGpqQlFRUX+8Y9/IC8vT19fn8C7Jicnk5OTw/HjxwVxy8nJiezsbE6ePIm+vr4ITm3YsEGMTGfNmoWxsbFIUSYkJNDV1SUuEK6ursybN4/MzEyGDRsmEtgzZsygqKgIb29vtmzZwoULFzhy5Ai7du3i4sWLqKmpoaqqSl5eHkVFRcyaNUvgMSdNmsRPP/2EkZERpaWl1NXVYWZmhr29PbW1tWzevJmXL19y7tw53Nzc8PT0JCkpCXNzcw4dOkRWVhZDhw5FRkaGwMBAEQhsaWkRJ+YffvgBFxcXDh06hIyMDFZWVjx58gQ9PT1WrlzJ1q1bOXPmDDExMfj7++Pl5UV3dzdqamqMGTOGz58/09TURHZ2Nrm5uWhqavLtt9+Sn58vWgyysrJCGlJeXi7ec+kJOS8vj8TERA4ePEhVVRVbt27l6dOnSCQSZs2aRVhYGBkZGUyfPh0LCwtsbGw4fvw4Q4YM4fvvv2fq1KlUVVXx7bffkpmZye3bt1mwYAEyMjIUFBSI1DjAoUOHWLt2rXjyKioqEhjNjo4O1q5dK4A48C8EpXRMu3LlSm7cuEFGRgb79u1j1KhR5OTk0NLSwvnz5xk+fDg3btzAwsICJSUliouLyc3NpaOjg9jYWObNm8enT5+wsLDg1atX1NbWoqenx61bt9iyZQthYWH09vZy/fp1Ojo6ePbsmSAItrW18euvvzJq1CjmzZuHg4MDV69eRUVFhbi4OLS0tKioqGDs2LEcPHiQ6dOnC757RrSiQusAACAASURBVEYGJiYmaGpqEhkZyR9//MG9e/f4+PEjPj4+5OXl8e7dO7HOyM7O5vnz5yxbtozMzEwGDRokQj6HDx9m27ZtYs335MkT1q9fT1JSEgEBATx58oStW7fS2trK33//LWhX06dPx8/Pj1OnTuHt7c2iRYvo6+tj06ZNhIaGoqamRlxcHCEhIaxcuZK0tDRGjRpFf3+/mAD09PQQHh6OtrY2tbW15Ofni2DmkSNH2LFjBw0NDbi7u6OgoEB7eztJSUm4urpSUVFBVlYWhYWF1NfX4+HhQU9PD9u2bWPt2rVCHCRleefk5IgueHV1NU5OTuTm5pKdnY2MjAzz5s3jyZMnrF27lmHDhqGgoIChoSFRUVFcu3aNz58/k5+fT2pqKhkZGWRmZtLX14ehoSGXL1/GyckJJSUlETqeN28eFy9exMrKiry8PE6dOoWGhgb37t1j7ty5XLt2DVNTU2xtbTl69KgQDZWWlqKjo0NaWpqoJKalpbF06VLCw8Px8vJi/Pjx+Pj4MHLkSGJiYli0aBGfPn2it7cXX19fTpw4gZGREbt27cLQ0FBUSx88eMAPP/zAiBEjWLduHdevX8fPz4/Q0FB2797NwoULRUtDUVFR6GZVVVWZPn06VVVVNDc3k5qaSnR0NFeuXEFOTo7Fixdz//59zMzMePbsGUuXLmXEiBHk5uby4sULrK2t8fPzQ0ZGhoEDB7Jy5UosLCy4cuUK48ePZ9euXTx69Ag5OTlGjRpFRUUFzs7OJCcnM3HiRF6/fs1PP/3EqlWrOHLkCHJLlizZPmTIEE6ePImuri4BAQH8/vvvhIWFUVJSwvbt2zlz5gx//vknVVVVPHjwgGfPnpGbm8uIESNQV1dHTk6Oq1evCnhIS0sLgwcPprCwkNraWubNm4eTkxNdXV24u7uTlpaGsrIybW1tODk5MXDgQMLDwzl9+jRxcXEUFxdTVVVFQUEBO3bs4NOnT3R3dzNkyBBSU1OZNGkSP/zwA1paWoSGhlJTU4OCggLffvstt2/fxsXFhcrKSpqbm/H09CQqKoo7d+7w/PlzHj58yL59+9iwYQNVVVU0NTUhJyfHrl27xN24dC8dGBhIU1MT79+/p6WlhT/++IOysjIyMjI4dOgQ3t7e7N27l5KSEsLCwjh16hTy8vJERkbS3d0tZPSOjo60traioaHB8ePH8fb2JiwsTLBipRjNyZMni+Ti1KlT2bdvH1FRUTQ1NbFnzx4MDAy4c+cO8+fP5/Pnz8TFxWFiYkJ8fDyxsbEMGDBAuGPLysqQl5enqKiIvr4+ZGVlUVVV5dKlS0RGRgpZQmVlJTdv3mTQoEEC2FFRUSHAAz/88AM7duxATU2N8PBwZGRkOH78OHfv3qW6ulrILEaOHImrqyufP3/mq6++Ejs2FxcX9u/fT0pKCq6urmzYsEE8Jc6bNw8tLS327t3L9u3bqaio4OzZs2RkZLBy5UoaGhoYOnQoW7ZsYdasWSJR3trayqpVq+jo6BA1C11dXfT19YXk5NWrV3R0dODg4CBQgC9fviQ9PZ1r164JK5quri4zZ84kMjKS1tZWwa5ub28X+6XU1FQCAgI4ePAgubm5uLm54ebmxuLFi2loaGDw4MFcuXJFHItSUt0PP/wgpCC9vb0UFRWRlZWFt7c3w4cPZ8KECQQEBDBhwgT8/PwwMjLiq6++wtTUlI0bNyKRSMSNV2lpKUuXLhVSiZCQEFavXk1BQQF79+7lr7/+IjY2FgsLC3bu3ElpaSnJyclUVFRw+/ZtIc2pra0lMTHx39mx3r59y5w5c9DR0eH27duEhoYiJyfH/fv3WbduHQoKCjx9+pSDBw+yb98+9u/fz/v375kxYwYdHR14eHjg4uLCjBkz8PX15fLly9y/f5+5c+eSl5fHjh07uHv3Ljdu3BAiDRkZGVpaWrh9+zZlZWUCODRixAhxgTp+/LioKEo7x1lZWZiYmPDy5UuSkpLw9vamp6dH4FWlyNLDhw9TVlbG5cuX8fb2Jioqio6ODjQ0NOjt7UVTU5PVq1eTlpYmshhycnIMHz4cV1dXjI2NMTAwAP4lRNq1axdOTk4YGBiwaNEiYU3Lz88XIKG7d+8Ko9qrV6+4d+8e5ubmuLu78+HDB/r7+ykrK2PKlCl0dnbS1tZGQEAAmpqagrbm5+eHoaGhGK1GR0cLwY/U9+7m5oaLiwtz585lypQp5OXl8eHDB2HCktLjpJCQ0aNHk52dzfDhw/Hw8MDKygonJyf27t0rsjNdXV3Ex8dz+vRpvv32W54/f46amhrbt2/H1tYWGRkZzMzMGD9+PC0tLWhqaoobIwUFBWFTbGhooL+/Hz8/P/Ly8igoKGD+/PmYm5tz+/ZtZs+ezdixYzl9+jQuLi6sWLGCxMRE6urquHXrljC6KSkpifS8FNhz48YNFBQU2L17NwcPHuTLL79k586drFq1iurqajHlzM3N5cOHD2JiCuDr60tUVBT9/f0cO3aMHTt2sHbtWkpKSgTZLSYmhvj4ePr6+sjKymLYsGE8fvyYd+/ekZCQIJCoKSkpzJkzh4cPH9LX18eFCxcE/15qlPvrr7+EnCYjIwN/f39yc3NJTU2lrq6Oqqoq/Pz8hLMhKCgIVVVVlJWVRY2zsLCQGzdu8Mcff/Do0SMmTJiA3NixY7fHxcUxd+5cEhMTKS4uJiAggEOHDqGlpSVADO3t7Tx9+pTffvuN2NhYFi9eTE1NDXPnzuXAgQNcv35dLO6PHz9OXl4e79+/Z9OmTWRnZzN//nyu/C9knXd8jXf89t/ZJ3vnZO89ZCEhsaXUVrNW7ZpdlBZttVbR6kBVlbYUVSsoGkJCSAiyE1mSk5zsnROZJ+P5o8/9fT2/55f/rJzj5L7v72dc1/v66y/q6uro6urCz88PhUIhAPiurq4UFBSwdOlS9PX1iY+PJyYmhgcPHnDx4kUqKyv59ttvhaVBSnWKi4tDX1+fwsJCnjx5QktLC6ampsyfP5+bN29y//59qqqq2L59Ozk5OZw7dw6lUsmaNWtoaGjg0KFDuLu7Y2RkRGZmJjk5OYSGhvLy5UtSUlK4fv06U6dOFSEJkkBDAsnEx8dz4sQJXr16ha+vLy4uLkyZMoWmpiaWLl0qkK0NDQ0olUohiho+fDhVVVW88847zJs3Dw8PD5qamlCr1eTk5LBw4UL27dvHV199xSeffMKqVavo7+/n4MGD3Lp1i6dPn4qK7uDBgwwbNoxJkyaRnp4uHrj37t0jIiKCCRMm4OrqysWLFxk1ahRz584VvnUpQvL69etiLPXZZ58xb948Jk2ahKOjIzt27BDh9JGRkURFRdHY2EhrayuBgYGUlJTQ0tIi2LjLli3D0tKSjIwMVCqVEG6MGjVK4GxjY2Opra1l06ZN/P3333zwwQccPnyYJUuWcO/ePaqqqgTLXIJlREZGcvjwYd5//32uX7/OyZMnxY1WXV0tAi3q6+tFZKZCoaC6uhpLS0v09PT4888/cXZ25ubNm5SXl1NdXc3mzZsJCAigoqKC5ORkvv76aywtLQkICGD06NE4OTkxdOhQVq1aRVFRkfA1X7hwgZKSEt5//31hfbxx4wZKpZKgoCA++ugjEhISyM/PJzMzk7lz57J06VJycnIEFU2pVHLo0CHS09PJy8tj2LBh3L17l0OHDmFjY8O6devEuiYmJoajR4+Sk5NDTEyMKOQkCMzs2bMZMmSIEBoaGhoyY8YMABwcHLCwsBARr8OGDRPRmr/99hvffPMNT5484fPPP0dPT49t27Zx6tQpgVxctWoVp06dYtCgQWL/eOvWLaGh0NHRYe/evejp6eHj48Obb76Ji4sLvr6+ODs7s337dpYtW0ZlZSVmZmZcuXIFlUrFli1bcHZ2xt3dnbi4OBwcHCgsLGTu3Llcu3aN5cuX09XVxcOHDxk7dqwQaU2dOhUnJycR5Sg9k4KCggQoZOjQoWzdupXExETWr1/PiRMn8PX1xdbWlpkzZ1JXVyf41gMDA0yePJmsrCy0tbXFASUFGUkjzq+//poXL16Ql5fHxIkTWbFiBb/88gtFRUW0t7eLfXhiYiIHDx4U2pFZs2bh4+MjdsAJCQkMGzZMJJ9JQT89PT3k5uZSVVVFfX292DmPHDmS+/fv4+npyfbt27l58ybbtm1j3bp1eHt7c/v2bRGmsnHjRpKSksjPz8fDw4Pa2lqUSiXd3d1cunQJOzs7vvnmG2JiYigtLeXjjz8mICCAqqoq5HI5DQ0NInlx7ty53L17Fx0dHaysrMTPpK6ujjFjxvDbb7/x008/cePGDby9venu7sbX15ecnBxSUlLYsGEDq1evxsfHBxcXF3JycrC3t2dgYIDNmzdTW1vLJ598woEDB3BycmLjxo04Oztz6NAhFixYwEcffURycjLx8fH09vby6NEjVq9eTWBgIFOnTiUsLIyqqir27NnDjBkzePz4MUZGRnh7e3P16lU2bNggrMR6enr09vbi4uLCtm3bWL16NXFxcezYsQOAhoYGVq1ahY2NDfX19Rw/fpzRo0cLbHVTUxM2NjaYm5tjZ2dHRESESKuTVqASr//o0aMoFAoOHjyItbU1p0+fZvbs2YI++NtvvzFq1Cjq6+uFyK2rq0vQFa9du0ZeXh5z5swhOzubsLCw/3bYfX19OwcPHoy1tbUYLVdVVbF3715MTU3ZvHkzrq6umJub4+rqKkg+tra26OnpieSX+Ph4EhMThYrv559/JisrS6gfJ02aJA5KPz8/wbG9desWwcHBHDlyhMePH1NSUsKNGzd49uwZa9asoaenR+Twrl27lkuXLonRQm1tLY6OjjQ0NPDPP/+gp6eHUqkkKiqKX3/9lWXLlpGenk5/fz86Ojo0NjaSlpbGuHHj+OKLL5g7dy719fVUVlYyatQoli5dip6eHr6+vgwePJiff/4ZU1NTnj59KuIyQ0NDRYpZTU0NKSkpnDlzhkmTJgnAxo4dO7C1tRWiGongVVpaSltbGw8fPqSjo4Np06YxYcIEoqOjxZ7+0qVLfPDBB1haWrJ582bc3NyEolR6OIWGhqKpqcmcOXNobm6mpqaGCxcucPfuXRITE4mIiKC5uZnFixcTHh5OfX095ubmlJeXk5SUhKOjI6mpqWhpaRETEyNAHd9++61Q9O/evZtff/2V4OBgQkJC0NbWZvr06Zw+fZrGxkbKy8uZPHkyNTU1bNmyRRxsly9fxtjYmKdPn2JlZcWjR48EuSoqKgpXV1d++uknoXRNSEjg+fPnPH36lD/++IOenh78/f1FvndlZSUbNmygurqalJQUlixZgpeXF7m5uURERKBUKomJieGjjz4iKSmJX375hS+//FLQ6KQUo0OHDjFhwgRaWlrIy8sjLi6OY8eOsXbtWvbs2UN2djZLliyhr6+P7777jvXr19PW1sbIkSNJT08nLCxM7CjDw8NZsGABeXl5zJw5k5iYGNLS0nBxceHChQvs2bOHvLw8nJycSEhIYNGiRWzcuJH58+eTl5fH33//LbKne3p6sLGxobKyEl9fX0pKSli1ahWjRo2iu7ubjo4OkYUcFhaGs7MzR48e5ccff+TGjRt4eHjwww8/oFQqcXd3p7CwUPD3J06cKO6lkSNH8sYbbwhRoCRI7OnpYfHixcTHx7Nt2zYaGhqIi4ujvr4eNzc3+vr6mDJlCnPmzOHQoUNivPf3338LepOjoyMdHR0MHz4cmUxGaGgo69atEwWI1GGdO3cOW1tbiouLuXHjBlOmTGHBggXU1dUxc+ZMCgsLWbNmDbGxsUIV3tfXx6NHjzh48CCnT58mPz8fPz8/Vq9eTVRUFIsWLeKnn37Czc2NN954g5ycHOLj40WYy+nTp5k1axbd3d1iXB0bG8uPP/7IlClT2Lp1K+7u7vz6668AJCQkiGng5MmTxZoA4NKlS1y9epWNGzfS3t6On58fu3bt4ubNm8yfP5/y8nLu3r3LzZs38fDwICYmhrlz57Jr1y7S09O5d+8eb775JnFxcVRUVFBaWsrKlSv56quvUKvVxMTEsG/fPgYPHoxSqRTjfynGs6ioSPh5f/vtNxFAsmzZMvr7+7l69Sq2trZ89NFHYsUxePBg8vLySEtLIywsjPj4eCZNmoSHhwfr1q3DwsICfX19ioqKkMvleHp64urqyvjx42lubsbDw4MZM2Ygl8uFdezw4cPCddDX14eenh5Pnz6ltLSUu3fv4uXlRVpaGiqVSiSTJSYm4ubmxuPHj7l79y5JSUno6OiI5DkNDQ3Onj3LuXPnaG1tpbu7W3y2I0eORCaTic/D1tYWTU1NamtrKS0tRUtLi1WrVnHy5EmxgpSS6ZycnHBwcGDIkCEEBwezbt069u/fz/bt27l16xZ79+5l9+7dDBkyhM8++4yioiK+/vprnJycuHTpEkqlEqVSya5du2hsbKSyslKkFQ4ePJi///6bQ4cOkZyczJQpU4QAUnJZGRkZ8fjxY0xMTDh58iQNDQ0i0lNPT48RI0bw4sULXFxc+Pjjj1Gr1ahUKpRKJREREWRkZKBUKikvL2fOnDlorVmzZqeBgQF37tzByMgIPz8/tLS0kMvlLFmyhJ6eHiZMmMDJkycF41ehUNDV1SXyiquqqli4cKGY5V+5coXp06ezbt06VCoVL1++pLu7m2fPnokEnJCQEAYNGoS3tzdpaWnMnz8fY2NjNm3axMaNGwVPWi6XCzXlxYsXKSwsZNu2bXz33Xeo1Wri4uJobm4WEJC+vj6Kioro7++nqakJPz8/Xrx4IWwnixcv5vz587zxxhts375dyOlXr17NDz/8QG9vL3K5nE2bNpGfn8/PP//M0KFD+fXXXxk0aBBtbW08ffqUly9fYmVlxZYtW2hsbGTLli3Mnj2bly9fsnDhQpKSkli+fDkODg6MGzeOuLg4+vr6MDQ0FCi7+vp6ASO5ePEiLS0tfP755xw4cABPT098fX1pb2+nsrKSwMBAbGxsyMzMxM/Pj9raWo4fP46Wlpa4+V+8eEFSUhLx8fHCXnb06FG++uorrly5QlJSEp9++il79+7lgw8+YOHChTQ2NmJsbEx+fj4XLlwAoKqqigMHDjB37lxMTEw4fPgww4YNw8HBgdmzZ+Ph4SF2mbGxsTQ0NPDzzz/z/PlzNDU1+eabb4SgKjMzk5KSEpFGZmdnh6WlJdHR0ejo6ODl5UVOTg6pqakCWnD16lXRGXR2dnLnzh1SUlLYunUrSqUSDQ0NZs2aRW1tLS9evODcuXMUFRWhqanJO++8Q1FREc+ePWPr1q3cu3dPWNSOHDmCubk5OTk5zJs3D1tbW5ycnLh27RqdnZ24u7uzbt06Vq5ciVqtZv369ZibmzNz5kwCAwM5duwYS5Ys4fHjx/z++++CxHf37l18fHxYtmwZNjY2fP755wwZMkQwp11cXOjr6xNM+rfffpuUlBTy8/PR19dn8uTJeHh4YGtrK15PV1eXYcOGERQUxJYtW9DQ0MDGxobJkyfzzjvvcOPGDQwMDPjrr79wdnZmxYoVvPnmm0RERDB69GjOnTvH8uXLGT9+PImJicTFxREeHo6fnx9Hjhzh33//Zfv27SQkJFBfX09XVxdTpkxh5cqVzJs3j927d7NixQr09PS4cuUK2tra2Nvbs3TpUlJSUpg3bx6xsbGMHz+eCxcuMH78eMLDwzlz5gw9PT24urqiq6uLoaEh1tbWIrvdx8eHsWPHoqOjw+PHjzE2Nuby5cui4Hnx4gW3b9/m+vXrBAQE8P3334t9pPT8+P3339HX1+fPP//E3d2ds2fPkpubi42NDV988QWtra3k5eVhYWEhoEpSbnlnZyd79+7l2LFjlJSUsGvXLjQ1NZk9ezbPnz9HJpNRVVVFRUUFMTExqFQqbt26xYkTJxg/fjx37tzho48+QqVSMW7cOBYvXkxDQwPTp09nxYoV5OXlERwczIgRI5g5cyb79u0TNLKioiJ27NjBm2++SVZWFgsXLuTw4cMYGRmRlJREYmIiISEheHl5MX78eC5dusSiRYu4fv06UVFRDBs2jFu3bvHOO+9gamoqnivHjx9n27ZteHl5YWtry3vvvcft27eZO3cudXV1+Pv7s3HjRkJCQhg6dCgtLS1kZWWRm5vLu+++S2lpKUePHkVHR4fy8nJyc3MZNWqU0BCdOXOGQYMGkZGRwZw5cwgLCyM0NBRvb2/mzp3L/v37WbFiBRMnTmTlypV0dHRQWVmJWq1my5YtxMbGEhgYKO6Xr7/+mqFDhwpty6hRo0SwVHl5uWgYnzx5wubNm3nnnXewt7fn33//ZdasWXh6elJQUIClpSVPnz4lISGBR48eERoaytOnTzl79iw9PT3cvHmTL7/8ksDAQFauXMmQIUM4deoU1tbWuLu7i7WChYUFlpaWfPrpp3R3d6NWq2lqaqK+vh61Wk1vb6/AnE6dOhVHR0fWrl3LV199xdWrV/n+++8JDw9HW1ub6Ohojh49yqpVqygrKyM9PZ2HDx/yww8/8NFHHwmmuEql4tSpU0LDEB0dzaRJkzA1NRWwmr/++osxY8ZgZmYmsgU0tmzZMqBSqXB1deX169eCYuXh4YGWlhY2NjaEhIRQUFBAREQEjY2N9Pf3o6enh4mJCYBg7XZ3d6OpqYmurq6gWuno6Ijv+f9/SZYBAwMDuru7RWVVV1eHhYUF7e3tQoFqamoq9rIODg7k5uZiZGRETU0NbW1tAjsoxUZqa2ujq6uLsbGxKBh6e3sF9cjAwEAgQXt6eqitrUVLS4vW1laRN2tqaoqenh5dXV1YWFjQ09Mj6Gra2trY2NjQ39//3wepoSG4yvb29mRnZ2NsbExnZyc9PT1iHNPZ2YmOjo54AA8MDGBqairC0aWCqKKiAl9fXxFEoq+vj6mpqbDptLS0iPxhMzMz5HK5yBvX09MTO0IDAwPxupaWloImJO1KVCqVsNsNDAxgYGCASqVCQ0MDmUwmxoODBg0SfmPJYtTT04NMJqO6ulpc2JJ/3sPDA5lMRlZWlqBYtbe34+vrK7CODQ0NVFZW0tXVRX19vci7lslkODo6iqxkyWevVqvR1NSkoaFBTAKkwJKmpiZBZCotLcXc3Fx8/tL7cnZ2pqOjAzMzM5HLLP38Ojs70dXVpaamBkdHR4Ed7enpEbB+tVpNe3s7NjY2IkhAoVCgVqtpbW0Vn5e+vj5yufy/EZaWFl1dXejq6gpHQFNTk7g+Ozo66OnpwdLSkurqapydnenq6iIgIEB87/r6eszMzDA1NaW8vBxHR0c0NDRQqVTiNby9vfnwww959uwZPj4+yOVy8TBoaWlBW1tbqJBVKpWgdrW2ttLX14darUZPTw9jY2Pi4+O5d+8eAQEBuLm50dbWJtCmTk5OdHZ2Cm+tpBRWq9VYWVkJupaOjg5OTk6CxCW5P16/fi2uFVNTU5qamjA0NKSvrw8jIyPh9+7v7xfXuJaWFqdOncLLywsnJydCQkLEZ1peXi5ohXp6eqjVajo7OwUFUF9fH21tbXEPm5ubc+LECRFmIcVuAuLvSyIoS0tLUXRINEFPT08KCwsJCAigqamJmpoaenp6mDZtmghZaWlp4eXLl9jZ2QFgZGQkXr+trQ1XV1devXolQi4yMjJob28X+Fsp/Ei6rlpbWzEyMsLS0pKenh6ampr+B3nOyMhIPF+KioowMjKiuLiYgYEB8bwcGBgQtDZNTU2am5vp7u7G0NAQNzc3ZDIZdnZ2FBUVERcXh6amJhYWFqhUKgBsbGywsLAQz25tbW2B6hwYGCAsLIzGxkZB72tpaRH3vHRfSM9QyR4ssSHa2tqwt7cXYtrq6mp6e3sFayAlJYUnT55QXV2NgYEBenp6DB48mK+//pqysjKhZdHU1MTY2Jjm5mZ0dHRE0ybtlu3t7enp6aG3t1fgg6Wwn46ODnFW6ejo0NTUhJ6ennj/AN3d3cJP/vr1axwdHUWH/+LFC1JTU1m8eLG4v6XAEgnv2tbWJkh+Eq5XJpPR3d2Nrq6uoGdK/4f6+nohjDUxMfkvy+Kvv/7a+f+a5qULRSaTYWtrS1VV1f9ozY8dO8bo0aNpbGwkNTWVf//9l+fPn1NUVERxcTFLliwBQCaTsWPHDvLy8jAwMBA5s1lZWdTU1LB3717MzMzw8vJi+vTpIjXlvffeo6urCx0dHbZt20ZXVxfJycmCXT59+nR+/PFHtm3bxu+//y6SvLS1tUUG9NatW5k+fToPHjwgLS2NFStWUFRUxPjx43n48KGIlDQ2NubAgQPiZomJieHHH3/k/v37FBcXExwcTHp6Ol5eXujq6jJ9+nSBcHRychKVWWdnJ++99x7x8fFERkaSnZ3N0qVLsbOzw8fHh7i4OOzs7KitrSU4OJjFixfj4uKCqakp0dHRtLS0sGDBAhYvXoyZmRlffvkltbW1JCUlcezYMTZs2ICtrS2+vr5s2LABf39/ZsyYIbCm3t7ewjLl6OiIiYkJ/v7+HDt2TOyBp02bxqpVqzh9+jQ+Pj4iitHJyYkpU6ZQV1fHgQMHhCJy5syZwlebnZ3NgwcPiI+PR1NTE2dnZ169esWmTZsICwsjISFBQEWGDRvGkSNHaG5upq6uTkSQ1tXVoa2tTUFBgcA6PnjwgDFjxlBSUiL2QS4uLgQHB+Pm5kZWVpZQsJaVlTF16lQ+/fRTampqCA0NxdHREYVCwcKFC7G1tWXfvn1cunSJefPmMWXKFFQqFePHjycvL4/6+no2bdrEsGHD2L17N8OHD8fV1ZVvvvmG69evM3jwYBoaGhg5ciT//vsvubm5qFQqfHx8UCgU5OTkMHPmTPr6+gQ4R/q37777LgqFgu3bt/PPP/8waNAgFi1axK1bt8jKymLo0KGcPXuWqVOn8scff+Dj40Nubi6LFi1iy5YtfPnll6xfv56UlBRevHghdlsdHR2sXbsWppLNKgAAIABJREFUmUzG7Nmzxf7+9u3b6OnpkZSURHd3N46Ojvj6+nLixAmio6PZvn07eXl5yGQylixZgoaGBvfv3+fzzz9nw4YN7Nu3j4KCAnJzc9HX12f37t3cuXOHzMxMpk+fzsmTJ/nhhx/4559/uHz5MrNnzxbXQnx8vEgcev36NdeuXePGjRtYW1tTXFzMwYMHSUlJobq6mtu3bwuu/ldffcWNGzfo6Ojg4sWL6Orqcu3aNYqKigT85fvvvyctLY2SkhL27t1LX18f3t7erF69mosXLzJ06FDs7e1pbGwU2QAzZswgNzcXuVxOfHy8EBdKEKeHDx9iaGjIv//+i6GhIWfOnGHRokUcPHhQjGvPnDlDcXExfX19PHz4EFtbW8rKyggODhbBJMHBwfT09KClpUVVVRX79++nt7dXAKPs7Oz466+/cHNzo7S0lPz8fN544w3hRvn222/ZtWsXxsbGTJs2jeTkZCoqKqioqKC2tlYI0LZv305paSlbtmwRYTZXrlxhzJgxuLm5MXjwYDIyMhg3bhwaGhp89tlnHD58GG9vb8aPH49MJhNTtNGjR+Pn58eTJ09wdnbmjz/+YOzYsQQFBXH06FF27NhBaWkplpaW3L17F6VSKQBE1tbWLFq0CPgvpnPMmDEoFAoxHZTyBbS1tVEqlRw+fJiEhAQiIiKoqKhg+vTplJSU4OXlJQpqKe7Yw8NDCJR/++03FAoFhoaGogHQ0dFhw4YNBAcHY2BgwODBgzl+/DiDBg3CxcWFjRs3Eh0dLVZS169fJyIiQhSiALdu3aKkpIQnT57w8ccfi3Cq48eP4+LigqOjo7CbqdVqTp8+zRdffMGLFy/IysoSsKjU1FQmT55MW1sbV65cEYJeHx8f4uPjcXd3F3kIBgYGxMbGMmLECNavX8/z589ZsGABLi4uPHv2jIiICDw9PdHQ0MDb2xt/f3/UajWmpqZs2LCBnTt3YmhoiLm5ORMnTsTX15fIyEjMzc2JiooiJCTkf6NJJVFKc3MzpqamlJSU4OnpSWNjo4j/k8vlZGZm4uPjI+wv3t7eguqjUqloaGjA3t6ejo4OamtrGRgYoLa2VlRbnZ2dWFhY0NvbS1ZWlqg6tbS00NPTo6SkRNDXpNeWuhuJk1tXVyei7WpqagQhrbm5WezdX7x4gbe3tyAwSd215CHt6OigtbVVCLC6u7vp7OzE2dlZXGT19fW0tLQIhreOjg7Nzc2YmZmJHY40RZCIWZJvVUtLCwcHB+G7U6vVWFtb8+rVK9LT09HU1BRhKHK5XEwpJHP/69evyczMFAB7qbOURncSl7uurg4DAwPhfZa6hoaGBrS1tRkyZAgNDQ20tbWJjl9LSwtra2uUSiXe3t7k5OQQERFBR0eHuB4qKiqIjIzE2dlZQFKkQJTe3l6USiWjR48mJSWFoKAgMjMzRWiCt7e34C1LXHGJ311ZWYm/vz+VlZWEh4eLjkDq/qXCqK2tDR8fH2pra0VXJ/nWdXR0kMlkNDY2Cja3qamp6LAGBgbQ1NRkYGCAxsZG7OzshDDRxMSEzs5OhgwZIrLeW1pa6OrqEsJFSSmvra0tJi1qtRodHR2KioqEINPCwoKqqipcXFyQyWR0dXWJDlytVov3Jf1dKaJSso9In72pqSl9fX0MDAzg6OgoBEAWFhbo6OiIB1J/f79QMEu/bmpq4vz58/T09NDc3ExRURGlpaVoamqiUqlEN6VUKpHJZLi5udHb20tbWxt9fX0C8tHR0cGcOXNwcnLi6dOndHV1YWZmhqamJjo6Oujr62NnZyegJTo6OiJbvby8nJCQEIqLizEzM6O5uRlLS0uam5tFx9vW1kZzc7Pgw0vdsdQVSfeexFiPjIykrq4OV1dXWltbSUpKor6+HmNjY8zMzAgICBAWOwATExN0dHREEQ5gYGAgOhctLS1u3bqFgYEBWlpaNDY2UlVVJbpgtVqNp6cnFRUVtLe3i+vI2NhYcOelGFZJ2GhgYICxsbGYMko0vJCQEBoaGoR62tvbm5qaGszMzES4ysDAAH19fWJK19fXJ+7Zrq6u/xFbbGVlhUqlEh2fxFmQJoVOTk7iGjY2NhaMCw0NDXHISoEj0jUqiWWloJquri6am5tRq9UiVralpUW8Bzc3N169eoWrqyvV1dX4+fmRl5dHaWmpEPJJ97ZCocDJyUlMFK2srKiurhaciLKyMhFkJCXZSVNRCwsLCgoKGDJkCJmZmYwdO1bEMRsbG1NRUcF3332Hn58f+vr69PT0EBgYKHgAkjhMygBobm7Gzc0NgPb2dtzd3UVn3tLSgqamJj09PaIZSE1NJSAgACMjIzENzc3NxcrKitraWsEB7+npITg4GJVKxaZNm4iLixNTYqm4DAwMxNHRkfr6evT19amsrBQTDJlMJl5j0KBBFBYWYmpqKs5OXV1d7ty5g4+PD62trWh4enoOVFdXi9GTNP6RuuSuri4RXiB5nVUqFYGBgaSmphIZGSkOdYCOjg4aGxvFhbpo0SISEhIYGBgQVXh9fT3wH4Zx48aNpKSkiIdwe3s7wcHBvHjxgs7OTtHlT5w4kYKCAjGu8vX1xcDAAHt7e3FA5+XlCWFURkYGq1evFuOWsrIykpOTAXBzc8PY2Jjc3FymTJlCX18f2dnZtLS0iDF7TU0NI0aMwNHRkaysLCIiIjhz5ox4by0tLUycOBFTU1PKyspwdHTE1tZWYOs6OjqwsbHh8ePHLFu2jK+++orw8HCam5vR1dUVARLXr19n4cKFwgeqUqmYM2cOWVlZ/P333wwdOpSIiAh++eUXFi5ciLGxMXfu3BE3nrOzM9bW1vz+++8CbjB9+nTOnz8v/Li1tbU4ODggl8vp6uoS+9SqqiqGDx9OYWGhAMCsXLmSxMREZsyYQWRkJGVlZVy5coX+/n4CAwPx9PSkpqZGiGXKy8sZNmwYBQUFjBgxghs3bmBpacnatWv5448/6OzsJDo6moqKChF0YG9vj5eXF25ubtTV1YnQDF1dXfFQb21txd/fX4RiNDQ04O7uLuA7UvSdubk5iYmJotCzs7Pj3r17QnE5MDBAamoqo0eP5unTp+zevVtEQdbU1Ijv9euvv2JnZ0daWhrjx49HpVKJ6yE5OVl4/H19fYmIiGDUqFHk5eXh7u5OZmYmAwMDNDU1kZ+fj5eXF3PnzqWqqoqioiJaW1sZPXq0gOD09/czbNgwbt68KXKsNTU1CQ8Pp6amBvgvPSk/P5/58+dTVVXFs2fPiIqKorS0FH19fVxcXDA2Nubx48e8+eabnDx5UrgCBgYGeP78Oe7u7jx69Ehc6xJBytHRkc7OTsrLy0V4jyQ67erqIiYmhqVLl5KdnU13dzdWVlYUFhaKKYqEVtTU1MTFxYV///0XMzMzdHR0BDbYzc1NgC/s7e1RKBQkJCQIwIWU1y6teaQVjZ+fH1lZWZiZmREcHIylpSUymUyIdKTJngRJunDhAjY2NhQVFdHU1IS3t7f4OTk4OHD58mUiIyPFAaGlpcXWrVvZv38/fn5+tLS0YGtrK+55LS0tkRvf2NiIv78/ZmZmVFZW4ufnJwIxqqurcXJyIioqStgr7927x8KFC8nMzGTfvn0cOnRIrPlMTU0JDg6mpaWF0tJSrK2tyc7OxsfHBysrK3x8fAgJCWHNmjXs27eP5ORk4ZQYNmyYEE8mJydTUFDA2rVryc7ORqlUEh0dzcDAAO3t7TQ0NODj40NNTQ3bt2/nl19+wdTUlOLiYpKTk3FwcMDOzo6+vj4SEhJEpnlrayt2dnY4OTnR3NxMVlYWHR0dODo68uzZM7S1tXny5AkLFy7E3t6e58+fk5CQwNy5c9HV1SUhIYGhQ4eio6ODoaEhjY2NyOVy+vv7cXR0RFtbm4yMDIyNjUlLS+ONN96goaEBV1dXkSFdWlrKG2+8wcWLF0UsaE1NDb29vSxZsoTQ0FBcXFwoLCzE398fPz8/cnJy0NTUpKamhtbWVrq6ukTynXRvrVmzhj179mBubi6aTH9/f2pqahgyZAhpaWnU19czYcIEFAoFt27dYvny5Tx79kyMyB88eCACkqRi1MLCAgcHB1JTUwkJCeH58+fExMTg4+ODn58fjx8/Jjo6GkCsSMzMzP7XalitVlNTU4OTk5P4vby8PPz9/SkrKxMrToVCgdaGDRt2TpgwAU1NTVasWIGZmRkrV65k8eLFrF+/njFjxhAUFMQHH3wgouQiIyMxNjbG1tYWb29vzMzMxL5GpVIxe/ZsxowZQ2RkpDCXv3z5End3d3R0dBg7diyampr4+fmRlJTE0aNH6enp4e2330ZPT09ckG+99RalpaVs3LhR7DPfeust0ZV0dnbi6OjI1atXaWpqEl1gWloaM2fOpKurC29vb/Ly8pDL5eTn57Nt2zbu3buHlZUVcrmciooKJk6cSEdHBxkZGUybNk0Eo0uHiFqtxsXFBVtbWx48eMD333+PQqGgtbUVV1dXtLS0aGpqEhjKxsZGDAwMKCsrE1GTc+fOJS0tDT09PcLCwgRnfM2aNaLjljJVY2NjWbRokcCympiYCPW6dNM2NjZSXV1Nf38/Tk5O/P3330ybNo1FixZx+vRpLC0tRbKR5OOtq6vDxcWF+/fvs3TpUvbv3y8OWW1tbTw8PKirq8PHxwdPT0+Sk5NRKpXk5uaioaHBnj17OHDggBCZ1dfXc+7cOWQyGbNmzWLNmjUi0eb+/ftYW1tz/vx5ysvLxSThypUreHh48MUXX2BkZCR86FlZWezatYuamhpycnK4ceMGL1684Pz58/z555/I5XI+/vhjjIyM+Pbbb7Gzs2P58uVUVVXR29uLWq3mn3/+ITExkczMTC5evAj8p2gdO3YsAKdPn+bs2bOoVCquX79OfX098+bN49mzZ5SWllJVVUVPTw/Xr19n165dBAcHs3btWhoaGggLC+PJkyfikJoxYwa6urqsX7+eN998k7///puff/4ZXV1dfv/9d+Lj43F1deXdd98VokYTExP279+PlpYWaWlp3Llzh9bWVlJSUkRWt0wmY8WKFdjb23Pq1ClOnjyJhYWF8KmfOHGC169fs3XrVg4fPoxarRbjSB8fH3p7ewkNDSUrK0tYq0JDQ9HR0RExfoMHDyYqKoovvviCwsJCli9fTlhYGG5ubkRHR6NSqVi1apXoXJ88eUJ+fj4NDQ2i+DY2NubEiRMMGjQILS0tSkpKCAoK4ttvvyU6OhqZTIauri5RUVEkJiYya9YsIQ795ptvaGxsRF9fny+++IL29nY+++wzHj58yIwZMxgzZoyw8b1+/RqlUklgYCC3b9/Gw8ODiRMn4ujoyOvXr1m3bh0ymQx7e3umTJlCUlKSABhNmjQJa2trhgwZItwkBw4cEOrlBQsWkJaWxsDAAJ9//jn29va0tbXx1ltvERQURGRkJI2NjfT19fHee+/x9OlToY149913mTNnDufPnycqKko8BxctWkR/fz9mZmbMnz9fjEsbGxspLi5m8uTJtLa2EhISIhKkVq5cSUFBAdbW1syfP5/Vq1fj6urKJ598glqtJikpiYULF5KdnU1VVZUA0FhbW+Pl5YWFhQUZGRlYWVkJ5oVcLufMmTOkp6fzwQcfkJWVJRDTHR0dgj0haYOGDBmCk5MTycnJYqcdEhLC2LFjRXH97bff4uHhITRDY8aMob+/n9mzZzN16lTGjx/PuHHjRH57RESEiCk+e/YsH3zwgciAlg5YFxcXPDw8CA0NJSgoiIiICFHAeXh4MGvWLNauXSsOxGfPntHX18f9+/f5888/iY2N5cMPPxQW3t7eXmxtbRkYGBBj7QcPHogR9bvvvsvr16+ZNGkSv/76Ky0tLVy/fh1ra2sBapGEjgMDA8KitmjRIoyNjQHYtGkTP/74o+CMTJkyhZKSEkH4DA8PFwjV58+fk5eXx08//YSWlhZ//vmn+PO7d+9SUFDA48ePSU1NJTY2lrKyMhQKBampqVRVVYkC4vXr1/+tQa5duzaQkZFBYmIiubm5Auo/YcIEent7MTMzo6CgQIxXJRqMq6srgwYN4syZM2zatImcnBwePHgg2nlpXBAdHc3BgwdZvny5IPA8evSI5uZmhg8fTkFBgehI33jjDdRqNQUFBdja2uLv78/z589xcXHh4MGD2NraEhwczJgxY3j8+DHvvfceiYmJ+Pn5sWfPHlH9y+VyRo0ahUqlIiAggO+++45JkyZx6tQpxo8fT35+PqNGjRIPAImtO23aNIqLi/H09OT58+dERUWRk5ODkZGRGL2Xl5dTU1NDd3e3ENi4urpiYGCAXC7nwYMHDB06lFu3blFbW4uTk5MI6vDy8qKuro7Xr19jYGCAr68vvr6+Is/70aNH+Pv7k5ubS0BAAHFxcYSFhZGeng7ADz/8wOXLl0XH1tnZyZUrVzAwMMDW1hYzMzNKSkqYOXMmv/zyC2ZmZsTExPDvv/8KwUVfXx/6+vrClpGfn09kZCQaGhqEhISQmppKV1cXVVVVeHp6oqmpiZGRES0tLWhpafH222/T2trKjRs3GDRoEKmpqRQXF+Po6Ehvby+ampqMGDGCrq4uCgsLefr0KZWVlSJeUGIhKxQKZs2axZEjR0SGujT2e/LkCcHBwaIyHT9+POfPn2f16tWCCvX2229z5coVMbKTy+U4Ojpy7NgxYmNjGTNmDM3NzYwdO1ZE6j19+lQUpSkpKcjlcq5cucLYsWNFROiPP/7I7NmzaW1tpb+/n5CQELG+cHV1xcvLi/DwcKqqqigpKUGtVjN48GBSU1MBuHv3LqtWrcLCwkJ0JkZGRuTk5NDS0iIyiTU1NTEzMxMRo01NTSJwRNJo6Ovrc/PmTezt7cXI8eLFi3h5eQkr0ltvvUVycjKbN2/Gw8ODqqoqEWM5ePBgHjx4gKamJpcuXRKisPXr11NaWiqCcCwsLHj16hWdnZ1ERkbi4uKCpqYmsbGx+Pv7k5qaKna1ZmZmeHp6kpiYiEKhECIbDw8PMjMzyczMpKGhATs7OzIyMjA3N2f48OF0dnbi6+vLgwcPhALXw8NDTLQkAZ5KpRJjcm9v7/9ha1uyZAm+vr4cOXKE2bNnc+3aNdzc3Dh//rxApDo7OxMQECAOt7CwMExNTYmMjBQd/+LFi4mJiaG9vR0DAwOmT58u9pFSQMy6detobGxEpVKhUChwcHCgrKwMNzc3/P39uXjxIs7OzsTHxzN//nzS0tKEBW7cuHEcOnRIgI58fHwYNWoUpaWlQovz6aefsnz5ctLT02lra+P48eO88847NDQ0kJmZSXBwMGFhYVRUVNDU1ISbmxuVlZVCCFZUVMSkSZM4fvy4EKpu27ZNjMEzMjJ49eqVyLQODAzEwsKCzZs3c+PGDRwcHLh79y4dHR3Mnz+flJQUxo4dS3t7O8uWLcPW1pacnBxx/Y8YMYKgoCCUSiVqtZoJEybwyy+/CIzvhg0bALh9+7aYpqanp6NQKJg4cSIymYzy8nJ8fHywtrams7OT3NxcHB0dsbe3x9fXl/z8fMaOHcsff/whQCguLi4MHz4cJycnDh48yOLFi7l27RphYWEYGBjw6tUr3nrrLfr7+8nJyRH6EplMJtaQZWVl4nktjdyNjIxobGzEz89PWK8GDRqEubk5fX19NDU1CY59UlKSWHFZW1uLaFnpNdVqNX/++ScPHjz4X92z9CU9SwsLC//H7zs4OFBZWYmrqyvl5eVCsCnt4h0cHMSuu6WlBa3jx4/vlCrqTz/9lH379rFz5060tbXZvn07+vr6rFmzho8++ojg4GACAwNZtmwZarWayspKVq1aRUVFBVFRUURFReHm5sbo0aPJyspi6tSpWFhYYGRkhLu7O76+vnR0dLBo0SLKysqwtbXF2NgYT09Pxo0bx7lz53B0dKS8vFxAOZKSkrC3tyckJARbW1t6e3u5fPky8+fP5+TJkzQ1NZGSkkJCQgJ79uwhNTWV169fc/fuXfEB6ujokJeXx/3799m5cycPHjwQyMq6ujrCwsJoamrim2++YfHixSQkJFBZWYlKpeLs2bMUFhYybtw4bt26JW5eY2Nj2traiIqKQqFQkJycLOAJUrfc19eHhoaGEGhkZGTw+vVrbt26xZw5c1i8eLEIii8oKMDExERYffr7+xkYGODo0aPMnDmTsrIy/vrrL+GrnDJlCpcvX+bx48eiivTx8cHBwYH29naKi4tpbm6mtbWVtrY2FAoFdnZ2FBcXU1RUxL1794SYpre3l5SUFKqqqsQ0QgKhZGVlCYJTXV0dxcXFPH78GHNzc3bu3Cl8iXfv3iU3N5f+/n7i4uLEzlAqambOnMnLly9paWnh2bNntLe3k5iYSGFhoRg7SZjZ6OhonJ2d0dDQoL+/n5KSEjQ0NMjMzKSiogKFQsG9e/fo7e0V64iGhgYUCgXjx49n7NixpKenExkZyfXr17G1taWtrQ0nJye0tbXJzMzE39+furo6sd8bNWoULS0tNDc3Y29vz82bNwkJCeHKlSti4vD8+XPa2tp49uwZpqampKamUldXh52dHf39/Tx+/BhLS0sqKirIyMgQ6vv29naSkpKIjIxEqVQCEBsbK3amJiYmNDc3M2rUKHJycoiOjiYxMZHvv/+enp4edHR0sLGx4enTpygUCnp6erh9+7bQjVy6dIng4GDhv+7r68POzo6uri6sra1RKBQsWLCAhoYGPv74Y7FrbmpqYtiwYSILwNvbG2NjY0xNTfnpp59YvHgxra2twns+fvx4KioqxA5++PDhaGlpkZeXJz4TFxcX1Go1fn5+jB07FkNDQywtLZkwYYIoHt5//30ePXpEcHAwnp6e+Pj4MHnyZBQKBZs2bSI6OpopU6aQnZ0tWOQSM//tt9/GwcGB/Px8LC0tCQ8PJysrSxSwEhuiuLiYHTt2iENJuj5mz54tyFyLFy8WjAe5XC7U2P39/Tg7O/Pdd98xaNAgxo4dK1LFJNFYZmYmnp6eYuUREREhAi7S09MFGllPT0+IPSMjIykoKECpVLJ7926uXLmCvb095ubmeHp6Ul9fT29vLzU1NcycOVOQ4KZNmyawry0tLYSHhwsYikwmY9OmTQQEBBAYGIi/vz/bt2/H0dGRjIwM9PX12blzJwcPHmTJkiU0Nzdz+fJl+vr6xPUqNQlaWlqkp6fz+vVrEebi7e0tVOnnzp0jNDSU06dPM3XqVBITEwUX4o8//kAmkyGTyTh79ix6enr4+/ujpaXFlStX8PT0pKWlheLiYqKjozl06BBhYWHcvn1b7NmVSiUeHh78+eefREVFCWKmUqkkLy9P8BxsbW3FvaJWqxkyZAiJiYm0t7eLwlCCuFhbWwvRnDRmjoiIoKurC01NTdra2sS0MCgoiJ9//hkXFxdu3Lgh1pR1dXXExMTQ399PfX09GhoaBAQEsHHjRoKDg0lLSxNaDnNzc6F3+fDDD4Xo7Z9//qGxsZEdO3bw8OFDAJYtW8bDhw/R09PD1taWuro6oqOjUSgUhIWFYWhoSFlZmQic8fHxQau0tHTnsGHDhKCho6NDoN0kC4LEBm9rayM4OJjOzk4ePXqEoaEhPj4+GBgYUFFRgbm5OU5OTgQEBDBo0CA6OjqQy+VYWlri4eFBcXExI0aMYOfOnUyePBlHR0cePXrETz/9RGxsLFOnTsXf31/sVidPnkxCQgKhoaEi6m/MmDE0NDQwfvx4bGxscHV1xdXVlQULFtDR0cGrV69Edb9hwwZaW1sZO3Ys9fX1+Pv7A//BEcLCwvjwww/R19cnMzOTjIwM/Pz8OHfuHBMnTmT//v3MmTMHPz8/ioqKGDduHI8ePRJCMwmvqlQqaWpqEpzewsJCli5dSnt7O05OTsTGxjJ8+HCUSiWXLl2it7eXV69eERcXx7p164iPj6e4uBg7Ozvq6up4/vw5U6dOJTc3F4Bp06bx7NkzZs2ahUqlwsbGhtGjR/PgwQOuX7/OkydPGD16NDExMRw8eJCenh5ROUpex0mTJvHq1StUKhWdnZ3MmzdP0LHq6+uprq4WjPK33nqL2NhYcRDduXMHPT09Jk6cyLVr13j58iUXLlzg3r17DBkyhPDwcHp7e1GpVBw4cIDFixfzwQcfCLb448ePmTlzJhkZGQJJ+OGHH9LV1cXWrVtRq9Wkp6czfPhw2tvbkcvlBAYG0tLSwrVr18TuZsWKFTg4OHDx4kXef/99jIyMkPgBYWFhXLx4kSlTprBlyxb09PTo6emhrq6OwYMH097ejkKhIDAwUPhqjYyMhD1r1KhR3L17VyBKy8rKhDBO8qwXFBQILrShoSHPnz/HwcGBoKAgLl26REREBA8fPhTiNcmS1NzcjL6+PtnZ2cTHx9Pa2sqsWbOwsrJiyJAh9PX10djYiLe3NwkJCRQWFmJmZsakSZOwsrJiypQpwmkxcuRITp06xfz587lw4QK1tbXY2dkRFBREdna2KNbi4uLEISJNuTo7O2ltbeXVq1ciytLIyIj6+npmzZpFe3s7qampjBw5kqtXr+Lm5oZcLic7O5u3335bTHsKCwtFgpKNjQ1lZWWUlJRQX1/P0qVLaWpqIiQkhCNHjiCXy7l37x43btygsrISmUyGlZUV8fHxODo6MmvWLExMTOjr62P+/PmsWbOGvXv3MmPGDI4cOYKHhwf29vZkZGSwdOlSLl68yJMnT4TlzcTEhNu3bxMXFycofIaGhly+fJn3338fS0tLDh48yKFDhzh+/DhGRkaCaaChoUFSUhL9/f0YGxuTmZlJQEAAT548Yf/+/cLHP3HiRDIyMpg0aRLZ2dlMnTpVoG6Tk5ORyWS8//77nDhxgqVLl+Ll5SUU+5IuZ8+ePXh4eDB69GhBl5MO34iICHbt2kVAQADz5s2joKCAzz77jG+++Ybw8HBxcAUGBqKjoyMiRiW8bXNzMwBpaWnExsaioaHnu5JjAAAgAElEQVRBcHAwhoaGrFixArVaTWNjIw8fPhSCtEGDBqGrqyuEshLF8s6dO3R0dDBhwgSePHnCrFmzWLhwoYgWjYqKIjQ0lBMnTpCcnMyYMWMAmDJlCrm5ubx+/ZoVK1agqalJYGAg9fX1woNvYmKCn58ftra2PHr0iA8//JBhw4YBkJqaysWLF/Hx8eHmzZvs2LEDAwMDbGxsuHv3LhcuXBCExKioKMLCwsSZMnnyZL788ks6Ozv55JNPyMrKIi0tjZ6eHmFPO3fuHGvWrBHBM9LPLisrS0xmg4KChHbH0dGRwsJClEolycnJXLlyhYqKCjZv3szOnTuJjY3lwYMHDAwMCBFpa2srVVVVXL16lQ8//JBBgwbx008/ERYWRkREBPPnz8fb25sLFy4QGxtLcXExlpaWjBw5krVr16Kvr8+TJ0/4/fffefHiBX19fSxfvpzAwECuX7/OJ598QnZ2NhqbNm0akEZuSUlJ2NraUltbK9TCgwcP5uXLl0yePJn09HSRMCKplaXKyNXVFblcTnl5OV1dXYSHh4tdkeRp1NHRASA9PR0fHx+Bu9TS0kKhUBAUFMSrV6+wsbGhpaWFoqIi3NzcKC4uRl9fH319faFalnyfSqUSLy8v2traRNIJIHyJlpaWaGhoUFtbS1VVlfAANzU1iZ2xsbEx1dXVZGVlCeFBe3u7SBCSfLjNzc1UVVUJQUVtbS1BQUFcvXqV2bNnc/v2bVxdXcVe459//iE8PJzKykrhNbWxsaGmpgY/Pz9cXV3p7OyktLRUeH4lH2ZpaSkDAwP09PSwcOFCKioqePnypfCtp6WlAVBSUsKkSZN48OABoaGhVFVV0dHRgaWlJV1dXURGRgqqUH5+PgYGBpSWluLj40N1dTVWVlZ0d3dTVlaGu7s7zc3N+Pn5kZiYiFwuZ8iQIVy4cIH6+npcXV0JDAwU3lYprEAi90iZzhMnTuTp06fo6ekhk8loaGggICCAkpISoQLv6OgQ3umRI0dSWVlJZWUlurq66Ovri/zpkSNHkpOTIzyMDQ0NWFpaimtCch5IkxRpFCd1InV1deL6k+AaXV1djBo1Ck9PTxQKBSqVSrCXFQoFurq6ZGRkiLjToqIiJk6cSEVFBVpaWsKvbWJiIvQKkrhRclDY2tqir6+Po6MjSqWSmpoabG1thYJdyuSWEurKysro7+8Xlb+Ojg5BQUF4e3uLbkhC8IaFhQnynqamJp6envzzzz/8/vvvjBgxAi0tLeFesLKyIj09HTs7O2QymVhp1dbWYmlpyaNHj/D19UVLS0vYb9zc3LC2tub+/fuYmJiIEbvkxXd3d6eoqAhHR0fR+djb29Pb24uOjg5dXV10dnZSUlKCs7Mz1dXVonPt7+8XPHFtbW1R7EucBLlcjrGxsXA/hIWFCQ1BTU0N169fFz5XyYOsq6srcqAlR4tarUZLSwtfX18BLNLU1MTW1ha5XC7y5qurq3n8+DGGhoao1Wpc/2+crImJCXV1dSKBSmI/WFpaCteB5HKQyWSYm5uLwk8Ssenq6qKpqUlJSQmhoaEMDAwIh8fr16+FT35gYAB9fX1MTEwEVENySfj5+dHc3CwSt5RKpVCH+/j48OzZMwICAoQ+wNDQkMzMTKysrIiKiqKiooL8/HysrKzo7+8nNDRUMCPKy8vR1dUlLy9PrDJtbGwoLi4mLCyM0tJSXF1dAejp6RFjZUnRrqmpiUwmE02Mr68vPT09PHv2DAsLC+RyOTk5OdTW1vL2228LyFNbWxuvXr2iq6uLsLAwent7aW9v59mzZ6JglyalWVlZyOVydu/eTW1tLVlZWSgUCry9vdm8eTO3bt2iurpaZLQ7Ozsjk8no7OykqakJBwcHlEol1tbWwg5oaWlJU1MTKpUKbW1tDA0NRTLl/8tMkCakkrtG4l40NDSIdY2dnR12dnY8evSIadOm4e7uLsbd0hr1//+SuOulpaW4ubkJ50lBQQE+Pj7i/ZaVldHV1SXWgwBaP/74486WlhZ6e3s5duwYMTExQr0ngfDPnTvHnj172LNnDzo6OqxduxYHBwf27t37f8h6z7CqzrVd+6T3Oem9N+lFARWkKKJi78ZYkpjEZUsxidGVaKqJWVmxRE00+tpblMTeUBEUqdKk915F6gSks3+sdzzft/b2b44jh8KcYzzPfV/XebJjxw5evXpFcHAwenp6nD9/nlWrVlFUVCRoZEuXLmXLli04ODhgZWVFfX09gYGBbN++neXLlxMREYGuri69vb3cuXNHgC0Anj59ypkzZ3jzzTfp7u7GwcGBM2fOkJeXx65duzA0NCQ7O5v6+noKCwsZHBxEXV2dnTt3Ym1tzYULF1BVVWXbtm3s2LGDw4cPCz62RN755ZdfyMjIYNGiRXzyyScCIC+TyXj48KFgwRYWFnLgwAEWL15MSEgIoaGh/P777zx8+JCvv/6awsJCFi5cyPLly7l8+TJJSUlMmjSJkZERYciJi4vDwsKCDz/8kGPHjrFjxw4cHBzo6enBwcGB5ORkuru7GR4e5saNGyxbtoznz5+TlZVFV1cXO3fuZPHixWhpabFmzRo6Ojq4fv06b7/9NhkZGbS1tTFnzhzq6+s5fPgwFy5cwNfXl6SkJMLDw1m6dCkhISE8ffoUBwcHSktL+e677/D390dDQ4Oenh4UCgVffPEFV69eZc+ePVy8eJHe3l7ee+89Ll26xIoVKwgLCxMiFinU4+7uTnFxMba2tgQFBYl9qoWFBfv27cPS0hItLS10dHRQVVUlIyODZ8+eMXXqVI4ePcqiRYs4cuQIdnZ2//lwqqiI0ezFixdxc3MjPDyc5ORk3NzcaG5uxsXFBScnJ1JSUhgeHqakpIR169Zx584d1NXVWbRoEefPn2f+/PloaGjw/PlzwsPD0dTUJCYmhokTJ4q96unTp7G2tubx48cEBATQ09ODgYEBM2fOZM2aNaxYsYJDhw6Rn5+PtbU1g4ODpKamEh8fj4aGBitWrGD58uW0t7fz8OFD4uPjqa2t5cSJE5iZmREfH8+VK1cA+P333zE2Nubbb7/Fx8eH58+f8/DhQwwMDPjjjz/Ew2Xr1q2iEnnx4kWampo4fPgwgYGBpKSkEBMTQ19fH319fYyNjeHo6Ch0psuXL+fChQts3rwZHR0dPDw8uHbtGgcPHsTGxoba2lpmzJiBg4MDkZGRBAUFERkZiZmZmUgWjx8/XsBuAgICaGtro6+vj0mTJnHy5EmioqLEvz0sLIzY2FhGR0cxMDBgypQpeHl5sWLFCuLi4ti/fz+Dg4PMmDEDHx8fIiIiMDMzY9euXURFReHl5cXLly9JSEgQlbSQkBAGBgbo7e1l1apV+Pv7Y2VlJcxSSUlJ/Pvf/6awsJCcnBy8vLyws7Njx44dwpa3aNEipk6dipeXF+rq6iQnJ7N48WLh5V61ahXa2trMmTOH1atXs3DhQoqLi1m1ahVvvvmmSBwrFAp++uknoQ21srLCx8eH7du309LSws2bN9m6dSsuLi6Mjo5iaGjI6tWraW9vZ+rUqURHR2NjYyOmOnV1dfzxxx9cu3aN8ePH4+TkxPbt23n+/Dlbt27F3d0dmUzGpk2baG5upq+vj19++YWCggJ++OEHAffJyMhg9erV2NnZ0djYyPHjx+nv72f69OniYGhmZoaFhQURERFkZWXx3nvvcfPmTXx9fcUOderUqaiqqrJmzRry8vLo6uri5cuXfPXVVzQ2NrJ7927mzJkjAq5SEyUuLg6ZTMZ7773HqVOn8PX1RUNDg7///puysjI8PT3Jzc3l1KlT4iWrqqpKdHQ0mZmZtLa20tzcjKOjI0+fPmXmzJmkpaXh6+tLbGwsBw8eJCIiQlT7SkpK8Pf3Jysri4KCAoqKioiLi2PRokWsX78eFxcX6uvrSUtL4+rVq0RHR7NmzRr8/f1JSUnhwIEDeHt709TUxP3794We+KeffqKkpITp06cza9Ys8Rzx9fXl2bNnTJo0iefPnwsSXnV1NSEhIRw8eJB169Zx/vx5fv31VxoaGqisrCQgIIDJkydjZ2fHzp07SUtLY8aMGURHR3PgwAHkcjm3bt0iIyNDHA7+/vtv9u/fj6OjIw8fPqS0tJQ9e/Zw6NCh/9Sbt23b9k1ycrIYxwwODmJubi5qKB0dHUydOhV3d3csLCywtrbGx8eH3NxcJk2ahLu7O+3t7YyNjaGmpsbMmTNJTk5m+fLlTJo0CblcjoODA8HBwSQlJREQEEBlZaU4nXl5ebF69WoyMjIYHh5m+vTpqKioiGK9XC7HyMiIwsJCioqKOH78ONOmTRM87QkTJpCUlERFRQXt7e3o6enx/PlzXF1dUVNTw9fXl5ycHBQKBQUFBXR2dpKWloampiYmJiY4Ozvj5OQkTqESVUdTU5PCwkLRtXR1deXq1ascO3aMRYsW8ddff4mqwtSpU4Va8dmzZwwNDQkLUHd3N8nJyVy4cEGoJauqqnjrrbdEgKO0tJT8/HwaGhqwtLRkzZo13L59W2geb9++LW4Tn376KQqFgitXrpCdnY2SkhJVVVXihtnb28ulS5eQyWRil11VVSU6mt98840YG0vZgD179jBu3DiuX7/OP//5T/bv34+1tTV5eXki4HHt2jUuXrzIwoULOXXqFNra2ty8eRO5XM65c+fQ1tYWZp7W1lYhNHjw4AEymYzPP/+c8+fPM3fuXFpbW1FVVWXTpk1s2bKF7u5uKisrqaysFCl+T09P/Pz8+Mc//iEmAy4uLpw5c4a1a9fy+PFjfvzxR1pbWyktLaWzs5OQkBCcnJwE3GfJkiXY2toSEBCAQqFg2rRpnD17luvXr7Njxw6UlJSwtbXl5cuX6Onp0dXVxbNnz6irqyMlJQV3d3cMDAzYunUrysrKJCUlsWzZMnx9famoqGDOnDkAjBs3TuzH5HI51tbWHDt2TFSm3n//fSEscHBwICgoiJ07d2JnZ8fGjRtRV1dn48aNyOVyxo0bR0REBDNmzBBgFXV1dczMzFi9ejWlpaWEh4czNDSEn58fU6ZMQUdHh3//+9/U19djaWnJr7/+KhSzCoWCM2fOcPbsWSoqKsQY2c/Pj8TERORyOaampmKdEx0dTVZWFp2dnaxYsUJMey5cuICLi4twOLe2tvLPf/6ToaEhfvrpJ6ytrdm7dy8mJibo6+tz4MABUVc5f/48WVlZ7N27lwcPHnD16lX6+vrYt28fKioqaGtr09XVJX7vjY2NaGhooKurS1lZGUNDQ+zevZtDhw5RV1fHBx98gKqqKn/99RdTp05lw4YNuLq6smHDBtLT06mtrWXPnj0MDw/z9OlTVFVVxch4ZGSElStXUlZWhkKhwM3NDUtLS8zNzbGwsCA9PV1MFv766y/i4+Npa2ujra2N4OBgXr16RVRUFD09PWzevBkjIyPc3d0pKCgQafzQ0FARXjp8+LDokquoqIhAUVVVFY8fP8bGxobMzExmzZqFrq4ulZWVdHd3U1BQIKZIhYWFKBQKnJycyMzMRKFQsH//fsHUlp6THh4eNDU1kZqaytWrV4VZq729HTc3N8HIaG5u5tChQ7S3t2NjY0NgYCAeHh6sWLGChoYGcnNzBbnLycmJHTt2MDIygp+fH2ZmZkyaNAmZTIa+vj4VFRU8fvwYa2trTpw4IV7W0uHEyMgIFRUVXFxcmDNnDnp6eujo6FBUVCT2vXFxcbz11lv09PSwYMEC8vLyMDc3JykpSWhQv/zyS2EkDAwMRKFQkJKSgoWFBfPnz6e7u5uUlBQxbZDocZaWlmJCNn36dJYtW8a9e/fEIWrjxo34+PiIabGOjg4ymQwXFxcxVbSzsxMBzY6ODnx8fPDw8CAiIoILFy4wNDTE3LlzmTJlCj09PZw7d46BgQFyc3OZPn26aEFVVVWJ4N2ECRNwdXWltraW4eFhZDIZWlpa1NbWYmtri6WlpSAc7tu3jzVr1hAeHo7Kt99++420W5ISkXK5nF27drFjxw4ePnxITU0Nz549o6WlhUePHqGlpcXOnTtJSEjg1atXYqS0du1aLl68yMDAAHv27OHkyZN0d3fzxRdf8PTpU1RUVIiOjhYM5GPHjnHt2jWhO0xNTRU387KyMq5cucKjR48YGxujtLSUy5cvi1Hjtm3bmDBhgmB4S7UcyciVnp5ORUUFL168QC6Xc+XKFaHDk3qWRkZGXLt2jb1792JmZsa3337L8uXLuXjxImZmZmIkrVAoiI+PZ/fu3bi7u+Pt7Y21tTW6urro6+uLQJ6WlhY+Pj5kZ2cTGRmJh4eH6LFK9Rpvb2/xEJIeLmZmZmhrazM2NkZxcTFXr16ltLRU0G10dHQIDQ2ltbWVadOmkZeXh4eHB/v37+fkyZN4eXkREhLC/v37mT59OsPDwyJstnDhQhISEkSXNCoqSkjlBwYGCAwMRF9fHwMDA2QyGa6ursybN4+enh7Wrl3LypUrycrKEnWIwMBAoqKiSExMFJxba2trcZqXyWTMmzePr776im+//RYtLS08PDy4d+8eiYmJPHjwACsrK2bOnElTUxOmpqakpKSwadMmcVvy9PQkPj6esLAwhoaGsLCwwNbWFplMxsSJE5HL5ZibmxMYGEhmZiZz587FwsJChLCkl+CkSZOYNGkSt27d4ptvvsHf35/r16/zySefCJ55SUkJ6enpLF26lGXLlhEdHS2qVfv27cPY2JitW7eiUCh48OABjx49wtPTkyVLlnDq1ClmzJiBk5MTX331FQ8ePMDY2Bi5XC5O4UpKSuL37Ovry40bN4QjfHR0VKgKBwYGqKuro6amRsBG0tLSuH//PocOHRJjycLCQg4ePMijR49wcHDA3d2dy5cvM2XKFJ48eUJAQACjo6N8/fXXyGQy3Nzc2LRpE5GRkcyaNUuwFkxMTBgYGBCBOU9PT65cuYKRkREtLS28++67NDY20tvby/DwMDNnzuTKlSu888479PX1YW5ujpOTE/fu3WPhwoWCVjY6OsqyZcv4888/kcvlKCsrMzIygre3NyYmJqxfv57vv/+eyMhI/Pz8xHdMOpRIz5mqqiqxT01KSmL79u189NFHdHR0YGVlRUtLC5aWlpSWlrJkyRJUVFQICwtj5cqVYrxoaWlJVFQUQ0NDGBoaCr3h6tWriYyMpKCggPb2dqZNm0Z9fb3Y+5uYmNDf38+RI0dEon/27NkiHGVra4u6ujp2dnaYmJgAcOPGDVRVVXn33Xe5dOkSwcHBnDp1ilu3bpGamsrWrVvR0dGhsbGRU6dOidR1aWkpn376KRUVFejp6TF79mxkMhlz5syhpaWFFStWCAyzsbExQ0NDTJw4kSVLlggutYaGBi9fviQ9PV2AOBYtWiTG6tXV1aioqNDZ2cnXX39NUVERmzdv5qOPPsLGxoa+vj6Ki4tpampCLpejpaWFpqYmU6ZMQVlZmVmzZnHq1CnMzMzw8/PDw8ODR48eCW7Cli1buHXrFpMnT6a+vp4nT55QXl7O+vXrmTp1Ko6OjuzYsQNTU1MWL15MR0cHMpmMpKQkHBwcUFZWJjMzEyUlJZ48ecKECRMYHBwkPDwcNzc3VFVV+fHHH5HJZMTGxpKTk4Ouri67d++mra0NExMT8vPzxVplaGiIe/fu8fr1a6KiohgcHOTo0aOiYSMdpJ49e8YHH3zA8+fP+eGHH9DX1+fVq1f89ttv9PT0cPDgQa5cucLvv/8uLiwVFRUUFBRw7do1ysvLUSgU/P333wwODrJ48WJOnjzJ999/T0NDA76+vty7d4+goCDBe0hISODLL7/kxo0blJSUMG/ePGJjY8nLy8Pe3l6YuaRQc09PD9evX2fv3r0kJCSg1NjYOCbt4+rr67GxsRGVkcrKSgARVggJCcHY2FjsM6ysrHjw4AFaWlps3bqV1atXo6amhqGhIWFhYejo6JCYmEhZWRnBwcEA4uUkuWnT0tKYP38+ubm5XL16ldmzZ4uHvLa2Nqqqqhw7dkx8sIyMjLC1tcXPz0/0HKV9lpaWFrq6ukyaNIne3l7q6urQ0dHhxo0b/Pjjj1y5ckUAJ9LS0ggNDaW9vZ2FCxfi4eHB7du3yc7OFqCVqVOn8vTpU+FInjx5MgkJCchkMgYHBwW04NWrV9y9e5clS5Zw9uxZsePz8fGhv78fPz8/4uLiMDIyIiQkRAQszMzMBNu8q6uLqqoqoqKi2L9/P5GRkXR2duLq6kp/fz/Pnz8nKCiIvr4+QkNDef78uUh19vf3MzY2hpWVlaDTSehT6fdUVVVFZGQkLS0tgtg2NjZGdXU1VVVVWFhY4OLigoqKCsXFxZw/f57AwEBxmnVzcxO70qKiIpSUlFi3bp1QLiorK1NdXY2pqSmWlpa0t7fj4eFBQkICw8PDBAUFiVS0nZ0dnp6eGBkZceLECTw9PWlrayM+Pp4lS5YA0NLSIkhg2tralJWVoaSkRHh4ODExMfzyyy+8/fbbrF+/nnv37olqy7JlyygvLxeig9jYWJHLsLCwoLq6mpKSEt59911OnjwpbtY1NTXCziRlETo7O1FTUxNWJU1NTT7++GPefvttSkpKGD9+vGCSh4eHo1AoaGpqEtONL774ggULFrBr1y7u379PcHAwx48fFwQlKysrnj9/LoKSjo6ONDY2oqysTHx8PAsWLCA7OxsnJyfmz59PSUmJ2AG6ubnx8uVL0fmtqKggKyuL4eFhfHx8xF4uODiYgwcPEhkZyfvvv8+uXbsoLi5m3rx5grwn7eZnzJghwjNSp1kCXbi4uNDV1cXr16+Jj49HV1eX0NBQSkpKcHNzIysri/T0dAEb+uSTTzh27BimpqacOHGCjz76SKzMPD09yc7OxsfHBwcHB86dO4euri7e3t44OjqSnp7OhAkTBFVNysjcv3+fwsJCZsyYQXBwMOnp6Vy7dg17e3thHpNqTdJnrbe3F29vbwAMDAzw9fXF19cXmUzG33//zZkzZ9i3bx+LFi2ivr6e0NBQjh49iru7Ox4eHjx79gxlZWXRRDAyMiIgIIBLly6xYMEC4uLicHFxobKyUvARbGxsqKqqYsGCBRw/fpyoqCh8fHx4+vQpMpmMx48f4+joSFBQEN3d3UydOhUXFxfi4uJwcnIiPz8fQKTS79y5w5YtWygpKWFgYIBNmzYBcPv2bcaPH09ubi4tLS0oFAqGhobIzc1l3bp12NjYiGlJdnY2NjY25Obm8v7774tMUUxMDF5eXpw6dYrt27djbm4uvAxlZWWYm5tTUVFBR0cHc+fO5eDBgyxevBhbW1uePXtGeno6QUFBwuXd2trKli1bqK2tFZS/FStWkJ6ejr6+Pv39/cjlcm7evIlCoWDjxo20tbVhbGzMgwcPsLOz49ixYwIyo66uTnV1tbCUSX+k94sU2pTobO3t7aLOKBHEFAoFU6ZMwdvbm+TkZHp7e7G2tmbVqlU8ffoULy8viouL6ezs5Nq1awBs3bqVxMRE8vLycHFxoaKigoULF1JUVCSmIAEBAWRkZDB//nwUCgWPHz8GoKqqSkwwb926hZKSEpaWljQ2NhISEoKOjo6o/AIClgSQmpoqLmixsbHMnTuXu3fvMm/ePID/D00qjVylP5K1pKqqCiUlJby8vITJRVtbmwkTJlBbWytSf3p6eri4uPD8+XM6OjqwtrbG2NhYwOuHhoZwdXUlNzdXLPZzcnLw9PQUQYagoCBR05JGCHZ2dgIlqaGhwatXr/4LP2hgYMCLFy/w8fERKEGpq+jj48O9e/dQUlJCW1ubkZERcbOxtrYWGD5jY2PhkpVGFlpaWlhZWZGTkwP8R0BRWFhIe3s7gYGBeHp6UlNTw4sXL/D39xfIuc7OToELlED10iiqr69PoEnt7e1pbGykoaEBT09PWlpahHIxJycHKyur/9rlu7i4oKysTFNTE3p6ejQ3NzM6OkpLSwsuLi4oKSnR1NREWVmZSEZPmzaNhw8fCtSltrY2mpqajI6OCgj/kydP8PPzY3BwUCAIpZQ1IHRvUpAwPz+fwsJCUblbuHChQEdWV1dja2tLeXm5+PlIQpTMzExcXFwEItPPz4/R0VFMTU1Ft136WUlgB4nwI8km8vPzUVdXF+EtR0dHAe2QZAS6urqYm5uLHmZfXx+2trYMDg4yODgoRuu6urqUlJTQ398vkvXJycki9SnJAHR0dPD19aW1tVX0i/X19cUXubOzE1NTU0G0MjExEb/T6upqtLW1hZpTJpOJVZB0M+ju7qa0tBQ/Pz9hNevo6KCurg5PT08hYZHqLG1tbQKxWP2/+r729naUlZUxMTGhvr4eX19fcYhzdXWlp6eH+vp6mpqacHZ2FtxtW1tbkUr39PREWVlZuKf9/Py4c+cOqqqqVFZWCt0pQFdXF3K5HB8fHx48ePBfP1+ZTEZ/fz8nTpwgLy+PoaEhIT+Q8hES9Gh0dFTsWF+/fo2xsTFjY2N4eHhQV1fHq1evsLOzo6WlhUuXLrFmzRo0NTVFZaqwsJDi4mIUCgWZmZlCGiLZ0R4/foy9vT0ymQwTExNsbW1pbW3lxo0bgvfQ0tKCl5cXycnJAkEriTKkz6P0XKmurqajo0OMev38/Oju7kZfX59NmzZRXV3N2bNnycvLExxxW1tbXF1dKS8vF7IahUIh0LAeHh7/JdUYGhpiYGCAqqoqqqqqRL1TIqOFhoaKZ1tLS4uQ3RgbG/Pq1Susra0FdEQKg+bk5IjvsYGBgbiIGRkZMW7cONLS0kT11tHRESUlJZ4/f87o6Cjq6uoUFxdjYWHxX5ImCeTU0NBAT08POTk5WFpaYm9vz8DAAE1NTeKAlJmZycSJE7l7964IAkuSFCn34ujoSHl5Of39/dTU1CCXy5kxYwa3bt2iv79ffBZ1dHQoLy/HwMCA7u5uEVx+9eqV6DT/33/09fXF5aeiooKRkRGcnZ0FbU9bWxv7/59dTq1T/7kAACAASURBVBIlPXz4kKCgIHJycnB2dmb8+PGoqqpSVlaGqqoqKSkpzJo1i9raWn777Tdev35NXFwc8+fPZ2xsjEePHhESEkJ7e7sQv0gCESsrK0HQlN6pEgVQOkxpaWlhaGhIVlYW+fn5/3keAmMAy5cv58qVK0yaNInU1FSmTp1KV1cXjo6O/PXXXzg7O2NlZYWjoyNNTU1Cf2lra8uqVatobm5GVVWVzs5OPD09uX37thiBd3Z20tPTQ3NzM9OmTePGjRtERkZSXV3N0aNHef/99wkJCeH06dP4+fnh6ekp+qgFBQWCe1tTU4OWlhYdHR1MnDgRfX19urq6iI2NJTs7m7lz5xIeHs6+fftwcnJiYGAAPz8/MU6UWLCA0HrOmTOHr7/+msbGRlasWEFwcLDwGnt5eYm/R1JSEr29vQQGBqKpqYmGhgZJSUkMDw8zd+5cIT/p6ekhLCyMS5cuMXv2bK5fv86+ffuEtevly5dcv35d7Ip0dHRISkpi9uzZKBQKbt68KUa1pqamfPLJJ4yOjvLDDz8wf/58kSx/9uwZ5ubmBAQECJSsTCbD2tqamzdvik5tSUkJCxYs4Mcff6Snp4dp06axYMECtm/fTlpaGpGRkYKQFRcXh7+/P7a2tiJl3N7ezpEjR8SHv6uri7GxMVJTUykrK+PMmTOsWrWKCxcusHHjRpEafv36tfgiS6uHGTNmiCqTJJGor69n3Lhx9PX14efnJ8b+N2/exNramj/++IPLly/zzjvv8Mknn3Dy5ElkMhm+vr4cOnSI9evXo6Kigp6eHhYWFsTHxzM8PExYWBgPHz7E2NhY0PDefPNNOjs7OX36NDKZjMDAQOrq6sRkRhqnqaio4ODgwM2bN4XKUkr3ampqUl1dza5du/jzzz9FEjQ6OpozZ84wY8YM+vv7aWpqIjQ0lI6ODsbGxkTqWF1dXUxACgoKUFNTY/Xq1SQlJZGbm0tbWxvffPMNJ0+eFOx1U1NTHj16RHBwMPr6+tTV1dHS0oKHhwdqamrcvHmTf/3rX5iZmfH69WsmT56MiooKdXV1yGQyDA0NiYuLQ19fX3w+s7OzaWpqEgEpPT090YNva2sjIiJCfG5nzZoFQEVFBR9++CEjIyP8/PPPREVFkZubC8CXX37J+vXr2bhxo+hNNzQ0iL9Te3s7YWFhglTV2NiIn58fampqgnq1fPlyfvnlF+zt7QUopru7m5qaGmbNmkVzczOJiYloaWmhoaGBvb099fX1zJs3j8uXL6OpqUlFRQU+Pj5iL9zc3Iy9vT0XL15k3LhxaGpqsmPHDtzd3ZkwYYI4QEkWp+HhYaKioigoKBDpXAcHB/bs2SPCW8rKysTExODn54e3tzdeXl588cUX1NTUEBAQILzcCxYs4M033+Sf//wnLS0t2NraEhkZSVpaGoaGhmRkZKCiokJZWRlBQUGYmppy/PhxDA0N6e/v5/vvvycuLg43NzdKSkoIDg4mMTERhULBpUuX+PTTT8nMzMTCwoLJkyeLv3NBQQFpaWk0NTWJXIVkokpISMDCwgKZTMa1a9fw8vLCxMQEU1NTTE1NUVVV5V//+hefffaZQM5KrApra2t++eUX3nvvPbGqNDMzQ11dnfz8fPbu3cvY2Bitra3cvn2bsLAwenp6yM7OZs+ePWzevJnQ0FCam5vx9PQE/sMjWLRoERMnTmTv3r2sXbuW5uZmAXsB2L59O4CgB545c0YoOe/fv8+aNWvIzc0VF4Lm5maBfV6zZg2ZmZmYmpoK3oGfnx/q6uqcOHFC3GTnzJnDzZs32b17N9euXcPU1BRHR0fu3r1LcHAwGRkZREdHU1lZyS+//MJ3330nuvONjY00Njby66+/AgjW/oQJE7CwsODQoUN89913/Pvf/6a/vx8dHR2RPo+IiMDExITOzk60tLSEO+HYsWPMmTMHLy8vRkdHGTduHKdPn0YpPT19LCsri3nz5tHY2IiLi4u40RQVFdHX1yf43VLHEODJkyfY2NigpKSEg4MDo6OjQnAu3dCl3crw8LAIdGlpaeHq6kpnZycKhQJdXV26u7vR1dUVgoP+/n76+/vR1dUVqkQbGxuh3pP6rVJ/UlIumpiYCKeupaWl0HtKo5X09HSsrKwEt7i2thY3Nze6u7tJTU2lr69PdLULCgrw8/OjqakJZWVlZDIZlpaWpKSkoKSkRE9Pjxg1h4WFiZHN4OAgysrKlJeX4+PjQ09PD/AfHZ2JiYngFUsJQ0la0tTUJKon0l7P1dWVoqIiQkJCSExMxM/Pj5SUFNHDHhwcFDpGTU1N6urqcHBwYGBggNbWVuRyOcPDw/T39zM8PIyKigqamppMnDiRoqIi/P39qaurE39f6f+no6MjeO9lZWU4OjqK/XB3d7e4ZUhBMSmUl5WVhb29Pf39/aiqqtLX1yf+X05OTqirq1NQUIC9vT22trYUFBQIprckf1BVVRUABIlIJE04RkdHSUxMxN/fH1VVVRISEkRFSVdXV8gkJEKfTCZjbGwMhUKBra0teXl5BAYGimqGra0tqampjI2NiTrI/fv3iYyMpKGhQfw/GhsbBZZQEgZI35Genh7a29vFNGVoaEhw5Ovr6xkZGRHwBglkIt18ACHG0NTUJCMjAzc3N3ETLCgowMPDg/r6evT09DA2NhZ9fel30N3dLeqU27ZtIyMjQ/R7p0yZQlFREYODg0LlJ90qJK68RJuSOrOtra3U19eTnp6Ov7+/IJBJbmlJZ+vi4oKFhQX5+fnIZDK6u7tFatnExISVK1dy5coVIQ7R1tbGx8eH7u5u8vPzmTt3Lunp6aioqDA0NCRu8B0dHULHKQkoWltbOXLkCFu3bqWxsRFfX19BH5QkIY2NjWRmZmJnZ4efnx/FxcWiQidZ1ySUsJT4Hj9+vAg4ScpMabTq4ODA2NgYXV1d4hYp3XYl1WVfX5/Yx2pqaiKXy8nPzxd1Qh0dHWxsbASTYWRkRPgQdHR0sLKyQklJifb2du7cuUN9fT1z584VN1xpkldeXo6uri6NjY14e3tTWFhIeno6CxYsEFM6iZ2uo6NDaWkpNjY2fPvtt3h4eGBubi64+tK/wc/PTzC8pYBTa2srhoaGwrkgCUG6u7sJDg6moaFBpN+ln7v07w8PD+fkyZMi3Ori4kJtbS3z5s0jPT0dDw8PioqKxOTHzc2NiooKQdl79eoV5ubmqKqqoqenh52dHYODg9TW1rJ+/XrBfZf0xdLl5datW4wbNw51dXVyc3NxdHQU001JFDQwMCBkKJIEpby8XISO8/PzmT17NrW1tbS3tzMwMEBbWxshISFiYiq9z6RQ9ujoKJaWlnR3dwuAzYYNG1BVVRUq39raWlRVVQkICKC6uho7OzvGxsYwMDCgpaVFdOT9/f0ZGhoiPj4eQ0NDMVXz9vams7OTefPmERMTw7Zt21AqKCgYk0DoUn/QxMQEFRWV/2e0AP/Bk758+VLsS//v/1ZdXc3Y2BgWFhZUVVUJLKFk05HG2tIHz9PTUwAMXrx4wfDwMIaGhqiqqpKdnS320xJeUjJhSbcUiQeupqZGenq6eMDKZDJCQ0PR1NSktbUVMzMzEhMT6e7uFgozTU1NgoKCKC0tJT09Xbh7m5qa8PX1xdjYmIaGBoFHlIhH1dXVvHjxgsjISHE6kkAB+fn5wvk7b948+vr6OHv2LHZ2dnR1daGvr09fXx+urq7Y2NgIoIm+vj4ODg6CdiQ5wSVRRk5OjmDsjoyM0N3dTWNjI5MnT8bKyoq8vDwsLS2RyWSUl5eLvaQkpLC1tcXMzEwcLsaPH8+RI0fErV9dXZ3FixdTVlaGioqKUAvW1NSIG2J3dzdyuRxjY2OBQQVEb9DExASFQkFAQIB4Ad26dUs8RMaPHy8OZtKeTwrFGBgYYG1tTXx8PKqqqkyYMEGMpx0cHLh//z4uLi4iXyBhTKUXmFwuF4lbaa9aX1+PlpYWKioqFBUV8cYbb+Do6Mi+fft49eqVmLYMDQ0JH7okjwgLC6O3t5fBwUEB/tfV1UVFRQVlZWXx8nFwcCAtLY2BgQFhWZK60Pn5+QJfKP3bExMT0dTUxMfHh6qqKiZPnkxZWZnAPtbX19Pf3y/yBOXl5aIPbGpqCvzHmgTQ1NSEvb29OBC///77JCcnExkZibGxMWpqauKQVFVVhZmZGT4+PnR1dVFaWsrAwAA2NjbC8KWjo4OmpiYFBQXcuXOHZcuWiY64q6srpaWlgp0vVfOk0baOjg5VVVUMDAyIG35PT4/YKWtra/P06VM0NTUFu18mk1FVVUVaWpoYM79+/RpLS0tsbGzElOnFixesWbOGP/74g8HBQRYuXEhVVRWqqqpCHHP79m2UlZVRUVHBx8eH5uZmYfvT09Ojrq5OrEd6e3spKChAX1+f0NBQenp6GBkZQSaTkZycLMJyFhYWBAcHC5eyoaEht2/fFohhCW/Z399PYGCgSFUrKSmJKYvkWR8dHcXV1VW46UtLSwUxTsogSEhWZ2dnGhsbhRNZsmy9fv0aZ2dn+vv7UVJSAkBZWRk/Pz+RHykpKUFXV5fs7GyxcpD2zRI+uLe3l+bmZgwNDbGxsRGfNQmbWVdXJzJAzs7O9Pb2ioO4BKEaGRkhLi5OULqMjY1pa2sjOjpaXIYk3LD0zJaeldOnT6elpUUIp6RphHRokFzSUj4jPT2dmpoaGhsbMTY2xtjYGJlMRkBAAFVVVZiamqKmpoadnR0dHR0MDg5SX1+Pl5cXjY2NghsxMjIiJqZGRkbCOGlmZkZ7ezsqKipkZGQIS6C6uroY/0+cOJHU1FR0dXVFvsXMzIze3l709PRYvHgxc+fOZeLEiRw9ehQNDQ1aW1tFBiknJ0fItKRniZ2dHRMnTiQ2Npa0tDShrZVu6ACRkZHIZDLB1VBZuXLlN6qqqjx9+pTY2Fjy8/PJysoiJiaGS5cuiWqGNOK+f/8+d+7cwcnJiYSEBNF1y8zMJDk5mdbWVmbPns3p06dpbm5GSUmJK1eu8ODBAzo7OzE0NOT+/fvcvHmTrKwsCgsLxcvZ1dUVOzs7RkdHBeJUOrHo6enh4+NDQUEBb7zxhjgxdnR08MYbb9Dc3CxGHePHj6exsZHo6Gi6uroYP3489vb2jI2N8fHHH6OtrY27uzvGxsb8/vvv6OnpkZ6ezv79+8nLy2PFihUi3Obp6UlERAReXl7o6uoSFBREZmYmAQEBmJub09HRIYAj9+7dw9fXl/b2dpydnTl+/DhLly6lp6eH7u5u1qxZI74E+fn5YvXg6+uLo6OjsPrU1dWJL4IEGCkrKxN8dMlwZW1tzcSJEwVKVaFQoKamxqtXr/Dy8sLd3V3cVDds2EBrayvZ2dmoq6tTWlqKq6srQUFB4sFta2tLYWEhdnZ2IgBz8OBBTExM0NPTIzIykpSUFPHQAMjLy8PAwAC5XI6FhQWZmZl89dVX4rTe0NCAiYkJW7Zs4erVqxgbGwsk4bvvvktlZSXffPMNxsbG4qbu6upKdHS0CLqZmZnR0NAgIDp37txh9erV2NjY0NjYKHIUqqqq2NrakpaWxuDgICYmJly8eJGVK1eSlJTEggULMDY2Jjo6GisrK8FX/vzzz8VIXXrRDA4OYmdnx6xZs9DT0xNe7fHjxwuWgJaWFhUVFSxdupSGhgbxszYyMqK5uZlx48ZhYGDAokWLKCkpQUtLS+w+peyBNL3q6+sjNzeXuXPn0tDQwIwZM0RuYebMmZSXlws3t7OzM/fv30dVVZXu7m6hNywuLmb9+vWkpqYSGRmJrq4uDx8+5NGjR9TW1hIREUFNTQ1lZWV0d3ejpqbGvXv3BPJRygcoKSmJsJW/v7/ICjg5OdHR0UFAQAAmJiYoKytz7do1rK2tMTExETvPlJQUvv/+e4FIvX79Ol1dXZSXl1NcXEx1dTUvX77k+fPnGBkZER0dzalTp3B2dmZsbIy0tDRhn8rOziYlJQVLS0tUVFTEw3XWrFnExMRw/Phx1NTUyMjIoLq6Gjc3N27fvk1dXR2VlZVipNzS0oK7uzsLFiygtraWBQsWMDw8TFtbG4B44EugEmNjY+bPn09hYSG2trYoKyvz4sULJk2ahIWFBRoaGkK8IV1SPD09RVhTCubq6Ohga2uLtbU1bW1t1NbWYm9vT0REBOPHjxfVUekW3d7eTnR0NLdv38bX11f45/X09MjOzqaxsRFbW1vCwsKEHMjLy4sLFy5gbGxMcnIyISEhyOVyNm/ezIULF5g8eTK9vb1Mnz6dsbExtmzZwvLly1FWViYsLIxnz54RHh5OTU0Na9eu5fr16/j7++Pu7k5AQABDQ0OiqiZ9t/T19fHz82PSpEkoFAp6e3vFPlwK2BkYGKCkpMT8+fPx9/dn1qxZjI6OCrqkxNPX19fH0dGRlJQUcnNzxTozIyOD0tJS1NTUaGpqwtzcnKlTp5Kamkp7e7tgFEhGM1NTU5KTk5k+fTr5+fk4OzuTmJiIioqKmBRLn7HMzEx6e3s5ffo048ePp66ujqqqKl6+fEleXp6QPqmrq6OioiJshpKiV5o4NDU1ERYWRlBQED/88AOPHj2is7OTtrY2Xr9+LSyFgLiMtrS0EBERQWJiIrGxsTg4OIjbPYCdnZ2YcEqZKikorHTmzJmxnJwciouLMTc35/79+0yaNAlzc3Pu3LlDTEwMX375JW+99RYXL17k559/5uLFi9ja2nLz5k2OHj3K48ePRe9v5cqVfPnll1RUVHD69Gn++usv6uvr+eijj0hKSqK5uRk9PT3hfY6KimJkZITCwkLKy8uZMGECmZmZODg4oKSkRFZWFu+//z5VVVVoa2sLDGZUVBQApaWl9Pb2ihvqV199hb29PcuWLePAgQP4+/uza9cutm3bxs2bN8W4qr6+Hm9vb3FKqq6uFipPuVwuVJiRkZHk5OQQFhYmbq9KSkqia+rn50dRURH19fXMnz+fzMxMWlpa0NbWZuvWrWzdupU5c+Zw4sQJnJ2dCQsLE37V7u5uvL29xemroqICIyMj3nnnHQwMDHj77bextLQkICAAZ2dnUlNT6e/vJysri5SUFKr/l2u+YsUK6urquHv3Ltu2bePw4cNERUWRk5ODtbW1kIdIlbp3332XgoICcfuSEIjLly8nMjKSjo4OduzYwf79+8nIyCAiIoLffvtNgCL27NnDsmXLKC0tpaioiG+++YaCggKcnJwYP348CQkJ3Lx5k8mTJ9PZ2UlXVxfe3t4CEaiqqoqZmRkhISGYmJiwa9cu8XmTDgcRERHcuHGDadOm8eDBA1xcXHB1deXx48c0NzdTVlbG2bNnaWlpoaOjg9LSUi5cuMDevXv5/vvv+eCDDxgYGBBJWx8fH4yMjITSU3rgxsTEEBsbS0lJiRiRv/POOzQ2NvL69Ws+/vhj3njjDVRVVXnnnXeEDSg3NxdPT0+MjY3JyMjAx8eHlJQUamtrRee0rKyMy5cv89ZbbxEVFUV4eDjTp0+nvb2d1atXk5qayuvXr1FWVhaiECcnJ5qbm7l8+TKVlZVYWFjQ0tIiNK0REREsX76clpYWQkJChCu7pKQEfX19YmJisLS0RF1dndWrV/PTTz+xefNmHjx4gKGhoQiivXz5UnDMJWRmU1MTbW1t/Pbbb8ybN0/sIGNjY/nxxx+ZN28elZWVbNiwgZSUFAYGBrh16xampqbCMT9r1iyUlZVFHUeqgO3cuZOvvvqK6upq0tLSyM7OZsOGDdy9e5fFixdTUlLChg0b+PPPP4Vr2MbGBmdnZ+rq6njw4AFHjx5ly5YtGBoa0tTUhKWlJQcPHhQ98qlTp4pqnDTFmTdvHikpKbS1tSGTyXjx4gUzZsxgxowZ4qYmEQTLysrE6P7EiRNs3rxZhK8yMzNZvHgxCoWC4uJixo0bJ26PAQEBPHjwgPfee0/wuc+dO0dTU5PgUH/22WeUlJQwPDzMwoUL2blzJ7m5uezatYvLly/zxRdf8OOPPzI0NMSiRYuYP3++APJUVlZy4MABjh49KsLBEtJ04cKFfP3118ycORMjIyPWrl3LhAkT+PDDD4mJiRHrH+n3efXqVYaGhkQX/uTJk3R2doqXy+7du6murmb37t2cOXOGI0eOoKGhQVNTE4aGhvT29rJgwQJqamoAmD59OufOnRNGPplMxqxZszh79ixPnz4lKChIkB61tbVFdufIkSMcPnyYoKAgAgMDhaVR8lRYW1vz66+/kpCQwM8//ywCZUVFRTQ1NTE2NiaImK9evcLAwICIiAiGh4eJiYnhwYMH1NfXY2pq+l9J+4SEBNauXUtubi5Lly7F39+fqqoqLC0thYHy0qVLQssbExMjfhahoaFoaWlhY2PD8+fPcXFxEcQ4Dw8PBgcHuXv3riAHTpw4keTkZGQyGba2tqipqTFr1iz27t3L9OnT0dTUJDExkR07dnD16lUePnzIwoULyc3NxcvLS5gxGxsbcXNz49WrVygVFRWNSQIEVVVVbty4gYWFhTBM9fX1YWdnJ06CM2bMoLCwUDCt4T8J88bGRjIyMlBSUmL27Nnk5uYSHBxMeXm52Kn19fXR0NCAi4sLLS0tYgwkJbwNDAwoKiqirq4OhUIhfKdeXl7cuHFDID+lHabUXZUK9FKizt7eHn19feH2LiwsxNDQUIzRU1JSCAkJYXh4GLlcTkJCAhoaGtja2jIwMEB9fb3AT3p4eAi7jWQtGzduHAEBAUI0YGJiQllZGdXV1dTU1ODu7o6pqSn6+vqcPHkSuVxOb28v5ubm2Nvb09fXJzqV2dnZjIyMEBoaikKhwNzcnJycHEpKSpg8eTLFxcX09fWJl2pJSQmdnZ3ExsZiaWmJo6OjuI1L41aZTIaDgwPh4eG8ePGCrKws5HI5bW1thIWF0d7eLsZrDx48QFNTk0ePHonbQ1tbGykpKfj4+GBiYiIqZVJ+QaFQiNpVamqqSIuGh4eTlJTERx99JHCur1+/Rl9fn/j4eEJDQyktLcXKykrgK6UaTHV1NUpKSuImrKKiIhzBFy5cwNDQUPhny8rKmDZtGvfv3xcTmZKSEhoaGhgYGGD+/Pnk5+ejoqIi9vfvv/8+d+7cYXh4GBsbG2pqarC3t+f48eOYmJjQ1NRESEgIFRUVGBsbC3FDZWUlrq6uDA4OYm1tTX19PStWrCAxMRFVVVU6OjpQKBTAf+qPEs/AyckJa2trASuRsI5GRkbU1NSIB0VQUBAlJSX09PQwfvx4gSCV6pFSUPLhw4csXbpUcN/9/PxQKBS8fPmSvr4+qqqqOH/+vGg4TJ48mfb2dtTU1EhNTRWWsAkTJlBSUoK2tjapqanMnTuXuLg45HI5VVVVrF27lqamJjo6Oti0aRPDw8OkpqaKXaCSkhIymYy5c+dSX18vpBZSLeuPP/5gwoQJHD9+XFQW/fz8aGtr488//+S9995jYGAAKTdTXFzMm2++SU5ODnZ2dlRUVJCbmyvASUuXLhWoZEmqsXjxYrZs2UJsbCy+vr48evSIJUuWcO/ePfEyk3Ix1dXVDA8P4+bmhr29Pb29vTx48ABtbW309fUFGyEmJkbgjn18fGhtbRXmpNraWjE9+uc//0lGRgaffvqpIFFpa2uLANGjR49QVlYmMTERCwsLgdpVV1fH29ubpKQkXF1dKSsr4+HDhwJ/7OTkRGRkJOrq6vzP//wPysrKFBUVie+z1OJwcXGhqKiIqVOnYmVlhampKfHx8YKj0NDQgJ6enrjhL1q0iOrqavLy8pDL5ZiYmAgO/sSJE8VIXtKq3r17FxMTE+7duycOwgB+fn5s2rQJMzMzjh49yrhx48jIyGDFihU8evSIOXPmMDAwIHDS+vr6dHd3c/v2bSEY0dLS4u2332bbtm2sWrUKDQ0NTE1NSU1NZcKECaioqJCbm0tBQQEHDhxg7ty5XLlyhSNHjhASEkJGRgZr1679f9a0Y2NjYkUA0NjYKOxpmpqaAnMt1c0kLoAE1BkcHERDQ0PkVqRpmbu7O5WVlVhZWaGmpkZDQwNPnjxhxowZmJubc+XKFUJDQ2lra6O3t5e7d+8KZ4a0ppNqvy9fvqS/v5/IyEjq6uqorq4WzRonJyfc3d3R19dHLpeL9ebg4CBz5szBwMCAmJgYli1bhsrhw4e/KS4uJiEhgcmTJ4tq0vjx4wkODhbAgSVLllBeXk5QUJAYgSUkJHDo0CHkcjkBAQEkJCTw9OlTocaLiYmhubmZsbEx1q1bh5ubG9nZ2WRlZbF9+3Zqa2spLS3l5MmT3LhxA39/f86fP09ubi6//vorpaWlHD58mPj4eLq7uzE2Nubs2bM8efJEqONqa2v58ccfUVNTw8/Pjy+++ILXr18zZ84crl27Rnd3N48fP+bly5cYGxtz+/ZtFi9eTFpaGjKZjIqKCsG7rq+vJzs7m7q6OoyMjKisrMTFxYV169YxceJE7ty5w7p16ygvLxdd1EePHuHh4cGTJ0+IjIzEwcGBsrIy7P9XzF5YWEhUVBR6enrk5eUxODgodpn29vZUVFSwceNGdu/eLTSf4eHhPH36lJ07d9LX10dRUREODg4iJOPr60tzczM+Pj4MDAxw9+5dbGxsaG9vp6Ghge+++47ExETOnTvHW2+9xfDwMN999x2xsbFUV1dz584dfHx8GBkZ4ZtvvhHqOCMjI1xcXDA3Nyc6Ohq5XE5/fz+nTp3C0tKScePGsXLlSjFZWbp0KT/88ANvvfUW7733ngC0vHz5ks8//xxzc3PGjRsnbgXd3d1iupCfn4+NjQ0ffPABHR0ddHZ2Mm3aNBwcHHj27Bk9PT08f/5chOokwIDEXB4ZGeGdd94hIyODwMBATp8+TX19PdOnT+fs2bMYGBgwe/Zs4uPjWbZsGc7Ozri7u4vbpDR6mzZtGh9++CG9vb38/PPP2NjYCGXjG2+8QXx8PB4eHlhZWYlgn4GBAQsWvLoRugAAIABJREFULODOnTt4e3ujra3N9u3bOXPmDG1tbSI4J2USXr9+zapVq3BxcWHz5s309fUJ1rShoSHt7e1C2jE0NMT9+/dxcnKioKCAyZMn8/DhQ7y8vAgMDKSgoIDW1lYB9pAEKzk5OYwbN46JEyfi4eGBo6Mjp0+f5h//+AfHjx9nbGyMK1euYGZmJihe69ato7i4mMLCQm7duoW5uTnFxcW4u7uzYcMGSkpKuHTpElVVVSxcuJDMzEy0tbVJS0tDoVCQnp7O8PAw7u7uwugVGxvL/PnzefXqFeHh4fj6+nLgwAHa29tF60M68P3111/o6uoyODiIt7c3r1+/FodXHx8fvLy8aGhoYMGCBbx+/ZqKigqGhoYEEczf3x89PT28vb3F9Cg/P5/du3ezbds2GhoaBNKzoaGBgwcPEhAQQGRkJP39/axYsYJ//OMf3L59m9HRUZqbm5kwYQLXrl3D3d2dpUuXip+3p6cnXV1d4hZ28+ZNPD09mTlzpjBydXZ2Cvf5xIkTuXz5Mm+//Tbjxo3jypUrBAcHs2HDBrS1tbG0tOTjjz/m5MmTzJkzR3z3nJ2dWbJkCT4+PqLhIGmMU1JSMDc357PPPqOiooI9e/bg7e3NlClTCAkJoaWlhba2NvLz80Ui/erVq3z22WecO3dOvLBjY2P5+eefSUxMpKWlhYaGBoyMjNDS0hKrrM8//5w5c+ZgbGzM559/Tn5+Pl999RWnT59GW1sbOzs7FAoFJ0+exMjIiGXLltHY2Ii1tTVvv/02jx49EjrX8+fPEx0dTV5eHh0dHeTl5ZGbm4tCoRDP+4qKCuzt7XF3d6eurk4wwHfu3Ck883V1dXz88ccCVevo6EhGRgbp6em4u7tz8uRJRkdHefjwIRMmTBDMcGna8csvv2BhYcH+/fvp6uoSsp0333yT3377TeyotbW1RR2vt7dXwFEkq6CNjQ0XLlygt7eXQ4cOce7cOTIzM1mzZg1lZWX89ddfbNq0CT8/P7S0tNDT0xMClt7eXlHJs7CwQElJSXTe29vbqa2t5dmzZ8jlcr744gs0NTWpqanh119/xdnZGaWNGzeOaWhocPjwYcLDw9HX1+fq1asC7LBq1SqMjIzo7Ozk6tWrzJw5kxs3brB27Vq8vb35n//5Hzw8PDAwMCAgIECcrv7++28cHBzo6uri2rVrfPTRR2Jkt3DhQpSVlZGQqGpqaty6dUuEZAoLC9myZQv19fW0tbXx8uVLbt68yZtvvim0nFI/ctq0abz11lucOXOGc+fO4erqSmBgIHFxcUyZMoW4uDiuXr2Kn58fjo6OODs78/LlS8LCwjh27JgQaXz00Uf88MMPWFtbs3HjRn7//XdkMhmenp4kJycza9YshoaG+Oyzz9i1axfDw8OkpaVhZGQk9uWS0Sk+Ph5nZ2e6urrE6TE3N5fbt29jbGxMZGQkkyZN4uLFixw/fpyysjLBIzY2NhaBNB0dHXJycqj9P4y9Z1RV59q2fVBFBKnSpElXehekiKBiUBQssUejiQUjlkQTd0xMNMao0a1RkyiKvfcaEUGwoDQpSq+CFOnS+/vj2fP+nj2+98e7fmXEMXDgWmvOeV/XeR7Hu3dUVVWxdetWGhoahCDA2NhYPNxs2bJFPMUWFxdz69YtqqurycjIYOXKleIiKNlnQkNDmThxImZmZvz5558YGxtz+fJlampq+Pbbb5k2bRqBgYHU1dWRnJzMo0ePePnyJXv37mXnzp3ExMSQn5/PnDlz+Prrr4mIiMDZ2VmAJLq6uoiJicHV1ZXGxkbmzZvHgwcPiI6OFk/Cjo6O9Pb2snz5cjZs2IC6ujoeHh68ffsWeXl5duzYweHDh3F0dKShoUGcCGtra0U9RFZWVuwNnZ2dycrKEkKHZcuWiVFxYGAg9+7dIzQ0lJMnT7Jw4UKePn3Ku3fvxIlXouANHToUHx8fQSiTEK8zZ84UMJfa2lrCw8P5+eefMTU1RVtbGzc3N1paWjAxMcHc3Jzs7GwuX77M8uXLBTp13rx5rFy5EkA8FEg/08fHh5KSEu7fv8+ECRPw8vLixo0bNDQ0CPe2ubk53t7e7N27l2PHjlFUVMTp06dF7zUkJISKigrGjh3LwMAADg4O3LlzBzMzMxQVFenv7ycqKgoLCwth1pOgPuXl5aJpoaenJ25Q0m62oaGBvr4+Zs+ezb59+xg/fjyKiop8/PhRKAUNDQ3Jy8sjPDwcZWVljh49yuTJk8XJZsGCBcTFxbFo0SK+/PJLMUXR0dHhjz/+EDkEiZBobGzMhQsXWLJkCdeuXWPVqlWYmJgwefJkCgoKaGxsZOLEiTx79owRI0YQHx/PypUrqa6u5tSpUwQEBDBixAgx8pdUqZLEw9nZmfz8fPT09Lhx4wYlJSUoKCjw2WefCXpZb2+vAMe4urpSXl6Ok5MTW7duxdHRESUlJeTk5Lh9+zbbtm3j999/JzAwEGVlZS5cuMDixYspLi4mICCA1NRULC0taWtrQ0lJidevX2NiYkJfXx/Nzc3MmjWLvr4+4uPjGTVqlJhOHjt2TFgKhw8fjpeXFy9evBD8BWtra7q7u+nu7mZgYECMZKVO88DAgGB+5+fns3DhQlpaWqioqODLL78UyXOJMujv7y+qm2FhYdjZ2XH37l28vb3p7+/H1taWZcuW4eLiwtChQ8X4187OjoyMDBQUFMjMzKShoYFNmzbx9u1bPvnkE6Kjo8V0oqGhgXv37uHt7Y2Wlhaenp7s2rULf39/YR8cPXo0BgYGnDt3jjdv3hASEkJrays1NTXMmjVLWBazsrKE39zDw4Nnz56hrKwsYDz79+9n0qRJZGZmsnjxYmpra8WpWdLgOjs7c/jwYRwcHNi4cSM7duxAXl6eoqIilixZwvXr12lsbOTAgQPs3LmTr776ilmzZrFv3z7x8yIiIlBRUcHIyEiQH01NTcnNzaW1tVU4AiS5R2VlJQsWLCA7O5uAgAD+/vtvmpqaOHv2LMePH8fV1ZWIiAju3r37P60J/tPD/n95SRUFJSUlqqqqRC1BXl4edXV1cnNzBXhAXl5enAQlkIiCggLd3d0CUi+NpeTk5NDQ0KCvr4/6+npGjRqFsbGx4HHD/6TLk5OTmThxIvLy8rS2tlJRUYGVlZUYB0k3M0kwIQFLJBmBZM/Jz88XXU/JYmRra0teXh4jR44UY1yA9vZ2AciXLoB1dXXU1tZSW1uLu7s7CQkJqKmpiQqMNK6XCvNycnKoqakJ/7JEGdPR0RF/l7Q/k+hOZWVljBo1SuxSa2trRfigqamJtrY2DA0NefLkCTY2NsjKyqKrq0tTUxMDAwPIyMjw8eNH9PX1RQVFSUlJ1MZkZGTEA5IEK9DV1UVHR0ckJqUUr46ODg0NDeKGJk0gdHR0xIfQxsZG1PQ0NDSELF6q8snJyQlbk6Rtlfq0mZmZInE8dOhQNDQ0aGxsxMTEhIKCAnGqlv4NpX2bgYEBtbW1WFhYUF5eLrqW9fX14vcfOnQoHz58EFWswcFB3N3dBUGrtrZW0I7evXuHmZmZ+BkS7ECq9kkNAyk4YmhoKABDkjtc8kH/70Rud3e3sBpJzH0JOiT9mfSSVg0qKirU1NSI6qDUa+/v70dZWZkPHz6goKDAmDFjKC0tpaenBzk5OWFxcnd3x8rKiqdPn2JoaCi+S42NjcJG1NPTg5aWlvBjJyUlMWLECI4cOUJVVRVz587l5cuXqKmpCYa45KK2trYWdrQPHz5QUVFBVVWVAJ2kpKRw6NAhNDQ0KC8vx8jICF1dXVE5lFLHHR0deHp60t7eLtYkUlNDqlSpq6uTl5dHb2+vqCm1t7fz/v17cnJyxCldgu1I6wkVFRWGDh0qvu+SUW3Hjh2MHDmSgoICBgYGxOpJutlZWFhQW1tLf38/Q4cOFSa9vr4+uru7yc3NxcXFhcbGRhGsysjIoKysDC0tLcr+492WGPvW1tbi/TMwMKCiooLBwUEBjDIwMMDT01PUkKRV3fPnz9HT0/svS111dbWoIP7vMFVlZaUwW/X39zN69GhR1cvNzcXIyIj379+jqalJbm4ug4OD2NnZISsrK67lDQ0NaGpqCnSzvr4+eXl5ODs7k5ubi6qqqvjsSEGq9vZ2hg4dipmZGa9fvxZY056eHtHm8ff358GDByIz8Pr1a3p7e5GVlcXU1FT08K2trUlPT6ezsxN9fX0R1n316tX/9X40e/Zs+vr6hO/8w4cPovYrBVT19PRE4lxeXl58luvr60XlVDokSJ8zOTk5jIyMRMVQCp11dnZiZGREQ0MDCgoKomWirq6OsbExRkZG6Onpoaenx8ePH0UWQ6r76enpCWugpDj93xhpS0tLioqKMDAwoKWlhZKSEoyMjATtTUNDAzk3N7dt586d4/Xr19TW1gL/g30LDg5GW1sbY2NjIiMjsba2xsvLiyFDhhAaGoqRkRFubm6YmZkRERFBcXExlpaWGBkZkZOTg7m5Ob6+vuJnaGtri5FYb28vHz58EPtGiTCkoaGBiooKc+bM4cqVK+JNc3NzE0i8Fy9e8PTpU2pqajAwMBAikWvXrmFnZ4eZmRk6OjpcvXqVxYsX09LSwvPnz/njjz+4e/eu2B/Z2tqKXnVDQwN1dXVUVFRw6dIlfH192bhxI83NzdjY2PDq1SuSkpJYu3YtO3fupLi4WMTxtbS0KC4upqenh/r6erKysigqKuLKlStMnDiRCxcuEBwcTHx8PBs3biQ+Pl78vVLc/+zZs6xZs4Y1a9awb98+nj59SnJyMhkZGaSnpyMjI0NaWhoqKioEBAQQGxuLr68vvb29gvCjr6/PmTNnCA4OZvr06ezevZvQ0FBaWlo4dOgQzc3NIhR2+fJlQkJCsLW1JSMjg0mTJpGdnc3MmTO5fPky7969Q0NDAwMDA/Flio6OFpOFEydOiIpabW0tQUFBaGtrM2rUKIYPH05HR4eYJiQnJ5OZmQnAhAkTOHr0KJqammRlZYkkr1RdKSgoQEZGhl9//RUXFxe6uroYOXIkjx49wsLCgk2bNtHc3IyTkxN//PEHTk5OaGho8P79e4qLi8nJyaGgoAALCwsuXbqEpaWlUELGxcWRnZ3NsmXLCAoK4ueff0ZDQ4OjR4/i6enJjRs3aGxs5OLFi3h4eJCUlERmZiZVVVU0NjbS2tqKjo4OixcvFshC6QapqqpKfX09f/75J2VlZWzatImcnBzR7z116hSOjo7Y29uLqpexsTG5ubkiFFhXV0djY6O44K9Zs4aCggJkZWVpaGggOTlZGL/mzp1LRUUFNjY2BAUF8fLlS/r6+rhw4QILFy7k/PnzAn8qLy+PpaUl8fHxbN++nW+//ZaFCxfi6ekp2gcPHjzghx9+YOzYsXR3d3Po0CEOHjzIhg0bGDJkCFu2bOGHH35gypQplJeXs3z5ctTV1fnmm28oKytDXV2dTZs24e7uzpdffsnQoUPJyMhg2bJlODg48OTJE44ePYqXlxdxcXEUFRURERFBWVkZR44cYcaMGezdu5fAwECKioq4deuW8HS7u7vT19fHkydPGDt2LJ999hkyMjIEBwfT2NjIX3/9RVVVFTNmzCAoKIiysjIsLS05duwYdnZ2zJ49GzMzM6ZNm8bVq1c5d+4cX331FRoaGvz222+UlZVRX1/PP//8Q3Z2NleuXBHh1uvXrzNy5EiuXr2KoaEhp06dIjExkeLiYn766Sf++ecfpk6dSkJCAhUVFWIPO2XKFAoLC/n++++xsrJi9OjRWFlZ8dNPP4kOs6QxjYmJ4e7du6xbt04klwsKCqisrOT777+npqaGxMRETpw4gZeXF6qqqsKCdv/+fSFsqq2tJS0tjaFDhxIVFcXQoUOpqKhg3759mJqaCtvU119/jbu7Ox0dHSJDIlXdAMaNGyfqnnv27BEa0Pv371NZWcng4KDIGsTExHDixAnOnz/P6NGjGTVqlEBaV1dXU1paipaWFikpKVy/fp3IyEiePHmCnZ0dvr6+PHjwAAsLC9HHbm9vZ9q0aWJiW1dXh4KCAiUlJQQGBrJu3To8PDwYM2YMmzdv5scff0RNTY3y8nImT57M3Llz+eWXX1BWVqampob29nbGjBnD6tWr0dHRITg4mIMHD/Lo0SP++usvMZreu3cvkyZN4vPPP+fIkSPi+qWlpcXatWvFwWvp0qV4eXmJ1sfdu3exs7Nj6dKlXL9+nXPnzlFaWsqbN28wMTEhOTmZ+Ph4MjIyePToEaampqSlpTFs2DCam5s5f/48ZWVlVFRUcPXqVTFJjY+Pp6enh9u3b4smRnl5Odra2v8fmvT/9dXW1iagDa2trfT19QmKjzSilEAM1dXVwsZTW1tL2X9cw9LFvbW1lY6ODtTU1AToo6CgADc3N549eyaCBAsXLuTIkSP4+vpSUlIiYCLl5eXi5CU5hp89e4aVlRU6OjqkpqbS1tZGQkICy5YtEx1tiVr18eNH0XmUlZVFU1OT5uZmSkpKUFVVpaqqiuLiYuzs7ARyUToFSR27wsJCARUxNjZGRUVFnAqqqqrEE7gUDsrPz2fMmDHo6OiIBxTpCbKlpYUxY8aQk5NDXV0dysrKWFlZ8eWXX5KZmcn79++Jj49HVlaWsLAwcZEfNmwYCgoK6Ovri9FjeXm5CGpJ2NP29nY8PDyIiYlBT09PnJQlLKuCggLPnj0T9ikfHx9Rnbp48SKenp7cvXtXJJmlk430njc1NaGrq0tiYiLq6uoMDAyIBzGJey0jI8OIESMoKipiypQpPH/+XPS7bW1tBSoToLy8HCUlJVpbW4V/PDIyUlTNJDiJhFSVXlLYp7e3F3t7exEikTCpZmZmYpojvR+FhYWYmJigra2NvLw8ubm5DBs2jPfv3wufto2NjeAWSyntrKws5s6dS0JCAt3d3SKYJzmgJW9ybm4u7u7uInTU3d2NgYGBkFTcvn1bqCGlSYTkZ6+vrxffuZqaGgFhkPbwioqKWFhYYGtrS2JiIhs3biQpKYlRo0ahrKxMe3s7NjY2tLe3C8RvU1OTgKr4+/sjKytLXV0d48aNY+bMmYIH39DQIOomfX19WFpaYm1tLT7j0i6+p6cHc3NzEhMTRRXy3r17NDU1iZqOvLw8MjIyODo68ubNG+FmlnroUjXRwcEBXV1dLl68yLhx48jLy8Pb25uy/3iQJQ6Crq4u8D8Etu7ubjQ1NbG2tqakpIT8/HzU1NSws7MTGN6+vj5kZWVpaWkR9DsXFxdaW1uRk5PD39+fV69eYWhoSEFBAYaGhgwODgp5SHt7O9XV1SIR7+vry7t373BwcGDDhg34+vpia2vLkydPcHFxobCwUPThvb29qa2txcTEhPr6eqqrq/n48SMLFizgzZs39PX1iVZAQ0MDioqKjBw5klevXjF69Gg+fPiAiYkJWlpajBw5kri4OFRVVcVIt6ysjMmTJ4vrkTQRGTdunHgw7OzspLm5WYQ+dXV1GRgYoL6+HkVFRVJTU8U0srm5GXl5eUaNGiVARsXFxaioqNDR0YGpqSm6urq8fPkSFxcXXr58KTzbEuxIqr9J6tfq6mrRWW9sbBSfnyFDhqCkpCTQu9nZ2RgaGmJpaUlmZibTpk3j/fv3Avrj4uLCixcvcHFxEeHgqqoquru7xVQ1KyuLSZMmUVBQwJgxY/j48SMAOTk5WFlZiQpcY2MjxsbGjBw5ElNTUx49egSAqampaKdIN+xJkyZRWFgopCqlpaXIycmhp6eHr68vKioqAhaUlpaGr68vGRkZqKurC9BMR0eHWL/Z2dmJQ7KGhgbFxcVi/ebv78+QIUPIy8sT15S+vj5kFixYMHju3DlsbGzIy8sDEIpE6YYsjRWlLu+lS5dQVVXFwMAAd3d3wRiWRk537twhMjJSpGpv3brF+vXrKSsr4/Hjx4KnOjg4KLjYCgoKGBgYMG/ePCFs0NXV5fXr12hqalJaWkprayuTJk0iMTGRp0+fYm1tLWQbUhK0t7cXf39/0tPTKSsrIywsjHv37qGpqSlg9FOnTkVZWZn4+HiBG1RUVERHR4eHDx9iZWWFn58f/f39zJo1i3v37pGWlkZQUBCJiYk4ODjg5OQkuLUSHL65uVnszd69e8fo0aNJSEhgz549REREcPjwYTIyMpCXl+f9+/c0NDTw8OFDIiIi8Pf3p76+HgsLC8rKysSI5vLly8yYMUMEcGRlZXn79i0VFRUUFhYSEBBAQ0MDFhYW6Ovr4+npSUxMDJmZmbi7u5OamoqPjw+9vb0iMOTm5iZANufPn2fp0qXk5eWRn5+Pg4MDBgYGxMbGEh4ezunTp7GysiImJobp06ejr6+Pnp4eJ0+eZMaMGWKyIgEsJNCAZKySRvaDg4MkJSVhZ2eHhoYGzs7Ogrom1f3q6urIzc3F0tKS0aNHi5Nrc3MzCQkJmJqaUldXJ+h64eHhpKeno6urS1ZWFi4uLgwMDJCUlERtbS06Ojq0t7eL3qOCggLXrl1j9+7d5ObmMnHiRN68eSOqchLUQlLd2dvbk52dTXZ2tsgkVFVV4ePjI1L1UuVCwiR+8cUX5ObmihTt48ePRTDL3NwceXl5bG1thetbyhHExcXh5OQkTlhaWlq0tLSILm5mZib6+vr8+uuvIjkr6Thramq4ceMGY8eORUNDA3V1dfGwYGBgIHSRdXV1gs/u4uJCS0sL3t7exMbG4unpSWJiIlOnThWBInNzc27fvk18fDyBgYH09vaKU4+DgwPl5eV0dHRQWFiIhYUFr1+/ZsKECaJW6efnx+DgIKtWreLKlSuoqqoiJydHdnY28vLyjBs3jurqambOnMmOHTvYtGkT586dE3tuyT+sr6/Pp59+yt69e4mJiSE8PFzoK8+cOSPwjTk5OSgrKwuRkZaWFv39/RQWFjJ69GgRlpJCq9bW1uI6YGhoiJaWFt7e3uJUGxkZSVJSEp2dnaSkpFBdXc3nn3/OjRs3UFNTY/Xq1UK7OW3aNKZMmSKS5ubm5ty6dYuvvvqK1NRUsrOzWbBggQCz/PXXXwCYm5tTVlbGtGnT0NXVZerUqWzdulVMl/z8/CgsLOTJkycEBgYSGxtLaGgoDx48ICwsTJiz5syZw759++jv7xfpY19fX4qKiujt7aWiooLVq1ejqanJ4cOHKSgoYMSIEbi4uFBaWkpZWRn29vbcuXMHT09PXr16JapFkvNBWpPJy8uL9o4EA3ny5AkzZsxARkZGoDS7urqoq6sTI+KPHz8yb948kW9YsWIFN27cEJ/18PBw9PX1uX37tggTGhkZ8cknn3D27FmSk5NZv349GRkZNDY28tNPP3HkyBHBvkhJScHe3p7U1FTk5eWRl5enrKxMKEhnz55NTU2NePA5evQoL168ENOvS5cuibxBf38/n376KTExMbx//57o6Gj279/P8ePHhSXO1dWVnJwc+vv7KS4u5tGjRxw4cID58+cLOqQU5h4yZAi5ubmMHj1a8DL+9yoMEHS7/9uro6OD/v5+5O7evbstLy+PpKQk7O3tWbBgAUuWLGFgYABXV1ciIyNxcXGhr6+PnJwcgoODmTRpEurq6oL/LYm63dzcGDp0KNu3b6eiooLXr1+zePFiHjx4QEBAAEOHDiU3N5f29nb27NnDy5cvuXPnDjY2Nujq6or95ZEjR0hKSmLhwoWcPXuWJUuWkJiYiJqamjgpTp48mYSEBAD6+/uZMmWK0BumpaUxMDBAamoqZmZm6Orq4u3tzenTp5k2bRoWFhZERUUJi5RUk4iJiRG7KemDJqUg9+/fLwJAEmJwcHCQuLg4KisrOX78OH19faICFhISQldXF3///TdLly5lxowZKCgokJ2dTWZmJkOGDOHevXvY2dmhrKzM06dP6ezsJC0tjcOHDzNs2DD++usvWltbOXz4sPAIb9iwgcWLFxMWFoaysjIPHjygra0NX19fUbGQQg6SUCExMZGWlhbq6+upqKhg9+7dREdHM27cOCwtLcnLy0NRUZHJkycTFRVFSEgIampqxMXFce7cOXx8fJgzZw719fWsX7+ejRs38t1335Gfn090dLTAvpaUlODk5ERfX5/QPVpbW/PXX39RXV0tbpqjR4+mtLQUJycnvv32WwIDA7lx4wbq6urk5+ezaNEiPnz4wLVr16itrWXLli1oa2sLCEFISAjLli0TmsyKigq8vb3FRKOpqQkXFxdGjRqFs7Mz1tbWjBgxgsTERLS0tHj8+DG9vb20tbVx/Phx1q1bh5GREQ4ODhgZGQmRyL59+7C2tqapqYnp06cLZOa1a9dYu3Yt1dXVKCgoYGFhwYQJE5CVleXYsWNMmTKFxsZGioqKRGimp6eHSZMm4ebmxv3792ltbWXz5s1oaGgIMEtrayu+vr50d3fT0dHB8uXLiY+Px97enq6uLhQUFNi7dy/5+fl8/vnnGBsbi/7yF198IcIqUm5CIrTl5+eLnV5hYaHwsL9+/ZpDhw7R2NgoBDg+Pj5ER0dTV1dHZGQkR48epbKyUtSlJGBLfX39fyVgjYyMqK6u5sKFCyIINmLECH755RcePnyIhYUFvb29lJeXU1xcTHh4uAg7ZmVlMXr0aJEH2b17N9ra2ty/fx8lJSU2bNjA1atXOXnyJOHh4VhYWPDx40eKiooElev27duYmZmhoKBARkYGQUFBIrz32WefYWFhIcJIxcXFJCQkEBISwp07dxg7dizTpk2jurqa9evXC8iMnZ0dwcHBHDt2DENDQ+zt7Zk7dy7h4eGMHz+e1NRUtLS0yMrKwsrKio6ODhwdHYUVS1Ik9vX1ERoayp07d8SUZeXKlRgbGxMWFkZNTQ2LFi1CT08PR0dH3r17x7Bhw8R3c+fOnfT39wuewIkTJ9i/fz9//fUXn332GXJycvzwww9MmjRJkPjCwsKQl5cX+/tXr17R3NxMTk4O2tra7N27l+zsbCGq6eiVHfp+AAAgAElEQVToICgoSHTtLS0t2bhxI9OmTRN8+nXr1rFy5Upu3ryJqqoq6urqbN68WRAnS0tLRcZFYtNbW1sTHByMgYEB3d3dxMfH8+WXX2Jvby/yEOPHj6exsRFdXV2RhG9vb8fLywt1dXUuXbrEzZs3aWhooLKykj179lBbW8uVK1eIiooiNDSU58+fExoayoEDB7hy5QqhoaHMmTOHixcvUllZyeLFi4mOjubKlStYWFjw/v17ysvLcXV1paSkRAhQuru7Wbx4MatWrcLV1ZUhQ4aI/IWuri7Dhg3D3NyczMxMBgcHCQoKYs6cOaxZswYnJyc0NTW5cOEC6enpvHz5ktmzZ/P27VsuXbqEjIwMT5484cmTJ+JQunv3buLi4ujo6ODBgwcMDAwQFxeHjo4OYWFhODs7s3fvXu7evYuamhoyQUFBg83NzaSmpv7/7upffvmlEAz09/cTExPDhw8fKCwsJDAwEAcHB0F3kpOTIy0tjXfv3tHa2sqnn37Khw8fSEpKYs+ePTx48ID6+npUVFTEDkPaKXd3d9PT00NoaCiHDx/GwMAAPz8/WltbefXqFV5eXsTExIgy/caNG0X4ysrKipqaGhHikUInbW1tGBsbo6amRnp6OsbGxiQnJ2NjYyNOUYqKimRnZ5OUlCSqQlLQx8rKip07d7JhwwZxsU5NTRU4UIngZmpqypkzZ1izZg3V1dVi5J+fn09HRwd+fn78888/jB8/noKCAjQ1NVFTUyM1NVWIFszNzZkzZw4TJkwgPz9fsKZ/+eUXTE1NsbKywtjYGD09PQoLC+nr6yMzM5O2tjZUVVWxsrLi9evXIgShoqIiAh15eXniPfPx8WFwcJCLFy8SGBhIZ2enGMVLJ53y8nJmz55NbGyswCsmJiZy/vx5lJWVSUtLw9HRkRcvXlBVVSVuYFLDoKamhqVLlwrG9JAhQ7h9+zbl5eWYm5szcuRIVFVVKS8vx9bWVuQSfv31V6ZPn05ycjITJkzA29ubhw8fCrTtkydPGDVqFBkZGXh5eREfH4+Li4vY448YMUKMss3MzNi6dSuzZ8/G2NiY58+f4+7uLmhsEqO4tLSUb775huvXrxMSEkJubi69vb04OTnR29srgo1KSkqsWLGCyMhIXr16xcyZMwWDefjw4Tx+/FhwuHV0dEQIra+vj+DgYM6ePcvSpUt5+fIl/f392NnZ0dHRIVC4w4cPJzY2ViTFFRUVcXR0JCkpSZyK6+rqePz4MQYGBrS1teHq6kpbWxu2trai2iYFFJOTk0W6W/qsXLx4EVNTUxYvXsy7d+/o6+ujqKgIc3NzdHR0hPLV3t6e/Px8MjIy8Pb25s8//6StrY3du3ejp6eHoaEhy5YtEzpYIyMjsrOzuX37Nlu3buXly5cA4ibn7+9Pamoqubm5DAwM4OLiwtGjRwWRTnrNmjWL9vZ2UYNzdXVl3rx5tLS0MGHCBOGd3r59O01NTXR2dlJfXy/UvVLW5dy5cwDC6y2FXefNm0dBQYFAd7q6unL58mXWrVsnbhLNzc08f/6cZ8+e/dd1UFtbm/DwcBYsWEB8fLzgkw8bNgxTU1Osra3FZ1NNTU2AlKTJTHx8PK6urqI2JrUpFBQUiIuLIzk5mZUrV1JZWcmkSZPw9fWlp6eH33//ncLCQhQUFGhpaaGvrw95eXkRfF27di0DAwOkp6fT0tLC3bt3UVFRwd3dnUePHnHkyBGuXLnCb7/9xu3bt2lpaeHKlSsYGRkRFxeHiYkJoaGhVFRU4O/vz+vXr7G3txd996dPn1JZWYmpqSlOTk5MnTqVdevW8fvvv3P27FlsbGw4efIk7u7uAvXb3d0tqpVeXl7i/xsbGwtlpaGhIf39/XR1dfHmzRsxDQPEjldyhVdUVODg4MCKFSsoLS2lsrJSBM1evHjB8ePH+eOPP0TocdGiRbx69QozMzOePHkiMhaysrIsXLiQpqYmpkyZIt7buLg4xo0bR11dHdnZ2UycOFHYxaT7iIqKigiBSarf2NhYHB0daWlpYfTo0ejq6goYjbTe9fb2ZvPmzbS3twui3tatW9m+fTum/7GDjRw5Uoy+bW1t8fPz49q1a+jq6jJq1CiysrLw8/Ojp6eH8vJy5Ly8vLZt27YNNzc3fvnlF0JCQqiuriY1NZWUlBSeP39OVVUV7u7uwnlaVlbGxIkTsbOzw8nJieLiYiE/d3Z2xtzcHC8vL549e8by5ct5+fIld+/eFSEAU1NTYVvJyMhAWVkZFRUVjh8/zurVq7lw4YLoPxYWFoonGT8/Px4+fEhwcDAZGRloa2vj7e1NSkoKU6ZMoaamBi8vL7y8vOjs7CQpKQlLS0shRLCyskJBQYFffvlF1KkMDQ35+eefxY3Q1taW4cOH8/3336OkpISVlRUjR44kPj5eSETu37+PlZUVmpqadHd3o6WlhZGREWfPniUuLk5USSTubn19PbW1taxZs4Zbt27R1NREd3c3169fx8zMjMrKSsrKynjw4AE5OTl89913JCcnU1paiq+vL0FBQWzevJm0tDRSUlIoKSkRfNyvvvoKHx8fampq/qvzGBsbS0JCAl5eXkRFRTFnzhz2799PQ0MDK1asYMSIEWzZsgVbW1thUPryyy85evSoEEC4uLigq6tLXl4eW7ZsoaCggOLiYnbt2iW6vLdv38bGxkZc1FJTUzl+/Dj19fXExcVRUVHBnDlzBA5z586dyMrKcv78eUpLSzl//jz6+vr4+fnx3XffER4ezvXr1ykvLyc0NJTa2lqWL1/OpEmTuHXrFtu2bSM3N5f9+/cL25Kenh75+fns2rVLnHq2bNmCgoICYWFhxMbGUlpaKmQXsrKyYt927Ngxnj9/Lr4cN27cwNvbmw0bNpCWloafnx+nTp2ivLyckydPMmrUKFRVVVmyZAkWFhYoKCiI3buGhga2trb09vZy69Yt0tPTxe9y5swZkYEoKCgQO8O5c+cyc+ZMSktLOX36NCNGjKCtrY3Lly8L0l9ubi537tzB1NRUdEVtbGy4cOECjx49Yt68ecJoVVBQwIsXLxg/fjxHjx5l0qRJmJiYsG/fPn7++WfS09Px8PDA0tKS/fv309zczLfffovpfyxwWVlZAiiir6/PuHHjcHJy4s2bN7S2tlJUVMSlS5dITEzkzZs3mJqasnnzZjZu3MjRo0fR19cnIiKCb775hokTJ7JgwQI8PDxobW3lzJkzQn7x8OFDzMzMsLOzE2znkJAQwdx/9eoVCQkJ+Pj4cPXqVfr6+sjKykJbW5sNGzYAsHTpUtzc3Jg/fz4lJSWkpKSgp6fHjz/+yPPnz5kyZYowu12+fJnZs2czffp03r59i5mZGWpqamzbtk1kbgYHBxk7dizq6ur88ccfoi8dFBTEqFGjRJBVQ0NDMPkfPXpEYGAgbW1tWFlZkZKSQllZGf7+/owfP56qqipCQ0OxtramsLCQiIgIuru7hfDBxMSEr7/+Gnt7e0JCQoiLixMVtoiICGRlZcWhRjqlBQUF4e/vz/3791FQUEBOTo6mpiZsbW1ZsGABI0aMoKCggFmzZpGZmUlaWhrTp09HQUGBzz//nLS0NA4ePCj0tm5ubvj6+hIXF0dQUJCY/nl7e1NSUsLq1avp7OwkIyNDENt27NjxX5zs8vJyZsyYIbjxY8eORVtbm7q6OkJDQ7l58yZ79uyhoKCAvLw83r59i46OjkC6NjQ0EBkZKd5LKbS1f/9+zp07x7Nnz7h9+zZhYWE0NTWxfv16cnJy+OSTT3j9+jWNjY2UlJTw/v17Tp8+zcGDB3F3dyckJISTJ0+ipaVFU1MT169fZ+jQofj5+XHmzBlSU1OJjY0V+YTbt29z584d0tLSWLVqFdHR0Vy7dk0gcisrKzl37hy6urpMmTKFsLAwIiIimDBhAj09PVhYWBAdHc2mTZvYsWMHHR0dTJgwgQkTJhAfH09DQwMRERFoa2szbdo00feXKruXL1/G2tqap0+fsm3bNubNm8fNmzfZtm0bKSkpyEVFRW0DmDFjhgiGffrpp+zYsUMwZPfu3YudnR2NjY2Ul5eLL45k53JxcWFwcJAzZ86we/duysvLxV7GysoKT09P5s6dS2dnJxMnTuTf//43Hh4eREVFsXz5cpGyzsvLo76+HltbW7Kzs0VHeMuWLSQnJzNp0iR27dqFoqIizc3N/P3332zcuJGNGzcydepUIiIicHV1FYQdKysr5s6di6GhIUZGRtTX1/Px40ecnJzYuHEjNjY2XL9+ncePH6OqqoqMjAyBgYEcPnxYwCzGjx/PxYsX6ejowMLCQqQOg4KCmDVrFn5+fkJEIGFFBwcHCQwM5NSpU6irqzN79mxhunJ0dERGRob+/n5Onz6Njo6O0JVK2EQ/Pz/evn3Lvn37WLFiBTY2NqSkpCAjI4OZmRk2NjbY2dlx+PBh3r9/z6lTp1BVVSUnJ0eMGo8fP87bt2+ZP38+BQUF+Pn5YWZmhpKSkvjSKCoq8sknn+Dl5cXs2bNpbm7m2rVrfPz4kcWLF3P37l0SExMJDg7GxcUFe3t7gebMzMxk7dq1IuxnbGxMXFwcVlZWDAwM4O/vz9KlSzlw4ADXr1+npKSE1tZWCgsLxc38jz/+4MSJEzQ2NvLs2TM0NTWJjY1lxYoVIhxTVFTEt99+i5ycnOjZ2tvbU1JSIkxrMTExpKSk0NDQwIYNG1i6dKmQM+zbt4+vvvqKffv28a9//YuQkBCys7NxdXVl/fr1/PXXX0ydOlXwgVtbW7l69SojRowQ+9/nz5+zadMmTp8+TXp6OsnJySgrKxMeHs6zZ8/EhVsygl24cEH8TAcHB0xNTUlMTGTWrFk0NjaKdsHLly85e/Ysc+bM4cWLF8yZM4cxY8ZQVlaGpqYmVVVVFBYW8umnn5KRkcGbN2+YPHkyvb29qKur09DQwMaNGzl+/DjGxsYcO3YMRUVF9u7di5WVFcuXL+f9+/cMHz4cb29vysvL+eSTTxgzZgzPnz8X8pQffviB4OBgamtrxcPHsGHDWL16Nfv378fMzIwZM2Ywd+5cLC0tKSkpobGxkY6ODhITE0V63MnJifXr13PgwAFUVFTIzMzE39+fv//+m/DwcFRVVfnXv/5FQEAAKSkpdHV1oaqqSmlpKQcPHmTs2LEkJibi7+/PpUuXMDU15cWLFwwMDDBixAhqa2sFYbC1tRULCwsyMzMpLi7GxcWFv//+Gzc3N0pKSoTQR1q5SSelXbt2ERISQnJyMhEREdjZ2Qn87927d1FVVRXULg8PD5ydnTlw4ADff/+9yE1YWlry66+/smPHDlxdXYmNjWXbtm38+OOPrF69WkzTmpubefXqFdOnT2fLli2sWLGCwcFBHj16xE8//STqnVKFS+J5R0VFsWrVKi5fvkx4eDheXl6UlpaSn5+Pi4sLSUlJQtb08uVLcUOcNWsWDx8+ZNy4cXzzzTc8ePCA5cuXM2rUKMLCwti+fTvDhw8nOTmZqqoqEV40NzcnLCyMf/3rX/z55580NTVx9epVkZtJTU3l0qVLREZGoqmpyYQJE5gxYwY3b97EyMgIDw8P0c5pbm4W1Ep9fX3WrVtHZWUlHh4e9Pb2cv/+fWxtbbl06RLDhg1jzZo12NjYiDpTV1cXq1ev5uzZswQGBnL79m2CgoL4+PEjq1at4ueffxbimA8fPqCsrExJSQnGxsY8evSI+fPns2jRIry9vZk+fTqm/7GznTt3TrgqhgwZgq+vL+Hh4ZiYmDB79mx27drFiRMn+OqrrwRMx8XFBVtbWy5cuICOjg7Z2dk0NDTw73//m+LiYpFBkoiQt27dIjExEYCBgQE++eQThgwZgq6uLnv37mXp0qWYm5tz/fp1sXd//PgxixYtQltbm9WrV3Pw4EF6e3vFSlRVVZU9e/bwzTffYGxsjFxAQMC2jo4OTp48SUJCAurq6hw6dIj3798THByMpaUl3333HQoKCvj6+vLDDz9gZmbGuHHjBAv57du3IliTmppKZ2cnn332GRcvXhQ8488//5y5c+fi6OjIrl270NTUFAlqWVlZFBUV8fX1JSEhga6uLoyNjdHR0eGLL75g3rx55ObmMm/ePP78809qa2sZOnQop06dEgrLTz/9lL///pslS5aIJLCHhweXLl1CV1eXsLAwpk+fzmeffca2bduYMmUKZ86cYfz48ZSUlJCdnY2JiQl//vkn/v7+GBgYEB0dzZEjR/jtt98IDw9nyJAh4gl6/PjxLFq0iDNnzhAQECASvObm5lRUVHD79m1evHiBiYkJnZ2dmJmZCSvZ2rVrRYht7NixeHt7k5ubi5ubGytXrhT7+O7ubr755htmzpwpgCT+/v4sW7YMOzs7XF1d2bFjB1u3biUyMpK+vj5qamqIjo5mx44dTJ48GX19fVJSUkhPT2fVqlWkp6djaGhIWlqa4Lpramri4OAgMHs1NTWEh4fz9u1bcUJ1c3PD3d2d6Oho7t+/z/r168nPz8fe3h5vb2927NjBypUrycrKQkNDA1lZWQoLC5GRkWHBggUiGDR9+nQ2bdpEaGgo6enp6OvrY29vz4cPH4iKihJpe2kEJ6WUv/jiC7ESkE5/eXl5ODo6in69qakpISEhhIWFMXz4cB4+fIiPjw+dnZ2EhYVx/fp12traqK+vR19fn/T0dFRVVbGzsyM2NhYfHx8OHjyIgoICISEhZGVl8eOPP7J//37mzZvHsmXLSExMZNq0abx69Yr379+zYsUK7ty5g7OzM35+fkRERCAvL4+FhQVjx44V4/+VK1eSnp4u+v4Svez8+fPo6uqydOlSDh8+jJ2dnZisSIhU6d9k1KhRItn71VdfYWBggKOjI46Ojjx48ECMub/++mtu3rxJaWkp27ZtY+bMmTx8+JA9e/Zw8eJFrK2tefv2LdOmTSM4OBgZGRni4+OZNGmSMLepq6uzd+9e1q1bh6GhIQMDA6SkpFBQUICzszOenp7k5OQQFhbGkydPCAkJ4cCBA3h4eKCoqEhsbCwdHR3Y2dkxefJkfv31VyorK1m9ejXPnj3j2LFjbNq0ibVr1zJ27Fjk5eXR0dHh5MmTYiLz4sUL+vv7iYyMpLy8nDt37gAgJyeHvr4+BQUFPHnyBG9vb4qLi9HV1aWjo4NTp07h4eEhHgqtra2FxlAKMkp6xrt37zJ37lxaWlq4fv06QUFBIj9hbm5Ofn6+ENBcunSJqVOnsmzZMt69eyfgUBKjftWqVcTExFBXV8fx48eFJOX8+fNMmjQJfX19sd6JjIzE3t6eoKAgsVYqKCjg+++/F9zyAwcOCAHGihUr+OGHH3B0dBS6TCUlJUaPHk1iYiKTJ08W/eng4GC2bNnCH3/8IW6OS5YsYeHChfT29lJWVkZAQABHjhxh27ZtbN26lYkTJwrd5ujRo8VKSkqZKykpMX36dK5du8aff/7J4sWLmTNnDjdv3sTX15f8/HzCw8NxcHAQVd39+/eLbvyDBw/o7OwUnPeNGzeK6+jXX39NbGwsgYGBfPjwQQBb3r59K7r5xcXFZGZm4ujoyNGjR7l27RoWFhb4+vqyc+dOPD09KSgowM7OTkzZbGxsWLt2LUFBQfz2228sXrwYS0tLrl69yqxZs8jPzyczM5PU1FT8/PyIiopiyJAhPH78GAcHB4yNjZkyZQoODg4UFRWxfPlyent7MTY2FisNf39/AdqSbHvLli3j4sWLPHnyhFWrVrFv3z6qqqrYvHmz4Btcu3aNW7duMX/+fKKiohg2bBgdHR24u7vz9OlTseLT1dUVyXVtbW3k8vLytm3evJlbt25x6tQpAJG4Xr9+PXv37hX1Ch8fH+GY/vjxI7///juenp7Y2dnR3t7Oy5cvqaur4+LFi1RUVHD9+nV27drFggULCA8P59ChQ0RFRbF161by8vJ4+PAhHR0dAocohbBMTEzYsmULRUVFIm0tATmio6OFji41NZWoqChRY8jPz+fAgQP09fURExMjjD/Pnz8nMTFRBDukwISMjAxbtmzB29ubly9fcu7cOTo6OoTKzM/PjwMHDrBhwwbRnfvrr78YM2YMW7ZsAWDkyJE8ePCADRs2oKioyJMnT3j69Cnbt29n165dfP/999ja2jJ27Fg8PT358OEDDx8+xNbWVkAvJGSmk5MTEyZMwMTERIA3vL29uXLlioDBXL58mYkTJ3LlyhXCw8NxdHTkp59+YsOGDezYsQNPT0/Onz8vKkmPHz+mvb2dn3/+mStXrtDX18fFixdJS0tDS0sLf39/rKysuHjxIrNnz2b79u0UFhby2Wefib3s8ePHuXDhAg4ODvT29jJjxgzs7e2pqanB0dFRYFPfvXsn/lteXl6Mck6dOsWoUaNYt24dS5cu5bfffmPlypX8/vvveHt7U19fz+LFi4XecebMmSQkJJCQkMC3337LV199xeLFi3FxcUFbW5vq6moSEhLYuXMnenp6+Pj4MGHCBLq6uhg/fjz+/v5ERkYKcP+lS5doamoiKysLfX19DA0NaWxsxM3NDVVVVdasWSNwnJ9//jnZ2dm0tbUxbtw4bt26xfXr1wkLCxOGLyMjI7744guePXsmHsrevHkjOu3u7u5oampy9epVhgwZQkNDAy9evGDbtm0idVxdXc2//vUvPn78yIwZM0hPT2f27Nmi9y8Z7GbNmiV2ihL9TVrHdHV18eDBAxQUFAQMpLq6miFDhjB58mS2bt1KXFwcpaWlnDt3jt9++427d+/y7t073r9/j5eXF4ODg5w7dw41NTVcXFyor6/Hx8cHHx8fXr9+jbq6OgoKCqSkpBAcHMyJEyfEZO3cuXO4u7uLYJCElkxNTaWrq0ugMKWTdnt7O21tbXR2dnLx4kWys7NxdnYWzuXk5GRev35NdXU1JSUlhIWFMWHCBPbs2SPgMFK1LCUlBW9vb6Kjo9mzZ4+oNd64cYPz588TEBAgHNHl5eXCTV1VVYWioqIghMXHx3Pp0iV6enrYvHkzp0+fZuLEifzyyy/CEJeTk8PmzZtZunQpAwMD3L17l8LCQlEt/PbbbwkJCSEjI4Ndu3aRkJBAR0cH1tbWtLa2kpKSgomJCb/99huZmZk4Oztz7do1FBUVmT59ukj7a2trU1RUJKh2EuTDysqKFy9eoKioSH5+PqWlpaSnp9Pa2vpfDPrm5maR2F6zZo0YK8+fP5/CwkJSUlJYt26dqFyqqqoybNgwZs6cSXt7O+PGjePevXv09vYyZ84campqyMrKYteuXXR0dBAbG0teXh7ffPMN+vr6HDx4kB07dnD+/Hlev37NkiVLOHHiBAkJCRQVFaGrq8s///xDa2srNjY25OTkEBAQwJ07d8QDQE9PDz/99BO2trZEREQQEhLC/Pnzhc3Ozc2NtLQ0Tp48KVarPj4+/Pjjj1hZWXH37l0Bajp9+jRdXV0MHz4cFxcX3rx5w+vXrzE0NCQwMFBwJaQJq7SLVlRUZOvWrTQ2NopGw507d0hISBCNg9DQUFRUVEhKSuLOnTsYGxszZ84c5OTkMDY25rvvvqOlpYXKykpkZWWxtbXFzMyMtrY2fvjhB+rr69HV1eXatWti/aKtrc2tW7cICAjA29ub5ORkzp8/z+XLl3F1dWXhwoWYmppiZmaGp6cnx48fR8bBwWEwNzcXRUVFuru76evrw8TERNhYAGRkZPjfde2AgACqq6vp6ekRSjUdHR3y8vJQUlJi5MiR+Pr6ChGHNN6UggL9/f1MnjyZa9eu4eHhQWZmJg4ODmLUKukx5eTkhEmrvr6eiRMnCsmGqampqLwYGBgQHx+Prq4udXV1zJo1iwMHDhARESGIVDU1NXR1dVFTUyMoaJWVlQIBmpSUJBB6Elfb2dmZnJwcvLy8RF9YIm2ZmJigoqJCdXU1bm5u3Lx5k+bmZkaPHk1sbCxWVlYkJSWxevVqUX3R09OjtbVV+KXL/qMD9PHxYeTIkXR3d4sdZ0pKCt3d3SInEBcXJ6DzEnxDXl6e69evMzg4KFLKVlZWgl5VVVUlTiJmZmY4OzuTlJSErKys6HLq6upiYGBAc3MzSkpKKCgoCD/xyJEjiYqKEhW2OXPmiLqXxCyWgDP+/v5MnTqVvLw8ioqKcHNzE+i/1NRUxo0bx/379zE1NcXc3BwbGxuqq6sFyS41NZW4uDhWrFghzFBjxowhJiYGMzMztLW1GRgY4MOHD6Izb2VlxaNHj9DW1hbjeukmKYX+pICLVBvU0dFBTU2NmpoaAgICePXqlUi3SqSnt2/fkpWVxbRp0zAyMuLx48dkZGQI1raXlxcVFRW4u7tjZmZGZ2cn1tbWREVF4e7uTnFxMevWrePly5ciP2FsbCxEF9J7Z2RkRHp6Ou/fv6eoqIjg4GBBy3v27Bk6OjooKSnR3t5OZmYmHh4elJSU0NTURHp6utjj9fX10drayt69e0WgJiAggIsXL+Ls7MypU6dwcnJCWVlZaFwNDAyYNm0aioqKVFVV8cknn/Dq1SvS09Px8/Ojr69PMBck41pPT49wJ7u6uvLu3Tt8fX3FaTI6OhpXV1cOHTqElpYWBQUFrF27lpqaGvr6+sjOzhbfLynNP3fuXLKysmhubmbGjBlMmzaNBw8eiFHzuHHjePjwIcOGDeObb75h3bp1mJubi86rpqYmsrKy6OjoiJ61VF188eKFIAr29vayZs0aTpw4gZWVFdnZ2XzxxRckJyejpaUlKIcaGhq0t7cLDGpxcTHDhg1j2LBh5Ofn8+WXX6KtrU15eblYsZWWlpKbm0t3dzezZ8/m3r17TJ48mUuXLgl0cWhoKMOGDQOgqakJU1NTnjx5goyMDOXl5djb2/Pu3Tu6u7vR09MTvXTJlyCl4seOHYucnBxDhw5FU1MTU1NTdHR0SElJERAlyY/Q29srplA1NTUYGRmJG5ienh6dnZ18+PCBsrIypk6dKgHsx8AAACAASURBVBgWFhYW1NTU8PLlS96+fSuQvyEhIfT09DBx4kTRAMnLy2PEiBGkp6eL0K+Ecy0tLaWpqUmIYQYGBhg7diy7d+9m6tSpqKur093dTU1NDf39/aSnp2NhYUFSUhLjx4+nq6uL7OxsHBwcOHbsGAYGBhQXFwtZEICysrLAtUqToIKCAkpLSxkzZgyJiYlMmDABLS0t4eW2srLi7du3DBkyRPAU4uLiUFJSQllZGVtbW9rb2+nt7WVgYIDXr1+L99vHx0dQzm7duiU+ewUFBaxfv56Kigp8fHwEiMbAwIDMzEyGDh0qOuhpaWkCR2tnZydsaVKIVlJ8VlVVMXXqVHFtqK2t/R9bV3x8PLa2tmhqaqKiokJXVxc2Njb09PSgqKjIzZs3sbOz4/Lly0yaNEk88SspKREaGkplZSUxMTGUl5czZcoU3r59i5KSkrjxy8rK0tjYiJOTExYWFty7dw83NzccHR05c+aM8PwOHz6c3bt34+3tzbJlywQCsbm5mbNnz+Lj40NjYyNPnz5lyZIlPH/+nOHDhwvxt6enp0j3nTp1ipEjR+Li4oKGhga7d+8Wv1dFRQXZ2dn8/fffxMbGsn37dubPny/wfbdv32b37t1iVJ6ZmUlISAjNzc14eHjw+++/c/v2bZYtW8awYcNYunQpv//+OwYGBowfP55ly5axcOFCfH19uXTpEj4+PsjJyZGTk8PAwACFhYXMnj2bEydOYGZmhpOTE48ePeLQoUMcOHCAgwcPEhcXx86dO4mNjaWurk6E9KKjo/nzzz/p7+8HIDg4mK6uLoqKisRYsaqqSqAPs7Ozyc3N5dixY5SWlgr/q4WFBZcvX0ZNTY3GxkZ+/vlnoqKimDVrFs+fPxequ7Nnz4oUeXJyMt999x379+9n4sSJZGZmEhkZyZkzZ2hra6OoqIiAgACUlJQoKSkhMjKSI0eOYGFhgYODAzIyMmhra7Nz506xr5VG9woKCnh5eVFVVUVVVRXv3r0To8vDhw/j4uIi/MoGBgZiBxoUFERKSgpxcXG4uLjg5uZGZGQkixYtEi7bjP9D1XmH9bz/cf/RHlTaae9FU1KhUCJkZXQQIfM45zi2YzuOwznO4Rybc3CEY3dCkZlKMtLQ3jsa2nvdf/zu7/u67/536eo7Pu/36/V8Ph6pqeJk7eXlxZ9//snBgwf56quvePv2Lf39/WI/Lemze3h40NTUxOXLl/nuu+949uwZgYGBZGVlYWNjw+vXr5GVlcXQ0JCysjI+fPgg8LHz58/nzp07HD9+nDNnzpCZmSn66DY2NowZM4aEhARWr17NvXv3WLVqFWfPnqWzs5OIiAj279/PpUuXCAsL4/fff2fFihU8fPgQKysrDA0NaWxsFFjFzs5OoqOj+ffff4mNjSU6OpqxY8dSV1dHZ2cnwcHBdHZ2UldXR0FBARkZGWhra/PkyRM6OjpQV1fHyMgIRUVFgTW9d+8ePj4+NDY2kpaWxogRIzA2NhY75bFjx5KUlMSSJUuIi4sTFjuJZ/qff/7h4MGDpKamCj7zxIkTGTduHDk5Ody7dw97e3tROZJUu5YsWcKbN28wMDCgrq6OV69eMWbMGEGDc3V1RUVFhQMHDqCvr09VVRWjRo0iKCgIWVlZZGRkSEhI4K+//kJeXp5hw4YxefJkGhoaKC0tFfapjx8/igdAWVkZcXFxKCkpiXDc+fPnWbduHadPn2bKlCmMHDmSW7duMW/ePLEzj4iIYO/evVy6dEn0pWNiYoTBztvbmwULFtDY2CiCUUOHDmXLli1s2LCB8PBwAftYunQpFRUVjBo1iurqajw8POjr6yM2NhZHR0fU1dWFYWzmzJmi2z5t2jSqqqpwdHTE3d2diIgIHB0dKSwsxNnZmcmTJ7Ny5Urhud+6dStNTU2ik5+SkiKS55K1naSCK+Fde3l5AVBcXExpaSm1tbWMGDECU1NTLl68iKqqKjo6OqxatUqs9iT/TldXV6wiioqK0NXVFbyGd+/eUVNTQ01NDcuWLSMyMpLHjx9z4MABoqKiGDVqlJCFXL9+nRkzZrBp0yahA5VwyOfMmSMenrGxsXR0dHD//n0hZ/nxxx8pKyujoaFBAIrc3d25d+8eAN3d3eKiuHPnTnbu3Im3tzdhYWFs376dy5cvk5ycTEtLCykpKezatYu///4bGRkZcnNzycjIQE5OjunTpxMaGsqJEyewt7fH0tKSjIwM4bHv7u4mMDCQgoICmpqaGDRoEI8fPxbtkfb2dtTV1VFXV6e9vV0E8ZYuXcrRo0fJycn5X0p80aJFe11cXPj06ROxsbFcuHABb29vurq6+Pvvv1FXV2fdunXMmDGDvXv3oqGhQVxcnBiLf/nyhYcPHwqncFNTE0pKShgbG3P16lVKS0txc3Pj7du36Ovrk5mZSWtrq7CSPH36lPr6erKysigsLKSzs5PBgwfz9u1bHjx4QHFxMUuXLiUoKIi3b98iJSVFREQEurq6VFZWCoCHo6Mjt2/fxs/Pj9jYWI4dO4a3tze1tbVMmTJFQAecnJy4desWo0aN4o8//kBPT4+EhAQ+ffrE69evqa6uFpalvLw8pkyZQlRUFDU1NVy+fJkvX75gZGTEyZMnKS4u5syZM5w4cYKxY8eyePFiDhw4wMKFCzl37hwyMjJERUWxdOlSzpw5g6ysLJ8+fWLdunW8fv2aoqIiPn/+zJQpU0T9zNXVlYKCAlGJkYzZZ8+eTXR0NGvXrhVkpOzsbHHiHDp0KBYWFrx580aEcSREKy0tLRISEqitrcXMzEzISbq6utDS0sLHx4eEhASqqqqEB3zatGmUlJRw8OBBtm7diqmpKRMnTmTDhg0MHjyYf//9lwMHDhAQEEB6ejpjx45l+fLlok6zY8cORo4cyYIFC4ThqKCgACMjIzQ1Nfnqq6+Qk5Nj5syZmJmZsXHjRl6+fImzs7MYp4WGhqKoqMg333wjXNBDhw6lv7+f1NRUduzYgb+/P0uXLsXY2BhNTU38/f2F9SosLAx7e3vevn1Lbm4uT58+xdjYGCsrK1E11NbW5sqVK6xevRpTU1MuXLggdvtNTU2C3/znn3/S29vL4sWLGTNmDIWFhXz//feYm5uzatUqBg8ejI6ODg4ODmhraxMUFMShQ4fQ0dHBz88PT09P5OTkMDAwwNnZGQUFBVRUVLC0tGTcuHHY2NiwePFi7Ozs0NPTQ15enrS0NIYNG8bBgweZOnUqc+bMEUCJRYsWoayszOjRo/Hz80NbW5vi4mKmTp2KlJQURUVF3L17Vxz4Lly4ILrFXl5eXL16FX19fYYNG8b27ds5dOgQzs7OyMvL4+zszL59+3B3d2fChAkiDJmfn8+kSZOIiorip59+orq6mqNHj7JgwQIcHR3ZuXMn0dHRLFiwgOzsbBEWbWxspLi4GFNTUy5dusTHjx8pKCgQPd7Y2FhcXFx4+/Ytampq2NrakpeXx88//0xkZCS//vorMjIyeHh4UFhYSHBwMDIyMtja2mJsbIyUlBTx8fEMGjSIc+fOcfHiRV6+fCn2uuXl5WRkZPDXX3/x/PlzTp8+jYODAxoaGjQ3N/Py5Ut0dHTIz89HTU0NRUVF3r9/j5+fH7m5udy4cYMRI0ZQUlJCW1ubSGF7eHigo6ODpqamqA1K6mHW1taUlpZSWlrKjRs3xL79zJkzHD16lMePH6OpqcmsWbPEg+n48eOMGDGCu3fvsmvXLjQ1Nfn06ROlpaWC3iaxT8XFxYkVxMmTJwXfQlI7U1RU5Pjx4wIfXFtby/v375GXl+ebb75h8uTJvHv3DjMzMw4ePIiPj4+4nJSXl1NbW8v9+/cpLCzk22+/FZzy8+fPo6SkxLlz59DW1mblypX09fVR8n81kS9evGDWrFmkpKTQ1dVFamoqU6ZMEWFOSTi5tbWVL1++MGvWLE6cOCHcBv7+/sI4uHz5cqqqqvjmm2/w9PRk0qRJzJgxg/nz57N06VIxFT5w4AApKSmi/jhp0iR++uknPDw8kJeXJy8vj/b2durr6wXQpbGxkeHDh7NgwQKSk5OFmSs4OJghQ4bQ2tqKnZ0dHz58wMrKiuPHj+Pg4MD69esZOXIk06ZN4+nTp7S2trJlyxYeP37Mn3/+KSaJHz9+5N27d6Jt4+7uTlxcHOfOnROd68DAQOLj42lsbBSUtTlz5hAREcGNGzdwcHAgISEBMzMz6uvrcXBwQMbDw2PvgwcPqK2txc7Ojs+fPzNo0CB6e3uFGWv69OkkJyfz66+/inrTiBEjOHnypEgEjh07lubmZuzs7MToW5IYlvznrq6umJiYoKSkhIWFBWZmZkybNg13d3eioqLo7u7mwIEDAtqxe/duzp8/z+zZs9HV1aWwsBBtbW0iIiI4efIk6urqBAUFkZeXx4EDB7h58yYdHR1i5CWxNEkCSj///LPwV5eWlooP/oQJE7C1tRXJvYaGBszMzNDX16e3txc5OTmMjY1pamoiOzsbNTU1EhISyM7OxtjYmNDQUHp7e6moqCA7OxsvLy/MzMxE187KygodHR0MDAwYM2YM1dXVZGdnk5+fz9SpU0X1orS0lObmZjEekoyupKWlOXjwoOhDlpSUiLCWvb09iYmJAKKC19nZSXNzs6jkGBgY4ODggI6OjmAenzt3jvPnz3PlyhV8fHx48OABSkpKqKmpCb+yj48POTk5mJmZCU2p5GY/e/ZsRo0ahaamJlJSUgJq0tHRwcaNG/H19cXd3R0FBQVSUlLEDfj169cEBgZSV1dHa2srjx8/JikpSYTz8vPz8fDwoLS0lOzsbEGMOnbsGAMDAyLPsHz5cvr7++nr6+Phw4eC9y1BWbq5ubFz504MDAxoa2vj5s2baGpq8uHDB/z9/fnjjz+YP38+OTk5HDhwAEVFRfr7+6mursbJyUlgUQMCArC2thavR0xMDB0dHfT39+Pk5ERhYSFVVVUiECfBej548IDQ0FC6urqYMGECsrKyzJs3j8rKSjGGk9zSv/32W+rr64mPj8fW1pbc3FxBSzI3N6egoICXL19SXV1NeHi4EByoqamRnJxMcHAwa9asQUpKikePHlFWVoasrCw2NjZIS0tjbm5OVlYWsbGxaGpqsm/fPtFOADh79iz9/f1CMiL5vPz777+sWrUKWVlZduzYwerVq6mrq8PBwYH8/HwxJrSwsCArK0t0sNPS0tDR0WHixIlEREQwZswYysvLAdDV1WXlypXk5uYSEBDAmTNncHNz4/bt22hqaqKrq0tkZCStra08evQIW1tbJk6cyLVr19DQ0GDevHmkpKQQHR2NsrIyly5d4s6dO0JraG1tzfv372lpaaG7u1u8J6WkpLhz5w5hYWGsWLECAwMDHj16REFBgbjZyMjIiHyEpaUlCQkJQvZSUVHBvXv3aG1t5eHDh4wbN47q6mpSUlLIzMykubmZAwcO8OjRIyH4ef36Nb29vcIvvXz5cq5evUpQUBAKCgpYWlqSnZ3NwYMHGRgYICQkBE9PT4qKili1ahXm5uYYGRmhra2Ng4MDpqamjBkzBhcXF+zt7ZkxY4Zomri4uKChoYGSkhKTJk0iIyMDT09P7OzskJGREejVy5cvo6CgQGFhIY6OjsJZUFtbS25uLps3byYgIEDIVL799luCg4PF1GjEiBFcvHiR4OBg2traWLRoEfLy8mL6ERgYCEBFRQVKSkpUVlby+++/09/fj5qamvgOr62tFQY1f39/mpubxarAw8MDa2trRowYgbq6OseOHRP89fr6evbt2ydc9yYmJiIQm5mZyZUrV4TAR1FRUbAPCgoKxGsn+fymp6eLdYO1tTVNTU2iwfD+/XuUlZWFvc7T05OGhgbxmty7d4/vvvsOe3t7FBUV8fHxISIigpUrV9LR0cG2bdvQ19dn3bp1pKWlUVNTw/Xr11FVVcXX1xdtbW3k5eXJzs6muLgYXV1dNDQ0qKurY/78+UyZMoWkpCT27dtHT08PLi4uODo6ImNiYrL3zz//FNaWixcv0t3dTWRkJEZGRvzyyy+Ul5eTnZ1NUlKS2G1kZWWJF/rRo0dCA3nt2jVGjBjB/fv3xQdIkowsLS1l+/btnDt3jry8PHHyDA0NFY7btLQ01NXVef78OW1tbcI+c+PGDfr7+0lKSuLQoUNs3bqV0tJS3rx5g4mJCcnJyezZs0e8GSQ35CdPnhASEkJfXx9GRkZMnTqVoUOH0tLSQm5urqBjScACtbW1vHv3TkAX7t+/z7x589iwYQNhYWFYWVlRVVXFwYMHkZWVpbm5mVGjRhEQEICFhQWHDh3C09OTBw8eMGnSJIYPHy4eetXV1QwdOpTMzEwWLVqEhoYGz549Q1dXl+DgYN68eUN7ezu+vr4oKipy5coVNm/ezIsXL9iyZQuKioqEhYWhpqYmEsSS/bTENrVr1y6xP5FAZSQQe0NDQ96+fcvevXvFzkdSF5OTk6OtrQ0NDQ2x5khLS2PHjh00NTUhLy+Pvr6+cLxGR0cLM1NVVRWDBw9m48aNPHz4kAkTJnDkyBFhbqusrERZWZlt27Zhb2/P0aNH8fLyQkpKiqCgIHR1dSkqKkJRUZERI0bg4+ODhoYG+vr64qBhZmYmzDYTJ07k0qVLeHh4cOXKFdzd3VFUVGT8+PHiQZmRkcHgwYNZvXo1o0ePxszMjK1bt6Kvr4+KiorQkN69e5eCggJev36NhYUFLS0tKCsrU1BQQHJyMvX19QQFBZGSkkJKSgre3t40NDSIHX51dTVZWVkYGBhgZWXF69ev8fHxYfz48bx9+xYFBQXOnDlDeno6CQkJzJs3j+LiYgYPHkxZWRkWFha4uLgIrOrZs2eF4CEyMpLg4GAyMjLw8fGhuLiY3bt3c+rUKeLj4zE3N6e5uZlNmzaxc+dOdHV1UVFRQVNTk7a2Nr766ivu3r2Lqakp3d3d1NTUoKenx7Rp07CysmL27Nn09PTg7e3N+vXrWbFiBXPnzsXKyorNmzczadIkWltbsbCwYO3atdjb26OsrIynpyft7e1s3rwZNTU1Vq1axezZswW6MyQkhOTkZOLi4hg5ciT29va8efMGMzMzhg8fzvr16/nuu+9QVlbG2dmZefPmYW5uTk9PDx0dHaxcuZIPHz6we/durly5wpEjR1i8eDHh4eHMmTOHKVOmUFVVhbOzM7KysuzZs4f169eze/du2traKC8v59y5c2IiJS8vj6mpKba2trx8+VK81k5OTkybNk1oL3t7e5k4caLIxHz99dcYGBiwadMmsXaRiHcOHz7MyZMnSUxMREdHR4QnAwICuH79ujiYSwQOK1asoKenBzMzM/T09ISr/suXL0RFRTFv3jwyMjK4c+eOcHvn5OQwduxYKisruXLlCmPHjuXUqVMUFxfT19fH+/fvWb58OR8+fBB11qdPn6KkpCRYDb29vTx69IiZM2eiqakp3lNVVVX09PSwZs0aKioqcHJyQllZGWlpad69e8fff/+NlZUVt27d4t69e2hpaTF27Fh27tzJ5cuXyczM5JdffsHY2Fiw/j99+sR///3Hhw8fmDBhAomJiTg6OuLp6cnp06cZM2YM+vr6/PHHH6xfv16wNJ4/f46SkhKenp58/PiRuLg4Tp06haamJj///DMGBgZcvXqV8vJy7ty5w5MnT/D29ubo0aO8efOGtWvXCpT1d999x44dO7h8+TKPHj1i586d3Lx5k4GBAXR1dYUXorW1lcWLF4uDjZycHE+fPqWqqoq0tDS2bdtGYWEh33zzDVZWVoLKt27dOlasWMHBgwcxNDQkOzub/fv3c/XqVVE93bhxI319fVy9epXr16+zbNkyoqKiyMrKQk1NjdTUVHG4PnbsGNOmTSM6Opqqqirq6+s5deoUT5484dq1a8jLy/Pzzz/z7Nkzzp07h9SlS5cGmpubhdu4s7MTGxsb7ty5w8DAAA0NDaxcuZKGhgbxEC8vLxe9saqqKp4/f86tW7fYuHEjv/zyC/r6+tjZ2ZGWloaRkRE2NjYMHz6c58+fExcXR0dHB1VVVYwdOxYnJyfS0tJoaWnBz8+PAwcO8N133wnqja+vL5cuXUJHR0fI1ZcuXUpnZyfm5uYMGTKE1atXY2VlJZKQdXV1GBkZCYuNpCtubm5OS0sLHR0dIqYvESAYGxtjaGiIgoKCCK04ODgQFxeHlpYWPT09TJ8+nTt37qCvr8/gwYOxsrIiMjJSKP4iIyOZP3++EEdUVVVhY2PD9evXmT59Op2dnfT19bFz507evHlDRUUFCgoKtLW1YWhoSFtbG93d3YJ/29TUxPfff4+FhQXd3d1YW1sTHR3NwMAAR48eRVdXl7a2Nu7fv09wcDCysrI8efKEwMBAEcypqqoiOzubwMBAURXo6+tj2rRpYqf96NEjAgMDKSkpISMjAw0NDXErWbZsGUVFRbi7u9PV1UVERISomUlLS5Oamsoff/zBnTt3sLe3R0ZGBgMDA6Kjo5k7dy579uxhxYoVPHnyhP7+ftzc3LC1tcXNzU2EGLdt24abm5sAQ0jY3GvWrCEmJobKykoBwZGMqfz8/JCTk6Ozs5N///1X3GRzcnJQU1OjsrKStrY2bGxsGBgYEIGX2bNni9tba2ur4INXVlaiqalJbW0tY8eOxczMDCUlJQoKCrh06RJycnK8ePGC0NBQVFRUUFBQwMTERPhs29raBNe+vr4ec3NzMSZ//fo1ra2tmJqaUlZWJrj9kpCkoqIiGhoaKCsr09raiqysLAsXLhQ2s5iYGHR1dQVju6GhgaqqKlauXElbW5ugykngJo6OjgLAILlR9PX1sWjRImxtbcnIyMDKyoqRI0dy5coVtLW1MTQ0JCoqitDQUGxtbUlKSsLNzY2Ojg5iYmKEECMrK0tgdsvLyxk3bhwpKSkYGxsTEhLC999/T2BgoKiJWlhYcOTIEdzc3KitrSUkJISzZ88yfPhw1qxZw549e4Qedv369XR1dVFUVCSyHhLJjQR2ce7cOb58+cK0adOQk5Nj7969JCYmoqmpSX19Pdu3bxdf8hI17suXLzly5AgyMjLY29vT0NAgUtiS18fExITZs2cD/9MI9/T00N3djZ+fHzdv3sTc3JyQkBDMzc2xt7cXQbKkpCQBLYmKisLHx4eioiKeP39OYmIi+fn5rFmzhp6eHmxtbTExMeHKlSuUlZWhpaUl2go1NTXcv3+fmpoa5s2bx4IFC8RkxcXFBTk5OTHO7evrw83NTUwtmpubiYyMFJITSZ4kPz8fFRUVZGVlaWhowMrKivnz5xMZGcnAwABGRkYYGhqioqKCjY2NqHZlZWWJQ6IkUPj582cqKirQ1dXFxsaGwMBA9uzZw+rVqxk0aBA2NjYoKCgQEREhxCFFRUXExcWhoqIiPOrFxcUCtQv/EyllZmYycuRIFi1ahKamJhs2bKC1tVVkSiQ+CW1tbRHq6unpYdKkSZw/f56DBw/S2NiIg4MDhYWFpKamcvbsWRYsWEB9fb1YN5qbmwta38yZM4mOjiYwMJDCwkLMzMyEAEdbW5tjx47R39/P6dOn+e2338TUZurUqSgqKlJRUUFcXBxr164lPDycL1++kJOTQ0JCAgEBARQXF4uM0dmzZ3FyciIpKYkLFy4QGhrKu3fvuHPnDk+fPsXGxkbY+JycnETaX8Jp37VrFy4uLjQ0NCCVmpo6UFNTQ25urnBT5+fn8+nTJ2xsbJCRkSEvL0+EC169eoWpqakgV82ZM0cQZDo7O7GysqKzs5OBgQF6e3vR0NDA3NycnJwc8vPzxZtTQkebOnUqgwYNIjIyUkgLGhsbRam/rKzs/0uoS/pocnJyVFdXiwdkf38/9fX1aGtri5G4goIC/f39YmyblZUlnKnS0tJ0dnbi7+9Pbm6uYOFaWlpiaGiIuro6Xl5evHz5UuBOLS0tGTFihDgE9PT0YGFhQUJCAn19fUhJSQk3qyS8Jyn2SxzUkpBDYWEhvr6+2NjYiF2HhJ0bHx/PwMAAPj4+PH78GDs7O2xsbOjt7UVVVVUQpySuaE1NTYqLi9m5cyeZmZmcPHkSHx8f2tvbcXBwoKSk5P9LOFdWVmJoaCgqLuXl5VhZWYm9k7m5OZ2dncjIyGBnZ0drayuKiopER0ejra0t1JuSg55krzxkyBCGDRtGS0sLhYWFDBkyhJKSEpSUlPjy5YtwA/f19Ym0puT1fvPmjRhJDwwM4ObmxrBhw4SVJyEhgfb2dpqbmxk/fjydnZ0iXLVz506WLFmCu7s7qampPHz4UITi1NTUKCkpwd7eHk1NTfr7+7GwsMDOzo6ioiJxc759+7Y4KKSkpBAQECBSwwUFBSKXkZ+fj6enJ9XV1WJElpaWhrm5OYmJiYwaNYrW1lYWLlzItWvXsLa2Ji4uDgcHB758+SJc3ePGjaOsrIwvX76ID6nEZqegoIC+vr6ooL1580a4kePj43F0dMTMzIz29nahMF2xYgXl5eWoqqrS2NiItLQ0GRkZREVFiTaFlJQUioqKGBsbY2dnJ4Aj9vb2tLa2ipCpxLYk+UlISEBaWpq2tjaKi4sZMmQI/v7+KCsrC6OdgoKCsHVpaWnx7NkzTExMGDZsGI2NjXz+/Jk7d+4wbNgwSkpKUFZWRkZGBhMTEwGBCQ0NxdzcnAcPHqCoqIiLiwsVFRWoqqpiZmZGXFwcXV1dTJw4kfv37xMYGEh2djaAQPNKS0ujoqLC48ePBXkuMjKSsLAwhg8fzo0bNwR1cfDgwUIXmZGRIXzxeXl5ODg40NTUhIGBAXJycjx58kS8thIrlqOjI8rKyqSmpuLq6oqSkhJRUVHA//DAJSUlDBo0iLa2NmbNmkVBQQGdnZ20tbUJtPLHjx8ZGBhg1KhRREZGCl54REQEhoaGzJkzR+z2Ozs7xWdVMoGS2MMcHByora0lNTWVcePG8c8//wihR3d3N0ZGRuIS6sCbJgAAIABJREFUUFFRgY2NjTgU6evrY25ujpubG+PHj2fdunW8ffsWRUVF6uvrRRto6NChtLe3IyUlhbW1tRBsfPr0CS0tLWGDk5WV5fPnzwJt7OLiQmNjI3p6esjIyIgsi0SR7OTkRHl5Ofr6+kJt3NbWRktLC4aGhvz1119CJKSgoEBfXx/q6upkZmYybtw4PD09yc7OFoKRwYMHo6KiwoMHD/D39+fNmzdYWVnh4uLC48ePmTp1Km1tbfT19YnDluSQUVJSQnV1NdOnT2f37t309PTQ1taGtLQ0EyZM4OXLl4wbN06M9iVs9t27d3Pu3DmxZsjIyKCwsJCSkhLBdJeshJSUlHBxcRErmKamJjIyMvDw8BCSn6KiIiFXcXJyIjU1FWtra2QOHjy4Ny0tDU9PT3777Tfc3d1ZvXo1U6dOFQ5aCdHo+PHjNDc3i+Ti8ePHOXHiBE5OTqxZswZ5eXm2bduGtLQ0P/zwA76+vnz69InGxkZ27NjB8OHDhQRdUVGRx48fCzbysmXLOH36tNDvLVu2TIxpGhoaeP/+PRYWFowePRpHR0dqamqwtrbG0dGRo0ePCrKMr68vJiYm6OnpoaWlhY6OjuhtS4g6T548ob29HWlpaeTk5AgLC6O/v5+lS5dia2vL5cuXcXR0ZMyYMYwdO1aEatLT05kxY4aAs7u4uGBoaMitW7dITk5GW1ub5ORk9PX12bRpEykpKbx69Qp9fX0MDQ2prKxk8ODB9PX1sWrVKs6fPy/2m0+ePKG+vp7c3FwiIyNxdHTEycmJmJgYVFVVefPmDSUlJfT395OYmIi6ujqBgYGoqamRnp5OVVUVGhoaxMTEkJqaypgxY3j//j2RkZH09vYyZcoU3r59y+HDh7l586Z4KPn4+FBYWMjTp0+Fgm/58uUioNPb20tnZyc//PADsrKynD59Gjc3N9asWYO/vz/l5eU8evSIkydPcuTIEYyNjVm4cCFFRUUYGhqyYcMGIVyQk5MT40IJPUpLS4uQkBCam5vx9vZm27Zt9PT0iNuJo6MjYWFhNDY2UlpaSn19PcrKypw9e5bGxkbS09MZPHgw2trauLm5YWdnh62tLVevXsXY2JjIyEjCw8M5efIkI0aMEL3jvLw8wcGWZACUlZUJDAxERUUFU1NTKioq2LVrF4mJiWKUumTJEqqrqzl9+jQTJkzg4MGDFBUV4eTkxNWrV9HW1kZOTk44iTdu3Iirq6tYTYwePZq9e/eKUKa+vj5nzpyht7eXkydPivzCrFmz2L59O2vXrmXo0KGCk25mZsbNmzdFA+Dz58/8/fffwpwlcYVLEvLS0tK8ePGC/fv34+LiImqFEpfw69ev6evr4+7du9TV1REfH8/9+/f58ccfWbp0KUuWLMHKyooHDx7g4OBAXV0d48ePZ8yYMaiqqhIdHc2cOXMExc7CwoKamhqCg4MpLS1FW1tb3ICLi4vp6uri+PHj1NXVERYWRnx8PNLS0nz+/JkXL15gbm5OZmYmampqyMnJ8fnzZ3ELA/jrr7/Izc2ls7OT48ePo6CgwJUrV7h79y66uro8f/6clJQUwsPD6erqYtiwYcyZM4fHjx+zfv16li1bxosXL3B2dkZNTY2UlBR8fX1pb2+npqaGPXv2oKCgICA1Kioq+Pj4UFFRwZIlS0hJSaGiooJJkybh4OAgvgskO/tdu3Zx7Ngxli1bRl5eHmpqahw6dIgzZ86wePFiLCws6O/vFypIV1dX/P39iY+PZ+XKlUyePBknJydcXFwET93S0pJ9+/Yxb948NDU1xQ333bt3TJkyRRjXJMjawsJCQkJCmDt3Ljo6OpiYmCAnJ0dISAhBQUHMmDEDExMTMjMzxdrOy8sLGxsb1q1bh56eHl5eXvj6+jJ69Gjs7OyYMmUKOjo6nD59mra2NtatW8fTp0+Ji4vD0tISc3NzgRcGyM/PR15eXuBmf/31V+Li4vDw8KC4uBhfX19ev34tqqYjRoxg586dmJubi99fW1ubsWPHkp+fL0Qv06dPR01NTVwqGxsb0dHR4fjx4xw4cEBgVCU0Ml9fX4yMjLh//77A2z5//pyysjKSkpJISUlBV1dXhKD9/PwIDw8Xe2xdXV3hd5g0aZLIV0mIiRJa4KtXr7hx4wZ9fX3o6+szZMgQTExMmDx5MomJiXz99dfiUjJ37tz/3ZalpESldtWqVfT09LB06VKqqqrYuHEjISEhjBw5ko6ODmRkZLCwsECmu7t7r56eHq9fv2bKlCmUlpaSl5cn4Ow///wzmzZtYv369bx8+ZLFixcjKyvLjz/+SEpKijipXLhwgRcvXpCdnU1cXBwfP37k9u3bhIeHM2nSJCorK0X0vqKigpCQEDZv3sxPP/0kxhN///03TU1NWFhY8PXXX4uTamBgIDU1NYKlPXHiRLS0tBg0aBDLli1j6dKlaGlpUV5ezpAhQygqKkJTUxNPT09u375NZ2cnoaGh/PHHH4wZM4Z//vmHQYMGsW/fPm7duiVuhunp6Zw6dUqcgDMyMti9ezc//PADAwMDDB48mD179nD79m0sLCw4deoUv//+O87OzmhpaeHt7c3FixcZP348qampbNy4ESUlJWJiYti4cSPTp0+nu7sbZWVlIiIiMDY2pqGhgba2NubOncuQIUOYPn06CxcuJCQkhGfPngkZR29vL6ampixfvlxQoJSVlQkKCqK3t1d0UDds2ICLiwsmJiaMGzeOkSNHkpeXJ24iWlpa3L9/HxsbG9G9tLS0JDw8XPRNHz58iKurK42NjZiZmeHt7Y2fnx9fvnzBxcWFsWPHsn//fl6/fo22tjYKCgqCBhcTE0Nrayuqqqp4e3szffp0vnz5gqenJ+/fv0dDQ4Pq6mr09PTYu3cvM2bM4KeffiI3N5erV69ibm7O9u3bMTY2Rl1dHQsLC3x8fMSude7cuURHRzN+/HgmT54swnGSLy5J4On06dNCB7p8+XJSU1P58ccfWb58OSUlJVy4cAEAf39/vvrqK7S0tAQp6tWrV6xdu5a5c+eKIOasWbOYO3cuWVlZ7N69W+xZly5diqmpKU1NTRgbGzNx4kTevXvH1KlTycrKEoeagoICVFVVMTAwwMTEhIGBAY4fP46Xlxfx8fH8999/7Nu3D1dXV1pbW/n48SOLFy/m8OHDVFRUkJCQwJYtWzh79izr16/H2tpaoHElfW1J0Km9vZ0tW7Zw4cIFdHR0iIqK4sKFC3z8+JFly5YJgYKRkRFz585l9+7daGlpMWHCBH788UcWLVpETU0Ns2fPZtu2beIQ+OHDB2xtbTly5Aj//PMPlZWVfP/99xw+fBhnZ2fCwsLQ1dVl/Pjx4nD1+vVrjIyM2L17Ny4uLigrK/P582dOnDjBs2fPkJKS4vjx46KX//HjR3GLe/LkCXJycsTExAjalkQmUlNTQ2BgIFOnThX95Pj4eDo7O7l69SqbN28mJiZGeOgNDAzQ1tZGS0sLU1NTRo4ciZGRkXC05+XloaKiQnh4OAYGBiQlJdHa2sqnT58ACAkJ4ebNm4SGhjJs2DBu3rzJyJEj+eGHH/jnn3/Yv38/qampFBUV8eeffxIaGsrmzZupra3lzZs3gh8hqSRqaGiwaNEigSvu7++nsbFR/A3S09PF4erWrVskJCQwZ84c1NTUaGtrQ0FBQUhuJPhSSQ3uxYsXyMnJkZycTFtbG4cOHRKchvj4eMrLy9m2bRv19fV4e3sL5a2xsTGrVq0iNjZWVGAfPnxITU0NiYmJnDx5UlS5Pn78SG9vLyNGjMDb25uXL19y/vx51NXVsbW1FfIbc3Nz8vLyOHbsGFu2bOHIkSNs2rSJmpoafHx8OHr0KCEhIRgZGbFx40Z0dHQYNWoUysrK+Pj44OrqSlRUFOPGjUNNTY1//vmHpqYmdu/ezYcPH8jNzSUnJ4eWlhYxipZ0qaWkpAgICGDEiBGii/3kyRP09PTIzMwU7/HNmzfj5+fHzp07uX37NqGhoaSnp7Nt2zYAMjIyOHr0KNu2bRNALSUlJW7cuMGiRYt48eIFACUlJRQUFBAZGUlFRYUQUEmaM9bW1vT29rJs2TKuXr2KtLQ0L1++JCwsjN7eXk6cOMHQoUOpq6sjOTlZTMBWrVolpk9SOTk5A8+ePWPt2rViBFZaWoqJiYl4s7a3t6OtrS3GjQUFBYJHLPHqJicnY2NjQ1paGhMmTKCpqYn//vsPZ2dnDA0NyczMFAjAV69eUV9fz7BhwygtLRVEGEkv0cjISOwVUlNTaW9vR0dHh7Fjx9LQ0ICsrKwAu3z69EmchKWkpLCysiIzM1NASCRCdmlpaVpaWmhoaEBJSQlbW1txqp86dar4UDc0NGBhYUFDQ4OAUkgg94AwUkkK7xLNYH19PXp6erx7904o8gBR1pfUpeTk5JCWliY7O5uRI0f+z3EqI4OsrCzq6urC9GVvby+ITH19fSQlJWFtbY2ZmRkdHR00NzdTW1uLgYEBubm5on8t8V7Ly8vT0dHBkCFDMDc3F0EnXV1dsrOzycnJwdvbm8bGRvr6+sR4Z+HChSIIJy0tTU9PD729vRgbG1NVVUV3dzd2dnYYGBiIL+QvX77g6OiIlZUVjY2NQkjQ29sr0pwtLS00Nzfj6upKS0uLsJ7dvHlTUMp6enpEnUZaWlpAFx4/foyZmZkYW7m5udHW1kZjYyO9vb3i76qiokJ5eTmampr09PSI8Zuuri4tLS1kZ2djYmLCtm3bSExMZOLEiURGRgpggSRoKBlXpqenExQUxL179zA2NqajowMNDQ0qKytRV1cX2MTBgwcLi5ik8iip0KWnp2NqakpzczPa2toUFRWJA6xkXNrV1YWqqipZWVlYWlry/v17/P39+fz5M3V1deIBpqSkJFjN+vr6FBQUMHLkSOrr65k6dSr29vbY2try6NEj+vr6+Oeff9DU1BRjcFlZWfT19ZGRkUFXV5e8vDzi4uKYMWMGxsbGIjsRFBQkCEySh0NXVxfKysrU1NSgpaXF58+fMTU1paenBwUFBV68eMHo0aPFON3GxoYDBw7g4OBAWloaBgYGPH36FF1dXWFgkpeXp76+nrKyMkxNTRkyZIjg6kt4ymPHjkVJSYmgoCBmz57N5MmTMTQ0FLUgCVe9oKBAAHJGjhxJREQELi4uyMrKUlFRgbW1NUOGDKG2tpYTJ04IMtrQoUO5f/++ACFlZGRgbGzMhAkTeP36NZqamgKaoqysjJ6envibf/nyhVu3bhEUFCTCohIpSnx8vACvmJub4+DgQFZWFjExMaxfv57i4mIqKyvp6ekhOzubmJgYSktLsbe3x9vbmxcvXtDa2oq9vT2dnZ1iWtnT04O+vj4fP35k5syZYl0nYemPGjWK3NxcsrOzyczMZPDgwUydOhVnZ2e6u7tRVVVlYGBAVNS0tLTEBFLCLL9x4wa2tra8fv2aQYMGCVugvb09ERERovHi7OzMq1evsLa2prCwEBMTE7S1tUUWpqenh+XLl3Pv3j0GBgaEBrizs5Pu7m6BuZXUsSRTqI6ODszMzKiqqkJHRwd9fX1R001JSREBvaNHj/Ljjz/y6tUrpKSkGDZsGM+fPxcGLMltvqGhAU1NTUFxmzlzJoWFhSLD0NTURFdXF1ZWVqSmpmJoaIi0tDT9/f00Nzejrq5Oa2srAKqqqsjJyQmtqgQfumvXLhobG5k8eTLp6ekYGhoKKI2/v79Y6Um+gyXf3//vj2Rn/f/+KCkpCasigMzMmTP3uri4cPbsWcEUltQTysvLBUylv79f3CK2bNnCuHHjKC4uZvTo0YSGhjJnzhw0NDTw9vbG0tISeXl5zp49i7OzM+vXr8fDw4OysjJ27tzJ5MmT2bp1K2PGjMHe3p5Nmzahrq7OjBkzGDZsGKtXr8bDw4N169bh6emJs7Mzly9f5s6dO3h7e2Nqaoqfnx+rV6/Gy8uLvr4+9u/fj7u7O+3t7SgoKLB3716kpaXZtm0b1dXVWFpaCpBCf38/np6eWFpasmPHDpydnWltbcXHx4ekpCS6u7vR0NAAwNPTkx07dvDvv/8iKytLUlISBgYGTJ8+nWvXrgmXt6S/WFxcLEZqEihKR0cHXV1doksnOYXOnj2btLQ05OTkGDdunEgR37p1S1SQuru7OXz4MN999x1nz57FysoKJSUl3r17h6GhIU+ePBEKUkky+t27d4waNQolJSVevnxJXl4eWlpaPH36lEuXLomduqGhIXfu3MHT05OHDx+Kyp4EQ3j9+nVBDHr+/DklJSVCc7p161aio6MZNWoU9+7dIyIigubmZl68eIGfn58g9bS2tvLq1Su2bt1Kd3c3ixcvFgjP3377jRUrVpCcnIyGhgbt7e2cPXuWWbNmUVVVRXx8PDNnzqS6upqcnByWLFlCfX09BQUFFBQUiDHXtWvXxChWUVGRO3fu0NLSIlKb9+/fx8HBAQ8PD5qbm0XiMikpidjYWNG7rqurIy4ujtbWVl68eEF3dzddXV1oa2tTUVHB8OHDefLkCeHh4SxdulT8LpLDgqKiIo6Ojjg7O1NdXY2rq6vYp/n7+3P37l02bdpESUmJOGjW1dXxyy+/iN3VwMAABw8epLS0VOgAbW1txUP32bNnhIWFkZWVhampqQgT3rx5k4iICAoKCnj06BHv3r3Dzs5OSHUkD8ghQ4bw66+/0tjYSGxsLNXV1SI4KpGanDx5EoDc3FyR2rWysiIiIoLLly+Tk5MjxB0ZGRn8/vvvLF68mPfv35OZmcmyZcuYN28epaWlaGlpcfHiRcrKysjIyBAq1J9++gkTExMuXLiAn58fcXFx2NjYCJBJdHQ0zc3NdHV1cf78eWRlZSkrK+Pz58+MHz+eAwcOCLLcvn37ePbsGSdOnCAiIoLExET27NnDjRs3qKur49y5c7i7uzN9+nRiYmKwtrYWu1kJVaqnp4f4+Hjq6urQ0NDA2dmZ2NhYysrKeP78Offu3WPKlCkcOHCAsrIynJycqKurw9zcXFQ9tbW1CQ8PR0lJCQMDA/Ly8mhoaCAtLY3nz5+TkZHBjRs36OzsxMLCgrKyMm7evMnbt2/x8PDA3NxcAF+0tLTIysoS6zaJbtHY2Jjbt2/j7+/P06dP6evrE6AqLy8vrl+/jqysLAoKCixYsAB7e3tB8UtLS8PU1FSExUpLS0lJSSEtLY3KykrKysqYP38+mpqafPnyhZ9++gkzMzPk5eWpq6ujuLiYZcuW4e7uzqtXr2hpaWHp0qWoqamRm5vLwMAAp06dYsWKFYSEhFBRUUFLSwuenp7U19ezc+dOTE1NKSkpoby8XHzvSPCeM2fOJCkpCRcXFxQVFcnMzKSiooLk5GTs7OwICAhgyZIlnDlzRlx2bG1tWbduneCqL1++XBx0fXx8iI2NFQdpW1tb1q5di5eXlwDllJeX4+vrS1FREePGjRMo0NGjRxMQEEBNTQ3u7u4oKyszdOhQVFRUxEVy//79gmp28uRJYT979OgR06dPp7Gxke7uburr6/n++++xtbXF0tISJSUlamtraWlpwcnJCS8vL3JycrC3txfPosWLF7Np0yaePXsmLIYLFixA6vDhwwN5eXkiWDMwMEB5eTlz586lubmZsLAwbt++zYwZM0T/+tdff+Xbb7/lw4cPTJw4kYKCApEQ7O3tZfDgwXh4eJCRkcH06dMpKCjg3Llz/PDDD7S2ttLe3s6bN29IT09n0qRJWFhYiBAIwNu3b/H19UVGRkZ0jhUUFCgoKMDV1RVVVVVOnz7NkSNH2LFjB9euXcPDwwNfX19+//136urq+OabbygpKcHIyEhoDG/evImSkhJaWlq8efMGZ2dnkpOTxanT2NhYhImGDx9OV1cXI0eOJCMjAxMTE5ydnampqRHKyb/++gtfX1/8/PwYM2YMx44dQ01NDXV1dW7dusXIkSPp7u4Wo/vffvuNiooKAgMDBS+5qamJr776SiBQJeIQa2trUdOYOXMm8vLyokMKYG5uLn5PSV3ry5cv6Ojo8P79e5YuXcrWrVsJCQmhvLwcNTU11NTUsLCwYMaMGXz8+JG2tjaePn0qRB3Lly/n5s2bdHZ2oqenJ8Ir8vLyLFq0iFWrVjFt2jSuX7/Ohg0bKCsrE35yWVlZMjIy0NPTE7pQyS7n1atXIozm7OyMsbExzc3N3L59m4aGBnGbBtDW1hbjWhMTE3R0dGhubiYvLw99fX0mT57MyZMnycvLY8WKFeTm5lJSUoKZmRkvX77Ew8ODcePGcejQIWbNmkVxcTHjx4/HxcVFhOYGDRrEqFGjkJaW5tSpU7S0tODj40NVVRWRkZEYGBiI24mWlpZ4H5WXl2NpacngwYNFqC89PZ03b94wfvx4Xrx4wbFjx8S0xcbGhtjYWFxdXbl//z779+8XuQZlZWVBDgMYN24c6enpZGZmigfKsmXL0NLSIi0tjaysLMLCwnj58iWZmZkikb9161YuXrzI1atXyc7OxsjIiCFDhohgXUtLixB3SA62WlpaXLlyRUBA7OzsaGxsxMLCgoqKChQVFTl16pTw0ks680pKSlRVVdHU1IS7u7sInFlaWhIbG8uwYcPYtGkTFy9eREpKikOHDjFx4kRcXFwESvLTp09EREQwd+5cHBwcyMnJYcSIEVRWVtLe3i5Qo+rq6ujp6QmW85w5c7h58yZ//PGHyIdoaGjQ1NREfHw8z549w97eHicnJyZNmkRoaCgAwcHBpKamkpOTA0BQUBDl5eUYGBjQ3d1NcHAwWVlZvHjxAk1NTdHc+O677/jvv/+IiopixYoVpKamAohxrwSWEhMTg5ycHBcvXmTo0KEMGjSIrVu3Ul5ezq1bt8jOzsbb25u+vj4xIfnhhx+4cOEC7e3tPHr0iBMnTgjnQUVFBWfPniUsLIzNmzeTmJiIubk51dXVWFlZceXKFfH7jB07lq6uLvbv309wcDD5+flERUXh7u4uLk/h4eEEBASgqKhIeHg4vb29GBoaEh4ezuTJk2lsbGThwoXcunWLOXPm0NTURE9PD6ampkhLSxMZGYmuri7z58/n6tWrWFhYMGXKFD58+CC42b29vSgoKPDHH39QXV3Nq1evaGpqIjU1FRsbGx49eoS1tTWjR4+mrKyMmJgYvvrqKxoaGkhMTMTHx4d3796JetzmzZvx8vLi48eP6OnpMXr0aDo6Oli7di1hYWHMnz+fr776SkxUlixZwtdff83r168FYTMiIoLk5GScnZ0JCAjg2bNnKCsrk5WVRVBQkCA8SqBRz58/x9PTk9jYWEHT27p1K3V1dSJ75ebmRmxsLMbGxmL0XlhYyIwZM7h48SLq6urk5+eLy5+zszOpqakMGTKExMREhg8fjoeHB6qqqiLolpKSgry8PLq6uiQmJgp4THl5Oe/evWPp0qXU1dVhZ2dHRUUFMsuWLdsrUUMGBQWhqqpKaGgoDx48YObMmYSHh9PX14eamhrbt2/n4cOHZGdnc+jQIU6dOiVi+xMmTKC8vJzU1FSioqJoamriy5cvfPjwAWlpaY4fP87kyZMZPXo0PT09lJaWihHwjh07UFJS4r///iMzMxNvb2927NjBmjVr0NfX58SJE/z000/CUnT//n0WLVpEXFwcwcHBqKmpUVRURGZmJosXLyYoKEgwg/v6+ggJCRGhlHPnzjFmzBjOnz+PiYkJOTk5REVFYWlpiaysLOvWrWPu3LlCP+fo6IilpSUVFRU4Ozvz4MEDgWJta2sTf6uAgACysrKoq6tj0KBB6Ovrk5KSQnBwMIqKijg7O9PV1UVPT4/oukpCKZs2bcLPz4+7d+8yffp0sf9pbW0VSs/Pnz/z559/Mnv2bNasWUNXV5dgGEtuYEOHDuXXX3/F09OTUaNGMWjQIBYtWkRKSgpycnJkZ2fT0NBAaGioqAmpq6ujqqqKu7s7Hz9+REZGhm+++Yaamhrx8BozZgwZGRls2LCB9PR05syZI0IQbm5ufPr0CWtra6ytrdmyZQs9PT3MmjULNzc34QuX7B/t7e3R0tISliQpKSnmzp2Lq6sroaGhjB49msOHDxMQEEBPTw/BwcE0Nzfj6+uLk5MTPj4++Pr6EhAQQGxsLP7+/ri5uVFVVYW5uTm9vb04OTnx6tUr1qxZQ1FREUFBQQwaNEgksPfu3StECqampnh5eYnJzP79+0lISODrr78W1atjx47h5OSEs7Mznp6e/P333zx+/BhfX1/279+Pv78/rq6uYhcbEBBAYmIiCxcuxN7enqKiIhYtWsS9e/dwdHTEwcFBJOu//fZbpKSkBGtZ8uUg2Tm6urqSlJRETU0NxcXFFBYWsnLlSpHgnTVrllArSohhkupYWVkZ+fn5bN++HXl5eRITE0lNTSU/P58bN26goKBAY2Mjv/32G3p6erS2tqKmpiZ4/jIyMgwbNoy1a9fi4eEhxpZaWlp0d3dTVFREd3c3zc3NKCgoYGdnx7179+jv7+fixYs0NDTw9OlTnJ2daWxsJDw8XKyJ5OXlxYPvwIEDaGhoCLa+5Dulvr4egIsXL/LkyRN27NgheuHV1dV0dHSgra3N/PnzcXJyEqz/5uZmXFxcSE1NxcvLi4kTJ7JixQo8PT35+eefaW5uFlWjv/76i+joaCoqKsjPzxdUsLt372JlZYWzszORkZHo6+sjJSUlNJfV1dXs3r2blpYWampq2Lx5MxMmTCAqKors7Gyqq6tJS0tjzZo1XLt2DRcXF8zMzAQEIyoqCmlpaby8vLhy5QqNjY1ER0fT1tbGiRMnKCkp4a+//hJUw+fPnwvS3K5du8jPzxejfwnoacKECQwMDGBlZcXhw4e5evWqcGz//vvvonKYmprK5MmTUVVVZciQIVRVVTF58mSam5s5d+4cRUVFvHz5ktzcXEaMGIGUlJS4QX/69Ek0fDIzM9HU1GT48OHU1NRgZmYmwrCXLl2iq6tYt/SIAAAgAElEQVQLR0dHhg8fLrScOjo6GBkZoaKiwuHDh9m9ezfPnj3Dzc1NJMbV1NR4+/Yt33//PXfv3mXUqFEsW7aMp0+fCpZ8QUEBM2fOFCKnq1evoqGhQU1NDadPn8bAwAA/Pz9Bx5RMb9vb24Xjoby8XKwh2traaGtrY/HixRgbG2NsbMx///3H8ePHqaioQF1dndraWqqrq7G1/T+UvWd4lGX+/v1JZpJJmSRDeie9NwgpEEIIvUsTBBXBVUHBuojuT3F1+eniKhZUBFcFBAFF+iJNIJAQEkpIIb2Q3suECcmkPy887u/x3+f5v3nmlQfHwTjMPfd9Xdf5Pc/PGSIxs0mTJjF27FhsbGw4d+4coaGhmJubY2trS3d3Nw8fPsTBwYHKykpx1P/444+yyb169ar4FJKTk2lsbGR4eJgrV65QV1fH4cOHOXDgAEePHmXChAmY3Lp1a7Sjo4P4+HjKy8sxGo2SMVVOCkosqq6ujuzsbLy9vWltbaWpqQkfHx/GjBkjKL7Gxka8vb2pqKjAxMQEZ2dnVCoVer1eGrJsbGwEct/U1EROTg6RkZE8ePBA4jOKfj80NMTg4CCNjY04Ojry8OFDia/Y2Nhw5MgRgby3tbVhZmaGi4vLf81wlUhIT08Pfn5+ODk50d3dLTKmEsN6+PAh9+/fx9fXl+HhYZKTk6VJyGAwUFRUJFlZMzMz9Hq9YOVMTU2ZM2cO7e3tqNVqTE1NcXV1pbe3V9yMWq0Wf39/KisrKS0tFXlwYGAAo9GIr68vDx48EEweIOY/Hx8fKisrcXNzo6mpCZ1OByCA/6CgIOzs7LC0tMTW1pacnBz6+/upq6vDwsIClUqFu7s7dXV1PHr0CFdXV5ycnMjIyMDPz09yofX19fj7+2Nvb4+NjY3MT+vr68Un4OLigk6nEzOVXq8XtrObmxsWFhYYDAZMTExoaWnBwsKC4uJiVCqVfMbY2FhCQ0Pp7++nt7eX9PR0bG1tCQoKElRgfn4+3t7emJmZSURPAeP09vbKXCw2NpaysjLGjh1LQUEBERERlJWVCYlM6an29vZGr9djZWVFc3MzCQkJZGdnMzAwwODgoDCnFZpbamoqAwMD5ObmyvUYM2YM1tbWzJs3j4aGBokSGgwGjEajFM0kJSVhaWnJ4OAgDQ0NEjkyMTGRxaqnpwdfX19B9XZ2duLi4iIRJbVajVar5erVqzg5OWFvb/9f37WiAhkMBqqrq9m8eTNbt25lwYIFAMJjHh0dpampCaPRKKYWR0dH7O3tGR4epqOjg76+PmxtbWlpaaGzs5OgoCA6Ozvx9PTEYDCIO7+/v5/U1FS6u7vRaDQ8fPhQPCNarRa1Wk14eDizZs2is7OTgwcPygLb1taGjY2NzORCQ0MlOfHw4UPMzMwk5ubg4EBNTQ1eXl4UFxdz5MgRHBwciIyMxMzMjHHjxlFYWIilpSUBAQFUVVVx+/ZtKdtoaGiQLLbCtI6KimJ0dJTnn39eTm9arRYTExPa2tqkp33hwoXU19fLOFChCt69e1eiTHq9Hjc3Nzo7OxkzZgxlZWUy+7S2tqa+vp62tjb6+/sxNTUlIiICKysr4E8jrZ2dHbW1tfT09BAZGSloUTs7O+FcKM8OMzMzRkZG6OzsJDIyEo1GQ1VVFcnJyVRUVODt7U19fb0sDgojfmBggDFjxlBZWSnxI8WX4+7uDoBGo8HKykoKLYaHh8W5rTDrlViTojAo82mlzlQp2Kmvr8fV1ZWqqirCwsLER9Le3k5iYqL4S6qrq+no6KCpqQlLS0usrKwwMTERz4K9vT3379/Hz8+P1tZWDhw4wKVLlwgKCqKuro7W1lZCQ0Npbm7mrbfekqjhwMAAer2ewMBA+vv70el0lJWV4ebmJhhTBwcHent7cXV1pbGxUUy2kyZNoqenh4SEBNra2hg7dqwAuPLz8/Hz8xP41oQJE2TzUl1djVKepaif/39etra29Pf3M3bsWJqamlCpVOh0OoKDg2lubqatrU16FF577TVMAgICRt96663/6//M3NycgYGB//oz5WEREhKCRqPB2tqauro6/vKXv7B3715sbGwE6v7iiy+i0WjIzc3liSeewMrKigMHDmBlZcW9e/dYuXKl1IYpp0QlWG9jY0NOTg6TJ08mKysLNzc37ty5I9CKTz75RChasbGxXLlyha+//pqUlBT++OMPAgICmD59OqWlpTKHUYwp3d3dzJo1i4MHD7JkyRKqq6tl4TYzM+PBgweoVCqcnZ3x9vamvb1dfgR9fX3igs7MzCQyMhK1Wi2Zw61bt7Jr1y78/f3lYVRdXY1Go8FoNOLu7k5gYCB9fX1ERkZiZWVFR0cHXV1dhIWFcfbsWczMzIRUdPjwYUxNTZk8eTKurq6S68vMzESn03Hv3j1ef/11zp8/T3h4uLgTn376aX777TdiY2MxNzcHkB7xiIgITE1N0ev1wJ9gfwsLC1xcXGhqapLYXUFBAX19fXh5eaHX6/n222/ldzA8PExxcTG5ublcv36dpqYmHj16REdHBx9++KEsGtu2bZNIhkajobW1lejoaKZMmcL+/ftZs2YNpaWltLS04ObmRnV1NevWrROo/pw5c8jIyBCYT3R0NAaDgYyMDObMmSPzoZaWFjIyMjh37hxqtZq8vDwpyzh79izm5uZMnTpVilgmTJggNawqlYq6ujqKioqwsLDA1taWn3/+mfXr11NRUSEPOGUBiY+PF+Oj4nd49OiRlK64uLig1WrR6XTCTs/Pz+fu3bviCB4YGKCzsxOdTiebEG9vb3JycpgwYYLwjJVsqLW1tdyLNjY2wuJWygKUxiTFn2FmZsb58+fp6uqiqqoKd3d37t69K41sQUFBGAwGpkyZQm5uLqGhoWLC0el0uLm5iSx96tQpKisrcXBwIDs7W1QSrVZLYWGhfFa9Xk9KSopwG5T7RTGoPXjwgLa2NjIyMkhISJBecpVKRXFxMevXr6erq4u+vj7Z4FhaWtLV1cWiRYu4ceOGvKeSC7ewsCAzMxNvb29pzFJwvmVlZTQ0NJCcnIxGo8HS0hKNRiP+DuXvd3d3U1dXh4mJCXZ2dty4cQOdTsfDhw+Ji4ujqKgIX19fPD09yc/PFwVEURWUV0lJCSEhIVKoocTlCgsLKS0tRaVSSfa7sbGRyMhIsrKyiIqKor+/nzFjxhAWFibAmYqKCmJjYykvLycmJkZOWT09PaSmplJXVyffUU9PD01NTeI5aWlpISYmhqKiIry8vCgpKcHT05OcnByioqIoKipicHAQExMTZs+eTWdnJ97e3rS0tGBvby+LVUNDA6ampuh0OszNzfHy8sJoNNLd3c24ceOoq6ujurqaZcuWYW5uTnx8PBkZGQAYjUY2b94sGzxFxenp6SEzM5PZs2eLGgTIIqlc/+LiYoxGoyyyNTU1AqhZsWIF1tbWPHz4ELVaTVJSEiMjI/9FPGxqaiI9PZ3Kykrmzp1LTEwMFy9eJCkpifnz58tcfmhoiIMHD9LR0UFycrKchJUR8d27d9HpdJLcUNCmDx8+lGTAuHHjuHbtGl1dXXh7ewvVLi8vj5GRkf8yjikI2a6uLgICAhgaGhL4lpmZGf39/VhbW2NnZ0dHRweTJk1iwoQJf9Z5bt++/X1l17l69WoCAgJkl7Jw4UI+//xzYmJieO+997CxsWHr1q3MmDEDg8HA22+/LVKBwopV4AKKDOrr60tBQQEGg4GhoSGuXr3KO++8w8jICF5eXmRmZuLo6MjEiROxt7fn7t27mJubS6BcMXIpUozSHlZfX88rr7zCpUuXqKmp4erVq0RGRlJVVcXhw4dJSkqirKwMo9HIa6+9JjxXvV6PSqUSh6Zer6e/v5+jR4+i1+uxtbXlm2++kYIGb29vPvnkE3bs2MGtW7fo7e3lwoULZGdnc+/ePampO3XqFIWFhdy9e5c9e/ZgZWXFV199JaX1+/btkzL7oKAgVCoVO3bs4OWXX5Zy8+vXr1NZWcmlS5fw8vIiOjqasrIySkpKaG5uFhNVYWGhvG9SUhLXrl0jMjKSs2fPMmbMGObOnStz/dbWVhITE2XXnZycLLJUbW0t69atE9OUn58fq1evJi8vj2XLlpGcnMzNmzdJTU1Fo9Fw+/ZtRkZGJCeoFJAornFFmiotLWVoaIjy8nKqqqr47LPP8PT05IUXXsDHxwdra2vmzp0r8IT6+noBpXh6egrgoKmpifj4eI4cOSI5UVNTU0xNTYmJicHU1JS//OUv1NbWkp6eTlFREW+++SbV1dWy2Ht6ejJ58mQSExMJCQmRGWxYWJggZQsLC+ns7BRXrp+fHykpKZw/f56YmBhmzpxJU1MTy5YtY2RkhNHRUXx9fYmKiqKnpwej0cj48eNJS0sjNDSU1NRU/Pz8pPNWgci0t7eTl5eHlZUVzs7OjI6OEhcXh1qtpre3l8TERLKysoiJieG7774jJCSEb775BhcXF4xGo9Ru/v3vf8fKyoo//vgDJycnduzYIddLOQ0eO3ZMTFkHDx7Ezc2NqVOnyoOgpKQEMzMzDh8+jKenJ9999x01NTXY2tpy9epV1q9fz/nz5/Hx8RFZv729HVtbW15//XUuXLhAaGgo48eP5+LFiwC4ubmxZ88etFotAwMDMmZ58sknBWajgGA+/PBDrK2tsbGxETCHlZWVYCM9PT0xMTFhcHCQpqYmkZoVNnlpaSl6vZ7nn3+eadOm8ejRI5ydnVm1ahVGo5ENGzbI/d7f34+NjQ2PP/44S5Ys4X/+53+ora0lKChInNNKGYednR2ZmZl0dnZiNBrJz8/nzp079PX18c0336BSqThz5gxhYWGcPn1aniMbN26kvLxcInUWFhZcuHCB/fv3c/v2bcaMGYObmxtWVlaMjIxQWVlJf38/f//73zlw4ADLli1j/fr17N+/n4SEBFxdXdm0aRPBwcHAn7P4iRMnMnHiRDw9PTl//jy2trayyHl6emJubk5oaChGo5Hly5cTEhJCYmIip06dYtmyZahUKpYvX86pU6eYNWuWcMa9vLzEu2Rqakp/fz9bt25l27ZttLe3k5yczJ07dwgLC6O+vh53d3ccHR25ePGinIq/+uorOW0ePnyY4uJifvzxR7Zv387LL7/MuXPnpEK4s7OTt99+m56eHqKiopg/fz4ajYYpU6ZQUVGBg4MDarWamTNn8vrrr1NYWMidO3dIT09ny5YtmJqaimqSn5/PjRs3+OOPP7h9+zYXL16kubmZ7du389NPP5Gfn09ERAR+fn5cv36d6dOns3nzZv72t78xduxYLl26xODgoBTwaLVakpKSyM3Npb+/n7a2Nnx8fHjyySdZs2YNtbW1+Pn5sXjxYurq6li3bh3JyckMDg7S2dkpz5eenh7mzJlDVlYWQ0NDzJ07l+7ubmbPns29e/dYsGAB9+7dIyUlBaPRyNy5c5kyZQpGoxFnZ2fCw8OJjo4mKiqKn3/+mczMTHbt2oXq448/ft/ExIQ9e/Zw+fJlnnrqKeLi4ti8eTOjo6N89913jBs3jgsXLuDv7y874uXLl1NbW0tKSgqhoaFs2bKFu3fv8uKLLwozOyAgQExY+fn5bNiwQSRvPz8/ZsyYwS+//MLmzZsFg5ednc2MGTOoqalh/fr1HDx4kCeeeIKuri48PDwEEThx4kTmzJnDhAkTyM7OprKykueee45ffvmFnTt3UlJSwvDwMF9++SULFy7Ex8dHgPL+/v5cu3ZNJNPw8HCuXbvG66+/TlJSElVVVfj5+XH16lVu3brFY489xt///neuX79OfHw8bW1tBAQEMDw8TEBAANXV1bz00kvs3btXToDKKTYqKgpPT0+0Wi3m5uZ0dXVhYWEhasXjjz+ORqNhyZIlDA4OCqDF1NSULVu20NDQwIwZM4iPj6erq4uuri6Ki4sFSxgWFiabpRMnTmA0GqmtrWXixImC/3zppZdYvXo1p0+fZuHChTg6OtLX18enn36KTqdj06ZNREdHYzQauXjxokiT5eXlaLVa6TC/fv06Tk5O0mpTVVWFSqXi5MmTBAcHU1ZWxr1796iqqsLHx4fCwkK2b98uXcZZWVnY2dmxYsUK3nnnHaZOncr169cZHBwkNjaWmJgYAN577z08PT1xcnJi69atuLm5YWlpyTvvvENSUhJ79+5lxYoVEqfYu3cv7e3tdHV18d5779HS0kJsbCzZ2dl8/PHHNDc3y4Nt5syZEt95+eWXycrKYsWKFXh6epKXl8fLL78sMBFnZ2dGRkY4ceIEs2bNYtu2bdTV1bFr1y5SUlJ49tlnaWlpITo6mldffZXZs2dTVFRES0sL2dnZ4nK9fv26kLL++c9/smDBAv75z38SHByMTqfj5s2bUpygtDqtWLGCVatWERQURGhoKDdv3kSr1TI0NERLSwvLly9n8+bNnDhxQpCswcHBvPfee0Idq62t5bXXXqO7u5vY2FgmT55MfHw8jo6OPPHEE5w6dQpXV1eWLVtGZGQkAF9//TXh4eFMnTqVOXPmyOlEpVLxxBNPsHz5ctRqtRD4bty4wZUrV4iPj+fdd9/lnXfeoaSkRAxE+fn5tLa28tRTT/Hpp5/y+OOPExERQVpaGo899hjV1dWMHz+eOXPmcP36dX799VdiY2PJycnht99+45NPPiE5OZnq6momTZokccqzZ8/y9ttvc+jQIdra2li1apWQu27evMnx48cZP348DQ0NBAcH8/nnn/P999+zc+dOHBwcKCoqEuk9NTWVd999l48//pjc3Fy+++47MQeePHmSn376CbVaTUxMDPb29nz88ce88cYb/PDDD0yfPh1XV1fa2tqk9/j777+noqJCFrB169Zx9epVcnNz+eyzzzA1NWXcuHHMmjWLa9eucfz4cezt7Tly5AjOzs5SvfnWW2/x3nvvceTIEQ4ePMjHH39MUFAQ69ev5/PPP8fOzo7U1FTOnj3LsWPHmD17Nnq9ni+//BKj0ci9e/f4+uuvZXG5ffs2AwMDJCQk0NLSgrOzMy4uLhQWFkpn+5w5czh27BjZ2dmEh4czODjIzz//zL179+jq6mLVqlU888wz9PX1YW1tTUBAAPv37ycsLIz58+eTn5/PyMgIhYWFLF26FCsrK5577jk2btzIwMAA586dY/bs2TLemT59Ou+//z5PPfUURqMROzs7Jk6cSE5ODufPnycqKgpTU1MWLFggEJ8nnniCBQsWyAl448aNtLe3o9PpWLx4sUjwixcvZt68ebi6ujJnzhxiYmKErvjjjz/KKfiFF15g/vz5LFq0iO3bt/Pmm29SWFhIYmIiRUVFkppR1LOBgQGuXr1KfHy8RFdXrFjB5MmT2bNnD6dPn8be3h6j0cg//vEPoqKi2LhxI8PDw7S1tbFixQpiY2Oxs7Nj+fLlxMXFodVqWb58OT09PcydO5fHHnuMnTt3EhcXx6effkpvby9r1qzBpKCgYFTZsRQWFhIYGEhrayuWlpaYmZnh6+sLwLlz56TFadasWVRUVNDb28uVK1fkzX777TdmzpzJggUL+Pe//01NTQ0ffPABX3/9NR0dHcTFxdHQ0CCIxJiYGLZt28a0adP4448/iIyMJDg4mJqaGgIDAzlz5gxeXl709fUxY8YMgaO7u7vLrnLv3r0kJCRw+fJlaf/697//zd/+9jeuX79OTEyMGACio6O5evUqGzZs4Nq1a8THx5Odnc2JEyewt7eXeMXIyAjHjh3D19cXe3t7XFxcuHPnDq+//roYRHbs2MG+ffuYMGECnZ2dPHz4UBq66urqeO211zh69CivvPIKkydPxsfHh3HjxomhQHHw/v7771I9GB4eTmBgIF1dXeIeVEoc1Go1ERERjB07lqSkJAIDA/Hw8JC5t5eXFw8fPmTx4sX88MMPgg5UZpLK7H3ZsmWkp6dTUlJCVVUVAQEBIsvHxMTg5OSEl5cXly9fFhNSd3c3Tk5OpKWl8dRTTwkq7+7duzz55JOUlpbKrK68vByVSiV5VnNzc86ePYu1tTXx8fEyM9Vqtfj4+KBWqyUeNWHCBDIyMsRhfePGDebPn8/hw4d58cUXpXknNDSUQ4cOkZKSIpKh0jKWlpYmnb3KqX1kZERcwUqcy9nZmXPnzvHtt9/y7rvvCt9YKZXXaDTC/I6NjRWSmFarpb+/n+rqahITE/npp5944YUXsLa2pqSkhGnTpvGf//wHPz8/LC0tKS4uxsPDQzKgipRraWkpXOrLly/LJk8Z17i4uODi4sLPP/9MUVERgYGBuLi40NLSQkJCAnq9HoPBgI+PjxD2ampqZMY5duxYiSgq6Mn//Oc/ODs74+npyZEjRxgdHUWlUjFjxgyZK6akpLBnzx62bdvGjh07mD17NoGBgaSlpUnDkFLrqdPpOHr0KOHh4WzdupUNGzYQHh5Of38/K1asYM6cOQQEBODu7o5GoyEzM1OcwpaWloIDjYyMJCcnh4cPHzIwMCBmp6ioKN5++21eeeUVdu7cCcDly5f55z//yeLFi+V0q5xwlNm1o6Oj8BqU2bqS//70008xGo0EBQXR0tIikb1nnnmGPXv2oNPpZFQEiNP36aefltOTk5MTra2taDQa8vLygD/9NtOmTWPs2LGMHz+eVatWERERQUJCAkNDQ/T29gpdUPFF3LlzB19fX5KSktDr9Tx8+FDUG5VKRV9fH4ODgxgMBrKysiReGxgYyMjICM3Nzbz22muUl5dTV1cnxC4LCwsCAgLYs2cP48aNY2RkhJCQEOEhzJgxQ3C3S5Ysobe3F7VajcFgICcnB3Nzc+mk37JlC8ePHyclJQUPDw++/PJL+Z2GhIRQXV0tVDrFzNbX14ednR0qlQoHBwdqa2tJSkoiIyODd955h9LSUu7du4fRaEStVmNubi5jgLi4OCk+UdTbDRs2iK9JeZWWlpKVlUVISAgJCQnk5ubS3d2NhYUFCQkJ9Pf309TURFZWFnPnzpVxmqIUrlu3jmvXruHn58cvv/zC+PHjKSsrw97eHrVaLXP1mzdvEh0dLRhYLy8vYmNj5XOkp6djYmJCbW0t//73v/Hx8ZERmtK/kJWVxcaNG9m9e7cok11dXdTW1jJ//nxycnKora1lZGQER0dHwUMHBwdz8uRJUlJSMDExobi4GJO9e/eOnj9/nsmTJ3P06FHCwsLIzc1Fq9Xi7u5OS0uLoO1qa2spKiqSWVpHRwczZszA3d1dACdBQUFcu3aNtrY2nJ2diYqKoqqqiri4ONlV2dvbU1tbi7m5ucDv6+vrZS525coV7O3tpes2JiZG2k2UWM6CBQsoLCwUVriSwVWr1ezdu5fHHnuM3t5eQkJCMBgM0qrU3d2Ns7OzlGnodDouXryIh4eHoOb6+/vp7+/Hzc2N6Oho4E9CWHl5OWZmZlhYWAixbMyYMQwODjI4OEh5eTlubm7Mnz9f5sd1dXWYm5tjMBjkIru5uUnxhNJLrczXenp6GDt2LN3d3ZLxVYxnyu5Tke+U2asCJMnPz5cihZGREdzd3eUGhD+D+VqtVj63AlNRJFmDwYCdnR3Nzc2SkywoKGDKlCmEhobKrFOr1cqC39bWRmFhIUuWLOHYsWMsWrRIjFBKT/eRI0cYO3YsVVVVMsc3MzMjMjKSvr4+Ojo6pGM3NTUVc3NzCgoKeO2113B1deXq1av4+vpSV1dHd3c3y5Yto7y8XBY5xR1sYWEhJQtKIYZSxOLk5CRMdDMzMwYHB0XGP3ToEJ6enlIxGBsbi6WlpcS4TExMxNOhACIqKytZs2aNXCOj0UhbWxt+fn7CqXd0dBQjV0BAgABelIfw4OAgarUaLy8v7t+/T1tbm3Q89/X1oVar6enpkYVp3LhxANy8eVNiIcpO/vTp03z++edClmpsbMTd3V3iTP+3l5ubG11dXdjb29PY2MiMGTO4cuUKO3bswMHBQapiOzs7SU9PZ/Xq1aSnp2MwGPDw8GB0dBQzMzMAgQspXpHLly9z8uRJoqOjaWtro6urSzoGAFQqlZj7lP+eMGEC1tbW9PT0SCRHq9ViaWkpxqOenh5u3bpFTEwMXV1djB8/nvT0dOlRV7jjyr3c0NAg7uOGhgYaGhrYvXs33d3dMqtXFrvR0VE0Go1skBQkpFIck5uby9DQEHV1dcyaNUv4CnZ2dkybNo22tjZqamrw8PAgLS1NzKRKXWlqaipOTk50dHQwPDyMWq3m+vXr9Pb2MjIyAoCHhwd5eXmyQPX19UmNZEdHh7DolZHD8PAwnp6e0sVdXl4uDHS9Xk9fX5+Uy9y8eZPk5GTa2tqora0VKVypN05KSqK0tBQPDw/5zWdnZ2Nra8vIyIiUtygAJUXqHzt2LNbW1kRERHD37l0Zi6pUKv7zn/8QFBQkyYOAgABcXV0FnGJlZcXdu3dZu3Yte/fuZdOmTbS3t9PR0cH169cZGBjAwcGBp59+msrKSpqbm+V73LVrF2fPnuW5554TA6VyrymObuWeHBoawsPDg+joaLKzs4mOjkatVgve9f79+wwPD3P+/HnWrl1Le3s7Go2G+vp62fz5+fnR29tLY2Mjs2bNwmAwSPqitbVVYmp9fX3o9Xri4+NpaGjAzs6OqKgoWlpaZE2zsrKiu7ubrq4uWcfc3d2JioqisrJS+h4CAgKEwjg4OIjJgQMHRn/66ScuXbr0f72pIyIipM5x48aN6PV69u7dS1NTE2q1mokTJ7J582aOHz9OUlISmZmZnDlzRiz3iimls7MTc3NzMdwMDw/j4OAg4XIHBweSk5O5e/cuBQUFmJqaEh4eDoC1tbU4hZU2KwWUMWPGDHJzcxkZGeHOnTs0NDTw4MEDOjo6mDVrlpB1lJtJIWR5eHhQXV0tIX3FYKE0Gbm4uLBmzRpUKhVmZmbcuHGDBw8e4O/vLyc4ZSaquNEbGhooKCgQpq+JiQkeHh7Sraq0z1RUVADICRW5qLAAACAASURBVMDCwgJ/f396e3vx9vaWoo6BgQF0Oh35+fmSVVXmddeuXQOgoaFBSGsK33hkZISKigoaGxtpa2sTp3JYWBj+/v44ODjIop6ZmYmPj4/MxE6dOsX8+fPx8fERSpxCNlJiPf7+/rS0tKDX61Ey/MqiqNFoxACiENwUVC38KeGbmZmxevVqJk2aBEB+fj7ffvstWq2Wjo4OGhoaxCCmGGgURKWdnR1eXl7Cgm9vb/8vYpGLiwuXLl2iqqoKX19fTExMpB/cxcUFgLi4OCorK2XUo8D3lbSCcnqdN28edXV1dHR0cPv2bXHNLlmyhNbWVsLCwiSq19fXR3p6Oo8//rjQtqytrcVHoVarBcYzZswYHj16RExMDL29vTKPLi4uxtPTk/b2doKCgrCwsGB4eFic+mZmZsKOHzNmDFqtlpiYGO7cuUNjYyNdXV1UVlbi5eXF2rVrsbOzo6ysjNLSUioqKmRjp0S2bG1tqayspKOjA39/f3x8fNBqtezcuVMe9vv27ePnn3+mvb1d7luleMXExISsrCw5CUZERFBfX49OpyMhIYE//vhDfAoKveq3334T4IXSUqcYzaKiomRTotVqKSgo4ObNm0yfPh1TU1NOnDghM++AgAA0Go2YiL744guZD4+MjAhp8P/9CgkJYffu3ZSUlNDZ2YlGo5HER2JiIuXl5WIqUkobBgYGmDNnDpMmTaK1tVVUKGVTpLwKCgrIyspi0aJFuLi48PLLL4u8n5qaipmZGdHR0Tg7O3Pv3j3u379PSUkJgYGBDAwMyFxbKXDx8fGRulCNRkN1dTWpqam4ubkxMDBAWFgYo6OjJCcnA1BcXCxpDoDR0VFqa2sFhNLe3i7UwCtXrlBRUUFSUhLW1tb4+vqSmJiIu7u7KECZmZkYjUaKioqkX314eFhGfR0dHbi5ucnhJj8/nxUrVpCWlkZVVRUuLi5C/tNqtXh7ewtHPTIyUlJGly9fxmg0MnXqVEkLKEbYtLQ0idgqRDSl4VGB4tTW1rJq1Spu3rxJVVUVjx49kiirYu708fFBr9eLD8VoNLJ48WKOHDlCYGAgVVVVhISEUF9fT1NTE48//jhnz57F19eXX375BZVKRWRkJCtWrKCzsxMvLy9aW1s5dOgQLS0tzJo1izfffBNACkoiIiJobGyktbVVlBvl0KTVamVUWl5ejqenJ5aWlhLXtbW1lUPc448/Tl5eHqtWrcJkdHR0dN++faxatYoLFy4IwlAxJPzfXuXl5QQGBv5//jw3NxcPDw9GRkZwcXFhaGiI4eFhWWgVmotarQb+xIYqp5GamhpBWjo7O9Pb2yvs6Z6eHsrLy3F1daW7u5uBgQEGBgawsbGR+Z5ijigoKBCLv6urKxqNRiSjuro6kYoVtGloaCglJSX09PTIafPSpUuEhIQQGBgomwMlM62waPPz8wkLC2NoaEguUk9PD8PDw4wdOxYTExPa29ulFk05hSkOyPLychYsWMD58+fR6XQyQ62vrxdUZm1trZhVDAYDtra2UoaiEI4Up7GnpydhYWEUFRUxPDxMXV0dwcHBdHd309DQgKurK6Ojo4KYVG7+O3fuSLlEa2sr4eHhMnpwdXUFECSossAo4xIrKyvq6urIz8/H2tqakZERFi9ejLOzM+Xl5TQ1NUmSQNl4AZiZmRESEkJ+fj6hoaF0d3dz+/ZtgoKCqK+vx8rKiqCgIHnPmpoaurq6iImJobCwEGtra5E6tVqtdEN3dnZKntLCwoKQkBAsLS2xsLCgr68Pc3Nz6uvrUavVODk5YTQaCQgIoKOjA2dnZ/r7+2ltbZXPoDTWKVWu8Ce2t6KiAj8/PywsLBgzZgyhoaEUFxfT2dlJeHg4tbW1eHh4oFKp5KSmIF6V34VS4aiY00pLS8XQ4+PjI/S17u5uyWwrJj8LCwtmzpwpMcOGhgZqamr48MMPWbt2LRcuXCAiIgIPDw9yc3PlN9TU1CT4SaVOVHGZe3p6UlpaSnJyMp2dnTz55JPs3LmT4OBgnJ2dyczMJCYmBoPBQEhICIWFhRLbUTZEvb296PV6wsLCBD/r7OwsyZG6ujra2tpkDq9UYipRL19fX2pra9Hr9QQEBFBQUEB8fDx2dnYUFBSwe/du9u/fT1VVFVevXsXW1pZFixZJfamSdGhsbBTMo/JATExMlLaqKVOmSK2qra2tYIsrKyuxtbUlNzdXGq6USKeXlxfe3t4SU3VycqK3t5empiapBH3rrbfIzMwURa2urk4wwUlJSTQ1NWFhYUFPT4+UiOh0OmxsbASs4ufnR3Nzs6gPHh4ePHjwADMzM/r6+vDx8RHGuIODg0COqqurJcESGxsrv1kTExNMTEy4e/euOJPDw8M5d+6ctMQpDVMLFiygv7+fwsJCieba2tpiYWGBlZUVRqMRMzMzGWkWFRURHh4u82ytVotKpcLGxoaioiJCQ0Opra2lvr6eDRs2SB1wfX09hYWF8veUA0Rubq446Wtra+nu7qapqQm9Xk9ERASOjo6Ym5uTmpoqGNCOjg7q6+tl41xZWUlvb6+43dVqNdbW1tTW1hIRESHRuYCAAMrLy0VlUGKKirLg6uqK0WjE1taWqqoqHB0dBbus4G6VxjkFZPR/omw9PT2F9FdRUSG4bycnJ5qbm4mJiSEnJ4fm5mbc3NwkPTM8PCzPycbGRhISEhg3bpwktlTvv//++1ZWVjg5OQlKcuLEiYIS9Pb2lhPChQsXyMvLE/61paUlKpWKa9eu4ePjI7m8rq4uOjo6pNJSeRjo9Xo8PT3lwmdkZODg4CA/aqXeD/6MGiUnJ1NTU4OLiwsajYaoqCi8vLyYOnUqOTk5AlOfPn06o6OjjBs3TmrZFHOcAlDw8fHB19eX0NBQnJycpExCcVoPDw8LKUmRJ2xsbPDy8qKpqYng4GAaGxul4tLV1RUPDw9MTU1xdnaWSMjixYtlVxcbGyu1m5aWlqSkpAiObubMmSxatIjQ0FBCQ0MxNTWVyNeYMWPklKY8RMaMGcPo6Ch37tz5r5vG3t5ess8KnEWRp1paWli6dCkODg4kJCTQ0dFBW1ubnHLt7e0JDAzExMSEyspKgoKC6OvrExb6uHHjSE9Px9PTUyJeSvQuOztbusRHR0cxNTVl7NixUvrQ0dGBvb09ly9fxtvbm9HRUdn5mpiYkJeXR35+PsPDw9y/f19uVmVTopTQpKen09DQQHd3Nzk5OdJ73tfXxw8//EBZWRlmZmbU1NRQVVUFQFNTk9R2GgwG2trauHnzJtXV1ZSXl/Pqq6/K4p+Tk4OPjw/BwcGYmJhI3rS9vR0bGxu6urpwcnLCzc2NlpYWKYGpqanBYDDQ29uLm5sbly5dQq1W8+DBA/r6+uQEpwB2CgoKcHBwoKSkBFNTU65cuUJfXx9FRUXU1NRQXl5OR0eHxEcArl27xsDAAHl5eeTk5Aj/2NPTU1zb9+7dIzAwkJaWFvLz83FxcaGiooJXXnmFqqoqPvjgA8mgK61mGo1GUL0ZGRmsXLmSM2fOEB8fz549e/j+++9xcXFh+/btwoYuKSmhsLCQsrIygfqkpaVJd3JrayvOzs6MGTOGW7duydhGaZELCwujpqYGNzc3acry9/dn5cqVUvc4ODiIubm5FGNUVVXR19fHypUrBSqjxCSV9xsZGcHT05OSkhKRLBV2vsKot7a2lrGViYkJKSkp7Nu3T8Y79+7dY2BggKlTpwrnedOmTcKMtrS0ZOLEiUyaNInc3FxWr17NK6+8wsDAAHV1deIEPnz4MB0dHXh5eXHx4kWee+45hoeHKSkpob29naKiIvLy8nBwcMDDw0PMp1OnTsVoNOLk5ERpaamwFJYuXSpKW3BwMB0dHRiNRtrb2/H395eu++HhYQYHBwkNDRW6ojKGrKqqkpx1UFCQpCfGjRvHuXPniImJkcjW4ODgf22YS0pKiImJ4ddff+XJJ59Eq9VSWlqKq6urKCr9/f1ERERQXV0tLnALCwvhww8PD6PX6yUDbjAYiI+PZ+/evbi7uzM0NISbmxvNzc10dXUxceJEnJycJF6pJC7Mzc1ZsmQJsbGxoiAqfhiF7jg6Osq8efOYMmUKDg4OTJ8+XXrAV69eLfwKhYXf3d2Nra0t1dXV0qaoPKuVZ5Fy0lc2LAptU0mIZGZmEhcXx8WLFykrK5P8u2LaVUZc/f39eHp6Mjo6yuzZs/ntt9+IiIhg2bJltLS0iI/I2tqalpYW6urqeOutt9i1axdOTk6Ul5f/6Q96//333+/v7xenqpubG/v37yc2NhZTU1Ppts3MzOTXX39Fo9EQFxeHqakpO3fuFHPS2bNn2bJlC46OjlhZWbF+/XpZMNLS0sjLy+Prr7+mu7ubvr4+amtr2bZtG+PHj+fxxx8nJycHZ2dnDAYDH3/8MdevX+ePP/4gLy8PnU7H3LlzpZR9w4YNwl1Wdv8//fQTDx48oL6+ntraWsLCwpg8eTKnT5+W3OqECRO4cOECx48fJzIyEj8/P44cOUJ2djaurq78+uuvZGdno9PpeOutt6ioqKCqqkpc5gUFBSxdupT+/n6mTp1Keno6sbGxvPjii9KVqsiXvb29kv9WjHuLFi2ipqaG0NBQzp07R2NjI1988QUeHh40NzdTU1PD+PHjUavVjIyMsHr1atLS0nj++eeZPn0606ZN4/bt2wQHBzN37lxBxk6fPp2XXnqJEydOyGnEy8uLl156iYyMDG7fvs2iRYtobW0V/KlKpRLOb2xsLEFBQQL0uHXrFl988QUGg4HS0lKRoV999VXBOirZ8MmTJ1NUVMShQ4d48OABTz/9NC4uLtKj/X/SpUxNTfH396e9vZ2lS5fyt7/9jaioKC5fvsz9+/eZNm0azzzzDFqtlvj4eNLS0khISGDMmDEy6w4ODubVV1/FxsaG1157jeeeew5nZ2dmz57NM888I/OxsWPHsmnTJrRaLYODg1hYWPDRRx/x6quvotfrOXjwIDNmzGDGjBn84x//wNnZmby8PJHqlLrIZ599lk2bNrF06VJycnLIysrCxcWFmTNn4uPjQ15eHnq9Xk7JSgf56Ogorq6upKamymbyhx9+oLi4mJqaGhISEhgZGRG2/Llz5zhz5gw7duwgIyOD2tpa/vWvf9HQ0EBQUBAfffQRTU1N/Pjjj1JMcezYMTo7O7lw4QI6nY61a9fy66+/8sYbb9De3o7BYODixYtUVlYSGBgoUA1lznrkyBFcXFzYt28fiYmJUmt57NgxiYcp329JSQnm5ua8+eabwkf39PTkySefJCsri1deeYVDhw4RFxeHr6+vlCb8/vvvhIaGUlpaiqmpKQ4ODrS3t7Nw4ULeeOMNcnNz2bhxI3v37mVkZAQbGxveeOMN6urqqKqqIjw8nI6ODlauXInRaOTVV19l3bp19PX1UVFRQWBgIN7e3qSkpKDVavnjjz+YNm0aCQkJREZGEhQUJHPAN998k7i4OP75z3/Kqf7evXvMmTOHlpYW6TpW6k3NzMzo6ekRP83Ro0dFVYqOjmbTpk2oVCqioqKYPXs2iYmJlJWV8fTTT1NVVUV9fT137txh8eLF6HQ6LCwsWLJkCcHBwXz55ZdERkZKU1hqaqoY1Orr6+ns7GTHjh34+PjILF1BuX733Xe0t7dL3/PEiRNxdnbGz8+PY8eOAfDw4UMmTZpEWloac+fOFalXUdw8PT1xdHTk1KlTPP3005w8eZJ58+bR39+Ph4cHv//+O6Ojo2RnZ+Pr68u3335LdXW1KGxz5szhvffeIyoqit9//10UQ6UHOyEhQYAjinmqt7eXzs5Ovv76a6ZOnYqZmRn37t0jIiIClUpFaWkpK1asEJd3eno69fX1bNmyheTkZLq7uwkMDKS5uZl58+ah1+v57bffKCwsZOPGjdjb23P79m1KS0u5e/cuFy5cYPLkyQI+6u/vZ8aMGZSWljJt2jTc3NwIDQ3F399fSJCOjo5ER0fz6NEjUc8OHz5MYmIiL774IsHBwTg4OHDixAkWLVrEmTNnePbZZ9myZQsLFy7kr3/9q+Sxf/nlFw4cOMDevXsxGAxUVVVhb2/P7t27ycrKIjc3l8OHDwvL/caNG/j6+nL06FHOnz/P8ePHBc7S2dnJ7du3USUkJLyv5It1Oh3PP/88pqam5OXl0dXVJc1UH330Ef/4xz+YOHEi33//Pba2tvzlL39h+vTpeHh4sGDBAsrKypg9ezbNzc3ExsZiMBg4cuQIfX19FBQUMGvWLDn5/PWvf+XZZ5/Fx8cHGxsbMXWUlJSwbNkylixZwubNm/H29qanp4eDBw+SkJDAtWvX+PDDD4VkNDAwwJQpU/jmm29k9xQdHU1RURFvvPEG06ZNY/Xq1VhYWHD27FlGR0dZuHChdBdPmjSJuXPncvv2bSEKKZKxqakpNTU1PPvsszQ1NRETEyOGl7KyMiorK1m5ciW7d+/mnXfe4ezZs7zxxhu0trYyYcIE1qxZQ319PStXrsTZ2ZmqqirOnj1LYmIip0+fZubMmUyePJnR0VF6e3ul1FytVmNpacmpU6d49OgRn376KefPn2f//v3iINbr9Wg0Gl5++WW2bt2KnZ0dkydPlk7Z2bNnSyNVVFQU586dY8GCBXzwwQeo1WqSk5OZMmUKY8eOJT09nYiICKytrXnw4IHIubt27aKhoYEzZ86IfPPUU0+xbt06AgICpPv2b3/7m/zYjxw5gsFgwMXFRZCFaWlp7N69m9TUVBYvXoxKpaKrq4u6ujox7fj4+Agk4Pbt25w9exYvLy/mzp3LkSNHGD9+PNOmTaO5uVlk5pMnT5KQkMCHH36IhYUFzc3NYsRRq9Xs3r2bxx57DLVajaurK2lpaZSXlzM4OCjgDFtbW86dOycEvJMnT9LW1oaVlRVTp06VYggbGxtcXFx4+umnhfz38OFDUlJSZMRy8uRJLl++TG5uLg8fPuTbb7+lsrKSZ599lu+//565c+diMBhQq9Xs37+fwcFBsrKyOHbsGHq9np9++ok1a9bQ0tLCgwcPcHd3l+tjbW3N0NCQuHMXLlwo8Itz587x2WefodVqGT9+PJs2baK0tBQzMzP27duHj48PN2/eJCwsjLq6Oj755BOqqqqwtrbm0KFDzJ07l8rKStLS0pg0aRL/+te/KCgo4PHHH2fbtm3ExcXh4eGBra0tWVlZfPDBB5Kxf/ToEQ8fPiQpKUkARzt37uQvf/kLW7du5aOPPiInJ4fCwkJu3LghDUrKmCo0NJQHDx4wMjKCv78/FhYW/P7773z66ae89NJLhIeHS8Xro0ePxCTW19fHwMCA8BYGBgb46quv2LBhA42NjeTk5NDV1cX//u//Mn78eHQ6HZaWlmzZsoU1a9aQkJAgtD1Fqnz11VcxMTGR07cChdq2bRvNzc3Y29vj6+uLhYUFNTU1bN++nUWLFvHVV18xb948AgMDee2110hLS2PlypUcPHiQ119/nfXr13Pz5k1aWlrw9/fn2WefxcbGhkWLFuHj40NISAiTJk3i/PnzPPXUUxw7doz4+Hi+/PJLDAYDP/zwA4sXL8be3l4MWU899RRLly7Fzs5O0LWbNm3i1KlTrF27lsWLF5OUlIS/vz+TJk2irq6OadOm0dXVhbm5ufAc7t69i4mJCUuWLKGpqYnw8HCWLVtGXFwcGo2G9evXExsbS3R0NL6+vsyePRtbW1vmzJnD7du32bx5s2yyvv76azQaDV5eXsTFxQl0R4lHvvvuuzI/Pnv2LEuWLBGTn7m5uRQ11dbW8ssvv2BnZ8fYsWM5d+4c2dnZ/P3vf+fzzz8nMzOT+vp6Tp06xbRp0/j111+pqalh9+7d4oH56quvcHd357vvvqO/v5/Lly/zyy+/kJGRwcDAADt27OCzzz6jo6OD8+fPC5Pj4sWL9PT0MH/+fFpbW7l8+TL/+7//KyZsZfzq4+PD8uXL8fX1ZcuWLURERLB9+3ZCQkL4/PPPeeWVV1ixYgWbNm3i/v37HDx4kLVr13LgwAECAgI4evQoNTU1bN26Fa1WyyeffCLExQ8++EC6HC5duoROp+P333//0wC7bdu2UQ8PD/r6+qS0QckOl5aWEhkZibm5uSDlampq+Oqrr0hKSmLJkiXSDgV/Zji1Wi2BgYGMGzeO/Px8Ojs7GR4elhKCxMTE/yJBFRcX09fXR2FhIYWFhQQEBODg4ICbmxu3bt3C3t6ekpIS5syZg4WFBRUVFVhZWWFqaopKpWL27NliwgoJCeH7779n1apV8v4KZOP06dM888wzHDlyhJqaGuLj4wkMDCQ/P5+2tjYePHggTVxRUVEMDQ3R2tqKvb09zs7O6PV6/Pz88Pb2ltKOpUuXUlBQIMCNoaEhbGxs8Pf3x9zcnFu3bkkm+ejRo8ybN4+WlhZcXV2lvGN0dJSdO3fy6NEjOQWNjIwQFxcn8tMzzzzDrl27WLhwIeHh4fKgTE9Pp7i4WCTxCRMmsHTpUl599VWcnZ1JTU2lt7eXnJwc1q5di6urKy0tLdy/f5+qqipGRkbIzs5Go9Hwxx9/8MEHH+Ds7CwVfiYmJpw6dUpkpf7+fmpra5kxYwaBgYF0dHTw+++/iwQWExNDYmIiFhYWnDlzBg8PDwICAjh9+jSmpqayEVJY4kqjzfLly/nXv/4lmzNfX1/8/f3x8/NDp9Nx8uRJ8vPzmTVrliwejo6O/PTTT1y/fp1vvvmGmzdvcu7cOQHy//Wvf6W2tpbDhw+zatUqBgcHCQwMZP/+/eh0OnJyciTyp9DMWltb6enpobKyktmzZ2NtbY2lpSUODg64u7tLssHf3x8XFxfa2tr4/fffmT9/vsijSvWjpaWlmK2SkpIYN24c2dnZFBUV0d/fL81zer1eOOzKtZo4caKYJ0dGRggNDWXmzJmCkS0qKsLNzQ0nJycxY23cuFHmeVqtli1btuDt7c2jR48oLCyU9qITJ04AsGTJEq5duyawkRMnTjBz5kypmF2+fDkRERHiVykoKBBlRcHiAtKudvPmTfk3KC77VatWCZdgaGhIjJlKPWhjYyOZmZnY29vj6OjI8ePHSU5OZu7cuZw4cYLk5GTWrVvHgwcPGB4eZuHChWRkZEg0LDMzk+TkZA4cOEB4eDgWFhaSFmhtbcXBwQEnJycmTJgg8/XBwUEOHjxIWFiYRJKU76e+vp7W1lYxrIWEhKDX6yUHrBhIIyIi8Pb2lu9PpVLJZlFhAJSVlYlMmpCQQGJiIjExMXR0dHD//n2ioqIEwqLc8xkZGeTk5ODm5iZtYgBTpkwRyNEPP/xAZGQk48ePJyQkhI6ODjQaDcXFxVRWVlJTU8P06dPFuKSw5Y1GIwcPHhR++KNHjxg3bpyUcHR1dTE4OEhCQgI3btzg448/xt/fXyRaMzMzNm7cKA78rVu3MmvWLKytrTEYDGzYsIHa2lq8vb2xtrZm3759bNq0idbWVjIyMnj++eexsLAQbsClS5fo7e3F3Nyc2tpaFi9eLBS7H374gQMHDrB582ZWrFjBhAkT2L17NxEREbi5uTF58mRWrlzJpUuXmDRpElFRUZw5c4bQ0FDc3d3x9fUlMzOTxsZGrKysmDhxIhqNhsbGRnQ6HevWrUOr1fLdd99J4YySoVcQxwaDgcjISJnNDw0NUVJSwttvv41Op+PTTz8Vc+CNGzewtLRk1qxZnDt3Dl9fXyn4KC8vx8TEhMOHD/PKK6+Izyk0NJT29nZGR0f59NNPWbFiBW1tbXR3dzM8PEx5eTnFxcWsWbOG8PBwHBwcWLt2LaorV6687+bmRmpqqphx1Go1Op2OlJQUTp8+zVNPPYWNjQ27du3C2dmZcePGERYWxgsvvMD27dt58sknaWlp4ZtvvmHNmjVoNBpKSkqYO3cuQUFBpKam4u7uzmeffcaLL77I3bt3JcunVP8dPXqUVatW0dDQgEqlYv369bz77ruEhYVx6NAhQfK5uLiwatUq3njjDRISEmQGVl5ejru7u+DsgoOD5QbRarV89NFHDA8PCx/b3t4exWx37do1oqKipNLNwcGBSZMmYWtrS1lZmZB5AgICePPNN1mxYgWlpaXi1s3OzsbCwoKSkhJ8fHxoaGggLS2Nf/zjH4SGhjJv3jwWLFjARx99RHNzszyQTp06JW1hSi2cEsnYt28fFRUV0sKjwFR27dqFRqMRE4Ner+fu3bt88cUXvPfee0yYMIFvv/2W9PR0mpubefToEVZWVhQXF/Pmm29y+/Ztjh8/TlxcHCYmJsyZM4eysjKSkpL497//zaZNmzAxMSE7O5sFCxbw2Wefce/ePR577DEuXLjAzp07qaysJCoqihdffJEZM2ZQXFyMTqejuroaKysrUlNT2bNnjwA9vvjiCx48eMCjR49EJjMYDMyePZvFixcLnm/+/Pls2LCB77//nqGhIaytrfnxxx/R6XRcu3ZNKG5fffUVRqORQ4cOUVVVxfr161GpVEIOKiwsZMyYMTQ0NJCbm0tsbCzLli3Dy8tL5kympqY88cQTZGVlkZqaKjl+Zab5xBNPcOvWLZYvX87FixeZNWsWsbGx3L9/ny1btmA0Guno6JA8b0ZGBt9++y2TJk3ixIkTfPXVV+j1enbv3s3evXvJzs6mtbUVT09PAgMD8fLyYvLkyXzzzTesXLmSb775hm3btrFu3ToKCws5dOgQL7zwAnv27OGll15i9+7dREVFMTIywvHjx7Gzs+Ovf/0rVlZWODo6kpKSItf66tWrVFdXC2zj/v37nD59GgcHB/7nf/6HtWvXMjIyQkpKCqOjo/8PY+8dVdWd/vu/gMOhd+TQe42gFEEUBRULKgbrRE0mRU0mk0RvNDOTjMkkTtqkaFaiqSYxMSZqMDEaUcFekQ6CgPTOgQMcpHf4/ZG7nzXfe9f6rcs/s9asmRgP++y9P8/zfr9eJCUlsWjRInx9fcnLy+OxJoFkqAAAIABJREFUxx4jJyeHgwcPkpaWxrfffktVVRVmZmakpqby3nvv8dFHH7F9+3ZmzpzJ22+/TVtbG7m5uVy/fp2vvvpKUJwKVnX69OlcvXqVv//975w6dYr6+npGRkZ49913efDgAT09PfzrX//i2rVr7N69m9jYWJ566ilee+019uzZw507d7h+/TrOzs48//zzPPPMMzJ6vH//vhjQjh8/TnJyMrGxsWRmZkpO4datW+Tl5ZGXl8fChQu5du0aOp2OVatWERkZiZ2dHXFxccTExLBr1y4SEhJYtWoVTzzxBBYWFnh5eTEyMkJ+fj4tLS2o1WqcnZ3529/+JnQwAwMDEbHs27eP7OxslixZgl6v5y9/+Qvl5eW8/vrrvPzyy9TW1nLmzBkxPN26dYvExET8/f1paGggOTmZlStXympy69attLW1kZaWxhdffMHQ0JDkI5YuXSqZlIKCAh599FEiIyOFNbBhwwYqKyuJj4/n888/x9ramueeew5PT0/mzZuHhYWFMMArKyt58skn8fLy4sknn8TMzIyQkBBWr14tq7jXX3+d119/nfj4eOmRf/jhhzz11FMCQtq2bRuff/65CHy6u7vZuXMnMTExaLVaHBwcePrpp1mwYAFdXV1MTk7S0tICIOu+N954g8bGRoqKisjKyuLw4cNSGbx16xZOTk489dRTGBkZsXTpUoKCgqRGlZKSIv32qKgo9u/fT3h4OOnp6YyMjEiI8fPPPxdI0sKFC7l58yZubm5C2fziiy/YtWuXWOkGBwc5dOgQ8+fPJycnBysrK/Ly8li5ciVHjx7F1dUVa2trfvjhByEXlpeXs3fvXq5evYq9vT0//vgjk5OTPP/887KeLCsr49dffyUyMpLExETmzZuHRqPBysqKRx99lMzMTHJycjCanJzcEx8fz+zZs3F1daWrq4s9e/awcuVKLl++zPTp03nttdfw8PDgtdde4+zZs9y5c4eoqChBHio7iq1btwplaN++fSQmJlJfX8+TTz5JTEwML730EgUFBZSUlLBixQo2btxIaGgoGo0GAwMDvv76a4qLi9m2bRs//vgjV69eJTAwkKKiIr755ht8fX2xtLSkqalJUKC//fabJDQ9PDyora3l4MGDDA8Pc/LkSXx8fPjuu+84dOgQc+bMkT7vjBkzMDAwwMfHh127duHo6EhSUhIpKSmYmZnxzjvvkJKSwowZMyRBrLylRUZGUlFRwfTp09m6dSuRkZHU1tby1VdfSd82ICCA/v5+lixZwp07d6Tr7erqyuTkJJ988gm7du0iLCwMvV7P4OAgIyMj+Pv74+TkxE8//cTu3buJiooiPz+fZ555hmvXrjE0NMQPP/yAp6cnn3/+uWD69u3bx6xZs7h06RJJSUkYGxsLbD8nJ4clS5YIjCAqKkrGMErNRaVSMXfuXH755RcZf3t6evLzzz9z4cIFPvnkE4aGhnjvvfewt7dn2bJlgo50d3cXB3dzczPr1q0DkDS1ubk5VlZWhIWFicqyqKiIiYkJQc7m5+dLOERxZp88eRJLS0vOnDlDcnIyV69elXF7VVUVx44d45VXXiEmJkbodUNDQ7i5ubF//34ZYefl5fHll1+SnZ2NoaEhNTU1DA8Pyw5X8WDv2rWLjIwMurq6yMrKkvDjF198wbp168R+tWbNGnp7e4Xb3t/fz6ZNmyTso8BFtm7dyuTkJDNnzmTTpk3U1tZiYGAgAS0FKBMSEsK5c+d47LHHMDMzo6SkhHnz5nH79m25lm7cuAFAXl4ec+bMwcXFhdraWlJSUti4cSOffvopDx48IDIyktdffx0PDw/CwsJ44YUX+PDDD/nnP//JX/7yF8LCwpiYmCA5OVn6rEuXLiU1NZWVK1dy+PBhEhISZIT7/PPPs3XrVu7fvy/p6Oeff56VK1fywgsvSGI8MjKSuLg4qqurSUxMpK2tDb1eT3p6uqycFLzkX//6V6qrq/n3v//NzJkzycnJ4cCBA9KmWLduHX19fezfv5/k5GQCAwPFJ/zRRx/x8ccfc+TIEd566y2GhoaIiopicHCQlpYWvLy8GBwcxMrKip9//plNmzYxODiIm5sb9vb2GBsb8/vvvzN9+nSsra2Fi+3i4iI5l2vXrgm7vampSXjXly9fZufOneTk5HDixAlu3LjB3r17KS0tFQCTmZkZP/74o1RKm5ubhRjZ2toq2mGlLqo0Mnx9fTE2NsbPz0/AL8rUsKioiNbWVtzc3KTt0tDQgFqt5qOPPuKll16iublZgC9TU1OcOXNG6m9KFWvt2rVcv34dlUrFwMAAP/74I3fv3qWyspL9+/fLKik1NRUjIyO5J82ePZv9+/djbW3Nr7/+SmZmpsiilKmbSqVi+fLllJeX87e//Y133nmHuLg4zM3NpVYYGxvLjRs3qKiooKGhgf7+foaGhvjPf/7D8uXLyc/Px8PDQ3SiM2bMIC0tjblz5/L000+zZs0aHBwc2LJlCzU1NaSnp6PX61m1ahXR0dF0dnYSExNDUFAQhYWFJCYm8v3335OQkMDy5cvx9fWVAKJyCNFqtVy+fJn8/HzGx8fFZd7R0YGdnR2PPvooWq0WjUbDjz/+iIeHB1999RUDAwOSQQgJCWFychJPT0/s7e2ZN28e9vb2TJ8+naysLBYtWkRLSwu3bt3C29ub+Ph4bt++TXV1NTqdjtzcXDkgrlmzhra2NsbHx+no6ECv13P48GGpKxolJCTsUXyzSrXi66+/xtPTk5iYGJycnKQzNjU1RVBQECYmJuKyvnTpEgYGBixdupSDBw8SGBiIm5sbra2t5OTkkJ+fT1ZWFnFxcRQWFvLWW29x+PBhzp07h5WVlSgOraysOHfuHB4eHmRlZREQECD0nPj4eNlbmJmZ4efnR1FREUuXLqWwsJBvv/2WkydPUlJSQnR0NCMjI3LCDwoKIjMzk4iICD744AMyMjJ49dVXuXHjhvh0TU1NpY/n5eWFpaUleXl5VFRUUFBQQE9PDwsWLMDGxobY2Fj0ej1btmyREdr69espLCzk8OHD3Lhxg2PHjjF//nwh/uzcuZPR0VGioqLo7e1leHiYPXv2cPv2bUJDQwkICMDb25tDhw6JOOPjjz/m888/Z2hoiODgYCYnJ/n2229Zs2YNU1NTBAYGEhYWRkZGBgEBAdy/f59//vOfWFlZUV5eTn5+Ph999BGZmZk88sgjZGdns3TpUun5paSkCNXL2NhYdlvV1dXMnDmTsLAwrl27xr179zh69CjHjh0TQUVtba28bJmamnLq1Cl27tzJ3r17aW9vZ/v27QwPD4udq7W1FSMjI/R6PTk5OXR1dWFtbS31nv379+Pj40NPT488FAsLC1myZAnGxsbExcWRmpqKo6Mj+fn5eHt7U19fz6uvvsqhQ4fYuHGjAC4GBgZYu3Yt8Afo5MKFC3R3d3P06FGsra3ZuHEjX3zxBeXl5fzjH//gwoULkvJVeu+KXSw2NpbR0VF++OEHAV4oEJHp06fz6KOP0t3dTV5eHg0NDfzyyy+EhYVRXFyMtbU1J0+e5JFHHiEoKIiamhphrtvb2zM0NERBQQF9fX2YmJhw9epV1Go158+fJykpidTUVFktXblyhfPnz6NWq2lvb2diYoLt27cTEhLCv/71LwmsREREkJycTGZmpghEHjx4wOLFi3FwcCAjI0OqkW1tbeTn5zM5OUlzczNr165l7969fPDBB7z22mvU1NRQVVXF4sWL+fbbb/n1118ZGBgQjG5hYSF9fX3cvHmTs2fPitRDqW8tWLAAgKCgIFJTU1m/fj3JycmMj49TWlrKrFmzcHBw4Oeff2bDhg2cP3+e9PR0IiIi6Ojo4LPPPsPNzY3U1FTi4+NZvnw5y5cvp6qqira2NjIyMli5ciUGBgZ4enpy/PhxgoODOXLkiLgIDh06xL179/jmm2+YN28eu3fvpq6ujunTp4v7WSFS7dq1i7KyMlxdXQkLC+PkyZPk5ubi6uoqNbPFixczOjqKTqfjySefZHx8nKNHj7Ju3To5ZZeVlUmb5ZNPPmHDhg0EBQXx5JNP8s9//pOjR4/y6quvcvnyZcEHd3d3895776HRaHBzc2P16tUMDw+TkZEhxLju7m78/PxwcnKiq6uLkJAQ3N3d2bRpE9OnTxcC4o0bNwRyFB0dLaCOyclJzp8/T2dnJ729vWIoVGAsjz/+OJcvX8bKykoOVq6urly/fp3x8XEqKiowNTWlsrKSF198kTt37sg++oMPPmDnzp0cO3aMtrY2pqamMDAwYNq0aRw+fBhPT08++OADnnnmGdasWcO7776LjY0NMTEx5OXl8e9//5vDhw9jYGDAuXPnePnll7GxscHV1ZWvv/6anp4eXn/9dY4dO8bp06eZmJhAr9cTHR1NfX09ubm54pzPzMxkamqKc+fO4eLigo+PD3fu3OGDDz5gcnKSsrIy/Pz8uHjxIn5+fvj5+eHv74+fnx/d3d28//77nD9/np6eHtzd3YW2du7cOcLDwzlz5gybN28mOzubP/3pT7Jie/fddwFISUnhq6++oru7mzVr1vDSSy/R1tbGc889R3x8PCtXrqSmpoZXX32VNWvW0NTUxDPPPMOyZcsYHR3F3d2dDRs2MDw8THR0NMnJyWzdupWKigrUajUGwNT/Vaj+//lxdHSks7MTQJRoSuVCgTAoP5aWlgwNDQmQXgkGKRQp+MNcolarhTrU3t6OoaEh/f398v+ztbUVvZ+np6dUQMzMzJg9ezZarZaxsTH5Z+fn50sdbdq0acyePZuhoSHq6urEAqWMx3U6HTY2Nri4uMjLweDgIJ2dnYyMjGBvb09LSwvt7e34+vrKiUmhtZmamtLc3CxSCKU3aGxsLKdBxSpma2uLg4MDAO7u7gwMDIjLVlGHurq6UlJSIhUha2trAc6bmJiIQ1gRSmi1WszNzSVYZWVlRUlJCdOmTcPIyEg0mUpvVaFbWVpa4ujoyPj4OB4eHty4cQN3d3eqqqoICQnB2NiY5uZmBgYG0Ov1+Pj4MDo6ikajwcfHBycnJ+rq6ujt7aW7u5uBgQHUarXsrf39/aUapdVqqaqqws7Ojq6uLvr7+4VnHhUVJRWNsbEx4A+gjJeXl3T4FZNNZWUlDz30kHR/FeWmMkno7Oykvb1d9qNqtVqEBm5ubuh0OubPn09cXJz0LZXdlNLhrq+vZ9q0aYLTLC0txdHRUVC4ylt4T0+PgPrb29t56KGHhEgGyO5rYGCAtrY2HBwc5HNXOrz/jW5UrqHW1lYCAwPp7e0lICCABw8eiIL1v3Wbbm5uYk7q6upiw4YN1NTU0N/fj6GhIaamprKf1el0XL9+XepcISEhDA0NYWVlRV9fH7a2tpSVlTE5Ocn06dOZmprC19eXiooKZsyYwb1798QX7uDgIEHU3t5eKisrJZ+grHMUzWNtba2gjsvLy9FoNDQ3N9PS0oKJiYmsUTw9PdHr9fLiqahHAwMDZYdcUFBAREQEQUFBVFRUYGFhgUqlkmu9r6+P0dFR6Zu7ubnJQ0kJDGq1Wjw9PcW65ejoiImJCQUFBQwODgrgQwmbKcAnnU6H9/9W6CpVn/j4eKkU9fb2YmFhgZGREcXFxfT19eHl5SX1nKmpKckqmJmZic7T2tqaqqoqVCoVCxculHaJkZERAwMD3L9/X3gAk5OTqNVqOjo6MDExwdnZmfHxcfz9/enr65MQpYIJDgwMFJGKWq1mamoKOzs7mpqauHnzJkNDQ7i7u9Pe3s7KlSsZGBjAwMCA0NBQsb5NmzZNAn5K9uS/rXGlpaX4+voKxEap6yo0yVu3btHT08OSJUvkwKDoa728vMjMzMTY2Jjx8XFmzZpFdXU1nZ2dUvE1NTWlqakJOzs7rK2tmTlzJmNjYyIxOnnyJG5ubtIKGhsb4+rVqwQFBTE1NcXExAT9/f0yAo+MjJTGRl1dnXT3Ozo6qK2txcXFRSBbfn5+YgJTVM0KmndwcFAIlo2Njdja2uLp6UlKSgrPPfccOp2OlpYW7t+/j6mpKVVVVYyPj1NbWyvSn7GxMXl2WllZCV7YyMiIsbExJiYmJM+gODlu3rz5BzgFEFybqakpNTU1+Pn5yYO3r69P6DmKcSgxMVF6093d3bIrVATh4eHhODg4MDo6iqOjI4C4iZWLMTg4WC5Gpb9YWFhIXV0du3bt4vLly3h5eTE8PMydO3fw9/dHq9UKBebw4cP84x//IDs7m/z8fGxsbEhLS2PdunUUFxcLrm5wcFDMNg4ODpw5c4aNGzdy5MgRli1bhkql4ty5c6xatYqRkREKCgrQaDS4urqSnZ2Nk5MTZWVlDA0NibZSq9USFRUlNztfX1/BBvb29vLnP/9ZsKBFRUV0dHQQGxuLgYEBlpaWNDc3M2fOHNLT00UYofxdlcR2bm6uvPn5+fmJ29bb2xutVkt1dbWgBs3NzRkbGxN7VmlpqaQzNRoNdXV1JCYm0tLSgp2dnVxsysuLSqXi9u3bzJ8/n2nTpqHX6zEzMxNHuqenJ6mpqcAf9DsPDw9B9/n5+XHr1i2ZjoSGhtLY2CgSitHRUTw9PcnLyxPveWJiIhMTE+LmvnLlCsHBwQQFBXHjxg26u7uFXrZx40YOHz4sSdnh4WEuXbok11h6ejrR0dG4u7vLLszCwoL8/HyWLl0qo7PY2FgsLS1Fl5iTkyPTGsXRDjBr1izUajUqlQpvb2/pj9rY2Aj9KikpiebmZrGeVVVVkZKSgl6vx9DQUE7acXFxDAwM4O/vLxjZ9vZ26XI//PDD8jJw584dXF1dOXnyJDNnziQpKQkjIyP6+/vR6/XAHxCbefPmyaRGgaqkpqZSUVHByZMnGRwcxMHBgaysLDFGPfvss+JFV2o1TU1NWFhYMDw8TGxsLIcPHyYkJITm5mbOnDkj7GWlu9za2irTkr6+PsLDw7l8+TLR0dGEh4dL8ry5uZnQ0FAOHz6Mh4cHPj4+mJubk5mZSXJyMtXV1dTU1ODr6yuoUSsrKwwNDenq6uLhhx9mz549hIaG4ufnh5WVFTY2NjIRcHNz4/Lly9ja2uLt7Y1arZaq6a1bt0QY0djYyNjYGDExMYICBhgdHSUgIAALCwsMDQ3JzMwkJCRE+v0BAQE0NjZibW2NVquVlw17e3uioqI4duwYZWVlcn9UjFP19fVcv35d/MahoaFcvHiRsLAwRkZGmDlzJvn5+ZLmVw4Cyp9ZVFTEtGnTsLa2JjQ0lO7ubqysrBgeHsbNzY1jx46xfPlyDA0NpSLV399PdXU1dnZ2aDQabGxsMDAwwM/PD71ej42NDdevX2fu3Ll4eHjQ3d1NVVWVADpaW1vx8fERJanSg+/o6MDe3p7JyUlBiJaWlkoP2tXVVU62Li4ujI+PS43W3Nxc0M09PT309fUxMTGBjY0NY2Nj5ObmYmZmxsqVK7lx4wazZs0iMzOT2bNnU1NTw+LFi2WaZWRkxJEjR9ixYwfl5eXY2NhIM8HZ2VnWnsq1tGDBAsrLywW1m5OTg1qt5tq1ayIAqqysxM/Pj4aGBtzd3eUhOn36dPLz80Vk9PLLL3PhwgXu3LlDZGQkTU1NuLi4SD2yuLiY1atXc+HCBdrb22WH39LSIq4HBUqlwKyUal1+fj5z585lYmICFxcXSktLUavVLF++nLy8PNauXYtarebq1askJyfT0NDwh7tdeWDfuXOH4eFhKe0/9NBDckH29vZibm5Ob28v9+/fx9raWnCQJiYm/08nc+WfocALFIqa8rDIzMzE3d1duNYjIyNMTk7S19cn3lKFn9zW1ibgh2nTprF37156enrkRKN4bMPCwjA1NaW9vZ3CwkLxGavVanJzc4UTbWZmJnvk7u5uXFxcRFCvBHmampqEka7sOCwtLQUYojhRlYfBwMAA9vb2YnNRKEudnZ0sWrRI/MFarZaQkBDprdbW1go9TafTYWRkJJ+VsoNRwmQK1tLU1PR/TDGUNKS9vb3AUuzt7Wlvb6e5uZmZM2dSXl7OzJkzZXKgMIkVqXx+fr7gSy0sLOjp6eGxxx4TkIbyJbx06RJWVlY0NzcTEBCASqXC399fWN39/f3cunVLKngWFhao1WqZGDQ3N4v8YXJyUiTxSs3LwMBAdr82NjZ0dnYyc+ZM1Go1N2/exMbGhsjISPR6PdnZ2TQ1NWFmZia6QXNzc4aGhpiYmCAsLIz29nZKSkokha7gFfV6PYGBgdIUUFgBAE5OTri6usoJUgEZKKln5RpW/jzlzd3d3Z3W1laRMijpX4Un7uLiIhOcsbExuTEHBQWJ3lE5vfb19cloVrluFLWronz95ZdfiIyMlArfX//6V7Kzs6mqqiIyMlLS60NDQ/T09KBSqRgbG6O3txdLS0v6+/vx9vYG/qAZKsCYO3fuyHXm6OgovwslS6DIV5STl5GREXZ2dhw/fpzY2Fhh3g8MDAispLy8XE70VVVV+Pj40N/fz/j4uFQ2le9ZVFQUmzZtoqamhnv37vHFF19gbGyMt7e3TG4KCwtxc3OTHnBAQADDw8O4u7vj4OAgJ+329nbc3NzkhaSzs5OCggIBEE1MTAg5y83NjerqahwdHfH09JTpWF9fH76+vvj4+EhiXqfTYWVlRU1NDU5OTkJ/q6+v58GDBwQHB8tY88GDB+h0Orq6upg2bRojIyPCLQBk8tXW1oZGo0GtVlNRUUFCQoJcF8r67v79+7S2toozobe3V75H69evp7m5WX6HDg4OeHp6UlNTI9eUElpU8MqKUnJ8fBwbGxuGh4cF+mFnZ0dvb698Tg0NDTg7O9Pc3Mz9+/extbVly5YtFBQUSNJZmVhFRkbS3d0t3HQF8dze3i4veYsXL6a4uFggJSUlJRgZGbFy5UqRyGg0GhoaGujs7CQvLw8vLy9cXV2pqalhYmKC+Ph4CgsLGRkZwdXVlaysLFQqFYWFhaxatQoTExOcnJyE1KlMIdrb22loaJD7Uk9Pj3irCwoKGBoakgexRqMRT72SMSkqKqKlpUXQv4p5zcrKSoLI9vb2QrZTAplTU1NMTU0xPj4uWGRDQ0MhtbW3t2NgYCBwHaM9e/bs6ezsZHJykvDwcMbGxtDpdHh5ef2PB65arSYtLU32mEVFRRQWFjI2NsaNGzewtrbmo48+orKyEldXVz777DMhpJ05cwZHR0du3brF+Pg4AwMDIuOoqanh119/FeCH8tBpamrCy8tLLkA/Pz8KCgoYHR0V8o29vT2///47K1as4OjRo0xMTLBx40ZKSkrw9vampqaGiooK5s6dS09Pj2AXly1bJuPa0NBQxsfH8fX1pby8nP7+fkJDQxkcHKSiogJzc3OJ3yv9YVNTUwIDA6WS5u/vL2+ftra2BAQEUFNTQ2hoqCBQVSqVjCQVss7x48cFK+js7MyJEydISEjA2NiYe/fuodFoSEhI4Nq1awQHB6PVagkMDOT06dNER0eLWUzR6pmZmbFlyxZRC+bl5aHVaomLi6OmpgY7OzsZXSlmGKU7f+bMGTn9KqNY5SavkMOqq6uxt7enqqqKa9euodFoWLp0KZWVlaxcuZL79+8zZ84cGesbGRmRlJTEhQsXCAoK4s9//rPkCerr6zE1NcXZ2ZmKigq8vLwICQkRwYnyBfD09OTSpUv4+vpy7do1HB0dcXJyorm5WW7gOTk5ODo6cuLECal+FBUVyU2iv78fW1tbCgsLyc7OllP5008/LXjJuro6tmzZwr59+wgPD+fmzZuYmJig1+uZM2cOaWlphIeH09HRgZmZGXfv3sXU1JSCggIePHhAdHQ0Z8+eFe9uWVkZbW1t9PX14ezsjF6vp6GhQcxNCm43IyODO3fuUFlZSXp6upzo0tPTKS0t5dq1a9TX13Pw4EGam5spLy/nxIkTqNVq6cl3d3dz+vRpYWDrdDp27drFpk2bWLhwISkpKUxNTfHEE08wb948UWcuWrSImJgYVCoVgYGBrFu3Do1GI4lgjUZDfX09iYmJdHR0sGHDBiwsLIiNjRXtZm9vL8HBwYSFhaFSqZg+fToqlYp33nmH119/nS+//JLz58+zceNGAgICBB/6xhtvMDU1RUpKCo899pi8xG3evJmkpCR8fHxEjKNIGm7evMn777+Pi4sLfn5+xMTEYGpqSkREBO7u7iJwiY+PZ8mSJdjZ2eHn54dWq2Xp0qUUFBQIzdDPzw9bW1sWLFiAi4sLoaGhJCYmsmbNGtzd3Zk/fz7vvvsu9vb2bN68mYCAAHbu3CmoYgVKtGHDBmmWKDVWf39/5s2bx/Xr10VqpKxYIiMjZZqghDM1Gg0LFy5k1apVTE1NsXjxYsLDwyWp3dLSQkxMDG+++SbHjx8XGElqaipBQUE88cQTooRtbm5m06ZNQgqrq6uT+5jSygkLC5PmQ3V1tRjcFAVsWloaDg4OIoWZPXs2GRkZuLu7c+7cOZydnTlz5gwmJibU1dXR1tZGZGQkbW1ttLW10d7eTlpaGjqdjpycHDZs2MDFixdZtWoVaWlpQsY7c+YMc+fO5a233iIgIIDc3FyZOJqampKTk8Pk5CSnT5/m008/FZhUdXU1ZWVlYltUtLEtLS2MjIyQmZlJZGQkOTk5uLu7c+/ePYKCguTFKSYmRg55xcXF/PLLL5w9e5a0tDT5vDo6Orhw4QJ1dXWUlJSQlpaGsbExaWlpXLhwgZ9++kmmVbNmzeLYsWO4ubmxfv16ampqMDU1lTWEMnmOi4uT63liYgKdTsfcuXPp7OwUYVF0dDTNzc0YGRmh1WqlkQXw3nvv/XHCPnPmDKtWraKhoQFbW1tJFf+fP4ODg+zYsUMqDZGRkSQnJwN/pFfffPNN0tLSsLOzkw6nj48PDz30EDExMZKsVkYdDQ0NtLW1yahmamqKoqIiPDw8sLS0xMPDQ0r1dXV1tLa24uHhwcyZMwkKCmJ8fFxED0qFSKPRcO/ePSK3VIXXAAAgAElEQVQjI+VGamVlxaeffioPT3t7exYvXsylS5fw8fEhPz//f/w9lVCTv78/CxYsQKVSUVNTA4Cnpyd+fn60tLTw8MMPM2fOHJqbm8nKyiI3N5eamhrZIyvjeMX16uTkBPwhCUhPT2dycpK4uDh27NhBVFQUjY2NYrnZunUrpqamTE5O4uXlha2tLcnJycybN4/KykqysrIoKCigrq6OhIQEPD09MTY2FkDE+Pg4ZWVl8qBXbmTDw8NiuvL396e4uBhbW1vu379PYGCgYGeVnfjdu3dl7xMWFkZMTAzwBzYzJycHQ0NDcnNzMTc3Z2JigoiICAwNDXnsscdobGzkzp07jI2NyX7K29ub/Px8CSApqd6CggLpf1dWVkqXvLW1FT8/P27cuIGDgwMVFRV4eHjQ3t6OlZUVJiYmLFu2DENDQ9LS0khNTcXa2prR0VHZz3t4eEhY8uzZszQ0NHDv3j1eeeUVrK2taW1tpaysDJ1OR0lJCdOnT5cHuY2NDV1dXeTk5DB9+nQiIiJwc3PD3d1droPu7m68vb0ZGxujq6uLqKgooqOjqaqqorGxUcQLvb29hISEEBYWho2NDZOTk7i4uAAwPDzMwYMH5YQdEhJCR0eHwGyUf5aSg1BeEktKSqTzf/v2bWbPnk1LSwuPPPKIgIYaGhpoamqiu7ubjo4OyW4osgFlh6jYxQYHB5kxYwaBgYHY29tLuMzCwkJG/nFxccycOZPbt2/LTtbZ2RmNRkN8fDy//fYbQ0NDXLt2DX9/fwmDFRcXy/fMyspK2gOK2lexAtra2uLj4yMBRx8fHwIDA+WFurGxkYCAAH7++WccHR3p6uqSiqOS21D2xzExMfJQTE1NZf/+/Tg6OhIWFiYqRHd3dxnfKqPtsbExZs6cKaNxHx8f4e0rJ76EhAQ5ARsbG3Px4kU6OjqYMWMGv/zyCxYWFmIcVCpS1dXVQo1UOtIeHh50dHQwZ84czM3N0Wq1XLhwQb7/LS0tREREyG7W398fX19foTWq1WqREcXGxjIxMUF5eTlqtZq2tjZhqZ87d05Wa8pDXTlld3Z2Cn9d+f4o8hNTU1OioqLQarWsW7eOyspKGhsbJYFvbW1NX18f9vb2jI6OYmBgIIhdb29vXFxcWLJkifTka2pqKCkpYf78+YKvrqqqQq1WY2lpKaS4oqIilixZIi+GdnZ2REdHc+XKFcLDw7l+/TqLFi1CrVaTlZUlrPDTp09z7949eUFetWoVKSkpxMTEMDQ0RH5+Pl9//bXY9GbMmEFiYiKzZ8/m+PHjzJ8/n+LiYrRaLffu3aO/v1+qc0uXLsXc3FwmPLm5uUIxU6lUxMTEYGtrK54LxSJZWlpKW1sb8+fPx9/fX5omJiYmjI+PU1NTg0ajITs7m97eXjo6OggMDJR1xooVK/44YQcFBQFIQva/99f/PdK+evUqVlZW1NXVSR2roqKCGzduYGZmhpmZGfPmzSMxMREXFxceffRReZhERkaycOFC4XwHBweLWN3V1VUcoB999JHsvHNzc5k3bx6NjY1s27aNHTt2cPnyZSIiIpg2bRrR0dH09PTInsfV1ZWKigrWr18vxqN79+7R1taGr68vjo6Of0jADQxEDTo1NcXatWsJDg7Gzc2NZ599lt7eXoaGhti1axdz5swhIyOD2NhYkpOTyc3NxdbWlkuXLjE6Okp6ejoHDhwQg4ti/Zk+fbqMzI8dO0ZFRQW1tbXodDoJZijwfh8fH/bu3UtRUZHYy4aHh0lJScHPzw9XV1fCw8MJCwvjt99+w9jYmK+//lpOnO3t7eh0OtLT0+XfS5manDhxgvHxcZ588kk2btxIQUEBWq0W+MMpm5KSQmZmpoxGU1NTMTAw4MGDB4yPj7NixQrpD1dUVFBWVsb58+fZv38/Wq2W4OBgnnrqKWpra3FwcMDGxoYHDx5w8+ZNjh07Rn19PfX19fztb3/jxIkTWFpaCnzExcWFBQsW8ODBAxlNKfakr776ioyMDDIyMsjPz2fGjBlkZmbKGKqqqoqKigohi5WVlfGPf/yDrVu30tXVRVpaGitXrmRkZISBgQF+//13CgsLWbBgARcuXGDr1q1kZ2czNTXFzz//TFJSkth+2trayMnJITo6WgQlM2bMkHXO0NAQV65cITIyUgAQN27ckIDSgQMHGBkZobq6mn379sn+9dtvv2V0dJRvvvmG9PR0zp8/z9jYGL/99ptAbKqqqsjLyyMzMxOVSkVbWxsFBQXyuebm5jIxMUFGRoaED+vr60lOTqakpISuri5CQ0PR6/WMjo4SGRnJtGnTWLhwIcnJySxbtowtW7aQkpLC22+/TVBQEB4eHpLcDg8Pp6mpCUdHRxobGykvL+fu3bv09vZSXl4u9TatVktvby/FxcU4OTmRlpYmJrH333+fixcvSgPk8uXLmJqasnfvXm7evMnBgwdpaGjg4MGDLFiwgKVLl9LT08Ozzz4rgJs9e/ZgYWGBk5MTr7zyCrNmzSI9PZ3a2lpOnz7NW2+9xc6dO7G2tuaLL76QqU5FRQVxcXES8lSuFzs7O7Zv346NjQ11dXVERkYSEhLClStXmDdvHuXl5XR2doqJSxkZx8bGolKp8PT0JC4ujt27d3Pz5k0JPKWnp/Paa6/R3NxMR0cHxsbG3Lx5E3Nzc1auXEl+fj7z588nPT1dTqCtra3Y2dkxY8YMXnjhBaqrq9m2bRsJCQncvXuXqqoqoqKi2LFjh0w6o6OjWbNmjYyFlWmFl5cXW7Zs4fTp09TX14vh6csvv2TDhg00NDSwZs0aDh8+zMKFC7l//z6zZs3ik08+ITk5mYCAAObNm0dJSQmtra2sWbOGxsZGKioqWLVqFStWrGD9+vWYmJgI4/v555/H2tpa1n9vvPEGnZ2dhISEyPfdw8ODuXPn4uPjIy9j9+/fp6qqSuBM/f39WFhYiOxi48aNnD59mmXLlrFo0SKZxC1cuJDNmzeTkpLCuXPnqK6uRqVSCXXwzp07Iizx8vLCycmJ4OBgZsyYwYIFC/jzn//M6Ogox48fR6VS0dXVxcDAAO+//z4VFRW8/fbbmJubo9frcXR0pKenhxkzZmBhYYG3tzdr1qyhpaWF5ORkySspdeGFCxfS1NTE/v37uXv3LleuXOGnn34SuufQ0BDnz5+Xh7u1tTUZGRm88847zJ07l99//136+/7+/hLIViZ3IyMjrFq1itHRUbKzszH45JNPpvLy8oiNjcXZ2ZnCwkI0Go2EgJSE6dTUFGZmZjQ0NDB37lwZkSgjH8W61dvbS0xMDA0NDWKSUswzyk64vr5eKifKW4mC5gsODpYRtEajkT6whYUFHR0dktwLCwtjeHhYfK1KOllx1jo6OlJXV8fU1JQkdvV6vaQsXV1d5VTf19eHo6MjoaGhxMbGSkLVzMyM9vZ2TE1NKSkp4YUXXqC1tRUbGxthDA8NDQmK9JdffkGj0XD37l1mz57N2NgYd+/elV+cWq2WL/G0adMwMzP7I6pvYMCKFSsoKyuTwIcCqvDz8xPDUGNjo2BJm5ubSU9Pl/1cb28v69at4+zZsyQlJVFdXU1RURELFiygu7sbAwMDXFxcJOBkaGhIdnY20dHRpKWlsWDBAu7cucO0adMIDQ0VBWh8fDzZ2dm4urqSmJjI7t27iY6Opry8XLzIkZGRIjzQaDTk5+fj7OyMhYUFFRUVLF68GK1Wi5GREePj4yxdupS6ujqampqor6/H2NiYzs5OEakobO6UlBTpTOv1eoH27N69G1NTUywsLHjkkUdob2+X0KPizH7ooYewsbERy5uFhYWEQIqKiigtLRU5iCKKUSQUCtPdyMiIgoICEcokJSVRXFzM+Pg4zs7O9Pb2Mjo6KlYiJSikpMiV6uLAwIBIK2xsbOjo6MDIyEgc8adOnZJ0+5o1a8jMzGTp0qVyqlZsU2VlZZJNqKmpYXJyEnt7e4qKinj44Yd58cUXxfet3DDUajWGhoaMj4/T2dlJZGQk2dnZkogtLy8XBebDDz9MaWkpLi4umJubU1VVhaWlpayLzM3NuX//vgT/FE1oVlYWzz77LKWlpSJzUAKhH3zwAQEBAZInMTU1lelFbGystERUKpVMjGbMmEFlZSU+Pj64uLhw9+5dMjMz8fDwwMbGhs2bN6PT6ST74uzsTFNTE3fv3iUqKkrCRL///jtLly5lcHBQxCMJCQnSuVX0sYpoSGHDK59HVFSUoCwtLS1lqpOcnCzp9o6ODhwcHMRA2NzczIULF4iOjpZa5KOPPsr58+cxMTHBzc1NglNtbW0iG6qoqMDOzk4sZk1NTcTHx5OWlsaKFStkMjI4OIiHhwf19fWEhoZy69YtrKysmJycFD79gQMH2Lx5MxkZGYSEhEi+w9bWFgsLC+rr65k+fTpxcXF88cUXJCQkCFPd0dFRXmouXrzI8PCwyEoMDQ2xsbGR77HSEFEaEErnemRkhOHhYZYsWcKhQ4fQ6/VYWlri5eXF+Pi43AvWrVtHdnY2nZ2dxMfHo9PpsLS0RKfTYWJiQkpKCoODg5w+fRpPT0/S09OZPn063d3dFBYW8vrrr1NcXIylpaWEkcvKyqiqqhJdcVFREYGBgVRWVhIcHExtbS0eHh4S3lWpVPL3TUlJobS0FI1GQ0lJiUwAra2t0ev1DA0NERMTQ1ZWFqtXryYvL0/u4fb29oLw1uv1rF69GkDuB42NjcyaNQutVktzc7McGB88eEBdXR1z586lo6OD7Oxs6uvr2bp1K62trfT09FBUVERcXBxlZWUYfPfdd1NKh1UJFCiiBU9PT7q7uyV8oFQqbGxsaG9vx8nJidHRUezt7eWE9d+7XsWkowAI7O3tpf6gVHOUsJhyEfT09AjTW6VSoVKpBAig7F87OjpkR93a2oqFhYUs642MjOQmpSRoJyYmMDc3l7SfVqulv79fkpXKBaZ8sRU9Wk9Pj+gPFd+wEriYmppCr9eLilQJaI2OjsqfOTAwgKenp9yM6+vr8fX1FQWkUgcpLi7GxMQEU1NTbG1t0el0aDQadDqdVFUUjJ+yI1XoUUqnWQlWGRgYMDIyQnt7OxEREVRXV2NgYCBBGGVnr7y8KOKR/37bValUgpKsrq7G3d1d/vdKUM/Y2FhGuWNjY/T19UmFR6mSKBpA5a1frVbT2toqlTNFg6mEWQYHBxkaGhJVntJMiIyMZGBgQNoESvtAGfcrog2lwmFoaCgneSXp7uzsjJeXF21tbaSmpmJsbCx6PcXAprz4PPTQQ/+jDqPUL6ytrSUE1dvbi7W1NQMDA3LdKWFBxf07NDSEgYEBKpVKuqlKNUf5/VpbW2NgYCCff0dHB6Ojo8yYMQO9Xi8vB8p17u7u/j8mX0NDQ5iZmbFv3z5hGd+6dQtHR0f5+ygJcwMDAwlJ9fb2YmJiwuDgoPy+lTCcv78/KSkp9Pb2SjjK0NBQPNbKQ2p0dJSBgQGCgoLo7u4WU1NnZycNDQ3k5eWxYMECrl27JveBnp4euTacnJwwNTVlYGCAsbExTExM5D97e3slvOno6Ci0qVu3bkkSWhlL1tbWisVMOSUrAAxl0jA1NYWVlRWtra3iN7CyspLPva2tDR8fH1mbKWEwMzMzWXFFR0dTUFCAm5sbarVa8jVjY2OEhYXJCkPBEY+Pj9PU1ISvr69M1JTWhpIjUUKmnp6eTExMiL9BUcgq+k9nZ2fa2tokC6PUyZTvlaJztLW1FW2xMtLWaDQ4OjpK7crIyEg88op+0tPTE1NTU1nxKKEqhZegaFObmpoIDQ2lqKhIqryOjo5yT7exsZHAsEqlkrWe0jGur68XF3pPTw8NDQ0SaPTw8GBiYkLsVWNjY7Iye+GFF2SKMTAwQGBgID/++KPoiNva2rh37x5z5syhq6uLsbExebnR6XQEBgZKK0bBqVpZWUkmZWJiQu5Lw8PDMkpXuOuKbli5t8MfemgTExO6urpwc3MjJSXl/5pM/7/8KKEzY2Nj9Hq96D6VaWx3d7cEII0++eSTPUNDQxw5coSKigpCQkL48ssvmTVrFgB6vZ6rV6/S1tbG/fv3sbGxoaenBz8/P44dO8bChQvRarXU1NRQVFQkndL29nbmzJmDl5cX3d3dhIWF4e/vL6eVkZEREhMT0Wg0gqRTLs5HHnmEqakpiouL5WGwYcMGTp06RVtbGxUVFURFRREVFUVOTg7r1q1jx44dwnZVZv+bNm2ipKSE4OBgNBoNmzdv5ujRo7i5uaHRaAgPD2fdunUywhoaGuLzzz9nYGCA/Px8Hn30UcbGxtiwYQOzZs3CxMREqg4zZsxgYmKC2bNnS1KwoKCAlJQUzp8/T0BAAPfu3ROMqXIhKf3UlpYW3nzzTS5fvsyDBw9wcnISnu8jjzyCo6Mjra2txMfHU11dTUxMjDi3lRGWQkSrq6tj1qxZ1NXV4eTkhJ+fHyqVipkzZ5KcnExnZydXr17F+39L3C0sLHB0dBT9pZmZGefOnROqnKmpKVqtlnPnzoma79atWwwPD5OXl8fbb7/Np59+SmZmJn5+fhw4cEA+w8zMTKqqqpg3bx59fX1SybO2tqa8vJzc3Fx+/fVXvL29uXbtGhERERw7doySkhKSk5PZv38/pqamODg40NzcLGCWW7duyd9/YGCAd955h/z8fHmBPHLkCBMTE5SVlVFaWsprr73GpUuXpF978uRJTp8+ja+vL4GBgUIXe+mll6QKptyMLly4INW9yclJbG1tOXHiBLdv36a+vp6LFy/i6urKu+++S2hoKEePHkWr1bJv3z6OHTsmFaHdu3fj5ubGZ599Rnh4OEePHmVwcJBdu3aJLGB4eJjk5GRZNb3++usSWjt37hwDAwP8/PPPFBYWcuDAAQYGBnj++ec5fPgw3333Hb/99hunTp0iPDychIQE2XcrAh1XV1eeeeYZtm3bxltvvcXMmTN56aWXWLp0Kc899xyJiYl8+umn/K//9b/48MMP2bNnDwkJCZiYmLBx40Y2b94soaSqqiq2bt0q/dZVq1bJi0dzczMLFy7k66+/Zu3atTz77LM4Oztja2vLmjVrePnll7GyspIwl0ql4plnnsHV1ZXHHnuM+Ph4nnvuORobGzly5AiTk5Ns27aNxYsXs2jRItavX49Op2Pt2rUyNr9x4wZz5szh9OnTsj+2sbHh2LFjVFZWcujQIXQ6HceOHSM/P1/Cl+3t7axbt46ffvqJVatWyfhfoWYVFhai1+t54oknqKysJD8/n4mJCQIDA9m2bRvffPMNq1at4vz58zzyyCMkJyfT2trK+fPnWbFihYxJZ82axfLlyzlz5gyrV69Gq9WyYMEC6Z1HRkZiYGCAq6srISEhsqdua2tj9uzZUv3bvn071dXVrFmzhg0bNsj97+eff+bbb78lLy+P4OBgDAwMGBgYwMjIiIsXL5Kdnc3y5cu5ffs24+PjjI+Ps2DBAj788EM0Gg0ajYYVK1bw97//nVdffZXt27czd+5cLl++LCKXtrY2UU/OnTuXS5cu8dtvvxEZGUlRURFBQUEcPnyYwsJCbGxs5CXdwsKC0tJSkSpVVlbi5OREY2MjDg4O9PT0CCZY+WyeeuopWlpaKC4upqqqCk9PTwoLC3n33Xel261MeK9evSoHlvDwcMrLy5k7dy7Ozs5ERUVhYWFBQEAA33//PYcOHaKgoIDt27eTn59PUlIS/v7+rFixgszMTAkempmZsWHDBr7++mvWr19PQ0MD/v7+xMTE4ODgIFW+lStXykn88OHDzJ49m1WrVgmK9fTp0+Tm5hITE8Phw4e5desWWq2Wq1evEh0dze7du4mIiODLL7/kyJEjJCcn89RTT0lGx83NDYCCggIcHBx47rnnREZicOrUqanffvsNe3t77OzsaGhooKWlhQULFuDm5iaQfGWveeHCBerr68XZrIwxFWiAEkJRHhrDw8My1lWr1bi4uGBra0tgYKDADpTRdH9/P0VFRSxfvhyVSiUjGGVUpHihu7q6xHmqeG7Pnj1LRkYGU1NTdHd3y4lVrVZLv+/evXvcu3ePadOmSfLc3Nyc5uZmXF1dZWwGf1R5nnjiCdmNKy8pygPD19eXpqYmLl++TE9PDyEhIRgYGBAZGUl9fT329vYCRVFOaErQQxmvdXd3y+fi7OzMtGnTJJE9NjaGVqvF0dEROzs77Ozs0Gq1LF++HAMDA7777jtUKhXl5eW4urrK6DIoKAgLCwsqKyu5ePEidXV18kJgYGAgwAXl9K3s3uvq6gTPGBwcjIODg3itraysmJqaQq1WExERgYWFBb29vTg5OVFeXg6AoaEhnZ2dODg4MDg4SGtrK2ZmZgwPD9Pd3U1WVpZUeNzd3fHy8iIpKQkPDw+GhoaEKd3c3Cyiey8vLwYGBoiOjmZsbExWH46OjtTX15OamipIP2Vs2draiq+vL7m5uVJDUiw4jo6OxMTEUFxcTFdXFwEBAVy6dIm2tjbOnDlDaGiodCUBXF1d5cRcWVkpb8ROTk5ERkYyOTnJ/PnzuXnzJuHh4Vy5coX58+ejVqt54YUXZCJ09+5dkWrY2dnh5eVFT08PPj4+choaGxvj7bffpry8XE5rjz/+OA4ODoyPj0vvU+mtW1paYm1tTWdnp4wi09PTsbKyQq/XU11dTXx8PAYGBrS0tHDv3j3q6+sBJJH/4MEDHjx4QEREhPz3ZmZmXLx4kW3btklIRqkMKVRAJchnZWVFdnY2paWlVFRUEBwcLB1jCwsLZs6cSVZWFr29vRw4cAD4Y2T8f/4EBwdLB9XU1FQyHAr9rra2VnwEynpO0R+Wl5eLecrKykr2xNbW1hQXF8tU0MnJSYI+SrBTGX3b2toyODgowVCFeKfAkZ5++mlUKhXm5uaMjIwI/SohIUECW8pPc3OzBAp/+OEHtFqtoGaVqp8ySejq6hJjnQKhMjMzY3R0lJGREYKDgxkeHiYiIoJz584JtUthwUdFRcmfq9Pp0Ol0FBUVUVFRIY0B5aReV1cH/DGRUSh3SqBQCTquWLGC4OBgfHx8mJqaorq6mt9//x1TU1N5MN65c0e6yKGhoQKnGRwcZM6cOWg0GtEkK2nx7u5u3N3dGRoawt7eXlZeqampJCYmUllZSWVlJcnJybi4uBAXFyewHr1eT19fn0BqsrKyCAoK4uOPPyY2NpaEhASRx/T398uLwf379xkfH8fOzo7h4WGuXr2Kv78/HR0dJCcnMzQ0hLGxMcXFxRQVFbFo0SJJdFtbWxMSEoJisbx586bU05KSkuTQptTzlFH+Sy+9xOeffy6cBScnJ3Q6Hfn5+QIk6u7uFvSqn5+f+Ok9PT2ljqvT6airq6OhoYGRkRHUajWJiYl4enpipFKp9tTW1uLm5sbcuXP56KOPeOWVV0RM8eOPP+Lp6Ul5eTk9PT2MjIyIWi8mJkZi+RqNhq6uLklVK+lPpVOp/NJWr15NTk4ONjY2QiwqLi7GyMiIyspKduzYQXV1Nfn5+SxcuJBz586Rk5NDR0eHJJOPHDlCaWkp9vb23Lx5kxdffJGoqCji4+MJDAzkwoULWFhYsGzZMhYvXkxDQ4PsQsPCwnjzzTeFDV5dXc1//vMfZs+eLcYexbbS3d1NRUUFv/zyCzqdjpCQEJlE9PT0iAkpPj5eJB7vvvsufn5+bNy4kcnJSfLz8/nggw8IDQ3lxIkT2NracvDgQRYvXoyBgQGlpaU4OzvLm2lubi4uLi5UVVUxY8YMTp06RVVVFQ0NDfT19TF37lwZg9+8eVNSpKOjoxKI+/7772ViYWJigqOjo0wrXnvtNc6cOUNSUhJFRUU4ODjg7OxMdXU1ZmZmLFy4EBcXF06cOEFVVRWffPIJZ86c4emnn8bFxYW+vj7Onj3L+Pi4UNFiYmLo6urC39+f9957T8TwigP3r3/9K6ampjz++OMAtLa2snbtWn799VeOHDkiJLXVq1dz5coVPDw8ePnll+WBr6AJy8vL2b9/P6Ghoaxfv55XXnkFFxcXrly5IpkG5RT86quvkpGRQUxMDFNTU+zatQtnZ2cxMNnY2BAUFMS1a9eEU/3EE08QFBTEpk2bWL16NTExMSQkJBAaGsrExASfffYZaWlpvPrqq/zlL3+RG6CHhwf29va4u7sTFxdHRUUFOp2O4eFhampquH37NllZWcybN49ff/2V7OxsWlpauHLlCnv37mVgYIBz587x73//m507d5Kamoqfn5+M0yMjI3n++ecZHR3lxIkTPPTQQ+zcuVPoZLW1tezevZv8/HyOHj3Kjh07uHDhAnPmzOHatWu89NJLVFVVkZiYyOOPP87Vq1c5c+YM6enpbN68mb1797JixQpqa2txdXUlLi6ON954g3feeQc/Pz+Cg4PJyMhg48aN1NTUSP3v4YcfJjg4mCeffBJLS0sJAT148IBNmzZRV1dHS0sL0dHRXLhwgaeffpp169axdetW4uPj2bJli5iL3n//fRwdHaVVMn/+fNGrxsbGcu3aNSYmJigpKWHjxo3ExcXJRC0+Ph5fX18iIyPx8/MjKSmJ0tJStm/fztq1a9HpdCxZsoTt27czMTGBt7c3x48fx8jIiBUrVvCnP/1JpBHTpk3jxRdfJC8vj6NHj0r98fr160xMTAjYIiQkBAcHB0ZGRkS0o9PpmJiYIDs7m8nJSd5++23Wrl1LREQETz/9tFQKlZfHkJAQ2tvbhS3g7u7OnDlz+P7776mqqsLU1JSKigqOHz9OUlISwcHBeHt709vby/z58/n444/Fhnjq1CliY2Ol5zw0NMTt27d56qmn2LBhA/v27cPc3JzAwEB5IVHCXMqPUjfSarW88cYbFBQUoNfrcXZ25vjx48THx7Np0yYqKio4f/48Bw4cwMXFhffee4+dO3fy/vvv8/7775OZmfn/cfXeYT3vf/z/rSUqEqW0pBSVKNIQIiWVQsYhs+w9jvfRkO0AACAASURBVHEOxzmZ58OxjnmySZKozFI0adDS0JAoTQ2lKY3fH9/v+3l9r19/uy7Vu9fr9Xw9Hvf77cY///zDvn37BL3t5cuXREZGYmdnR2xsLB8/fuSvv/5i6dKlyMrKMmnSJPz8/MjMzMTLy4uYmBjRWx85ciS7du2ib9++PH36lEGDBlFQUMDJkycFMW7evHkEBASQl5fH169fGTlyJElJSezdu1cQFZcvXw7A+vXrOXPmDDt37qRXr15MmDCBQYMGkZCQwKxZszh06BBLly6ltLSUbdu2CYOY5DllZ2eHi4sLI0aMYOTIkTx//lxIeSwtLfn58yfTpk0T+YvW1lZBd6uvr+fBgwc4Oztz//59gYn99u0bW7ZsISwsjAcPHqCjo8Pt27eRk5MT1r9ff/0VGU1NTV8ZGRkmTpzIsWPHgP8jPHj+/LkgvaiqqpKYmMjs2bORkpJi5syZVFdXs3jxYqSkpFi5ciWKioooKyuzZs0a5OXlUVJSwtfXl5iYGGbOnMmOHTvQ0tLC3NwcDw8PgeuTvPV0dHSgoqLCrl27aGpq4vz583z79g0HBwdMTEx4//49NjY2Qp2pqanJvn378Pf3p7KykuPHj9Pc3MzixYvJycnBzMwMR0dHUlJSsLa2xsHBgbKyMmbPns2PHz/Q09MT/2b48OG8fv1ajFQmTJjA6tWrefXqFXPnzhVy86lTp1JRUSHqTvLy8pw+fZp79+6xevVqKisrRT9SUo16/PixYIG/efOGsLAw/vjjDxFEmz59ujihSoDvkjezV69ecerUKT5//iyQqLW1tRw6dIiEhAS6urooLS0VoAxra2uePn1KY2MjdXV1fP78WTCg165dS0lJCTdu3MDV1ZXW1laWL1/Ojx8/2LNnj1hZSCpALS0tou5w8OBBCgoK6Onpoba2lpaWFjFeNDc3Jz09naioKJHi9Pb25v79+3h4ePDq1Suxo5WAUgwNDYmMjGThwoWkpqZSWloqbFPv379n0aJFTJo0iU2bNvHbb7/x5s0bUlNT6ejowNnZmdLSUhYsWMDdu3fx8PAQBwjJ31pmZiatra00Njby4sULmpubWb16NcnJySxevJiAgABiY2MpLy9HTk6OFy9eEB8fj4WFBY8ePaK7u5vz58/T3d3Nhw8fCA0NZe7cubx79w5PT0/s7e0pKCggIyMDTU1NAbwpKyujq6tLpEj79u2Ls7MzCgoKdHd38/LlSzZu3Mi9e/dQVFRk2LBhGBkZoa2tzfDhw3FycuLTp0+sWrWKWbNmER8fj6amJkePHuXt27dERUWhp6cnhDyKior0798ffX19kpOTBVTj999/Z8eOHdy/fx8VFRWCgoLYsmULr1+/5tGjRxgZGVFZWUlERARNTU14eXmJQ+uJEyeYP38+BgYGZGVl8erVK8LDw+ns7OTRo0fU1dVRVFREv379iIqKIjU1VUhQLly4QE1NjSCcHThwgPz8fI4cOUJLSws1NTXcvXuXgoICrl69Ksas4eHhHDhwgI6ODqKiokQSPz8/n7S0NF68eMGbN29obGwkNjZWHHhevnxJbW0tjx8/xs/Pj58/fwoxx8qVK7l79y6tra10dHQwcOBALl++jIuLC9nZ2ezYsYM///yTlStXcvHiRb5//w6AoaEhGzduZNiwYaSmppKRkUFpaSkKCgqMGTNGPACOHj3KX3/9xX///UdxcTHbtm0TlSbJ+klNTY2dO3eSnZ1NWloa9vb2bN++nbq6Ol6+fMnDhw+pqKgQ17WMjAxfv34VpLTXr19jZmZGXl4eHz58ID8/XzyoBg4cSEpKCm5ubmzatImKigqysrLYt2+fYBtI6Gpjx44V/WVZWVm8vb2JiYkRNb/Ozk4OHjzI+fPnKSwsFNkSDw8PZs2aRWBgIP7+/uTl5dHS0oKenh47d+4UOZrPnz8zc+ZMampqmD9/Pl+/fmXevHlCVSwrK4uqqip79uzB0tISWVlZysvLCQkJwcHBgTlz5tDe3o6npyfOzs48efJEiEEkocTt27cjLS3Nli1bKC8vJy0tjcePH/PgwQNsbW159OgRenp66Ovr4+rqSnx8PPb29ixatIi2tjZmzpzJ7du3aWtrY/bs2YLdXVVVxeLFi0lNTWXjxo3cuHEDKysrZsyYIdSxtra2vH37lgULFpCUlMSNGzewtLRETU2NsLAwdu7ciYKCApaWljg7O6OmpsbkyZMpKCigq6sLTU1Nzp49S3FxMe7u7pibm7N161ZUVVWZMWMGq1evZvLkycjIyHD06FH+/vtvJk2ahKqqKu7u7iI7cvLkSWSCgoJ8NTU1sba2xsrKik2bNjFx4kR27txJW1sbrq6uzJo1C2NjY/HLliR2J0yYQFhYGJs2bSI9PV0wX8vKytDT0yMyMhIfHx/Bov3x4wfFxcUi1FBeXi5GUpMmTRJj29LSUpE6vHLlCvb29ixevFiEGiRj+HPnzvHXX39hZ2fHw4cPMTY2ZsGCBTx//lyEpKZPn87ly5eZPXs2T548EbtmCeNWIq3v6enh119/xcXFhaqqKsLDw1FVVUVNTY22tjZx2ouLixNp5KlTp+Li4sKoUaOQl5cnOTkZNTU15s+fT2trK1evXuXt27cC+WlnZydG7unp6bx48YJr167x8+dPDh8+TN++fdHV1UVdXZ3k5GSGDBkiQBH5+fniYaKtrY2FhQU6OjrExMSgoKBAYGAgTU1NYuSflJREQkICmzdvpqOjAzk5OW7evClqG5s2baK0tBQpKSkBFpA8cHJycvD392f9+vVER0czcuRIZGVlRao5KSmJzMxMuru70dfXp7y8HAcHB2bNmkVTUxNDhw7l7du3qKioMGLECAEBGDRoENHR0QwdOpSKigo+fPjA5s2bRb0pOTmZoKAgxowZQ2xsrDAdxcTEUFZWxpcvX3j27BldXV2EhoZSUVFBv3790NfXx9bWlm/fvhEQEMD48eOJioqioaEBFRUV3rx5w/fv33n//j3z58/H3d2d0tJS4S/u6Ohg9uzZIt1//vx5du/ejZ2dHd+/fxeigoiICGbNmsX69evR0tISVRIJF7+goIDW1laSk5M5cuQI169f58uXL1y+fJmbN29SUVHB69evefz4MWlpaeTn51NbW8uTJ0/Q0tLi7NmzBAYGUlJSwv79+4UH+OzZs1y+fBlVVVVB1Xv06BHy8vJcvHgRPz8/7t69y5QpUwBwd3dn/fr1eHl5sXLlSmRlZfnll18wMzPjr7/+Yvny5ZiYmGBtbc2GDRvEOD0nJ4fo6Gj++OMPhg8fjr29PYmJibx//x5LS0tSU1NpaWkRZKshQ4aINU6fPn3Izc0lODiYWbNmsW/fPgYNGoSWlhZTp07l/PnzDBo0CBUVFUJDQ5GVlRV6RA8PDy5evMiUKVNYuHAh8vLyzJgxQxAXJcSoTZs2oa6uzowZM1BWVqZ///4COSp54+3q6kJLSwt5eXlaWlqEdUwSMpW4nSUWPEtLS6KionBzc8PKygpNTU3hcfby8kJTUxNLS0vx9i0x/y1atIizZ8/i4+PD7Nmzef/+Pe/evcPIyIgZM2YIq9OAAQNYvXo1cnJynDx5krlz5woFpqGhISoqKjg4OIg2joKCAjNmzOD58+fMnj2bsLAwATOaO3cuqampdHd3Y2NjQ0pKCoqKijg4OAh08B9//EFwcDDTpk2jublZHEbu3buHu7s7a9eu5f79+4waNYolS5YITrWERz5kyBAcHR3Jzc2lra2NmpoaMUKvr69n4MCB7Ny5k+bmZlxdXfn333/R0NDg1q1bwP8hV37+/Fnsu5OSkrCysqKsrIxPnz5x6dIl8ZmZm5vT2NjIjRs3yMjIYNy4cfz2228kJiYydepU3NzcAMTnOmHCBPr27UtnZyeXLl1CTk4OHx8f5OTkUFZWJjY2ltbWVn7+/Im+vj7Tpk0TCujU1FSSkpKYPn06GRkZ9O3bl8jISD58+ICqqiorV65k9erVVFdXo62tzZ49e9DT08PJyQlFRUXWrl2Lu7s7165dY9myZezbt4/09HThppdMTsrKypgxYwbPnj1DVlaWoUOHkpeXR2VlpRjDjxs3joCAAJSVlTE1NWXDhg2kpaWJVPvXr1/577//MDQ0pKKigiFDhojmhYyfn5+vhCL29etXwVyura0lIiKCDRs20NPTQ0BAAL179+bZs2eoq6tjZ2dHd3c3Tk5O3L59GxkZGVxcXDh06JA4USkpKTFt2jTk5eVJSUkR37Srqyvfvn1j7NixGBgYiLpHZ2cn4eHh/PHHH8JOpKKiwpUrV4iKiiI3N5e6ujrU1dV59OgRsrKyvHr1ioEDB2Jubk5paSl6enoUFhZSXV1NZ2cnFRUVxMfHM2nSJG7evElDQwP79u3D1dWVgIAAVq5cKRzgW7ZsQVtbm+joaFE1S05OZvz48fj7+/Pz508KCwvR0tIS6EDJG4HkAl68eDHJycmUlZUhKyuLl5cXra2t9PT04OPjQ3l5OadOnSI/Px9tbW3s7e1FvW358uWkpKQIgtyPHz8IDg5GX1+fmzdvsmrVKqqrqwkODhbVFFlZWQwMDJg/fz5jx47l58+fnDx5kuvXr9O7d2/a29sZMGAAP378wMfHh0ePHpGcnIy6ujrLli0jIyODWbNmoaKiIsQFksNYUVERRkZGJCUlMWrUKDo6Onj37p14aLe2tooxf2FhIVZWVnz69InJkyejqqpKV1cXDQ0NVFdXc/DgQYKDg3n27Bm9e/cW/8/du3dRVVVFTk6O8ePHi9yBvLw8f/75J5s2bWLNmjUUFBSwbt06uru7ycnJwc3Nja6uLnEC//LlC48ePaJv374MGjQIMzMzpKWl0dPTE8jOrVu3snz5co4fP46RkRFtbW0MGTKEUaNGkZeXJ3qaI0eOJCEhgeDgYGRkZBg+fDjFxcViL2hubi7CmcOGDSM7O5vW1lZ69+5NVlYWCxYsYOPGjQwePFik03///XeUlJTo7Oxk3759BAQEcOfOHWEak7ydjR8/nmvXrtHd3U1SUhJr1qzh69evuLq6CnGKuro6ioqKjBgxguzsbGF4O3PmDA4ODoSFhQm6Vm1trSDs+fv7Y2hoSG1tLXV1daiqqvLlyxdx3a5YsYIbN24gJydHSUkJU6ZM4efPn+jo6Ih0uEQn6OfnR1JSEgMGDBBTqbKyMtauXYuhoSFubm7cu3dPrHkmTpwoJiiZmZniIevr6yv4+5LWxv379+nbty/h4eHk5+ejpaWFq6srqampolJTX19PcHAwDg4OZGRk4OnpSWVlJSNHjkRTU5P8/HxKS0txdXUVlj8Jt3nMmDH069ePoqIiFBUVSUxM5Ny5cyJjYWdnx9atW4UdTfIAz83N5cyZM3R0dBAdHU1VVRUpKSnExcVRUVHB9u3biYiI4Pv371y5cgUjIyP+++8/FBUViYiIoLW1VZi1AgICRDpdTU2NgwcP0tPTQ2hoKC9evCA3N5eSkhK8vb2RlZVl4sSJrFu3TkCA7t27h7S0NPPmzSMhIQELCwssLCxQUVEhNzeXDx8+kJOTg7W1Nc3NzUJVmZubi62tLba2trx+/ZrY2FgGDx5MbGwsU6dOpbGxkZiYGExMTAQpsLGxEWdnZ7KyspgyZQoXLlzg06dP2NraCq/z5cuXOXToEG/fvmXo0KGkpKSwatUqVFRUMDY2xsTEBBMTE+Tl5Vm6dCnt7e2sWLGCT58+ISsry9y5c0UG58GDBzQ2NlJZWUlVVRXl5eUYGxuLe0tPTw+5ubk4OTlx+vRpzMzMuHfvHmvWrGHBggW4urpiZmYmJlDXr1/H2dmZXbt2MW7cOLKzs8nPz0deXp6enh5u3brFqlWrUFVVFenyGTNmiKZTUFAQOTk53Lhxg1OnTpGQkMD9+/dxc3Oju7sbX19fzM3NOX36NGfPnmX37t2kpqaioaHBH3/8gaysLAkJCfTv35/w8HD69OmDmpoaFy5cICEhgYSEBJydnbl06RIbN27Ey8uLLVu2iHqmm5sb0dHR/P7778g4Ojr6SjCYcXFxLFu2jKCgIEJCQjh8+DBlZWWkpqaiqalJfHw8qqqqPHnyhNTUVPr168fNmzepr69HXl4eeXl5IiIiBI0rJCQEe3t7Ll26JGg7zc3N5OXlUVBQQHl5OR0dHTx58oQ3b96gqamJtLQ09fX1ZGVlCUPQnDlzRNx+9OjRBAQEcOTIEX7+/EmvXr1EqOLixYskJSVhaGjI1KlT+fHjB8rKyhgZGZGamsqAAQOwsbFh9OjR/PPPP6iqqnLnzh2GDRsmPpj4+HgUFBSQkZEhNjYWKysrEhMT2bFjB2FhYUyYMIHMzExh9jp37hxWVlbid3Pw4EG0tbW5efMm69ev59y5c0ydOpXOzk5u374tAgiSU7GMjAwfP37Ezs6O48ePc/PmTQIDA4X0olevXoIKJqElVVdXY29vz5kzZ7Czs0NLS4v4+HgaGhro37+/CGLExMSwbNkydu3ahZmZGd++fUNXV1eEWeTk5IRwfsSIEbS1tTFt2jTq6upoamrCxcWFBw8esGPHDnJycrCxsaGiooLc3Fzs7e1ZtmwZsrKyxMTEMHr0aAYPHkxoaCi2trbCeCMZZ4WEhACwe/duJk+eTJ8+fZgxYwbl5eXIysqio6Mj+sZ2dnZ4eXnx8+dPqqurRXr3zZs3JCUlYWxszMaNG2ltbWXixIn079+fd+/eMWXKFBQUFJg0aRKOjo40Njbi6OhIr169WLNmDW/fvsXQ0JBff/2V169fs2XLFlRUVJg6dSp2dnZYW1tjYWHBhAkTGDdunPCi9+nTh3HjxjFixAgSEhI4deqUmMBoaWlx/Phxuru7MTExETKZ5ORkJk+ejIGBgdhVtre3U1tby8+fP4mOjsbKykqICyRrHm9vbwoLC8nNzUVPT4/c3FyGDx/On3/+SXZ2NpMnT8bV1ZU+ffogIyPDggULaG5u5ujRo+Tk5NDY2ChgIO/fvyc0NJTIyEhSU1NxdXWlubmZuLg4tLW1iYuLIycnR/jaExMT+fjxI9u2baOlpYWQkBB0dHRISUkhMzOTz58/4+7ujoeHB7Kyspw7d47MzExev35NQUEBv/32G6mpqdy4cYOxY8fy+fNnbGxsiImJITExUUwKDA0NhQ98/PjxDBs2jJycHDIyMsQq5syZM6IGqqSkxK1bt4QPoKGhgdbWVpG0lag6JQIeS0tLwYeQvGzEx8czaNAgysvLOXv2LJGRkZiYmAgA0adPn4j9vx7sPn36cP36dcaMGUNJSQktLS1UVFSQk5ODn58fL1++JD09ne/fv/PixQsqKysJDQ2ltbVV9PclN+eKigoUFBS4cOECffr0wd/fn8TERC5fvkxpaSm1tbWcOXOGtWvXkpKSwqJFi3j48CF9+/bF0tJSOLaDgoLw8/OjtLQUPz8/5OTkaGhooL6+nqqqKhISEkhLS+Ps2bPIy8szbtw4SktLMTMzIy0tjefPn4v9up2dHWfOnKG2tpbp06eL+4ivry/wf6iVHz9+pKioSATzJA85Q0NDHj58iIaGBv7+/qxcuZLdu3cLh7OSkhLW1tYUFBQIBaafnx+6urpcvXqVrq4uzpw5g729vXjo6ujokJmZKaqMly9fpqGhQfTOvby8sLS05OPHjwwfPpyWlhaWLFnC8uXLuX37tqhVLl26lPPnzwuEqq2tLRs2bCA6OhpVVVXRgBk5ciQDBw4U6y0fHx9evHhBU1MTmZmZ/Pnnn3R1dTFlyhTGjRtHZWUlJiYmyMrKcvXqVQwMDHBzcxMOgoqKCpKSkkhNTRUiHBUVFXp6erhx44Y4eLi7u1NbWysMjPb29kycOBElJSUGDhyIpaUltbW1gsWhoaGBqakpz549Y/PmzairqyPV1NTUc+fOHcLDw9HR0cHJyYkrV64we/Zs1NXV6d+/P7a2tly8eBEXFxcGDx4ssICAMHs1NzejpKREVlYWw4YNQ0FBgfv374sUpaamJjExMRgaGtLS0sLLly+ZPn061tbW1NTUkJOTg6GhIffu3aOmpgYfHx8iIiLQ19fnxYsXQhpQWFgoktFycnI4ODiIm5ecnBzJycm0t7eLvdr3799pamrCwcFB9GifPXvGunXrCA8PZ/ny5Tx9+pS6ujqKi4sxMTGhf//+IrX9/ft3AbPv7u5m9uzZNDY2Ul1dzdSpU0Vqvry8HBsbG3R0dARlqbu7m/z8fAoLC8WHJnmwSdjCAwcOFHS5x48f4+npybZt21i7di0vXrwQadAhQ4YQHR0tHjSRkZHicCUZ/U6bNo09e/aI06yk19nW1oajoyPV1dUMHz6chw8fYm1tzbt371i3bh1fvnwR7l6J+F5DQ4P8/HwOHDhAcXGxuFEOGDAAOTk5HB0dOX78OLKysgwYMIApU6ZQXFyMiooKaWlpYicUHh6OkpISCxcuJDAwUMBMJAhZSQ965syZtLe3o6ioyKVLlzhz5gyXL19m1qxZVFdX09DQgLq6uhCJlJeXU1FRgZ6eHps3b+bcuXOkpaWxadMm/Pz8GDlyJE1NTWKsJdnLm5iYkJ2dzYsXL9DT00NBQYG3b98ybtw4ATNISUnhypUrrFq1ii9fvojcwvPnz7Gzs0NTU5OHDx9iZ2fHz58/+fLlCzY2NuItTKJ2NTQ0JDQ0FGdnZ7S1tbl69Srjx49HTk6OyZMns3//fn755RcWLlzIyZMnRTq6tLSU0NBQ1q9fz/z585GWlqa8vFzYvCQo0fb2dnJyctDV1SU3NxdjY2NRjZF81pL9m+Rt3MXFhaKiInbt2sWuXbt4+PAh8+bN4/bt22zatIlTp06xdOlSkpOTRXJcQUGBEydO4OLiwqdPn8jLyxNWsIyMDA4dOsS0adNQVVUVVKuxY8cKkU9QUBBeXl6Ympoye/ZsRo4cibm5ORUVFezcuZO4uDgyMzMpKioSjHPJA0JOTk4Y1by8vLh16xaTJk0CEDt6SQq8b9++TJ8+nYiICPbt28fMmTNFg0LSu5W4ByRMAAsLC7Zt28aOHTuYOnUqY8aMwd/fX1SF7t69Kwhcp0+fJjo6muzsbA4cOEBoaKgw68nJyfHs2TP69OnD/fv3CQ0NJT09ndzcXBGolEwOampqaG1txcnJicOHD7NkyRL8/PwEe/u///5DVlaWzMxMgRuVCGL09fVF3dHQ0JDv37/T1dWFg4MD4eHhKCgo8PHjR2pqaqisrMTW1hYHBwd69+7N9evXATA2NmbYsGHiZ5XwA5SVlVm5ciUrVqwQh1tDQ0Oampro3bs3Wlpa3Llzh9mzZ1NTU4OTk5OYFD579gwHBweGDRvGyJEjSUlJQVpamiNHjpCRkUFzczNpaWkC3BIQEICqqipeXl6UlpayaNEioqOjhRHQ1dUVAwMDTpw4wa1bt5g8ebJoKLS0tJCdnU12drbIbcTFxdG7d29sbGxISkpi9OjR7N27l3Xr1on7hESpK4Hu/L8I48LCQiZPniw45ubm5kLAIYF9dXR0kJ+fz5IlS0SF8MWLF1hbW2NkZMSqVasEec3R0VGIZSwtLWlubhZrB0kGRFlZmaqqKiZMmEB6ejqjR49GS0uLpqYmnjx5gpqaGoaGhjQ3N2NhYUFERATSSkpKrF69GhcXFzZv3oySkpLYPSYmJvL9+3f27NkjwlEFBQWcOXOG4OBgEVKSXCCSWsHt27e5ceMGRkZG5Obm0tXVRVpaGurq6uIty8DAgPfv35ORkUFubi5ZWVlCGq+uri4g8DIyMgIYIOlejh8/nuzsbOTk5Kirq+N///ufwCl++fKFjx8/Cmrarl27WLRoEU+ePMHR0RF5eXnc3d1pb2+nsrKSgoICbGxsGDZsGIGBgXh7ewujira2NqdPn2bgwIGoqKhQXl5OSUkJfn5+5OTkUFlZibW1NSUlJdjb2/Ps2TMSExOpqanh8+fPhIWFiQ/bxsaGLVu2YGdnx969e4mKisLT01PQzQIDAzE1NcXX15dDhw5hZGREREQEEydOpLW1lb///pufP3/S1tbGxIkTBaDe09NT1EYaGhowNTVl48aNfP78GUNDQ6ysrDA0NGTUqFEYGxtz/PhxbGxsuH37tqCrFRYWsnjxYmJjY9m6dStaWlqsX78egJiYGNLS0sR4trOzk759+zJhwgSam5txdnZm3rx5BAcHIyUlRXt7O7/99hvGxsakp6czdepULl68SO/evdHX12f58uWCpDVt2jQ8PDy4cOECsbGxwjQ2adIk6uvrmTdvnqBySZoFEoa1p6enSAZLqjSHDx/m1atXBAQE4Orqys+fPzE1NaW0tJSUlBTq6upIT0/H0NCQtWvX8v79e5ydnUlOTmbFihV4e3sza9YssWNXVFTk7NmzZGZm8t9//+Ht7c3p06cZM2YMmzdvxsbGhiNHjrB3715GjRolJg5OTk6YmZnR1tbG1q1bkZeXR19fn/3792Nvb8+cOXOoqqri6dOnfPz4kZCQEMFD9/LywsvLi3379nH79m0h08nPzxeSm169egmt7S+//MLly5dxd3dn586dnD9/HiMjI0pKSpCVleXFixdER0eTkpKCv78/3t7eNDY24uHhIfzpI0aMIDQ0FA8PD6qqqjh58iSGhoait+rv74+GhgafPn2ivb0dIyMj7ty5w7Fjx8QhVKJNXLFiBUFBQfz555/k5+fj7u7Onj17+PDhA7NmzWLOnDmYm5tz4sQJjI2NOXfuHE+ePBHazHnz5nH//n2uXLnC27dvKSkpITExkRUrVnD37l2cnZ3ZsWMHVVVVAofq6uoq+NJZWVncvHmTx48f4+joSFVVFfPnz6ehoQE7Ozs6Ozvp1asX79+/x93dnVu3brFv3z6kpaVxdXXl1q1bfP/+nWfPnnHu3DksLCzYvHkzxsbGotbUp08f8Zl4e3tz8+ZNRo8ezYEDBzh16hR///03ampq1NbW0tzcTHZ24HQM8gAAIABJREFUNmvXrqWyspL169dTWFhInz59BBL54sWL1NfX093dzeLFi1m0aBG5ublkZmaKjIG6ujr+/v4UFxdz8eJF4uPj+f333wkPD2f37t3cuXOH8ePHk5mZyZMnTxg6dKhYDX7//p0FCxagoKCAoaEht2/fFmuSkpISpKWliYqKEiz48ePH4+npyciRI3FxcSEwMFAcrPfs2cOJEyfw8vKira1NgF8k9LGwsDBWr15Nd3e3QAW7uroSFRXF7NmzhdCmra2NFStWEBwcTE1NDY8ePeL48ePMmzePK1eucO7cOb58+YKTkxPZ2dnExsZy8OBBLl++jJOTEydOnGDNmjXcv39f1OcMDQ25ePEiM2fO5MOHD9y9e5eVK1eycOFCgoKCyM/PJzk5mba2NuFmt7CwwNPTEwMDA7Kzs8Wz5ubNm2L6lpycjImJCXFxcWRnZ6OoqIi8vLxou/j7+9PU1MSSJUtwc3MjKioKgMDAQNra2ggJCeH9+/fMmjWLmJgYenp6sLOz4927dzQ1NbFjxw6ioqIYMmQIJ0+eRFlZmczMTP7++28mTJjAyZMnRVhOpqqqytfPzw95eXkOHTrEnTt3cHd3R1pamrt37+Lg4CD8zYWFhWhoaDB69GgcHR3ZvHkzQ4cOZdCgQcJzO336dDGuUVNTw9PTU8A+vn79yoABA3Bzc0NNTQ0LCwsiIyNxdHTE3t6egQMHsmnTJgYNGkRbWxt79uyhtbUVV1dXUfT/9ddfsbOzw9bWlkWLFgnjSUZGBp2dncyYMYMhQ4aIm9aoUaOIjo5mzZo1PH78mGnTptGvXz/8/f3x8fGhf//+JCcnEx0djbKysuinSnrfRkZGqKurY2JiIk65Ghoa2NnZoa6uzpEjR+js7MTa2lokB0eMGIGysjKampq4ublx4MABmpubcXBwoL29XWA5JWjNkpISlJWV0dPTY9y4cejq6pKcnExPT49Qje7cuRN/f3/RP5eSkhKwew0NDUHzqa6uprGxUbDdnz17RlNTEwUFBVRUVJCdnc3o0aMBsLKyYsWKFdTW1orwn7S0NM+fPxchOwUFBVpbW4U1LD4+nilTpnD37l2Ki4t58OABWlpaDB06FEdHR3JycoiKiqKrq0s4txMSEjhw4ADt7e3Ex8fT1tbG4MGDBV89NTWVqKgoUf9bunQpUVFR3Lt3TxibJFUpiZwkMDCQX375hZiYGK5cuUJMTIyoEaWmplJfX4+2tja9e/cmJCREBD66u7u5ceMG3759Y/z48fz777/cuHGD8PBwqqurxfeem5tLfHw8VlZWeHp6cvfuXfr06YO6ujqhoaFkZmaKANWUKVPo7u7my5cvoooloXQZGhoiIyNDR0cHffr0YfDgwUKmINm5Tpo0idu3bwt1pY6ODn369KGuro7+/ftjamqKoqIiAwYMICIigrlz53L8+HGMjY1pa2sDYPny5cLrm5aWRkZGBrKyssJfvXHjRlEdfPPmDSUlJbx8+RJtbW3OnDkjJkIuLi4ClpOVlcXChQtxcXGhtraWr1+/MmbMGCEVmThxosD4SjCOpaWlDBs2jEWLFokaZVBQEHZ2dsTFxREUFCTcyT9//qSjo4O8vDzCwsJQV1cXeMhVq1aJVH5AQADe3t58+fKFo0ePUl5ejoGBAa6uruTn56OoqEhkZCQKCgrIy8tjampKY2Mjt27dYuTIkbx580YcpLW0tCgtLWXKlCm0trYKx7JkRPry5UtiYmLEhEYCZvLz8xM8BUnlR/IADA4OZu3atUhJSbF8+XJev37Nv//+S1JSEllZWTQ0NDBy5EikpKRYvXq1SJVv2LCBCxcuUFdXR21tLYMHD2bhwoUoKCigqanJwoUL0dfXJyMjg0GDBmFjY0NycjLTp09n06ZNODs7Y2pqKn6mw4cPi6xKTEwMzs7OAtUsqUr9+PEDT09Pbt68iZ6eHikpKYIIl5qaiouLC3l5eRgYGJCTk8PBgwdFh3zw4MFUVlaipqaGkZER//vf/9iwYYPg6I8ePRo9PT0GDBggdtODBg2itbWVr1+/8s8//xAXFyewvhL2hpubGxcuXKC1tZWYmBiam5upq6sjKytLmOhqa2upra0VtbWKigp8fX0ZOHAgkyZNoqqqiqKiIry9vUlPT6ezs5Nbt26xePFi9uzZw4IFC9DX12f27Nm0trYybtw4kpOTRRjw1q1baGtr4+3tzcmTJzl8+DBqamqYmppiYmKCnJwcixYtYvTo0bx//55+/fqJleLSpUvZtGkTOjo6TJkyhW/fvmFraytUvW/evKGnp4dZs2aRnJzMixcv2LZtm3BlJycn4+LiIghsra2t9O/fX1DWtLS0hIFOxsTExHfjxo28evWKK1euCIycn58fUlJSDBs2DBkZGaytrWlqauL27duoqamxZcsW6uvrOXPmDG/fvuV///sf8+fPp6Ojg6VLl/L8+XPxdhAWFsalS5dYu3YtsbGx3L17l4iICEJCQujVqxeqqqpoaGhgZWVFTk4OK1as4MWLF4wdO5bCwkKKiooICQnh69evnD9/njdv3lBWViZOjuPHj+ft27eUl5fz/v17GhoacHBwoLGxkYqKCnR1dTE1NaW4uJiamhrq6+tFir2pqUnoAPfu3cukSZM4c+YMnp6ehISEoKamhp6eHpmZmSgrK4ufzcLCguLiYhwdHRk5ciSbNm1i586dbN++HTMzMxQUFJgzZw6TJk1CR0eH7u5uIiMjaW9vp66uDk9PT+Li4mhvbyc8PJyxY8eSlZVFdHQ0/fr1o6enh9jYWB4+fCigDZI1geRBPmLECMaPH09ISAjNzc0sX74ceXl5amtr0dbWxtramtDQUDZu3Ii1tTWxsbGcOHGCsLAwYaR69eoVv/zyC3l5eTg4ONC/f3/CwsIICQlh1qxZ+Pj4UFNTQ1JSEjNmzGD8+PFilDN8+HAMDAy4du0aP378wM7OTlQoqqur2b59u0BLmpiYMGfOHNLS0ti1axdDhw7FyspK7BsXLFhAcXGxEMvX1NTg5uaGuro6d+7coaGhgWfPnuHr68vt27fR1tbmy5cvFBcXk5+fL7rZjY2NfPz4UQg7li1bJmxSiYmJWFpasnTpUoYNG0ZKSgo+Pj6oqqoSExPD7t27aW9vx8HBQZyY4+PjkZeXx87ODm9vb86dOydWH01NTbi5ufHgwQPS0tKYM2cOycnJ+Pr60trayqpVq6isrGTPnj3Exsby4cMHMYbOyclh6tSpBAcHo6yszOjRo1FUVMTDw0OM/lavXs2qVatITk7m4MGDeHp6Ul1djbS0tHh4SrIIU6dORUdHh969e9Pc3MzChQtZsWIF69evZ8WKFUyfPp3hw4ejpKTEqlWrWLp0KZ8/f2bQoEE4OTkRHByMrq6uwDtKSUlx8+ZNLC0tyc3NpaamhsGDB/P9+3eh/fv06RMKCgooKCjg7e2Nj48PgwYNEhQryfXl4uLC//73P8rLyzExMRH78H79+vH9+3caGxtJS0sTFrORI0cSGBjIzJkzefv2LbKyssyYMUNwn9vb21m0aBG///47GRkZDBw4UHi+7e3tBZp36dKlvH37lhs3blBcXMzatWu5deuW+P0uXboUNTU1Pn78SE9PD/r6+jx//py8vDzy8vLQ0NAgMzMTMzMz0a6QBJ0WL16Mn58fa9asobKykrlz5+Lh4cGCBQuwtrYmKSlJuM+lpKSIiopiypQpnDhxAkdHRyZNmiSmSW5ubnR2dnL16lUuX75MS0sLZmZmREREkJ+fz5o1a8Q9y8fHh9bWVqHB1NPTw87OjqamJqGZjIiIIDQ0lAcPHrB7927R4VdTU+P9+/dYW1ujpaVFYWEhhw4dEgd7d3d38vPzRTizqqqKefPm4evry5kzZzAzM2Po0KHi5ejhw4dMnDhREMh27txJYmIiZWVlYmKXk5PD06dP0dXVZevWrZw8eZKXL18yYcIE/P39BcNA0gJYsGABenp6nDp1ii1btoi/5aqqKgCKi4t59uwZurq6WFtbo6KiwtGjRzExMSElJYXQ0FDy8vLYvn0748aNIyYmhn///Vfs+k+cOEF+fj7Ozs50dnbSu3dvMjIy6N+/PwUFBUycOJF3797x999/M2zYMF6/fk1PTw9KSkpcunSJdevWCYZ77969WbRoEUpKSvT09HDs2DEePXokOt8/fvwgLi5OiFMknXtpaWn27NkjtMYJCQliLVlVVSUkVfv37xcu+du3b1NVVYVUZ2enYIlLS0tTWVnJ58+fqaqqEl5iPT09AYGQvLlIDE9jx45FSkqKvLw8XF1dOX78OFJSUixYsID4+HhsbGzIz88nKysLfX19DA0NiYuLY9q0aVy7do2NGzeKVGtDQ4Ogg4WHh6OhocHkyZPx9/cXBqBRo0bx9etXAgICBBGtqqpKsMAlsBDJH31NTQ2lpaWkpqYKHeiRI0fYvXs3Hz9+xNnZmQsXLlBfX4+ysjIA5ubmQgcpEbsPHjyYe/fuMXr0aFRUVFBSUqKrq0vQvRITE4UGU0tLCyMjI6qqqkhKSsLGxobw8HAcHBzQ1NTk9evXGBsb09TURGFhIR0dHaIWtGnTJurq6sTpv3///pSVlbF06VIiIyOZMmUKjY2NAnAv0X4OGzaMpKQk9PT0MDY2JjU1FRMTEw4fPsz+/fsJDw9HWVmZjx8/sm7dOjIyMoSJTMIPj4+PF37m6OhoEhIS2L17N+/evWPp0qX8/fff6OnpcfToUV6/fk1ERAQyMjJiZC3R+o0bN46QkBBBrpLcwJOTkzl69ChBQUGUlZVx7tw5Tp8+jaWlpQjzdXd3U11dzbt375gwYQJdXV3Iy8tTXV1Namoqzs7O4u3M398fTU1NioqK0NTURFFRUbCNm5ubefHiBePHj2fAgAHC0DZ+/Hh6enrYu3cvCxcuJCMjgwULFvDt2zfa29tFWEdy4UhYvk1NTdTX1+Po6CjsW3V1daSlpTFz5kzu3r3LH3/8QVpaGhMmTKC2tpaCggJxHUk+M29vb7F/lZaWxsDAAHl5ed69e4eFhQVGRkb4+fkxceJETExMOHnyJCNGjKCqqoohQ4aIauPAgQPJzc3FwMBAGN527tyJh4cH9+/fJz09HSUlJUH1kvCPZWVl6dWrF62trfy/X3p6esJ25ODggI+Pj2iCTJs2jUWLFvHs2TOCg4PR0dFBQ0ODfv36iRGikZER7u7uYuoGiOlUZGQkZmZmdHd38+rVK4GmHTVqFOHh4eJQLDE7VVVVsXLlSkpKSoiPj2fy5MksW7aMU6dOYWNjQ3V1NYqKinz9+hVzc3OcnJy4ePEiv/76q3g4fP36lfDwcExNTVm7di0XLlygq6sLJycnIb7R1dXlwYMHDBgwAB8fHw4dOsTcuXOJjY0lNzdXrAZ79+4tRpzbt2/n27dvLFy4kGvXrtHe3s6PHz/Izs6mubmZXbt2UVRUhJaWFsHBwVRUVLBu3TpkZGRoaGgQIU8VFRWWLVtGamoq8vLyWFpaiqrc8+fPyczMpKysjEuXLgk/taKiIl++fBFueglL/c2bNwwcOJDp06fz9OlTVq9eTUhIiOBbDBgwgNraWjo6Onj06BGampqMGTOGuLg4pk+fTn5+vqiBNTQ04OTkhI+PD/v37+fbt29ERkYydepU9PX1KS0t5ePHj7x8+ZKqqiqMjY3F4cPGxob79++zYsUKvnz5QlVVFaamplRXV2NjY0Nubi7FxcW0tLRQWFiIsbExe/fuZevWrRgYGHDlyhVkZGTYv38/GzZswMrKitevX+Pg4MB///0neOr//6+QkBDS09O5desWjY2NbNmyhaysLNzc3NDV1SU9PR1tbW1BkVRTUyM1NRVpaWnB4JAc+hYvXsy1a9eoqKjgl19+Yf369ezevVsQ1G7evMn27dsJDAxEW1ubKVOmkJSUhJeXl6jI2traUlVVRVNTE8OHDyctLY0+ffrQ0NBASUkJCxYsICAggCVLlnD9+nWMjIwEn93e3h51dXWSkpIICgoSL547duxg2rRpSAE9AHPmzOHBgwfilzBz5kxxYU+YMEEkqCX4P8nYuKurCzs7O3p6eoSwQfL2a2JiQkFBgRhVzpkzh4iICABsbW1FlxIgPDwcaWlpnJ2dAYSgwdDQEHl5eRQVFbl79y4bN26koKCAqKgoVFRUBNZ0/vz5vH//no8fPyItLU1zczNWVlYicKKgoCD2iufPn6e1tVXoPQsLCxkyZAhhYWFIS0sjKyvLihUriIuL4/v377S0tDBgwAAaGxvp7OwUVZba2lrhWX779i0aGhrU1dURFRWFg4MDtra2pKamMnDgQNzc3Ni6dSvbtm2jqKgIa2trsrOzxYNAU1OTIUOG4OTkRGZmJvfv3xf/R05ODh8/fmTKlCmMHz+eefPmMW/ePFRVVcnOzsbHx4enT59ib29PSUkJjY2NyMrKoqSkxLhx4wgPD+fHjx88ffqUwMBATp8+LYQYurq69O3blxs3brBr1y4SEhJYunQp1dXVFBYWEhYWhoODA58/f2b58uU8f/6cJUuWiACPqakpf//9N7/99hvx8fEYGxvz9OlThg8fjpubG5cuXcLBwYHc3FyGDRvGmzdvRNVIWlqavn37ilGoBMzg6OiIi4sL8+bNo7W1VdDnJCfko0ePYmFhIbrKw4cPp6mpidLSUvLz8zl16hRBQUEYGRlhYGAgFHZJSUkMHToUHx8fdHR0kJaWFrzx6dOn8+TJE2JiYoQU49y5c2zcuJHGxkYA0XL48OEDu3fv5t69eyIRO2rUKCoqKoTlbN68eYwdO5bExESamppwdnbmwIED4udVV1cnMDBQQDDS0tJwcXEhODiY7OxszM3NhXZTV1eXwsJCgSiUkpIiNTWV3r17M2LECKKjo/Hy8iIhIYHhw4fj7OxMTk4OxsbGxMXFMX/+fHx9fdm6dSv19fUYGxvT1dVFYWGhGFvW19dz9+5dXFxcuHHjBv/88w9nz55l1qxZJCUlUVNTIyYZlZWV4qH9+PFjxowZQ0dHBxMmTCA3N5f09HRWrFjBtGnT2L17t0isS+AaEplIeHg4W7Zs4datW1y6dIklS5aIsFBlZSU/f/4UaXFbW1siIyOpra3FxcWFnp4ecnJyiImJwcjIiKCgIHR1dYWooq6ujl9//ZV3796Rl5fHmjVrxFrD1taWVatW0dzcLKyEEhe2pI3Rr18/4bwPCAigtLSUfv36CVlGnz59hBtawnIPCwvDzs4OS0tL6uvryc/PR0VFhTt37qCtrU12djZubm5ISUkJD7WUlJR4SamtreXVq1fo6+uLtLbkGpVMQyQ758bGRhGM7enpoaqqSnjOJUAjbW1t1NXViY+PFxKeyMhIUY3auHEjMTExqKioiAO7pPve2NiIrq4uVVVVnDt3juvXrxMVFcXkyZO5d+8eb9++xcHBgeLiYn7+/ImMjAy2traMHTuWW7duUVVVxbt379DW1sbNzY2YmBg8PDzEy014eDgTJ07Ey8uLnp4eLl++LFZ9paWldHR0cP78efbt20dERATV1dU4OTmJznxzczO3bt0iPz+f0aNHc/LkSXr16oWxsTFycnLMnDmTpKQkGhsb6ejooKamhtmzZ5Ofn8/kyZNpbGwkNTWVhw8fitDzokWL6Onpwd3dnatXr5KXl8f69etRVlbm7du3Qjj0zz//iGmKn58fKioqjB49WmCem5ubOXbsGCtWrKCsrIy7d+/i6OjI69evMTAwEDS5gwcPkpiYSK9evQQVc/v27SQnJ2NnZ0dubi4tLS10dHRQXl7OihUrkOnp6fEdPHgwx44dw9HRER8fH44dO0ZBQQHe3t5YWVmhq6vLokWLaG5u5uDBg1y4cIGHDx8yduxYiouLSUlJITIykmPHjnHnzh2uXLnCzZs3efr0KUFBQZSUlPDq1SuuXr2KoaEh5eXlFBYW0tPTw507d/D19UVXVxd/f3/u3LlDcXGxsDnFxcWhpaVFSEgIVVVVJCcni3DE+/fvsbKyQlZWlpKSEmpra9m6dasoqicmJgp9WWFhIZ6enjx69AgDAwNSU1MpKiqitLSUHz9+0NbWxoMHD/D19aVv376oqKjw+PFjsa+ZNGkSEyZMoK6uDnd3d6qrqwU1LDAwkM7OTjZs2IClpSUvX74UmsT6+noMDQ25evUqEydOJCUlBVtbW8HpXbduHQBJSUkUFBSQmZnJ4MGDiYiIEOGYyZMnM3DgQMaOHYuOjg6mpqbC9SuBRCQkJDBmzBiysrKoqanB1taWa9eu4eHhwaNHj1BVVaW1tRVPT0/BwtbU1GTGjBmEhYWxbds2/P39ReI1MjKSs2fPYmpqyp9//omBgQFv3rwhICCAiIgI1NTUxNirsLCQwMBAHj58iKKiIkuWLCE7OxsjIyMaGho4d+4c8+fP5/bt20yaNInDhw/z+fNnDhw4gJycHKGhocyfP5+srCxhwoqJiSE9PZ2IiAgsLCzw8vLiw4cPLFmyhKKiIhEI6erqwsbGRrDrf//9d16/fk3fvn1ZuHAhhw8fZunSpSQmJmJhYUFFRQWdnZ1ERESwe/duDhw4QHV1NdXV1Xz+vy5fiezAxMREBEicnJyIj49n0aJFvHr1CjMzMyFnkIR9LCws2L17N8bGxlhYWCAjIyOSq1++fMHa2pr29nYADh48iLy8vDigSqYzJ0+eZPHixbS0tODl5YWVlRVmZmaYm5tTU1PDxIkTsbW1JSgoiMuXLzNx4kTa2tpoamrir7/+orOzk19//ZV//vmH4OBgTp06xcGDB9mwYQOvX79GTU2N0NBQ4uLiGDVqFACJiYnCbmVtbU1mZibm5uaCdFhQUIC1tTU9PT3s2rULIyMjPDw8xN98UVERvr6+Yopkbm7Oq1evePfuHVu3buXatWucOHGCBQsWMGDAABGgkky4ysrKaGlpob6+noULF/Lff/9hbm7O8ePH0dLSIj09nZiYGKGibWpqolevXtjY2LB161ZevnyJlpYWHz58QF5enoULFzJ06FB69+5NfX09Hh4eqKmpUV9fj7+/P4MHD+bq1avo6enh6OhIdnY2ampqODo60tPTw9OnT/H29ubFixfExsaKm78k5xMQEMCMGTMYO3Ysly5dora2lj59+jB69GjxZi9pPhw9epRJkybx7NkzOjo6mDZtGv7+/piamoo2wtixY3n06JFYPb59+5Z3795x4cIFSktLSUxM5MCBAzx48ICXL19y8uRJioqKcHd3FyHMly9f0tHRwfTp09m/f78Yk3/79o1+/fqxatUqHj9+jOTl7NixY6xatQpHR0fMzc05cuQI2travH79msDAQMaOHcuuXbsICAjg9OnTLF++XBwsNDQ0+PDhA3PnzmXPnj3s3bsXVVVVfv/9d0aMGMGAAQMoLCwkISGBT58+kZubi4eHBzo6Oly8eJHZs2ejr6+PgYEBeXl5vHr1iqlTp9Le3o6Liwt+fn4EBQXx66+/Ym5ujo6ODjNnzuTy5ctYWlrS1NTE7t27/08IS0aG69ev4+7uTk9PD0lJSUhLS/PPP/+Ia3316tU8efIEMzMzpkyZwr1794iNjUVVVZX+/fszd+5cbty4wb///suOHTuEhENKSort27dz+PBhZs6cSWlpqVix+vr6cvDgQUpKSpg3bx4+Pj74+voKYNf8+fMJDQ3FwsKC7u5uEdS+ePEiu3bt4sGDB5w8eZLdu3eLaqWbm5sIKh8+fBhra2suXbrEhg0bxL1GZu/evb4S+YSuri6nT59m6NChYuyYnp5OUVERysrKpKenExoaipeXF6NHj6a5uZny8nJ69+6Ns7MzTU1NmJubi0BTYmIiGzZsQEdHB3t7e1RUVHj06BEaGhp8+/ZNSEEmT57MlStXGDlyJDNnzkROTo6ioiLc3P4/xt47qsozb9s+6GVTNr33LojSRFAsgIAFG3aNxjjGJKPR9ORJMZM3ziQxRU2MTozGGGMLRrAGRAVpSheQ3jubXjZtU94/Zu1rPbPetb71+XeWQdjc93X9fud5HCupqqqisbFRGJz8/PzIzc1lcHAQbW1t/Pz8kMlkYoQ8NDTEiy++SElJCdu2bWPWrFl0d3djamqKpqam4Ohu3ryZ7OxsVqxYQWBgIGlpaQwPD5OZmUl+fj62trai0F9eXs7z58+FF7qkpIT09HR8fHzQ09Pj6NGjhIaGUl1dzcGDB/nxxx+5dOkSNTU1pKWl8fHHH3P9+nV8fHzEZKK5uRlfX19hO3r77bcZGhrijz/+IDs7m+bmZvbv38+dO3eEiKGuro7Lly8LvvPs2bN5//33iYyMZN++fRQXF7No0SKGhoZITk7G0tISZ2dnwsLCRCjk0aNHFBUVsW7dOgwNDWlqamL37t3cv38fd3d3ZmZmCAwMpLGxUdyklDeozZs3c+3aNTIyMnB3d2f//v3ExcVx//59kpOTiYuL48aNG7S2tqKjo8OjR48wMDAgPDxc7Ch7enro6OhAoVAwNjbGn3/+ycaNG6mqquLbb78VAb7IyEguXbqETCZDKpVSUVGBo6MjSUlJwkbk7e1NRkYGRkZGbN26leHhYX7//XeioqI4efIkxcXFoo4SHx/PK6+8gr6+Pq6urvzxxx/cuHGD+vp6fvzxR06ePElMTAxubm5s2rRJ3GSio6NZsWIFY2NjxMXFkZKSwu7du9mwYQMKhYLU1FScnZ2pr68XN/zffvtNkJXGx8fJz88Xe36lMk8J3EhPT+f+/ftUVFTQ0NDACy+8wK1bt1iwYAH79+8nOjqaa9eu4enpSVpaGvHx8VRXV3Po0CHefPNNkdJdtGiRqCxKpVIWLlzI2rVrmZycZMuWLZw/f5779+9jYWEhTvoSiYSvv/6a9957j5dffpnw8HARkElISODWrVu89tprFBcXc+3aNczMzDhy5AhyuZyTJ08KzoFMJuPgwYNYWVmRmZnFQU9fAAAgAElEQVTJli1bmDdvHtHR0eTk5AhJyJtvvinkQDU1NZw7d44bN26gUCjw8fEhKyuL0dFRDh8+zL1795g1a5YYdb7xxhucP39e1M86OjooLi4mNzeXkpISDAwM+OCDD9DQ0CAwMJDFixeL23JISAjNzc1MT0/T29tLVVUVcXFxQv25Y8cOfvrpJ9TU1HB2dmbVqlVcv36d3bt3k5WVxczMDFFRUTQ2NrJmzRoGBgaQSqV88MEHSKVStLW1efXVV6msrGR4eJj33nsPPz8/wUaora3lgw8+wMbGRvi+vb29BWNdX1+fTz75hBMnTiCTyThx4gSjo6OCy5+SkoKGhga5ubmcPHmSI0eOEBMTQ3d3NxoaGujo6BAWFkZcXJzINujp6XH37l3Mzc1ZsGAB165dE5wKJycnQkNDkUgkbNq0SQCf/P39OXDgAMHBwWLFuWDBAgFBio+Pp7S0lCtXrnDjxg127drF4cOHqa+vp7e3FxcXF9zc3ARiVKmZ9fDwEHjn4uJizMzM0NfXZ3x8XFgM6+vriYiIYGhoCIlEwsaNG7l8+bJwTldXV7N//37OnTvHiRMnOHLkCA8ePODixYtERUWJw8GWLVuQSCSEhIRw/fp15s+fz6pVqzh9+jQWFhZoaWnR0NBAd3c39vb2NDU18fDhQ1atWsXnn3/O0qVLuXPnDt3d3aLXPTQ0xDfffENRURFlZWUYGhpy8+ZN7ty5I0ArUqmUGzduiH3zmTNnyM/PF4Hf9vZ2zp49y5o1a5iZmeHmzZuEh4eLum9UVBQuLi4sWbKEtLQ0JiYmaGpqIjo6mj///JMdO3bw4MEDVPbv3z+zevVqPv74Yz766CP27t3L5s2bSUpKwtjYmB07dgjBtvKDpDyNT01NYWFhQXBwMLa2tnz88cfo6+vT19cnvNCzZ88W4Y2pqSnMzc2Jjo4mMTFRvLRmZmZEalBHRweFQkFhYaF4eIWEhJCTk8O2bdu4e/cuIyMjvPTSS+Tk5IiTy+joKKOjowLnlpmZiUQiITIykoiICIFYbGxspK6ujpiYGC5dusS+fftISkrCx8cHmUyGvb09xcXF+Pj4oKamRmtrK+bm5kxNTYmeXGdnJ1ZWVpSUlGBlZcXAwADBwcF899136OnpsWjRIjw8PCguLqampoby8nImJiZE6lz54Ojv7ycmJoa6ujp6enowMjISez0DAwOam5txcHBgbGwMVVVVPD098fPzQ0VFhSNHjghxura2Ng0NDSII9cILL5Cbm8vIyAh6enpUV1ejoqKCra0t+vr6jI6Ooq6ujlwux9/fn5KSEjw8PCgqKiI7O/s/aUQ1NUZGRoiOjubChQtcvXqVRYsWYW1tza5duygrK6OkpESYfORyOePj4zg7O7Nnzx5mZmZIS0ujoKAATU1NXFxc+PLLL9HV1WVmZgZbW1ssLS3Zvn07KSkpPH36FCcnJ44dO8b69euZO3culZWVBAYGYmBgAEBaWhoHDx4kKSkJV1dX4QBW1utaWlqYnp6mqqqKzMxMdHV1KSkpEenrAwcOsG7dOjo6OtDS0iIpKQkNDQ0uXLhAY2Mj5ubmLF++nE8++YRXX32VhoYG0TVWhtT8/PyorKxk+/btjI+PY2JiQkZGBlFRUQwODgpBwdq1a+no6MDQ0JBHjx7h5eUlPM7KLujSpUvFIXBqaoqxsTGqq6uJioriyJEjVFZW8u6771JaWsr69etpa2sjICBAGKsUCoX4/gUFBREbGwvAzp07OX/+vOBeK1cKP/zwgxB1REVFCQjN5OQkw8PDLF68mFu3bvHmm2/y5Zdf8t5773H9+nWGh4d59uyZOGgtW7YMR0dH7t+/z/DwsLDy9ff3c+fOHQ4fPkxqairu7u5kZWXh4+ODj48PDQ0N3L59W7zMenp6hHfb09MTgP3793P16lWhFXVxcWHWrFn8+OOPAOIBJ5PJBKu5urqahoYGrK2tqaur49GjRwDC7w3/EeGMj4+jrq7O6OgoGzduFGn9Z8+eERUVhb6+PklJSeJ3saCggF27donLgru7O4WFheL21traip6eHjo6Ori4uHDhwgXCwsKYmJigurqa3t5e7t69i56eHh0dHSxYsAAzMzNxaElPT6e3t5fe3l48PT1ZuHAh6urqjI+Pi8bH999/z+zZszEwMODx48fExsby6NEjNmzYgFwu5/jx4xQXF3Pjxg309PQElbG3t5eXXnqJpKQkvvrqK86ePUtsbCwpKSno6emRmppKZWUlW7duJSEhAScnJ6ampsQ0YNOmTSQmJmJra8uTJ08ICgoSh5P8/HwCAgLIzs4mPDwcNTU1ent7uXz5Mv/61784ceIEQUFBmJmZiZBvb28vYWFhYsx89OhREWJTIqMnJyeZN28eDQ0NFBQUCPDJzMwMTU1N9Pf3i6lQeHg4lZWV3Lp1i6qqKpKSksTPcPbs2Zw7dw5tbW2OHDnCxo0befjwIdu3byc3N5d33nlHrOiU69qhoSHc3NzQ0dGhsLCQN954g9dffx0jIyPy8vJYuHAh+fn5rFy5EmdnZ3R1dTEyMuLHH3/ktddeIzY2lpGREZqamgTRb8mSJbS2tvLjjz8yd+5cMW0NDg4WXAl9fX0h7dm6dSsVFRX4+fnR09Mjsk9NTU3s37//P97xnJycT2/fvk1ERARvvfUWLi4uJCYmYmpqiouLC0ePHqW5uVnsHBQKBbNmzaKtrY0///yT5uZmcnJy6O3tpa+vT3im09LScHBwELvaDRs2kJ6ezr1797C2tubOnTs4ODjQ1tYmEJJPnjxBRUVFmI8GBgYoLi7G0tJS/MK7uLgQFxdHXV2d6P0pTU1TU1MYGhpy7949Xn31VU6dOsWsWbPYvn07O3bsQCaTMTw8jKGhIUlJSRw8eJCzZ8/y2Wef0dzcLFRxNTU1SKVSkpOTBQxGWXHKy8ujuLiY33//XYyApVIpv/32G0ZGRgwPDwsKUkREBPr6+jQ1NXHr1i0kEomQWAQEBHDmzBkUCgVhYWGicuLo6Eh9fT0GBgZIJBIcHR2ZnJxERUWFsrIyfH19+eGHH7C1teWvv/6isbFR6NpKSkpYsGAB+fn5eHp6kpmZSUhICHK5HE9PT7744gshJfDy8uL999/HxcWFwcFBPDw8KCgoEHrKCxcuIJVKWbFiBcnJybi7u7Nv3z5CQ0M5c+YMvb29rF+/XkBnjhw5wpEjRzA2NubOnTskJCQgkUhYs2YNWVlZrF69mh07dpCens6+ffuYNWsWXl5e4qQ9f/580tPT2b17N0eOHKG1tZV9+/bR2NiIpqam+GVKS0tj5cqVJCcnc/z4cd59913y8/NZv349SUlJmJmZCSvQ//k//4exsTHU1dUFl1h5ULSxscHb2xstLS2WLVuGvb0933zzDTMzM5w6dQpzc3OB/7S2tiY0NJSbN28SGBjIhx9+SE1NDQsWLEAul7N8+XJeeeUVioqKWL16NePj45iZmbF582Y6OjrYs2ePOBwpPeHr1q3DzMwMJycnYmNjKS0txcfHBw8PD/z8/JDL5cydO5eRkRGOHTvGH3/8IdSdfX19fPnll+KQojxAP336lDNnztDa2kpBQQFXrlyhoaFB9E8DAwOJj4/H3d2dt956i/b2dk6dOsX169eZnp7mww8/ZMmSJYyPj2NlZcW5c+cwNDRk8eLFWFlZsW3bNhYsWMClS5eIiYnB2dkZY2Nj3nnnHdzc3PD39+fgwYPo6Ohw9uxZAgIC2LFjB4aGhty/f5/NmzejpqZGQUEBx44dw9vbm+bmZh4/foyJiYlQKaqrqyOTydi+fTtqamoUFRWJKVNfXx8ffvgh3d3dLFiwgAcPHvDGG2/w4MED/vnPf+Lp6cn27dvR0dEhOjqar776SliuTE1N+eWXX5iamqKtrY2srCw8PDwEga62thYHBweMjIyQSqVcvHiR5ORkwsPDyc7OxsjIiM8++4zc3FwSEhJITEzk6NGj1NXViUng//zP/9DS0kJOTg4nT55EKpUikUiYnJykpqaG9vZ2iouLMTY2xt/fn66uLrZt24arqyuPHz/m7t27vPvuuyL49Omnn9LU1IS9vT3R0dG0traydetWbt68iY6ODqdOneLmzZu8//77pKWl0dTUREREBM3NzVRXV1NVVcWpU6fw9fWlpqaG0tJSVqxYgYGBAS+//DJXrlxh1qxZ4r9XGsiUE8nJyUkCAgKwsLAQddj58+eTkpLCvn37SEtL49KlS5SVlfHNN99w8uRJNm3ahIGBgcjnzJkzR6xz4uPjcXFxwd/fn5qaGhYvXkx6ejpvvvkmp0+fZnJykvHxcRFcNTEx4ciRI/T395OQkEBxcTE5OTnIZDJiY2NJS0sTB5mWlhaePXuGtrY2XV1dODs7ExoaSk5ODuvWrRMBYlNTU9LT0/H29sbIyAh3d3eKiopYu3at0CiHhIQIKqKGhgYaGhosXLgQqVQqaGSTk5OYm5ujp6dHRkYGWlpaPHz4kLq6OoKCgli7di3u7u7IZDIhbfqf//kfcnJyiIiI4OLFi9TU1Ih1mrm5OVevXmX9+vX8/PPPXLp0iejoaG7cuCGebSp5eXkz9vb2dHZ20tPTg6WlJR4eHvT19dHd3Y2dnR3Nzc2cO3cOa2trnj9/jo6ODpaWlvz1118sWbJEJHtVVVVJT09HU1MTBwcH7O3tmZmZoaqqClNTU0xNTTExMeHs2bMcPHhQ7G1MTU25cuUKCxcuFBWar7/+WniQra2t0dHRAaC6ulrwvYeHh6msrOSjjz7ixIkTQtCekJCAg4OD8P8CODs7o1AosLCwEB7ggIAAnj17hq+vL+bm5sTHxxMXF8f09DRaWlqsWbOGEydOAGBpacmBAwfo6+sTyrOysjKBgoyKimJ6elq4i729vcUOw8TEROxIleE1BwcH9uzZw969ewkNDSUqKoq+vj5UVFTEzlDpplaGlo4fP86iRYvEWP/atWtoamqK26idnR2+vr7k5eXh7OzMzz//zIoVK/Dw8ODMmTN4eXlhbm6OoaEhPT09wH9g/bW1tRgYGBAYGMjDhw8Fn3t6epqYmBgePnxIa2srn3/+OefOnRMAiqysLIqKiti6dSsymYy6ujq0tbXR19fHzc2NiooKGhsbsbCwwMTEBAcHByHvUFVVxcvLi4GBAXx9fcUtz8fHh/r6ekE3GxsbY+7cuQwNDTE9PY1MJsPOzo7y8nJWr14tvNuDg4M8efJEeH8DAgKQy+U0NjayaNEiBgcHef78OWZmZlhZWXHz5k12795NdXU1bW1tjI+PC9BKf38/VVVV2NvbI5FIMDIy4smTJxgYGAjE6+rVq7l27Rq2trbk5uayd+9eTpw4QVhYGKmpqSxduhRVVVVxy1P+kqupqTE6Osr4+DiTk5OkpqaKaY62tja+vr40NzejoaHB4OAgbm5uxMfH4+rqyvDwsEizHz58mMLCQh49esTSpUuprq7m8OHDJCQkCPDCG2+8QW5uLsXFxTx58oSKigo++OADSkpKGBgYwNPTU1RO2tramJiYwMrKiqmpKQ4fPsw333wjgDZ5eXm4urqiqqqKm5ub+Hfp6+uLoJmXlxfq6uqoqakRFBSEnp4eubm5/Pnnn0LOkZ2dTW1tLatWrRLdWjc3N5qamggJCSEsLIyhoSG8vLwwMzPDzMyMp0+fcvr0abZv346dnR3Pnz9n7dq1wguv3CErR7ddXV3MmTOHiooK/P39Rc2xra0NMzMzpqamGBkZ4f79+2hpaeHi4sK3336Ln58fgYGBdHZ2Mjo6yuDgIGNjY8L9bWRkxKNHj4iLi0NTUxN9fX309PTw9fWlp6eHu3fv4u7uLnwHHR0dFBUVMTQ0hLOzM7a2tmLSVVtby5MnTwgPD6erq4vW1lYSEhLYvHkzLi4upKSkiK/TysqKx48f4+bmhoeHB2FhYdTV1QEwMDCAvr6+mAL9/vvv+Pj4sHjxYiYmJmhpaRFdc01NTSQSCeXl5WhqaqKnpycqjStXrhSMjWfPntHc3IyxsbEglA0MDLBr1y5BBVTyGiwsLBgYGEBXV1cEeLdu3UpJSYnwQVtZWdHV1UVkZCSDg4NERUXx9ddfY29vz8mTJ9m3bx/Dw8M0Nzcze/ZsLl++jLW1Nerq6lhYWPDKK68wMjIi7HKlpaV0dXXR3NwsfjZdXV10dXXh6uoqgp8AmpqaWFhYYG9vj0KhoLi4mOnpaeLi4rh8+TIODg4oFAqBQnVzcyMjI4PVq1fz+PFjbGxsaGlpYcmSJWI16+joSGJiIgsXLiQrKwsbGxv8/f1555138Pf3R6FQoKGh8f+k2WtqapiamqKuro7ly5cDUF5eLtLqvb29xMfH8/LLL3P+/HnBUc/Ly+Pll18mMTERlePHj88UFBSIl8CpU6fE/8DW1lYk75S3vKamJlpbWxkYGGDlypVoamoSHBwsdnK9vb0ASKVS+vv7+fvf/05RUZHAORoZGYlSvpeXFzo6OkxPT2NiYsLk5CT19fXC87t48WLc3d1xdnbm9u3bZGZmYmdnh4qKCitXrhR1p4qKCmbPni3GPXZ2doLXChARESHc1To6OshkMtTU1GhsbMTBwQEnJyehmps1axYPHz5kz549dHR0oKOjg76+PvHx8SxfvhxVVVUMDAxQVVUVY/vU1FTBTwcYGhoSNbCJiQliY2PFQ7K2tpbY2FgKCwuxtbVlw4YNACQlJTE2NoZUKsXa2pr29nbq6+tRUVEhPz+frVu34ubmRmVlJcbGxuTm5oqvr7GxkTlz5mBmZoampibp6ekEBQVx69YtYTuKj4/n7bffJiMjAw0NDfz8/CguLkYqlZKTk4Ofnx+zZ88WcpegoCAKCgrEC01DQ0OsQEZHR9m7d6/4Wp49e8bU1BTl5eU4Ojoyd+5c5s6di6qqKgUFBfT19dHe3o5UKkVLS4vbt2+ze/duQbeanp7m5s2b6Onpcf36dXbu3ImzszPDw8O0tLRgbm6OXC4nODiY2tpaLC0tMTY25t///reoQWRmZuLo6EhmZiYA/v7+VFZW8uzZM5YvX46DgwM6OjripAzQ29srbnjKW8+sWbOoqKigr68PmUwm9rp79+4Vu1/4T2Wpq6sLbW1tJiYmREiloaGByclJXF1d6e7uxtnZWSBoe3p60NXVpaWlBYCSkhIBSgkPD+fWrVscPnyY+Ph4rK2t6enpQUVFBRsbGzIzMzEwMMDY2JgVK1bw008/IZFI0NXVxcTEhNzcXLKzsxkaGiI4OJiYmBi0tbU5ffq0+B4rf+8iIiLw9PTk0KFDeHt7ExoayunTpzEzM2PevHliReLi4kJDQwNpaWmiqqYMRU5PT9Pd3S2mSMoRt/KguXfvXhobG8nJyeH+/ftMT08THBzML7/8QkBAAFZWVhgZGXH79m1WrFiBk5MTk5OTPH78mLa2NmQyGYsWLSIzM5PNmzfj7+/P48ePiYqKYmpqiomJCeGoVoJFKioqCAgI4Pnz5xgbG4ux5NjYGGVlZejq6jI8PMzf/vY3pqamWL9+PRcuXGDWrFnMnj2bK1eu0NbWRlRUFCkpKejo6Ihwp9Io2NDQQGdnJ+7u7igUCl5++WVOnz6Nra0tKSkpREREkJGRgZOTE+np6bi6ulJXV0dgYKCg9amqqjI9PY2amhpqamp4enri4eGBvr4+1dXVTE5OsmzZMurq6pienhYVL6WExtnZmaCgIIaGhhgfH8fc3Jzu7m5RLVM+f9TV1QkODhZ7cENDQxITEzE0NBRWQzc3N/H7a2RkxJo1a1BTUxMY3o6ODiorK9mzZ49An46NjbFw4ULu3bsnRtmhoaGcOnWK4eFh9u3bx6VLlwTo56WXXvovGUtubi45OTmiyldTU4OjoyPDw8Pk5uYye/Zsnj59ip6eHgD//Oc/2bVrFzU1Nfj7+wOIPNDdu3dJTk5menoaXV1d2trakEql1NXVsXLlSi5evIiurq44rChH7fPnzycrKwt9fX2ePXsmGPvK94qyYZOTk4OxsTEBAQHEx8dTW1tLcHCw0B0XFBQglUrJy8ujoaGBc+fOsW7dOoyMjADIyMgQIVktLS2kUimdnZ14eXkJYJWdnR2NjY3MmzeP7u5u/P39BfL71KlTREREiCmAmrm5+adaWloMDw/T0dGBi4sLFhYWODs7s2TJEkEqc3Z2Fsv/mJgYIaTw9vZmxYoVXLt2jbGxMXR1dfnss894++23CQ4O5v79+8Jh/Omnn/Luu+8K6HxQUBDvvvsuV69eZffu3YIEFRkZSWhoKE5OTmzZsgWFQkFHRwcrV67khRdewN3dnaVLlzJ79mzRM9XX16eyshJ7e3uMjY25evUqP/zwA0NDQyQmJlJZWSnqELW1tQwNDRESEsL4+DjffPONcBePj48jlUoFjlS51x4aGsLU1FRg60xMTKioqCA1NZWxsTFmZmbIyMgQN4bs7GzS0tL48MMPKSsro76+HhMTE1xcXDh9+jQvvvgi4eHh/Prrr6Kbqaenx9jYGKmpqQJQExkZiaOjIyYmJnR1dQmkqpWVlTBSXbhwAT8/Py5duoSTkxO6urp0d3fj6elJTU0Nw8PDTExMMDExQWRkJAAjIyOiby2Xy5k3bx7Hjx8nOjqan3/+WaQS29ra+Pvf/46Kigo+Pj48ePBA1CUePHhAaWkpQ0NDXL58mc8//5wzZ87g6+tLaWkpa9eupaysjNHRUWHf6e/vJzQ0lN7eXrZt20ZGRgYSiYR//vOf9Pf3s2fPHq5fv862bdsYGBjA1tYWY2NjkpOTKSkpoaysTCTLw8PD8fDwYOvWrYIcl5yczN27d1m1ahV//fUXUqmUv/76i+npaeRyOdbW1qSmpgoEZ1dXF6ampvz88880NjaSn5+PsbEx69evF33af/3rX6Snp1NcXMzjx49xcHAgJSUFhUIhwlO3b99mdHRUMNrHx8cJDQ0lMzMTJycnjI2Nee2118Rhcnp6mjVr1mBubs5vv/3GRx99JKYxCoVC7PLv3r1Lf38/DQ0NREVFUVNTI1Kxhw4d4u7du+JBFxkZiZqaGm1tbQQFBXH27FmCg4OZnJwUBy7lzv7y5cvU1dWhpaXF5cuXsbGxISgoCC8vL4qLiwkJCeHKlSusW7eOEydOMH/+fIqLi3FwcBBSDU1NTYqKihgeHsbe3p47d+6wcOFClixZQnV1NXl5eSxZsoS4uDjq6+tpbGwUGGCFQkFQUBDq6upYW1tTWFhIaWmpYDtbWlqyZcsW4uLiMDMzY82aNSKkee3aNfz8/PD19WV8fJzIyEiysrKwt7cXAqP+/n4xTp8zZw4dHR2sXbuWqakpVq9ejZWVFRcuXEBdXV3IgDo6OsRt98GDBwKuUVNTQ0hICNXV1bi6uvKPf/xDdGwNDQ2xs7Pj2LFjAOzevRtNTU3xgo2JiSEqKgpjY2PCwsLQ19cH/tPprq2tZdmyZUxMTFBWViaEGDU1NVRWVjJr1iyho0xLS6O9vV3UfaKiosTP+vnz5+jp6YlwqbIqO3/+fHR1dXFxcUFFRQUXFxd0dXWxtbUlNTWVqKgobGxsWL58OQcPHiQuLg4DAwM8PT25d++eSFYrb8m1tbX4+/vj5eXFlStX0NLSYmBggP7+fn755Re0tLRQKBRoa2sLo9zWrVsZGRlhw4YNDA0NERcXR2dnJ7dv3xY3+o8//hhnZ2d8fX0JCwsT9rDFixdTVVWFh4cHlZWVInj74MEDoqKixKTTxsaGsrIyVFVVKS8vp6SkhPj4eDIyMsjPz0ddXR0NDQ2MjIzEGqKwsJD+/n5KSkqwsLDA0tKS77//nvPnz4s6lYqKCklJSXh4ePDDDz8I3OtPP/2Evr4+zc3NqKmpCe/45OQkmzZtQiKR/NcN39TUFGdnZxGoVeK/3dzcxNfW2NiIk5MTo6OjIpfh4uJCYGAgo6OjghGiAsz89NNPvPzyy//PFf5//9m5c6dwr5aVlTE5OSmqCyoqKpiampKQkCCEBBs3bmRsbEzcotXV1TExMSEpKQmFQkFlZSVr1qxhZGSE+vp6LCwsWLRoEc3NzZw9e5ZNmzYJg5eyhqWvr8+GDRt4/PgxFRUVbNu2DXV1dSYnJ/nmm2+or68nOjqa4eFhOjs7CQoKEnWfb775hidPnrBs2TJ27tzJTz/9hLm5Obdv3xYjVzs7OwoKCvD09KSqqorQ0FD6+vqQSCS4uLjw559/ilGrnZ0dv/zyC8bGxpw+fZrExESqqqqE1MDAwAC5XI66urrwFis1dJGRkRw4cICsrCwBJHFzc+PWrVssXbpUSD+UnUKlFS0oKIjAwECKi4vZtm2b8Bcr9XtK7Ke5uTkdHR0sWrQIuVzO2NgYWlpaTE9PC/CMkuClXH+0t7eTlpZGaGgoc+fO5aOPPuK9997DyMiIxMREoqOjSUpKQltbm927d5OamsqSJUsoLS0lJiaG5uZmGhoaxI780qVLrF+/nsHBQXJycqioqBC1poaGBq5evcrRo0dFwO/hw4coFApsbGzIz89ny5Yt4oSbkZHBp59+Km5fe/fuJT4+HkdHRy5fvszHH3/MpUuXSE5O5h//+Ifw1CrhNKqqqiQnJ7N69WqB0RwcHGTVqlXU19eTm5tLXl4eXl5eHDt2jFdffZXBwUHU1dUFFMTIyIj29nZGRkZwcHAgPT2dS5cu8dFHH6GpqcnDhw8FjzojI4M5c+bQ19dHTU0N69ato7OzU+zJWltbkUgkHDlyBAcHBwwMDBgdHaWsrIyXX36Zbdu2CT+0Ek17+fJlduzYgb29Pa2trSQnJ2NsbExJSYkAaGzcuJGEhATs7OzE2kIp5bl7967Qnyp7vrq6ukL7p62tTV1dHa6urlhaWgr2u1LmcePGDfEMSE5OFlS2p0+fUl5ezvj4OC0tLXz00Ue0trZy+fJloqKikMvlSCQSxsfH6erq4vr166IiMzExgUQiob6+nqjZAAQAACAASURBVKVLl1JRUYGnp6eoIqWkpODt7S1G0MePHxcdZqW+Nzc3l+npaTHW7+3tFc2Qp0+f4u3tTVVVFf7+/vT09Ij1SU1NDbdu3eLq1askJCSItHVvby+6urp0dXUxMTEhYDve3t78+eefuLi4IJVKefXVV6mrq+O7774jJiaGkJAQZDIZ3377Le+88w4pKSmCBtjW1oZCocDd3Z2VK1fS2NhIcXGx+LkoDzFffPGF8C/fv3+f+fPnC0dyaGgoMpkMPz8/cnJyqK2txcfHh9DQUORyOQEBATQ1NXH//n18fHxoa2ujubkZKysr0eNWai+VQbuQkBBsbGxobGzk4MGD5OTkUFlZib+/vwCj5OTkEBYWhqenJz4+Pvz6669oaWmJNZaKioqYEnz77beEhITg7e0twCMPHz4kPz8fAwMD1q5dy2+//YaWlha7du0iKSmJyclJVFVVmZycxNHRkU2bNnHz5k2RIZHJZFy8eJHIyEj6+vrQ1dWlvr6eqakprl69KkKc9+7dIyQkRACCTExMxA1XW1ubvr4+AR4yNTUlJydHVPF6e3tJTEwkMDAQNTU1BgYGGB4eRiqV4uvrS2trK0+ePGHNmjXU1NQIkI6pqSm6urqUl5fz5MkTLl++LHbUSj9BYWEh33//PdHR0RQUFCCXy4WFUrkaWb58OQqFgoyMDFatWkV8fDybN2+mvb0dDw8P7ty5Q1hYGPPmzUPFyMhoZsmSJTx79gwDAwOcnJzIzc1lfHycQ4cOCVm9i4sL2dnZmJiY0N3dzdDQkGAnz8zMsHv3bjGObG5uZnR0VFhKKioqAPjkk09ITU1FTU1NwCGUo2OpVMrSpUu5efMmzs7OYhdhYGBAVlYWS5cuZWZmBisrKwoLC7GxsREmnvLyctzd3Xn27Bk6Ojqis/vo0SNeeOEFnj9/zsaNG3n77bdZtmwZCxcuFG5nuVxObW0trq6udHR0YGlpydTUFENDQ0RGRmJmZsb9+/fJzMxk69atWFlZ0dnZSXR0NI8ePRLpYR0dHYqKirCwsCA/Px9fX18aGxtFOlgqlWJnZ8fFixfZunUr+fn5yOVyEeJRyiSUhyG5XI5MJqOiogK5XM6cOXPQ0NAQO1sNDQ0ePXqEVCrFy8uLsbExwsLC+Oqrr9i1axfl5eX4+fmJ/UteXh55eXkEBgZiamoqBPAODg7MmjVLjH7MzMxobW0lKCgIQ0NDJiYmmDNnDpcuXcLLy0uwqZU7mYiICB4/fsyGDRs4d+6c8Ev39/cDiKCJtrY2o6OjdHZ2oqmpyaJFi8RYTLlzkslkODg4MH/+fMbHxxkeHqa3t1cwu/X19QWwIzg4mIsXLzI6Ooqmpiba2tqC1qd8IEVGRlJRUYG1tTW+vr7s3LmTXbt24ejoiFQqRV1dHRsbG3JzczEwMBAv28nJSWZmZkTo0dfXV3iGlWP83NxcNm/ezG+//SZgErq6uhw+fJgDBw6watUq4dt+/fXXWbt2rQhjfvLJJ2J6ocR0Kvv0kZGR5OTkcOvWLdzc3Hj+/DkbNmwgMzOT+fPnU1lZSUVFBcPDwyxdupS2tjasrKwIDg4WqVx3d3cuX76MtrY21dXV+Pv7C7JbaGiouJW0tbXh4+ODmZmZqL0sX75coDaLioowMTHBxsaGnp4eXF1dRRJWT08PuVyOi4sL9+/fF7/LMpmM4uJi3nnnHXbv3k1ycjJ/+9vfyMrKwtfXV0yJ7OzsOHr0KEFBQRgYGNDS0kJdXR0BAQGMjY0RGhoqJmtSqZS3336bnJwccnJyhC537ty5gkutPOyZm5tz7949tLS0UFdXJyYmhuvXrxMSEkJLSwv9/f288cYbREZGUl1djVwuF4IJVVVVZmZmKCkpwdLSEjs7OyYmJrC2thYWvpaWFuzs7LCwsEBXV5fx8XF0dXXF6DkwMJDExETKy8vZu3cvWVlZYl0SEBBAfX0909PTHD16lP3794tRfWFhIc+ePeOFF14Q3wtTU1MqKysJDw8nMzOTuLg4nj59ynfffcfrr79OUFAQvr6+zJ49W7Dvra2tcXNz4+bNm/z9738XVdBZs2axceNGurq6kMvlnD9/nu3bt/PVV1+xZcsWHBwcMDEx4fr16yxcuJCmpiZ++eUX9u7dS1dXl1gFPnz4kPfff180WXx9ffn999+Znp5m27ZtjI+Pk5eXx7Zt2+jo6MDCwoKzZ8+ydetWHj16RGBgoKCzmZubC8Z6T08Po6OjTE5OYmRkREVFBVlZWRQUFHDnzh06OjrQ1tZGKpXy9OlTpqamBFQkLy+PkJAQDAwMsLW1paysDBsbGxQKBfb29hw+fBhtbW1RIQsPD6e8vBx1dXUAtmzZwq1btxgZGaGnp4ddu3YJpauampoIR46MjIjn1vT0tHA2mJiY8Oabb+Ln5yfefQ0NDaiqqrJ06VLBcpBKpRgaGtLY2CgqZYGBgeTl5SGRSESg9H//kUqluLq6Eh4e/p8MTEVFxaf79u3DwsICOzs7du/eLXZNwcHBrF69moiICHp7ezl//jwzMzOEh4dz7tw5Pv30U8bHx0XZW/lNCwoKYvXq1aIL+cUXXxAeHs7SpUuJiYkR9ZZ3332X7OxsNmzYwIoVKzh06BAxMTHiJj979mzkcjmxsbGoqanx1ltvCeftr7/+SlNTk8D+Kce6AQEBdHZ2smLFChoaGtDX1xe1EYlEgru7O9nZ2fj7+yOTyUhMTCQ2Npbe3l6uX79OeHg4Kioq7N+/X8ASlJYdJfLS0tKSa9eukZ+fj7u7O4mJiaxevZqioiJBh/P09KS3t1fsnA4ePCheyENDQygUCpGId3d3F2aymzdvsmPHDjw8PPj8889JS0vj9OnT4gFZU1NDRUUFNTU19Pb2EhERweDgoNgn3bp1SwSybt++zapVqwSzV1klOHPmDHv27CEvL0/cUtatW0deXh4LFixgYmICCwsLUVs5evQon332GQEBAaipqdHQ0CCUeydPnhSKydTUVJHGPXHiBNbW1vzjH//gjz/+EDjDzMxMLC0tefvtt1mwYAGvvvoq+vr63Lhxg4yMDPbt28eRI0cYHBzk5s2b4iVeVVVFcXExWlpa/PTTT4yOjpKQkMDg4CCxsbF8++23aGho0N3dzSeffMLBgwf59ttvOX/+PJ6enrz00kts3rxZ0LCUa4xdu3aJ3v+ePXuYnJzks88+E0CHP/74Q3B8L126hJqaGufPn8fV1ZX79+9z9epVxsbGuHr1Kq6uriQlJZGbm0tGRgbNzc3Ex8cTERHB6dOnaW9vp6CggPLycr7//nsmJyf54Ycf6OnpEdztgYEBmpubxaHt6dOnPHnyhKKiIjIyMtDR0SErKwv4j0mtublZZETmzJlDQ0MD4eHhWFpaYm1tLf5OW1tbdHR0RBXxzJkzhIaGcu7cOczMzNDQ0MDZ2Znp6WmGhoY4duwYT58+ZWRkhLS0NMzNzfnjjz+wsbFBJpOhra3Nxx9/jJmZGT/++CPGxsb8/PPPgt//+uuvMzAwgLGxMRkZGSxcuJD29naam5sFQKiurk4E+dauXYtEImHZsmV0dnYSFxeHXC5nyZIlrF69muPHj+Pi4sLq1aspLi4mLCyMlJQUMjIy+PLLL/Hx8REHg/b2dq5du0ZKSgp37tzB1NSUL774gunpaaytrdm+fbugxs2ZMwepVMqmTZsAUFVVZeXKlcIHoEwGL1u2jJmZGfT19Zk7d65wl/f19eHn58edO3cwMTHh3LlzBAYGoqqqyvPnz9HX1xcEsICAAJKSksjLy2PLli2Ul5cLa9+yZcv48MMPhct+bGwMDw8PnJyc+OOPP9i8eTMTExPC9qUM4Nna2qJQKOjt7aWmpoZDhw7x7Nkz3nnnHcEyt7W1xd7enpqaGszMzBgfHycmJoahoSGsra2Folg5PZg/fz4GBga89NJL+Pv74+LiIp4fsbGx1NTUIJFIRKjY19cXV1dXkTfy8/PDyMhI4DznzZtHeHg4y5cv58GDB8yaNYv+/n66urpoa2tDXV1dhG2V4+/+/n5KS0vZtWsXJSUlGBoaCn1rd3e3UF8GBgaKVPfAwAC9vb2CPrdy5Upu375NfHw8X331ldhrj4+Ps23bNoqKiliyZAn5+flCiayrq0t/f79AExsaGvL06VPkcjkACoVCTEVUVVXR0dHB3NwcGxsbMclQVVVlzpw5Qnus/Nz9b0PY1NQUPT09GBsbo6enh4aGBgEBAQDMmjWLpqYm4dw2NjZm8+bN//Fh19TUzMjlcqysrDAzM6O0tFTUj0ZGRrCwsKChoQFLS0vS0tJwdnYW4aaGhga2b9+OhYUFV65cETsWCwsLCgsLkclk4h+TmpoqAmOlpaUijevu7k5LS4vAPir3wsqHR1dXF5WVlQwNDTE2Noa3tzcNDQ1oaWmRkZEhXo6+vr7CRqTEJzY0NAgMo1wuRy6X09raKnpuAwMDgmtuYmLC1NQUZWVl7Nu3j5GREcbGxvD39+fu3bssXbpUmGR0dHTw8PDAzs4OTU1N5HI51dXVdHV10dHRgYGBAf7+/hQUFIj0t1KEkp+fL06JpqamzJ07l4GBAV544QVKS0vR1NTkr7/+wsvLCwMDAyorK9HX12fevHlIJBIMDAyor6+nqKgIDQ0N7O3t0dbWZnBwkAULFtDW1sb9+/extrYmMDCQZ8+e4eLiIhCtg4ODInClpaUlbmDwn8R4RkYGhoaGKBQKoqKixL48Ozub4eFhYmJixAdamXtQite1tbWxtbXl8uXLAo3Y1NREbm4utra2gk3v6upKVVUV9fX1opK3adMmSktL8fX1pb6+Hjc3N2prawkNDeX8+fOYmpoyODhIUFAQnZ2d5OTkiBCesn+roqIiiGLK/ezExITA0P76669s3bqVlStX0tzczNy5c7l48SL29vY8fPgQd3d3kpKSWLRoEa2trezevZvExER0dXXR09PjyZMnjIyMYG9vj46ODmvXrqW4uBhdXV3q6uqwtLQUo8/BwUGKiooA6OvrIzs7m5deeknY8JQ9d3t7e3GrHxoaYsmSJSgUCqRSKR0dHYKdPD09TUNDA2VlZRw6dEggIcfHx/nzzz959913BUP+b3/7G4WFhaxatYrIyEhSUlIwMzOjqqoKFRUVXnnlFdra2nB3d8fX15eGhgZMTU1pbGxk586d5OTkoKGhQV1dHWlpaYSEhHD58mUkEgkrVqzA2tpajKGPHz/O3LlzhfLT1dUVV1dX1q1bx+LFi+np6RE7+6qqKvEgunPnDgCenp5UVlayYcMGEThSSoWU3fTOzk4OHTrE66+/jqWlJYsWLRL1x4cPHzI0NER7e7uAhlRWVjIyMsK8efNQVVWlubmZ5ORk3n33XeRyOaqqqiIAOzk5Kf6dERERPHjwgMWLFwMgl8tFB3d4eJiRkRGqq6vFHtna2hobGxsRTG1tbcXQ0JC6ujqRg1mxYgWZmZksXbqUxsZGCgsLaW5uZseOHZSWliKXywkKCuJf//oXU1NTvPPOO2RnZ1NWVkZoaCjPnz9nbGxMJOA7OjpQU1PDzs6OFStWiAmE0sVuYmLC0NAQd+7cwcfHR6Tu169fz5MnT1BVVcXJyYna2lqSk5OxsbEhJiaGpKQkqqur8fHxwcjIiKKiIsbGxjAxMRFUPBcXF7q6utDS0sLd3R2JREJKSsp/JfCV1c2ysjK8vb0JDg4mPz+f+fPnMzMzg0wmIzo6mvLycm7cuIGpqSkVFRVERkaSnp4uXsBXr15lzpw5dHZ2cubMGb788ks2b97MwMAAc+bM4aWXXuKXX34hMTGRw4cPs2zZMtra2hgZGcHR0ZGHDx+KBLmjo6NoO7m4uODo6EheXh49PT1oamrS2dkpID3Lly+nrq6OiYkJOjo6CA0N/S8DXFpaGpqamuLm++zZM3p6emhububXX3/9/1wr/+8/nZ2djI2N4eDgwPDwsDgMKp8XRkZGQm505swZIiIi/pMS9/f3n3nxxRd5/Pgxa9as4dixY4yPj+Pj44OWlhb+/v6CZ6ynp0dWVhZWVlb09PRgbm5OQkIC09PTAp7R2dkpxo0ODg40NjZiaWlJTU0Ns2fPRltbm/7+fuRyOQYGBmInXF9fj0QioaWlRWgFlcAPfX19UdEyNzfH1dUVCwsL4fF1c3PD0NCQoaEhDAwMxO5cCVE3MjJCR0eHjo4O8QCXy+UsXLiQlpYWQavp6ekRnODBwUG6u7vp6urCyclJJPt27tyJoaEhd+/eFSM+V1dXqqur2bZtm6gATU5OMn/+fNTU1EQlDaCtrY3GxkaMjY1pa2sTmsfJyUksLCwYHx8XO06ApqYmWlpaxJ5yZmaG0dFRjI2NxcEqLCyM9PR0YmJiUFFREbCQkpISXF1dKS4uxsbGhvLycszNzWlqahJat8DAQEZGRhgcHMTe3l5MFJSBvtLSUgICApienhafBeWpWAm5UVZPbt26xYYNGwQspqurC5lMJrr4ycnJuLq6EhERQXV1tRiJZ2Rk4ODgwNKlS6mqqsLNzY27d++ybNky0e9fuHAhFy5c4OuvvxZgjeLiYkxNTbGxsaG2thZtbW20tbVRKBTU19djbGyMh4eHOIgZGhry6quv4uTkxKVLl6itrcXIyEgoO5WfjbS0NDw9PXFyciIrKwtLS0sMDQ0ZHBzE0NCQvr4+vL29mZ6extDQUIxQlXxo5Y5KKpWKhL1UKsXd3Z2MjAyx56+srERLSwtDQ0Ox6lBKKZQ7tJUrV5KRkSEoYi4uLpiamjI2NiYqhl1dXWzevBmA7u5uenp62L17N8bGxuIzZG9v///7YRIZGflfHV/lIejs2bPs3buX3NxcPDw8uHbtGmvXruXGjRv4+PgIiYyenh7z5s0jPz9fOKTffPNN4uPjMTY2ZsGCBSKh6+LiwtOnT3F3d2d8fFyY1ZR/T319PY6OjuTn5wtxSkJCAlZWViJcp/y+pKSk4OvrS29vLzMzM1hbW4vQo/JgrFQsKmtZ7e3tqKqq4u7uLvjc6urqFBQU4Ovry7Jly0hPT8fJyYn29nZsbGxYsmQJRUVFhIeHU1xcLCp5Fy5cwNnZGRsbGwYHB+nv7xdrQ2NjY9HZVaKXGxoaBBRKVVUVa2trSktLBVlQueJwcXERwTLl4c3NzY3CwkLs7Oz+Kymvp6eHVCoVbQolPEn5UpiamhLUt8nJSXR1dTE0NERbWxsHBwcmJycFl1x5Q5+YmMDc3BwVFRWqq6uJi4sjKyuL8fFxABEEjI6OJioqipaWFjQ0NOjs7EQulxMWFiZ4CH19faIR0djYiKurK5WVlbi6ujI0NIRUKhWiKWU+6cKFC+Kz2dPTg4mJCbGxsejq6gpUcF5eHh4eHuIiODEx8V/p8IGBARwdHdHV1aW6uhovLy9kMhkymQwbGxs0NDRQVVXFxMSE6elp+vr66OvrY3R0FG1tbfT09JBIJLi6utLe3k5TUxP6+voChjIxMcGVK1eorq7GzMxMQKWkUqmoeamqqtLb2yuCeRoaGkgkEiwsLOjr6xNSLWtrayFzmjNnjnh3Tk1NoXbnzp1Pb926xZw5c3jttddYuXIlHh4e+Pv709jYSHl5OW5ubnz++eds374dhULBw4cP0dHRwc3NjZycHDZt2sT09DSLFi1CR0cHJycngamLjY3l6dOn7NixA3d3d+bOnUt7eztGRkaixqQ8KS5cuFB4RufOnYupqSkKhQIPDw++/vpr5s+fj4mJCd7e3sydO5eTJ0/y3Xff4erqikwmEycUpdWltrYWb29v7O3tiY+PFzfUBQsWiF1ZQ0OD2Fdu2LCBnp4e5s2bR2RkJAqFAlNTU1atWsWiRYuYM2cOg4ODTE9P4+npiUwmE0EXPT098vLy+Omnn5icnKSpqYmff/5ZnFyVjunJyUkGBgYoLy/nwYMHmJiYUF9fT3V1NeXl5Tx9+lTsvAoLCwFobW2lp6dH7IcvXLjA8+fPxS61tbUVU1NTzp49S09PD3V1dVRWVmJlZSXgLk5OTgwPD4ughpGREZqamgIj6uPjg6WlJVpaWqInmJCQgL6+Pjt37qS1tVWcOvPz85HJZLS0tHDnzh1GR0dJTU2lv79fWIcKCgqwtLRk1apVwuva3NyMubk5+vr6zMzMIJVKef311wkPD8fExAQ1NTXc3d1pbm5m1apVbNmyhSdPnhAbG0t/f79IW7e3t7N8+XJaW1t5/fXXiY2NRVtbW6SkZ8+ezQsvvCAeUi+++CKWlpasXbtW7Ds3b97MokWL2LNnD9ra2ixYsEBgS9etWyf0eMHBwezevVvgJMPCwggMDERLS4vly5djaGjIW2+9RV9fH15eXgwPDyOTyRgbG2P9+vX09/fz4osvigfW+vXrsbCwICUlBT8/P2ZmZli2bBk9PT3o6ekJ+9TIyAiRkZF0dnYKS9LPP/+MRCIhIyODFStWCE+5v78/urq6wvV+9+5dPvzwQy5dusSBAwc4duwY2dnZQtk3MTFBXFwchYWFbNq0ic7OTmJjYwVSMSkpiV27drF27VrRs83OzuaVV17hr7/+Ql9fn3Xr1on+qoaGBlZWVnR0dGBtbc3Tp085cOAACoWCzz//HA0NDT788EMKCgr44osviI+P57vvvqO1tZWDBw/y6NEjbt68yW+//cZnn33Go0ePaGlpITs7m6KiIg4cOEBCQgIdHR3s2LGDoqIili1bxrVr1xgYGKCnp4d///vfoslRXl6Ompoajx8/FjjK3t5eHj9+jEQi4ddffxUPTV1dXRoaGpBIJJSUlODm5sbMzAwqKiqEhoaSkpLCgwcPcHBwIDU1lb6+Pu7du0dbWxvl5eV8+eWXGBkZMTo6Sm5uLqOjo9jb23PmzBkMDAwoLy8nIiKC1NRUXF1daW5uJigoiPb2diQSCY8fPxaV1IGBgf/L1lu/ZX3+//83kFRCuhsBaQWl5CLEDrAba05nbjPmnM4521mb7Zy6KQY2U1QUaQOkS6RLQkpAQAH5/rDPdR7H63h/9wdwzAue1/M8H4/7/XbD3t6etrY2EhIS6Onp4d9//8XY2Fh0+l+8eMHnz5/58OEDGRkZQskrxTZbWlqSnJxMR0cHUVFRrFmzhhMnTiCRSETnOCIiguDgYO7fv4+uri5+fn5Mnz6d7Oxsbty4gb6+PtXV1RgZGYnL1ZQpU3jw4AFr1qwRY+M3b96go6PD2LFjxZSsuLiY3NxcBg4cSH5+Pj4+PjQ0NFBUVER3dzfW1tYoKCgQHh6Ou7s7zc3NmJubY2ZmxosXL0TltKenBxMTE0aPHo2+vr74t9vY2ACIS8yff/6Jn58fXV1dnDp1iuvXrzN8+HAaGxv5+uuvhQ1Nar/7+PEjycnJ4vDm4uJCVFQUEomEhoYGrKysGDZsGBEREfj4+HD37l1cXFx49OgRenp6YkITGBiImZkZ6urq7NixA29vbxG+Hjt2LNbW1hw6dAgTExPs7e2Fh3v//v3MnTsXHR0d9u/fj5ubG+vWrWPy5MkUFBSIdtCoUaNYs2YNenp6fPvtt9jb26OkpES/2NjYX3p6epg2bRqXLl3i/PnzyMrKEh0dzcOHD7GysuKPP/7gypUrHDlyhNraWlGNOnHiBE5OTpw+fRoLCwuxNFdUVBREIwUFBYYPH86dO3dQVFSkurqanp4e5syZI8YMsbGxKCgo8P79e4yNjenr60NPT4/hw4ezYsUK2tvbhWJRuof78OEDMjIyeHh48PHjR8aPH098fDx+fn4CuCErKys6fqNHj8bJyQktLS1UVFREOGLIkCGMGzdOyMo1NTXJyclBTU0NMzMzPn/+jKurKxYWFgJrmJ6ejpycHG5ubqKOZWNjQ01NDV1dXRgZGaGlpSUSmjExMeJG/e7dOyoqKsQtLTo6mtLSUt68eUN9fT2GhobIyMigoKAg0rfv3r2jpqaGBw8eiLS4NPDQ09Mj9ldVVVXU1NQwYsQI0tPTMTU1paamhjdv3ogaSmtrq3hopF1Babq5sLBQ9H8zMzNpa2vDzMyMEydOoKysjI6ODj/++CMWFhYoKiqSlpaGr68vfn5+pKSk4OnpSWJiIgkJCcjKyopgUHJyMs+fP8fT0xOJREJJSQl//PEHZWVlODo6YmBgQFpaGvLy8lRXVwteuzQYY2NjQ2xsrJA93Lx5kxs3bqCnpyeqYm/evGHdunVERUUxfvx4RowYQWJiIj/88APR0dG8f/8eBQUFampqWLp0KWVlZfzzzz+UlJSI0KN0iqGpqYmHhwfJycl8//33Ikiiq6tLdHQ0nz59ElAWIyMjnj9/TnZ2NkuXLuXs2bOsW7eO3t5e1NTUaG9vJy8vj8+fP5OUlER8fDzJycnMnz8fTU1NEhISqKmpwdnZWSBzDx06JA44lpaW1NfXY2tri5qaGklJSWzfvp2MjAxsbGwwNjams7OTrVu3MnXqVD5//syTJ0+YN28eR48eFV+Eu3btwtLSEnt7e37//Xf27t3Lhw8f2Lt3r2ApGBkZ8fr1axITE0XSvqCggK+++op9+/bR0tJCSUkJW7ZsYcWKFcydOxdHR0fRGbW1tRVfYnFxcVhbW1NeXs6uXbuoq6ujuLiYHTt2oKmpKVSrCQkJIiWtrKxMQUEBly5dIjk5mZiYGDFi3rZtGzNnzhQYS0tLSwYOHEh8fDxxcXGcPXuWR48eERoayqtXrxg1ahSampokJSVhZ2fH9u3b6d+/PwcPHqSnp0eQ3D5//oyFhQUHDhxAVlYWBwcHpk+fjp6eHsnJySJH8f333wtngI6ODo8ePRJf8p8+fSI2Npb3799TVFRESUmJGMcuW7aMuXPn8scff3D27FmioqIEvOfmzZusW7eOAQMGsHXrVtzc3Bg3bhzZ2dlCxTtq1Ch8fX3JycnBwsKCH3/8kfb2dgwMDOjXr58I5sXGxopnXV5enr///psRI0YgLy/PqlWrqKqq4vPngmAoTgAAIABJREFUz0yYMIEBAwawfPlyent7GT16NG/fviU9PR07Ozvu3bvH9evXWbBgAZWVlZw6dQotLS3xu584cSI7d+5k3Lhxwnz2+fNnMjIyOH36NKmpqWhra+Pt7c3nz5/x8PBgw4YNDBgwgLNnz2JsbMzJkycFxjgyMhIvLy/u3LlDTU0NqqqqDBkyhH/++QdPT0+mTZvG7t27xT78yZMnoi6YmZlJdna2mFRt3ryZ+fPns3fvXjHKXrt2LRs2bODAgQOkpaVx+/Ztrly5QmJiInPmzOHIkSOCNxEfH096ejr//vsv4eHhuLq6cv78eTZu3EhycjIpKSliurdmzRqhx71//z5BQUHMnj2bkSNHcvbsWXbs2EFSUhK9vb3Mnj2bpKQk8aJ+8eIFrq6u3Lx5E21tbaqqqsT4XQrMkaKepYyII0eOoKamhsy9e/f6Hjx4wJkzZ7hy5QoBAQF0d3fT2toqTqhSJaCLiwubNm0iICAATU1NLC0tRRq3vb2dgwcP0trayoEDB0SVJzExkU2bNrFy5Up27NhBYWEhU6dOpbi4mPT0dPHFKN3XWltbM3jwYFxcXARdSqpEe/78Oebm5hQXF1NZWUllZSV6enrCme3p6cmAAQOIjo5m4MCBgkQkBapbWVmJSlNPTw9r167ly5cvvHjxQrDT29raSE5OprS0lIULFwqe74sXL0hISODevXsiOSv9UjY3N+f69ets2bKF1tZWTp06xcyZM+nt7WXSpEm8e/eOx48fi7BFXFycGJfn5+f/T1k+JycHAB8fH0aOHElCQgIGBgYsXrxYIABNTEyEV9vPz49z587h7u4udt3FxcVMmDCBhw8f8scff6CgoMDYsWN5+/Yt27dv5+TJk6JSNW/ePHbu3Mnp06eJjo7mhx9+wNPTk7i4OGpraxk5ciSBgYEUFxcTHh7O119/za5du/jpp5+4ffs2RUVFTJ8+ndLSUlatWoWsrCy3bt3it99+Y+bMmcycOVPAClavXo2srCxr167l7du3otefk5PDoEGDRNK/u7tb7Nul5qVx48axZ88e5OTkePz4MStWrBDIQSlWNiIiAg8PD+FHd3R0xMrKCktLS/bs2UN7ezuLFi1iwoQJDB48GAUFBWxsbHBzcxOSkaCgIHGo+vDhA05OTvz+++8sXryYjo4Oyv6f0UtaecvKyuLQoUMcOnSIy5cvCze4dCUkkUjEKExFRYWQkBDOnTtHeno6ra2t/PDDD+jo6NDT0yMCdY6OjhQUFODi4oK2tjbh4eE8ePCAS5cuiVuatAHx22+/ce7cOdauXUtYWBjR0dHcvXsXe3t7Me04ffo06enp/P333zx9+lR0yysqKti9ezdaWlp8/PiR9PR0xo8fz7p16wSTGf6zec2ZM0dkHqQTJ4lEwnfffYehoSHff/89pqamdHR04Ovri7W1NTNmzKCxsZHCwkIxlZLmPMaMGUNdXR1aWlooKSkxZ84cbGxsmD17Nk+ePKGzs5MnT57g5eWFlZUVM2bMYPfu3SxcuJDw8HAsLS1xcnLi+vXrnDhxggMHDnD48GGcnZ1F5XLDhg3o6+sjIyPDp0+f6O3t5cOHD1RUVGBubs6wYcPo6enBwsKCDRs2sGzZMl6+fMn9+/eZO3cu+vr6fP78GSMjI6qrq0lPT2fdunWkpqZSXl4uLgZ1dXX4+PgQExPDmjVrGDFiBMePH2fVqlV8+PCBiIgIPn36xPHjx9m/fz8uLi5s3rxZOJBXr14t1j5paWmYmJgQFhYmgCq7du3i66+/JigoiNevX6Ourk5sbKzY3yYlJeHm5oa6ujq1tbUMGDCAzs5OUlNTCQwMJDo6WuBIDQwMWLJkCfPnz2fz5s1s3boVbW1tmpqa+PLlCxMmTBD1MulIWVrrmzFjBmpqamhoaHD48GE2bNjA9OnTCQ4O5saNG9jY2LB27VrRQLh58yY7d+5k2LBhXLlyhaamJtEo8PHxETrWESNG0L9/f3744QcsLCzYtWsXLS0tnDt3jl27dolduKysLOXl5Xz69Indu3dTWVlJXV0dixcvZsSIEdy4cQM3NzfGjx/P8ePH8fb2FlyOsrIywsLCmDZtGkFBQcKDHhAQQHFxMTU1Nbi6uhIdHY2HhweGhoaEhoaya9cuwUb/+++/2bRpE8eOHcPX11cEsKWfk7q6Orm5uQwdOpSUlBSamppobGxkzJgxApIiXc3u3LmTXbt20dzcjK2tLenp6aJ1UVlZyZQpU4iMjGTs2LH8/vvvlJaWsnbtWmT6+vr6ACIjI/H39xeIx5CQkP+z2woPD+fw4cPY29tja2vLhw8fmDFjBhUVFZw5cwY1NTVMTU1RU1MTvuqxY8dSXFyMgYEBTU1NKCkpiV3o+fPnRbKwrq6O5uZmxo4di7u7O5cvX2bq1Kl8/fXXzJ8/n3nz5mFlZUVQUJCA69va2iInJ0dOTg6+vr4kJiaKfaienp4Y4UsDWlLk44cPH3BwcCA/Px9PT0/09PRExaazs1PoKbu7uzEwMEBBQQETExPKysrQ0tKioqKCVatWsW3bNoKDgzEzMyMtLU2oP42MjKitrSUgIICXL18yePBgnj17hru7u0iJ29jYiD7fxo0bSUhIwM3NjWfPntHU1MSFCxfo6+ujvLycxYsXo6amRlBQEKdPn+bw4cP88ssvgtL07t07Ef7z8vISFREVFRVaW1t59uwZlpaWLFy4UNSzpPjK4cOHk5ycLHYvenp6tLe3U1RUxKxZs5CVlaWsrIwhQ4aQk5ODnZ0dHz9+FNg8RUVF3r17R1BQEJaWlmRlZfH06VMkEgm5ubksXLiQkydP4u3tjaGhoUDN/vvvv8LVvXz5ciorK7ly5QrBwcFoamoiIyODrq4uycnJPH78GBMTE+Hs9fLyEunMlpYW5OTkxPRlwIAB/PPPP9jY2BAUFIS1tTVPnz4lMjISS0tLVFRUMDAw4JtvvqGpqYk///yT2bNno6enx6tXr9DV1aWsrIyHDx/i6OhIYGAgK1euZNq0aaxevZrLly8zYcIEfv75ZzFlkCry2tramD9/PufOnRPTDSk/OzIyEltbWywtLTE3N+f27dsEBgYK1nJkZCQASkpK5Obm0tHRgaOjo+gHW1lZERcXR2VlJYBYD7i7u/PlyxemTJnC2rVraWxspKWlhe7ublatWsWVK1dISkri/fv3fPvttzQ3N1NeXk5ISIhY6VRUVKCsrMy4ceNYsmQJgKizScNiRUVF9PX10dbWxvv375GXl2flypUA3L9/H1lZWZycnJCXl+fx48csWrSIu3fvcufOHdE1zcnJYfTo0SQnJ5OXl0dVVRWjRo1iyZIlJCYmsnfvXmxsbDA0NEQikXDp0iW2bNlCRkaGMHipq6vj6enJtWvXCAwMRFtbWzigP3z4wLhx4zh27JjwDzQ3N5OSkoKGhgY+Pj7Y2NhgZ2eHpaWl8NSHh4eTn58vnObSLMr333+PRCLBxMSEuro6sZuXHiRfvnwpdp7SsWlfXx8FBQWCiuXm5oatrS09PT0YGRnx8eNHVq1axdu3b4mLiyM4OJi1a9cC//mv3dzcUFJSorq6GgsLC7S0tISQwt3dnfz8fAwNDXF0dGTatGk8ePBAiFtu3LghKlXHjx+nubkZV1dXdHR0RDjV3Nycv/76CycnJxwcHCgtLWXIkCGoqqqKDJKKigq3b98Wk1YAf39/0QKKiYlBX1+fAQMG4ObmRkdHB5WVlfj4+PD06VOOHTuGrq4uI0aMwN7eXiBmpRAaHR0dSktLCQ4O5sSJE0yYMEGEaTU1NamqquLt27csXryY8vJyBg4c+H/eR7dv3+bOnTsAXLp0STD/x48fj5GREZWVlYLFcP/+ffz8/DA3N0dVVVVMxdTV1cUK0MXFhRs3bqCpqcmaNWtoaGgQCmgpH6S0tBR3d3diYmIoLS0VMCMbGxuuXbvGhQsXBHLU19eXlJQU1NXVqamp4ePHj2zatEkQLq2trXnz5g1//fUXPj4+5OXlMXbsWJqbm8nNzeXhw4eiNVRaWoqSkhLDhw+n36RJk37p6uoSNCALCwt+//13Zs2axdy5c3n69Ck//PADxsbGjB07lvXr17Nnzx6Sk5PJz88nJCQEKysruru7+fnnn7l37x5ff/21sKtMmzYNc3NzTp06xeXLl7l9+za9vb1MmDCBadOm0draioWFBaGhobx8+ZKLFy+yatUqPDw8ePr0KdXV1WhpaeHj48O6deuEaWn9+vVUVVUxdepUsXOtq6sjLS0NFRUVEQZrbm5m6dKl9O/fn0WLFokK2Z49exg2bJhwH1tZWeHs7MysWbMYOXIkurq6LFiwgI6ODgYMGICZmRn5+fn09PTQ0NBASEgIcnJyaGpqoq6uzuvXr3F0dCQtLY2uri4+fPiAjY0NxcXF4lTl7+9PZWUlP/74o7jVGxgY0N3dTV5eHpmZmRgZGbF9+3YGDx7M+PHjGTVqFOrq6ujp6VFUVMRPP/3Ezz//jL29PdbW1vj5+bF7925Gjx4t0r5HjhwhJiaGefPmAf/RdubPny/oT2lpaeLQ1NjYSHd3Nx4eHuJ27+3tTWpqKlZWVty6dUscMmRlZVmyZAnLly/HzMyMlpYWFixYQF1dHW/fvuXo0aP09PTw/v17Bg8eTFpaGllZWSxcuJCPHz/y7t07oqOjKSwspLm5Wdw8P336JB72DRs28Mcff1BeXi729aGhoXh5eWFgYEBnZ6fQvx4/fpyJEycSHh4uAiMfP35ky5YtFBUViZS1dHe+efNm4fi+d+8elpaW5Ofno6OjI8bimZmZODg44Onpyfv373n16hX29vbo6+vT2NhIREQEMjIygqksPZxKD6r79++nuroaBQUFkpOTefjwIb29vaSlpZGRkUFxcTHv378XifZTp06J22RlZSVXr15l9erV3L9/HxsbG06cOIG8vDzHjh3j06dPNDQ0kJiYiKenJ/r6+pw8eVK8IN+/fw/A8uXLyc7OJjY2Fk1Nzf+h8b1584ZHjx7x+PFj0tPTiY+PRyKR4O/vT0NDA2VlZRw9epS///6b5cuX4+TkxLNnzzh16hR5eXkcOHCAjRs3UlBQwIULF/jnn3+oqKggPj4eTU1NPD09kZeXZ8+ePWRnZ4tR6l9//UV7ezu3b98mOTlZTMC0tLTIyMhg6NChnD9/noqKCjZs2MD+/fvx9/fn/fv3nDx5kra2NkJCQnj37h2lpaWiMhgfH4+Ojg7Xr1/n7du3gj734sULEhMT6e7u5u7duxgaGvLTTz+JQ566ujrDhw8XdZ4XL17g6elJYWEhb968IT8/n7lz59Lb24uOjg7e3t6UlpaK8e2rV6+E0zsrK4tXr14xcOBAUblTVVXF19eX77//noqKCubNm4ehoSF//PEHRUVFYjJYWlrK8ePHqa6uZsSIETg6OjJhwgSGDx9OW1sbYWFh4gWpo6MjjIR2dnaiwSHtC0ufGS0tLUxNTZk+fTqpqakEBwczcOBARo8ejY6ODv369UNDQ4PW1lYOHz4sJjdVVVVCyTpp0iThdV6wYAE+Pj4MGDCAvLw8rly5Qnd3t6DNSffxNTU1bN26lZSUFExMTNDV1UVbWxt/f3/Kysr+Jyjn7+/Pd999R3BwMPCfWS0gIIC4uDiuXr3K3LlzqaqqwtTUlOfPn3Ps2DHOnDmDkpIS58+fF7t/BQUFWlpa2L17Nx0dHaiqqgol55IlS4iLi2PHjh28efMGWVlZ2trasLOzE5cQaTbE0NAQY2NjIWWS5gjq6+vFs9rR0YGSkhK9vb2MHz8eTU1Ndu/ezbx583B2dsbR0ZHCwkL09PTIz88nISGBUaNGiUmXmZmZyMlIq6paWlrMmTMHdXV15OXlGTNmDCEhIXh7e+Pv78+gQYOora3Fw8MDa2vr/27Yixcv5sKFC7S2tooTVEBAAFVVVRgbG9Pa2kp5eTm3b98WY0ypPKCtrQ03NzciIyOpr6+nt7dX7LNTU1NFctTKykokoM3MzCgsLMTLy4v79++jo6MjgCxSxurSpUs5evQos2bNIiUlRbywJBIJO3bsYPDgwSIhqKKiIqL+u3fvFsnelpYWtLS0qK+vFyQiKT/b29tbVM1yc3OZNGkSBw4cYP78+Tx8+JDhw4eLcFBDQwOTJk2iu7ubR48eoa2tzaBBg4iLi2POnDmcPHmS0NBQzpw5w5w5c8Rp+ObNm3h4eNDX10dLSwutra2ipycd80pFEM3NzZSVlYludXx8vKh7Xbp0if3794vPKjMzUyAHpd3F5uZmnJycSExMFF3R4uJiMjMz6ejowMvLi5KSEoYPH86tW7eE81ZXVxc3Nzfi4+MFBEBbWxsPDw9OnjyJn58fFy5cwMbGho6ODuHHljK5P3z4IKQOXV1dhISECNe1qakpra2tZGZmYm9vL0w5Ug2lhoYG2dnZ9Pb24uzsTEZGBpaWligpKQnAitSrLQVCZGVlCSDCoEGDaGpqorW1FUtLS1paWnj06BHDhg2jrKyMxsZGrKyshEQlPT2duXPnMnbsWH755RfBlG9paSE0NJT09HQGDBhAbW2tgPdLk/tS5GNFRQWurq48fvwYLS0turq6KC8vJzAwkPb2dlpaWkRgRk5OjtbWVjQ1Namrq+PTp098+fIFS0tLurq6xB5aRUWFnJwc3r59y7hx44iJicHf35/Ozk4hM5kwYQIfPnwgMjJS0Aal4grpiVz6JbB27VrGjh3L9u3b+emnn9i3bx+bN29mzJgxWFpaYmJiQnJyMoMHD+bLly+CpJSVlcXUqVMZPXo0jo6OVFVVERMTQ1tbm5AhSGuYgwcPpry8HG9vb1pbW6murkZPT4/y8nJMTEwoKioiLCxMID2lo+X29nYuXbrEzp07uX37Nv7+/jQ3N9OvXz9ev35Nc3OzEMdIR8ShoaHExcVx7tw59u/fT19fHx0dHZw/f56AgABMTU2FTMXKykrUDqUwHWntUcoONzExEcEiS0tL9PX1uXnzJnp6elhYWJCTk0NDQ4PwOCsoKCAvLy9+/qNHjxg9ejSXLl1CIpEQFRXF4MGDCQkJ4fnz58jIyODv709CQgJfvnzB2NgYOTk5qqqqqKqqQkFBgc+fPwsj1bx586iqqkJOTg51dXWysrLQ1dUVfysFBQWCmqilpcXz588xMTFBWVmZkSNH8unTJ3Jzc4H/YEZSnOXHjx8xNTWlpKQEAwMDlJWVKS0tpbGxkcbGRsaPH093dzdlZWV4e3tTVFREQkIC8+fPR01NjcLCQtHYaGpqwtnZGQsLC+Li4tDT00NbWxuAz58/093djZycHGPGjCEuLg4XFxdyc3O5f/8+ixYtIioqim+++YaIiAgUFBSYOHEiaWlpWFlZCd53RkYGY8aMoaCgQKCkZWVliY+P/5/btZKSEps3b2bq1KlUVVVx6NAhHj58SExMDLdv3xbTwJaWFjw8PEhJSRGEMSnmubS0FGVlZUaMGEFkZKQwlnl5eZGZmSmUwO/evaOzs5OOjg7a2tp48eIFAQEB5Ofns27dOu7du4eamhp3797lyJEjbNmyhdWrV5Obm0tBQQE+Pj4kJiYyc+ZMamtr6ezsFA0GXV1dId2R8kKk08lXr17h6+uLmZkZWVlZVFRU8Ouvv/6HJpV+EI6OjuKWBeDs7ExxcbFQV44cORIVFRWBcevq6hJhLR0dHfHBNDc3M3LkSMGk1tDQEHWYwMBAdHV1MTc358WLFxgbG5OYmEhhYSH6+vpCqDB37lzBclZUVMTd3V1gB1+9eiVQhJMnT+bu3bsMGjRI1JAaGhro168f06dPF3tHKTBASUmJqqoqKioqUFBQYNq0aWRkZPDhwwcePHiAra0tWlpaFBcX4+PjI05+paWl3Lx5k8DAQIYOHcq1a9dwcHDA3NyctrY2YfeRVsu6u7sZOXIkYWFhqKur09DQgJ6eHgCKiopUVVXR0dHBu3fvmDZtGhUVFYwdO5bMzEzxgGdnZ9PY2ChOt3V1dairq6OiokJycjK3b99m2LBhWFhYCPKQhYUFo0ePprS0VJz6pTs4IyMjsrKyUFZWRlZWFmNjY+rq6gS2tLCwkJCQEFJSUoT2U0dHh7S0NA4cOMD58+fJzs4Wvw+p59vc3JzHjx8zdOhQmpubUVZWJjY2lqlTp3LmzBlMTEzo6emhuLiYuXPnoqSkRFJSElOmTKGnp4cXL17g4+NDdXU1YWFhuLq6MmzYMCIjI+ns7OTQoUO8efOGzMxMYmJiMDMzw8jICA0NDUHCk+7uN27cyLfffouenh5Lly4lKSmJ0tJS+vfvj7e3N7t37xYM6MuXL7Njxw6ByY2KiuLx48fs3buXX3/9lcDAQFxcXDhy5IhoO0jBH3JycjQ2NgpsaVJSEpaWlujp6dHV1YWCggKdnZ1MmTJFkNSklDCpMU5qRBs8eDBWVlacP38eKysrtm7dysyZM2lra8PCwkLcbKRYS0tLS65cuUJQUJCg/EVERHDv3j16e3sJCQnBxMQEOzs7oqOjxd+fkpISERERTJw4EUdHR54+fYq9vT09PT0AghPg4eEh6mEHDx7khx9+wPz/6W/b29uxs7Pj+vXrWFhYYGtrS1VVFTk5OQQHB1NbW0tCQgL//vsv/v7+LF++nH379jFmzBhkZWUpLCxkwoQJqKqqEh4ezpw5czh27JhgI1hYWODo6IisrKxQkm7btg0vLy8SExPFimPnzp1cvHgRfX19VFVV0dfXR0FBgefPn5OTk4ONjQ0SiYS8vDw0NDSEqMbNzU0gIqUWJ19fXzEKln5ODx48wNramrq6OszNzZkyZQpnz55FR0dHoI+/+uor0f9NTEzk0qVLNDQ0oK+vz/79+9m8eTOWlpZUVlaKcbSnpyePHj1CWVkZZ2dnLl26xLx588Ro1snJCScnJxYtWiSkImVlZaSmpqKvr8+rV68EblnqvXd3dycpKYnY2Fg0NDRobm4WPe2rV6/y/v17ampqKCoqwsDAgL6+PlGrrampwcrKis7Ozv8hCU6fPp2YmBgcHR2pq6vj4cOHVFVVMWzYMIEEnjx5suBKfPr0iSFDhoiDX0xMDMrKygIKkpCQIHgPN2/eFAchLS0t7ty5I/r4JiYmeHt7i++75uZmcYFITU1l9OjRXLhwgfLycmpqanB0dBRTpevXryMvL4+zszMjR45kxIgRfPvtt2RkZGBkZER0dDSLFy8WPvsTJ04Iilh0dDTR0dGsXr2ayspK/P39effuHT09PQIT+/LlSxYvXiw+x59//lkEo8PDw7l69SoRERHo6OhgaGgoVKWxsbGMGzeOZ8+eYWZmxpUrV1ixYgU1NTUMHTqUfv36ERsbS29vL01NTcyaNYuwsDDS0tJwcnJi0KBB6OrqYmNj898N29fXlxs3bogTZ1RUFPb29piZmQl0YVlZGXp6ehw/fpySkhIaGhowNzcnICAAIyMj9PT0RHBt0KBBDB8+nISEBGbOnElhYSFZWVmsW7eOvLw8srOzGTduHDIyMuLFYmVlJaL7GhoaBAYGEhERIW48FhYWtLS0oKamRmtrKyNGjKCoqAhvb2927drF6NGjaWhoIC8vj2HDhgnvtJWVFRKJhGvXrok/xtjYWBEWkwItwsLCMDMzQ05OjvLycmxtbfny5Quurq68evVKHCakvlwDAwPk5eXJycmhrq4OW1tbXr58SUNDA5MnT8bZ2ZnIyEh6enrQ1tYmJSUFX19f7ty5IwhvkyZNQlZWFjk5OU6fPi3IcY8ePRJSE6nf1dXVFScnJwYOHIilpSWhoaFIJBJSUlIE2KGxsZHa2lqmT59OeXm54FA3NzcLd7OSkhLPnz9HIpGQkJCApaUlz549w8PDgzdv3rB69Wr6+vrEZ75lyxbx8tDW1qatrY3MzEwRQHn8+DFmZmZUVFSgqakp1gtNTU2MHTuWiIgIwUMfMGAAly5dws/PD19fXxQVFenp6RGmrIqKCuHfnTp1KvLy8jQ1NREXF0d2djY2NjbIycmJm1N3dzdVVVVi0hMfH4+xsTEfP34UsB5zc3PevXsnxpTNzc3MnTsXT09PsrOzycjIQENDg76+PmpqalBUVKSiooIxY8bw8uVLgZ6VcgekyFRbW1v6+vooLS0VnGIXFxfq6+sBBDCopaWF/v37M3DgQDo6OigoKEBJSYm2tjYxUr979644JEokEqytrYmOjsbT01NMuJ48eUJHRwdOTk6iVSErK4uioqLQz6qqqhIVFYWcnJyQpKioqFBcXEx9ff3/9Gu3b98u6k9SWYS9vT3e3t7o6upibGz8fzIs/3//dXR00L9/fwASEhIwMjJCX1+frVu3isNpY2MjDQ0NQtDz6tUrZs+eLcAyI0aMID4+ngULFtDT04OlpSX9+/cXPve6ujrWrl1La2srfX19grUg1WaWlJTQ1tYmYCrSaqiMjAwdHR2i26+hoYGuri7jx48nPz+fiRMnoq6uTlVVFdeuXcPDw4P4+HgGDhzIly9fBGTop59+orW1VXSPt2zZgqysrDDeSScobW1t5OXlMWfOHOEwlu6iHRwcMDY2xsDAgMrKSlRVVXFwcCAlJYXc3Fzy8/OprKxk5MiRggnw8uVLPD09hXZSStyaMGECycnJbN68GUVFRVRVVamoqBDrl6FDh9LU1IStrS21tbVCYPH582dBQfz1118ZPnw49fX1ws4nkUjEjc/Ly4vY2FiuXbsmuNyzZs0iJycHa2tr0ZOXSkP69++PqampuARYWVkRExNDRUUFb968YcyYMVhYWKCqqoqysjK9vb1iWpuXl8fZs2dFKykqKore3l4uXrzIsmXLxDha2vNWUVEhOjqaoKAgFi1aRHl5OR4eHiLjIF099vb2CiuaiooKGRkZTJ8+nd7eXtzd3UlLS8PQ0JCXL1/y7t075s+fT//+/cnLy0NXV1fsto2Njenq6hLTEGlQOD8/n/ZPQoFtAAAgAElEQVT2dtavX8+hQ4fE35s0c/Lu3Tusra1JSUmhublZ/ExdXV2BLw0KCqKxsRFFRUVRQXz//j3nz59n06ZNnDx5kvDwcJKTk/8Tvpibm/8yc+ZM/vzzT9zd3cnIyKC1tZXw8HB0dXUxMTGhoaGBmpoaMjMz0dXVxczMDHd3d7q7u8XDJa3E7Ny5U6QZfXx8+PDhA46OjigpKeHo6CiSfzt27GDIkCEiGLJgwQIGDx6Mq6srCxcupKuri507d9LZ2cnx48dxcnLiwYMH/Prrrzg6OtLZ2cmKFSt4/fo148aNo7e3Fw8PD3R1dZFIJKioqDB58mRCQkL4+PEj8+fP58qVK8ycORNlZWWCg4O5d+8eYWFh5ObmcvPmTQD69euHra0tV65c4fLlywBiR+/t7c3z589FV7N///7o6uoSHByMgoICvr6+ODg4oK+vT1JSEi4uLjg4OFBSUiIACampqcycOZO1a9dSW1tL//79ycrKws/Pj4qKCkxMTATMZeTIkezevRt/f3/27dtHaGioYI9L5ehBQUGEh4ejpaXF+vXr0dbWpq6ujvb2dubPn8+6devELkW6vxo4cCBFRUV8/PhRVOhqamoICgoSdS7pgyw1RtXU1ODv74+Ojg4VFRXChPXrr7/i5eUletCysrJ4e3uLl6pU5xkdHU1cXBxDhgzBxsaGoqIili9fzqRJk1i1apVgD3d3d+Pi4sLevXv5+++/sbW1ZeXKlUK4kZWVhampKS9evGDfvn28fPmSZcuWceTIEfH7UlJS4uDBg9jZ2VFaWsqjR4/Q0tLC1dVVKFVPnz6NmZkZVVVVrF27lrKyMiZOnMihQ4cwMjISWNq3b9/i4+NDamoqV69eZdasWRw/fpwnT56QnJyMh4cHbW1taGhoYGhoyN69eykuLqa1tZWmpiYOHTrEmTNnGD58ODt37uTOnTsYGRlRVFTE/fv3xS22ra2N1NRUTp06RW5uLq9evSIpKYkrV65w4MABnJycuHPnDqdPn8bb25t9+/ZRUlJCfX09V69e5d27d9jb21NWVsaXL1949uwZioqK9PX1ieyBsrIyv/32G3p6eoI53tHRgaGhIRoaGsJUpKury9OnTzE0NGTFihXcuHGDqKgojh07RkREBLGxsWzevJnExETevHnDiRMnSE1NJTU1FXNzc54+fYqtrS35+fkcOXKEJ0+eMGrUKLq7u0V3fc6cOWhqamJoaEhDQwNbtmzBzc1NIEhjYmLEemjmzJk0NzdTUlLCp0+fiIiIoLm5WRj5LC0t+fPPP6mvr+fp06fMnz+fO3fuUFRUxLZt21BUVCQmJoZXr15x7949tLW1iYqKYt26dQwbNkz0wLu7u1m4cCH19fUsWbIEHx8fAgMDCQsLQ1lZmRs3bjBs2DBu3brFgAEDePz4sbjgJCcnEx0dTVhYGOfOnRP4Vel3gL29Pffv36ekpIT169fz999/4+joSGJiIhKJBAsLC5KSkti4cSM6Ojoibezo6Eh4eDhz584lNDRU7KqdnJyora3l+++/Z+PGjaI21NXVhYqKivCJp6enI5FImDFjBnZ2dgwcOJCoqCjc3NyIjo7G0dERV1dXCgsL0dDQYP369WRmZpKQkCCc276+vowePZpz584xa9YsBg4cyLFjx2hra2PMmDEoKioyaNAg0tLSqK6uZs6cOcTGxgr5zpw5c2hvbyc7OxuJREJERASqqqqUlpZibW2Ni4sLd+/eFQfI5ORkRo0aJWqnqqqqTJ48mWHDhlFcXMybN2+QkZHhzz//ZOrUqSgoKNDY2Ii6ujq6urpCyTt06FA0NDTo6OhAX1+fwsJCQkNDuXXrFoqKipSXl6Ojo0NAQAANDQ1cvHiR1NRURo4cyaBBg+jo6CA3N5fKykqqqqrYsmULbW1tlJSUoKysjLq6Ort372bq1KkYGhpiaWkpOCYjRozA3d2dyZMni7rhpEmTxPRi8ODB/PHHH2RmZuLi4kJpaSlfffUVsbGxzJ8/nzVr1giyoI2NDX19fYSFhSFz5cqVPulNFhAihba2Npqbm1m0aBEdHR3ExMQI/2dpaSlnzpwBEGKPkpISqqqqqKuro6+vT/SPf//9dyIiIlBSUhJBiZKSEhISEsRoUiqxcHBwEKNgU1NTrl27xoQJE8jMzKSsrEykbB0dHcVe5dChQ6xZs4apU6cKjrFUNKGjo4O2tjbp6ekEBweLzm5tbS1ubm4kJibi5OREUVGRYOXCfz5rBwcH2traqK6uRiKRIC8vz7179wSrXNr3Likp4cKFC0ycOBFDQ0NaW1tRUFDgwYMHaGhoUFxcjK2tLW5ubqipqXHq1Cmsra3p6+vD398fY2NjSktLcXBwoLe3l2fPnjFo0CDy8/NF91BBQYExY8agpaXF0aNHCQoKIicnh2nTpvHo0SN0dXXp6urC1dWVM2fOsGfPHg4fPiwOMLt37+bnn3/m5s2b/PrrryJdLj0YTJgwAV1dXbq7u0lISMDFxYWFCxeyfft2GhsbsbOzY+zYsRQWFpKSkkJcXByPHj0SgveCggLy8/Oprq4WyWJjY2Ps7e3FTS0hIQEHBwdu3bqFgYEBZmZmpKenExoayv79+2lsbGTXrl1ERUXh7+9PfHw8ra2t2NvbC8BNVlYWSkpKmJiYMHLkSAFvycrKYvr06WhoaHDixAn8/f2FQKSnp4e6ujohKlFVVeXy5cvo6elRV1eHv78/VVVV2NjYcPPmTYyNjRkyZAixsbF4eHigoKBAbGwsra2tQleor69PdHQ0U6ZMoaSkhIyMDDIyMli+fDmZmZkMGjQITU1NsR6SjrD79etHe3u7OFVnZWWJcXRdXR3z5s0TD+/FixcxNzdn1KhRDBw4ULi9zc3NxW36y5cvxMXFMX78eNasWYOSkhKysrK4ubmhqqrK0KFD8fb2Jjw8XIQlXV1diY+Px9TUlPz8fObNm0dKSgqLFy/mzp07GBoaUltbS3BwMNevXyc2Npb8/HycnJwICAigtraWvLw8Bg4cKFZG+vr69PX18fvvv6OjoyNyERKJhKqqKi5evMjDhw9xdnZm5syZ4rO9d+8eCxYs4N27d8THx9OvXz8MDAzEQV9LS4va2lrq6+tZsGABT548QVZWlmfPnjF79mxSUlLIy8tj9uzZFBYWEhcXJ+BMaWlpjBo1Cj09PTZs2EBJSQmzZ88mOTlZHPjfvHlDVVUVmZmZzJ49m6tXr2JtbY2JiYlIDVtbWwtoRVtbGy0tLZibmwstaFNTk/hCjomJ4caNG+zbt4/79++jpKTE06dPMTAwYPv27bS3t9Pe3o6DgwNHjx4VkBQDAwOam5uRkZHh3r17fP78mYCAAOTk5MRqThqUMjQ0xMHBQdQ1pWRJKcrXzs6O1NRUCgoKeP/+Pa6urmJqWFdXh0QiwdnZWQgppC/DpKQktmzZgp+fHz4+Prx48YIdO3bw7NkzVFRURO5IWl0qKiqip6eHsLAwfvnlF2bNmsWrV69oa2tj48aNvHr1SiCk3759y6hRo0Qmw9vbG3t7e9LT08nNzaWzs5PAwEA6Ojro6+sTLQAlJSVycnIIDAykpqaGefPm0dHRwdGjR3FxcREQlK1bt9LV1cXdu3epqKigs7MTa2tr2tvbGTBgAH19fdTV1SEnJydG0crKyoKJf+/ePby8vHj79i0FBQWEhoYKl314eDjOzs4MHTqUVatW8csvv/Dvv/+ipaWFoaGhwCSPHTsWOzs7vv76a549e8aNGzfYsGEDXV1dnD59mmHDhtHe3o5EIhHrp5iYGNLT0xk7dqxo9igrKzNlyhSRYbK0tBT7bX19fWQOHTrUl5iYyJ07d5BIJHz+/Jnq6mqmT58ujFbSl9748ePFC+/9+/cEBASgpaWFnp4ez58/58WLF2IMu3jxYmpra/H19eXHH38UxJotW7YgJydHfX09e/bsYfny5bS0tAjdmVRdmZKSAiBG6tbW1pw5c0ZUcQ4dOsTw4cNZsGABfX19PH/+nAcPHjBu3Di0tbW5fv26+CN2c3NDVlYWc3NzLl26xIIFC9ixYwdeXl5YWlqKvWZERATZ2dksXrxYPKT19fX89NNPdHd3i73ruXPnGDNmjCCbpaSkEBkZKW5p//77r0g/29nZERoaSkdHB9nZ2aiqqlJVVSV61319fQLTOWfOHFpbW8XYVDp2k5GRQVFRkYsXL2JsbMy3337LunXrGDx4MHZ2drx580Zw2eXk5ASjfNWqVdjY2KCuro6hoSEVFRVilBsdHc3z58/Zv38/t27dQllZmSdPnvDNN9/Q0dHBrFmzOHPmDHp6elhbW9PQ0EB3d7fY6UkDW9L+rjTUs3//fhoaGmhubmb16tWi39ze3s7w4cOJiopi165dbNiwgZs3b/Ly5UusrKxYvnw5AQEB3Lx5U7zQx4wZg4+Pj+DJS0UrXl5ePHv2DDs7Ozo7O3F0dCQvL4+7d+8ikUhobGwUmkHp/t7V1ZXU1FQMDAwEflL68ISFheHs7Cy6k66urrx9+xZHR0dKS0s5ePAgT58+5a+//qK5uVmM9fz8/Lh06ZJQA/b29gqdqr29vXAa3717F21tbRQUFP4nzNnU1ERmZibTpk3DwMCACxcu8OeffzJ69GgePXokKk0qKioMHTqUnJwcmpqakJeXp6CgAHl5eZEZCAkJYfXq1axatYqhQ4dSVlbGtWvX6O7uFuNraYDR1dWVhoYGFBUVBblp6dKlVFVVkZqayqxZszh48CAzZ87kxo0bBAUFoaqqSmBgIJGRkdjZ2Qmt6l9//YWbmxsyMjJkZGSwbNkyrl27RmZmJrt37yY7O5uuri58fHyIiIggPT2duro65s6dy7Fjx3B0dERLSws1NTU2btzI/fv3SUpKIigoiFOnTnH16lUKCgr45ptv+PDhA25ubhw5cgSAYcOG8euvv6KlpSVkLNIVlKysLMOHD+fz588YGxuTmprKP//8w8yZM5k1axZqamp88803rFu3jtu3b6OnpyfGld3d3WLlUFxczJIlS3j48CESiYQ///wTNzc3Vq5cSUdHB4mJiejq6oob6uzZs1FSUmL16tWUlZXx22+/cebMGWRkZBg5ciTwXyL63Llz+Pj48N133/HVV18hJydHQ0MDEydOFEQ1qXxk27Zt2NjY4OnpiYyMDCYmJnR3dxMdHS0kFjY2NmhqajJ79mwWLlxIcHAwL1++pK2tjfT0dEaOHCkwtl++fKG9vZ379++zdu1a0tPTsbGxITg4GFlZWfbs2YOfnx+bNm3C1dWVoKAgsrKyiIqKIjQ0lCFDhnD16lXxnEqVqxcuXGDlypV0d3czb9484uPjWbFiBSdOnGDo0KFkZGQIL8TixYtFhTQ2NlbU+SIjI3FxccHExISCggL69++PoaEhwcHBWFhYcObMGcrKyrC0tERbW5vIyEgxMdu2bRtNTU3MmzeP0tJSTp8+TXBwMIWFhSJAKfVR9+/fn+vXr/P48WOuXbsmaonPnj3D2dmZixcvMmvWrP/xqUskEvG72bNnD/7+/sI7oKamxvr16wUGu76+XiCq6+vrWbRokZholZeXi4M3/FdLGzx4MKqqqqxYsYKnT5/S0tJCe3s7kZGRfPPNN2L336++vv6XgwcPCkawRCJh/vz5jBo1ipqaGkJCQujs7OTy5ctMmzaNadOmERcXx+PHj9HR0eHLly8sWbIEPT099u/fz7fffsuyZcsIDg6mt7eXwMBAdu/ejUQiEd7drKwsjI2N+fTpEyEhIWLErK2tzbJly6iqqmL9+vUYGxtTXl7Oq1evCA0Nxc/Pj3Xr1gnjk5SDK/3/Li4uZsaMGfz111+MGTOG0tJSRo4cycePH3n//j2lpaX09PQwY8YMbty4wdSpU0VlQ9ppffv2LSNGjBCcXD8/P06fPs3z589RVlZm69atuLq68tdff2FoaIihoaFA0EnxnCYmJrx+/RptbW3MzMzIzs6mpKSEpKQkEUJITU3lyZMnmJubk52dLbCkFhYWQmiQlZVFcnIyfX19XLp0SXTCDx48SHFxMcOGDSM+Pp7c3Fxqa2vJycnh/v37REdHi9OulJD15csXbG1tWbVqFbdu3aKhoYFx48axcOFCMemQlZXlzp071NbWimT248ePuXTpEp2dneTm5tLe3k5YWJgALURERNDb28uDBw/o6uqiqqqK6upqHB0dhX82MzOTly9fkpaWxvPnz7l58yY9PT0cPXqUiIgIjI2Nyc7OJjExkUGDBgk+/fHjxyktLaW6upp//vmHtLQ0ZGRkhDnswoULdHV1sXXrVqKiopg7dy63b9+mp6eHxsZGTE1N6devH4mJiejr65Oeni7S/XFxccJWlpSUhK6uLmfOnEFTU5Pm5mY+fvzImTNniImJwdvbm3fv3qGvry/+PdXV1ZSUlJCenk5hYaFwNMfHxzNp0iTy8vLEQebjx49oaGgQFhZGV1eXaE9UVlYKqEhNTQ2XLl1i3bp1aGlp8ejRI2EakyaUg4ODKS0tFWAFKbN63Lhx/+Pk9vT0ZOXKlXzzzTei/jVp0iTc3Nywt7fnypUr+Pr60q9fP4KCgpg4caLAqkrRojNnzkROTo5t27aJhoi063r8+HE2bdpEWloaVVVVWFtbc/r0aaZMmUJ6ejoqKip89913mJiYUFhYiKmpKY2NjRQVFbFmzRpKSkqYNm0anz59IigoCIlEgpycHL29vfT19fH06VP8/Pz46quvqKysZNmyZWzZsoW4uDg8PDw4fPgwlpaW/Pjjj6I1IG2LPHz4kJaWFp49e4aMjAz79u0jNTWVBw8eMGzYMHJzc7lx4wbv378Xel4XFxfR2ZUyCtTV1XF0dOSnn34iISEBR0dHpkyZQm1traBrRUVF8eLFC7GTlJeXJyQkhPb2dubOnQuAmpoaixcvFkIJKVREKrKZNWsWDg4OQvggJXFlZWWxefNmFBQUKCkpwc/PD1dXV4EhdnV1JSQkhD179uDp6UlWVhb6+vpoamry5s0bXr16haamJuPGjcPf3x81NTWSk5MZMWKEyBXMmDGDvLw8sReOj4/n1KlTKCsrU1RUxNSpU1FXV2fMmDHY2Nigo6MjuNrFxcUCKTpo0CBkZWW5fv06AQEBnD17lmfPnjF06FDByU9LS2P37t3CKufu7s7evXvx8fGhra1NZEpaW1uRkZFBX1+fq1evYmRkhJeXF2FhYWRkZPD27Vs0NDTYvHkzFhYWBAcHY2pqyoYNG1BWVubTp08CEBMZGYm8vDweHh6kp6cza9YsLCws8Pf3Z9euXcyZM4cvX74QGBjI69evUVNTY9y4cTx48IApU6agpKSEr6+v+Dk5OTl4eHjw6dMn8vLyuHXrFidPnsTFxYX+/ftjZmYmutWTJk1CIpGIA7vUFZGSksKQIUPIzMwkKyuL169f4+LigqurKxkZGaKr/fbtW2pqarCxsRGseH9/f/pJJJJftm7dKsIcGhoagk+9bds23N3d+e233ygoKOD333+npaWFvLw8Dh8+zI4dO7hz5w6fP3/mwYMHzJ49m8zMTJYuXUp8fDyHDx+msLCQsLAwwsLCBNxeStORjtgPHjxIVlYWmzZtIjMzk5MnT/LDDz/Q1NREdna2cLL++++/1NbWcv/+fd6+fcvFixexsrJiwIABLF26lJqaGgoKCtDX1+fAgQOikjR48GAOHDjAxYsXqa6uxtvbm7y8PF6+fCksKU+fPuX69euMGjWKIUOG0N3djaKiIpMnTxbhqZ9++oklS5ZgamqKs7Mzra2tjB49mhkzZqClpYWFhQVDhgwhICAAZ2dn4crt7u6ms7MTbW1t5s2bR1tbG3p6eqipqdHb24uRkRFbtmwRoZy5c+fi7u6Oh4eHwLh6eHiIaYObmxumpqZoa2uzcuVKenp6GDBgAM7Oznh5eTFu3DjCw8MFZGLIkCGUlZWRmZmJt7c3BgYGwhf8yy+/kJaWhoODAx8/fiQkJITq6mr8/Px4+fIlU6dOxdvbm/LycmbNmsWXL1+EcEP6JRIaGoq7uzv+/v709fXh5eUl5A9Lly4V9jILCwtcXV0B8PLy4ty5c+KELaVXzZkzh56eHrFyGTNmDD09PaiqqrJt2zZqampQUFDg/2vqvL+aPt8/fBGRAEIEF5IKBGSKRFAUhKK4QlxVURRcWAd1j4pFxWMtta0zxSptcRylAseFFDgIFRcVBfcKWBBHKMMVjRBExNDvD9/Dcz7/Apy8n+e579fruoqLixkzZoyA6ixYsIDz588zdOhQqquriYiIEPxgS0tLRo4cyYsXL8T/tm/fvgCindBxoPj6+jJkyBChu0tMTKS8vBxHR0dGjx6Nl5cXo0ePxtHREQcHB3x9fVm3bh22traoVCrs7e0xGo3ExsYyZcoUzM3NaW9vJzg4GH9/f8aPH8/MmTOxtbUVLweFQsG6deuIjo5myJAh2NjYsHHjRtatW8ewYcOYMmUKBoOBzMxM5s2bx9u3b5k6dSq2trZMmDABvV7P8uXLycrKomfPnnzzzTe8fPmSjIwMDAYDZ8+eRa1Wc+nSJby9vYmNjaW+vh6VSsX8+fPFb/vSpUusW7cOnU6Hg4MDt2/fpqmpiZqaGry9vUV9zcXFRbxOampqaG1tZeLEiTQ3N5Obm8vkyZPZuXMnvXr1IiMjQ6SEFQoFHz58QCaTkZCQgJ+fH7W1tbx8+ZKWlhba2trQarX4+PiQnJzMsWPH8Pf3Z8SIEcTExDBs2DCKiopITk7mxo0bJCUl0djYKD6G1tbWTJ06lYEDB+Ls7My5c+dYu3YtAMuXL+e3334jKiqK8vJyIdUxNzdn7969xMfHU1RUxLNnzxg+fLioBk6aNImgoCAMBgOHDx8mOzubfv368ebNG0wmE21tbdy8eZMhQ4aIUJOFhQWpqanMnTuXOXPmIJfLefjwITk5OSKs2sEw73gYfPz4EQsLC+Li4qioqMDb25uUlBR8fX3p1asXoaGhovYZHh5OaWkpjY2NyOVycZiMHTsWg8HAhAkT2Lx5M7m5ufj5+SGXy+nWrZvAsaamplJZWSnMeB0wFkdHRzw9PYULvaPKaDKZsLS0xN7eXlxI9u7di4uLCxKJhE+fPtG/f38iIiJobGyktbWVixcvEhUVxfXr1ykvL2flypXcvHmT5ORk6urqsLe3R6FQYGZmRmFhobh8fvjwgQkTJnDnzh2io6Pp3LkzJSUlYqRuZmZGXFwcAwYMwMfHh507d+Lq6kp6ejpOTk6kpqZSXFzMjRs3aG1tRafT0dTUxOnTp3n79i2PHz/m4sWLaLVaGhoaaGlpoaKigpKSEiwtLbl16xYRERGiM25lZSVobEajEQcHB27duiW+px0T0GXLlhEQEMD58+cxmUx89913dO7cGZPJJMxmHS9tOzs7YRK0s7Pjzp07QmLTgd7esWMHSqVSBAw7JiSd9Hr9Fjs7Ox48eMDq1avJy8tDqVRSWVlJYmIier2ehoYGnJycCA4O5u7du8hkMqRSqajf7N+/n9DQUNauXUtkZCSOjo6UlZWRmJhIaGgoFy5c4IcffuD58+esXbsWa2trPvvsM6ytrTEzM+PJkyc8e/YMtVpNUlISTk5O9O3blzVr1vD+/XvmzJkjAk22tra4ublhZWVFe3s7t2/fplevXkgkEqHFLC8vZ9asWZw+fRqVSsWBAwf49ddfhbD9/v37IgzRsSeOjIwkNDSUoKAg/vrrLzQaDS4uLpSUlIgQRgcv+9y5c7i6uorKRMePWa1Wc+XKFR4/foyNjQ3m5uY0NDTg4eFBTU0NISEhfPXVV7i7u6NSqXj06BEajQaZTIa3tzdnz57FYDCIrvWIESOoq6vj3r17lJaWotfrefjwIc7OzsyePZvGxkbS09NxcXHB1dWVsrIyhg8fTmNjI+vXr2fevHmCKuXu7k5ERAR2dnYiLd61a1exW3///j0dXvQvv/ySmpoaOnXqxD///MOmTZswGAxkZWUhkUhQKpUcPHhQYEh///13VCoVz58/F69TjUbD5MmTWbFiBYBI6d6+fRuFQsHhw4epra0VitSUlBS6dOlCcnIyYWFhHD16lIaGBjp16iRCMomJibS0tHDy5ElmzZolLllarZbS0lLGjh1LTk4O1dXVXLt2jZEjR5KZmcnTp0+xsLBg5syZnDlzhnfv3vH333/Tt29funfvjlarxdLSErlcjkQiwWg0UlZWhpeXFytXrmTZsmUCRLJ161axrtFqtaJTaWlpiU6n48mTJ6SkpAi2tZ2dHb179+bkyZMUFBRQXl7O8ePHOXPmDF27dmXFihX4+Pjg6ekp0qLV1dXMmjWL4uJizp49y549ezh58iTt7e1CVVpRUcHBgwfR6XSUlZWRn5/PxIkTOXv2LEuXLsXLy4vo6Gj69++PXC5HJpOxaNEibt26xZ49e5g9ezbe3t4sWbKEhIQEtmzZgqenJxKJhNmzZ3Po0CE8PDz46aefxOjZYDDQp08f0tLSmD59Onfv3mXp0qU0NjZy6tQpevbsSVJSEpcvX6agoEDIa968ecPmzZtFwvjbb79FrVYjkUjYs2cPGRkZxMXFUVVVxf79+2lubhbj++HDh7NlyxYA0fXtwITGxcWJRLelpSXdunVDp9MJAYOXlxeBgYGi/qVQKJg7dy7t7e1i7afVagXPoE+fPgQHB1NUVMS9e/d4+/YtwcHBxMXFkZaWRkhICE1NTVhYWACwePFi9Ho9Go0GjUbDmjVrqK6uZt++fezevZv8/HxUKhXp6en069cPmUwGQHp6OiqVirS0NBwcHNDr9eTl5dHc3IzJZGL16tXodDqcnZ158eKFqG51pMX/d29rZ2dH165defXqFcnJyUydOpXLly9TWFiIyWQS344OSqBEImHixIk0NDSgUCjw9fXl/fv39OjRQ5Ae37x5IyQ7gJie1tfXU1VVRbdu3QgICCA0NKagzNwAAAZqSURBVJT8/HxGjRrFtm3baGlpEXSujx8/iu9jZGSkeGyFh4cjlUpxdHQU3HF3d3esra0F0re1tRUfHx/u3r2Ln58fCQkJ+Pv7ExwcLDId/v7+XLhwAS8vL5KTkzGZTAJ7/PXXX+Pv7y9IbA4ODsTGxqLX6xk9erSgxEmlUu7cuUNERATnz58nMDCQq1evMm3aNIqLi5HL5bx79w6dTodarcbc3Byj0UhhYSEajQapVEpmZiZubm48ffqU5uZmoZPt2bMnSqVSZGg6WO+Ojo64u7vz4MED5HK5OMyDg4PFa7ytrQ0/Pz8GDBjAtm3b+PjxI69fv/5/+ll+fv6WoKAgfHx8xJ7Nzc0NtVrN/fv3xQ0hMTERpVLJ1q1biY6OZseOHWIv09raiq2tLVKplNLSUoYOHUpUVBQ7d+4kOTmZ8PBwDhw4QFRUFCkpKRw6dIgNGzawaNEikpOTKSwsZPr06fTu3Vt06QYOHMijR49YsWIFw4YN48iRI7i4uPD27VuePn1KWFgYN2/exNXVFYVCwfLlyxk9ejQ9evRg8eLFrFq1ij///JN9+/axZMkSkc42MzPDw8NDjIDMzc3Jzs7GxsaG2tpakayura0Vy//PP/+ctLQ0ZsyYwadPnwTxbMGCBWRnZ9PW1iZYxBUVFWIH03HYlJSUiNK9mZmZGKd0jH08PT0pLi4W2lK1Wk1mZiZ5eXmCtlZdXU1JSQn29vYsWbJEGKAKCgp49eoVbW1tvHz5EgsLC2QyGaWlpTg4OHDq1ClsbGy4c+cOCoWCK1eu4Orqislkom/fvoSHhzN48GCcnJw4cuQIDQ0N5OXl8e7dO0wmE6tWrUKlUtHU1MSmTZuIj49HKpUya9Ys1q9fz/bt25FKpYLt3qVLFwwGg0A1enh4EBoayunTp6mqqmLGjBlkZ2dTX19PQEAA06dP5927d1hbW9OlSxchKrG0tOTatWu4u7uTkJDAtWvXREDk559/5uTJk4SFhREQEEBkZCTHjx8nPj6egoICvv/+e2GVk0qlODs7c+LECcaNG0djYyM5OTli/7hx40auXr1KdnY2YWFh2NjYYGZmRnx8PKWlpYIYVVdXJ9SggwYNIiQkhLt377J582ZiYmJobW1l2rRpbN++naVLlxITE8O///4rQCP79u3DwsICpVLJ7du38fDwEFXJyspKrKyssLCwIDs7m4KCAq5evYpSqSQ1NRU/Pz9++eUX6uvrheSmra2N3r1706dPHzp37szChQsxGo0MGDCAoqIizpw5I2hJu3fv5vXr16SlpZGUlERVVRW3bt0SBqeBAwfi4uJCfHw8SqWSiooKysvLUSqV7Nq1S2QfjEYj9fX1dOvWjevXr7N06VJycnLQ6/WMGTNGJKI7Kk51dXX8999/3Lx5U+z6du3ahVarRS6Xk5ubS1NTExcvXhR/9+7du7N7927Cw8MF3e3SpUvU1NSwf/9+JBIJDx8+pH///hiNRubPn09NTQ3z58/n8uXL9OvXT/jU8/LyhOPZaDRSV1fHsWPHSE1NJTc3V6gpO3IEX3zxBTNnzsTR0RFvb2/++OMPkSOprKxk0KBBZGVlERMTw+HDhxk5cqR4pXbv3p1Hjx6JKVFWVhYhISHCsVxfXy+YCNeuXSM2NhZPT0+uXr3KvHnzMDc3JyAggC5duuDm5iZqoB2X+draWpqamigsLGTOnDnIZDKxbx81ahTTpk0TOY/Q0FDGjx9PYWEhMpkMpVKJi4sLr169wtvbm7KyMiIiIkRl1M3NjerqanQ6nQjoJSUlkZeXx9y5c7G3tyczM5OFCxeyZs0aoZ5Uq9UUFhYSGBjIoEGDyM7OJiMjgwEDBogDSK1Wc+LECcLDwwGE/KS5uRlXV1dCQkLYvn07y5Yt47///hOZjQ5fuJ2dHWvWrCEzM5OdO3dy9OhRFi1axIcPH9iwYQPjxo1j1KhRGI1GAgMDaW1tFVRNvV7PggUL2Lt3L+7u7kgkEjZv3oyzszO9evXixIkTYkpz4sQJTp06hVarxdramk+fPmFlZYVGoxEe8kePHhEeHs7169cxGo3cuHGDmJgYnJ2d0Wg0bN++nR9//JGgoCCioqKYOXMmKSkpHD16lKCgINauXUtubi5btmwREKR58+aRl5fH8ePHsba25uLFi0yaNInr16+zfPlyamtruXTpEpWVlQwePJj/A7rXuYaePMOAAAAAAElFTkSuQmCC" y="-149.952"/>
  3088. </g>
  3089. <g id="matplotlib.axis_13">
  3090. <g id="xtick_26">
  3091. <g id="line2d_11">
  3092. <defs>
  3093. <path d="M 0 0
  3094. L 0 4.8
  3095. " id="m5b99f7a115" style="stroke:#262626;"/>
  3096. </defs>
  3097. <g>
  3098. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m5b99f7a115" y="278.112"/>
  3099. </g>
  3100. </g>
  3101. <g id="text_16">
  3102. <!-- 0.00 -->
  3103. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3104. <use xlink:href="#DejaVuSans-30"/>
  3105. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3106. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3107. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3108. </g>
  3109. </g>
  3110. </g>
  3111. <g id="xtick_27">
  3112. <g id="line2d_12">
  3113. <g>
  3114. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m5b99f7a115" y="278.112"/>
  3115. </g>
  3116. </g>
  3117. <g id="text_17">
  3118. <!-- 106.00 -->
  3119. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3120. <use xlink:href="#DejaVuSans-31"/>
  3121. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3122. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3123. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3124. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3125. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3126. </g>
  3127. </g>
  3128. </g>
  3129. <g id="xtick_28">
  3130. <g id="line2d_13">
  3131. <g>
  3132. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m5b99f7a115" y="278.112"/>
  3133. </g>
  3134. </g>
  3135. <g id="text_18">
  3136. <!-- 212.00 -->
  3137. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3138. <use xlink:href="#DejaVuSans-32"/>
  3139. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3140. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3141. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3142. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3143. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3144. </g>
  3145. </g>
  3146. </g>
  3147. <g id="xtick_29">
  3148. <g id="line2d_14">
  3149. <g>
  3150. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m5b99f7a115" y="278.112"/>
  3151. </g>
  3152. </g>
  3153. <g id="text_19">
  3154. <!-- 318.00 -->
  3155. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3156. <use xlink:href="#DejaVuSans-33"/>
  3157. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3158. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3159. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3160. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3161. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3162. </g>
  3163. </g>
  3164. </g>
  3165. <g id="xtick_30">
  3166. <g id="line2d_15">
  3167. <g>
  3168. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m5b99f7a115" y="278.112"/>
  3169. </g>
  3170. </g>
  3171. <g id="text_20">
  3172. <!-- 424.00 -->
  3173. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3174. <use xlink:href="#DejaVuSans-34"/>
  3175. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3176. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3177. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3178. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3179. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3180. </g>
  3181. </g>
  3182. </g>
  3183. <g id="text_21">
  3184. <!-- time (s) -->
  3185. <defs>
  3186. <path d="M 18.3125 70.21875
  3187. L 18.3125 54.6875
  3188. L 36.8125 54.6875
  3189. L 36.8125 47.703125
  3190. L 18.3125 47.703125
  3191. L 18.3125 18.015625
  3192. Q 18.3125 11.328125 20.140625 9.421875
  3193. Q 21.96875 7.515625 27.59375 7.515625
  3194. L 36.8125 7.515625
  3195. L 36.8125 0
  3196. L 27.59375 0
  3197. Q 17.1875 0 13.234375 3.875
  3198. Q 9.28125 7.765625 9.28125 18.015625
  3199. L 9.28125 47.703125
  3200. L 2.6875 47.703125
  3201. L 2.6875 54.6875
  3202. L 9.28125 54.6875
  3203. L 9.28125 70.21875
  3204. z
  3205. " id="DejaVuSans-74"/>
  3206. <path d="M 9.421875 54.6875
  3207. L 18.40625 54.6875
  3208. L 18.40625 0
  3209. L 9.421875 0
  3210. z
  3211. M 9.421875 75.984375
  3212. L 18.40625 75.984375
  3213. L 18.40625 64.59375
  3214. L 9.421875 64.59375
  3215. z
  3216. " id="DejaVuSans-69"/>
  3217. <path d="M 31 75.875
  3218. Q 24.46875 64.65625 21.28125 53.65625
  3219. Q 18.109375 42.671875 18.109375 31.390625
  3220. Q 18.109375 20.125 21.3125 9.0625
  3221. Q 24.515625 -2 31 -13.1875
  3222. L 23.1875 -13.1875
  3223. Q 15.875 -1.703125 12.234375 9.375
  3224. Q 8.59375 20.453125 8.59375 31.390625
  3225. Q 8.59375 42.28125 12.203125 53.3125
  3226. Q 15.828125 64.359375 23.1875 75.875
  3227. z
  3228. " id="DejaVuSans-28"/>
  3229. <path d="M 44.28125 53.078125
  3230. L 44.28125 44.578125
  3231. Q 40.484375 46.53125 36.375 47.5
  3232. Q 32.28125 48.484375 27.875 48.484375
  3233. Q 21.1875 48.484375 17.84375 46.4375
  3234. Q 14.5 44.390625 14.5 40.28125
  3235. Q 14.5 37.15625 16.890625 35.375
  3236. Q 19.28125 33.59375 26.515625 31.984375
  3237. L 29.59375 31.296875
  3238. Q 39.15625 29.25 43.1875 25.515625
  3239. Q 47.21875 21.78125 47.21875 15.09375
  3240. Q 47.21875 7.46875 41.1875 3.015625
  3241. Q 35.15625 -1.421875 24.609375 -1.421875
  3242. Q 20.21875 -1.421875 15.453125 -0.5625
  3243. Q 10.6875 0.296875 5.421875 2
  3244. L 5.421875 11.28125
  3245. Q 10.40625 8.6875 15.234375 7.390625
  3246. Q 20.0625 6.109375 24.8125 6.109375
  3247. Q 31.15625 6.109375 34.5625 8.28125
  3248. Q 37.984375 10.453125 37.984375 14.40625
  3249. Q 37.984375 18.0625 35.515625 20.015625
  3250. Q 33.0625 21.96875 24.703125 23.78125
  3251. L 21.578125 24.515625
  3252. Q 13.234375 26.265625 9.515625 29.90625
  3253. Q 5.8125 33.546875 5.8125 39.890625
  3254. Q 5.8125 47.609375 11.28125 51.796875
  3255. Q 16.75 56 26.8125 56
  3256. Q 31.78125 56 36.171875 55.265625
  3257. Q 40.578125 54.546875 44.28125 53.078125
  3258. z
  3259. " id="DejaVuSans-73"/>
  3260. <path d="M 8.015625 75.875
  3261. L 15.828125 75.875
  3262. Q 23.140625 64.359375 26.78125 53.3125
  3263. Q 30.421875 42.28125 30.421875 31.390625
  3264. Q 30.421875 20.453125 26.78125 9.375
  3265. Q 23.140625 -1.703125 15.828125 -13.1875
  3266. L 8.015625 -13.1875
  3267. Q 14.5 -2 17.703125 9.0625
  3268. Q 20.90625 20.125 20.90625 31.390625
  3269. Q 20.90625 42.671875 17.703125 53.65625
  3270. Q 14.5 64.65625 8.015625 75.875
  3271. z
  3272. " id="DejaVuSans-29"/>
  3273. </defs>
  3274. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3275. <use xlink:href="#DejaVuSans-74"/>
  3276. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3277. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3278. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3279. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3280. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3281. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3282. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3283. </g>
  3284. </g>
  3285. </g>
  3286. <g id="matplotlib.axis_14"/>
  3287. </g>
  3288. </g>
  3289. <defs>
  3290. <clipPath id="pa63a60c863">
  3291. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3292. </clipPath>
  3293. <clipPath id="pca7ebea09a">
  3294. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3295. </clipPath>
  3296. <clipPath id="p7d58475ea5">
  3297. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3298. </clipPath>
  3299. <clipPath id="pe146266baa">
  3300. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3301. </clipPath>
  3302. <clipPath id="pa9f01e0ae2">
  3303. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3304. </clipPath>
  3305. <clipPath id="pbd2ba0af39">
  3306. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3307. </clipPath>
  3308. <clipPath id="pb7adb08e82">
  3309. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3310. </clipPath>
  3311. </defs>
  3312. </svg>