sub-33_ses-01_task-highspeed_rec-prenorm_run-03_carpetplot.svg 424 KB

12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697989910010110210310410510610710810911011111211311411511611711811912012112212312412512612712812913013113213313413513613713813914014114214314414514614714814915015115215315415515615715815916016116216316416516616716816917017117217317417517617717817918018118218318418518618718818919019119219319419519619719819920020120220320420520620720820921021121221321421521621721821922022122222322422522622722822923023123223323423523623723823924024124224324424524624724824925025125225325425525625725825926026126226326426526626726826927027127227327427527627727827928028128228328428528628728828929029129229329429529629729829930030130230330430530630730830931031131231331431531631731831932032132232332432532632732832933033133233333433533633733833934034134234334434534634734834935035135235335435535635735835936036136236336436536636736836937037137237337437537637737837938038138238338438538638738838939039139239339439539639739839940040140240340440540640740840941041141241341441541641741841942042142242342442542642742842943043143243343443543643743843944044144244344444544644744844945045145245345445545645745845946046146246346446546646746846947047147247347447547647747847948048148248348448548648748848949049149249349449549649749849950050150250350450550650750850951051151251351451551651751851952052152252352452552652752852953053153253353453553653753853954054154254354454554654754854955055155255355455555655755855956056156256356456556656756856957057157257357457557657757857958058158258358458558658758858959059159259359459559659759859960060160260360460560660760860961061161261361461561661761861962062162262362462562662762862963063163263363463563663763863964064164264364464564664764864965065165265365465565665765865966066166266366466566666766866967067167267367467567667767867968068168268368468568668768868969069169269369469569669769869970070170270370470570670770870971071171271371471571671771871972072172272372472572672772872973073173273373473573673773873974074174274374474574674774874975075175275375475575675775875976076176276376476576676776876977077177277377477577677777877978078178278378478578678778878979079179279379479579679779879980080180280380480580680780880981081181281381481581681781881982082182282382482582682782882983083183283383483583683783883984084184284384484584684784884985085185285385485585685785885986086186286386486586686786886987087187287387487587687787887988088188288388488588688788888989089189289389489589689789889990090190290390490590690790890991091191291391491591691791891992092192292392492592692792892993093193293393493593693793893994094194294394494594694794894995095195295395495595695795895996096196296396496596696796896997097197297397497597697797897998098198298398498598698798898999099199299399499599699799899910001001100210031004100510061007100810091010101110121013101410151016101710181019102010211022102310241025102610271028102910301031103210331034103510361037103810391040104110421043104410451046104710481049105010511052105310541055105610571058105910601061106210631064106510661067106810691070107110721073107410751076107710781079108010811082108310841085108610871088108910901091109210931094109510961097109810991100110111021103110411051106110711081109111011111112111311141115111611171118111911201121112211231124112511261127112811291130113111321133113411351136113711381139114011411142114311441145114611471148114911501151115211531154115511561157115811591160116111621163116411651166116711681169117011711172117311741175117611771178117911801181118211831184118511861187118811891190119111921193119411951196119711981199120012011202120312041205120612071208120912101211121212131214121512161217121812191220122112221223122412251226122712281229123012311232123312341235123612371238123912401241124212431244124512461247124812491250125112521253125412551256125712581259126012611262126312641265126612671268126912701271127212731274127512761277127812791280128112821283128412851286128712881289129012911292129312941295129612971298129913001301130213031304130513061307130813091310131113121313131413151316131713181319132013211322132313241325132613271328132913301331133213331334133513361337133813391340134113421343134413451346134713481349135013511352135313541355135613571358135913601361136213631364136513661367136813691370137113721373137413751376137713781379138013811382138313841385138613871388138913901391139213931394139513961397139813991400140114021403140414051406140714081409141014111412141314141415141614171418141914201421142214231424142514261427142814291430143114321433143414351436143714381439144014411442144314441445144614471448144914501451145214531454145514561457145814591460146114621463146414651466146714681469147014711472147314741475147614771478147914801481148214831484148514861487148814891490149114921493149414951496149714981499150015011502150315041505150615071508150915101511151215131514151515161517151815191520152115221523152415251526152715281529153015311532153315341535153615371538153915401541154215431544154515461547154815491550155115521553155415551556155715581559156015611562156315641565156615671568156915701571157215731574157515761577157815791580158115821583158415851586158715881589159015911592159315941595159615971598159916001601160216031604160516061607160816091610161116121613161416151616161716181619162016211622162316241625162616271628162916301631163216331634163516361637163816391640164116421643164416451646164716481649165016511652165316541655165616571658165916601661166216631664166516661667166816691670167116721673167416751676167716781679168016811682168316841685168616871688168916901691169216931694169516961697169816991700170117021703170417051706170717081709171017111712171317141715171617171718171917201721172217231724172517261727172817291730173117321733173417351736173717381739174017411742174317441745174617471748174917501751175217531754175517561757175817591760176117621763176417651766176717681769177017711772177317741775177617771778177917801781178217831784178517861787178817891790179117921793179417951796179717981799180018011802180318041805180618071808180918101811181218131814181518161817181818191820182118221823182418251826182718281829183018311832183318341835183618371838183918401841184218431844184518461847184818491850185118521853185418551856185718581859186018611862186318641865186618671868186918701871187218731874187518761877187818791880188118821883188418851886188718881889189018911892189318941895189618971898189919001901190219031904190519061907190819091910191119121913191419151916191719181919192019211922192319241925192619271928192919301931193219331934193519361937193819391940194119421943194419451946194719481949195019511952195319541955195619571958195919601961196219631964196519661967196819691970197119721973197419751976197719781979198019811982198319841985198619871988198919901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024202520262027202820292030203120322033203420352036203720382039204020412042204320442045204620472048204920502051205220532054205520562057205820592060206120622063206420652066206720682069207020712072207320742075207620772078207920802081208220832084208520862087208820892090209120922093209420952096209720982099210021012102210321042105210621072108210921102111211221132114211521162117211821192120212121222123212421252126212721282129213021312132213321342135213621372138213921402141214221432144214521462147214821492150215121522153215421552156215721582159216021612162216321642165216621672168216921702171217221732174217521762177217821792180218121822183218421852186218721882189219021912192219321942195219621972198219922002201220222032204220522062207220822092210221122122213221422152216221722182219222022212222222322242225222622272228222922302231223222332234223522362237223822392240224122422243224422452246224722482249225022512252225322542255225622572258225922602261226222632264226522662267226822692270227122722273227422752276227722782279228022812282228322842285228622872288228922902291229222932294229522962297229822992300230123022303230423052306230723082309231023112312231323142315231623172318231923202321232223232324232523262327232823292330233123322333233423352336233723382339234023412342234323442345234623472348234923502351235223532354235523562357235823592360236123622363236423652366236723682369237023712372237323742375237623772378237923802381238223832384238523862387238823892390239123922393239423952396239723982399240024012402240324042405240624072408240924102411241224132414241524162417241824192420242124222423242424252426242724282429243024312432243324342435243624372438243924402441244224432444244524462447244824492450245124522453245424552456245724582459246024612462246324642465246624672468246924702471247224732474247524762477247824792480248124822483248424852486248724882489249024912492249324942495249624972498249925002501250225032504250525062507250825092510251125122513251425152516251725182519252025212522252325242525252625272528252925302531253225332534253525362537253825392540254125422543254425452546254725482549255025512552255325542555255625572558255925602561256225632564256525662567256825692570257125722573257425752576257725782579258025812582258325842585258625872588258925902591259225932594259525962597259825992600260126022603260426052606260726082609261026112612261326142615261626172618261926202621262226232624262526262627262826292630263126322633263426352636263726382639264026412642264326442645264626472648264926502651265226532654265526562657265826592660266126622663266426652666266726682669267026712672267326742675267626772678267926802681268226832684268526862687268826892690269126922693269426952696269726982699270027012702270327042705270627072708270927102711271227132714271527162717271827192720272127222723272427252726272727282729273027312732273327342735273627372738273927402741274227432744274527462747274827492750275127522753275427552756275727582759276027612762276327642765276627672768276927702771277227732774277527762777277827792780278127822783278427852786278727882789279027912792279327942795279627972798279928002801280228032804280528062807280828092810281128122813281428152816281728182819282028212822282328242825282628272828282928302831283228332834283528362837283828392840284128422843284428452846284728482849285028512852285328542855285628572858285928602861286228632864286528662867286828692870287128722873287428752876287728782879288028812882288328842885288628872888288928902891289228932894289528962897289828992900290129022903290429052906290729082909291029112912291329142915291629172918291929202921292229232924292529262927292829292930293129322933293429352936293729382939294029412942294329442945294629472948294929502951295229532954295529562957295829592960296129622963296429652966296729682969297029712972297329742975297629772978297929802981298229832984298529862987298829892990299129922993299429952996299729982999300030013002300330043005300630073008300930103011301230133014301530163017301830193020302130223023302430253026302730283029303030313032303330343035303630373038303930403041304230433044304530463047304830493050305130523053305430553056305730583059306030613062306330643065306630673068306930703071307230733074307530763077307830793080308130823083308430853086308730883089309030913092309330943095309630973098309931003101310231033104310531063107310831093110311131123113311431153116311731183119312031213122312331243125312631273128312931303131313231333134313531363137313831393140314131423143314431453146314731483149315031513152315331543155315631573158315931603161316231633164316531663167316831693170317131723173317431753176317731783179318031813182318331843185318631873188318931903191319231933194319531963197319831993200320132023203320432053206320732083209321032113212321332143215321632173218321932203221322232233224322532263227322832293230323132323233323432353236323732383239324032413242324332443245324632473248324932503251325232533254325532563257325832593260326132623263326432653266326732683269327032713272327332743275327632773278327932803281328232833284328532863287328832893290329132923293329432953296329732983299330033013302330333043305330633073308330933103311331233133314331533163317331833193320332133223323332433253326332733283329333033313332333333343335333633373338333933403341334233433344334533463347334833493350335133523353335433553356335733583359336033613362336333643365336633673368336933703371337233733374337533763377337833793380338133823383338433853386338733883389339033913392339333943395339633973398339934003401340234033404340534063407340834093410341134123413341434153416341734183419342034213422342334243425342634273428342934303431343234333434343534363437343834393440344134423443344434453446344734483449345034513452345334543455345634573458345934603461346234633464346534663467346834693470347134723473347434753476347734783479348034813482348334843485348634873488348934903491349234933494349534963497349834993500350135023503350435053506350735083509351035113512351335143515351635173518351935203521352235233524352535263527352835293530353135323533353435353536353735383539354035413542354335443545354635473548354935503551
  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(#p1bd375d529)" d="M 18.697188 23.112938
  39. L 372.281346 23.112938
  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(#p1bd375d529)" d="M 18.697188 23.453772
  44. L 19.365589 23.763283
  45. L 20.702391 23.906567
  46. L 21.370792 23.806006
  47. L 22.039193 23.82309
  48. L 22.707594 23.631375
  49. L 24.044396 23.681737
  50. L 25.381198 23.587598
  51. L 26.049599 23.646339
  52. L 26.718 23.543859
  53. L 27.386401 23.275641
  54. L 28.054802 23.218819
  55. L 30.728407 24.354527
  56. L 32.065209 24.244552
  57. L 32.73361 24.196573
  58. L 34.070412 23.809781
  59. L 34.738813 23.414398
  60. L 35.407214 23.36406
  61. L 36.075615 23.100572
  62. L 36.744016 23.034241
  63. L 37.412417 22.684516
  64. L 38.080818 23.984262
  65. L 38.749219 23.175732
  66. L 40.754422 23.721099
  67. L 41.422823 23.883876
  68. L 45.43323 23.992866
  69. L 46.101631 23.850648
  70. L 46.770032 24.121337
  71. L 47.438433 24.000857
  72. L 48.106834 24.138083
  73. L 49.443636 23.973963
  74. L 50.112037 24.068115
  75. L 53.454042 23.946418
  76. L 54.122443 23.954922
  77. L 56.127647 23.355844
  78. L 56.796048 23.204256
  79. L 57.464449 23.37555
  80. L 58.13285 23.19175
  81. L 59.469652 23.695698
  82. L 60.806454 23.861548
  83. L 61.474855 23.84765
  84. L 62.143256 23.706812
  85. L 63.480058 23.90742
  86. L 64.81686 23.659397
  87. L 65.485261 23.615821
  88. L 66.153662 23.173148
  89. L 66.822064 23.401967
  90. L 67.490465 23.086698
  91. L 68.158866 23.496645
  92. L 68.827267 23.512927
  93. L 69.495668 23.261066
  94. L 70.164069 23.676607
  95. L 70.83247 23.594635
  96. L 71.500871 23.878545
  97. L 72.169272 23.898451
  98. L 72.837673 24.164537
  99. L 73.506074 24.038362
  100. L 74.174475 24.13876
  101. L 77.51648 23.697843
  102. L 78.184881 23.772339
  103. L 78.853283 23.654254
  104. L 79.521684 23.828434
  105. L 81.526887 23.968469
  106. L 82.195288 23.736113
  107. L 83.53209 23.633344
  108. L 84.200491 23.570928
  109. L 84.868892 23.808803
  110. L 86.205694 23.876814
  111. L 86.874095 23.701581
  112. L 88.210897 22.971286
  113. L 88.879298 23.037904
  114. L 89.547699 23.265644
  115. L 90.884502 23.405391
  116. L 91.552903 23.573499
  117. L 92.889705 23.767133
  118. L 93.558106 23.926862
  119. L 95.563309 23.62267
  120. L 96.23171 23.384055
  121. L 98.236913 23.345082
  122. L 98.905314 23.671075
  123. L 99.573715 23.646854
  124. L 100.242116 23.471345
  125. L 100.910517 23.468736
  126. L 101.578918 23.300904
  127. L 102.247319 23.255835
  128. L 102.915721 23.673333
  129. L 104.252523 24.08846
  130. L 104.920924 24.155932
  131. L 105.589325 24.087081
  132. L 106.257726 24.137606
  133. L 106.926127 24.038826
  134. L 107.594528 24.114338
  135. L 110.268132 23.874142
  136. L 110.936533 23.928393
  137. L 113.610137 23.387391
  138. L 115.615341 23.920704
  139. L 116.952143 23.890198
  140. L 117.620544 24.01902
  141. L 118.288945 23.860181
  142. L 119.625747 23.923865
  143. L 121.63095 24.170069
  144. L 122.299351 24.065355
  145. L 124.304554 23.277335
  146. L 124.972955 23.15215
  147. L 125.641356 23.225743
  148. L 126.309757 23.126085
  149. L 126.978159 23.146368
  150. L 127.64656 22.963283
  151. L 128.314961 23.029136
  152. L 128.983362 23.321212
  153. L 129.651763 23.462075
  154. L 130.320164 23.783904
  155. L 130.988565 23.763621
  156. L 131.656966 24.028841
  157. L 132.325367 23.921293
  158. L 137.672575 24.532093
  159. L 138.340976 24.097228
  160. L 139.009378 24.745947
  161. L 139.677779 23.586933
  162. L 140.34618 23.749811
  163. L 141.014581 23.424595
  164. L 141.682982 23.660702
  165. L 142.351383 23.529798
  166. L 145.693388 23.601396
  167. L 147.03019 23.492895
  168. L 147.698591 23.570401
  169. L 148.366992 23.978241
  170. L 150.372195 24.336734
  171. L 151.708998 24.0638
  172. L 152.377399 23.732375
  173. L 153.714201 23.635728
  174. L 154.382602 23.618919
  175. L 155.051003 23.802519
  176. L 155.719404 23.767986
  177. L 156.387805 23.880063
  178. L 157.056206 23.823956
  179. L 159.061409 23.268667
  180. L 159.72981 23.44336
  181. L 160.398211 23.383327
  182. L 161.735013 23.798517
  183. L 162.403414 23.772113
  184. L 163.071816 23.951071
  185. L 165.077019 23.908348
  186. L 165.74542 23.732363
  187. L 167.082222 23.665443
  188. L 167.750623 23.59821
  189. L 169.087425 23.710387
  190. L 170.424227 23.768777
  191. L 171.761029 23.911271
  192. L 172.42943 23.996567
  193. L 175.103035 23.556114
  194. L 176.439837 23.615357
  195. L 179.113441 23.025373
  196. L 179.781842 23.405993
  197. L 180.450243 23.343803
  198. L 181.118644 23.651156
  199. L 183.792248 23.491226
  200. L 185.797451 23.897573
  201. L 186.465852 23.877454
  202. L 187.134254 23.978115
  203. L 187.802655 23.927389
  204. L 189.139457 24.242858
  205. L 191.14466 23.632542
  206. L 191.813061 23.109477
  207. L 192.481462 23.058889
  208. L 193.149863 23.333128
  209. L 194.486665 23.410923
  210. L 195.155066 23.109703
  211. L 196.491868 23.069827
  212. L 197.160269 22.945346
  213. L 199.833874 24.233664
  214. L 200.502275 24.147641
  215. L 201.170676 24.234592
  216. L 201.839077 23.971455
  217. L 202.507478 23.892932
  218. L 203.175879 23.550959
  219. L 203.84428 23.459742
  220. L 206.517884 23.533937
  221. L 207.186285 23.717424
  222. L 207.854686 23.648096
  223. L 208.523087 23.777783
  224. L 213.870296 23.631902
  225. L 214.538697 23.566149
  226. L 215.207098 23.613977
  227. L 215.875499 23.544298
  228. L 216.5439 23.697592
  229. L 217.880702 23.552564
  230. L 218.549103 23.602964
  231. L 219.217504 23.520327
  232. L 219.885905 23.685337
  233. L 220.554306 23.628101
  234. L 221.891108 23.726819
  235. L 223.227911 23.648121
  236. L 224.564713 23.637296
  237. L 225.901515 23.462979
  238. L 226.569916 23.116891
  239. L 227.238317 22.975362
  240. L 227.906718 23.063769
  241. L 228.575119 22.955719
  242. L 229.911921 23.239278
  243. L 232.585525 23.358466
  244. L 234.590728 23.186469
  245. L 235.25913 23.32431
  246. L 235.927531 23.810321
  247. L 237.264333 24.185422
  248. L 237.932734 24.234454
  249. L 239.269536 23.898815
  250. L 240.606338 23.578002
  251. L 241.274739 23.617979
  252. L 241.94314 23.43453
  253. L 245.953546 23.864797
  254. L 247.290349 23.737844
  255. L 247.95875 23.690919
  256. L 249.295552 23.865349
  257. L 249.963953 23.766155
  258. L 250.632354 23.792785
  259. L 252.637557 23.067657
  260. L 253.305958 23.050435
  261. L 253.974359 23.268253
  262. L 254.64276 23.079586
  263. L 255.979562 23.257591
  264. L 257.984765 23.475234
  265. L 258.653166 23.775211
  266. L 259.989969 23.822087
  267. L 260.65837 23.913328
  268. L 261.326771 23.785786
  269. L 261.995172 23.782148
  270. L 262.663573 23.585315
  271. L 264.000375 23.768877
  272. L 264.668776 23.494952
  273. L 265.337177 23.4366
  274. L 266.673979 23.827392
  275. L 267.34238 24.16697
  276. L 269.347583 23.993908
  277. L 270.015984 23.79424
  278. L 270.684385 23.877592
  279. L 271.352787 23.669645
  280. L 272.021188 23.708342
  281. L 274.694792 23.292149
  282. L 276.031594 23.424094
  283. L 276.699995 23.272982
  284. L 277.368396 23.581527
  285. L 279.373599 23.898502
  286. L 280.710401 23.530739
  287. L 282.047203 23.315881
  288. L 282.715604 23.567353
  289. L 283.384006 23.500471
  290. L 284.052407 23.611481
  291. L 285.389209 23.13183
  292. L 286.05761 22.885488
  293. L 286.726011 23.165961
  294. L 287.394412 23.586959
  295. L 288.731214 24.001346
  296. L 289.399615 24.003027
  297. L 290.736417 23.800223
  298. L 291.404818 23.423768
  299. L 292.073219 23.570853
  300. L 292.74162 23.484804
  301. L 293.410021 22.907038
  302. L 294.746823 23.565434
  303. L 296.083626 23.564167
  304. L 296.752027 23.724536
  305. L 298.088829 24.499248
  306. L 298.75723 24.617966
  307. L 300.094032 24.194503
  308. L 300.762433 23.821221
  309. L 301.430834 23.654054
  310. L 302.099235 23.269282
  311. L 302.767636 23.409794
  312. L 303.436037 23.285425
  313. L 304.104438 23.561332
  314. L 304.772839 23.377808
  315. L 305.44124 24.301449
  316. L 306.109641 23.80573
  317. L 306.778042 23.852341
  318. L 308.114845 23.691007
  319. L 308.783246 23.773782
  320. L 309.451647 23.573236
  321. L 310.120048 23.552326
  322. L 312.125251 23.884917
  323. L 312.793652 23.869865
  324. L 313.462053 23.687319
  325. L 314.130454 23.734809
  326. L 314.798855 23.545038
  327. L 315.467256 23.645386
  328. L 316.135657 23.400926
  329. L 319.477663 23.35306
  330. L 321.482866 23.540284
  331. L 322.151267 23.584099
  332. L 322.819668 23.411349
  333. L 323.488069 23.841855
  334. L 325.493272 23.746474
  335. L 326.161673 23.41806
  336. L 326.830074 23.631551
  337. L 327.498475 23.514093
  338. L 328.166876 23.62346
  339. L 328.835277 23.567579
  340. L 329.503678 23.709747
  341. L 331.508882 23.769893
  342. L 332.177283 23.549617
  343. L 334.182486 23.369994
  344. L 334.850887 23.527139
  345. L 335.519288 23.448704
  346. L 336.187689 23.67243
  347. L 337.524491 23.78492
  348. L 338.861293 23.19732
  349. L 341.534897 22.811883
  350. L 342.203298 23.575331
  351. L 343.540101 23.914708
  352. L 344.876903 23.583271
  353. L 345.545304 23.640319
  354. L 346.213705 23.438895
  355. L 346.882106 23.549805
  356. L 348.218908 23.601609
  357. L 348.887309 23.667137
  358. L 349.55571 23.573198
  359. L 350.224111 23.728048
  360. L 354.234517 23.496256
  361. L 354.902918 23.625367
  362. L 356.908122 23.62558
  363. L 357.576523 23.437841
  364. L 358.913325 23.556415
  365. L 359.581726 23.61848
  366. L 360.250127 23.813331
  367. L 360.918528 23.764223
  368. L 361.586929 23.870178
  369. L 362.923731 23.661392
  370. L 363.592132 23.615495
  371. L 364.260533 23.430591
  372. L 364.928934 23.521745
  373. L 365.597335 23.402205
  374. L 368.27094 23.656036
  375. L 368.939341 23.482321
  376. L 369.607742 23.534213
  377. L 370.944544 23.412127
  378. L 372.281346 23.543483
  379. L 372.281346 23.543483
  380. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  381. </g>
  382. <g id="text_1">
  383. <g id="patch_3">
  384. <path d="M 18.697188 25.935276
  385. L 29.974688 25.935276
  386. Q 32.374688 25.935276 32.374688 23.535276
  387. L 32.374688 15.792776
  388. Q 32.374688 13.392776 29.974688 13.392776
  389. L 18.697188 13.392776
  390. Q 16.297188 13.392776 16.297188 15.792776
  391. L 16.297188 23.535276
  392. Q 16.297188 25.935276 18.697188 25.935276
  393. z
  394. " style="fill:#ffffff;opacity:0.8;"/>
  395. </g>
  396. <!-- GS -->
  397. <defs>
  398. <path d="M 59.515625 10.40625
  399. L 59.515625 29.984375
  400. L 43.40625 29.984375
  401. L 43.40625 38.09375
  402. L 69.28125 38.09375
  403. L 69.28125 6.78125
  404. Q 63.578125 2.734375 56.6875 0.65625
  405. Q 49.8125 -1.421875 42 -1.421875
  406. Q 24.90625 -1.421875 15.25 8.5625
  407. Q 5.609375 18.5625 5.609375 36.375
  408. Q 5.609375 54.25 15.25 64.234375
  409. Q 24.90625 74.21875 42 74.21875
  410. Q 49.125 74.21875 55.546875 72.453125
  411. Q 61.96875 70.703125 67.390625 67.28125
  412. L 67.390625 56.78125
  413. Q 61.921875 61.421875 55.765625 63.765625
  414. Q 49.609375 66.109375 42.828125 66.109375
  415. Q 29.4375 66.109375 22.71875 58.640625
  416. Q 16.015625 51.171875 16.015625 36.375
  417. Q 16.015625 21.625 22.71875 14.15625
  418. Q 29.4375 6.6875 42.828125 6.6875
  419. Q 48.046875 6.6875 52.140625 7.59375
  420. Q 56.25 8.5 59.515625 10.40625
  421. z
  422. " id="DejaVuSans-47"/>
  423. <path d="M 53.515625 70.515625
  424. L 53.515625 60.890625
  425. Q 47.90625 63.578125 42.921875 64.890625
  426. Q 37.9375 66.21875 33.296875 66.21875
  427. Q 25.25 66.21875 20.875 63.09375
  428. Q 16.5 59.96875 16.5 54.203125
  429. Q 16.5 49.359375 19.40625 46.890625
  430. Q 22.3125 44.4375 30.421875 42.921875
  431. L 36.375 41.703125
  432. Q 47.40625 39.59375 52.65625 34.296875
  433. Q 57.90625 29 57.90625 20.125
  434. Q 57.90625 9.515625 50.796875 4.046875
  435. Q 43.703125 -1.421875 29.984375 -1.421875
  436. Q 24.8125 -1.421875 18.96875 -0.25
  437. Q 13.140625 0.921875 6.890625 3.21875
  438. L 6.890625 13.375
  439. Q 12.890625 10.015625 18.65625 8.296875
  440. Q 24.421875 6.59375 29.984375 6.59375
  441. Q 38.421875 6.59375 43.015625 9.90625
  442. Q 47.609375 13.234375 47.609375 19.390625
  443. Q 47.609375 24.75 44.3125 27.78125
  444. Q 41.015625 30.8125 33.5 32.328125
  445. L 27.484375 33.5
  446. Q 16.453125 35.6875 11.515625 40.375
  447. Q 6.59375 45.0625 6.59375 53.421875
  448. Q 6.59375 63.09375 13.40625 68.65625
  449. Q 20.21875 74.21875 32.171875 74.21875
  450. Q 37.3125 74.21875 42.625 73.28125
  451. Q 47.953125 72.359375 53.515625 70.515625
  452. z
  453. " id="DejaVuSans-53"/>
  454. </defs>
  455. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  456. <use xlink:href="#DejaVuSans-47"/>
  457. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  458. </g>
  459. </g>
  460. <g id="text_2">
  461. <g id="patch_4">
  462. <path d="M 280.129663 22.799651
  463. L 365.209663 22.799651
  464. Q 366.409663 22.799651 366.409663 21.599651
  465. L 366.409663 17.728401
  466. Q 366.409663 16.528401 365.209663 16.528401
  467. L 280.129663 16.528401
  468. Q 278.929663 16.528401 278.929663 17.728401
  469. L 278.929663 21.599651
  470. Q 278.929663 22.799651 280.129663 22.799651
  471. z
  472. " style="fill:#ffffff;opacity:0.8;"/>
  473. </g>
  474. <!-- max: 519.895 $\bullet$ mean: 515.160 $\bullet$ $\sigma$: 1.502 -->
  475. <defs>
  476. <path d="M 52 44.1875
  477. Q 55.375 50.25 60.0625 53.125
  478. Q 64.75 56 71.09375 56
  479. Q 79.640625 56 84.28125 50.015625
  480. Q 88.921875 44.046875 88.921875 33.015625
  481. L 88.921875 0
  482. L 79.890625 0
  483. L 79.890625 32.71875
  484. Q 79.890625 40.578125 77.09375 44.375
  485. Q 74.3125 48.1875 68.609375 48.1875
  486. Q 61.625 48.1875 57.5625 43.546875
  487. Q 53.515625 38.921875 53.515625 30.90625
  488. L 53.515625 0
  489. L 44.484375 0
  490. L 44.484375 32.71875
  491. Q 44.484375 40.625 41.703125 44.40625
  492. Q 38.921875 48.1875 33.109375 48.1875
  493. Q 26.21875 48.1875 22.15625 43.53125
  494. Q 18.109375 38.875 18.109375 30.90625
  495. L 18.109375 0
  496. L 9.078125 0
  497. L 9.078125 54.6875
  498. L 18.109375 54.6875
  499. L 18.109375 46.1875
  500. Q 21.1875 51.21875 25.484375 53.609375
  501. Q 29.78125 56 35.6875 56
  502. Q 41.65625 56 45.828125 52.96875
  503. Q 50 49.953125 52 44.1875
  504. z
  505. " id="DejaVuSans-6d"/>
  506. <path d="M 34.28125 27.484375
  507. Q 23.390625 27.484375 19.1875 25
  508. Q 14.984375 22.515625 14.984375 16.5
  509. Q 14.984375 11.71875 18.140625 8.90625
  510. Q 21.296875 6.109375 26.703125 6.109375
  511. Q 34.1875 6.109375 38.703125 11.40625
  512. Q 43.21875 16.703125 43.21875 25.484375
  513. L 43.21875 27.484375
  514. z
  515. M 52.203125 31.203125
  516. L 52.203125 0
  517. L 43.21875 0
  518. L 43.21875 8.296875
  519. Q 40.140625 3.328125 35.546875 0.953125
  520. Q 30.953125 -1.421875 24.3125 -1.421875
  521. Q 15.921875 -1.421875 10.953125 3.296875
  522. Q 6 8.015625 6 15.921875
  523. Q 6 25.140625 12.171875 29.828125
  524. Q 18.359375 34.515625 30.609375 34.515625
  525. L 43.21875 34.515625
  526. L 43.21875 35.40625
  527. Q 43.21875 41.609375 39.140625 45
  528. Q 35.0625 48.390625 27.6875 48.390625
  529. Q 23 48.390625 18.546875 47.265625
  530. Q 14.109375 46.140625 10.015625 43.890625
  531. L 10.015625 52.203125
  532. Q 14.9375 54.109375 19.578125 55.046875
  533. Q 24.21875 56 28.609375 56
  534. Q 40.484375 56 46.34375 49.84375
  535. Q 52.203125 43.703125 52.203125 31.203125
  536. z
  537. " id="DejaVuSans-61"/>
  538. <path d="M 54.890625 54.6875
  539. L 35.109375 28.078125
  540. L 55.90625 0
  541. L 45.3125 0
  542. L 29.390625 21.484375
  543. L 13.484375 0
  544. L 2.875 0
  545. L 24.125 28.609375
  546. L 4.6875 54.6875
  547. L 15.28125 54.6875
  548. L 29.78125 35.203125
  549. L 44.28125 54.6875
  550. z
  551. " id="DejaVuSans-78"/>
  552. <path d="M 11.71875 12.40625
  553. L 22.015625 12.40625
  554. L 22.015625 0
  555. L 11.71875 0
  556. z
  557. M 11.71875 51.703125
  558. L 22.015625 51.703125
  559. L 22.015625 39.3125
  560. L 11.71875 39.3125
  561. z
  562. " id="DejaVuSans-3a"/>
  563. <path id="DejaVuSans-20"/>
  564. <path d="M 10.796875 72.90625
  565. L 49.515625 72.90625
  566. L 49.515625 64.59375
  567. L 19.828125 64.59375
  568. L 19.828125 46.734375
  569. Q 21.96875 47.46875 24.109375 47.828125
  570. Q 26.265625 48.1875 28.421875 48.1875
  571. Q 40.625 48.1875 47.75 41.5
  572. Q 54.890625 34.8125 54.890625 23.390625
  573. Q 54.890625 11.625 47.5625 5.09375
  574. Q 40.234375 -1.421875 26.90625 -1.421875
  575. Q 22.3125 -1.421875 17.546875 -0.640625
  576. Q 12.796875 0.140625 7.71875 1.703125
  577. L 7.71875 11.625
  578. Q 12.109375 9.234375 16.796875 8.0625
  579. Q 21.484375 6.890625 26.703125 6.890625
  580. Q 35.15625 6.890625 40.078125 11.328125
  581. Q 45.015625 15.765625 45.015625 23.390625
  582. Q 45.015625 31 40.078125 35.4375
  583. Q 35.15625 39.890625 26.703125 39.890625
  584. Q 22.75 39.890625 18.8125 39.015625
  585. Q 14.890625 38.140625 10.796875 36.28125
  586. z
  587. " id="DejaVuSans-35"/>
  588. <path d="M 12.40625 8.296875
  589. L 28.515625 8.296875
  590. L 28.515625 63.921875
  591. L 10.984375 60.40625
  592. L 10.984375 69.390625
  593. L 28.421875 72.90625
  594. L 38.28125 72.90625
  595. L 38.28125 8.296875
  596. L 54.390625 8.296875
  597. L 54.390625 0
  598. L 12.40625 0
  599. z
  600. " id="DejaVuSans-31"/>
  601. <path d="M 10.984375 1.515625
  602. L 10.984375 10.5
  603. Q 14.703125 8.734375 18.5 7.8125
  604. Q 22.3125 6.890625 25.984375 6.890625
  605. Q 35.75 6.890625 40.890625 13.453125
  606. Q 46.046875 20.015625 46.78125 33.40625
  607. Q 43.953125 29.203125 39.59375 26.953125
  608. Q 35.25 24.703125 29.984375 24.703125
  609. Q 19.046875 24.703125 12.671875 31.3125
  610. Q 6.296875 37.9375 6.296875 49.421875
  611. Q 6.296875 60.640625 12.9375 67.421875
  612. Q 19.578125 74.21875 30.609375 74.21875
  613. Q 43.265625 74.21875 49.921875 64.515625
  614. Q 56.59375 54.828125 56.59375 36.375
  615. Q 56.59375 19.140625 48.40625 8.859375
  616. Q 40.234375 -1.421875 26.421875 -1.421875
  617. Q 22.703125 -1.421875 18.890625 -0.6875
  618. Q 15.09375 0.046875 10.984375 1.515625
  619. z
  620. M 30.609375 32.421875
  621. Q 37.25 32.421875 41.125 36.953125
  622. Q 45.015625 41.5 45.015625 49.421875
  623. Q 45.015625 57.28125 41.125 61.84375
  624. Q 37.25 66.40625 30.609375 66.40625
  625. Q 23.96875 66.40625 20.09375 61.84375
  626. Q 16.21875 57.28125 16.21875 49.421875
  627. Q 16.21875 41.5 20.09375 36.953125
  628. Q 23.96875 32.421875 30.609375 32.421875
  629. z
  630. " id="DejaVuSans-39"/>
  631. <path d="M 10.6875 12.40625
  632. L 21 12.40625
  633. L 21 0
  634. L 10.6875 0
  635. z
  636. " id="DejaVuSans-2e"/>
  637. <path d="M 31.78125 34.625
  638. Q 24.75 34.625 20.71875 30.859375
  639. Q 16.703125 27.09375 16.703125 20.515625
  640. Q 16.703125 13.921875 20.71875 10.15625
  641. Q 24.75 6.390625 31.78125 6.390625
  642. Q 38.8125 6.390625 42.859375 10.171875
  643. Q 46.921875 13.96875 46.921875 20.515625
  644. Q 46.921875 27.09375 42.890625 30.859375
  645. Q 38.875 34.625 31.78125 34.625
  646. z
  647. M 21.921875 38.8125
  648. Q 15.578125 40.375 12.03125 44.71875
  649. Q 8.5 49.078125 8.5 55.328125
  650. Q 8.5 64.0625 14.71875 69.140625
  651. Q 20.953125 74.21875 31.78125 74.21875
  652. Q 42.671875 74.21875 48.875 69.140625
  653. Q 55.078125 64.0625 55.078125 55.328125
  654. Q 55.078125 49.078125 51.53125 44.71875
  655. Q 48 40.375 41.703125 38.8125
  656. Q 48.828125 37.15625 52.796875 32.3125
  657. Q 56.78125 27.484375 56.78125 20.515625
  658. Q 56.78125 9.90625 50.3125 4.234375
  659. Q 43.84375 -1.421875 31.78125 -1.421875
  660. Q 19.734375 -1.421875 13.25 4.234375
  661. Q 6.78125 9.90625 6.78125 20.515625
  662. Q 6.78125 27.484375 10.78125 32.3125
  663. Q 14.796875 37.15625 21.921875 38.8125
  664. z
  665. M 18.3125 54.390625
  666. Q 18.3125 48.734375 21.84375 45.5625
  667. Q 25.390625 42.390625 31.78125 42.390625
  668. Q 38.140625 42.390625 41.71875 45.5625
  669. Q 45.3125 48.734375 45.3125 54.390625
  670. Q 45.3125 60.0625 41.71875 63.234375
  671. Q 38.140625 66.40625 31.78125 66.40625
  672. Q 25.390625 66.40625 21.84375 63.234375
  673. Q 18.3125 60.0625 18.3125 54.390625
  674. z
  675. " id="DejaVuSans-38"/>
  676. <path d="M 16.734375 31.203125
  677. Q 16.734375 37.265625 20.953125 41.4375
  678. Q 25.1875 45.609375 31.34375 45.609375
  679. Q 37.390625 45.609375 41.5625 41.4375
  680. Q 45.75 37.265625 45.75 31.203125
  681. Q 45.75 25.109375 41.546875 20.90625
  682. Q 37.34375 16.703125 31.25 16.703125
  683. Q 25.140625 16.703125 20.9375 20.90625
  684. Q 16.734375 25.109375 16.734375 31.203125
  685. z
  686. " id="DejaVuSans-2219"/>
  687. <path d="M 56.203125 29.59375
  688. L 56.203125 25.203125
  689. L 14.890625 25.203125
  690. Q 15.484375 15.921875 20.484375 11.0625
  691. Q 25.484375 6.203125 34.421875 6.203125
  692. Q 39.59375 6.203125 44.453125 7.46875
  693. Q 49.3125 8.734375 54.109375 11.28125
  694. L 54.109375 2.78125
  695. Q 49.265625 0.734375 44.1875 -0.34375
  696. Q 39.109375 -1.421875 33.890625 -1.421875
  697. Q 20.796875 -1.421875 13.15625 6.1875
  698. Q 5.515625 13.8125 5.515625 26.8125
  699. Q 5.515625 40.234375 12.765625 48.109375
  700. Q 20.015625 56 32.328125 56
  701. Q 43.359375 56 49.78125 48.890625
  702. Q 56.203125 41.796875 56.203125 29.59375
  703. z
  704. M 47.21875 32.234375
  705. Q 47.125 39.59375 43.09375 43.984375
  706. Q 39.0625 48.390625 32.421875 48.390625
  707. Q 24.90625 48.390625 20.390625 44.140625
  708. Q 15.875 39.890625 15.1875 32.171875
  709. z
  710. " id="DejaVuSans-65"/>
  711. <path d="M 54.890625 33.015625
  712. L 54.890625 0
  713. L 45.90625 0
  714. L 45.90625 32.71875
  715. Q 45.90625 40.484375 42.875 44.328125
  716. Q 39.84375 48.1875 33.796875 48.1875
  717. Q 26.515625 48.1875 22.3125 43.546875
  718. Q 18.109375 38.921875 18.109375 30.90625
  719. L 18.109375 0
  720. L 9.078125 0
  721. L 9.078125 54.6875
  722. L 18.109375 54.6875
  723. L 18.109375 46.1875
  724. Q 21.34375 51.125 25.703125 53.5625
  725. Q 30.078125 56 35.796875 56
  726. Q 45.21875 56 50.046875 50.171875
  727. Q 54.890625 44.34375 54.890625 33.015625
  728. z
  729. " id="DejaVuSans-6e"/>
  730. <path d="M 33.015625 40.375
  731. Q 26.375 40.375 22.484375 35.828125
  732. Q 18.609375 31.296875 18.609375 23.390625
  733. Q 18.609375 15.53125 22.484375 10.953125
  734. Q 26.375 6.390625 33.015625 6.390625
  735. Q 39.65625 6.390625 43.53125 10.953125
  736. Q 47.40625 15.53125 47.40625 23.390625
  737. Q 47.40625 31.296875 43.53125 35.828125
  738. Q 39.65625 40.375 33.015625 40.375
  739. z
  740. M 52.59375 71.296875
  741. L 52.59375 62.3125
  742. Q 48.875 64.0625 45.09375 64.984375
  743. Q 41.3125 65.921875 37.59375 65.921875
  744. Q 27.828125 65.921875 22.671875 59.328125
  745. Q 17.53125 52.734375 16.796875 39.40625
  746. Q 19.671875 43.65625 24.015625 45.921875
  747. Q 28.375 48.1875 33.59375 48.1875
  748. Q 44.578125 48.1875 50.953125 41.515625
  749. Q 57.328125 34.859375 57.328125 23.390625
  750. Q 57.328125 12.15625 50.6875 5.359375
  751. Q 44.046875 -1.421875 33.015625 -1.421875
  752. Q 20.359375 -1.421875 13.671875 8.265625
  753. Q 6.984375 17.96875 6.984375 36.375
  754. Q 6.984375 53.65625 15.1875 63.9375
  755. Q 23.390625 74.21875 37.203125 74.21875
  756. Q 40.921875 74.21875 44.703125 73.484375
  757. Q 48.484375 72.75 52.59375 71.296875
  758. z
  759. " id="DejaVuSans-36"/>
  760. <path d="M 31.78125 66.40625
  761. Q 24.171875 66.40625 20.328125 58.90625
  762. Q 16.5 51.421875 16.5 36.375
  763. Q 16.5 21.390625 20.328125 13.890625
  764. Q 24.171875 6.390625 31.78125 6.390625
  765. Q 39.453125 6.390625 43.28125 13.890625
  766. Q 47.125 21.390625 47.125 36.375
  767. Q 47.125 51.421875 43.28125 58.90625
  768. Q 39.453125 66.40625 31.78125 66.40625
  769. z
  770. M 31.78125 74.21875
  771. Q 44.046875 74.21875 50.515625 64.515625
  772. Q 56.984375 54.828125 56.984375 36.375
  773. Q 56.984375 17.96875 50.515625 8.265625
  774. Q 44.046875 -1.421875 31.78125 -1.421875
  775. Q 19.53125 -1.421875 13.0625 8.265625
  776. Q 6.59375 17.96875 6.59375 36.375
  777. Q 6.59375 54.828125 13.0625 64.515625
  778. Q 19.53125 74.21875 31.78125 74.21875
  779. z
  780. " id="DejaVuSans-30"/>
  781. <path d="M 34.671875 47.5625
  782. Q 27.25 47.5625 22.21875 42.1875
  783. Q 16.890625 36.578125 15.140625 27.296875
  784. Q 13.1875 17.484375 16.3125 11.8125
  785. Q 19.390625 6.203125 26.65625 6.203125
  786. Q 33.84375 6.203125 39.109375 11.859375
  787. Q 44.4375 17.53125 46.34375 27.296875
  788. Q 48.046875 36.234375 45.015625 42.1875
  789. Q 42.1875 47.5625 34.671875 47.5625
  790. z
  791. M 36.078125 54.734375
  792. L 65.921875 54.6875
  793. L 64.15625 45.703125
  794. L 54.109375 45.703125
  795. Q 57.90625 38.09375 55.859375 27.296875
  796. Q 53.21875 13.875 45.0625 6.25
  797. Q 36.859375 -1.421875 25.140625 -1.421875
  798. Q 13.375 -1.421875 8.203125 6.25
  799. Q 3.03125 13.875 5.671875 27.296875
  800. Q 8.25 40.765625 16.40625 48.390625
  801. Q 23.1875 54.734375 36.078125 54.734375
  802. z
  803. " id="DejaVuSans-Oblique-3c3"/>
  804. <path d="M 19.1875 8.296875
  805. L 53.609375 8.296875
  806. L 53.609375 0
  807. L 7.328125 0
  808. L 7.328125 8.296875
  809. Q 12.9375 14.109375 22.625 23.890625
  810. Q 32.328125 33.6875 34.8125 36.53125
  811. Q 39.546875 41.84375 41.421875 45.53125
  812. Q 43.3125 49.21875 43.3125 52.78125
  813. Q 43.3125 58.59375 39.234375 62.25
  814. Q 35.15625 65.921875 28.609375 65.921875
  815. Q 23.96875 65.921875 18.8125 64.3125
  816. Q 13.671875 62.703125 7.8125 59.421875
  817. L 7.8125 69.390625
  818. Q 13.765625 71.78125 18.9375 73
  819. Q 24.125 74.21875 28.421875 74.21875
  820. Q 39.75 74.21875 46.484375 68.546875
  821. Q 53.21875 62.890625 53.21875 53.421875
  822. Q 53.21875 48.921875 51.53125 44.890625
  823. Q 49.859375 40.875 45.40625 35.40625
  824. Q 44.1875 33.984375 37.640625 27.21875
  825. Q 31.109375 20.453125 19.1875 8.296875
  826. z
  827. " id="DejaVuSans-32"/>
  828. </defs>
  829. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  830. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  831. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  832. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  833. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  834. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  835. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  836. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
  837. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
  838. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  839. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
  840. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-39"/>
  841. <use transform="translate(633.220703 0.78125)" xlink:href="#DejaVuSans-35"/>
  842. <use transform="translate(696.84375 0.78125)" xlink:href="#DejaVuSans-20"/>
  843. <use transform="translate(728.630859 0.78125)" xlink:href="#DejaVuSans-2219"/>
  844. <use transform="translate(791.228516 0.78125)" xlink:href="#DejaVuSans-20"/>
  845. <use transform="translate(823.015625 0.78125)" xlink:href="#DejaVuSans-6d"/>
  846. <use transform="translate(920.427734 0.78125)" xlink:href="#DejaVuSans-65"/>
  847. <use transform="translate(981.951172 0.78125)" xlink:href="#DejaVuSans-61"/>
  848. <use transform="translate(1043.230469 0.78125)" xlink:href="#DejaVuSans-6e"/>
  849. <use transform="translate(1106.609375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  850. <use transform="translate(1140.300781 0.78125)" xlink:href="#DejaVuSans-20"/>
  851. <use transform="translate(1172.087891 0.78125)" xlink:href="#DejaVuSans-35"/>
  852. <use transform="translate(1235.710938 0.78125)" xlink:href="#DejaVuSans-31"/>
  853. <use transform="translate(1299.333984 0.78125)" xlink:href="#DejaVuSans-35"/>
  854. <use transform="translate(1362.957031 0.78125)" xlink:href="#DejaVuSans-2e"/>
  855. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-31"/>
  856. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-36"/>
  857. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-30"/>
  858. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  859. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  860. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  861. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  862. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  863. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  864. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-31"/>
  865. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  866. <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-35"/>
  867. <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-30"/>
  868. <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-32"/>
  869. </g>
  870. </g>
  871. <g id="text_3">
  872. <!-- 517.81 -->
  873. <defs>
  874. <path d="M 8.203125 72.90625
  875. L 55.078125 72.90625
  876. L 55.078125 68.703125
  877. L 28.609375 0
  878. L 18.3125 0
  879. L 43.21875 64.59375
  880. L 8.203125 64.59375
  881. z
  882. " id="DejaVuSans-37"/>
  883. </defs>
  884. <g style="fill:#d3d3d3;" transform="translate(7.2 23.94075)scale(0.03 -0.03)">
  885. <use xlink:href="#DejaVuSans-35"/>
  886. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  887. <use x="127.246094" xlink:href="#DejaVuSans-37"/>
  888. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  889. <use x="222.65625" xlink:href="#DejaVuSans-38"/>
  890. <use x="286.279297" xlink:href="#DejaVuSans-31"/>
  891. </g>
  892. </g>
  893. </g>
  894. <g id="axes_2">
  895. <g id="patch_5">
  896. <path d="M 18.697188 65.2224
  897. L 372.281346 65.2224
  898. L 372.281346 39.675648
  899. L 18.697188 39.675648
  900. z
  901. " style="fill:#ffffff;"/>
  902. </g>
  903. <g id="matplotlib.axis_3">
  904. <g id="xtick_6"/>
  905. <g id="xtick_7"/>
  906. <g id="xtick_8"/>
  907. <g id="xtick_9"/>
  908. <g id="xtick_10"/>
  909. </g>
  910. <g id="matplotlib.axis_4"/>
  911. <g id="line2d_3">
  912. <path clip-path="url(#pf798295b68)" d="M 18.697188 49.572763
  913. L 372.281346 49.572763
  914. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  915. </g>
  916. <g id="line2d_4">
  917. <path clip-path="url(#pf798295b68)" d="M 18.697188 50.244658
  918. L 19.365589 51.456015
  919. L 20.03399 52.086422
  920. L 20.702391 52.072899
  921. L 21.370792 51.885711
  922. L 22.039193 52.044077
  923. L 22.707594 51.575245
  924. L 23.375995 52.158779
  925. L 24.044396 51.112843
  926. L 24.712797 51.178917
  927. L 25.381198 51.656384
  928. L 26.049599 51.247996
  929. L 26.718 51.560629
  930. L 27.386401 51.458083
  931. L 28.054802 51.144748
  932. L 28.723203 51.627386
  933. L 29.391604 51.593363
  934. L 30.060005 51.723277
  935. L 30.728407 52.71598
  936. L 31.396808 51.876471
  937. L 32.065209 52.513084
  938. L 32.73361 52.424286
  939. L 33.402011 51.703305
  940. L 34.070412 51.709784
  941. L 34.738813 52.135558
  942. L 36.075615 51.210666
  943. L 36.744016 51.624722
  944. L 37.412417 50.795107
  945. L 38.080818 52.210482
  946. L 38.749219 49.805419
  947. L 39.41762 50.896316
  948. L 40.086021 50.768432
  949. L 40.754422 50.971981
  950. L 41.422823 50.978577
  951. L 42.091224 50.554735
  952. L 42.759626 50.477723
  953. L 43.428027 50.947257
  954. L 44.096428 50.470864
  955. L 44.764829 50.826378
  956. L 45.43323 50.468376
  957. L 46.101631 50.318967
  958. L 46.770032 50.760119
  959. L 47.438433 50.157412
  960. L 48.106834 51.081581
  961. L 48.775235 50.28435
  962. L 49.443636 50.754391
  963. L 50.112037 50.735199
  964. L 50.780438 50.356932
  965. L 51.448839 50.98529
  966. L 52.11724 50.84437
  967. L 52.785641 50.281315
  968. L 53.454042 51.335536
  969. L 54.122443 50.709822
  970. L 54.790845 50.636957
  971. L 55.459246 50.914581
  972. L 56.127647 50.174311
  973. L 56.796048 49.990324
  974. L 57.464449 50.072926
  975. L 58.13285 49.510827
  976. L 58.801251 50.577859
  977. L 59.469652 50.190693
  978. L 60.138053 50.401833
  979. L 60.806454 50.7934
  980. L 61.474855 50.553339
  981. L 62.143256 50.702797
  982. L 62.811657 50.980968
  983. L 63.480058 50.368982
  984. L 64.148459 50.892891
  985. L 64.81686 50.831862
  986. L 66.153662 51.169433
  987. L 66.822064 52.616664
  988. L 67.490465 51.768247
  989. L 68.158866 51.687323
  990. L 68.827267 50.718115
  991. L 70.164069 51.081708
  992. L 70.83247 50.425533
  993. L 71.500871 50.354551
  994. L 72.169272 50.748879
  995. L 72.837673 50.874997
  996. L 73.506074 50.358639
  997. L 74.174475 51.492164
  998. L 74.842876 50.546373
  999. L 75.511277 51.187571
  1000. L 76.179678 50.551125
  1001. L 76.848079 50.441212
  1002. L 77.51648 50.56777
  1003. L 78.184881 50.233974
  1004. L 78.853283 50.34095
  1005. L 79.521684 50.722837
  1006. L 80.190085 50.135644
  1007. L 80.858486 51.050837
  1008. L 81.526887 50.75405
  1009. L 82.195288 50.69663
  1010. L 82.863689 50.811314
  1011. L 83.53209 50.357995
  1012. L 84.200491 50.479157
  1013. L 84.868892 50.987807
  1014. L 85.537293 50.813655
  1015. L 86.205694 50.520917
  1016. L 86.874095 51.258807
  1017. L 87.542496 50.555096
  1018. L 88.210897 50.495237
  1019. L 88.879298 50.661251
  1020. L 89.547699 49.817401
  1021. L 90.2161 50.054554
  1022. L 90.884502 50.701401
  1023. L 91.552903 50.261148
  1024. L 92.221304 50.690044
  1025. L 92.889705 51.321144
  1026. L 93.558106 51.245235
  1027. L 94.226507 50.931685
  1028. L 94.894908 51.322774
  1029. L 96.23171 50.302039
  1030. L 96.900111 50.182399
  1031. L 97.568512 49.468141
  1032. L 98.236913 50.3345
  1033. L 98.905314 50.750869
  1034. L 100.242116 50.522829
  1035. L 100.910517 50.446462
  1036. L 101.578918 49.689702
  1037. L 102.247319 50.022561
  1038. L 102.915721 50.011604
  1039. L 103.584122 49.83951
  1040. L 104.252523 50.798425
  1041. L 104.920924 50.313064
  1042. L 105.589325 51.115536
  1043. L 106.257726 50.592211
  1044. L 107.594528 50.972069
  1045. L 108.262929 50.389979
  1046. L 108.93133 50.938749
  1047. L 109.599731 50.319816
  1048. L 110.268132 50.725755
  1049. L 112.941736 50.391432
  1050. L 113.610137 50.02096
  1051. L 114.278538 50.231545
  1052. L 114.94694 49.898335
  1053. L 115.615341 50.457711
  1054. L 116.283742 50.054232
  1055. L 116.952143 50.666549
  1056. L 118.288945 50.303171
  1057. L 118.957346 50.944516
  1058. L 119.625747 50.244034
  1059. L 120.962549 51.092978
  1060. L 121.63095 50.094674
  1061. L 122.299351 50.706592
  1062. L 123.636153 51.021596
  1063. L 124.304554 50.466805
  1064. L 124.972955 50.81226
  1065. L 125.641356 49.994197
  1066. L 126.309757 50.367098
  1067. L 126.978159 50.333642
  1068. L 127.64656 49.679633
  1069. L 128.314961 50.022541
  1070. L 128.983362 49.564569
  1071. L 129.651763 50.112861
  1072. L 130.988565 50.254142
  1073. L 131.656966 51.158232
  1074. L 132.325367 50.371733
  1075. L 132.993768 51.275072
  1076. L 133.662169 50.252044
  1077. L 134.33057 50.979592
  1078. L 134.998971 50.633844
  1079. L 135.667372 51.100149
  1080. L 136.335773 50.850985
  1081. L 137.004174 51.659896
  1082. L 137.672575 50.93991
  1083. L 138.340976 52.837113
  1084. L 139.009378 54.03839
  1085. L 139.677779 51.350435
  1086. L 140.34618 51.883116
  1087. L 141.014581 50.493002
  1088. L 141.682982 50.765114
  1089. L 142.351383 50.086898
  1090. L 143.019784 50.470786
  1091. L 143.688185 49.586522
  1092. L 144.356586 50.128638
  1093. L 145.024987 49.539893
  1094. L 145.693388 49.790247
  1095. L 146.361789 49.602123
  1096. L 147.698591 49.752019
  1097. L 148.366992 50.271031
  1098. L 149.035393 50.04428
  1099. L 149.703794 50.893896
  1100. L 150.372195 50.545553
  1101. L 151.040597 50.811079
  1102. L 151.708998 50.758782
  1103. L 152.377399 50.459097
  1104. L 153.0458 50.422889
  1105. L 153.714201 49.746487
  1106. L 154.382602 50.128716
  1107. L 155.051003 50.072897
  1108. L 155.719404 49.894949
  1109. L 156.387805 50.674306
  1110. L 157.056206 50.083873
  1111. L 157.724607 50.433182
  1112. L 159.72981 50.018404
  1113. L 160.398211 49.553612
  1114. L 161.066612 50.115896
  1115. L 161.735013 49.734594
  1116. L 162.403414 50.082029
  1117. L 163.071816 50.699791
  1118. L 163.740217 50.002637
  1119. L 164.408618 50.515726
  1120. L 165.077019 50.44972
  1121. L 165.74542 50.040738
  1122. L 166.413821 50.701743
  1123. L 167.082222 49.826972
  1124. L 167.750623 50.148699
  1125. L 168.419024 50.129243
  1126. L 169.087425 49.668578
  1127. L 169.755826 50.641679
  1128. L 171.092628 50.206177
  1129. L 171.761029 50.815929
  1130. L 172.42943 50.33012
  1131. L 173.097831 50.825842
  1132. L 173.766232 50.992052
  1133. L 174.434633 50.382397
  1134. L 175.103035 50.893155
  1135. L 177.108238 50.471313
  1136. L 177.776639 50.637074
  1137. L 178.44504 50.192439
  1138. L 179.113441 50.901204
  1139. L 179.781842 50.703723
  1140. L 180.450243 50.7155
  1141. L 181.118644 51.241069
  1142. L 182.455446 50.872812
  1143. L 183.123847 50.121467
  1144. L 183.792248 50.850683
  1145. L 184.460649 50.081483
  1146. L 185.12905 50.376787
  1147. L 185.797451 50.114793
  1148. L 186.465852 50.412703
  1149. L 187.802655 50.170603
  1150. L 188.471056 50.827549
  1151. L 189.139457 50.120881
  1152. L 190.476259 51.173355
  1153. L 191.14466 50.257547
  1154. L 191.813061 49.738828
  1155. L 192.481462 50.134463
  1156. L 193.149863 49.766138
  1157. L 193.818264 50.057695
  1158. L 194.486665 50.129272
  1159. L 195.155066 49.833158
  1160. L 195.823467 49.79052
  1161. L 196.491868 49.078955
  1162. L 197.160269 49.480278
  1163. L 197.82867 49.56972
  1164. L 198.497071 49.535386
  1165. L 199.165473 50.586542
  1166. L 199.833874 50.385968
  1167. L 200.502275 50.743961
  1168. L 201.170676 50.808289
  1169. L 201.839077 50.477489
  1170. L 202.507478 50.729277
  1171. L 203.175879 49.938846
  1172. L 203.84428 50.115788
  1173. L 204.512681 49.313834
  1174. L 205.181082 49.830407
  1175. L 205.849483 49.247077
  1176. L 206.517884 50.109378
  1177. L 207.854686 49.719246
  1178. L 208.523087 50.454218
  1179. L 209.191488 49.923176
  1180. L 209.859889 50.151665
  1181. L 210.52829 50.040748
  1182. L 211.196692 50.28636
  1183. L 211.865093 50.213417
  1184. L 212.533494 49.972673
  1185. L 213.201895 50.556286
  1186. L 213.870296 49.765347
  1187. L 214.538697 50.321348
  1188. L 215.207098 49.64603
  1189. L 215.875499 49.887105
  1190. L 217.212301 49.582814
  1191. L 217.880702 50.258416
  1192. L 218.549103 49.666227
  1193. L 219.217504 50.080068
  1194. L 219.885905 50.136951
  1195. L 220.554306 49.991007
  1196. L 221.222707 50.4646
  1197. L 222.559509 49.965502
  1198. L 223.227911 50.850127
  1199. L 223.896312 50.28355
  1200. L 224.564713 50.142279
  1201. L 225.233114 50.777203
  1202. L 226.569916 49.922952
  1203. L 227.238317 50.425757
  1204. L 227.906718 49.931957
  1205. L 228.575119 50.116462
  1206. L 229.911921 49.595986
  1207. L 230.580322 50.014599
  1208. L 231.248723 49.646088
  1209. L 231.917124 50.032854
  1210. L 233.253926 49.676042
  1211. L 234.590728 49.662421
  1212. L 235.25913 49.442285
  1213. L 235.927531 50.075365
  1214. L 236.595932 49.592298
  1215. L 237.264333 50.568755
  1216. L 237.932734 50.639845
  1217. L 238.601135 50.256708
  1218. L 239.269536 50.802864
  1219. L 239.937937 49.988636
  1220. L 240.606338 50.232852
  1221. L 241.274739 49.980459
  1222. L 241.94314 49.496621
  1223. L 242.611541 50.140395
  1224. L 243.279942 49.483888
  1225. L 243.948343 49.907155
  1226. L 244.616744 50.139527
  1227. L 245.285145 49.861522
  1228. L 245.953546 50.845921
  1229. L 247.290349 50.072877
  1230. L 247.95875 50.804854
  1231. L 248.627151 50.531835
  1232. L 249.295552 50.647962
  1233. L 249.963953 50.420635
  1234. L 250.632354 51.118297
  1235. L 251.300755 50.132317
  1236. L 251.969156 50.416488
  1237. L 252.637557 50.257703
  1238. L 253.305958 50.350599
  1239. L 253.974359 50.156963
  1240. L 254.64276 49.680345
  1241. L 255.311161 50.374094
  1242. L 255.979562 49.566257
  1243. L 256.647963 50.075073
  1244. L 257.316364 49.716572
  1245. L 258.653166 50.52723
  1246. L 259.321568 49.826192
  1247. L 259.989969 50.81707
  1248. L 260.65837 50.183775
  1249. L 261.995172 50.262953
  1250. L 262.663573 49.623354
  1251. L 263.331974 49.971073
  1252. L 264.000375 49.65204
  1253. L 264.668776 49.755952
  1254. L 265.337177 50.041811
  1255. L 266.005578 49.657845
  1256. L 266.673979 50.445857
  1257. L 268.010781 50.537231
  1258. L 268.679182 51.001799
  1259. L 269.347583 50.439476
  1260. L 270.015984 50.47423
  1261. L 271.352787 50.035869
  1262. L 272.021188 50.261157
  1263. L 272.689589 49.621383
  1264. L 273.35799 50.413932
  1265. L 274.026391 50.020199
  1266. L 274.694792 49.790111
  1267. L 275.363193 50.124423
  1268. L 276.031594 49.537357
  1269. L 277.368396 50.001525
  1270. L 278.036797 49.727422
  1271. L 278.705198 50.408927
  1272. L 279.373599 50.011252
  1273. L 280.710401 50.691537
  1274. L 281.378802 49.773602
  1275. L 282.047203 49.887271
  1276. L 282.715604 49.760859
  1277. L 283.384006 49.037332
  1278. L 284.052407 50.311913
  1279. L 284.720808 50.073736
  1280. L 285.389209 50.1595
  1281. L 286.05761 49.63157
  1282. L 286.726011 49.683779
  1283. L 287.394412 49.895427
  1284. L 288.062813 49.71467
  1285. L 288.731214 50.519151
  1286. L 289.399615 50.04427
  1287. L 290.068016 50.59787
  1288. L 290.736417 50.165002
  1289. L 291.404818 50.439144
  1290. L 292.74162 50.626536
  1291. L 293.410021 49.525482
  1292. L 294.078422 50.420147
  1293. L 295.415225 49.618632
  1294. L 296.083626 50.025946
  1295. L 296.752027 49.609626
  1296. L 297.420428 50.257596
  1297. L 298.75723 50.707021
  1298. L 299.425631 51.054467
  1299. L 300.094032 50.666091
  1300. L 300.762433 50.765339
  1301. L 302.099235 49.770255
  1302. L 302.767636 49.776695
  1303. L 303.436037 49.264815
  1304. L 304.104438 49.987035
  1305. L 304.772839 49.433113
  1306. L 305.44124 51.440062
  1307. L 306.109641 50.588425
  1308. L 306.778042 51.34018
  1309. L 307.446444 51.234912
  1310. L 308.114845 50.755611
  1311. L 308.783246 51.187747
  1312. L 309.451647 50.484563
  1313. L 311.45685 50.309718
  1314. L 312.125251 50.68379
  1315. L 312.793652 50.481109
  1316. L 313.462053 50.45575
  1317. L 314.798855 50.124277
  1318. L 315.467256 50.404838
  1319. L 316.135657 49.777534
  1320. L 316.804058 50.449242
  1321. L 317.472459 49.810991
  1322. L 318.14086 50.223271
  1323. L 318.809261 49.900833
  1324. L 319.477663 50.039421
  1325. L 320.146064 50.049568
  1326. L 320.814465 49.892081
  1327. L 321.482866 50.606651
  1328. L 322.151267 49.97281
  1329. L 322.819668 50.048924
  1330. L 323.488069 50.73278
  1331. L 324.15647 50.169257
  1332. L 324.824871 50.745503
  1333. L 325.493272 50.37224
  1334. L 326.830074 50.144952
  1335. L 328.166876 50.09766
  1336. L 328.835277 49.811508
  1337. L 329.503678 50.453448
  1338. L 330.172079 49.849892
  1339. L 330.84048 50.375772
  1340. L 331.508882 50.094801
  1341. L 332.177283 50.067482
  1342. L 332.845684 50.194332
  1343. L 333.514085 49.576482
  1344. L 334.182486 49.783105
  1345. L 334.850887 49.37625
  1346. L 335.519288 49.609217
  1347. L 336.187689 50.291989
  1348. L 336.85609 49.620369
  1349. L 337.524491 50.667301
  1350. L 338.192892 50.192771
  1351. L 338.861293 50.362249
  1352. L 340.198095 49.887778
  1353. L 340.866496 49.174788
  1354. L 341.534897 49.258746
  1355. L 342.203298 49.55326
  1356. L 342.871699 49.677018
  1357. L 343.540101 50.526966
  1358. L 344.208502 49.899359
  1359. L 344.876903 50.5513
  1360. L 345.545304 50.101865
  1361. L 346.213705 49.860946
  1362. L 346.882106 50.360366
  1363. L 347.550507 49.765357
  1364. L 348.218908 50.401941
  1365. L 348.887309 49.974771
  1366. L 349.55571 49.968546
  1367. L 350.224111 50.32326
  1368. L 350.892512 49.825743
  1369. L 351.560913 50.587869
  1370. L 352.229314 49.739433
  1371. L 352.897715 50.499754
  1372. L 353.566116 50.007476
  1373. L 354.234517 50.075219
  1374. L 354.902918 50.380827
  1375. L 355.57132 49.783905
  1376. L 356.239721 50.431631
  1377. L 356.908122 50.016111
  1378. L 357.576523 50.023731
  1379. L 358.244924 50.168622
  1380. L 358.913325 49.762157
  1381. L 359.581726 50.383822
  1382. L 360.250127 49.746448
  1383. L 361.586929 50.266904
  1384. L 362.25533 50.011428
  1385. L 362.923731 50.458902
  1386. L 363.592132 49.984743
  1387. L 364.260533 49.7295
  1388. L 364.928934 50.160173
  1389. L 365.597335 49.435104
  1390. L 366.265736 50.138854
  1391. L 366.934137 49.517257
  1392. L 367.602539 49.941402
  1393. L 368.27094 50.007496
  1394. L 368.939341 49.6705
  1395. L 369.607742 50.196517
  1396. L 370.276143 49.596152
  1397. L 370.944544 50.244307
  1398. L 371.612945 49.553992
  1399. L 372.281346 49.910151
  1400. L 372.281346 49.910151
  1401. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1402. </g>
  1403. <g id="text_4">
  1404. <g id="patch_6">
  1405. <path d="M 18.697188 53.610924
  1406. L 45.240938 53.610924
  1407. Q 47.640938 53.610924 47.640938 51.210924
  1408. L 47.640938 43.468424
  1409. Q 47.640938 41.068424 45.240938 41.068424
  1410. L 18.697188 41.068424
  1411. Q 16.297188 41.068424 16.297188 43.468424
  1412. L 16.297188 51.210924
  1413. Q 16.297188 53.610924 18.697188 53.610924
  1414. z
  1415. " style="fill:#ffffff;opacity:0.8;"/>
  1416. </g>
  1417. <!-- GSCSF -->
  1418. <defs>
  1419. <path d="M 64.40625 67.28125
  1420. L 64.40625 56.890625
  1421. Q 59.421875 61.53125 53.78125 63.8125
  1422. Q 48.140625 66.109375 41.796875 66.109375
  1423. Q 29.296875 66.109375 22.65625 58.46875
  1424. Q 16.015625 50.828125 16.015625 36.375
  1425. Q 16.015625 21.96875 22.65625 14.328125
  1426. Q 29.296875 6.6875 41.796875 6.6875
  1427. Q 48.140625 6.6875 53.78125 8.984375
  1428. Q 59.421875 11.28125 64.40625 15.921875
  1429. L 64.40625 5.609375
  1430. Q 59.234375 2.09375 53.4375 0.328125
  1431. Q 47.65625 -1.421875 41.21875 -1.421875
  1432. Q 24.65625 -1.421875 15.125 8.703125
  1433. Q 5.609375 18.84375 5.609375 36.375
  1434. Q 5.609375 53.953125 15.125 64.078125
  1435. Q 24.65625 74.21875 41.21875 74.21875
  1436. Q 47.75 74.21875 53.53125 72.484375
  1437. Q 59.328125 70.75 64.40625 67.28125
  1438. z
  1439. " id="DejaVuSans-43"/>
  1440. <path d="M 9.8125 72.90625
  1441. L 51.703125 72.90625
  1442. L 51.703125 64.59375
  1443. L 19.671875 64.59375
  1444. L 19.671875 43.109375
  1445. L 48.578125 43.109375
  1446. L 48.578125 34.8125
  1447. L 19.671875 34.8125
  1448. L 19.671875 0
  1449. L 9.8125 0
  1450. z
  1451. " id="DejaVuSans-46"/>
  1452. </defs>
  1453. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1454. <use xlink:href="#DejaVuSans-47"/>
  1455. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1456. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1457. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1458. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1459. </g>
  1460. </g>
  1461. <g id="text_5">
  1462. <g id="patch_7">
  1463. <path d="M 280.129663 50.475299
  1464. L 365.209663 50.475299
  1465. Q 366.409663 50.475299 366.409663 49.275299
  1466. L 366.409663 45.404049
  1467. Q 366.409663 44.204049 365.209663 44.204049
  1468. L 280.129663 44.204049
  1469. Q 278.929663 44.204049 278.929663 45.404049
  1470. L 278.929663 49.275299
  1471. Q 278.929663 50.475299 280.129663 50.475299
  1472. z
  1473. " style="fill:#ffffff;opacity:0.8;"/>
  1474. </g>
  1475. <!-- max: 585.625 $\bullet$ mean: 577.175 $\bullet$ $\sigma$: 3.837 -->
  1476. <defs>
  1477. <path d="M 40.578125 39.3125
  1478. Q 47.65625 37.796875 51.625 33
  1479. Q 55.609375 28.21875 55.609375 21.1875
  1480. Q 55.609375 10.40625 48.1875 4.484375
  1481. Q 40.765625 -1.421875 27.09375 -1.421875
  1482. Q 22.515625 -1.421875 17.65625 -0.515625
  1483. Q 12.796875 0.390625 7.625 2.203125
  1484. L 7.625 11.71875
  1485. Q 11.71875 9.328125 16.59375 8.109375
  1486. Q 21.484375 6.890625 26.8125 6.890625
  1487. Q 36.078125 6.890625 40.9375 10.546875
  1488. Q 45.796875 14.203125 45.796875 21.1875
  1489. Q 45.796875 27.640625 41.28125 31.265625
  1490. Q 36.765625 34.90625 28.71875 34.90625
  1491. L 20.21875 34.90625
  1492. L 20.21875 43.015625
  1493. L 29.109375 43.015625
  1494. Q 36.375 43.015625 40.234375 45.921875
  1495. Q 44.09375 48.828125 44.09375 54.296875
  1496. Q 44.09375 59.90625 40.109375 62.90625
  1497. Q 36.140625 65.921875 28.71875 65.921875
  1498. Q 24.65625 65.921875 20.015625 65.03125
  1499. Q 15.375 64.15625 9.8125 62.3125
  1500. L 9.8125 71.09375
  1501. Q 15.4375 72.65625 20.34375 73.4375
  1502. Q 25.25 74.21875 29.59375 74.21875
  1503. Q 40.828125 74.21875 47.359375 69.109375
  1504. Q 53.90625 64.015625 53.90625 55.328125
  1505. Q 53.90625 49.265625 50.4375 45.09375
  1506. Q 46.96875 40.921875 40.578125 39.3125
  1507. z
  1508. " id="DejaVuSans-33"/>
  1509. </defs>
  1510. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1511. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1512. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1513. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1514. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1515. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1516. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  1517. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
  1518. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
  1519. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1520. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
  1521. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-32"/>
  1522. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-35"/>
  1523. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1524. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1525. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1526. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1527. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1528. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1529. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1530. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1531. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1532. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-35"/>
  1533. <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-37"/>
  1534. <use transform="translate(1299.240234 0.78125)" xlink:href="#DejaVuSans-37"/>
  1535. <use transform="translate(1362.863281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1536. <use transform="translate(1394.650391 0.78125)" xlink:href="#DejaVuSans-31"/>
  1537. <use transform="translate(1458.273438 0.78125)" xlink:href="#DejaVuSans-37"/>
  1538. <use transform="translate(1521.896484 0.78125)" xlink:href="#DejaVuSans-35"/>
  1539. <use transform="translate(1585.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1540. <use transform="translate(1617.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1541. <use transform="translate(1679.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1542. <use transform="translate(1711.691406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1543. <use transform="translate(1775.070312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1544. <use transform="translate(1808.761719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1545. <use transform="translate(1840.548828 0.78125)" xlink:href="#DejaVuSans-33"/>
  1546. <use transform="translate(1904.171875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1547. <use transform="translate(1935.927734 0.78125)" xlink:href="#DejaVuSans-38"/>
  1548. <use transform="translate(1999.550781 0.78125)" xlink:href="#DejaVuSans-33"/>
  1549. <use transform="translate(2063.173828 0.78125)" xlink:href="#DejaVuSans-37"/>
  1550. </g>
  1551. </g>
  1552. <g id="text_6">
  1553. <!-- 582.28 -->
  1554. <g style="fill:#d3d3d3;" transform="translate(7.2 50.400576)scale(0.03 -0.03)">
  1555. <use xlink:href="#DejaVuSans-35"/>
  1556. <use x="63.623047" xlink:href="#DejaVuSans-38"/>
  1557. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  1558. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1559. <use x="222.65625" xlink:href="#DejaVuSans-32"/>
  1560. <use x="286.279297" xlink:href="#DejaVuSans-38"/>
  1561. </g>
  1562. </g>
  1563. </g>
  1564. <g id="axes_3">
  1565. <g id="patch_8">
  1566. <path d="M 18.697188 92.898048
  1567. L 372.281346 92.898048
  1568. L 372.281346 67.351296
  1569. L 18.697188 67.351296
  1570. z
  1571. " style="fill:#ffffff;"/>
  1572. </g>
  1573. <g id="matplotlib.axis_5">
  1574. <g id="xtick_11"/>
  1575. <g id="xtick_12"/>
  1576. <g id="xtick_13"/>
  1577. <g id="xtick_14"/>
  1578. <g id="xtick_15"/>
  1579. </g>
  1580. <g id="matplotlib.axis_6"/>
  1581. <g id="line2d_5">
  1582. <path clip-path="url(#p2dbc1ed379)" d="M 18.697188 78.304271
  1583. L 372.281346 78.304271
  1584. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1585. </g>
  1586. <g id="line2d_6">
  1587. <path clip-path="url(#p2dbc1ed379)" d="M 18.697188 79.816647
  1588. L 19.365589 79.989664
  1589. L 20.702391 80.073449
  1590. L 21.370792 79.928327
  1591. L 22.039193 79.937375
  1592. L 22.707594 79.771094
  1593. L 23.375995 79.821936
  1594. L 24.044396 79.637902
  1595. L 25.381198 79.582925
  1596. L 30.728407 79.720361
  1597. L 32.065209 80.000815
  1598. L 32.73361 79.926394
  1599. L 33.402011 79.599159
  1600. L 34.070412 79.599779
  1601. L 34.738813 79.485581
  1602. L 35.407214 79.598794
  1603. L 36.075615 79.39422
  1604. L 36.744016 79.451885
  1605. L 37.412417 79.028461
  1606. L 38.080818 80.061617
  1607. L 38.749219 79.416279
  1608. L 39.41762 79.047565
  1609. L 40.086021 79.146599
  1610. L 40.754422 79.021834
  1611. L 42.759626 79.292645
  1612. L 44.764829 79.121342
  1613. L 45.43323 79.178094
  1614. L 46.101631 79.104682
  1615. L 46.770032 79.193149
  1616. L 47.438433 79.062936
  1617. L 48.775235 79.086101
  1618. L 49.443636 79.032097
  1619. L 50.112037 79.200907
  1620. L 50.780438 79.220339
  1621. L 51.448839 79.114313
  1622. L 52.785641 79.231721
  1623. L 56.127647 79.101593
  1624. L 56.796048 78.827973
  1625. L 61.474855 79.217336
  1626. L 63.480058 78.913388
  1627. L 64.148459 79.003885
  1628. L 64.81686 78.871726
  1629. L 65.485261 79.522062
  1630. L 66.153662 79.509999
  1631. L 66.822064 79.091488
  1632. L 67.490465 78.980245
  1633. L 68.827267 79.427053
  1634. L 69.495668 79.084119
  1635. L 70.164069 79.262973
  1636. L 70.83247 79.111468
  1637. L 71.500871 79.231478
  1638. L 72.169272 79.122424
  1639. L 72.837673 79.421265
  1640. L 73.506074 79.303662
  1641. L 74.842876 79.367382
  1642. L 75.511277 79.176149
  1643. L 76.179678 79.152947
  1644. L 77.51648 78.958819
  1645. L 78.184881 79.040475
  1646. L 78.853283 78.903331
  1647. L 80.190085 79.242435
  1648. L 80.858486 79.178033
  1649. L 82.195288 79.319288
  1650. L 84.200491 79.199217
  1651. L 84.868892 79.323714
  1652. L 85.537293 79.281591
  1653. L 86.205694 79.383227
  1654. L 87.542496 79.18719
  1655. L 88.879298 79.037204
  1656. L 91.552903 79.204725
  1657. L 92.889705 79.455071
  1658. L 94.226507 79.554056
  1659. L 96.23171 79.165374
  1660. L 96.900111 78.667992
  1661. L 97.568512 78.533121
  1662. L 98.905314 79.267461
  1663. L 99.573715 79.346649
  1664. L 100.910517 79.138293
  1665. L 101.578918 79.102189
  1666. L 102.247319 79.182885
  1667. L 102.915721 79.086211
  1668. L 103.584122 79.235224
  1669. L 108.262929 79.344302
  1670. L 108.93133 79.168196
  1671. L 109.599731 79.223732
  1672. L 110.268132 79.100098
  1673. L 110.936533 79.193137
  1674. L 111.604934 79.143291
  1675. L 112.273335 78.950404
  1676. L 112.941736 79.136263
  1677. L 113.610137 78.95607
  1678. L 115.615341 79.080945
  1679. L 116.283742 79.184928
  1680. L 116.952143 79.062814
  1681. L 117.620544 79.214344
  1682. L 118.288945 79.001623
  1683. L 120.294148 79.229241
  1684. L 120.962549 79.11272
  1685. L 121.63095 78.831415
  1686. L 122.299351 78.889334
  1687. L 124.972955 78.631778
  1688. L 126.309757 78.871617
  1689. L 128.983362 78.908256
  1690. L 129.651763 78.93164
  1691. L 130.320164 79.183335
  1692. L 130.988565 79.155537
  1693. L 132.325367 79.257489
  1694. L 132.993768 79.111626
  1695. L 136.335773 79.277651
  1696. L 137.004174 79.331838
  1697. L 137.672575 79.930261
  1698. L 138.340976 79.765549
  1699. L 139.009378 80.010215
  1700. L 139.677779 79.269856
  1701. L 140.34618 79.088181
  1702. L 141.014581 78.784159
  1703. L 142.351383 78.841933
  1704. L 143.688185 78.826295
  1705. L 145.024987 78.839027
  1706. L 145.693388 78.464877
  1707. L 149.035393 78.868236
  1708. L 149.703794 78.786896
  1709. L 150.372195 79.011582
  1710. L 151.708998 78.839234
  1711. L 152.377399 78.575317
  1712. L 153.714201 78.595601
  1713. L 154.382602 78.46264
  1714. L 155.719404 78.613756
  1715. L 157.056206 78.764983
  1716. L 157.724607 78.67271
  1717. L 158.393008 78.722202
  1718. L 160.398211 78.497747
  1719. L 162.403414 78.640546
  1720. L 163.740217 78.729778
  1721. L 164.408618 78.697322
  1722. L 165.077019 78.784512
  1723. L 165.74542 78.715466
  1724. L 166.413821 78.530567
  1725. L 167.750623 78.545415
  1726. L 169.087425 78.706552
  1727. L 169.755826 78.635584
  1728. L 170.424227 78.84884
  1729. L 171.761029 78.787589
  1730. L 173.097831 78.999702
  1731. L 175.771436 78.658166
  1732. L 179.781842 79.103624
  1733. L 180.450243 78.743495
  1734. L 181.118644 78.993792
  1735. L 181.787045 78.872784
  1736. L 182.455446 78.925037
  1737. L 183.123847 78.771549
  1738. L 185.12905 78.758367
  1739. L 185.797451 78.635888
  1740. L 186.465852 78.779903
  1741. L 187.134254 78.716657
  1742. L 188.471056 78.886537
  1743. L 189.139457 78.754537
  1744. L 190.476259 78.966857
  1745. L 191.14466 78.723759
  1746. L 191.813061 78.209084
  1747. L 193.149863 78.582079
  1748. L 193.818264 78.500714
  1749. L 194.486665 78.742036
  1750. L 195.155066 78.526944
  1751. L 195.823467 78.552286
  1752. L 197.160269 78.363618
  1753. L 198.497071 78.698696
  1754. L 199.165473 78.740601
  1755. L 199.833874 78.949309
  1756. L 201.170676 79.053888
  1757. L 201.839077 78.825918
  1758. L 202.507478 78.831123
  1759. L 203.84428 78.459794
  1760. L 207.186285 78.598082
  1761. L 211.196692 78.698028
  1762. L 213.201895 78.635633
  1763. L 216.5439 78.461788
  1764. L 218.549103 78.584632
  1765. L 219.217504 78.474836
  1766. L 219.885905 78.669658
  1767. L 220.554306 78.543579
  1768. L 221.222707 78.614364
  1769. L 222.559509 78.517617
  1770. L 223.227911 78.637627
  1771. L 225.233114 78.535565
  1772. L 226.569916 78.587891
  1773. L 233.253926 78.435254
  1774. L 233.922327 78.325094
  1775. L 234.590728 78.374319
  1776. L 235.25913 78.28297
  1777. L 236.595932 78.556834
  1778. L 239.269536 78.763681
  1779. L 239.937937 78.686305
  1780. L 240.606338 78.465728
  1781. L 241.94314 78.376994
  1782. L 242.611541 78.244617
  1783. L 243.279942 78.354096
  1784. L 243.948343 78.291774
  1785. L 244.616744 78.534252
  1786. L 245.285145 78.626622
  1787. L 245.953546 78.556481
  1788. L 247.290349 78.649179
  1789. L 251.300755 78.591989
  1790. L 251.969156 78.424456
  1791. L 252.637557 78.428943
  1792. L 253.305958 78.284199
  1793. L 253.974359 78.50075
  1794. L 254.64276 78.399345
  1795. L 257.316364 78.591175
  1796. L 257.984765 78.377189
  1797. L 258.653166 78.578662
  1798. L 260.65837 78.609938
  1799. L 261.995172 78.423897
  1800. L 264.000375 78.323452
  1801. L 264.668776 78.272731
  1802. L 266.005578 78.499729
  1803. L 268.010781 78.668697
  1804. L 274.694792 78.29991
  1805. L 278.705198 78.430658
  1806. L 279.373599 78.559521
  1807. L 281.378802 78.361028
  1808. L 282.047203 78.15311
  1809. L 283.384006 78.266031
  1810. L 284.052407 78.365503
  1811. L 286.726011 78.367971
  1812. L 288.731214 78.669098
  1813. L 289.399615 78.763183
  1814. L 290.068016 78.594142
  1815. L 291.404818 78.870133
  1816. L 293.410021 78.446831
  1817. L 294.078422 78.584876
  1818. L 294.746823 78.375194
  1819. L 295.415225 78.373249
  1820. L 296.083626 78.653387
  1821. L 296.752027 78.588049
  1822. L 300.094032 79.029422
  1823. L 300.762433 78.726556
  1824. L 301.430834 78.717934
  1825. L 302.099235 78.373383
  1826. L 302.767636 78.469924
  1827. L 303.436037 78.276027
  1828. L 304.104438 78.574685
  1829. L 304.772839 78.377019
  1830. L 305.44124 79.465103
  1831. L 306.109641 79.320054
  1832. L 306.778042 78.830588
  1833. L 307.446444 78.845569
  1834. L 308.114845 78.624567
  1835. L 308.783246 78.911673
  1836. L 309.451647 78.619764
  1837. L 310.120048 78.720172
  1838. L 310.788449 78.608394
  1839. L 311.45685 78.647745
  1840. L 312.125251 78.54758
  1841. L 312.793652 78.660124
  1842. L 313.462053 78.565054
  1843. L 314.130454 78.677732
  1844. L 316.135657 78.590627
  1845. L 316.804058 78.676346
  1846. L 318.809261 78.463345
  1847. L 319.477663 78.452243
  1848. L 320.146064 78.61704
  1849. L 320.814465 78.647611
  1850. L 321.482866 78.551593
  1851. L 322.151267 78.662677
  1852. L 322.819668 78.335564
  1853. L 323.488069 78.946756
  1854. L 324.15647 78.928102
  1855. L 324.824871 78.467674
  1856. L 325.493272 78.502769
  1857. L 326.161673 78.391866
  1858. L 326.830074 78.56199
  1859. L 327.498475 78.463746
  1860. L 328.166876 78.600757
  1861. L 328.835277 78.471383
  1862. L 330.172079 78.593278
  1863. L 330.84048 78.497613
  1864. L 331.508882 78.562306
  1865. L 334.182486 78.334846
  1866. L 334.850887 78.438465
  1867. L 335.519288 78.33509
  1868. L 336.85609 78.584912
  1869. L 337.524491 78.51972
  1870. L 338.192892 78.629857
  1871. L 340.198095 78.474083
  1872. L 341.534897 78.05528
  1873. L 342.203298 78.437565
  1874. L 342.871699 78.353573
  1875. L 343.540101 78.541183
  1876. L 345.545304 78.621855
  1877. L 346.213705 78.395332
  1878. L 346.882106 78.428214
  1879. L 348.218908 78.273412
  1880. L 348.887309 78.3486
  1881. L 349.55571 78.196462
  1882. L 350.224111 78.361392
  1883. L 350.892512 78.337887
  1884. L 352.229314 78.457605
  1885. L 353.566116 78.512047
  1886. L 354.234517 78.436556
  1887. L 355.57132 78.449604
  1888. L 356.239721 78.350983
  1889. L 356.908122 78.391307
  1890. L 357.576523 78.232505
  1891. L 358.913325 78.324765
  1892. L 359.581726 78.218107
  1893. L 362.25533 78.469984
  1894. L 364.260533 78.344344
  1895. L 364.928934 78.457666
  1896. L 365.597335 78.296335
  1897. L 372.281346 78.314782
  1898. L 372.281346 78.314782
  1899. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1900. </g>
  1901. <g id="text_7">
  1902. <g id="patch_9">
  1903. <path d="M 18.697188 81.286572
  1904. L 44.787188 81.286572
  1905. Q 47.187188 81.286572 47.187188 78.886572
  1906. L 47.187188 71.144072
  1907. Q 47.187188 68.744072 44.787188 68.744072
  1908. L 18.697188 68.744072
  1909. Q 16.297188 68.744072 16.297188 71.144072
  1910. L 16.297188 78.886572
  1911. Q 16.297188 81.286572 18.697188 81.286572
  1912. z
  1913. " style="fill:#ffffff;opacity:0.8;"/>
  1914. </g>
  1915. <!-- GSWM -->
  1916. <defs>
  1917. <path d="M 3.328125 72.90625
  1918. L 13.28125 72.90625
  1919. L 28.609375 11.28125
  1920. L 43.890625 72.90625
  1921. L 54.984375 72.90625
  1922. L 70.3125 11.28125
  1923. L 85.59375 72.90625
  1924. L 95.609375 72.90625
  1925. L 77.296875 0
  1926. L 64.890625 0
  1927. L 49.515625 63.28125
  1928. L 33.984375 0
  1929. L 21.578125 0
  1930. z
  1931. " id="DejaVuSans-57"/>
  1932. <path d="M 9.8125 72.90625
  1933. L 24.515625 72.90625
  1934. L 43.109375 23.296875
  1935. L 61.8125 72.90625
  1936. L 76.515625 72.90625
  1937. L 76.515625 0
  1938. L 66.890625 0
  1939. L 66.890625 64.015625
  1940. L 48.09375 14.015625
  1941. L 38.1875 14.015625
  1942. L 19.390625 64.015625
  1943. L 19.390625 0
  1944. L 9.8125 0
  1945. z
  1946. " id="DejaVuSans-4d"/>
  1947. </defs>
  1948. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1949. <use xlink:href="#DejaVuSans-47"/>
  1950. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1951. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1952. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1953. </g>
  1954. </g>
  1955. <g id="text_8">
  1956. <g id="patch_10">
  1957. <path d="M 280.129663 78.150947
  1958. L 365.209663 78.150947
  1959. Q 366.409663 78.150947 366.409663 76.950947
  1960. L 366.409663 73.079697
  1961. Q 366.409663 71.879697 365.209663 71.879697
  1962. L 280.129663 71.879697
  1963. Q 278.929663 71.879697 278.929663 73.079697
  1964. L 278.929663 76.950947
  1965. Q 278.929663 78.150947 280.129663 78.150947
  1966. z
  1967. " style="fill:#ffffff;opacity:0.8;"/>
  1968. </g>
  1969. <!-- max: 537.253 $\bullet$ mean: 533.496 $\bullet$ $\sigma$: 1.992 -->
  1970. <defs>
  1971. <path d="M 37.796875 64.3125
  1972. L 12.890625 25.390625
  1973. L 37.796875 25.390625
  1974. z
  1975. M 35.203125 72.90625
  1976. L 47.609375 72.90625
  1977. L 47.609375 25.390625
  1978. L 58.015625 25.390625
  1979. L 58.015625 17.1875
  1980. L 47.609375 17.1875
  1981. L 47.609375 0
  1982. L 37.796875 0
  1983. L 37.796875 17.1875
  1984. L 4.890625 17.1875
  1985. L 4.890625 26.703125
  1986. z
  1987. " id="DejaVuSans-34"/>
  1988. </defs>
  1989. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1990. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1991. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1992. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1993. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1994. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1995. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  1996. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
  1997. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
  1998. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1999. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
  2000. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-35"/>
  2001. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-33"/>
  2002. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  2003. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2004. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  2005. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2006. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  2007. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  2008. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2009. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2010. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2011. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
  2012. <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-33"/>
  2013. <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-33"/>
  2014. <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2015. <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-34"/>
  2016. <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-39"/>
  2017. <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-36"/>
  2018. <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
  2019. <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2020. <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
  2021. <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2022. <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2023. <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
  2024. <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
  2025. <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2026. <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
  2027. <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
  2028. <use transform="translate(2063.236328 0.78125)" xlink:href="#DejaVuSans-32"/>
  2029. </g>
  2030. </g>
  2031. <g id="text_9">
  2032. <!-- 536.00 -->
  2033. <g style="fill:#d3d3d3;" transform="translate(7.2 79.132084)scale(0.03 -0.03)">
  2034. <use xlink:href="#DejaVuSans-35"/>
  2035. <use x="63.623047" xlink:href="#DejaVuSans-33"/>
  2036. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  2037. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  2038. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  2039. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  2040. </g>
  2041. </g>
  2042. </g>
  2043. <g id="axes_4">
  2044. <g id="patch_11">
  2045. <path d="M 18.697188 120.573696
  2046. L 372.281346 120.573696
  2047. L 372.281346 95.026944
  2048. L 18.697188 95.026944
  2049. z
  2050. " style="fill:#ffffff;"/>
  2051. </g>
  2052. <g id="matplotlib.axis_7">
  2053. <g id="xtick_16"/>
  2054. <g id="xtick_17"/>
  2055. <g id="xtick_18"/>
  2056. <g id="xtick_19"/>
  2057. <g id="xtick_20"/>
  2058. </g>
  2059. <g id="matplotlib.axis_8"/>
  2060. <g id="line2d_7">
  2061. <path clip-path="url(#p527018666a)" d="M 18.697188 110.317382
  2062. L 372.281346 110.317382
  2063. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2064. </g>
  2065. <g id="line2d_8">
  2066. <path clip-path="url(#p527018666a)" d="M 19.365589 112.464391
  2067. L 20.03399 114.964075
  2068. L 20.702391 115.904827
  2069. L 21.370792 115.55688
  2070. L 22.039193 114.847432
  2071. L 23.375995 114.860598
  2072. L 24.044396 114.289918
  2073. L 24.712797 114.903343
  2074. L 25.381198 115.213917
  2075. L 26.049599 114.238352
  2076. L 26.718 115.244591
  2077. L 27.386401 115.409576
  2078. L 28.054802 114.901044
  2079. L 28.723203 115.838998
  2080. L 29.391604 115.512914
  2081. L 30.060005 115.760277
  2082. L 30.728407 115.388958
  2083. L 31.396808 114.357108
  2084. L 32.065209 114.689489
  2085. L 32.73361 111.327592
  2086. L 33.402011 112.630862
  2087. L 34.070412 114.255358
  2088. L 34.738813 111.350347
  2089. L 35.407214 114.359324
  2090. L 36.744016 114.350262
  2091. L 37.412417 113.916063
  2092. L 38.080818 109.05446
  2093. L 38.749219 105.761832
  2094. L 39.41762 109.051351
  2095. L 40.086021 109.192599
  2096. L 40.754422 114.049859
  2097. L 41.422823 114.1409
  2098. L 42.091224 114.541281
  2099. L 42.759626 114.671236
  2100. L 44.096428 115.54768
  2101. L 44.764829 114.828187
  2102. L 45.43323 115.339278
  2103. L 46.101631 114.762804
  2104. L 46.770032 114.707203
  2105. L 47.438433 115.68423
  2106. L 48.775235 114.917057
  2107. L 50.112037 116.245515
  2108. L 51.448839 114.81885
  2109. L 52.11724 116.159468
  2110. L 53.454042 116.311939
  2111. L 54.122443 114.727489
  2112. L 54.790845 114.890496
  2113. L 55.459246 114.916531
  2114. L 56.127647 115.089938
  2115. L 56.796048 114.106191
  2116. L 57.464449 113.462882
  2117. L 58.13285 115.289997
  2118. L 58.801251 114.766312
  2119. L 59.469652 115.439633
  2120. L 60.138053 115.501234
  2121. L 60.806454 115.756482
  2122. L 61.474855 115.265779
  2123. L 62.143256 112.183989
  2124. L 62.811657 113.843422
  2125. L 63.480058 115.178031
  2126. L 64.148459 111.035372
  2127. L 64.81686 114.263415
  2128. L 66.153662 104.283976
  2129. L 66.822064 111.0488
  2130. L 68.158866 113.442458
  2131. L 68.827267 108.640718
  2132. L 69.495668 112.525638
  2133. L 70.164069 114.050191
  2134. L 70.83247 113.12273
  2135. L 71.500871 114.510996
  2136. L 72.169272 115.546641
  2137. L 72.837673 116.014542
  2138. L 73.506074 115.329094
  2139. L 74.174475 115.979124
  2140. L 74.842876 116.472958
  2141. L 76.179678 115.096612
  2142. L 76.848079 115.908278
  2143. L 77.51648 115.165002
  2144. L 78.184881 114.125128
  2145. L 78.853283 115.541154
  2146. L 79.521684 116.373117
  2147. L 80.190085 116.213481
  2148. L 80.858486 115.331575
  2149. L 81.526887 116.147994
  2150. L 82.863689 114.914062
  2151. L 83.53209 114.568082
  2152. L 84.868892 115.65543
  2153. L 85.537293 114.635522
  2154. L 86.205694 114.522676
  2155. L 86.874095 115.436445
  2156. L 87.542496 115.322992
  2157. L 88.210897 114.192454
  2158. L 88.879298 117.097696
  2159. L 89.547699 115.846792
  2160. L 90.2161 114.888611
  2161. L 90.884502 115.253482
  2162. L 91.552903 115.135904
  2163. L 92.221304 114.10866
  2164. L 92.889705 114.488024
  2165. L 93.558106 113.205142
  2166. L 94.226507 115.231552
  2167. L 94.894908 115.200659
  2168. L 95.563309 115.63887
  2169. L 96.23171 111.193647
  2170. L 96.900111 100.195021
  2171. L 97.568512 111.756522
  2172. L 98.236913 98.082074
  2173. L 98.905314 112.333167
  2174. L 99.573715 112.741891
  2175. L 100.242116 113.465807
  2176. L 100.910517 115.153813
  2177. L 101.578918 115.417347
  2178. L 102.247319 114.966737
  2179. L 102.915721 115.677865
  2180. L 104.252523 115.537805
  2181. L 104.920924 115.36562
  2182. L 105.589325 115.821282
  2183. L 106.257726 115.811671
  2184. L 106.926127 115.359781
  2185. L 107.594528 115.095263
  2186. L 108.262929 116.126978
  2187. L 108.93133 115.842746
  2188. L 109.599731 115.343152
  2189. L 110.268132 116.393094
  2190. L 110.936533 115.899261
  2191. L 111.604934 115.079138
  2192. L 112.273335 115.43017
  2193. L 112.941736 115.011218
  2194. L 113.610137 114.219837
  2195. L 114.278538 114.538458
  2196. L 114.94694 115.72503
  2197. L 115.615341 114.810358
  2198. L 116.283742 114.353097
  2199. L 116.952143 115.073653
  2200. L 119.625747 115.573714
  2201. L 120.294148 114.492491
  2202. L 120.962549 111.58084
  2203. L 121.63095 106.032681
  2204. L 122.299351 113.585637
  2205. L 122.967752 113.74173
  2206. L 123.636153 106.985925
  2207. L 124.304554 109.871017
  2208. L 124.972955 111.523514
  2209. L 125.641356 107.827888
  2210. L 126.309757 110.564304
  2211. L 126.978159 114.258912
  2212. L 128.314961 114.439668
  2213. L 128.983362 115.121435
  2214. L 130.988565 115.131562
  2215. L 131.656966 115.799923
  2216. L 132.325367 115.827123
  2217. L 132.993768 114.647648
  2218. L 133.662169 114.129449
  2219. L 134.33057 116.01116
  2220. L 134.998971 115.601383
  2221. L 135.667372 114.879353
  2222. L 136.335773 115.003481
  2223. L 137.004174 114.816049
  2224. L 137.672575 108.841132
  2225. L 138.340976 106.839946
  2226. L 139.009378 111.233168
  2227. L 139.677779 110.152768
  2228. L 140.34618 113.240685
  2229. L 141.682982 114.805673
  2230. L 142.351383 114.58359
  2231. L 143.019784 114.797661
  2232. L 143.688185 114.661682
  2233. L 144.356586 113.21801
  2234. L 145.024987 114.593499
  2235. L 145.693388 112.764131
  2236. L 147.03019 115.650904
  2237. L 148.366992 114.564813
  2238. L 149.035393 114.932085
  2239. L 149.703794 114.785364
  2240. L 150.372195 115.694264
  2241. L 151.040597 114.252329
  2242. L 151.708998 114.158169
  2243. L 152.377399 115.373472
  2244. L 153.0458 115.34257
  2245. L 153.714201 114.27017
  2246. L 155.051003 116.410317
  2247. L 156.387805 115.085995
  2248. L 157.056206 114.925388
  2249. L 157.724607 114.600619
  2250. L 158.393008 115.592777
  2251. L 159.061409 115.337037
  2252. L 159.72981 114.48048
  2253. L 160.398211 115.385896
  2254. L 161.066612 115.799465
  2255. L 161.735013 115.89446
  2256. L 162.403414 115.110544
  2257. L 163.071816 116.03053
  2258. L 163.740217 115.873431
  2259. L 164.408618 114.762746
  2260. L 165.077019 115.344604
  2261. L 165.74542 115.733865
  2262. L 166.413821 115.105732
  2263. L 167.082222 115.557863
  2264. L 167.750623 115.308797
  2265. L 168.419024 114.666676
  2266. L 169.087425 114.664619
  2267. L 169.755826 114.25337
  2268. L 170.424227 115.692836
  2269. L 171.761029 115.642493
  2270. L 172.42943 115.61736
  2271. L 173.097831 115.451508
  2272. L 173.766232 115.890163
  2273. L 174.434633 115.456878
  2274. L 175.103035 113.164194
  2275. L 175.771436 115.009869
  2276. L 176.439837 113.763901
  2277. L 177.108238 114.236821
  2278. L 177.776639 113.619546
  2279. L 178.44504 112.794269
  2280. L 179.113441 111.624681
  2281. L 179.781842 113.866771
  2282. L 180.450243 108.543564
  2283. L 181.118644 113.066878
  2284. L 181.787045 115.00052
  2285. L 182.455446 115.667509
  2286. L 183.123847 115.47649
  2287. L 183.792248 115.642321
  2288. L 184.460649 115.283071
  2289. L 185.12905 114.316045
  2290. L 185.797451 115.315838
  2291. L 186.465852 115.139596
  2292. L 187.134254 114.492491
  2293. L 187.802655 115.134065
  2294. L 188.471056 113.736221
  2295. L 189.139457 107.644388
  2296. L 189.807858 106.795694
  2297. L 190.476259 112.825241
  2298. L 191.14466 109.082038
  2299. L 191.813061 108.777303
  2300. L 192.481462 99.474123
  2301. L 193.149863 111.573582
  2302. L 193.818264 114.187563
  2303. L 194.486665 115.891318
  2304. L 195.155066 115.602423
  2305. L 195.823467 115.163242
  2306. L 196.491868 114.276308
  2307. L 197.160269 114.4248
  2308. L 197.82867 114.382011
  2309. L 198.497071 114.691968
  2310. L 199.165473 115.923947
  2311. L 199.833874 115.280752
  2312. L 200.502275 113.972087
  2313. L 201.170676 114.182443
  2314. L 201.839077 115.287015
  2315. L 202.507478 115.290248
  2316. L 203.175879 114.318011
  2317. L 203.84428 115.193482
  2318. L 204.512681 115.388055
  2319. L 205.181082 114.653774
  2320. L 205.849483 115.517771
  2321. L 207.186285 114.284582
  2322. L 207.854686 115.338797
  2323. L 209.191488 115.778517
  2324. L 209.859889 115.745522
  2325. L 210.52829 116.060965
  2326. L 211.865093 113.686153
  2327. L 212.533494 115.404444
  2328. L 213.201895 115.558526
  2329. L 214.538697 115.286328
  2330. L 215.207098 114.618494
  2331. L 215.875499 115.390433
  2332. L 216.5439 115.675098
  2333. L 217.212301 115.26018
  2334. L 217.880702 115.297654
  2335. L 218.549103 115.447816
  2336. L 219.217504 115.176911
  2337. L 219.885905 115.340935
  2338. L 220.554306 116.131572
  2339. L 221.222707 114.829044
  2340. L 221.891108 114.436434
  2341. L 222.559509 115.2713
  2342. L 223.227911 115.327094
  2343. L 223.896312 114.381863
  2344. L 224.564713 115.652126
  2345. L 225.233114 115.454959
  2346. L 225.901515 114.342628
  2347. L 226.569916 114.225712
  2348. L 227.238317 114.832929
  2349. L 227.906718 113.343624
  2350. L 228.575119 115.416821
  2351. L 229.24352 114.78997
  2352. L 229.911921 116.091777
  2353. L 230.580322 115.06563
  2354. L 231.917124 113.970453
  2355. L 232.585525 114.143495
  2356. L 233.253926 114.113574
  2357. L 233.922327 113.565306
  2358. L 234.590728 114.747329
  2359. L 235.25913 114.215107
  2360. L 235.927531 114.766267
  2361. L 236.595932 115.51368
  2362. L 237.264333 114.24393
  2363. L 237.932734 113.926406
  2364. L 238.601135 114.610722
  2365. L 239.269536 115.083492
  2366. L 239.937937 114.662517
  2367. L 240.606338 115.570423
  2368. L 241.274739 115.623693
  2369. L 241.94314 113.945732
  2370. L 242.611541 114.952679
  2371. L 243.279942 115.733933
  2372. L 243.948343 115.070156
  2373. L 244.616744 115.676367
  2374. L 245.285145 115.711441
  2375. L 245.953546 114.712975
  2376. L 246.621947 114.941411
  2377. L 247.290349 115.611407
  2378. L 247.95875 115.294912
  2379. L 248.627151 115.947627
  2380. L 249.295552 116.179126
  2381. L 249.963953 115.317883
  2382. L 250.632354 115.14267
  2383. L 251.300755 113.663398
  2384. L 251.969156 112.979814
  2385. L 252.637557 112.008536
  2386. L 253.305958 115.508959
  2387. L 253.974359 115.466308
  2388. L 254.64276 114.450538
  2389. L 255.311161 115.069664
  2390. L 255.979562 115.212111
  2391. L 256.647963 114.178443
  2392. L 257.316364 114.704288
  2393. L 258.653166 116.286601
  2394. L 259.321568 114.684757
  2395. L 259.989969 114.442503
  2396. L 260.65837 115.12283
  2397. L 261.326771 115.587258
  2398. L 261.995172 116.217996
  2399. L 262.663573 115.281986
  2400. L 263.331974 113.766211
  2401. L 264.000375 114.186078
  2402. L 265.337177 116.325596
  2403. L 266.005578 115.419302
  2404. L 266.673979 116.076428
  2405. L 267.34238 115.438948
  2406. L 268.010781 116.163618
  2407. L 268.679182 115.207105
  2408. L 270.015984 115.684813
  2409. L 270.684385 116.166395
  2410. L 272.021188 113.902303
  2411. L 273.35799 115.060463
  2412. L 274.026391 115.204339
  2413. L 274.694792 115.671282
  2414. L 275.363193 114.419337
  2415. L 276.031594 112.930899
  2416. L 276.699995 113.667741
  2417. L 277.368396 115.54368
  2418. L 278.036797 116.383094
  2419. L 278.705198 114.757455
  2420. L 279.373599 114.299702
  2421. L 280.042 115.25546
  2422. L 281.378802 115.106909
  2423. L 282.047203 114.457989
  2424. L 282.715604 113.373143
  2425. L 284.052407 112.516998
  2426. L 284.720808 114.364834
  2427. L 285.389209 113.934475
  2428. L 286.05761 114.692277
  2429. L 286.726011 116.069387
  2430. L 287.394412 114.889822
  2431. L 288.062813 114.943331
  2432. L 289.399615 116.099743
  2433. L 290.068016 114.658048
  2434. L 290.736417 114.910679
  2435. L 291.404818 109.275925
  2436. L 292.073219 111.352894
  2437. L 292.74162 111.471822
  2438. L 293.410021 109.997246
  2439. L 294.078422 113.220868
  2440. L 294.746823 111.259225
  2441. L 295.415225 114.136615
  2442. L 296.083626 115.277883
  2443. L 296.752027 114.143003
  2444. L 297.420428 114.66078
  2445. L 298.088829 114.058716
  2446. L 298.75723 115.402388
  2447. L 299.425631 114.716895
  2448. L 300.094032 115.316626
  2449. L 300.762433 114.80789
  2450. L 302.767636 114.129139
  2451. L 303.436037 115.088247
  2452. L 304.104438 114.88045
  2453. L 304.772839 112.708108
  2454. L 305.44124 111.303111
  2455. L 306.109641 108.173925
  2456. L 306.778042 109.684912
  2457. L 307.446444 111.952661
  2458. L 308.114845 112.362904
  2459. L 308.783246 114.129402
  2460. L 309.451647 114.549132
  2461. L 310.120048 114.651236
  2462. L 310.788449 114.364525
  2463. L 311.45685 116.083126
  2464. L 312.793652 115.674149
  2465. L 313.462053 116.021376
  2466. L 314.130454 116.216864
  2467. L 314.798855 115.960564
  2468. L 315.467256 115.002028
  2469. L 316.135657 115.114956
  2470. L 316.804058 115.385769
  2471. L 317.472459 115.384753
  2472. L 318.14086 115.589029
  2473. L 318.809261 116.045148
  2474. L 319.477663 115.104487
  2475. L 320.146064 114.401337
  2476. L 320.814465 115.25938
  2477. L 322.819668 115.075538
  2478. L 323.488069 111.047177
  2479. L 324.15647 111.064698
  2480. L 324.824871 106.178169
  2481. L 325.493272 112.65973
  2482. L 327.498475 115.740334
  2483. L 328.166876 114.572962
  2484. L 328.835277 114.294193
  2485. L 329.503678 115.438227
  2486. L 330.172079 115.998313
  2487. L 330.84048 114.956372
  2488. L 331.508882 115.2925
  2489. L 332.177283 115.339026
  2490. L 332.845684 114.718243
  2491. L 333.514085 115.360422
  2492. L 334.182486 115.186476
  2493. L 334.850887 115.452594
  2494. L 335.519288 115.585383
  2495. L 336.187689 114.74926
  2496. L 336.85609 113.561682
  2497. L 337.524491 113.793742
  2498. L 338.192892 111.843242
  2499. L 338.861293 113.738771
  2500. L 339.529694 113.406081
  2501. L 340.198095 113.596963
  2502. L 340.866496 114.263816
  2503. L 341.534897 111.119303
  2504. L 342.203298 114.305657
  2505. L 342.871699 114.798416
  2506. L 343.540101 114.145529
  2507. L 344.208502 114.573373
  2508. L 344.876903 115.386958
  2509. L 345.545304 115.652618
  2510. L 346.213705 115.220865
  2511. L 346.882106 115.520433
  2512. L 347.550507 116.233606
  2513. L 348.218908 115.192579
  2514. L 348.887309 114.820473
  2515. L 349.55571 115.836266
  2516. L 350.224111 116.112142
  2517. L 352.229314 115.645772
  2518. L 352.897715 114.4212
  2519. L 353.566116 114.355405
  2520. L 354.234517 115.750996
  2521. L 354.902918 116.239173
  2522. L 355.57132 115.740527
  2523. L 356.239721 114.847638
  2524. L 357.576523 116.044004
  2525. L 358.244924 115.912644
  2526. L 358.913325 115.505828
  2527. L 360.918528 116.188635
  2528. L 361.586929 115.597417
  2529. L 362.25533 116.58233
  2530. L 362.923731 116.212796
  2531. L 363.592132 116.256247
  2532. L 364.260533 115.751785
  2533. L 364.928934 116.31058
  2534. L 365.597335 115.872998
  2535. L 366.265736 114.786221
  2536. L 366.934137 114.585991
  2537. L 367.602539 115.385198
  2538. L 368.27094 114.73422
  2539. L 368.939341 114.618002
  2540. L 369.607742 115.727362
  2541. L 370.276143 116.59401
  2542. L 370.944544 115.948746
  2543. L 371.612945 115.672481
  2544. L 372.281346 116.551588
  2545. L 372.281346 116.551588
  2546. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2547. </g>
  2548. <g id="text_10">
  2549. <g id="patch_12">
  2550. <path d="M 18.697188 108.96222
  2551. L 46.430938 108.96222
  2552. Q 48.830938 108.96222 48.830938 106.56222
  2553. L 48.830938 98.81972
  2554. Q 48.830938 96.41972 46.430938 96.41972
  2555. L 18.697188 96.41972
  2556. Q 16.297188 96.41972 16.297188 98.81972
  2557. L 16.297188 106.56222
  2558. Q 16.297188 108.96222 18.697188 108.96222
  2559. z
  2560. " style="fill:#ffffff;opacity:0.8;"/>
  2561. </g>
  2562. <!-- DVARS -->
  2563. <defs>
  2564. <path d="M 19.671875 64.796875
  2565. L 19.671875 8.109375
  2566. L 31.59375 8.109375
  2567. Q 46.6875 8.109375 53.6875 14.9375
  2568. Q 60.6875 21.78125 60.6875 36.53125
  2569. Q 60.6875 51.171875 53.6875 57.984375
  2570. Q 46.6875 64.796875 31.59375 64.796875
  2571. z
  2572. M 9.8125 72.90625
  2573. L 30.078125 72.90625
  2574. Q 51.265625 72.90625 61.171875 64.09375
  2575. Q 71.09375 55.28125 71.09375 36.53125
  2576. Q 71.09375 17.671875 61.125 8.828125
  2577. Q 51.171875 0 30.078125 0
  2578. L 9.8125 0
  2579. z
  2580. " id="DejaVuSans-44"/>
  2581. <path d="M 28.609375 0
  2582. L 0.78125 72.90625
  2583. L 11.078125 72.90625
  2584. L 34.1875 11.53125
  2585. L 57.328125 72.90625
  2586. L 67.578125 72.90625
  2587. L 39.796875 0
  2588. z
  2589. " id="DejaVuSans-56"/>
  2590. <path d="M 34.1875 63.1875
  2591. L 20.796875 26.90625
  2592. L 47.609375 26.90625
  2593. z
  2594. M 28.609375 72.90625
  2595. L 39.796875 72.90625
  2596. L 67.578125 0
  2597. L 57.328125 0
  2598. L 50.6875 18.703125
  2599. L 17.828125 18.703125
  2600. L 11.1875 0
  2601. L 0.78125 0
  2602. z
  2603. " id="DejaVuSans-41"/>
  2604. <path d="M 44.390625 34.1875
  2605. Q 47.5625 33.109375 50.5625 29.59375
  2606. Q 53.5625 26.078125 56.59375 19.921875
  2607. L 66.609375 0
  2608. L 56 0
  2609. L 46.6875 18.703125
  2610. Q 43.0625 26.03125 39.671875 28.421875
  2611. Q 36.28125 30.8125 30.421875 30.8125
  2612. L 19.671875 30.8125
  2613. L 19.671875 0
  2614. L 9.8125 0
  2615. L 9.8125 72.90625
  2616. L 32.078125 72.90625
  2617. Q 44.578125 72.90625 50.734375 67.671875
  2618. Q 56.890625 62.453125 56.890625 51.90625
  2619. Q 56.890625 45.015625 53.6875 40.46875
  2620. Q 50.484375 35.9375 44.390625 34.1875
  2621. z
  2622. M 19.671875 64.796875
  2623. L 19.671875 38.921875
  2624. L 32.078125 38.921875
  2625. Q 39.203125 38.921875 42.84375 42.21875
  2626. Q 46.484375 45.515625 46.484375 51.90625
  2627. Q 46.484375 58.296875 42.84375 61.546875
  2628. Q 39.203125 64.796875 32.078125 64.796875
  2629. z
  2630. " id="DejaVuSans-52"/>
  2631. </defs>
  2632. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2633. <use xlink:href="#DejaVuSans-44"/>
  2634. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2635. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2636. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2637. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2638. </g>
  2639. </g>
  2640. <g id="text_11">
  2641. <g id="patch_13">
  2642. <path d="M 290.289663 105.826595
  2643. L 365.209663 105.826595
  2644. Q 366.409663 105.826595 366.409663 104.626595
  2645. L 366.409663 100.755345
  2646. Q 366.409663 99.555345 365.209663 99.555345
  2647. L 290.289663 99.555345
  2648. Q 289.089663 99.555345 289.089663 100.755345
  2649. L 289.089663 104.626595
  2650. Q 289.089663 105.826595 290.289663 105.826595
  2651. z
  2652. " style="fill:#ffffff;opacity:0.8;"/>
  2653. </g>
  2654. <!-- max: 2.673 $\bullet$ mean: 1.243 $\bullet$ $\sigma$: 0.186 -->
  2655. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2656. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2657. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2658. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2659. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2660. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2661. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-32"/>
  2662. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2663. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
  2664. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-37"/>
  2665. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
  2666. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2667. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2668. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2669. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2670. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2671. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2672. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2673. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2674. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2675. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2676. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2677. <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
  2678. <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-34"/>
  2679. <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-33"/>
  2680. <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
  2681. <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2682. <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
  2683. <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2684. <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2685. <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
  2686. <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
  2687. <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2688. <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-31"/>
  2689. <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-38"/>
  2690. <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
  2691. </g>
  2692. </g>
  2693. <g id="text_12">
  2694. <!-- 1.60 -->
  2695. <g style="fill:#d3d3d3;" transform="translate(11.0175 111.145195)scale(0.03 -0.03)">
  2696. <use xlink:href="#DejaVuSans-31"/>
  2697. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2698. <use x="95.410156" xlink:href="#DejaVuSans-36"/>
  2699. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  2700. </g>
  2701. </g>
  2702. </g>
  2703. <g id="axes_5">
  2704. <g id="patch_14">
  2705. <path d="M 18.697188 148.249344
  2706. L 372.281346 148.249344
  2707. L 372.281346 122.702592
  2708. L 18.697188 122.702592
  2709. z
  2710. " style="fill:#ffffff;"/>
  2711. </g>
  2712. <g id="matplotlib.axis_9">
  2713. <g id="xtick_21"/>
  2714. <g id="xtick_22"/>
  2715. <g id="xtick_23"/>
  2716. <g id="xtick_24"/>
  2717. <g id="xtick_25"/>
  2718. </g>
  2719. <g id="matplotlib.axis_10"/>
  2720. <g id="line2d_9">
  2721. <path clip-path="url(#p3a155012dd)" d="M 18.697188 135.674049
  2722. L 372.281346 135.674049
  2723. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2724. </g>
  2725. <g id="line2d_10">
  2726. <path clip-path="url(#p3a155012dd)" d="M 19.365589 145.521607
  2727. L 20.03399 143.415284
  2728. L 20.702391 140.684991
  2729. L 21.370792 142.064342
  2730. L 22.039193 140.175044
  2731. L 22.707594 142.589337
  2732. L 23.375995 144.134893
  2733. L 24.044396 137.044691
  2734. L 24.712797 139.112143
  2735. L 25.381198 142.378671
  2736. L 26.049599 140.090471
  2737. L 26.718 141.533818
  2738. L 27.386401 143.596164
  2739. L 28.054802 141.447623
  2740. L 28.723203 143.247367
  2741. L 29.391604 141.979179
  2742. L 30.060005 143.27879
  2743. L 30.728407 145.156547
  2744. L 31.396808 139.923857
  2745. L 32.065209 137.9787
  2746. L 32.73361 137.26276
  2747. L 33.402011 139.852096
  2748. L 34.070412 141.698215
  2749. L 34.738813 136.454998
  2750. L 35.407214 135.477211
  2751. L 36.075615 143.883313
  2752. L 36.744016 138.614391
  2753. L 37.412417 137.389008
  2754. L 38.080818 136.827712
  2755. L 38.749219 132.745798
  2756. L 39.41762 137.306747
  2757. L 40.086021 129.299622
  2758. L 40.754422 145.766304
  2759. L 41.422823 140.776632
  2760. L 42.091224 138.869198
  2761. L 42.759626 141.886177
  2762. L 43.428027 144.086257
  2763. L 44.096428 142.973892
  2764. L 44.764829 142.679045
  2765. L 45.43323 141.768442
  2766. L 46.101631 142.595875
  2767. L 47.438433 143.289455
  2768. L 48.106834 144.802897
  2769. L 48.775235 143.201784
  2770. L 49.443636 141.907359
  2771. L 50.112037 141.393581
  2772. L 50.780438 143.379365
  2773. L 51.448839 142.872764
  2774. L 52.11724 142.992224
  2775. L 52.785641 142.82703
  2776. L 53.454042 143.223803
  2777. L 54.122443 140.397068
  2778. L 54.790845 140.867464
  2779. L 55.459246 143.585691
  2780. L 56.796048 139.229504
  2781. L 57.464449 141.23764
  2782. L 58.13285 141.394327
  2783. L 58.801251 142.993355
  2784. L 60.138053 143.456437
  2785. L 60.806454 142.9562
  2786. L 61.474855 144.230767
  2787. L 62.143256 140.53602
  2788. L 62.811657 144.001402
  2789. L 63.480058 144.140382
  2790. L 64.148459 138.248118
  2791. L 64.81686 139.859168
  2792. L 65.485261 133.980019
  2793. L 66.153662 124.871844
  2794. L 66.822064 132.962009
  2795. L 67.490465 138.299546
  2796. L 68.158866 139.478121
  2797. L 68.827267 130.321556
  2798. L 69.495668 134.117533
  2799. L 70.164069 145.042314
  2800. L 70.83247 142.405048
  2801. L 71.500871 142.836072
  2802. L 72.169272 141.736265
  2803. L 72.837673 141.238974
  2804. L 74.174475 143.034871
  2805. L 74.842876 144.471182
  2806. L 75.511277 143.332142
  2807. L 76.179678 141.389327
  2808. L 76.848079 141.103934
  2809. L 77.51648 144.940172
  2810. L 78.184881 142.189332
  2811. L 78.853283 140.746795
  2812. L 79.521684 143.9207
  2813. L 80.190085 143.521594
  2814. L 80.858486 141.899597
  2815. L 81.526887 141.968128
  2816. L 82.195288 141.406336
  2817. L 82.863689 143.880955
  2818. L 83.53209 141.253941
  2819. L 84.200491 136.315168
  2820. L 84.868892 142.873017
  2821. L 85.537293 140.821297
  2822. L 86.874095 143.427253
  2823. L 87.542496 140.369992
  2824. L 88.210897 135.501471
  2825. L 88.879298 143.635214
  2826. L 89.547699 139.632238
  2827. L 90.2161 139.242678
  2828. L 90.884502 143.705096
  2829. L 91.552903 140.455883
  2830. L 92.221304 134.984837
  2831. L 92.889705 143.674416
  2832. L 93.558106 137.793631
  2833. L 94.226507 142.824898
  2834. L 95.563309 141.07168
  2835. L 96.23171 142.35513
  2836. L 96.900111 141.513801
  2837. L 97.568512 139.209879
  2838. L 98.236913 132.254565
  2839. L 98.905314 134.066471
  2840. L 99.573715 140.426567
  2841. L 100.242116 138.529625
  2842. L 100.910517 140.349624
  2843. L 101.578918 143.925562
  2844. L 102.247319 142.094029
  2845. L 102.915721 141.653053
  2846. L 103.584122 142.289555
  2847. L 104.252523 144.421365
  2848. L 104.920924 144.099047
  2849. L 105.589325 142.345335
  2850. L 106.257726 141.696651
  2851. L 106.926127 141.619642
  2852. L 107.594528 143.409203
  2853. L 108.262929 144.849737
  2854. L 108.93133 143.286009
  2855. L 109.599731 142.248959
  2856. L 110.268132 142.681214
  2857. L 110.936533 143.35493
  2858. L 111.604934 144.334438
  2859. L 112.273335 142.407776
  2860. L 112.941736 142.524088
  2861. L 114.278538 142.060575
  2862. L 114.94694 142.917549
  2863. L 116.283742 144.997684
  2864. L 117.620544 141.160942
  2865. L 118.288945 142.15009
  2866. L 118.957346 144.790691
  2867. L 119.625747 142.592442
  2868. L 120.294148 138.254902
  2869. L 120.962549 140.889932
  2870. L 121.63095 140.68987
  2871. L 122.299351 138.661435
  2872. L 122.967752 142.598105
  2873. L 123.636153 144.076472
  2874. L 124.304554 138.357013
  2875. L 124.972955 140.89822
  2876. L 125.641356 135.158945
  2877. L 126.309757 135.932915
  2878. L 126.978159 137.04581
  2879. L 127.64656 144.282908
  2880. L 128.314961 142.659838
  2881. L 129.651763 141.670341
  2882. L 130.320164 140.893547
  2883. L 130.988565 141.622515
  2884. L 131.656966 141.897547
  2885. L 132.325367 144.814384
  2886. L 132.993768 143.165298
  2887. L 133.662169 142.433053
  2888. L 134.33057 140.950363
  2889. L 134.998971 141.518391
  2890. L 135.667372 142.82775
  2891. L 137.004174 141.84631
  2892. L 137.672575 131.80484
  2893. L 138.340976 132.577134
  2894. L 139.009378 136.387839
  2895. L 139.677779 134.821195
  2896. L 140.34618 140.357848
  2897. L 141.014581 137.646599
  2898. L 141.682982 139.325507
  2899. L 142.351383 141.977251
  2900. L 143.019784 143.75277
  2901. L 143.688185 144.58784
  2902. L 144.356586 142.72249
  2903. L 145.024987 142.279984
  2904. L 145.693388 137.831926
  2905. L 146.361789 142.707147
  2906. L 147.03019 141.596302
  2907. L 148.366992 141.987044
  2908. L 149.035393 144.992158
  2909. L 149.703794 142.376458
  2910. L 150.372195 142.872742
  2911. L 151.040597 142.745526
  2912. L 151.708998 141.818711
  2913. L 153.0458 142.617431
  2914. L 153.714201 144.775029
  2915. L 154.382602 141.79467
  2916. L 155.051003 140.779024
  2917. L 155.719404 143.072495
  2918. L 156.387805 144.868482
  2919. L 157.724607 141.232905
  2920. L 158.393008 141.271563
  2921. L 159.061409 141.689531
  2922. L 160.398211 142.276543
  2923. L 161.066612 144.317908
  2924. L 161.735013 142.164423
  2925. L 162.403414 140.577887
  2926. L 163.071816 142.385449
  2927. L 163.740217 143.770813
  2928. L 164.408618 141.44944
  2929. L 165.077019 141.136534
  2930. L 165.74542 142.343375
  2931. L 166.413821 144.059541
  2932. L 167.082222 142.839081
  2933. L 167.750623 139.683142
  2934. L 168.419024 140.900648
  2935. L 169.087425 144.017089
  2936. L 169.755826 141.401199
  2937. L 170.424227 141.037825
  2938. L 171.092628 143.396126
  2939. L 171.761029 145.285589
  2940. L 172.42943 142.80434
  2941. L 173.097831 141.053513
  2942. L 173.766232 143.228957
  2943. L 174.434633 142.432818
  2944. L 175.103035 137.169062
  2945. L 176.439837 142.940321
  2946. L 177.108238 142.326275
  2947. L 177.776639 138.841787
  2948. L 178.44504 138.793404
  2949. L 179.113441 137.628958
  2950. L 179.781842 138.386294
  2951. L 180.450243 129.099598
  2952. L 181.118644 141.330779
  2953. L 181.787045 141.308291
  2954. L 182.455446 141.977428
  2955. L 183.792248 144.565142
  2956. L 184.460649 142.558402
  2957. L 185.12905 143.035377
  2958. L 185.797451 142.872931
  2959. L 186.465852 141.847741
  2960. L 187.134254 141.83573
  2961. L 187.802655 140.8267
  2962. L 188.471056 144.342066
  2963. L 189.807858 131.760839
  2964. L 190.476259 138.956599
  2965. L 191.14466 136.777991
  2966. L 191.813061 138.138085
  2967. L 192.481462 133.108109
  2968. L 193.149863 133.35791
  2969. L 193.818264 142.560345
  2970. L 194.486665 142.092155
  2971. L 195.155066 140.301137
  2972. L 195.823467 140.518445
  2973. L 196.491868 140.576413
  2974. L 197.160269 139.317415
  2975. L 197.82867 141.094208
  2976. L 198.497071 145.856084
  2977. L 199.165473 143.199375
  2978. L 199.833874 142.272446
  2979. L 200.502275 141.656038
  2980. L 201.839077 141.603176
  2981. L 202.507478 142.212513
  2982. L 203.84428 144.565769
  2983. L 204.512681 143.465443
  2984. L 205.849483 142.129544
  2985. L 206.517884 141.743963
  2986. L 207.186285 140.844781
  2987. L 207.854686 140.510909
  2988. L 208.523087 143.938425
  2989. L 209.191488 144.313044
  2990. L 211.196692 142.861189
  2991. L 211.865093 141.954725
  2992. L 212.533494 143.008823
  2993. L 213.201895 144.498982
  2994. L 213.870296 144.152603
  2995. L 215.207098 141.543674
  2996. L 215.875499 140.48852
  2997. L 216.5439 141.598917
  2998. L 217.212301 141.914291
  2999. L 217.880702 145.217003
  3000. L 218.549103 142.795052
  3001. L 219.217504 141.770671
  3002. L 219.885905 141.623406
  3003. L 220.554306 142.75917
  3004. L 221.222707 143.662821
  3005. L 221.891108 142.013854
  3006. L 222.559509 139.379014
  3007. L 223.227911 143.670477
  3008. L 223.896312 140.239146
  3009. L 224.564713 143.535437
  3010. L 225.233114 143.385375
  3011. L 225.901515 139.183792
  3012. L 226.569916 139.301761
  3013. L 227.238317 143.412938
  3014. L 227.906718 140.47639
  3015. L 228.575119 141.982444
  3016. L 229.24352 139.838413
  3017. L 229.911921 144.666367
  3018. L 230.580322 143.328229
  3019. L 231.248723 140.960951
  3020. L 231.917124 141.497413
  3021. L 232.585525 140.797704
  3022. L 233.253926 134.900131
  3023. L 233.922327 140.601605
  3024. L 234.590728 142.135555
  3025. L 235.25913 141.738021
  3026. L 236.595932 144.495564
  3027. L 237.264333 141.945913
  3028. L 237.932734 141.492435
  3029. L 238.601135 142.474886
  3030. L 239.269536 145.069275
  3031. L 239.937937 142.924976
  3032. L 240.606338 141.882462
  3033. L 241.274739 141.383972
  3034. L 241.94314 142.83624
  3035. L 242.611541 145.815761
  3036. L 243.279942 142.694332
  3037. L 243.948343 141.10085
  3038. L 244.616744 142.604994
  3039. L 245.285145 144.773036
  3040. L 245.953546 142.095624
  3041. L 246.621947 140.850292
  3042. L 247.95875 142.227803
  3043. L 248.627151 142.535932
  3044. L 249.295552 144.957454
  3045. L 249.963953 143.160588
  3046. L 250.632354 142.48142
  3047. L 251.300755 142.418394
  3048. L 251.969156 140.170717
  3049. L 252.637557 142.76147
  3050. L 253.305958 144.29674
  3051. L 253.974359 141.810802
  3052. L 254.64276 140.701581
  3053. L 255.311161 142.761158
  3054. L 255.979562 145.429395
  3055. L 257.316364 142.576007
  3056. L 257.984765 141.445225
  3057. L 258.653166 140.955401
  3058. L 259.321568 143.915438
  3059. L 259.989969 142.288483
  3060. L 260.65837 140.337381
  3061. L 263.331974 144.520737
  3062. L 264.000375 141.247639
  3063. L 264.668776 143.201219
  3064. L 265.337177 143.480664
  3065. L 266.005578 143.443395
  3066. L 266.673979 142.86872
  3067. L 267.34238 140.994947
  3068. L 268.010781 143.164793
  3069. L 268.679182 144.551239
  3070. L 269.347583 144.611548
  3071. L 270.015984 143.362494
  3072. L 271.352787 141.681435
  3073. L 272.021188 142.250718
  3074. L 272.689589 144.816031
  3075. L 273.35799 141.69808
  3076. L 274.026391 140.537555
  3077. L 274.694792 141.581782
  3078. L 275.363193 144.420878
  3079. L 276.699995 138.403296
  3080. L 277.368396 142.329793
  3081. L 278.036797 144.399043
  3082. L 279.373599 140.717701
  3083. L 280.042 140.108349
  3084. L 280.710401 143.33887
  3085. L 282.047203 140.111596
  3086. L 282.715604 143.144886
  3087. L 284.052407 139.751716
  3088. L 284.720808 140.409305
  3089. L 285.389209 142.071231
  3090. L 286.05761 144.795077
  3091. L 286.726011 142.364995
  3092. L 287.394412 141.376093
  3093. L 288.062813 142.642336
  3094. L 288.731214 143.206337
  3095. L 289.399615 144.726342
  3096. L 290.068016 144.543256
  3097. L 290.736417 142.718963
  3098. L 291.404818 132.161269
  3099. L 292.073219 137.508994
  3100. L 292.74162 140.509956
  3101. L 293.410021 134.620157
  3102. L 294.078422 138.472092
  3103. L 294.746823 140.06011
  3104. L 295.415225 138.998656
  3105. L 296.083626 141.146665
  3106. L 296.752027 142.872594
  3107. L 297.420428 143.154717
  3108. L 298.088829 141.820945
  3109. L 298.75723 145.349156
  3110. L 299.425631 142.910598
  3111. L 300.094032 142.413003
  3112. L 300.762433 142.695297
  3113. L 301.430834 140.873917
  3114. L 302.099235 140.357205
  3115. L 304.104438 144.294716
  3116. L 304.772839 140.852374
  3117. L 305.44124 141.420391
  3118. L 306.109641 131.659194
  3119. L 306.778042 136.851605
  3120. L 307.446444 139.484741
  3121. L 308.114845 140.523888
  3122. L 308.783246 140.224047
  3123. L 309.451647 141.042156
  3124. L 310.120048 142.475468
  3125. L 310.788449 141.335009
  3126. L 311.45685 142.872803
  3127. L 312.125251 145.124717
  3128. L 312.793652 143.840705
  3129. L 313.462053 143.607023
  3130. L 314.130454 142.014466
  3131. L 315.467256 139.721287
  3132. L 316.135657 142.314216
  3133. L 316.804058 144.443886
  3134. L 318.14086 142.477998
  3135. L 318.809261 142.40168
  3136. L 319.477663 142.100313
  3137. L 320.146064 140.402454
  3138. L 320.814465 141.902607
  3139. L 321.482866 144.432778
  3140. L 322.151267 142.459426
  3141. L 322.819668 141.316083
  3142. L 323.488069 136.882933
  3143. L 324.15647 140.876271
  3144. L 324.824871 134.14564
  3145. L 325.493272 141.572656
  3146. L 326.161673 137.929671
  3147. L 326.830074 140.389297
  3148. L 327.498475 142.310802
  3149. L 328.166876 140.305098
  3150. L 328.835277 143.216363
  3151. L 329.503678 144.221575
  3152. L 330.172079 143.64836
  3153. L 330.84048 141.933583
  3154. L 331.508882 140.603854
  3155. L 332.177283 141.214213
  3156. L 333.514085 144.427951
  3157. L 334.182486 143.27697
  3158. L 334.850887 141.6071
  3159. L 335.519288 139.204538
  3160. L 336.187689 143.871344
  3161. L 336.85609 142.387947
  3162. L 337.524491 139.821415
  3163. L 338.192892 136.458251
  3164. L 338.861293 138.373038
  3165. L 339.529694 134.678109
  3166. L 340.198095 141.486342
  3167. L 340.866496 140.539787
  3168. L 341.534897 135.188348
  3169. L 342.203298 139.31706
  3170. L 342.871699 141.201868
  3171. L 343.540101 142.220392
  3172. L 344.208502 144.589136
  3173. L 344.876903 141.680025
  3174. L 345.545304 140.648463
  3175. L 346.213705 141.016766
  3176. L 346.882106 143.504223
  3177. L 347.550507 144.023864
  3178. L 348.218908 142.799605
  3179. L 348.887309 141.275164
  3180. L 349.55571 140.991242
  3181. L 350.224111 142.122295
  3182. L 350.892512 144.206746
  3183. L 351.560913 144.003629
  3184. L 352.229314 143.660527
  3185. L 352.897715 142.364236
  3186. L 353.566116 140.637765
  3187. L 354.234517 140.8011
  3188. L 354.902918 142.846329
  3189. L 355.57132 144.093855
  3190. L 356.239721 142.340141
  3191. L 357.576523 140.989289
  3192. L 358.244924 141.119957
  3193. L 358.913325 144.570698
  3194. L 359.581726 142.510392
  3195. L 360.250127 140.852613
  3196. L 360.918528 139.667733
  3197. L 361.586929 140.608917
  3198. L 362.25533 143.660502
  3199. L 362.923731 143.380432
  3200. L 363.592132 141.783745
  3201. L 364.260533 141.343264
  3202. L 364.928934 142.126537
  3203. L 365.597335 143.261669
  3204. L 366.265736 144.133476
  3205. L 366.934137 142.256097
  3206. L 367.602539 140.763469
  3207. L 368.27094 140.227873
  3208. L 369.607742 144.793034
  3209. L 370.276143 143.996041
  3210. L 370.944544 142.442035
  3211. L 371.612945 141.522335
  3212. L 372.281346 142.234564
  3213. L 372.281346 142.234564
  3214. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3215. </g>
  3216. <g id="text_13">
  3217. <g id="patch_15">
  3218. <path d="M 18.697188 136.637868
  3219. L 29.458438 136.637868
  3220. Q 31.858438 136.637868 31.858438 134.237868
  3221. L 31.858438 126.495368
  3222. Q 31.858438 124.095368 29.458438 124.095368
  3223. L 18.697188 124.095368
  3224. Q 16.297188 124.095368 16.297188 126.495368
  3225. L 16.297188 134.237868
  3226. Q 16.297188 136.637868 18.697188 136.637868
  3227. z
  3228. " style="fill:#ffffff;opacity:0.8;"/>
  3229. </g>
  3230. <!-- FD -->
  3231. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3232. <use xlink:href="#DejaVuSans-46"/>
  3233. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3234. </g>
  3235. </g>
  3236. <g id="text_14">
  3237. <g id="patch_16">
  3238. <path d="M 290.289663 133.502243
  3239. L 365.209663 133.502243
  3240. Q 366.409663 133.502243 366.409663 132.302243
  3241. L 366.409663 128.430993
  3242. Q 366.409663 127.230993 365.209663 127.230993
  3243. L 290.289663 127.230993
  3244. Q 289.089663 127.230993 289.089663 128.430993
  3245. L 289.089663 132.302243
  3246. Q 289.089663 133.502243 290.289663 133.502243
  3247. z
  3248. " style="fill:#ffffff;opacity:0.8;"/>
  3249. </g>
  3250. <!-- max: 0.872 $\bullet$ mean: 0.203 $\bullet$ $\sigma$: 0.110 -->
  3251. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3252. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3253. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3254. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3255. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3256. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3257. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3258. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3259. <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
  3260. <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-37"/>
  3261. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-32"/>
  3262. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
  3263. <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3264. <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
  3265. <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3266. <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
  3267. <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
  3268. <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3269. <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3270. <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
  3271. <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3272. <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3273. <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-32"/>
  3274. <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-30"/>
  3275. <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-33"/>
  3276. <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
  3277. <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3278. <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
  3279. <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3280. <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3281. <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
  3282. <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
  3283. <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3284. <use transform="translate(1681.482422 0.78125)" xlink:href="#DejaVuSans-31"/>
  3285. <use transform="translate(1745.105469 0.78125)" xlink:href="#DejaVuSans-31"/>
  3286. <use transform="translate(1808.728516 0.78125)" xlink:href="#DejaVuSans-30"/>
  3287. </g>
  3288. </g>
  3289. <g id="text_15">
  3290. <!-- 0.44 -->
  3291. <g style="fill:#d3d3d3;" transform="translate(11.0175 136.501861)scale(0.03 -0.03)">
  3292. <use xlink:href="#DejaVuSans-30"/>
  3293. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3294. <use x="95.410156" xlink:href="#DejaVuSans-34"/>
  3295. <use x="159.033203" xlink:href="#DejaVuSans-34"/>
  3296. </g>
  3297. </g>
  3298. </g>
  3299. <g id="axes_6">
  3300. <g id="patch_17">
  3301. <path d="M 15.161346 278.112
  3302. L 18.697188 278.112
  3303. L 18.697188 150.37824
  3304. L 15.161346 150.37824
  3305. z
  3306. " style="fill:#ffffff;"/>
  3307. </g>
  3308. <g clip-path="url(#pff379a45da)">
  3309. <image height="947" id="image0f3dfbefeb" transform="matrix(4 0 0 0.135164 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3310. iVBORw0KGgoAAAANSUhEUgAAAAEAAAOzCAYAAAB5/2xqAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1QgtC32zy4k1XsY/tJAkAAAAA4EOWby9kXFBTeCHDApq5cDEAAIY4R3UNfknB1jEAAAAASUVORK5CYII="/>
  3311. </g>
  3312. <g id="matplotlib.axis_11"/>
  3313. <g id="matplotlib.axis_12"/>
  3314. </g>
  3315. <g id="axes_7">
  3316. <g id="patch_18">
  3317. <path d="M 18.697188 278.112
  3318. L 372.281346 278.112
  3319. L 372.281346 150.37824
  3320. L 18.697188 150.37824
  3321. z
  3322. " style="fill:#ffffff;"/>
  3323. </g>
  3324. <g clip-path="url(#p03ef6d7be4)">
  3325. <image height="128.16" id="imagea4a72a9f1b" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3326. 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" y="-149.952"/>
  3327. </g>
  3328. <g id="matplotlib.axis_13">
  3329. <g id="xtick_26">
  3330. <g id="line2d_11">
  3331. <defs>
  3332. <path d="M 0 0
  3333. L 0 4.8
  3334. " id="mbb025014fb" style="stroke:#262626;"/>
  3335. </defs>
  3336. <g>
  3337. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#mbb025014fb" y="278.112"/>
  3338. </g>
  3339. </g>
  3340. <g id="text_16">
  3341. <!-- 0.00 -->
  3342. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3343. <use xlink:href="#DejaVuSans-30"/>
  3344. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3345. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3346. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3347. </g>
  3348. </g>
  3349. </g>
  3350. <g id="xtick_27">
  3351. <g id="line2d_12">
  3352. <g>
  3353. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#mbb025014fb" y="278.112"/>
  3354. </g>
  3355. </g>
  3356. <g id="text_17">
  3357. <!-- 106.00 -->
  3358. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3359. <use xlink:href="#DejaVuSans-31"/>
  3360. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3361. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3362. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3363. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3364. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3365. </g>
  3366. </g>
  3367. </g>
  3368. <g id="xtick_28">
  3369. <g id="line2d_13">
  3370. <g>
  3371. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#mbb025014fb" y="278.112"/>
  3372. </g>
  3373. </g>
  3374. <g id="text_18">
  3375. <!-- 212.00 -->
  3376. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3377. <use xlink:href="#DejaVuSans-32"/>
  3378. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3379. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3380. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3381. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3382. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3383. </g>
  3384. </g>
  3385. </g>
  3386. <g id="xtick_29">
  3387. <g id="line2d_14">
  3388. <g>
  3389. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#mbb025014fb" y="278.112"/>
  3390. </g>
  3391. </g>
  3392. <g id="text_19">
  3393. <!-- 318.00 -->
  3394. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3395. <use xlink:href="#DejaVuSans-33"/>
  3396. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3397. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3398. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3399. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3400. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3401. </g>
  3402. </g>
  3403. </g>
  3404. <g id="xtick_30">
  3405. <g id="line2d_15">
  3406. <g>
  3407. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#mbb025014fb" y="278.112"/>
  3408. </g>
  3409. </g>
  3410. <g id="text_20">
  3411. <!-- 424.00 -->
  3412. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3413. <use xlink:href="#DejaVuSans-34"/>
  3414. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3415. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3416. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3417. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3418. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3419. </g>
  3420. </g>
  3421. </g>
  3422. <g id="text_21">
  3423. <!-- time (s) -->
  3424. <defs>
  3425. <path d="M 18.3125 70.21875
  3426. L 18.3125 54.6875
  3427. L 36.8125 54.6875
  3428. L 36.8125 47.703125
  3429. L 18.3125 47.703125
  3430. L 18.3125 18.015625
  3431. Q 18.3125 11.328125 20.140625 9.421875
  3432. Q 21.96875 7.515625 27.59375 7.515625
  3433. L 36.8125 7.515625
  3434. L 36.8125 0
  3435. L 27.59375 0
  3436. Q 17.1875 0 13.234375 3.875
  3437. Q 9.28125 7.765625 9.28125 18.015625
  3438. L 9.28125 47.703125
  3439. L 2.6875 47.703125
  3440. L 2.6875 54.6875
  3441. L 9.28125 54.6875
  3442. L 9.28125 70.21875
  3443. z
  3444. " id="DejaVuSans-74"/>
  3445. <path d="M 9.421875 54.6875
  3446. L 18.40625 54.6875
  3447. L 18.40625 0
  3448. L 9.421875 0
  3449. z
  3450. M 9.421875 75.984375
  3451. L 18.40625 75.984375
  3452. L 18.40625 64.59375
  3453. L 9.421875 64.59375
  3454. z
  3455. " id="DejaVuSans-69"/>
  3456. <path d="M 31 75.875
  3457. Q 24.46875 64.65625 21.28125 53.65625
  3458. Q 18.109375 42.671875 18.109375 31.390625
  3459. Q 18.109375 20.125 21.3125 9.0625
  3460. Q 24.515625 -2 31 -13.1875
  3461. L 23.1875 -13.1875
  3462. Q 15.875 -1.703125 12.234375 9.375
  3463. Q 8.59375 20.453125 8.59375 31.390625
  3464. Q 8.59375 42.28125 12.203125 53.3125
  3465. Q 15.828125 64.359375 23.1875 75.875
  3466. z
  3467. " id="DejaVuSans-28"/>
  3468. <path d="M 44.28125 53.078125
  3469. L 44.28125 44.578125
  3470. Q 40.484375 46.53125 36.375 47.5
  3471. Q 32.28125 48.484375 27.875 48.484375
  3472. Q 21.1875 48.484375 17.84375 46.4375
  3473. Q 14.5 44.390625 14.5 40.28125
  3474. Q 14.5 37.15625 16.890625 35.375
  3475. Q 19.28125 33.59375 26.515625 31.984375
  3476. L 29.59375 31.296875
  3477. Q 39.15625 29.25 43.1875 25.515625
  3478. Q 47.21875 21.78125 47.21875 15.09375
  3479. Q 47.21875 7.46875 41.1875 3.015625
  3480. Q 35.15625 -1.421875 24.609375 -1.421875
  3481. Q 20.21875 -1.421875 15.453125 -0.5625
  3482. Q 10.6875 0.296875 5.421875 2
  3483. L 5.421875 11.28125
  3484. Q 10.40625 8.6875 15.234375 7.390625
  3485. Q 20.0625 6.109375 24.8125 6.109375
  3486. Q 31.15625 6.109375 34.5625 8.28125
  3487. Q 37.984375 10.453125 37.984375 14.40625
  3488. Q 37.984375 18.0625 35.515625 20.015625
  3489. Q 33.0625 21.96875 24.703125 23.78125
  3490. L 21.578125 24.515625
  3491. Q 13.234375 26.265625 9.515625 29.90625
  3492. Q 5.8125 33.546875 5.8125 39.890625
  3493. Q 5.8125 47.609375 11.28125 51.796875
  3494. Q 16.75 56 26.8125 56
  3495. Q 31.78125 56 36.171875 55.265625
  3496. Q 40.578125 54.546875 44.28125 53.078125
  3497. z
  3498. " id="DejaVuSans-73"/>
  3499. <path d="M 8.015625 75.875
  3500. L 15.828125 75.875
  3501. Q 23.140625 64.359375 26.78125 53.3125
  3502. Q 30.421875 42.28125 30.421875 31.390625
  3503. Q 30.421875 20.453125 26.78125 9.375
  3504. Q 23.140625 -1.703125 15.828125 -13.1875
  3505. L 8.015625 -13.1875
  3506. Q 14.5 -2 17.703125 9.0625
  3507. Q 20.90625 20.125 20.90625 31.390625
  3508. Q 20.90625 42.671875 17.703125 53.65625
  3509. Q 14.5 64.65625 8.015625 75.875
  3510. z
  3511. " id="DejaVuSans-29"/>
  3512. </defs>
  3513. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3514. <use xlink:href="#DejaVuSans-74"/>
  3515. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3516. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3517. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3518. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3519. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3520. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3521. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3522. </g>
  3523. </g>
  3524. </g>
  3525. <g id="matplotlib.axis_14"/>
  3526. </g>
  3527. </g>
  3528. <defs>
  3529. <clipPath id="p1bd375d529">
  3530. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3531. </clipPath>
  3532. <clipPath id="pf798295b68">
  3533. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3534. </clipPath>
  3535. <clipPath id="p2dbc1ed379">
  3536. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3537. </clipPath>
  3538. <clipPath id="p527018666a">
  3539. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3540. </clipPath>
  3541. <clipPath id="p3a155012dd">
  3542. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3543. </clipPath>
  3544. <clipPath id="pff379a45da">
  3545. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3546. </clipPath>
  3547. <clipPath id="p03ef6d7be4">
  3548. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3549. </clipPath>
  3550. </defs>
  3551. </svg>