sub-21_ses-01_task-highspeed_rec-prenorm_run-02_carpetplot.svg 426 KB

12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697989910010110210310410510610710810911011111211311411511611711811912012112212312412512612712812913013113213313413513613713813914014114214314414514614714814915015115215315415515615715815916016116216316416516616716816917017117217317417517617717817918018118218318418518618718818919019119219319419519619719819920020120220320420520620720820921021121221321421521621721821922022122222322422522622722822923023123223323423523623723823924024124224324424524624724824925025125225325425525625725825926026126226326426526626726826927027127227327427527627727827928028128228328428528628728828929029129229329429529629729829930030130230330430530630730830931031131231331431531631731831932032132232332432532632732832933033133233333433533633733833934034134234334434534634734834935035135235335435535635735835936036136236336436536636736836937037137237337437537637737837938038138238338438538638738838939039139239339439539639739839940040140240340440540640740840941041141241341441541641741841942042142242342442542642742842943043143243343443543643743843944044144244344444544644744844945045145245345445545645745845946046146246346446546646746846947047147247347447547647747847948048148248348448548648748848949049149249349449549649749849950050150250350450550650750850951051151251351451551651751851952052152252352452552652752852953053153253353453553653753853954054154254354454554654754854955055155255355455555655755855956056156256356456556656756856957057157257357457557657757857958058158258358458558658758858959059159259359459559659759859960060160260360460560660760860961061161261361461561661761861962062162262362462562662762862963063163263363463563663763863964064164264364464564664764864965065165265365465565665765865966066166266366466566666766866967067167267367467567667767867968068168268368468568668768868969069169269369469569669769869970070170270370470570670770870971071171271371471571671771871972072172272372472572672772872973073173273373473573673773873974074174274374474574674774874975075175275375475575675775875976076176276376476576676776876977077177277377477577677777877978078178278378478578678778878979079179279379479579679779879980080180280380480580680780880981081181281381481581681781881982082182282382482582682782882983083183283383483583683783883984084184284384484584684784884985085185285385485585685785885986086186286386486586686786886987087187287387487587687787887988088188288388488588688788888989089189289389489589689789889990090190290390490590690790890991091191291391491591691791891992092192292392492592692792892993093193293393493593693793893994094194294394494594694794894995095195295395495595695795895996096196296396496596696796896997097197297397497597697797897998098198298398498598698798898999099199299399499599699799899910001001100210031004100510061007100810091010101110121013101410151016101710181019102010211022102310241025102610271028102910301031103210331034103510361037103810391040104110421043104410451046104710481049105010511052105310541055105610571058105910601061106210631064106510661067106810691070107110721073107410751076107710781079108010811082108310841085108610871088108910901091109210931094109510961097109810991100110111021103110411051106110711081109111011111112111311141115111611171118111911201121112211231124112511261127112811291130113111321133113411351136113711381139114011411142114311441145114611471148114911501151115211531154115511561157115811591160116111621163116411651166116711681169117011711172117311741175117611771178117911801181118211831184118511861187118811891190119111921193119411951196119711981199120012011202120312041205120612071208120912101211121212131214121512161217121812191220122112221223122412251226122712281229123012311232123312341235123612371238123912401241124212431244124512461247124812491250125112521253125412551256125712581259126012611262126312641265126612671268126912701271127212731274127512761277127812791280128112821283128412851286128712881289129012911292129312941295129612971298129913001301130213031304130513061307130813091310131113121313131413151316131713181319132013211322132313241325132613271328132913301331133213331334133513361337133813391340134113421343134413451346134713481349135013511352135313541355135613571358135913601361136213631364136513661367136813691370137113721373137413751376137713781379138013811382138313841385138613871388138913901391139213931394139513961397139813991400140114021403140414051406140714081409141014111412141314141415141614171418141914201421142214231424142514261427142814291430143114321433143414351436143714381439144014411442144314441445144614471448144914501451145214531454145514561457145814591460146114621463146414651466146714681469147014711472147314741475147614771478147914801481148214831484148514861487148814891490149114921493149414951496149714981499150015011502150315041505150615071508150915101511151215131514151515161517151815191520152115221523152415251526152715281529153015311532153315341535153615371538153915401541154215431544154515461547154815491550155115521553155415551556155715581559156015611562156315641565156615671568156915701571157215731574157515761577157815791580158115821583158415851586158715881589159015911592159315941595159615971598159916001601160216031604160516061607160816091610161116121613161416151616161716181619162016211622162316241625162616271628162916301631163216331634163516361637163816391640164116421643164416451646164716481649165016511652165316541655165616571658165916601661166216631664166516661667166816691670167116721673167416751676167716781679168016811682168316841685168616871688168916901691169216931694169516961697169816991700170117021703170417051706170717081709171017111712171317141715171617171718171917201721172217231724172517261727172817291730173117321733173417351736173717381739174017411742174317441745174617471748174917501751175217531754175517561757175817591760176117621763176417651766176717681769177017711772177317741775177617771778177917801781178217831784178517861787178817891790179117921793179417951796179717981799180018011802180318041805180618071808180918101811181218131814181518161817181818191820182118221823182418251826182718281829183018311832183318341835183618371838183918401841184218431844184518461847184818491850185118521853185418551856185718581859186018611862186318641865186618671868186918701871187218731874187518761877187818791880188118821883188418851886188718881889189018911892189318941895189618971898189919001901190219031904190519061907190819091910191119121913191419151916191719181919192019211922192319241925192619271928192919301931193219331934193519361937193819391940194119421943194419451946194719481949195019511952195319541955195619571958195919601961196219631964196519661967196819691970197119721973197419751976197719781979198019811982198319841985198619871988198919901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024202520262027202820292030203120322033203420352036203720382039204020412042204320442045204620472048204920502051205220532054205520562057205820592060206120622063206420652066206720682069207020712072207320742075207620772078207920802081208220832084208520862087208820892090209120922093209420952096209720982099210021012102210321042105210621072108210921102111211221132114211521162117211821192120212121222123212421252126212721282129213021312132213321342135213621372138213921402141214221432144214521462147214821492150215121522153215421552156215721582159216021612162216321642165216621672168216921702171217221732174217521762177217821792180218121822183218421852186218721882189219021912192219321942195219621972198219922002201220222032204220522062207220822092210221122122213221422152216221722182219222022212222222322242225222622272228222922302231223222332234223522362237223822392240224122422243224422452246224722482249225022512252225322542255225622572258225922602261226222632264226522662267226822692270227122722273227422752276227722782279228022812282228322842285228622872288228922902291229222932294229522962297229822992300230123022303230423052306230723082309231023112312231323142315231623172318231923202321232223232324232523262327232823292330233123322333233423352336233723382339234023412342234323442345234623472348234923502351235223532354235523562357235823592360236123622363236423652366236723682369237023712372237323742375237623772378237923802381238223832384238523862387238823892390239123922393239423952396239723982399240024012402240324042405240624072408240924102411241224132414241524162417241824192420242124222423242424252426242724282429243024312432243324342435243624372438243924402441244224432444244524462447244824492450245124522453245424552456245724582459246024612462246324642465246624672468246924702471247224732474247524762477247824792480248124822483248424852486248724882489249024912492249324942495249624972498249925002501250225032504250525062507250825092510251125122513251425152516251725182519252025212522252325242525252625272528252925302531253225332534253525362537253825392540254125422543254425452546254725482549255025512552255325542555255625572558255925602561256225632564256525662567256825692570257125722573257425752576257725782579258025812582258325842585258625872588258925902591259225932594259525962597259825992600260126022603260426052606260726082609261026112612261326142615261626172618261926202621262226232624262526262627262826292630263126322633263426352636263726382639264026412642264326442645264626472648264926502651265226532654265526562657265826592660266126622663266426652666266726682669267026712672267326742675267626772678267926802681268226832684268526862687268826892690269126922693269426952696269726982699270027012702270327042705270627072708270927102711271227132714271527162717271827192720272127222723272427252726272727282729273027312732273327342735273627372738273927402741274227432744274527462747274827492750275127522753275427552756275727582759276027612762276327642765276627672768276927702771277227732774277527762777277827792780278127822783278427852786278727882789279027912792279327942795279627972798279928002801280228032804280528062807280828092810281128122813281428152816281728182819282028212822282328242825282628272828282928302831283228332834283528362837283828392840284128422843284428452846284728482849285028512852285328542855285628572858285928602861286228632864286528662867286828692870287128722873287428752876287728782879288028812882288328842885288628872888288928902891289228932894289528962897289828992900290129022903290429052906290729082909291029112912291329142915291629172918291929202921292229232924292529262927292829292930293129322933293429352936293729382939294029412942294329442945294629472948294929502951295229532954295529562957295829592960296129622963296429652966296729682969297029712972297329742975297629772978297929802981298229832984298529862987298829892990299129922993299429952996299729982999300030013002300330043005300630073008300930103011301230133014301530163017301830193020302130223023302430253026302730283029303030313032303330343035303630373038303930403041304230433044304530463047304830493050305130523053305430553056305730583059306030613062306330643065306630673068306930703071307230733074307530763077307830793080308130823083308430853086308730883089309030913092309330943095309630973098309931003101310231033104310531063107310831093110311131123113311431153116311731183119312031213122312331243125312631273128312931303131313231333134313531363137313831393140314131423143314431453146314731483149315031513152315331543155315631573158315931603161316231633164316531663167316831693170317131723173317431753176317731783179318031813182318331843185318631873188318931903191319231933194319531963197319831993200320132023203320432053206320732083209321032113212321332143215321632173218321932203221322232233224322532263227322832293230323132323233323432353236323732383239324032413242324332443245324632473248324932503251325232533254325532563257325832593260326132623263326432653266326732683269327032713272327332743275327632773278327932803281328232833284328532863287328832893290329132923293329432953296329732983299330033013302330333043305330633073308330933103311331233133314331533163317331833193320332133223323332433253326332733283329333033313332333333343335333633373338333933403341334233433344334533463347334833493350335133523353335433553356335733583359336033613362336333643365336633673368336933703371337233733374337533763377337833793380338133823383338433853386338733883389339033913392339333943395339633973398339934003401340234033404340534063407340834093410341134123413341434153416341734183419342034213422342334243425342634273428342934303431343234333434343534363437343834393440344134423443344434453446344734483449345034513452345334543455345634573458345934603461346234633464346534663467
  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(#paebd397c44)" d="M 18.697188 23.290338
  39. L 372.281346 23.290338
  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(#paebd397c44)" d="M 18.697188 23.395211
  44. L 19.365589 23.78442
  45. L 20.03399 23.877172
  46. L 20.702391 23.667985
  47. L 21.370792 24.46496
  48. L 22.039193 24.622195
  49. L 22.707594 24.115748
  50. L 23.375995 24.375721
  51. L 28.054802 24.120829
  52. L 29.391604 24.027299
  53. L 30.060005 24.266252
  54. L 30.728407 24.28568
  55. L 32.065209 23.998429
  56. L 32.73361 23.96851
  57. L 33.402011 23.770722
  58. L 34.070412 23.769001
  59. L 34.738813 23.90372
  60. L 35.407214 23.895881
  61. L 36.075615 23.570093
  62. L 36.744016 23.834922
  63. L 38.080818 24.002343
  64. L 39.41762 24.251965
  65. L 40.754422 24.513528
  66. L 42.091224 24.44407
  67. L 43.428027 23.984047
  68. L 44.764829 23.813161
  69. L 46.101631 24.146764
  70. L 46.770032 23.98064
  71. L 47.438433 23.952548
  72. L 48.106834 24.036919
  73. L 48.775235 23.93371
  74. L 50.112037 24.01155
  75. L 51.448839 24.517018
  76. L 53.454042 24.330842
  77. L 55.459246 23.897378
  78. L 58.13285 24.043108
  79. L 59.469652 23.831645
  80. L 60.138053 23.87129
  81. L 60.806454 23.765111
  82. L 62.143256 24.011514
  83. L 63.480058 24.094836
  84. L 66.822064 23.377021
  85. L 67.490465 23.517976
  86. L 68.158866 23.911406
  87. L 68.827267 24.09289
  88. L 72.169272 24.067687
  89. L 72.837673 23.943506
  90. L 75.511277 24.431858
  91. L 77.51648 24.182919
  92. L 79.521684 23.917135
  93. L 80.190085 23.89805
  94. L 81.526887 24.258437
  95. L 82.195288 24.147754
  96. L 86.205694 24.219193
  97. L 86.874095 24.128763
  98. L 88.210897 23.746886
  99. L 89.547699 23.570364
  100. L 90.884502 23.989258
  101. L 91.552903 24.285114
  102. L 92.889705 23.961012
  103. L 102.247319 24.242322
  104. L 104.252523 23.662633
  105. L 105.589325 23.814033
  106. L 106.257726 23.550678
  107. L 106.926127 23.723085
  108. L 107.594528 24.197396
  109. L 109.599731 24.239198
  110. L 110.268132 23.999007
  111. L 110.936533 23.466366
  112. L 111.604934 23.495118
  113. L 112.273335 23.676496
  114. L 112.941736 23.470516
  115. L 113.610137 23.456028
  116. L 114.278538 23.555287
  117. L 114.94694 23.540103
  118. L 115.615341 23.758733
  119. L 118.288945 23.919859
  120. L 118.957346 23.675211
  121. L 120.962549 23.411349
  122. L 122.967752 23.947114
  123. L 123.636153 23.880367
  124. L 124.304554 23.63295
  125. L 124.972955 23.513768
  126. L 125.641356 23.684631
  127. L 128.314961 23.698777
  128. L 128.983362 23.966317
  129. L 129.651763 23.935207
  130. L 130.320164 23.785163
  131. L 133.662169 23.930999
  132. L 134.33057 23.947491
  133. L 135.667372 23.786589
  134. L 136.335773 23.917819
  135. L 138.340976 23.919104
  136. L 139.677779 23.50403
  137. L 140.34618 23.683039
  138. L 141.014581 24.052067
  139. L 142.351383 24.330641
  140. L 143.019784 24.240447
  141. L 144.356586 23.74243
  142. L 145.024987 24.034679
  143. L 145.693388 24.092549
  144. L 146.361789 23.963783
  145. L 147.03019 23.9782
  146. L 147.698591 23.799026
  147. L 149.703794 23.635272
  148. L 151.040597 23.984082
  149. L 151.708998 23.941821
  150. L 152.377399 24.196724
  151. L 153.0458 24.240589
  152. L 154.382602 24.043591
  153. L 155.051003 23.817334
  154. L 155.719404 24.026097
  155. L 157.724607 24.072378
  156. L 158.393008 23.949153
  157. L 159.061409 24.042094
  158. L 159.72981 24.000987
  159. L 160.398211 23.768671
  160. L 161.735013 23.890034
  161. L 163.071816 23.657234
  162. L 163.740217 23.711225
  163. L 164.408618 23.492761
  164. L 167.082222 24.189191
  165. L 167.750623 23.944426
  166. L 168.419024 23.878587
  167. L 169.755826 24.137581
  168. L 171.761029 24.411711
  169. L 175.771436 23.557597
  170. L 177.108238 23.922594
  171. L 178.44504 23.868484
  172. L 179.113441 23.596747
  173. L 179.781842 23.472296
  174. L 181.118644 23.710518
  175. L 183.123847 24.31798
  176. L 183.792248 24.167382
  177. L 185.12905 23.494706
  178. L 186.465852 23.535105
  179. L 187.134254 23.330822
  180. L 187.802655 23.415251
  181. L 188.471056 23.677817
  182. L 189.807858 23.635001
  183. L 191.813061 24.091606
  184. L 192.481462 23.986923
  185. L 193.149863 24.234942
  186. L 193.818264 24.232254
  187. L 198.497071 23.309968
  188. L 199.833874 23.809094
  189. L 201.170676 24.055969
  190. L 201.839077 24.129753
  191. L 203.84428 23.750953
  192. L 204.512681 23.440537
  193. L 206.517884 23.780565
  194. L 207.186285 24.083802
  195. L 208.523087 24.401443
  196. L 209.191488 24.40887
  197. L 209.859889 24.230922
  198. L 210.52829 23.870453
  199. L 212.533494 24.004017
  200. L 213.870296 24.198716
  201. L 215.207098 23.86371
  202. L 216.5439 23.4892
  203. L 217.212301 23.54911
  204. L 218.549103 24.15491
  205. L 220.554306 24.149299
  206. L 221.891108 23.880756
  207. L 223.227911 23.837551
  208. L 223.896312 23.928417
  209. L 225.233114 23.735144
  210. L 225.901515 23.867046
  211. L 227.238317 23.697315
  212. L 228.575119 23.921002
  213. L 229.24352 24.250468
  214. L 229.911921 24.331066
  215. L 230.580322 24.166463
  216. L 231.248723 23.741711
  217. L 233.922327 23.62735
  218. L 235.25913 23.942775
  219. L 236.595932 23.902506
  220. L 237.264333 24.142685
  221. L 237.932734 24.200602
  222. L 239.269536 23.981289
  223. L 239.937937 23.896058
  224. L 241.274739 24.010783
  225. L 242.611541 23.570223
  226. L 243.279942 23.378223
  227. L 244.616744 23.370808
  228. L 247.95875 23.98677
  229. L 249.963953 23.779021
  230. L 252.637557 23.607758
  231. L 253.974359 23.162729
  232. L 254.64276 23.156564
  233. L 255.311161 23.548886
  234. L 257.316364 23.61173
  235. L 259.321568 24.065176
  236. L 261.995172 23.449756
  237. L 263.331974 23.874473
  238. L 264.000375 23.965834
  239. L 264.668776 23.812795
  240. L 265.337177 23.831622
  241. L 266.673979 23.418811
  242. L 268.010781 23.437555
  243. L 268.679182 23.489707
  244. L 270.015984 24.084627
  245. L 270.684385 24.233893
  246. L 272.021188 24.160191
  247. L 272.689589 23.866292
  248. L 273.35799 23.80169
  249. L 274.026391 23.865738
  250. L 274.694792 23.687766
  251. L 275.363193 23.686151
  252. L 276.699995 24.226018
  253. L 278.036797 24.409506
  254. L 278.705198 24.31119
  255. L 279.373599 23.731289
  256. L 280.042 23.332366
  257. L 281.378802 23.42177
  258. L 282.047203 23.40516
  259. L 282.715604 23.681
  260. L 283.384006 23.74652
  261. L 284.052407 23.660264
  262. L 285.389209 24.036388
  263. L 286.726011 24.436042
  264. L 288.731214 24.325018
  265. L 289.399615 24.049014
  266. L 290.068016 23.89436
  267. L 292.073219 23.811168
  268. L 292.74162 23.866421
  269. L 294.078422 23.416454
  270. L 295.415225 23.691303
  271. L 296.752027 24.089743
  272. L 298.088829 23.894395
  273. L 298.75723 23.479722
  274. L 299.425631 23.450817
  275. L 300.762433 24.018269
  276. L 302.099235 23.988161
  277. L 302.767636 23.860586
  278. L 303.436037 23.549746
  279. L 304.104438 23.456157
  280. L 306.109641 23.941597
  281. L 306.778042 23.851803
  282. L 308.114845 23.984813
  283. L 310.120048 23.820151
  284. L 311.45685 23.524802
  285. L 312.125251 23.203671
  286. L 314.130454 23.595592
  287. L 314.798855 23.382243
  288. L 315.467256 23.38374
  289. L 316.135657 23.260751
  290. L 318.14086 23.463124
  291. L 318.809261 23.297036
  292. L 319.477663 23.314294
  293. L 320.146064 23.512271
  294. L 322.151267 23.307256
  295. L 322.819668 23.075117
  296. L 323.488069 23.216968
  297. L 324.15647 23.546033
  298. L 324.824871 23.630073
  299. L 325.493272 23.412929
  300. L 326.161673 23.003242
  301. L 326.830074 22.80938
  302. L 327.498475 22.785768
  303. L 328.835277 23.543121
  304. L 330.172079 23.594048
  305. L 332.177283 24.078002
  306. L 332.845684 24.282662
  307. L 334.182486 23.977422
  308. L 336.187689 23.245143
  309. L 336.85609 23.615974
  310. L 338.192892 23.894313
  311. L 340.198095 23.86602
  312. L 340.866496 23.750729
  313. L 341.534897 23.472013
  314. L 342.203298 23.395305
  315. L 344.208502 23.926814
  316. L 345.545304 23.886202
  317. L 346.882106 23.801467
  318. L 349.55571 23.466107
  319. L 350.224111 23.220257
  320. L 353.566116 23.639174
  321. L 354.234517 23.496922
  322. L 354.902918 23.227979
  323. L 359.581726 23.333179
  324. L 360.250127 23.414013
  325. L 360.918528 23.614265
  326. L 362.25533 23.096077
  327. L 364.928934 23.369912
  328. L 365.597335 23.559189
  329. L 366.934137 23.573312
  330. L 367.602539 23.602146
  331. L 370.944544 22.904749
  332. L 372.281346 23.034647
  333. L 372.281346 23.034647
  334. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  335. </g>
  336. <g id="text_1">
  337. <g id="patch_3">
  338. <path d="M 18.697188 25.935276
  339. L 29.974688 25.935276
  340. Q 32.374688 25.935276 32.374688 23.535276
  341. L 32.374688 15.792776
  342. Q 32.374688 13.392776 29.974688 13.392776
  343. L 18.697188 13.392776
  344. Q 16.297188 13.392776 16.297188 15.792776
  345. L 16.297188 23.535276
  346. Q 16.297188 25.935276 18.697188 25.935276
  347. z
  348. " style="fill:#ffffff;opacity:0.8;"/>
  349. </g>
  350. <!-- GS -->
  351. <defs>
  352. <path d="M 59.515625 10.40625
  353. L 59.515625 29.984375
  354. L 43.40625 29.984375
  355. L 43.40625 38.09375
  356. L 69.28125 38.09375
  357. L 69.28125 6.78125
  358. Q 63.578125 2.734375 56.6875 0.65625
  359. Q 49.8125 -1.421875 42 -1.421875
  360. Q 24.90625 -1.421875 15.25 8.5625
  361. Q 5.609375 18.5625 5.609375 36.375
  362. Q 5.609375 54.25 15.25 64.234375
  363. Q 24.90625 74.21875 42 74.21875
  364. Q 49.125 74.21875 55.546875 72.453125
  365. Q 61.96875 70.703125 67.390625 67.28125
  366. L 67.390625 56.78125
  367. Q 61.921875 61.421875 55.765625 63.765625
  368. Q 49.609375 66.109375 42.828125 66.109375
  369. Q 29.4375 66.109375 22.71875 58.640625
  370. Q 16.015625 51.171875 16.015625 36.375
  371. Q 16.015625 21.625 22.71875 14.15625
  372. Q 29.4375 6.6875 42.828125 6.6875
  373. Q 48.046875 6.6875 52.140625 7.59375
  374. Q 56.25 8.5 59.515625 10.40625
  375. z
  376. " id="DejaVuSans-47"/>
  377. <path d="M 53.515625 70.515625
  378. L 53.515625 60.890625
  379. Q 47.90625 63.578125 42.921875 64.890625
  380. Q 37.9375 66.21875 33.296875 66.21875
  381. Q 25.25 66.21875 20.875 63.09375
  382. Q 16.5 59.96875 16.5 54.203125
  383. Q 16.5 49.359375 19.40625 46.890625
  384. Q 22.3125 44.4375 30.421875 42.921875
  385. L 36.375 41.703125
  386. Q 47.40625 39.59375 52.65625 34.296875
  387. Q 57.90625 29 57.90625 20.125
  388. Q 57.90625 9.515625 50.796875 4.046875
  389. Q 43.703125 -1.421875 29.984375 -1.421875
  390. Q 24.8125 -1.421875 18.96875 -0.25
  391. Q 13.140625 0.921875 6.890625 3.21875
  392. L 6.890625 13.375
  393. Q 12.890625 10.015625 18.65625 8.296875
  394. Q 24.421875 6.59375 29.984375 6.59375
  395. Q 38.421875 6.59375 43.015625 9.90625
  396. Q 47.609375 13.234375 47.609375 19.390625
  397. Q 47.609375 24.75 44.3125 27.78125
  398. Q 41.015625 30.8125 33.5 32.328125
  399. L 27.484375 33.5
  400. Q 16.453125 35.6875 11.515625 40.375
  401. Q 6.59375 45.0625 6.59375 53.421875
  402. Q 6.59375 63.09375 13.40625 68.65625
  403. Q 20.21875 74.21875 32.171875 74.21875
  404. Q 37.3125 74.21875 42.625 73.28125
  405. Q 47.953125 72.359375 53.515625 70.515625
  406. z
  407. " id="DejaVuSans-53"/>
  408. </defs>
  409. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  410. <use xlink:href="#DejaVuSans-47"/>
  411. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  412. </g>
  413. </g>
  414. <g id="text_2">
  415. <g id="patch_4">
  416. <path d="M 280.129663 22.799651
  417. L 365.209663 22.799651
  418. Q 366.409663 22.799651 366.409663 21.599651
  419. L 366.409663 17.728401
  420. Q 366.409663 16.528401 365.209663 16.528401
  421. L 280.129663 16.528401
  422. Q 278.929663 16.528401 278.929663 17.728401
  423. L 278.929663 21.599651
  424. Q 278.929663 22.799651 280.129663 22.799651
  425. z
  426. " style="fill:#ffffff;opacity:0.8;"/>
  427. </g>
  428. <!-- max: 558.434 $\bullet$ mean: 553.026 $\bullet$ $\sigma$: 1.660 -->
  429. <defs>
  430. <path d="M 52 44.1875
  431. Q 55.375 50.25 60.0625 53.125
  432. Q 64.75 56 71.09375 56
  433. Q 79.640625 56 84.28125 50.015625
  434. Q 88.921875 44.046875 88.921875 33.015625
  435. L 88.921875 0
  436. L 79.890625 0
  437. L 79.890625 32.71875
  438. Q 79.890625 40.578125 77.09375 44.375
  439. Q 74.3125 48.1875 68.609375 48.1875
  440. Q 61.625 48.1875 57.5625 43.546875
  441. Q 53.515625 38.921875 53.515625 30.90625
  442. L 53.515625 0
  443. L 44.484375 0
  444. L 44.484375 32.71875
  445. Q 44.484375 40.625 41.703125 44.40625
  446. Q 38.921875 48.1875 33.109375 48.1875
  447. Q 26.21875 48.1875 22.15625 43.53125
  448. Q 18.109375 38.875 18.109375 30.90625
  449. L 18.109375 0
  450. L 9.078125 0
  451. L 9.078125 54.6875
  452. L 18.109375 54.6875
  453. L 18.109375 46.1875
  454. Q 21.1875 51.21875 25.484375 53.609375
  455. Q 29.78125 56 35.6875 56
  456. Q 41.65625 56 45.828125 52.96875
  457. Q 50 49.953125 52 44.1875
  458. z
  459. " id="DejaVuSans-6d"/>
  460. <path d="M 34.28125 27.484375
  461. Q 23.390625 27.484375 19.1875 25
  462. Q 14.984375 22.515625 14.984375 16.5
  463. Q 14.984375 11.71875 18.140625 8.90625
  464. Q 21.296875 6.109375 26.703125 6.109375
  465. Q 34.1875 6.109375 38.703125 11.40625
  466. Q 43.21875 16.703125 43.21875 25.484375
  467. L 43.21875 27.484375
  468. z
  469. M 52.203125 31.203125
  470. L 52.203125 0
  471. L 43.21875 0
  472. L 43.21875 8.296875
  473. Q 40.140625 3.328125 35.546875 0.953125
  474. Q 30.953125 -1.421875 24.3125 -1.421875
  475. Q 15.921875 -1.421875 10.953125 3.296875
  476. Q 6 8.015625 6 15.921875
  477. Q 6 25.140625 12.171875 29.828125
  478. Q 18.359375 34.515625 30.609375 34.515625
  479. L 43.21875 34.515625
  480. L 43.21875 35.40625
  481. Q 43.21875 41.609375 39.140625 45
  482. Q 35.0625 48.390625 27.6875 48.390625
  483. Q 23 48.390625 18.546875 47.265625
  484. Q 14.109375 46.140625 10.015625 43.890625
  485. L 10.015625 52.203125
  486. Q 14.9375 54.109375 19.578125 55.046875
  487. Q 24.21875 56 28.609375 56
  488. Q 40.484375 56 46.34375 49.84375
  489. Q 52.203125 43.703125 52.203125 31.203125
  490. z
  491. " id="DejaVuSans-61"/>
  492. <path d="M 54.890625 54.6875
  493. L 35.109375 28.078125
  494. L 55.90625 0
  495. L 45.3125 0
  496. L 29.390625 21.484375
  497. L 13.484375 0
  498. L 2.875 0
  499. L 24.125 28.609375
  500. L 4.6875 54.6875
  501. L 15.28125 54.6875
  502. L 29.78125 35.203125
  503. L 44.28125 54.6875
  504. z
  505. " id="DejaVuSans-78"/>
  506. <path d="M 11.71875 12.40625
  507. L 22.015625 12.40625
  508. L 22.015625 0
  509. L 11.71875 0
  510. z
  511. M 11.71875 51.703125
  512. L 22.015625 51.703125
  513. L 22.015625 39.3125
  514. L 11.71875 39.3125
  515. z
  516. " id="DejaVuSans-3a"/>
  517. <path id="DejaVuSans-20"/>
  518. <path d="M 10.796875 72.90625
  519. L 49.515625 72.90625
  520. L 49.515625 64.59375
  521. L 19.828125 64.59375
  522. L 19.828125 46.734375
  523. Q 21.96875 47.46875 24.109375 47.828125
  524. Q 26.265625 48.1875 28.421875 48.1875
  525. Q 40.625 48.1875 47.75 41.5
  526. Q 54.890625 34.8125 54.890625 23.390625
  527. Q 54.890625 11.625 47.5625 5.09375
  528. Q 40.234375 -1.421875 26.90625 -1.421875
  529. Q 22.3125 -1.421875 17.546875 -0.640625
  530. Q 12.796875 0.140625 7.71875 1.703125
  531. L 7.71875 11.625
  532. Q 12.109375 9.234375 16.796875 8.0625
  533. Q 21.484375 6.890625 26.703125 6.890625
  534. Q 35.15625 6.890625 40.078125 11.328125
  535. Q 45.015625 15.765625 45.015625 23.390625
  536. Q 45.015625 31 40.078125 35.4375
  537. Q 35.15625 39.890625 26.703125 39.890625
  538. Q 22.75 39.890625 18.8125 39.015625
  539. Q 14.890625 38.140625 10.796875 36.28125
  540. z
  541. " id="DejaVuSans-35"/>
  542. <path d="M 31.78125 34.625
  543. Q 24.75 34.625 20.71875 30.859375
  544. Q 16.703125 27.09375 16.703125 20.515625
  545. Q 16.703125 13.921875 20.71875 10.15625
  546. Q 24.75 6.390625 31.78125 6.390625
  547. Q 38.8125 6.390625 42.859375 10.171875
  548. Q 46.921875 13.96875 46.921875 20.515625
  549. Q 46.921875 27.09375 42.890625 30.859375
  550. Q 38.875 34.625 31.78125 34.625
  551. z
  552. M 21.921875 38.8125
  553. Q 15.578125 40.375 12.03125 44.71875
  554. Q 8.5 49.078125 8.5 55.328125
  555. Q 8.5 64.0625 14.71875 69.140625
  556. Q 20.953125 74.21875 31.78125 74.21875
  557. Q 42.671875 74.21875 48.875 69.140625
  558. Q 55.078125 64.0625 55.078125 55.328125
  559. Q 55.078125 49.078125 51.53125 44.71875
  560. Q 48 40.375 41.703125 38.8125
  561. Q 48.828125 37.15625 52.796875 32.3125
  562. Q 56.78125 27.484375 56.78125 20.515625
  563. Q 56.78125 9.90625 50.3125 4.234375
  564. Q 43.84375 -1.421875 31.78125 -1.421875
  565. Q 19.734375 -1.421875 13.25 4.234375
  566. Q 6.78125 9.90625 6.78125 20.515625
  567. Q 6.78125 27.484375 10.78125 32.3125
  568. Q 14.796875 37.15625 21.921875 38.8125
  569. z
  570. M 18.3125 54.390625
  571. Q 18.3125 48.734375 21.84375 45.5625
  572. Q 25.390625 42.390625 31.78125 42.390625
  573. Q 38.140625 42.390625 41.71875 45.5625
  574. Q 45.3125 48.734375 45.3125 54.390625
  575. Q 45.3125 60.0625 41.71875 63.234375
  576. Q 38.140625 66.40625 31.78125 66.40625
  577. Q 25.390625 66.40625 21.84375 63.234375
  578. Q 18.3125 60.0625 18.3125 54.390625
  579. z
  580. " id="DejaVuSans-38"/>
  581. <path d="M 10.6875 12.40625
  582. L 21 12.40625
  583. L 21 0
  584. L 10.6875 0
  585. z
  586. " id="DejaVuSans-2e"/>
  587. <path d="M 37.796875 64.3125
  588. L 12.890625 25.390625
  589. L 37.796875 25.390625
  590. z
  591. M 35.203125 72.90625
  592. L 47.609375 72.90625
  593. L 47.609375 25.390625
  594. L 58.015625 25.390625
  595. L 58.015625 17.1875
  596. L 47.609375 17.1875
  597. L 47.609375 0
  598. L 37.796875 0
  599. L 37.796875 17.1875
  600. L 4.890625 17.1875
  601. L 4.890625 26.703125
  602. z
  603. " id="DejaVuSans-34"/>
  604. <path d="M 40.578125 39.3125
  605. Q 47.65625 37.796875 51.625 33
  606. Q 55.609375 28.21875 55.609375 21.1875
  607. Q 55.609375 10.40625 48.1875 4.484375
  608. Q 40.765625 -1.421875 27.09375 -1.421875
  609. Q 22.515625 -1.421875 17.65625 -0.515625
  610. Q 12.796875 0.390625 7.625 2.203125
  611. L 7.625 11.71875
  612. Q 11.71875 9.328125 16.59375 8.109375
  613. Q 21.484375 6.890625 26.8125 6.890625
  614. Q 36.078125 6.890625 40.9375 10.546875
  615. Q 45.796875 14.203125 45.796875 21.1875
  616. Q 45.796875 27.640625 41.28125 31.265625
  617. Q 36.765625 34.90625 28.71875 34.90625
  618. L 20.21875 34.90625
  619. L 20.21875 43.015625
  620. L 29.109375 43.015625
  621. Q 36.375 43.015625 40.234375 45.921875
  622. Q 44.09375 48.828125 44.09375 54.296875
  623. Q 44.09375 59.90625 40.109375 62.90625
  624. Q 36.140625 65.921875 28.71875 65.921875
  625. Q 24.65625 65.921875 20.015625 65.03125
  626. Q 15.375 64.15625 9.8125 62.3125
  627. L 9.8125 71.09375
  628. Q 15.4375 72.65625 20.34375 73.4375
  629. Q 25.25 74.21875 29.59375 74.21875
  630. Q 40.828125 74.21875 47.359375 69.109375
  631. Q 53.90625 64.015625 53.90625 55.328125
  632. Q 53.90625 49.265625 50.4375 45.09375
  633. Q 46.96875 40.921875 40.578125 39.3125
  634. z
  635. " id="DejaVuSans-33"/>
  636. <path d="M 16.734375 31.203125
  637. Q 16.734375 37.265625 20.953125 41.4375
  638. Q 25.1875 45.609375 31.34375 45.609375
  639. Q 37.390625 45.609375 41.5625 41.4375
  640. Q 45.75 37.265625 45.75 31.203125
  641. Q 45.75 25.109375 41.546875 20.90625
  642. Q 37.34375 16.703125 31.25 16.703125
  643. Q 25.140625 16.703125 20.9375 20.90625
  644. Q 16.734375 25.109375 16.734375 31.203125
  645. z
  646. " id="DejaVuSans-2219"/>
  647. <path d="M 56.203125 29.59375
  648. L 56.203125 25.203125
  649. L 14.890625 25.203125
  650. Q 15.484375 15.921875 20.484375 11.0625
  651. Q 25.484375 6.203125 34.421875 6.203125
  652. Q 39.59375 6.203125 44.453125 7.46875
  653. Q 49.3125 8.734375 54.109375 11.28125
  654. L 54.109375 2.78125
  655. Q 49.265625 0.734375 44.1875 -0.34375
  656. Q 39.109375 -1.421875 33.890625 -1.421875
  657. Q 20.796875 -1.421875 13.15625 6.1875
  658. Q 5.515625 13.8125 5.515625 26.8125
  659. Q 5.515625 40.234375 12.765625 48.109375
  660. Q 20.015625 56 32.328125 56
  661. Q 43.359375 56 49.78125 48.890625
  662. Q 56.203125 41.796875 56.203125 29.59375
  663. z
  664. M 47.21875 32.234375
  665. Q 47.125 39.59375 43.09375 43.984375
  666. Q 39.0625 48.390625 32.421875 48.390625
  667. Q 24.90625 48.390625 20.390625 44.140625
  668. Q 15.875 39.890625 15.1875 32.171875
  669. z
  670. " id="DejaVuSans-65"/>
  671. <path d="M 54.890625 33.015625
  672. L 54.890625 0
  673. L 45.90625 0
  674. L 45.90625 32.71875
  675. Q 45.90625 40.484375 42.875 44.328125
  676. Q 39.84375 48.1875 33.796875 48.1875
  677. Q 26.515625 48.1875 22.3125 43.546875
  678. Q 18.109375 38.921875 18.109375 30.90625
  679. L 18.109375 0
  680. L 9.078125 0
  681. L 9.078125 54.6875
  682. L 18.109375 54.6875
  683. L 18.109375 46.1875
  684. Q 21.34375 51.125 25.703125 53.5625
  685. Q 30.078125 56 35.796875 56
  686. Q 45.21875 56 50.046875 50.171875
  687. Q 54.890625 44.34375 54.890625 33.015625
  688. z
  689. " id="DejaVuSans-6e"/>
  690. <path d="M 31.78125 66.40625
  691. Q 24.171875 66.40625 20.328125 58.90625
  692. Q 16.5 51.421875 16.5 36.375
  693. Q 16.5 21.390625 20.328125 13.890625
  694. Q 24.171875 6.390625 31.78125 6.390625
  695. Q 39.453125 6.390625 43.28125 13.890625
  696. Q 47.125 21.390625 47.125 36.375
  697. Q 47.125 51.421875 43.28125 58.90625
  698. Q 39.453125 66.40625 31.78125 66.40625
  699. z
  700. M 31.78125 74.21875
  701. Q 44.046875 74.21875 50.515625 64.515625
  702. Q 56.984375 54.828125 56.984375 36.375
  703. Q 56.984375 17.96875 50.515625 8.265625
  704. Q 44.046875 -1.421875 31.78125 -1.421875
  705. Q 19.53125 -1.421875 13.0625 8.265625
  706. Q 6.59375 17.96875 6.59375 36.375
  707. Q 6.59375 54.828125 13.0625 64.515625
  708. Q 19.53125 74.21875 31.78125 74.21875
  709. z
  710. " id="DejaVuSans-30"/>
  711. <path d="M 19.1875 8.296875
  712. L 53.609375 8.296875
  713. L 53.609375 0
  714. L 7.328125 0
  715. L 7.328125 8.296875
  716. Q 12.9375 14.109375 22.625 23.890625
  717. Q 32.328125 33.6875 34.8125 36.53125
  718. Q 39.546875 41.84375 41.421875 45.53125
  719. Q 43.3125 49.21875 43.3125 52.78125
  720. Q 43.3125 58.59375 39.234375 62.25
  721. Q 35.15625 65.921875 28.609375 65.921875
  722. Q 23.96875 65.921875 18.8125 64.3125
  723. Q 13.671875 62.703125 7.8125 59.421875
  724. L 7.8125 69.390625
  725. Q 13.765625 71.78125 18.9375 73
  726. Q 24.125 74.21875 28.421875 74.21875
  727. Q 39.75 74.21875 46.484375 68.546875
  728. Q 53.21875 62.890625 53.21875 53.421875
  729. Q 53.21875 48.921875 51.53125 44.890625
  730. Q 49.859375 40.875 45.40625 35.40625
  731. Q 44.1875 33.984375 37.640625 27.21875
  732. Q 31.109375 20.453125 19.1875 8.296875
  733. z
  734. " id="DejaVuSans-32"/>
  735. <path d="M 33.015625 40.375
  736. Q 26.375 40.375 22.484375 35.828125
  737. Q 18.609375 31.296875 18.609375 23.390625
  738. Q 18.609375 15.53125 22.484375 10.953125
  739. Q 26.375 6.390625 33.015625 6.390625
  740. Q 39.65625 6.390625 43.53125 10.953125
  741. Q 47.40625 15.53125 47.40625 23.390625
  742. Q 47.40625 31.296875 43.53125 35.828125
  743. Q 39.65625 40.375 33.015625 40.375
  744. z
  745. M 52.59375 71.296875
  746. L 52.59375 62.3125
  747. Q 48.875 64.0625 45.09375 64.984375
  748. Q 41.3125 65.921875 37.59375 65.921875
  749. Q 27.828125 65.921875 22.671875 59.328125
  750. Q 17.53125 52.734375 16.796875 39.40625
  751. Q 19.671875 43.65625 24.015625 45.921875
  752. Q 28.375 48.1875 33.59375 48.1875
  753. Q 44.578125 48.1875 50.953125 41.515625
  754. Q 57.328125 34.859375 57.328125 23.390625
  755. Q 57.328125 12.15625 50.6875 5.359375
  756. Q 44.046875 -1.421875 33.015625 -1.421875
  757. Q 20.359375 -1.421875 13.671875 8.265625
  758. Q 6.984375 17.96875 6.984375 36.375
  759. Q 6.984375 53.65625 15.1875 63.9375
  760. Q 23.390625 74.21875 37.203125 74.21875
  761. Q 40.921875 74.21875 44.703125 73.484375
  762. Q 48.484375 72.75 52.59375 71.296875
  763. z
  764. " id="DejaVuSans-36"/>
  765. <path d="M 34.671875 47.5625
  766. Q 27.25 47.5625 22.21875 42.1875
  767. Q 16.890625 36.578125 15.140625 27.296875
  768. Q 13.1875 17.484375 16.3125 11.8125
  769. Q 19.390625 6.203125 26.65625 6.203125
  770. Q 33.84375 6.203125 39.109375 11.859375
  771. Q 44.4375 17.53125 46.34375 27.296875
  772. Q 48.046875 36.234375 45.015625 42.1875
  773. Q 42.1875 47.5625 34.671875 47.5625
  774. z
  775. M 36.078125 54.734375
  776. L 65.921875 54.6875
  777. L 64.15625 45.703125
  778. L 54.109375 45.703125
  779. Q 57.90625 38.09375 55.859375 27.296875
  780. Q 53.21875 13.875 45.0625 6.25
  781. Q 36.859375 -1.421875 25.140625 -1.421875
  782. Q 13.375 -1.421875 8.203125 6.25
  783. Q 3.03125 13.875 5.671875 27.296875
  784. Q 8.25 40.765625 16.40625 48.390625
  785. Q 23.1875 54.734375 36.078125 54.734375
  786. z
  787. " id="DejaVuSans-Oblique-3c3"/>
  788. <path d="M 12.40625 8.296875
  789. L 28.515625 8.296875
  790. L 28.515625 63.921875
  791. L 10.984375 60.40625
  792. L 10.984375 69.390625
  793. L 28.421875 72.90625
  794. L 38.28125 72.90625
  795. L 38.28125 8.296875
  796. L 54.390625 8.296875
  797. L 54.390625 0
  798. L 12.40625 0
  799. z
  800. " id="DejaVuSans-31"/>
  801. </defs>
  802. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  803. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  804. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  805. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  806. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  807. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  808. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  809. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-35"/>
  810. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
  811. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  812. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
  813. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
  814. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-34"/>
  815. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  816. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  817. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  818. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  819. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  820. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  821. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  822. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  823. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  824. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-35"/>
  825. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-35"/>
  826. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-33"/>
  827. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  828. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-30"/>
  829. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-32"/>
  830. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-36"/>
  831. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  832. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  833. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  834. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  835. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  836. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  837. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
  838. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  839. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-36"/>
  840. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-36"/>
  841. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-30"/>
  842. </g>
  843. </g>
  844. <g id="text_3">
  845. <!-- 555.82 -->
  846. <g style="fill:#d3d3d3;" transform="translate(7.2 24.118151)scale(0.03 -0.03)">
  847. <use xlink:href="#DejaVuSans-35"/>
  848. <use x="63.623047" xlink:href="#DejaVuSans-35"/>
  849. <use x="127.246094" xlink:href="#DejaVuSans-35"/>
  850. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  851. <use x="222.65625" xlink:href="#DejaVuSans-38"/>
  852. <use x="286.279297" xlink:href="#DejaVuSans-32"/>
  853. </g>
  854. </g>
  855. </g>
  856. <g id="axes_2">
  857. <g id="patch_5">
  858. <path d="M 18.697188 65.2224
  859. L 372.281346 65.2224
  860. L 372.281346 39.675648
  861. L 18.697188 39.675648
  862. z
  863. " style="fill:#ffffff;"/>
  864. </g>
  865. <g id="matplotlib.axis_3">
  866. <g id="xtick_6"/>
  867. <g id="xtick_7"/>
  868. <g id="xtick_8"/>
  869. <g id="xtick_9"/>
  870. <g id="xtick_10"/>
  871. </g>
  872. <g id="matplotlib.axis_4"/>
  873. <g id="line2d_3">
  874. <path clip-path="url(#p38fc98a43a)" d="M 18.697188 50.826064
  875. L 372.281346 50.826064
  876. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  877. </g>
  878. <g id="line2d_4">
  879. <path clip-path="url(#p38fc98a43a)" d="M 18.697188 50.432538
  880. L 19.365589 51.792281
  881. L 20.03399 52.322658
  882. L 20.702391 51.873761
  883. L 21.370792 52.777301
  884. L 22.039193 52.603323
  885. L 22.707594 52.012619
  886. L 23.375995 51.702007
  887. L 24.044396 52.213344
  888. L 24.712797 52.13597
  889. L 25.381198 51.819884
  890. L 26.718 51.786324
  891. L 27.386401 52.02555
  892. L 28.054802 51.858123
  893. L 28.723203 51.83686
  894. L 29.391604 51.929117
  895. L 30.060005 51.722545
  896. L 30.728407 51.948075
  897. L 31.396808 51.993701
  898. L 32.73361 51.592492
  899. L 33.402011 51.909323
  900. L 35.407214 51.468758
  901. L 38.080818 51.706817
  902. L 38.749219 52.006833
  903. L 39.41762 51.791184
  904. L 40.086021 51.970727
  905. L 40.754422 52.800003
  906. L 41.422823 52.339111
  907. L 42.759626 52.602055
  908. L 43.428027 51.739934
  909. L 44.096428 51.460215
  910. L 44.764829 51.561478
  911. L 45.43323 51.427802
  912. L 47.438433 51.941454
  913. L 48.106834 51.531762
  914. L 48.775235 51.954083
  915. L 49.443636 51.253673
  916. L 50.112037 51.784472
  917. L 50.780438 51.998652
  918. L 51.448839 52.016654
  919. L 52.11724 52.497431
  920. L 52.785641 52.38856
  921. L 53.454042 51.933082
  922. L 54.122443 52.065711
  923. L 54.790845 52.071276
  924. L 55.459246 51.649076
  925. L 56.127647 51.672905
  926. L 56.796048 51.977147
  927. L 58.13285 51.200843
  928. L 58.801251 52.000715
  929. L 59.469652 51.665569
  930. L 60.138053 51.490343
  931. L 60.806454 52.027774
  932. L 62.143256 51.465457
  933. L 62.811657 52.269807
  934. L 63.480058 52.329329
  935. L 64.148459 51.82722
  936. L 64.81686 51.986164
  937. L 65.485261 51.903436
  938. L 66.153662 51.238035
  939. L 66.822064 50.933511
  940. L 67.490465 51.300355
  941. L 68.158866 51.148727
  942. L 68.827267 51.402031
  943. L 69.495668 52.265571
  944. L 70.164069 51.994496
  945. L 70.83247 51.992211
  946. L 71.500871 52.14716
  947. L 72.169272 51.708638
  948. L 72.837673 51.942309
  949. L 73.506074 51.626565
  950. L 74.174475 51.670409
  951. L 74.842876 52.44451
  952. L 75.511277 52.237747
  953. L 76.848079 52.400988
  954. L 77.51648 52.216202
  955. L 78.184881 52.538809
  956. L 78.853283 51.935929
  957. L 79.521684 51.549805
  958. L 80.190085 51.763159
  959. L 80.858486 51.711023
  960. L 81.526887 51.971029
  961. L 82.195288 52.108116
  962. L 82.863689 52.005343
  963. L 83.53209 51.706082
  964. L 84.200491 52.156559
  965. L 84.868892 52.065067
  966. L 85.537293 51.752684
  967. L 86.205694 52.179774
  968. L 88.210897 51.911104
  969. L 88.879298 50.845591
  970. L 89.547699 50.68062
  971. L 90.2161 51.41634
  972. L 90.884502 51.414237
  973. L 91.552903 51.541181
  974. L 92.221304 51.965374
  975. L 92.889705 52.034415
  976. L 93.558106 51.915753
  977. L 94.226507 51.358488
  978. L 94.894908 51.891381
  979. L 95.563309 51.839074
  980. L 96.23171 51.485553
  981. L 96.900111 52.172227
  982. L 97.568512 51.900991
  983. L 98.236913 51.754233
  984. L 98.905314 51.938113
  985. L 99.573715 51.982803
  986. L 100.242116 51.549412
  987. L 100.910517 52.296866
  988. L 101.578918 52.353732
  989. L 102.247319 52.055205
  990. L 102.915721 52.209269
  991. L 103.584122 52.242315
  992. L 104.252523 51.775718
  993. L 104.920924 51.491329
  994. L 105.589325 51.468778
  995. L 106.926127 51.274413
  996. L 107.594528 51.468889
  997. L 108.262929 51.893253
  998. L 108.93133 52.525567
  999. L 109.599731 51.954475
  1000. L 110.268132 51.553508
  1001. L 110.936533 51.718349
  1002. L 112.273335 50.989702
  1003. L 112.941736 51.163227
  1004. L 113.610137 51.64975
  1005. L 114.278538 51.054477
  1006. L 114.94694 51.28514
  1007. L 115.615341 52.111709
  1008. L 116.283742 51.233014
  1009. L 116.952143 51.756437
  1010. L 117.620544 52.115804
  1011. L 118.288945 51.592733
  1012. L 118.957346 51.477976
  1013. L 119.625747 51.74406
  1014. L 120.294148 50.68709
  1015. L 120.962549 50.532222
  1016. L 121.63095 51.625428
  1017. L 122.299351 51.089879
  1018. L 122.967752 51.755169
  1019. L 123.636153 51.88331
  1020. L 124.304554 51.422227
  1021. L 124.972955 51.74578
  1022. L 125.641356 51.4978
  1023. L 126.309757 51.031152
  1024. L 126.978159 51.514393
  1025. L 127.64656 50.933934
  1026. L 128.314961 51.513961
  1027. L 128.983362 51.923733
  1028. L 129.651763 51.405643
  1029. L 130.320164 51.506343
  1030. L 130.988565 51.329225
  1031. L 131.656966 51.398267
  1032. L 132.325367 51.695677
  1033. L 132.993768 51.368159
  1034. L 133.662169 51.812004
  1035. L 134.998971 51.259167
  1036. L 135.667372 51.612618
  1037. L 136.335773 51.637976
  1038. L 137.004174 51.409055
  1039. L 137.672575 51.946435
  1040. L 139.009378 51.177406
  1041. L 139.677779 51.01976
  1042. L 140.34618 51.329578
  1043. L 141.014581 51.222438
  1044. L 141.682982 51.927386
  1045. L 142.351383 52.191004
  1046. L 143.688185 51.934682
  1047. L 145.024987 51.475178
  1048. L 145.693388 52.055819
  1049. L 146.361789 51.910682
  1050. L 148.366992 51.89447
  1051. L 149.035393 51.246538
  1052. L 149.703794 51.500336
  1053. L 150.372195 51.257205
  1054. L 151.040597 51.460144
  1055. L 151.708998 51.863979
  1056. L 152.377399 51.695033
  1057. L 153.0458 52.191528
  1058. L 153.714201 52.199558
  1059. L 154.382602 51.948015
  1060. L 155.051003 51.560784
  1061. L 156.387805 51.725131
  1062. L 157.056206 52.11038
  1063. L 157.724607 51.683018
  1064. L 158.393008 51.734268
  1065. L 159.061409 51.608562
  1066. L 161.735013 51.588668
  1067. L 162.403414 51.424421
  1068. L 163.071816 51.015021
  1069. L 163.740217 50.817707
  1070. L 164.408618 50.890492
  1071. L 165.077019 51.560401
  1072. L 165.74542 51.569256
  1073. L 167.082222 52.147845
  1074. L 167.750623 51.524406
  1075. L 168.419024 51.738304
  1076. L 169.087425 51.444084
  1077. L 170.424227 52.015839
  1078. L 171.092628 52.066647
  1079. L 171.761029 52.605506
  1080. L 172.42943 52.347674
  1081. L 173.766232 52.471358
  1082. L 174.434633 52.266426
  1083. L 175.103035 51.748165
  1084. L 176.439837 51.424914
  1085. L 177.776639 51.709503
  1086. L 180.450243 51.187932
  1087. L 181.118644 51.255384
  1088. L 181.787045 51.461422
  1089. L 182.455446 51.388768
  1090. L 183.123847 52.058526
  1091. L 183.792248 52.207357
  1092. L 185.12905 51.81607
  1093. L 185.797451 51.484094
  1094. L 186.465852 50.912087
  1095. L 187.134254 51.114231
  1096. L 187.802655 51.039554
  1097. L 188.471056 51.125441
  1098. L 189.139457 51.084475
  1099. L 189.807858 51.5138
  1100. L 191.14466 51.678781
  1101. L 191.813061 52.208816
  1102. L 192.481462 51.989555
  1103. L 193.818264 52.279528
  1104. L 194.486665 52.453929
  1105. L 195.155066 51.823527
  1106. L 195.823467 52.000453
  1107. L 196.491868 51.77764
  1108. L 197.160269 51.205391
  1109. L 197.82867 50.878588
  1110. L 198.497071 50.908756
  1111. L 199.833874 51.307208
  1112. L 200.502275 51.983426
  1113. L 201.170676 51.633881
  1114. L 201.839077 52.219835
  1115. L 202.507478 52.205938
  1116. L 203.175879 51.613745
  1117. L 203.84428 51.754465
  1118. L 204.512681 51.593468
  1119. L 205.181082 51.090996
  1120. L 205.849483 50.994301
  1121. L 206.517884 51.502479
  1122. L 207.186285 51.279042
  1123. L 207.854686 51.603068
  1124. L 208.523087 52.339976
  1125. L 209.859889 51.808573
  1126. L 210.52829 51.714797
  1127. L 211.196692 51.772719
  1128. L 211.865093 51.407022
  1129. L 212.533494 51.933514
  1130. L 213.201895 51.717685
  1131. L 214.538697 52.39337
  1132. L 215.875499 51.421925
  1133. L 216.5439 51.080742
  1134. L 218.549103 51.191182
  1135. L 219.217504 51.793016
  1136. L 220.554306 51.668437
  1137. L 221.222707 52.088765
  1138. L 221.891108 51.601418
  1139. L 222.559509 51.442715
  1140. L 223.227911 51.508808
  1141. L 223.896312 51.393699
  1142. L 225.233114 51.397472
  1143. L 225.901515 51.260667
  1144. L 226.569916 51.317059
  1145. L 227.238317 51.508195
  1146. L 227.906718 51.280722
  1147. L 228.575119 51.361155
  1148. L 229.24352 51.697166
  1149. L 229.911921 51.901222
  1150. L 230.580322 52.2254
  1151. L 232.585525 51.129134
  1152. L 233.253926 51.194352
  1153. L 233.922327 51.409095
  1154. L 234.590728 51.351143
  1155. L 235.927531 51.860598
  1156. L 236.595932 51.855909
  1157. L 237.264333 51.543596
  1158. L 237.932734 52.054139
  1159. L 238.601135 52.080574
  1160. L 239.269536 51.780306
  1161. L 239.937937 52.015648
  1162. L 240.606338 52.114878
  1163. L 241.274739 51.25633
  1164. L 241.94314 51.854641
  1165. L 242.611541 51.871144
  1166. L 243.279942 51.063443
  1167. L 243.948343 51.394353
  1168. L 244.616744 51.210936
  1169. L 245.285145 50.755548
  1170. L 245.953546 50.882854
  1171. L 246.621947 51.590278
  1172. L 247.290349 51.518358
  1173. L 247.95875 51.242252
  1174. L 248.627151 51.695908
  1175. L 249.295552 51.634042
  1176. L 249.963953 51.324375
  1177. L 250.632354 51.621262
  1178. L 251.300755 51.648311
  1179. L 251.969156 51.391797
  1180. L 252.637557 51.378041
  1181. L 253.305958 50.898583
  1182. L 253.974359 51.0804
  1183. L 254.64276 50.855413
  1184. L 255.311161 51.010271
  1185. L 255.979562 51.28999
  1186. L 256.647963 51.325462
  1187. L 257.316364 50.803116
  1188. L 257.984765 51.365211
  1189. L 259.321568 51.373301
  1190. L 259.989969 51.782097
  1191. L 260.65837 51.730676
  1192. L 261.326771 51.391092
  1193. L 261.995172 51.178342
  1194. L 262.663573 51.091127
  1195. L 263.331974 51.526137
  1196. L 264.000375 51.378433
  1197. L 264.668776 51.752009
  1198. L 266.005578 51.392018
  1199. L 266.673979 51.525362
  1200. L 267.34238 51.145819
  1201. L 268.010781 50.917259
  1202. L 268.679182 51.151253
  1203. L 269.347583 51.231394
  1204. L 270.015984 51.441981
  1205. L 270.684385 52.046662
  1206. L 271.352787 51.76812
  1207. L 272.021188 51.958943
  1208. L 272.689589 51.916387
  1209. L 273.35799 51.506323
  1210. L 274.026391 51.604195
  1211. L 274.694792 51.314715
  1212. L 275.363193 51.388818
  1213. L 276.031594 51.133602
  1214. L 276.699995 51.604517
  1215. L 277.368396 52.246179
  1216. L 278.036797 52.527287
  1217. L 279.373599 52.013344
  1218. L 281.378802 50.589761
  1219. L 282.047203 51.275801
  1220. L 282.715604 51.65778
  1221. L 283.384006 51.62413
  1222. L 284.052407 51.731682
  1223. L 284.720808 51.3172
  1224. L 285.389209 51.985801
  1225. L 286.726011 52.250808
  1226. L 287.394412 52.821598
  1227. L 288.062813 52.435202
  1228. L 288.731214 52.399237
  1229. L 289.399615 52.534784
  1230. L 290.068016 52.088624
  1231. L 290.736417 51.87527
  1232. L 291.404818 51.890757
  1233. L 292.073219 51.772497
  1234. L 292.74162 51.420949
  1235. L 293.410021 51.614359
  1236. L 294.078422 50.977828
  1237. L 294.746823 50.835085
  1238. L 295.415225 51.296189
  1239. L 296.752027 51.939129
  1240. L 297.420428 51.983306
  1241. L 298.088829 51.577518
  1242. L 298.75723 51.335122
  1243. L 299.425631 51.370785
  1244. L 300.094032 51.244787
  1245. L 300.762433 51.710822
  1246. L 301.430834 51.84973
  1247. L 302.099235 51.829192
  1248. L 303.436037 50.855634
  1249. L 305.44124 50.907941
  1250. L 306.109641 51.265386
  1251. L 306.778042 51.842767
  1252. L 307.446444 51.941997
  1253. L 308.114845 51.748517
  1254. L 308.783246 51.858445
  1255. L 309.451647 52.115875
  1256. L 310.120048 52.003009
  1257. L 310.788449 51.353568
  1258. L 311.45685 51.707501
  1259. L 312.125251 51.308023
  1260. L 312.793652 51.321537
  1261. L 313.462053 51.054638
  1262. L 314.130454 51.559385
  1263. L 314.798855 51.438167
  1264. L 315.467256 51.002281
  1265. L 316.135657 51.196989
  1266. L 316.804058 51.670771
  1267. L 317.472459 50.881435
  1268. L 318.14086 51.172344
  1269. L 318.809261 51.592381
  1270. L 319.477663 51.504069
  1271. L 320.146064 51.011157
  1272. L 320.814465 50.830084
  1273. L 321.482866 51.233135
  1274. L 322.151267 50.823573
  1275. L 322.819668 50.78467
  1276. L 323.488069 51.213552
  1277. L 324.15647 51.273879
  1278. L 324.824871 50.957119
  1279. L 325.493272 51.301985
  1280. L 326.161673 50.931056
  1281. L 326.830074 50.047591
  1282. L 327.498475 50.041724
  1283. L 328.166876 50.597872
  1284. L 328.835277 50.518355
  1285. L 329.503678 50.701027
  1286. L 330.172079 51.355922
  1287. L 330.84048 50.982558
  1288. L 331.508882 51.953781
  1289. L 332.177283 52.031799
  1290. L 332.845684 51.532185
  1291. L 333.514085 52.280494
  1292. L 334.182486 52.276469
  1293. L 334.850887 51.797252
  1294. L 335.519288 50.99405
  1295. L 336.187689 51.059086
  1296. L 337.524491 50.875136
  1297. L 338.192892 51.869595
  1298. L 338.861293 51.43075
  1299. L 339.529694 51.838973
  1300. L 340.198095 52.094521
  1301. L 341.534897 50.843709
  1302. L 343.540101 50.897415
  1303. L 344.208502 51.055534
  1304. L 344.876903 51.694007
  1305. L 346.213705 51.605242
  1306. L 348.218908 51.379077
  1307. L 348.887309 50.921526
  1308. L 349.55571 50.747709
  1309. L 350.224111 50.829108
  1310. L 350.892512 50.769053
  1311. L 351.560913 50.567774
  1312. L 352.229314 51.03734
  1313. L 352.897715 51.226473
  1314. L 353.566116 50.759634
  1315. L 354.902918 51.131761
  1316. L 356.239721 50.927161
  1317. L 356.908122 51.20997
  1318. L 357.576523 51.047745
  1319. L 358.244924 50.623039
  1320. L 359.581726 51.169416
  1321. L 360.250127 50.79908
  1322. L 362.25533 50.866935
  1323. L 362.923731 50.416055
  1324. L 364.260533 51.126588
  1325. L 365.597335 50.761073
  1326. L 366.265736 51.190921
  1327. L 366.934137 51.346161
  1328. L 367.602539 50.879483
  1329. L 368.27094 51.370353
  1330. L 368.939341 50.947981
  1331. L 370.276143 50.972636
  1332. L 370.944544 50.598647
  1333. L 371.612945 50.032889
  1334. L 372.281346 50.35119
  1335. L 372.281346 50.35119
  1336. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1337. </g>
  1338. <g id="text_4">
  1339. <g id="patch_6">
  1340. <path d="M 18.697188 53.610924
  1341. L 45.240938 53.610924
  1342. Q 47.640938 53.610924 47.640938 51.210924
  1343. L 47.640938 43.468424
  1344. Q 47.640938 41.068424 45.240938 41.068424
  1345. L 18.697188 41.068424
  1346. Q 16.297188 41.068424 16.297188 43.468424
  1347. L 16.297188 51.210924
  1348. Q 16.297188 53.610924 18.697188 53.610924
  1349. z
  1350. " style="fill:#ffffff;opacity:0.8;"/>
  1351. </g>
  1352. <!-- GSCSF -->
  1353. <defs>
  1354. <path d="M 64.40625 67.28125
  1355. L 64.40625 56.890625
  1356. Q 59.421875 61.53125 53.78125 63.8125
  1357. Q 48.140625 66.109375 41.796875 66.109375
  1358. Q 29.296875 66.109375 22.65625 58.46875
  1359. Q 16.015625 50.828125 16.015625 36.375
  1360. Q 16.015625 21.96875 22.65625 14.328125
  1361. Q 29.296875 6.6875 41.796875 6.6875
  1362. Q 48.140625 6.6875 53.78125 8.984375
  1363. Q 59.421875 11.28125 64.40625 15.921875
  1364. L 64.40625 5.609375
  1365. Q 59.234375 2.09375 53.4375 0.328125
  1366. Q 47.65625 -1.421875 41.21875 -1.421875
  1367. Q 24.65625 -1.421875 15.125 8.703125
  1368. Q 5.609375 18.84375 5.609375 36.375
  1369. Q 5.609375 53.953125 15.125 64.078125
  1370. Q 24.65625 74.21875 41.21875 74.21875
  1371. Q 47.75 74.21875 53.53125 72.484375
  1372. Q 59.328125 70.75 64.40625 67.28125
  1373. z
  1374. " id="DejaVuSans-43"/>
  1375. <path d="M 9.8125 72.90625
  1376. L 51.703125 72.90625
  1377. L 51.703125 64.59375
  1378. L 19.671875 64.59375
  1379. L 19.671875 43.109375
  1380. L 48.578125 43.109375
  1381. L 48.578125 34.8125
  1382. L 19.671875 34.8125
  1383. L 19.671875 0
  1384. L 9.8125 0
  1385. z
  1386. " id="DejaVuSans-46"/>
  1387. </defs>
  1388. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1389. <use xlink:href="#DejaVuSans-47"/>
  1390. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1391. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1392. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1393. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1394. </g>
  1395. </g>
  1396. <g id="text_5">
  1397. <g id="patch_7">
  1398. <path d="M 280.129663 50.475299
  1399. L 365.209663 50.475299
  1400. Q 366.409663 50.475299 366.409663 49.275299
  1401. L 366.409663 45.404049
  1402. Q 366.409663 44.204049 365.209663 44.204049
  1403. L 280.129663 44.204049
  1404. Q 278.929663 44.204049 278.929663 45.404049
  1405. L 278.929663 49.275299
  1406. Q 278.929663 50.475299 280.129663 50.475299
  1407. z
  1408. " style="fill:#ffffff;opacity:0.8;"/>
  1409. </g>
  1410. <!-- max: 628.203 $\bullet$ mean: 618.866 $\bullet$ $\sigma$: 2.867 -->
  1411. <defs>
  1412. <path d="M 8.203125 72.90625
  1413. L 55.078125 72.90625
  1414. L 55.078125 68.703125
  1415. L 28.609375 0
  1416. L 18.3125 0
  1417. L 43.21875 64.59375
  1418. L 8.203125 64.59375
  1419. z
  1420. " id="DejaVuSans-37"/>
  1421. </defs>
  1422. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1423. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1424. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1425. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1426. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1427. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1428. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1429. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
  1430. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
  1431. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1432. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
  1433. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-30"/>
  1434. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-33"/>
  1435. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1436. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1437. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  1438. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1439. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  1440. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  1441. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1442. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1443. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1444. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-36"/>
  1445. <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-31"/>
  1446. <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-38"/>
  1447. <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1448. <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-38"/>
  1449. <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-36"/>
  1450. <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-36"/>
  1451. <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
  1452. <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1453. <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
  1454. <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1455. <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1456. <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
  1457. <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-32"/>
  1458. <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1459. <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-38"/>
  1460. <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-36"/>
  1461. <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-37"/>
  1462. </g>
  1463. </g>
  1464. <g id="text_6">
  1465. <!-- 623.39 -->
  1466. <defs>
  1467. <path d="M 10.984375 1.515625
  1468. L 10.984375 10.5
  1469. Q 14.703125 8.734375 18.5 7.8125
  1470. Q 22.3125 6.890625 25.984375 6.890625
  1471. Q 35.75 6.890625 40.890625 13.453125
  1472. Q 46.046875 20.015625 46.78125 33.40625
  1473. Q 43.953125 29.203125 39.59375 26.953125
  1474. Q 35.25 24.703125 29.984375 24.703125
  1475. Q 19.046875 24.703125 12.671875 31.3125
  1476. Q 6.296875 37.9375 6.296875 49.421875
  1477. Q 6.296875 60.640625 12.9375 67.421875
  1478. Q 19.578125 74.21875 30.609375 74.21875
  1479. Q 43.265625 74.21875 49.921875 64.515625
  1480. Q 56.59375 54.828125 56.59375 36.375
  1481. Q 56.59375 19.140625 48.40625 8.859375
  1482. Q 40.234375 -1.421875 26.421875 -1.421875
  1483. Q 22.703125 -1.421875 18.890625 -0.6875
  1484. Q 15.09375 0.046875 10.984375 1.515625
  1485. z
  1486. M 30.609375 32.421875
  1487. Q 37.25 32.421875 41.125 36.953125
  1488. Q 45.015625 41.5 45.015625 49.421875
  1489. Q 45.015625 57.28125 41.125 61.84375
  1490. Q 37.25 66.40625 30.609375 66.40625
  1491. Q 23.96875 66.40625 20.09375 61.84375
  1492. Q 16.21875 57.28125 16.21875 49.421875
  1493. Q 16.21875 41.5 20.09375 36.953125
  1494. Q 23.96875 32.421875 30.609375 32.421875
  1495. z
  1496. " id="DejaVuSans-39"/>
  1497. </defs>
  1498. <g style="fill:#d3d3d3;" transform="translate(7.2 51.653877)scale(0.03 -0.03)">
  1499. <use xlink:href="#DejaVuSans-36"/>
  1500. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  1501. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  1502. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1503. <use x="222.65625" xlink:href="#DejaVuSans-33"/>
  1504. <use x="286.279297" xlink:href="#DejaVuSans-39"/>
  1505. </g>
  1506. </g>
  1507. </g>
  1508. <g id="axes_3">
  1509. <g id="patch_8">
  1510. <path d="M 18.697188 92.898048
  1511. L 372.281346 92.898048
  1512. L 372.281346 67.351296
  1513. L 18.697188 67.351296
  1514. z
  1515. " style="fill:#ffffff;"/>
  1516. </g>
  1517. <g id="matplotlib.axis_5">
  1518. <g id="xtick_11"/>
  1519. <g id="xtick_12"/>
  1520. <g id="xtick_13"/>
  1521. <g id="xtick_14"/>
  1522. <g id="xtick_15"/>
  1523. </g>
  1524. <g id="matplotlib.axis_6"/>
  1525. <g id="line2d_5">
  1526. <path clip-path="url(#p68b57f105e)" d="M 18.697188 78.719133
  1527. L 372.281346 78.719133
  1528. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1529. </g>
  1530. <g id="line2d_6">
  1531. <path clip-path="url(#p68b57f105e)" d="M 18.697188 78.604011
  1532. L 20.03399 78.661336
  1533. L 20.702391 78.527185
  1534. L 21.370792 79.329361
  1535. L 22.039193 79.496676
  1536. L 22.707594 79.09629
  1537. L 23.375995 79.317606
  1538. L 24.712797 79.218721
  1539. L 26.718 79.184929
  1540. L 29.391604 79.050412
  1541. L 30.060005 79.211889
  1542. L 32.73361 79.299248
  1543. L 33.402011 79.077955
  1544. L 34.070412 79.021509
  1545. L 35.407214 79.102996
  1546. L 36.075615 78.873181
  1547. L 40.754422 79.31892
  1548. L 42.091224 79.276434
  1549. L 42.759626 79.067628
  1550. L 43.428027 79.122977
  1551. L 44.764829 78.926588
  1552. L 47.438433 79.159008
  1553. L 48.775235 79.063675
  1554. L 49.443636 79.070804
  1555. L 50.112037 78.932574
  1556. L 51.448839 79.266975
  1557. L 52.11724 79.25049
  1558. L 53.454042 79.430349
  1559. L 55.459246 79.095879
  1560. L 56.796048 78.856228
  1561. L 58.801251 79.062578
  1562. L 64.148459 79.321901
  1563. L 65.485261 79.192537
  1564. L 66.153662 79.15405
  1565. L 66.822064 78.97442
  1566. L 70.83247 79.13367
  1567. L 74.174475 79.118224
  1568. L 75.511277 79.207091
  1569. L 77.51648 79.342384
  1570. L 78.184881 79.183375
  1571. L 78.853283 79.226969
  1572. L 80.858486 79.072517
  1573. L 81.526887 79.26156
  1574. L 82.195288 79.056158
  1575. L 83.53209 79.177012
  1576. L 88.210897 79.329647
  1577. L 90.884502 79.116477
  1578. L 91.552903 79.289412
  1579. L 93.558106 79.162184
  1580. L 94.226507 79.179742
  1581. L 94.894908 79.027153
  1582. L 96.23171 79.300687
  1583. L 97.568512 79.094485
  1584. L 98.236913 79.152073
  1585. L 98.905314 79.054308
  1586. L 102.915721 79.217612
  1587. L 104.920924 79.117173
  1588. L 105.589325 79.096907
  1589. L 106.257726 78.958358
  1590. L 106.926127 78.988609
  1591. L 107.594528 79.138011
  1592. L 108.262929 79.126381
  1593. L 109.599731 79.278422
  1594. L 110.268132 79.329178
  1595. L 110.936533 79.16857
  1596. L 112.273335 79.177503
  1597. L 112.941736 78.924098
  1598. L 113.610137 78.872713
  1599. L 114.278538 79.004716
  1600. L 119.625747 79.040839
  1601. L 121.63095 78.938046
  1602. L 124.304554 79.081394
  1603. L 128.983362 79.084592
  1604. L 129.651763 79.160173
  1605. L 130.320164 78.993658
  1606. L 130.988565 79.08987
  1607. L 131.656966 79.031985
  1608. L 132.993768 79.141586
  1609. L 133.662169 79.022743
  1610. L 134.998971 79.015763
  1611. L 135.667372 78.93848
  1612. L 136.335773 79.033927
  1613. L 137.004174 78.964858
  1614. L 138.340976 79.129157
  1615. L 140.34618 78.893527
  1616. L 141.014581 79.100552
  1617. L 141.682982 79.034944
  1618. L 143.688185 79.129363
  1619. L 144.356586 78.912114
  1620. L 145.024987 79.007184
  1621. L 146.361789 78.804261
  1622. L 147.03019 78.900405
  1623. L 147.698591 78.854675
  1624. L 148.366992 78.980075
  1625. L 149.035393 78.964641
  1626. L 149.703794 78.820266
  1627. L 150.372195 78.990162
  1628. L 152.377399 78.99199
  1629. L 153.0458 79.054022
  1630. L 153.714201 79.003494
  1631. L 154.382602 79.172351
  1632. L 155.051003 78.939497
  1633. L 156.387805 79.066143
  1634. L 157.056206 79.000912
  1635. L 157.724607 79.108697
  1636. L 163.071816 78.973598
  1637. L 163.740217 78.973346
  1638. L 164.408618 78.671823
  1639. L 167.082222 78.924829
  1640. L 167.750623 78.727024
  1641. L 168.419024 78.719621
  1642. L 169.087425 78.866601
  1643. L 169.755826 78.806546
  1644. L 171.092628 78.982622
  1645. L 173.766232 79.008532
  1646. L 174.434633 78.877557
  1647. L 175.103035 78.93928
  1648. L 175.771436 78.695448
  1649. L 178.44504 78.956793
  1650. L 179.781842 78.795282
  1651. L 182.455446 78.982805
  1652. L 183.792248 79.190869
  1653. L 185.797451 79.063812
  1654. L 186.465852 78.954737
  1655. L 187.134254 78.715543
  1656. L 189.139457 78.800982
  1657. L 190.476259 78.793819
  1658. L 193.818264 79.037777
  1659. L 196.491868 78.922761
  1660. L 197.160269 79.020219
  1661. L 198.497071 78.714355
  1662. L 199.833874 78.890077
  1663. L 200.502275 78.814028
  1664. L 201.839077 79.111644
  1665. L 203.175879 79.062259
  1666. L 203.84428 79.049258
  1667. L 204.512681 78.852276
  1668. L 205.181082 78.963533
  1669. L 206.517884 78.740641
  1670. L 208.523087 78.824184
  1671. L 209.859889 79.092212
  1672. L 211.196692 79.069593
  1673. L 215.875499 79.146818
  1674. L 217.212301 78.737488
  1675. L 219.885905 78.901467
  1676. L 220.554306 79.015946
  1677. L 221.222707 78.988529
  1678. L 221.891108 79.082365
  1679. L 227.238317 78.813423
  1680. L 227.906718 79.01028
  1681. L 228.575119 78.939931
  1682. L 230.580322 79.0597
  1683. L 231.248723 79.042724
  1684. L 231.917124 79.15951
  1685. L 232.585525 79.16047
  1686. L 233.922327 78.950601
  1687. L 234.590728 79.009115
  1688. L 237.264333 78.86499
  1689. L 237.932734 79.017877
  1690. L 238.601135 78.958392
  1691. L 239.269536 79.067685
  1692. L 240.606338 79.021966
  1693. L 241.274739 79.127443
  1694. L 242.611541 79.063915
  1695. L 243.279942 79.011799
  1696. L 243.948343 78.822151
  1697. L 245.953546 78.794071
  1698. L 248.627151 79.065434
  1699. L 249.963953 79.049772
  1700. L 251.969156 78.978201
  1701. L 252.637557 79.039696
  1702. L 253.974359 78.752168
  1703. L 254.64276 78.532486
  1704. L 255.311161 78.634067
  1705. L 255.979562 78.542459
  1706. L 257.984765 78.791775
  1707. L 258.653166 78.816313
  1708. L 259.321568 78.996091
  1709. L 260.65837 78.920693
  1710. L 261.326771 78.95372
  1711. L 261.995172 78.737134
  1712. L 268.010781 79.010634
  1713. L 268.679182 78.78163
  1714. L 271.352787 78.981526
  1715. L 272.021188 79.085221
  1716. L 272.689589 78.914445
  1717. L 274.026391 79.02713
  1718. L 275.363193 78.873535
  1719. L 276.031594 79.015786
  1720. L 278.036797 79.115894
  1721. L 278.705198 79.22377
  1722. L 280.042 78.916524
  1723. L 280.710401 78.996354
  1724. L 282.047203 78.724682
  1725. L 282.715604 78.949802
  1726. L 284.052407 78.879476
  1727. L 284.720808 78.992436
  1728. L 285.389209 78.9384
  1729. L 286.726011 79.212472
  1730. L 290.736417 79.119332
  1731. L 292.073219 78.760907
  1732. L 292.74162 78.892773
  1733. L 294.078422 78.78548
  1734. L 296.752027 79.09019
  1735. L 298.088829 79.235799
  1736. L 300.094032 78.799863
  1737. L 301.430834 78.871045
  1738. L 304.104438 79.230247
  1739. L 306.109641 79.313596
  1740. L 306.778042 79.157888
  1741. L 308.783246 79.141483
  1742. L 309.451647 78.978316
  1743. L 311.45685 79.085255
  1744. L 312.125251 78.977447
  1745. L 313.462053 79.031368
  1746. L 314.798855 78.952349
  1747. L 315.467256 79.127146
  1748. L 316.804058 78.839264
  1749. L 318.14086 79.027496
  1750. L 319.477663 78.90109
  1751. L 320.146064 78.983742
  1752. L 321.482866 78.88785
  1753. L 322.151267 78.986347
  1754. L 324.15647 78.753127
  1755. L 324.824871 78.943164
  1756. L 326.161673 78.839492
  1757. L 326.830074 78.871765
  1758. L 327.498475 78.717428
  1759. L 330.84048 78.953583
  1760. L 331.508882 78.797247
  1761. L 333.514085 78.958804
  1762. L 335.519288 78.918249
  1763. L 336.187689 78.717039
  1764. L 336.85609 78.807048
  1765. L 337.524491 78.70004
  1766. L 338.192892 78.70734
  1767. L 338.861293 78.829359
  1768. L 340.198095 78.907213
  1769. L 340.866496 79.030877
  1770. L 342.871699 78.924452
  1771. L 346.882106 78.971815
  1772. L 347.550507 78.841583
  1773. L 352.897715 78.912354
  1774. L 353.566116 79.08666
  1775. L 354.234517 79.125033
  1776. L 354.902918 78.953857
  1777. L 356.239721 78.918854
  1778. L 357.576523 78.598425
  1779. L 358.244924 78.714183
  1780. L 359.581726 78.69362
  1781. L 362.923731 78.780945
  1782. L 364.260533 78.582363
  1783. L 366.265736 78.844176
  1784. L 366.934137 78.807128
  1785. L 367.602539 78.928987
  1786. L 372.281346 78.658492
  1787. L 372.281346 78.658492
  1788. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1789. </g>
  1790. <g id="text_7">
  1791. <g id="patch_9">
  1792. <path d="M 18.697188 81.286572
  1793. L 44.787188 81.286572
  1794. Q 47.187188 81.286572 47.187188 78.886572
  1795. L 47.187188 71.144072
  1796. Q 47.187188 68.744072 44.787188 68.744072
  1797. L 18.697188 68.744072
  1798. Q 16.297188 68.744072 16.297188 71.144072
  1799. L 16.297188 78.886572
  1800. Q 16.297188 81.286572 18.697188 81.286572
  1801. z
  1802. " style="fill:#ffffff;opacity:0.8;"/>
  1803. </g>
  1804. <!-- GSWM -->
  1805. <defs>
  1806. <path d="M 3.328125 72.90625
  1807. L 13.28125 72.90625
  1808. L 28.609375 11.28125
  1809. L 43.890625 72.90625
  1810. L 54.984375 72.90625
  1811. L 70.3125 11.28125
  1812. L 85.59375 72.90625
  1813. L 95.609375 72.90625
  1814. L 77.296875 0
  1815. L 64.890625 0
  1816. L 49.515625 63.28125
  1817. L 33.984375 0
  1818. L 21.578125 0
  1819. z
  1820. " id="DejaVuSans-57"/>
  1821. <path d="M 9.8125 72.90625
  1822. L 24.515625 72.90625
  1823. L 43.109375 23.296875
  1824. L 61.8125 72.90625
  1825. L 76.515625 72.90625
  1826. L 76.515625 0
  1827. L 66.890625 0
  1828. L 66.890625 64.015625
  1829. L 48.09375 14.015625
  1830. L 38.1875 14.015625
  1831. L 19.390625 64.015625
  1832. L 19.390625 0
  1833. L 9.8125 0
  1834. z
  1835. " id="DejaVuSans-4d"/>
  1836. </defs>
  1837. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1838. <use xlink:href="#DejaVuSans-47"/>
  1839. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1840. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1841. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1842. </g>
  1843. </g>
  1844. <g id="text_8">
  1845. <g id="patch_10">
  1846. <path d="M 280.129663 78.150947
  1847. L 365.209663 78.150947
  1848. Q 366.409663 78.150947 366.409663 76.950947
  1849. L 366.409663 73.079697
  1850. Q 366.409663 71.879697 365.209663 71.879697
  1851. L 280.129663 71.879697
  1852. Q 278.929663 71.879697 278.929663 73.079697
  1853. L 278.929663 76.950947
  1854. Q 278.929663 78.150947 280.129663 78.150947
  1855. z
  1856. " style="fill:#ffffff;opacity:0.8;"/>
  1857. </g>
  1858. <!-- max: 597.100 $\bullet$ mean: 594.578 $\bullet$ $\sigma$: 0.886 -->
  1859. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1860. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1861. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1862. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1863. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1864. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1865. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  1866. <use transform="translate(346.894531 0.78125)" xlink:href="#DejaVuSans-39"/>
  1867. <use transform="translate(410.517578 0.78125)" xlink:href="#DejaVuSans-37"/>
  1868. <use transform="translate(474.140625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1869. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-31"/>
  1870. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-30"/>
  1871. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-30"/>
  1872. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1873. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1874. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  1875. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1876. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  1877. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  1878. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1879. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1880. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1881. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
  1882. <use transform="translate(1235.585938 0.78125)" xlink:href="#DejaVuSans-39"/>
  1883. <use transform="translate(1299.208984 0.78125)" xlink:href="#DejaVuSans-34"/>
  1884. <use transform="translate(1362.832031 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1885. <use transform="translate(1394.619141 0.78125)" xlink:href="#DejaVuSans-35"/>
  1886. <use transform="translate(1458.132812 0.78125)" xlink:href="#DejaVuSans-37"/>
  1887. <use transform="translate(1521.755859 0.78125)" xlink:href="#DejaVuSans-38"/>
  1888. <use transform="translate(1585.378906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1889. <use transform="translate(1617.166016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1890. <use transform="translate(1679.763672 0.78125)" xlink:href="#DejaVuSans-20"/>
  1891. <use transform="translate(1711.550781 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1892. <use transform="translate(1774.929688 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1893. <use transform="translate(1808.621094 0.78125)" xlink:href="#DejaVuSans-20"/>
  1894. <use transform="translate(1840.408203 0.78125)" xlink:href="#DejaVuSans-30"/>
  1895. <use transform="translate(1904.03125 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1896. <use transform="translate(1935.787109 0.78125)" xlink:href="#DejaVuSans-38"/>
  1897. <use transform="translate(1999.410156 0.78125)" xlink:href="#DejaVuSans-38"/>
  1898. <use transform="translate(2063.033203 0.78125)" xlink:href="#DejaVuSans-36"/>
  1899. </g>
  1900. </g>
  1901. <g id="text_9">
  1902. <!-- 596.07 -->
  1903. <g style="fill:#d3d3d3;" transform="translate(7.2 79.546945)scale(0.03 -0.03)">
  1904. <use xlink:href="#DejaVuSans-35"/>
  1905. <use x="63.623047" xlink:href="#DejaVuSans-39"/>
  1906. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  1907. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1908. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  1909. <use x="286.279297" xlink:href="#DejaVuSans-37"/>
  1910. </g>
  1911. </g>
  1912. </g>
  1913. <g id="axes_4">
  1914. <g id="patch_11">
  1915. <path d="M 18.697188 120.573696
  1916. L 372.281346 120.573696
  1917. L 372.281346 95.026944
  1918. L 18.697188 95.026944
  1919. z
  1920. " style="fill:#ffffff;"/>
  1921. </g>
  1922. <g id="matplotlib.axis_7">
  1923. <g id="xtick_16"/>
  1924. <g id="xtick_17"/>
  1925. <g id="xtick_18"/>
  1926. <g id="xtick_19"/>
  1927. <g id="xtick_20"/>
  1928. </g>
  1929. <g id="matplotlib.axis_8"/>
  1930. <g id="line2d_7">
  1931. <path clip-path="url(#pbdb58ab750)" d="M 18.697188 104.420464
  1932. L 372.281346 104.420464
  1933. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1934. </g>
  1935. <g id="line2d_8">
  1936. <path clip-path="url(#pbdb58ab750)" d="M 19.365589 110.160309
  1937. L 20.03399 110.326565
  1938. L 20.702391 110.16979
  1939. L 21.370792 107.607229
  1940. L 22.039193 106.80279
  1941. L 22.707594 110.544649
  1942. L 23.375995 110.67853
  1943. L 24.044396 110.971168
  1944. L 24.712797 110.950123
  1945. L 25.381198 110.11979
  1946. L 26.049599 108.233375
  1947. L 26.718 104.2393
  1948. L 27.386401 105.582655
  1949. L 28.054802 108.004819
  1950. L 28.723203 109.173707
  1951. L 29.391604 112.374134
  1952. L 30.060005 111.086881
  1953. L 30.728407 112.072969
  1954. L 31.396808 108.478053
  1955. L 32.065209 107.796255
  1956. L 32.73361 110.975477
  1957. L 34.070412 112.875911
  1958. L 34.738813 111.897291
  1959. L 36.075615 106.519059
  1960. L 36.744016 112.329173
  1961. L 37.412417 111.041989
  1962. L 38.080818 111.007694
  1963. L 38.749219 107.638136
  1964. L 39.41762 102.951187
  1965. L 40.086021 104.893415
  1966. L 40.754422 102.399535
  1967. L 41.422823 108.741889
  1968. L 42.091224 112.341658
  1969. L 42.759626 110.206959
  1970. L 43.428027 109.122428
  1971. L 44.096428 109.554854
  1972. L 44.764829 107.15523
  1973. L 45.43323 105.657499
  1974. L 46.101631 105.939183
  1975. L 46.770032 109.641098
  1976. L 47.438433 108.200549
  1977. L 48.106834 107.678499
  1978. L 48.775235 111.479999
  1979. L 49.443636 111.223795
  1980. L 50.112037 105.689746
  1981. L 50.780438 105.543347
  1982. L 51.448839 108.081292
  1983. L 52.11724 109.755851
  1984. L 52.785641 113.195305
  1985. L 53.454042 110.387105
  1986. L 54.122443 108.959364
  1987. L 54.790845 107.071639
  1988. L 55.459246 107.774254
  1989. L 56.127647 111.02979
  1990. L 56.796048 110.088468
  1991. L 57.464449 110.414279
  1992. L 58.13285 109.375123
  1993. L 58.801251 104.188052
  1994. L 59.469652 106.716482
  1995. L 60.138053 111.191098
  1996. L 60.806454 111.047672
  1997. L 61.474855 112.047044
  1998. L 62.143256 110.372226
  1999. L 62.811657 110.331358
  2000. L 63.480058 109.585411
  2001. L 64.148459 112.109784
  2002. L 64.81686 109.642183
  2003. L 65.485261 108.291455
  2004. L 66.822064 110.6997
  2005. L 67.490465 112.404626
  2006. L 68.827267 110.031632
  2007. L 69.495668 109.878526
  2008. L 70.164069 107.249871
  2009. L 70.83247 111.206491
  2010. L 71.500871 111.732279
  2011. L 72.169272 111.648399
  2012. L 73.506074 107.016238
  2013. L 74.174475 109.250085
  2014. L 74.842876 107.874707
  2015. L 75.511277 108.787836
  2016. L 76.179678 110.949133
  2017. L 76.848079 109.008725
  2018. L 77.51648 111.320544
  2019. L 78.184881 112.515615
  2020. L 78.853283 111.425081
  2021. L 79.521684 112.006621
  2022. L 80.190085 108.279511
  2023. L 80.858486 106.946506
  2024. L 81.526887 110.927551
  2025. L 82.195288 110.636447
  2026. L 82.863689 108.997039
  2027. L 83.53209 111.168747
  2028. L 84.200491 111.666312
  2029. L 84.868892 112.685161
  2030. L 85.537293 111.329226
  2031. L 86.205694 110.672143
  2032. L 86.874095 109.851961
  2033. L 87.542496 107.041942
  2034. L 88.210897 112.872398
  2035. L 88.879298 111.078229
  2036. L 90.2161 111.256461
  2037. L 90.884502 113.357763
  2038. L 91.552903 110.890957
  2039. L 92.221304 108.954093
  2040. L 92.889705 106.118788
  2041. L 93.558106 107.585327
  2042. L 94.226507 111.525275
  2043. L 94.894908 107.779427
  2044. L 95.563309 109.823863
  2045. L 96.23171 110.26456
  2046. L 96.900111 107.232788
  2047. L 97.568512 110.227841
  2048. L 98.236913 108.553373
  2049. L 98.905314 105.096456
  2050. L 99.573715 111.377506
  2051. L 100.242116 110.974072
  2052. L 100.910517 108.298254
  2053. L 101.578918 112.153785
  2054. L 102.247319 108.627452
  2055. L 102.915721 110.088179
  2056. L 103.584122 110.997093
  2057. L 104.252523 111.061751
  2058. L 104.920924 106.022263
  2059. L 105.589325 107.694812
  2060. L 106.257726 111.081613
  2061. L 106.926127 106.107133
  2062. L 107.594528 110.029363
  2063. L 108.262929 109.009524
  2064. L 108.93133 109.721465
  2065. L 109.599731 111.157032
  2066. L 110.268132 111.997295
  2067. L 110.936533 105.73777
  2068. L 111.604934 112.093405
  2069. L 112.273335 111.192248
  2070. L 112.941736 106.762238
  2071. L 113.610137 112.072588
  2072. L 114.278538 112.072074
  2073. L 114.94694 109.194588
  2074. L 115.615341 114.612224
  2075. L 116.283742 112.999126
  2076. L 116.952143 108.275712
  2077. L 117.620544 114.614554
  2078. L 118.288945 114.382295
  2079. L 118.957346 112.824598
  2080. L 119.625747 113.772117
  2081. L 120.294148 109.531129
  2082. L 121.63095 113.13502
  2083. L 122.299351 112.659871
  2084. L 122.967752 106.402037
  2085. L 123.636153 112.563636
  2086. L 124.304554 111.553888
  2087. L 124.972955 111.659924
  2088. L 125.641356 112.506739
  2089. L 126.309757 110.381038
  2090. L 126.978159 111.858657
  2091. L 127.64656 112.076832
  2092. L 128.983362 107.829557
  2093. L 129.651763 111.424666
  2094. L 130.320164 111.927209
  2095. L 130.988565 110.857465
  2096. L 131.656966 111.834422
  2097. L 132.993768 105.197454
  2098. L 133.662169 110.269604
  2099. L 134.998971 113.136139
  2100. L 136.335773 110.26673
  2101. L 137.004174 111.458543
  2102. L 137.672575 110.008067
  2103. L 138.340976 111.351676
  2104. L 139.009378 114.294841
  2105. L 140.34618 105.401229
  2106. L 141.014581 99.747315
  2107. L 142.351383 109.95104
  2108. L 143.019784 112.268763
  2109. L 143.688185 112.571523
  2110. L 144.356586 112.724689
  2111. L 145.024987 110.076493
  2112. L 145.693388 108.637223
  2113. L 147.03019 110.212577
  2114. L 147.698591 108.059322
  2115. L 148.366992 111.746073
  2116. L 149.035393 110.925157
  2117. L 149.703794 109.11614
  2118. L 150.372195 104.639414
  2119. L 151.040597 105.271403
  2120. L 151.708998 104.413094
  2121. L 153.714201 108.684989
  2122. L 154.382602 108.517868
  2123. L 155.051003 106.445429
  2124. L 155.719404 105.149239
  2125. L 156.387805 107.877676
  2126. L 157.056206 111.584795
  2127. L 158.393008 109.452136
  2128. L 159.061409 109.630143
  2129. L 159.72981 108.932796
  2130. L 160.398211 107.525712
  2131. L 161.066612 108.640607
  2132. L 161.735013 111.267061
  2133. L 162.403414 109.431605
  2134. L 163.071816 108.655775
  2135. L 163.740217 110.044691
  2136. L 164.408618 104.386209
  2137. L 165.077019 107.708287
  2138. L 165.74542 106.049307
  2139. L 166.413821 108.671449
  2140. L 167.082222 105.903388
  2141. L 167.750623 107.255394
  2142. L 168.419024 110.586763
  2143. L 169.087425 107.60177
  2144. L 169.755826 103.499231
  2145. L 170.424227 108.365786
  2146. L 172.42943 109.275054
  2147. L 173.097831 105.426389
  2148. L 173.766232 104.373245
  2149. L 174.434633 104.911967
  2150. L 175.103035 108.682115
  2151. L 175.771436 109.720441
  2152. L 176.439837 111.993496
  2153. L 177.108238 112.729737
  2154. L 177.776639 113.805738
  2155. L 178.44504 111.25793
  2156. L 179.113441 107.799829
  2157. L 179.781842 110.729873
  2158. L 180.450243 111.925709
  2159. L 181.118644 111.665257
  2160. L 181.787045 108.615413
  2161. L 182.455446 100.93485
  2162. L 183.123847 109.36056
  2163. L 183.792248 108.632145
  2164. L 184.460649 112.485663
  2165. L 185.12905 110.9909
  2166. L 185.797451 106.012367
  2167. L 186.465852 107.805352
  2168. L 187.134254 102.169511
  2169. L 187.802655 108.139373
  2170. L 188.471056 110.602536
  2171. L 189.139457 111.51222
  2172. L 189.807858 110.140417
  2173. L 190.476259 110.586698
  2174. L 191.14466 110.816083
  2175. L 191.813061 109.380136
  2176. L 192.481462 109.493614
  2177. L 193.149863 107.938886
  2178. L 193.818264 110.746092
  2179. L 194.486665 108.261503
  2180. L 195.155066 104.987351
  2181. L 195.823467 104.860273
  2182. L 196.491868 107.671601
  2183. L 197.160269 109.365767
  2184. L 197.82867 110.343108
  2185. L 198.497071 111.601398
  2186. L 199.165473 108.128133
  2187. L 199.833874 108.219006
  2188. L 200.502275 104.629293
  2189. L 201.170676 103.396098
  2190. L 201.839077 110.743538
  2191. L 202.507478 110.698711
  2192. L 203.175879 107.333081
  2193. L 203.84428 108.148505
  2194. L 204.512681 109.641543
  2195. L 205.181082 111.854219
  2196. L 205.849483 112.663769
  2197. L 206.517884 111.746968
  2198. L 207.186285 106.44163
  2199. L 207.854686 107.7353
  2200. L 208.523087 103.550125
  2201. L 209.191488 107.052638
  2202. L 209.859889 113.14741
  2203. L 211.865093 108.141448
  2204. L 212.533494 108.192727
  2205. L 213.201895 103.145287
  2206. L 213.870296 109.754702
  2207. L 214.538697 109.951105
  2208. L 215.207098 110.660427
  2209. L 215.875499 110.775789
  2210. L 216.5439 109.245711
  2211. L 217.212301 110.016399
  2212. L 217.880702 110.247542
  2213. L 218.549103 111.202019
  2214. L 219.217504 109.129869
  2215. L 219.885905 104.218993
  2216. L 220.554306 103.71808
  2217. L 221.222707 108.482172
  2218. L 221.891108 105.308758
  2219. L 222.559509 105.640286
  2220. L 223.227911 111.001531
  2221. L 223.896312 111.74422
  2222. L 224.564713 112.22732
  2223. L 225.233114 113.73958
  2224. L 226.569916 110.249167
  2225. L 227.238317 115.062401
  2226. L 227.906718 111.273319
  2227. L 228.575119 106.540804
  2228. L 229.24352 105.097286
  2229. L 229.911921 107.616235
  2230. L 230.580322 108.849331
  2231. L 231.248723 99.99164
  2232. L 231.917124 107.847759
  2233. L 232.585525 112.333996
  2234. L 233.253926 111.677807
  2235. L 233.922327 113.04945
  2236. L 234.590728 110.570829
  2237. L 235.25913 112.822364
  2238. L 235.927531 106.989034
  2239. L 236.595932 106.378346
  2240. L 237.264333 108.130782
  2241. L 237.932734 107.674856
  2242. L 238.601135 110.994924
  2243. L 239.269536 111.390885
  2244. L 239.937937 109.243028
  2245. L 240.606338 108.503818
  2246. L 241.274739 111.239089
  2247. L 241.94314 106.18664
  2248. L 242.611541 110.749605
  2249. L 243.279942 111.131742
  2250. L 243.948343 109.328312
  2251. L 244.616744 111.946401
  2252. L 245.285145 110.197188
  2253. L 245.953546 109.770989
  2254. L 246.621947 108.642556
  2255. L 247.290349 109.892575
  2256. L 247.95875 110.631944
  2257. L 248.627151 107.385125
  2258. L 249.295552 112.108219
  2259. L 249.963953 111.4777
  2260. L 250.632354 108.400431
  2261. L 251.300755 111.326962
  2262. L 251.969156 111.386573
  2263. L 252.637557 108.858047
  2264. L 253.305958 111.163704
  2265. L 253.974359 108.87344
  2266. L 254.64276 108.051245
  2267. L 255.311161 102.165872
  2268. L 255.979562 102.257669
  2269. L 256.647963 111.442674
  2270. L 257.316364 109.682606
  2271. L 257.984765 107.476957
  2272. L 258.653166 106.608686
  2273. L 259.321568 108.815869
  2274. L 259.989969 105.05102
  2275. L 260.65837 110.073939
  2276. L 261.326771 111.131613
  2277. L 261.995172 107.300286
  2278. L 262.663573 108.011587
  2279. L 263.331974 107.890831
  2280. L 264.000375 110.832496
  2281. L 264.668776 107.920205
  2282. L 265.337177 102.02404
  2283. L 266.005578 103.671365
  2284. L 266.673979 105.00067
  2285. L 267.34238 110.008291
  2286. L 268.010781 113.438929
  2287. L 269.347583 107.426569
  2288. L 270.015984 106.519218
  2289. L 270.684385 103.088516
  2290. L 271.352787 106.578194
  2291. L 272.021188 112.983162
  2292. L 272.689589 108.012421
  2293. L 273.35799 106.772998
  2294. L 274.026391 108.928392
  2295. L 274.694792 110.084955
  2296. L 275.363193 109.992643
  2297. L 276.031594 107.520349
  2298. L 276.699995 108.968591
  2299. L 277.368396 108.922835
  2300. L 278.036797 106.462481
  2301. L 278.705198 109.523657
  2302. L 279.373599 101.944693
  2303. L 280.042 107.298181
  2304. L 280.710401 103.557597
  2305. L 281.378802 106.459193
  2306. L 282.047203 103.848226
  2307. L 282.715604 107.698261
  2308. L 283.384006 107.691619
  2309. L 284.052407 110.998627
  2310. L 284.720808 111.384243
  2311. L 285.389209 104.43152
  2312. L 286.05761 104.700175
  2313. L 286.726011 108.386701
  2314. L 287.394412 109.203339
  2315. L 288.062813 103.268061
  2316. L 288.731214 112.057549
  2317. L 289.399615 108.827429
  2318. L 290.068016 106.592053
  2319. L 290.736417 113.049545
  2320. L 291.404818 107.617639
  2321. L 292.073219 112.877316
  2322. L 292.74162 110.097535
  2323. L 293.410021 109.028556
  2324. L 294.078422 109.862467
  2325. L 294.746823 108.834486
  2326. L 295.415225 107.36191
  2327. L 296.083626 107.42213
  2328. L 296.752027 106.905029
  2329. L 297.420428 109.368191
  2330. L 298.088829 111.407073
  2331. L 298.75723 109.2277
  2332. L 299.425631 108.614008
  2333. L 300.094032 103.920641
  2334. L 300.762433 109.359315
  2335. L 301.430834 107.036549
  2336. L 302.767636 109.444634
  2337. L 304.104438 107.193195
  2338. L 304.772839 112.227734
  2339. L 305.44124 111.288902
  2340. L 306.109641 110.956384
  2341. L 306.778042 107.600366
  2342. L 307.446444 106.290827
  2343. L 308.114845 108.133306
  2344. L 308.783246 112.320651
  2345. L 309.451647 111.745339
  2346. L 310.120048 112.727628
  2347. L 310.788449 108.606156
  2348. L 312.125251 108.532686
  2349. L 312.793652 112.565965
  2350. L 313.462053 112.191654
  2351. L 314.130454 105.523839
  2352. L 314.798855 108.636519
  2353. L 316.135657 110.88154
  2354. L 316.804058 112.288879
  2355. L 317.472459 105.605866
  2356. L 318.14086 111.494783
  2357. L 318.809261 110.654869
  2358. L 319.477663 114.30825
  2359. L 320.146064 109.740432
  2360. L 320.814465 110.516037
  2361. L 321.482866 109.871214
  2362. L 322.151267 111.503343
  2363. L 322.819668 110.450743
  2364. L 323.488069 112.577015
  2365. L 324.824871 112.733056
  2366. L 325.493272 106.600609
  2367. L 326.161673 109.899346
  2368. L 326.830074 110.091947
  2369. L 327.498475 111.14972
  2370. L 328.166876 112.509928
  2371. L 328.835277 112.313434
  2372. L 330.172079 109.397184
  2373. L 330.84048 106.825971
  2374. L 331.508882 107.424589
  2375. L 332.177283 109.196252
  2376. L 332.845684 109.788167
  2377. L 333.514085 106.693621
  2378. L 334.182486 111.948315
  2379. L 334.850887 112.258257
  2380. L 335.519288 108.386861
  2381. L 336.187689 111.484022
  2382. L 336.85609 110.966281
  2383. L 338.192892 105.683328
  2384. L 338.861293 109.578644
  2385. L 339.529694 109.646686
  2386. L 340.198095 111.967507
  2387. L 340.866496 111.681
  2388. L 341.534897 108.961344
  2389. L 342.203298 111.168428
  2390. L 342.871699 112.933288
  2391. L 343.540101 112.361105
  2392. L 344.208502 111.984555
  2393. L 345.545304 107.91944
  2394. L 346.213705 109.968378
  2395. L 346.882106 111.599004
  2396. L 347.550507 109.195738
  2397. L 348.218908 111.507938
  2398. L 348.887309 109.961161
  2399. L 349.55571 110.363415
  2400. L 350.224111 110.118066
  2401. L 350.892512 111.915269
  2402. L 351.560913 111.399187
  2403. L 352.229314 110.706148
  2404. L 352.897715 112.229169
  2405. L 353.566116 112.043595
  2406. L 354.234517 113.639066
  2407. L 354.902918 110.982344
  2408. L 355.57132 110.941601
  2409. L 356.239721 109.75796
  2410. L 356.908122 107.911073
  2411. L 357.576523 109.651474
  2412. L 358.244924 107.6754
  2413. L 358.913325 112.053492
  2414. L 359.581726 110.70235
  2415. L 360.250127 110.746572
  2416. L 360.918528 112.261165
  2417. L 361.586929 104.88074
  2418. L 362.25533 109.174377
  2419. L 362.923731 109.241718
  2420. L 363.592132 109.525382
  2421. L 364.260533 110.430752
  2422. L 364.928934 109.991909
  2423. L 366.265736 107.876717
  2424. L 367.602539 110.009281
  2425. L 368.27094 110.362425
  2426. L 368.939341 110.484939
  2427. L 369.607742 111.563304
  2428. L 370.276143 110.48382
  2429. L 370.944544 109.948901
  2430. L 371.612945 111.060697
  2431. L 372.281346 112.456895
  2432. L 372.281346 112.456895
  2433. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2434. </g>
  2435. <g id="text_10">
  2436. <g id="patch_12">
  2437. <path d="M 18.697188 108.96222
  2438. L 46.430938 108.96222
  2439. Q 48.830938 108.96222 48.830938 106.56222
  2440. L 48.830938 98.81972
  2441. Q 48.830938 96.41972 46.430938 96.41972
  2442. L 18.697188 96.41972
  2443. Q 16.297188 96.41972 16.297188 98.81972
  2444. L 16.297188 106.56222
  2445. Q 16.297188 108.96222 18.697188 108.96222
  2446. z
  2447. " style="fill:#ffffff;opacity:0.8;"/>
  2448. </g>
  2449. <!-- DVARS -->
  2450. <defs>
  2451. <path d="M 19.671875 64.796875
  2452. L 19.671875 8.109375
  2453. L 31.59375 8.109375
  2454. Q 46.6875 8.109375 53.6875 14.9375
  2455. Q 60.6875 21.78125 60.6875 36.53125
  2456. Q 60.6875 51.171875 53.6875 57.984375
  2457. Q 46.6875 64.796875 31.59375 64.796875
  2458. z
  2459. M 9.8125 72.90625
  2460. L 30.078125 72.90625
  2461. Q 51.265625 72.90625 61.171875 64.09375
  2462. Q 71.09375 55.28125 71.09375 36.53125
  2463. Q 71.09375 17.671875 61.125 8.828125
  2464. Q 51.171875 0 30.078125 0
  2465. L 9.8125 0
  2466. z
  2467. " id="DejaVuSans-44"/>
  2468. <path d="M 28.609375 0
  2469. L 0.78125 72.90625
  2470. L 11.078125 72.90625
  2471. L 34.1875 11.53125
  2472. L 57.328125 72.90625
  2473. L 67.578125 72.90625
  2474. L 39.796875 0
  2475. z
  2476. " id="DejaVuSans-56"/>
  2477. <path d="M 34.1875 63.1875
  2478. L 20.796875 26.90625
  2479. L 47.609375 26.90625
  2480. z
  2481. M 28.609375 72.90625
  2482. L 39.796875 72.90625
  2483. L 67.578125 0
  2484. L 57.328125 0
  2485. L 50.6875 18.703125
  2486. L 17.828125 18.703125
  2487. L 11.1875 0
  2488. L 0.78125 0
  2489. z
  2490. " id="DejaVuSans-41"/>
  2491. <path d="M 44.390625 34.1875
  2492. Q 47.5625 33.109375 50.5625 29.59375
  2493. Q 53.5625 26.078125 56.59375 19.921875
  2494. L 66.609375 0
  2495. L 56 0
  2496. L 46.6875 18.703125
  2497. Q 43.0625 26.03125 39.671875 28.421875
  2498. Q 36.28125 30.8125 30.421875 30.8125
  2499. L 19.671875 30.8125
  2500. L 19.671875 0
  2501. L 9.8125 0
  2502. L 9.8125 72.90625
  2503. L 32.078125 72.90625
  2504. Q 44.578125 72.90625 50.734375 67.671875
  2505. Q 56.890625 62.453125 56.890625 51.90625
  2506. Q 56.890625 45.015625 53.6875 40.46875
  2507. Q 50.484375 35.9375 44.390625 34.1875
  2508. z
  2509. M 19.671875 64.796875
  2510. L 19.671875 38.921875
  2511. L 32.078125 38.921875
  2512. Q 39.203125 38.921875 42.84375 42.21875
  2513. Q 46.484375 45.515625 46.484375 51.90625
  2514. Q 46.484375 58.296875 42.84375 61.546875
  2515. Q 39.203125 64.796875 32.078125 64.796875
  2516. z
  2517. " id="DejaVuSans-52"/>
  2518. </defs>
  2519. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2520. <use xlink:href="#DejaVuSans-44"/>
  2521. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2522. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2523. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2524. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2525. </g>
  2526. </g>
  2527. <g id="text_11">
  2528. <g id="patch_13">
  2529. <path d="M 290.289663 105.826595
  2530. L 365.209663 105.826595
  2531. Q 366.409663 105.826595 366.409663 104.626595
  2532. L 366.409663 100.755345
  2533. Q 366.409663 99.555345 365.209663 99.555345
  2534. L 290.289663 99.555345
  2535. Q 289.089663 99.555345 289.089663 100.755345
  2536. L 289.089663 104.626595
  2537. Q 289.089663 105.826595 290.289663 105.826595
  2538. z
  2539. " style="fill:#ffffff;opacity:0.8;"/>
  2540. </g>
  2541. <!-- max: 1.478 $\bullet$ mean: 1.177 $\bullet$ $\sigma$: 0.081 -->
  2542. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2543. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2544. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2545. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2546. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2547. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2548. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2549. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2550. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  2551. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-37"/>
  2552. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
  2553. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2554. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2555. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2556. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2557. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2558. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2559. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2560. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2561. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2562. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2563. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2564. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  2565. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-37"/>
  2566. <use transform="translate(1267.513672 0.78125)" xlink:href="#DejaVuSans-37"/>
  2567. <use transform="translate(1331.136719 0.78125)" xlink:href="#DejaVuSans-20"/>
  2568. <use transform="translate(1362.923828 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2569. <use transform="translate(1425.521484 0.78125)" xlink:href="#DejaVuSans-20"/>
  2570. <use transform="translate(1457.308594 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2571. <use transform="translate(1520.6875 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2572. <use transform="translate(1554.378906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2573. <use transform="translate(1586.166016 0.78125)" xlink:href="#DejaVuSans-30"/>
  2574. <use transform="translate(1649.789062 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2575. <use transform="translate(1681.576172 0.78125)" xlink:href="#DejaVuSans-30"/>
  2576. <use transform="translate(1745.199219 0.78125)" xlink:href="#DejaVuSans-38"/>
  2577. <use transform="translate(1808.822266 0.78125)" xlink:href="#DejaVuSans-31"/>
  2578. </g>
  2579. </g>
  2580. <g id="text_12">
  2581. <!-- 1.33 -->
  2582. <g style="fill:#d3d3d3;" transform="translate(11.0175 105.248277)scale(0.03 -0.03)">
  2583. <use xlink:href="#DejaVuSans-31"/>
  2584. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2585. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2586. <use x="159.033203" xlink:href="#DejaVuSans-33"/>
  2587. </g>
  2588. </g>
  2589. </g>
  2590. <g id="axes_5">
  2591. <g id="patch_14">
  2592. <path d="M 18.697188 148.249344
  2593. L 372.281346 148.249344
  2594. L 372.281346 122.702592
  2595. L 18.697188 122.702592
  2596. z
  2597. " style="fill:#ffffff;"/>
  2598. </g>
  2599. <g id="matplotlib.axis_9">
  2600. <g id="xtick_21"/>
  2601. <g id="xtick_22"/>
  2602. <g id="xtick_23"/>
  2603. <g id="xtick_24"/>
  2604. <g id="xtick_25"/>
  2605. </g>
  2606. <g id="matplotlib.axis_10"/>
  2607. <g id="line2d_9">
  2608. <path clip-path="url(#pfaeb4c5ffd)" d="M 18.697188 133.755317
  2609. L 372.281346 133.755317
  2610. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2611. </g>
  2612. <g id="line2d_10">
  2613. <path clip-path="url(#pfaeb4c5ffd)" d="M 19.365589 143.939558
  2614. L 20.03399 142.229896
  2615. L 20.702391 136.870655
  2616. L 21.370792 144.067101
  2617. L 22.039193 135.951446
  2618. L 22.707594 143.427471
  2619. L 23.375995 135.814498
  2620. L 24.712797 141.103401
  2621. L 25.381198 136.023007
  2622. L 26.049599 141.882907
  2623. L 26.718 138.884631
  2624. L 27.386401 141.575367
  2625. L 28.054802 139.39418
  2626. L 28.723203 135.443988
  2627. L 29.391604 144.572709
  2628. L 30.060005 136.145085
  2629. L 31.396808 139.82701
  2630. L 32.065209 136.462148
  2631. L 32.73361 141.773511
  2632. L 33.402011 140.834778
  2633. L 34.070412 140.457134
  2634. L 34.738813 137.014616
  2635. L 35.407214 135.882485
  2636. L 36.075615 139.057305
  2637. L 36.744016 139.024578
  2638. L 37.412417 139.896234
  2639. L 38.080818 139.949554
  2640. L 38.749219 144.157894
  2641. L 39.41762 139.46442
  2642. L 40.086021 137.776171
  2643. L 40.754422 141.605344
  2644. L 41.422823 138.230418
  2645. L 42.091224 141.582366
  2646. L 42.759626 143.418967
  2647. L 43.428027 138.978705
  2648. L 44.096428 141.092977
  2649. L 44.764829 142.254212
  2650. L 45.43323 137.733031
  2651. L 46.101631 143.895475
  2652. L 46.770032 142.318837
  2653. L 47.438433 139.666404
  2654. L 48.106834 134.308906
  2655. L 48.775235 138.803367
  2656. L 49.443636 139.962854
  2657. L 50.780438 138.322017
  2658. L 51.448839 142.213151
  2659. L 52.11724 140.61623
  2660. L 52.785641 142.512685
  2661. L 53.454042 139.073541
  2662. L 54.122443 139.214994
  2663. L 54.790845 141.471746
  2664. L 55.459246 138.320781
  2665. L 56.127647 140.503163
  2666. L 56.796048 140.04545
  2667. L 57.464449 137.347447
  2668. L 58.13285 139.596785
  2669. L 58.801251 140.446627
  2670. L 59.469652 136.461393
  2671. L 60.138053 141.271786
  2672. L 60.806454 140.483453
  2673. L 61.474855 138.766558
  2674. L 62.143256 139.136686
  2675. L 62.811657 140.622114
  2676. L 63.480058 136.116758
  2677. L 64.148459 145.064648
  2678. L 64.81686 140.932199
  2679. L 65.485261 142.818508
  2680. L 66.153662 139.97297
  2681. L 66.822064 136.128999
  2682. L 67.490465 143.879274
  2683. L 68.158866 135.9024
  2684. L 68.827267 138.250703
  2685. L 69.495668 144.247807
  2686. L 70.164069 137.849378
  2687. L 70.83247 137.156336
  2688. L 71.500871 142.751723
  2689. L 72.169272 143.299476
  2690. L 73.506074 135.490619
  2691. L 74.174475 137.177227
  2692. L 74.842876 144.89237
  2693. L 75.511277 137.293018
  2694. L 76.179678 138.365748
  2695. L 76.848079 141.510875
  2696. L 77.51648 139.873124
  2697. L 78.184881 144.593473
  2698. L 78.853283 139.669293
  2699. L 79.521684 141.072885
  2700. L 80.190085 137.074878
  2701. L 80.858486 135.855153
  2702. L 81.526887 140.368514
  2703. L 82.195288 138.231602
  2704. L 82.863689 137.786349
  2705. L 83.53209 141.712125
  2706. L 84.200491 141.224235
  2707. L 84.868892 139.821752
  2708. L 85.537293 142.432406
  2709. L 86.205694 141.222367
  2710. L 86.874095 144.760531
  2711. L 87.542496 142.757027
  2712. L 88.210897 138.870672
  2713. L 88.879298 140.65333
  2714. L 89.547699 138.858226
  2715. L 90.2161 143.521491
  2716. L 90.884502 141.800839
  2717. L 91.552903 142.322815
  2718. L 92.221304 137.262939
  2719. L 92.889705 140.904402
  2720. L 93.558106 136.684595
  2721. L 94.226507 144.52093
  2722. L 94.894908 136.607924
  2723. L 95.563309 135.610663
  2724. L 96.23171 145.307577
  2725. L 96.900111 138.961167
  2726. L 97.568512 140.508825
  2727. L 98.236913 138.83261
  2728. L 98.905314 134.328669
  2729. L 99.573715 141.329314
  2730. L 100.242116 140.90786
  2731. L 100.910517 136.844664
  2732. L 101.578918 142.728184
  2733. L 102.247319 136.208272
  2734. L 102.915721 137.761804
  2735. L 103.584122 144.83387
  2736. L 104.252523 141.991105
  2737. L 104.920924 135.863868
  2738. L 105.589325 130.863097
  2739. L 106.257726 137.623151
  2740. L 106.926127 137.485921
  2741. L 107.594528 144.812835
  2742. L 108.262929 136.198278
  2743. L 108.93133 142.754728
  2744. L 109.599731 133.770933
  2745. L 110.268132 140.367924
  2746. L 110.936533 137.024409
  2747. L 111.604934 136.115713
  2748. L 112.273335 145.334072
  2749. L 112.941736 133.596587
  2750. L 113.610137 136.194608
  2751. L 114.278538 143.570879
  2752. L 114.94694 137.163701
  2753. L 115.615341 138.015311
  2754. L 116.283742 141.043781
  2755. L 116.952143 138.744997
  2756. L 117.620544 140.399487
  2757. L 118.288945 142.999482
  2758. L 118.957346 139.389264
  2759. L 119.625747 145.438526
  2760. L 120.294148 135.583312
  2761. L 120.962549 134.794587
  2762. L 121.63095 142.51354
  2763. L 122.299351 138.023871
  2764. L 122.967752 134.893311
  2765. L 123.636153 135.510307
  2766. L 124.304554 140.866006
  2767. L 124.972955 141.94748
  2768. L 125.641356 135.630949
  2769. L 126.309757 136.803989
  2770. L 126.978159 144.807645
  2771. L 127.64656 140.937184
  2772. L 128.314961 137.868423
  2773. L 128.983362 142.661081
  2774. L 129.651763 140.983869
  2775. L 130.988565 136.242509
  2776. L 131.656966 140.260883
  2777. L 132.325367 143.037987
  2778. L 132.993768 144.836768
  2779. L 133.662169 139.918517
  2780. L 134.33057 138.285323
  2781. L 134.998971 140.177917
  2782. L 135.667372 143.542514
  2783. L 136.335773 138.520996
  2784. L 137.004174 141.696841
  2785. L 137.672575 142.439898
  2786. L 138.340976 136.468066
  2787. L 139.009378 142.032141
  2788. L 139.677779 137.549812
  2789. L 140.34618 140.506788
  2790. L 141.014581 139.97032
  2791. L 141.682982 139.083413
  2792. L 142.351383 141.593465
  2793. L 143.019784 140.173977
  2794. L 143.688185 135.734247
  2795. L 144.356586 142.242327
  2796. L 145.693388 135.007461
  2797. L 146.361789 135.285977
  2798. L 147.03019 142.24359
  2799. L 147.698591 134.260513
  2800. L 148.366992 140.086006
  2801. L 149.035393 143.459985
  2802. L 149.703794 140.44234
  2803. L 150.372195 133.849879
  2804. L 151.040597 140.673278
  2805. L 151.708998 138.130256
  2806. L 152.377399 131.396527
  2807. L 153.0458 131.709535
  2808. L 153.714201 143.866976
  2809. L 154.382602 142.780443
  2810. L 155.719404 131.060387
  2811. L 156.387805 136.162515
  2812. L 157.056206 144.932264
  2813. L 157.724607 140.259952
  2814. L 158.393008 137.720013
  2815. L 159.061409 141.444453
  2816. L 159.72981 141.738312
  2817. L 160.398211 133.020828
  2818. L 161.066612 139.947103
  2819. L 161.735013 144.161024
  2820. L 162.403414 138.306694
  2821. L 163.071816 134.868138
  2822. L 163.740217 142.815976
  2823. L 164.408618 134.624712
  2824. L 165.077019 138.113101
  2825. L 165.74542 131.221794
  2826. L 166.413821 138.981952
  2827. L 167.082222 131.304999
  2828. L 167.750623 137.977819
  2829. L 168.419024 142.991971
  2830. L 169.087425 141.187241
  2831. L 169.755826 132.124077
  2832. L 170.424227 139.330343
  2833. L 171.092628 141.416563
  2834. L 171.761029 137.615459
  2835. L 172.42943 139.211446
  2836. L 173.097831 134.920436
  2837. L 173.766232 136.490454
  2838. L 174.434633 136.950701
  2839. L 175.103035 144.68207
  2840. L 175.771436 138.410873
  2841. L 176.439837 138.01428
  2842. L 177.108238 139.280497
  2843. L 177.776639 143.320389
  2844. L 178.44504 137.152405
  2845. L 179.113441 135.024173
  2846. L 179.781842 142.02243
  2847. L 180.450243 140.230969
  2848. L 181.118644 137.793843
  2849. L 181.787045 133.909812
  2850. L 182.455446 133.937976
  2851. L 183.123847 136.989801
  2852. L 183.792248 138.19911
  2853. L 184.460649 138.26543
  2854. L 185.12905 142.869124
  2855. L 185.797451 140.287173
  2856. L 186.465852 139.54351
  2857. L 187.134254 136.123215
  2858. L 187.802655 141.586537
  2859. L 188.471056 137.211833
  2860. L 189.139457 136.169739
  2861. L 189.807858 138.509857
  2862. L 190.476259 137.14066
  2863. L 191.14466 141.395685
  2864. L 191.813061 137.397327
  2865. L 192.481462 141.185355
  2866. L 193.149863 136.750057
  2867. L 193.818264 136.968642
  2868. L 194.486665 139.333121
  2869. L 195.155066 136.107268
  2870. L 195.823467 135.442378
  2871. L 196.491868 144.273566
  2872. L 197.160269 138.283954
  2873. L 197.82867 135.456329
  2874. L 198.497071 138.7939
  2875. L 199.165473 133.459419
  2876. L 199.833874 139.864833
  2877. L 200.502275 142.34543
  2878. L 201.170676 129.374701
  2879. L 201.839077 134.55933
  2880. L 202.507478 143.971298
  2881. L 203.175879 141.787097
  2882. L 203.84428 139.995709
  2883. L 204.512681 141.113583
  2884. L 205.181082 138.161357
  2885. L 205.849483 138.600416
  2886. L 206.517884 143.798968
  2887. L 207.186285 136.147198
  2888. L 207.854686 140.189727
  2889. L 208.523087 143.365333
  2890. L 209.191488 139.491953
  2891. L 209.859889 142.789692
  2892. L 210.52829 139.851639
  2893. L 211.196692 139.29582
  2894. L 211.865093 140.377619
  2895. L 212.533494 135.090334
  2896. L 213.201895 131.627214
  2897. L 213.870296 139.101049
  2898. L 214.538697 138.260242
  2899. L 215.207098 141.90557
  2900. L 215.875499 140.773632
  2901. L 216.5439 138.409225
  2902. L 217.212301 142.722413
  2903. L 217.880702 140.512661
  2904. L 218.549103 145.646736
  2905. L 219.217504 138.411043
  2906. L 219.885905 129.771644
  2907. L 220.554306 133.086394
  2908. L 221.222707 140.557387
  2909. L 221.891108 135.528088
  2910. L 222.559509 141.133409
  2911. L 223.227911 144.674686
  2912. L 223.896312 137.885066
  2913. L 224.564713 136.681255
  2914. L 225.233114 141.246944
  2915. L 225.901515 138.302275
  2916. L 226.569916 135.949648
  2917. L 227.238317 143.920657
  2918. L 227.906718 139.522877
  2919. L 228.575119 137.576987
  2920. L 229.24352 140.666277
  2921. L 229.911921 137.802116
  2922. L 230.580322 138.940067
  2923. L 231.248723 134.660465
  2924. L 231.917124 135.631236
  2925. L 232.585525 141.960226
  2926. L 233.253926 138.277782
  2927. L 233.922327 143.879789
  2928. L 234.590728 136.333042
  2929. L 235.927531 142.482806
  2930. L 236.595932 140.863785
  2931. L 237.264333 141.479613
  2932. L 237.932734 135.327904
  2933. L 238.601135 139.198153
  2934. L 239.269536 141.820137
  2935. L 239.937937 138.410441
  2936. L 240.606338 139.234155
  2937. L 241.274739 145.089377
  2938. L 241.94314 135.159391
  2939. L 242.611541 139.059735
  2940. L 243.279942 140.175943
  2941. L 243.948343 141.06452
  2942. L 244.616744 144.028781
  2943. L 245.285145 137.488392
  2944. L 245.953546 136.160499
  2945. L 246.621947 142.37231
  2946. L 247.290349 141.725049
  2947. L 247.95875 139.234149
  2948. L 248.627151 135.866
  2949. L 249.295552 138.989486
  2950. L 249.963953 143.877902
  2951. L 250.632354 144.06532
  2952. L 251.300755 143.836646
  2953. L 251.969156 140.264976
  2954. L 252.637557 138.070184
  2955. L 253.305958 139.591825
  2956. L 253.974359 136.113642
  2957. L 254.64276 139.506114
  2958. L 255.311161 137.849107
  2959. L 255.979562 134.903104
  2960. L 256.647963 140.42538
  2961. L 257.316364 141.130762
  2962. L 258.653166 135.244167
  2963. L 259.321568 139.205082
  2964. L 259.989969 134.940273
  2965. L 260.65837 141.818322
  2966. L 261.326771 144.108099
  2967. L 261.995172 136.074046
  2968. L 262.663573 135.901591
  2969. L 263.331974 142.745763
  2970. L 264.000375 141.172976
  2971. L 264.668776 135.962035
  2972. L 265.337177 135.305056
  2973. L 266.005578 137.514149
  2974. L 266.673979 134.848324
  2975. L 267.34238 134.2381
  2976. L 268.010781 145.818675
  2977. L 268.679182 140.646972
  2978. L 269.347583 139.393524
  2979. L 270.015984 144.116968
  2980. L 271.352787 133.84628
  2981. L 272.021188 139.91826
  2982. L 272.689589 133.301391
  2983. L 273.35799 139.444729
  2984. L 274.026391 140.73102
  2985. L 274.694792 139.541857
  2986. L 275.363193 142.39453
  2987. L 276.031594 133.90301
  2988. L 276.699995 135.156555
  2989. L 277.368396 137.388825
  2990. L 278.036797 141.07653
  2991. L 278.705198 139.648023
  2992. L 279.373599 130.886123
  2993. L 280.042 138.906886
  2994. L 280.710401 136.582559
  2995. L 281.378802 140.890032
  2996. L 282.047203 130.656091
  2997. L 282.715604 137.640627
  2998. L 283.384006 132.966036
  2999. L 284.052407 139.9503
  3000. L 284.720808 142.628616
  3001. L 285.389209 136.50418
  3002. L 286.05761 133.337357
  3003. L 286.726011 143.83536
  3004. L 287.394412 136.377941
  3005. L 288.062813 124.902452
  3006. L 288.731214 142.755988
  3007. L 289.399615 136.31984
  3008. L 290.068016 130.968961
  3009. L 290.736417 140.988586
  3010. L 291.404818 131.594786
  3011. L 292.073219 139.091562
  3012. L 292.74162 138.649679
  3013. L 293.410021 135.778557
  3014. L 294.078422 139.790314
  3015. L 294.746823 134.247141
  3016. L 295.415225 131.613948
  3017. L 296.083626 136.121398
  3018. L 296.752027 139.635913
  3019. L 297.420428 141.714561
  3020. L 298.088829 141.93354
  3021. L 298.75723 135.014872
  3022. L 299.425631 139.709285
  3023. L 300.094032 135.940189
  3024. L 300.762433 139.151303
  3025. L 301.430834 136.658939
  3026. L 302.099235 135.698275
  3027. L 302.767636 141.819672
  3028. L 303.436037 140.104236
  3029. L 304.104438 142.544064
  3030. L 304.772839 142.527373
  3031. L 306.109641 137.785023
  3032. L 307.446444 142.38214
  3033. L 308.114845 139.171471
  3034. L 308.783246 139.550747
  3035. L 309.451647 141.140704
  3036. L 310.120048 142.103864
  3037. L 310.788449 139.811394
  3038. L 311.45685 139.744347
  3039. L 312.125251 142.301726
  3040. L 312.793652 138.977284
  3041. L 313.462053 145.228056
  3042. L 314.130454 135.814944
  3043. L 314.798855 140.142917
  3044. L 315.467256 139.325163
  3045. L 316.135657 136.283101
  3046. L 316.804058 143.704136
  3047. L 317.472459 130.960303
  3048. L 318.14086 140.024795
  3049. L 318.809261 140.029349
  3050. L 319.477663 141.431764
  3051. L 320.146064 141.652149
  3052. L 320.814465 137.552094
  3053. L 321.482866 142.166152
  3054. L 322.151267 135.645115
  3055. L 322.819668 137.149148
  3056. L 323.488069 141.371132
  3057. L 324.15647 135.401404
  3058. L 324.824871 141.586785
  3059. L 325.493272 137.409366
  3060. L 326.161673 141.807662
  3061. L 326.830074 141.9785
  3062. L 327.498475 139.329817
  3063. L 328.166876 142.984999
  3064. L 329.503678 136.485674
  3065. L 330.172079 143.101306
  3066. L 330.84048 139.922528
  3067. L 331.508882 138.736533
  3068. L 332.177283 137.799866
  3069. L 332.845684 138.488597
  3070. L 333.514085 133.803898
  3071. L 334.182486 139.993292
  3072. L 334.850887 139.652514
  3073. L 335.519288 138.413127
  3074. L 336.187689 142.747003
  3075. L 336.85609 137.060873
  3076. L 337.524491 140.527675
  3077. L 338.192892 130.202283
  3078. L 338.861293 141.325973
  3079. L 339.529694 133.032497
  3080. L 340.198095 142.791867
  3081. L 340.866496 141.985137
  3082. L 341.534897 141.519098
  3083. L 342.203298 141.229205
  3084. L 342.871699 143.873711
  3085. L 343.540101 138.543298
  3086. L 344.208502 142.554084
  3087. L 344.876903 138.967552
  3088. L 345.545304 142.955577
  3089. L 346.213705 137.927691
  3090. L 346.882106 141.807603
  3091. L 347.550507 141.786401
  3092. L 348.218908 142.488056
  3093. L 348.887309 139.573895
  3094. L 349.55571 138.527299
  3095. L 350.224111 140.430642
  3096. L 350.892512 140.893311
  3097. L 351.560913 142.726827
  3098. L 352.229314 138.996659
  3099. L 352.897715 143.57481
  3100. L 353.566116 140.403823
  3101. L 354.234517 138.980254
  3102. L 354.902918 139.985159
  3103. L 355.57132 139.479537
  3104. L 356.239721 142.8167
  3105. L 356.908122 134.97364
  3106. L 357.576523 143.829483
  3107. L 358.244924 135.487789
  3108. L 358.913325 140.770682
  3109. L 359.581726 142.463007
  3110. L 360.250127 139.146052
  3111. L 360.918528 143.869793
  3112. L 361.586929 134.404027
  3113. L 362.25533 141.781936
  3114. L 362.923731 133.803504
  3115. L 363.592132 136.743563
  3116. L 364.260533 139.085561
  3117. L 364.928934 137.758504
  3118. L 365.597335 145.240883
  3119. L 366.265736 133.782891
  3120. L 366.934137 136.224908
  3121. L 367.602539 142.594216
  3122. L 368.27094 135.384215
  3123. L 368.939341 133.744907
  3124. L 369.607742 142.790826
  3125. L 370.276143 141.06472
  3126. L 370.944544 140.920453
  3127. L 371.612945 144.490354
  3128. L 372.281346 141.703926
  3129. L 372.281346 141.703926
  3130. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3131. </g>
  3132. <g id="text_13">
  3133. <g id="patch_15">
  3134. <path d="M 18.697188 136.637868
  3135. L 29.458438 136.637868
  3136. Q 31.858438 136.637868 31.858438 134.237868
  3137. L 31.858438 126.495368
  3138. Q 31.858438 124.095368 29.458438 124.095368
  3139. L 18.697188 124.095368
  3140. Q 16.297188 124.095368 16.297188 126.495368
  3141. L 16.297188 134.237868
  3142. Q 16.297188 136.637868 18.697188 136.637868
  3143. z
  3144. " style="fill:#ffffff;opacity:0.8;"/>
  3145. </g>
  3146. <!-- FD -->
  3147. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3148. <use xlink:href="#DejaVuSans-46"/>
  3149. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3150. </g>
  3151. </g>
  3152. <g id="text_14">
  3153. <g id="patch_16">
  3154. <path d="M 290.289663 133.502243
  3155. L 365.209663 133.502243
  3156. Q 366.409663 133.502243 366.409663 132.302243
  3157. L 366.409663 128.430993
  3158. Q 366.409663 127.230993 365.209663 127.230993
  3159. L 290.289663 127.230993
  3160. Q 289.089663 127.230993 289.089663 128.430993
  3161. L 289.089663 132.302243
  3162. Q 289.089663 133.502243 290.289663 133.502243
  3163. z
  3164. " style="fill:#ffffff;opacity:0.8;"/>
  3165. </g>
  3166. <!-- max: 0.408 $\bullet$ mean: 0.143 $\bullet$ $\sigma$: 0.061 -->
  3167. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3168. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3169. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3170. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3171. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3172. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3173. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3174. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3175. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  3176. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-30"/>
  3177. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
  3178. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3179. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3180. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3181. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3182. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3183. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3184. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3185. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3186. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3187. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3188. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3189. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3190. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-34"/>
  3191. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-33"/>
  3192. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3193. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3194. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3195. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3196. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3197. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3198. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3199. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3200. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3201. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
  3202. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-31"/>
  3203. </g>
  3204. </g>
  3205. <g id="text_15">
  3206. <!-- 0.24 -->
  3207. <g style="fill:#d3d3d3;" transform="translate(11.0175 134.58313)scale(0.03 -0.03)">
  3208. <use xlink:href="#DejaVuSans-30"/>
  3209. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3210. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  3211. <use x="159.033203" xlink:href="#DejaVuSans-34"/>
  3212. </g>
  3213. </g>
  3214. </g>
  3215. <g id="axes_6">
  3216. <g id="patch_17">
  3217. <path d="M 15.161346 278.112
  3218. L 18.697188 278.112
  3219. L 18.697188 150.37824
  3220. L 15.161346 150.37824
  3221. z
  3222. " style="fill:#ffffff;"/>
  3223. </g>
  3224. <g clip-path="url(#p3e6af51a69)">
  3225. <image height="948" id="imagea2aa63ab75" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3226. iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1Qhn+sMmLdy47xT62kyQAAAAAgO9Yvl0uqClYGMIkmrlwVgAAnuEAnsMNgP+pRB0AAAAASUVORK5CYII="/>
  3227. </g>
  3228. <g id="matplotlib.axis_11"/>
  3229. <g id="matplotlib.axis_12"/>
  3230. </g>
  3231. <g id="axes_7">
  3232. <g id="patch_18">
  3233. <path d="M 18.697188 278.112
  3234. L 372.281346 278.112
  3235. L 372.281346 150.37824
  3236. L 18.697188 150.37824
  3237. z
  3238. " style="fill:#ffffff;"/>
  3239. </g>
  3240. <g clip-path="url(#p7f3840bd1a)">
  3241. <image height="128.16" id="image4df835c34f" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3242. 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" y="-149.952"/>
  3243. </g>
  3244. <g id="matplotlib.axis_13">
  3245. <g id="xtick_26">
  3246. <g id="line2d_11">
  3247. <defs>
  3248. <path d="M 0 0
  3249. L 0 4.8
  3250. " id="m48e38d15d3" style="stroke:#262626;"/>
  3251. </defs>
  3252. <g>
  3253. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m48e38d15d3" y="278.112"/>
  3254. </g>
  3255. </g>
  3256. <g id="text_16">
  3257. <!-- 0.00 -->
  3258. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3259. <use xlink:href="#DejaVuSans-30"/>
  3260. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3261. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3262. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3263. </g>
  3264. </g>
  3265. </g>
  3266. <g id="xtick_27">
  3267. <g id="line2d_12">
  3268. <g>
  3269. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m48e38d15d3" y="278.112"/>
  3270. </g>
  3271. </g>
  3272. <g id="text_17">
  3273. <!-- 106.00 -->
  3274. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3275. <use xlink:href="#DejaVuSans-31"/>
  3276. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3277. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3278. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3279. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3280. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3281. </g>
  3282. </g>
  3283. </g>
  3284. <g id="xtick_28">
  3285. <g id="line2d_13">
  3286. <g>
  3287. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m48e38d15d3" y="278.112"/>
  3288. </g>
  3289. </g>
  3290. <g id="text_18">
  3291. <!-- 212.00 -->
  3292. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3293. <use xlink:href="#DejaVuSans-32"/>
  3294. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3295. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3296. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3297. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3298. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3299. </g>
  3300. </g>
  3301. </g>
  3302. <g id="xtick_29">
  3303. <g id="line2d_14">
  3304. <g>
  3305. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m48e38d15d3" y="278.112"/>
  3306. </g>
  3307. </g>
  3308. <g id="text_19">
  3309. <!-- 318.00 -->
  3310. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3311. <use xlink:href="#DejaVuSans-33"/>
  3312. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3313. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3314. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3315. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3316. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3317. </g>
  3318. </g>
  3319. </g>
  3320. <g id="xtick_30">
  3321. <g id="line2d_15">
  3322. <g>
  3323. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m48e38d15d3" y="278.112"/>
  3324. </g>
  3325. </g>
  3326. <g id="text_20">
  3327. <!-- 424.00 -->
  3328. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3329. <use xlink:href="#DejaVuSans-34"/>
  3330. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3331. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3332. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3333. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3334. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3335. </g>
  3336. </g>
  3337. </g>
  3338. <g id="text_21">
  3339. <!-- time (s) -->
  3340. <defs>
  3341. <path d="M 18.3125 70.21875
  3342. L 18.3125 54.6875
  3343. L 36.8125 54.6875
  3344. L 36.8125 47.703125
  3345. L 18.3125 47.703125
  3346. L 18.3125 18.015625
  3347. Q 18.3125 11.328125 20.140625 9.421875
  3348. Q 21.96875 7.515625 27.59375 7.515625
  3349. L 36.8125 7.515625
  3350. L 36.8125 0
  3351. L 27.59375 0
  3352. Q 17.1875 0 13.234375 3.875
  3353. Q 9.28125 7.765625 9.28125 18.015625
  3354. L 9.28125 47.703125
  3355. L 2.6875 47.703125
  3356. L 2.6875 54.6875
  3357. L 9.28125 54.6875
  3358. L 9.28125 70.21875
  3359. z
  3360. " id="DejaVuSans-74"/>
  3361. <path d="M 9.421875 54.6875
  3362. L 18.40625 54.6875
  3363. L 18.40625 0
  3364. L 9.421875 0
  3365. z
  3366. M 9.421875 75.984375
  3367. L 18.40625 75.984375
  3368. L 18.40625 64.59375
  3369. L 9.421875 64.59375
  3370. z
  3371. " id="DejaVuSans-69"/>
  3372. <path d="M 31 75.875
  3373. Q 24.46875 64.65625 21.28125 53.65625
  3374. Q 18.109375 42.671875 18.109375 31.390625
  3375. Q 18.109375 20.125 21.3125 9.0625
  3376. Q 24.515625 -2 31 -13.1875
  3377. L 23.1875 -13.1875
  3378. Q 15.875 -1.703125 12.234375 9.375
  3379. Q 8.59375 20.453125 8.59375 31.390625
  3380. Q 8.59375 42.28125 12.203125 53.3125
  3381. Q 15.828125 64.359375 23.1875 75.875
  3382. z
  3383. " id="DejaVuSans-28"/>
  3384. <path d="M 44.28125 53.078125
  3385. L 44.28125 44.578125
  3386. Q 40.484375 46.53125 36.375 47.5
  3387. Q 32.28125 48.484375 27.875 48.484375
  3388. Q 21.1875 48.484375 17.84375 46.4375
  3389. Q 14.5 44.390625 14.5 40.28125
  3390. Q 14.5 37.15625 16.890625 35.375
  3391. Q 19.28125 33.59375 26.515625 31.984375
  3392. L 29.59375 31.296875
  3393. Q 39.15625 29.25 43.1875 25.515625
  3394. Q 47.21875 21.78125 47.21875 15.09375
  3395. Q 47.21875 7.46875 41.1875 3.015625
  3396. Q 35.15625 -1.421875 24.609375 -1.421875
  3397. Q 20.21875 -1.421875 15.453125 -0.5625
  3398. Q 10.6875 0.296875 5.421875 2
  3399. L 5.421875 11.28125
  3400. Q 10.40625 8.6875 15.234375 7.390625
  3401. Q 20.0625 6.109375 24.8125 6.109375
  3402. Q 31.15625 6.109375 34.5625 8.28125
  3403. Q 37.984375 10.453125 37.984375 14.40625
  3404. Q 37.984375 18.0625 35.515625 20.015625
  3405. Q 33.0625 21.96875 24.703125 23.78125
  3406. L 21.578125 24.515625
  3407. Q 13.234375 26.265625 9.515625 29.90625
  3408. Q 5.8125 33.546875 5.8125 39.890625
  3409. Q 5.8125 47.609375 11.28125 51.796875
  3410. Q 16.75 56 26.8125 56
  3411. Q 31.78125 56 36.171875 55.265625
  3412. Q 40.578125 54.546875 44.28125 53.078125
  3413. z
  3414. " id="DejaVuSans-73"/>
  3415. <path d="M 8.015625 75.875
  3416. L 15.828125 75.875
  3417. Q 23.140625 64.359375 26.78125 53.3125
  3418. Q 30.421875 42.28125 30.421875 31.390625
  3419. Q 30.421875 20.453125 26.78125 9.375
  3420. Q 23.140625 -1.703125 15.828125 -13.1875
  3421. L 8.015625 -13.1875
  3422. Q 14.5 -2 17.703125 9.0625
  3423. Q 20.90625 20.125 20.90625 31.390625
  3424. Q 20.90625 42.671875 17.703125 53.65625
  3425. Q 14.5 64.65625 8.015625 75.875
  3426. z
  3427. " id="DejaVuSans-29"/>
  3428. </defs>
  3429. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3430. <use xlink:href="#DejaVuSans-74"/>
  3431. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3432. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3433. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3434. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3435. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3436. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3437. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3438. </g>
  3439. </g>
  3440. </g>
  3441. <g id="matplotlib.axis_14"/>
  3442. </g>
  3443. </g>
  3444. <defs>
  3445. <clipPath id="paebd397c44">
  3446. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3447. </clipPath>
  3448. <clipPath id="p38fc98a43a">
  3449. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3450. </clipPath>
  3451. <clipPath id="p68b57f105e">
  3452. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3453. </clipPath>
  3454. <clipPath id="pbdb58ab750">
  3455. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3456. </clipPath>
  3457. <clipPath id="pfaeb4c5ffd">
  3458. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3459. </clipPath>
  3460. <clipPath id="p3e6af51a69">
  3461. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3462. </clipPath>
  3463. <clipPath id="p7f3840bd1a">
  3464. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3465. </clipPath>
  3466. </defs>
  3467. </svg>