sub-10_task-freerecall_desc-carpetplot_bold.svg 436 KB

12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697989910010110210310410510610710810911011111211311411511611711811912012112212312412512612712812913013113213313413513613713813914014114214314414514614714814915015115215315415515615715815916016116216316416516616716816917017117217317417517617717817918018118218318418518618718818919019119219319419519619719819920020120220320420520620720820921021121221321421521621721821922022122222322422522622722822923023123223323423523623723823924024124224324424524624724824925025125225325425525625725825926026126226326426526626726826927027127227327427527627727827928028128228328428528628728828929029129229329429529629729829930030130230330430530630730830931031131231331431531631731831932032132232332432532632732832933033133233333433533633733833934034134234334434534634734834935035135235335435535635735835936036136236336436536636736836937037137237337437537637737837938038138238338438538638738838939039139239339439539639739839940040140240340440540640740840941041141241341441541641741841942042142242342442542642742842943043143243343443543643743843944044144244344444544644744844945045145245345445545645745845946046146246346446546646746846947047147247347447547647747847948048148248348448548648748848949049149249349449549649749849950050150250350450550650750850951051151251351451551651751851952052152252352452552652752852953053153253353453553653753853954054154254354454554654754854955055155255355455555655755855956056156256356456556656756856957057157257357457557657757857958058158258358458558658758858959059159259359459559659759859960060160260360460560660760860961061161261361461561661761861962062162262362462562662762862963063163263363463563663763863964064164264364464564664764864965065165265365465565665765865966066166266366466566666766866967067167267367467567667767867968068168268368468568668768868969069169269369469569669769869970070170270370470570670770870971071171271371471571671771871972072172272372472572672772872973073173273373473573673773873974074174274374474574674774874975075175275375475575675775875976076176276376476576676776876977077177277377477577677777877978078178278378478578678778878979079179279379479579679779879980080180280380480580680780880981081181281381481581681781881982082182282382482582682782882983083183283383483583683783883984084184284384484584684784884985085185285385485585685785885986086186286386486586686786886987087187287387487587687787887988088188288388488588688788888989089189289389489589689789889990090190290390490590690790890991091191291391491591691791891992092192292392492592692792892993093193293393493593693793893994094194294394494594694794894995095195295395495595695795895996096196296396496596696796896997097197297397497597697797897998098198298398498598698798898999099199299399499599699799899910001001100210031004100510061007100810091010101110121013101410151016101710181019102010211022102310241025102610271028102910301031103210331034103510361037103810391040104110421043104410451046104710481049105010511052105310541055105610571058105910601061106210631064106510661067106810691070107110721073107410751076107710781079108010811082108310841085108610871088108910901091109210931094109510961097109810991100110111021103110411051106110711081109111011111112111311141115111611171118111911201121112211231124112511261127112811291130113111321133113411351136113711381139114011411142114311441145114611471148114911501151115211531154115511561157115811591160116111621163116411651166116711681169117011711172117311741175117611771178117911801181118211831184118511861187118811891190119111921193119411951196119711981199120012011202120312041205120612071208120912101211121212131214121512161217121812191220122112221223122412251226122712281229123012311232123312341235123612371238123912401241124212431244124512461247124812491250125112521253125412551256125712581259126012611262126312641265126612671268126912701271127212731274127512761277127812791280128112821283128412851286128712881289129012911292129312941295129612971298129913001301130213031304130513061307130813091310131113121313131413151316131713181319132013211322132313241325132613271328132913301331133213331334133513361337133813391340134113421343134413451346134713481349135013511352135313541355135613571358135913601361136213631364136513661367136813691370137113721373137413751376137713781379138013811382138313841385138613871388138913901391139213931394139513961397139813991400140114021403140414051406140714081409141014111412141314141415141614171418141914201421142214231424142514261427142814291430143114321433143414351436143714381439144014411442144314441445144614471448144914501451145214531454145514561457145814591460146114621463146414651466146714681469147014711472147314741475147614771478147914801481148214831484148514861487148814891490149114921493149414951496149714981499150015011502150315041505150615071508150915101511151215131514151515161517151815191520152115221523152415251526152715281529153015311532153315341535153615371538153915401541154215431544154515461547154815491550155115521553155415551556155715581559156015611562156315641565156615671568156915701571157215731574157515761577157815791580158115821583158415851586158715881589159015911592159315941595159615971598159916001601160216031604160516061607160816091610161116121613161416151616161716181619162016211622162316241625162616271628162916301631163216331634163516361637163816391640164116421643164416451646164716481649165016511652165316541655165616571658165916601661166216631664166516661667166816691670167116721673167416751676167716781679168016811682168316841685168616871688168916901691169216931694169516961697169816991700170117021703170417051706170717081709171017111712171317141715171617171718171917201721172217231724172517261727172817291730173117321733173417351736173717381739174017411742174317441745174617471748174917501751175217531754175517561757175817591760176117621763176417651766176717681769177017711772177317741775177617771778177917801781178217831784178517861787178817891790179117921793179417951796179717981799180018011802180318041805180618071808180918101811181218131814181518161817181818191820182118221823182418251826182718281829183018311832183318341835183618371838183918401841184218431844184518461847184818491850185118521853185418551856185718581859186018611862186318641865186618671868186918701871187218731874187518761877187818791880188118821883188418851886188718881889189018911892189318941895189618971898189919001901190219031904190519061907190819091910191119121913191419151916191719181919192019211922192319241925192619271928192919301931193219331934193519361937193819391940194119421943194419451946194719481949195019511952195319541955195619571958195919601961196219631964196519661967196819691970197119721973197419751976197719781979198019811982198319841985198619871988198919901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024202520262027202820292030203120322033203420352036203720382039204020412042204320442045204620472048204920502051205220532054205520562057205820592060206120622063206420652066206720682069207020712072207320742075207620772078207920802081208220832084208520862087208820892090209120922093209420952096209720982099210021012102210321042105210621072108210921102111211221132114211521162117211821192120212121222123212421252126212721282129213021312132213321342135213621372138213921402141214221432144214521462147214821492150215121522153215421552156215721582159216021612162216321642165216621672168216921702171217221732174217521762177217821792180218121822183218421852186218721882189219021912192219321942195219621972198219922002201220222032204220522062207220822092210221122122213221422152216221722182219222022212222222322242225222622272228222922302231223222332234223522362237223822392240224122422243224422452246224722482249225022512252225322542255225622572258225922602261226222632264226522662267226822692270227122722273227422752276227722782279228022812282228322842285228622872288228922902291229222932294229522962297229822992300230123022303230423052306230723082309231023112312231323142315231623172318231923202321232223232324232523262327232823292330233123322333233423352336233723382339234023412342234323442345234623472348234923502351235223532354235523562357235823592360236123622363236423652366236723682369237023712372237323742375237623772378237923802381238223832384238523862387238823892390239123922393239423952396239723982399240024012402240324042405240624072408240924102411241224132414241524162417241824192420242124222423242424252426242724282429243024312432243324342435243624372438243924402441244224432444244524462447244824492450245124522453245424552456245724582459246024612462246324642465246624672468246924702471247224732474247524762477247824792480248124822483248424852486248724882489249024912492249324942495249624972498249925002501250225032504250525062507250825092510251125122513251425152516251725182519252025212522252325242525252625272528252925302531253225332534253525362537253825392540254125422543254425452546254725482549255025512552255325542555255625572558255925602561256225632564256525662567256825692570257125722573257425752576257725782579258025812582258325842585258625872588258925902591259225932594259525962597259825992600260126022603260426052606260726082609261026112612261326142615261626172618261926202621262226232624262526262627262826292630263126322633263426352636263726382639264026412642264326442645264626472648264926502651265226532654265526562657265826592660266126622663266426652666266726682669267026712672267326742675267626772678267926802681268226832684268526862687268826892690269126922693269426952696269726982699270027012702270327042705270627072708270927102711271227132714271527162717271827192720272127222723272427252726272727282729273027312732273327342735273627372738273927402741274227432744274527462747274827492750275127522753275427552756275727582759276027612762276327642765276627672768276927702771277227732774277527762777277827792780278127822783278427852786278727882789279027912792279327942795279627972798279928002801280228032804280528062807280828092810281128122813281428152816281728182819282028212822282328242825282628272828282928302831283228332834283528362837283828392840284128422843284428452846284728482849285028512852285328542855285628572858285928602861286228632864286528662867286828692870287128722873287428752876287728782879288028812882288328842885288628872888288928902891289228932894289528962897289828992900290129022903290429052906290729082909291029112912291329142915291629172918291929202921292229232924292529262927292829292930293129322933293429352936293729382939294029412942294329442945294629472948294929502951295229532954295529562957295829592960296129622963296429652966296729682969297029712972297329742975297629772978297929802981298229832984298529862987298829892990299129922993299429952996299729982999300030013002300330043005300630073008300930103011301230133014301530163017301830193020302130223023302430253026302730283029303030313032303330343035303630373038303930403041304230433044304530463047304830493050305130523053305430553056305730583059306030613062306330643065306630673068306930703071307230733074307530763077307830793080308130823083308430853086308730883089309030913092309330943095309630973098309931003101310231033104310531063107310831093110311131123113311431153116311731183119312031213122312331243125312631273128312931303131313231333134313531363137313831393140314131423143314431453146314731483149315031513152315331543155315631573158315931603161316231633164316531663167316831693170317131723173317431753176317731783179318031813182318331843185318631873188318931903191319231933194319531963197319831993200320132023203320432053206320732083209321032113212321332143215321632173218321932203221322232233224322532263227322832293230323132323233323432353236323732383239324032413242324332443245324632473248324932503251325232533254325532563257325832593260326132623263326432653266326732683269327032713272327332743275327632773278327932803281328232833284328532863287328832893290329132923293329432953296329732983299330033013302330333043305330633073308330933103311331233133314331533163317331833193320332133223323332433253326332733283329333033313332333333343335333633373338333933403341334233433344334533463347334833493350335133523353335433553356335733583359336033613362336333643365336633673368336933703371337233733374337533763377337833793380338133823383338433853386338733883389339033913392339333943395339633973398339934003401340234033404340534063407340834093410341134123413341434153416341734183419342034213422342334243425342634273428342934303431343234333434343534363437343834393440344134423443344434453446344734483449345034513452345334543455345634573458345934603461346234633464346534663467346834693470347134723473347434753476347734783479348034813482348334843485348634873488348934903491349234933494349534963497349834993500350135023503350435053506350735083509351035113512351335143515351635173518351935203521352235233524352535263527352835293530353135323533353435353536353735383539354035413542354335443545354635473548354935503551355235533554355535563557355835593560356135623563356435653566356735683569357035713572357335743575357635773578357935803581358235833584358535863587358835893590359135923593359435953596359735983599360036013602360336043605360636073608360936103611361236133614361536163617361836193620362136223623362436253626362736283629363036313632363336343635363636373638363936403641364236433644364536463647364836493650365136523653365436553656365736583659366036613662366336643665366636673668366936703671367236733674367536763677367836793680368136823683368436853686368736883689369036913692369336943695369636973698369937003701370237033704370537063707370837093710371137123713371437153716371737183719372037213722372337243725372637273728372937303731373237333734373537363737373837393740374137423743374437453746374737483749375037513752375337543755375637573758375937603761376237633764376537663767376837693770377137723773377437753776377737783779378037813782378337843785378637873788378937903791379237933794379537963797379837993800380138023803380438053806380738083809381038113812381338143815381638173818381938203821382238233824382538263827382838293830383138323833383438353836383738383839384038413842384338443845384638473848384938503851385238533854385538563857385838593860386138623863386438653866386738683869387038713872387338743875387638773878387938803881388238833884388538863887388838893890389138923893389438953896389738983899390039013902390339043905390639073908390939103911
  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 0 386.522515 309.883863" width="386.522515pt" 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 386.522515 309.883863
  15. L 386.522515 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 id="xtick_6"/>
  36. </g>
  37. <g id="matplotlib.axis_2"/>
  38. <g id="line2d_1">
  39. <path clip-path="url(#pfc6b90e7ae)" d="M 18.697188 19.492318
  40. L 372.281346 19.492318
  41. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  42. </g>
  43. <g id="line2d_2">
  44. <path clip-path="url(#pfc6b90e7ae)" d="M 18.697188 20.946781
  45. L 19.381103 23.759044
  46. L 20.748933 25.085386
  47. L 21.432848 24.702902
  48. L 22.116764 22.850348
  49. L 22.800679 21.319108
  50. L 23.484594 20.099101
  51. L 24.168509 21.806772
  52. L 24.852424 19.711001
  53. L 25.53634 21.505694
  54. L 26.220255 20.92793
  55. L 27.588085 25.695312
  56. L 28.272 30.125376
  57. L 28.955916 29.037019
  58. L 29.639831 24.635193
  59. L 30.323746 22.555657
  60. L 31.007661 24.163841
  61. L 31.691576 22.668917
  62. L 32.375492 22.637063
  63. L 33.059407 28.164948
  64. L 33.743322 21.245397
  65. L 34.427237 24.472689
  66. L 35.111152 25.155865
  67. L 35.795068 21.786228
  68. L 36.478983 21.346346
  69. L 37.162898 18.636571
  70. L 37.846813 19.297818
  71. L 38.530728 22.282664
  72. L 39.214644 23.4969
  73. L 39.898559 25.56097
  74. L 40.582474 19.820106
  75. L 41.266389 19.875659
  76. L 41.950304 18.274555
  77. L 42.63422 20.204513
  78. L 43.318135 23.3811
  79. L 44.00205 23.604235
  80. L 44.685965 22.958761
  81. L 45.36988 24.998748
  82. L 46.053796 24.099362
  83. L 46.737711 20.489048
  84. L 47.421626 24.049965
  85. L 48.105541 21.702207
  86. L 48.789456 23.78205
  87. L 49.473372 21.681432
  88. L 50.157287 24.373048
  89. L 50.841202 25.360687
  90. L 51.525117 21.413363
  91. L 52.209032 23.654402
  92. L 52.892948 23.066173
  93. L 53.576863 22.719084
  94. L 54.260778 22.118852
  95. L 54.944693 22.883588
  96. L 55.628608 21.102591
  97. L 56.312524 21.838857
  98. L 56.996439 26.690953
  99. L 57.680354 26.541607
  100. L 58.364269 24.059198
  101. L 59.048184 22.252194
  102. L 59.7321 22.91198
  103. L 60.416015 20.881534
  104. L 61.783845 24.503851
  105. L 62.46776 25.661457
  106. L 63.151676 25.543581
  107. L 63.835591 29.472669
  108. L 64.519506 26.216908
  109. L 65.203421 28.979696
  110. L 65.887336 28.116012
  111. L 66.571252 24.559096
  112. L 67.255167 30.452845
  113. L 67.939082 26.421114
  114. L 68.622997 21.075814
  115. L 69.306912 23.172124
  116. L 69.990828 26.585695
  117. L 70.674743 25.773948
  118. L 71.358658 26.275384
  119. L 72.042573 28.598367
  120. L 72.726488 26.155507
  121. L 73.410404 24.592566
  122. L 74.094319 25.262046
  123. L 74.778234 26.285079
  124. L 75.462149 27.002572
  125. L 76.82998 29.96949
  126. L 77.513895 33.28896
  127. L 78.19781 30.897652
  128. L 78.881725 30.67621
  129. L 79.56564 28.431093
  130. L 80.249556 27.235324
  131. L 80.933471 29.242225
  132. L 81.617386 32.219838
  133. L 82.985216 29.409653
  134. L 83.669132 30.19247
  135. L 84.353047 30.439765
  136. L 85.036962 28.922835
  137. L 85.720877 29.703036
  138. L 86.404792 27.583106
  139. L 87.088708 26.456046
  140. L 87.772623 26.427193
  141. L 88.456538 25.943837
  142. L 89.824368 26.303084
  143. L 90.508284 26.713574
  144. L 91.192199 24.478306
  145. L 91.876114 22.795565
  146. L 92.560029 23.483127
  147. L 93.243944 24.758686
  148. L 93.92786 22.627522
  149. L 95.29569 24.459301
  150. L 95.979605 26.860304
  151. L 96.66352 26.161509
  152. L 97.347436 24.963585
  153. L 98.031351 26.197364
  154. L 98.715266 26.356251
  155. L 99.399181 28.861589
  156. L 100.083096 26.705572
  157. L 100.767012 25.530808
  158. L 101.450927 25.031603
  159. L 102.134842 23.187512
  160. L 102.818757 22.959684
  161. L 103.502672 25.344068
  162. L 104.186588 23.812442
  163. L 104.870503 24.476536
  164. L 105.554418 24.810161
  165. L 106.922248 26.742736
  166. L 107.606164 28.807344
  167. L 108.290079 28.152329
  168. L 108.973994 27.179233
  169. L 109.657909 25.360995
  170. L 110.341824 25.912676
  171. L 111.02574 27.176386
  172. L 111.709655 25.484488
  173. L 112.39357 24.689822
  174. L 113.077485 24.776845
  175. L 113.7614 25.458097
  176. L 114.445316 22.734319
  177. L 115.129231 22.352682
  178. L 115.813146 23.971945
  179. L 116.497061 23.837372
  180. L 117.180976 24.188155
  181. L 117.864892 24.819471
  182. L 118.548807 26.05125
  183. L 119.232722 25.250197
  184. L 119.916637 21.075738
  185. L 120.600552 20.978251
  186. L 121.284468 19.821338
  187. L 122.652298 21.760991
  188. L 124.020128 22.807107
  189. L 124.704044 24.022035
  190. L 125.387959 24.209468
  191. L 126.071874 24.597337
  192. L 127.439704 24.901261
  193. L 128.12362 25.577666
  194. L 128.807535 20.589305
  195. L 129.49145 18.94565
  196. L 130.175365 19.526031
  197. L 130.85928 21.956657
  198. L 131.543196 25.45979
  199. L 132.227111 25.744094
  200. L 132.911026 24.601723
  201. L 133.594941 25.305442
  202. L 134.278856 24.753531
  203. L 134.962772 20.842908
  204. L 135.646687 19.808796
  205. L 136.330602 21.213773
  206. L 137.014517 23.157351
  207. L 138.382348 26.241068
  208. L 139.066263 25.098851
  209. L 140.434093 25.046529
  210. L 141.118008 22.687383
  211. L 141.801924 22.288281
  212. L 142.485839 23.451888
  213. L 143.169754 23.253991
  214. L 143.853669 23.427959
  215. L 144.537584 24.977589
  216. L 145.2215 22.056682
  217. L 145.905415 21.410131
  218. L 146.58933 24.009724
  219. L 147.273245 24.661815
  220. L 147.95716 24.967355
  221. L 148.641076 27.443839
  222. L 149.324991 27.566563
  223. L 150.008906 26.005315
  224. L 150.692821 25.005904
  225. L 151.376736 27.124218
  226. L 152.060652 27.277412
  227. L 152.744567 26.585003
  228. L 153.428482 26.335708
  229. L 154.112397 25.724781
  230. L 154.796312 25.949454
  231. L 155.480228 24.95743
  232. L 156.164143 25.44417
  233. L 156.848058 25.638759
  234. L 157.531973 26.782592
  235. L 158.215888 25.479487
  236. L 158.899804 25.5285
  237. L 160.267634 24.764226
  238. L 160.951549 26.342094
  239. L 161.635464 24.597414
  240. L 162.31938 20.591998
  241. L 163.003295 21.433984
  242. L 163.68721 22.548271
  243. L 164.371125 25.317291
  244. L 165.05504 26.824757
  245. L 166.422871 26.826142
  246. L 167.106786 26.092876
  247. L 167.790701 26.204982
  248. L 168.474616 25.240272
  249. L 169.158532 25.623832
  250. L 169.842447 26.581771
  251. L 171.894192 21.578175
  252. L 172.578108 23.350631
  253. L 173.262023 24.256326
  254. L 173.945938 22.31121
  255. L 174.629853 22.223418
  256. L 175.313768 25.253814
  257. L 175.997684 25.974307
  258. L 176.681599 26.490055
  259. L 177.365514 25.840426
  260. L 178.733344 22.692385
  261. L 179.41726 23.529216
  262. L 180.101175 20.935855
  263. L 180.78509 21.676431
  264. L 182.15292 21.270249
  265. L 182.836836 23.054093
  266. L 183.520751 26.104879
  267. L 184.204666 26.278693
  268. L 184.888581 24.97251
  269. L 185.572496 23.161044
  270. L 186.256412 22.766558
  271. L 186.940327 23.32701
  272. L 187.624242 21.7346
  273. L 188.308157 22.100001
  274. L 188.992072 25.023831
  275. L 189.675988 25.214034
  276. L 190.359903 24.730756
  277. L 191.043818 23.576382
  278. L 191.727733 24.702826
  279. L 192.411648 23.875612
  280. L 193.095564 23.912545
  281. L 193.779479 21.991127
  282. L 194.463394 22.234497
  283. L 195.147309 23.895002
  284. L 195.831224 25.88413
  285. L 196.51514 22.570661
  286. L 197.199055 20.83683
  287. L 197.88297 20.30754
  288. L 198.566885 19.199639
  289. L 199.2508 20.619543
  290. L 199.934716 20.306001
  291. L 200.618631 20.233598
  292. L 201.302546 23.155658
  293. L 201.986461 23.850298
  294. L 202.670376 21.582791
  295. L 203.354292 21.556631
  296. L 204.038207 22.442936
  297. L 204.722122 22.26689
  298. L 205.406037 24.498927
  299. L 206.089952 25.678846
  300. L 206.773868 26.507444
  301. L 207.457783 25.755481
  302. L 208.141698 25.531424
  303. L 208.825613 21.862632
  304. L 209.509528 21.509311
  305. L 210.193444 24.738527
  306. L 210.877359 25.701544
  307. L 211.561274 25.188489
  308. L 212.245189 24.815085
  309. L 212.929104 23.648785
  310. L 213.61302 23.24645
  311. L 214.296935 24.231089
  312. L 214.98085 22.908671
  313. L 215.664765 23.512519
  314. L 217.032596 26.686798
  315. L 217.716511 25.098389
  316. L 218.400426 22.596514
  317. L 219.084341 23.526984
  318. L 219.768256 23.159505
  319. L 220.452172 21.483843
  320. L 221.136087 21.620339
  321. L 221.820002 24.58241
  322. L 222.503917 24.167534
  323. L 223.187832 24.925421
  324. L 223.871748 25.25943
  325. L 224.555663 24.466072
  326. L 225.239578 25.87128
  327. L 225.923493 23.339397
  328. L 226.607408 23.228984
  329. L 227.291324 23.50544
  330. L 227.975239 25.014213
  331. L 228.659154 23.062711
  332. L 229.343069 25.833809
  333. L 230.026984 25.83027
  334. L 230.7109 26.055943
  335. L 231.394815 27.596802
  336. L 232.07873 28.330991
  337. L 233.44656 27.819013
  338. L 234.130476 25.634065
  339. L 235.498306 25.723704
  340. L 236.182221 25.975538
  341. L 236.866136 26.976411
  342. L 237.550052 26.482284
  343. L 238.233967 25.442093
  344. L 238.917882 25.616138
  345. L 239.601797 24.810161
  346. L 240.285712 26.139426
  347. L 240.969628 24.874485
  348. L 241.653543 24.504236
  349. L 242.337458 26.43204
  350. L 243.021373 26.882387
  351. L 243.705288 25.788798
  352. L 244.389204 26.918319
  353. L 245.073119 27.113139
  354. L 245.757034 25.510957
  355. L 246.440949 22.674149
  356. L 247.124864 21.256784
  357. L 247.80878 23.729113
  358. L 248.492695 22.714467
  359. L 249.17661 23.616392
  360. L 249.860525 23.382793
  361. L 250.54444 23.511134
  362. L 251.228356 24.941579
  363. L 251.912271 26.75974
  364. L 252.596186 25.831193
  365. L 253.280101 21.578328
  366. L 253.964016 23.048322
  367. L 254.647932 23.405953
  368. L 255.331847 25.391234
  369. L 256.015762 28.166333
  370. L 256.699677 25.495645
  371. L 257.383592 23.444194
  372. L 258.067508 24.394285
  373. L 258.751423 26.546762
  374. L 259.435338 25.195568
  375. L 260.119253 24.309955
  376. L 260.803168 23.943014
  377. L 261.487084 23.84999
  378. L 262.170999 24.473843
  379. L 262.854914 24.936732
  380. L 263.538829 22.608902
  381. L 264.222744 20.772121
  382. L 264.90666 22.096231
  383. L 265.590575 19.921209
  384. L 266.27449 19.001896
  385. L 266.958405 20.479276
  386. L 267.64232 20.514747
  387. L 268.326236 22.994539
  388. L 269.010151 24.136218
  389. L 269.694066 23.988719
  390. L 270.377981 23.725035
  391. L 271.061896 22.170712
  392. L 271.745812 23.039166
  393. L 272.429727 23.062557
  394. L 273.113642 23.201824
  395. L 274.481472 22.718545
  396. L 275.165388 21.906721
  397. L 275.849303 23.266225
  398. L 276.533218 23.740347
  399. L 277.217133 20.879225
  400. L 277.901048 24.018726
  401. L 278.584964 20.822518
  402. L 279.268879 19.965759
  403. L 279.952794 22.346142
  404. L 280.636709 22.241345
  405. L 281.320624 21.805387
  406. L 282.00454 20.672941
  407. L 282.688455 21.345038
  408. L 283.37237 19.494407
  409. L 284.056285 20.73742
  410. L 284.7402 21.266094
  411. L 285.424116 22.13855
  412. L 286.108031 22.513031
  413. L 286.791946 21.820237
  414. L 287.475861 22.645757
  415. L 288.159776 22.003053
  416. L 288.843692 19.48048
  417. L 289.527607 19.209257
  418. L 290.211522 18.334262
  419. L 290.895437 19.610283
  420. L 291.579352 21.68451
  421. L 292.263268 20.778892
  422. L 292.947183 21.785074
  423. L 293.631098 21.574635
  424. L 294.315013 20.565144
  425. L 294.998928 21.594717
  426. L 295.682844 23.877305
  427. L 296.366759 26.669255
  428. L 297.050674 25.63822
  429. L 297.734589 23.93355
  430. L 298.418504 23.73196
  431. L 299.10242 23.653171
  432. L 299.786335 25.060379
  433. L 300.47025 24.510314
  434. L 301.154165 26.722192
  435. L 301.83808 24.927883
  436. L 303.205911 25.439785
  437. L 303.889826 25.334296
  438. L 304.573741 24.845939
  439. L 305.257656 23.057786
  440. L 305.941572 24.881718
  441. L 306.625487 24.606108
  442. L 307.309402 23.145347
  443. L 307.993317 23.469662
  444. L 308.677232 20.941164
  445. L 310.045063 22.322443
  446. L 310.728978 22.271045
  447. L 311.412893 23.477125
  448. L 312.096808 23.963173
  449. L 312.780724 24.67905
  450. L 313.464639 26.886157
  451. L 314.148554 24.508852
  452. L 315.516384 23.45712
  453. L 316.884215 23.848221
  454. L 317.56813 24.125061
  455. L 318.252045 21.749296
  456. L 318.93596 23.230369
  457. L 319.619876 21.89995
  458. L 320.303791 23.855146
  459. L 320.987706 23.093411
  460. L 321.671621 23.076176
  461. L 322.355536 23.501901
  462. L 323.039452 24.356736
  463. L 323.723367 24.296644
  464. L 324.407282 26.211522
  465. L 325.091197 26.762279
  466. L 325.775112 24.603492
  467. L 326.459028 24.098593
  468. L 327.142943 24.853787
  469. L 327.826858 24.757378
  470. L 328.510773 24.494772
  471. L 329.194688 24.766688
  472. L 329.878604 22.954991
  473. L 330.562519 24.464764
  474. L 331.246434 23.466045
  475. L 331.930349 23.190513
  476. L 332.614264 25.694466
  477. L 333.29818 26.727886
  478. L 333.982095 24.312802
  479. L 334.66601 25.853968
  480. L 335.349925 26.177128
  481. L 336.03384 24.510237
  482. L 336.717756 24.998825
  483. L 337.401671 23.418033
  484. L 338.085586 23.509441
  485. L 338.769501 24.308339
  486. L 339.453416 22.38569
  487. L 340.137332 21.729137
  488. L 340.821247 21.638421
  489. L 341.505162 22.616519
  490. L 342.189077 25.302288
  491. L 342.872992 23.398643
  492. L 343.556908 25.154019
  493. L 344.240823 24.207082
  494. L 344.924738 23.040705
  495. L 345.608653 22.884511
  496. L 346.292568 24.529473
  497. L 346.976484 24.042271
  498. L 347.660399 24.480922
  499. L 348.344314 24.243707
  500. L 349.028229 23.162813
  501. L 349.712144 20.448037
  502. L 350.39606 18.945727
  503. L 351.079975 21.893256
  504. L 351.76389 18.606178
  505. L 352.447805 20.846832
  506. L 353.13172 20.748884
  507. L 353.815636 20.179507
  508. L 354.499551 22.038678
  509. L 355.183466 21.811235
  510. L 355.867381 22.049527
  511. L 356.551296 23.915084
  512. L 357.235212 23.058402
  513. L 357.919127 21.515081
  514. L 358.603042 19.42639
  515. L 359.286957 20.127955
  516. L 359.970872 19.429852
  517. L 360.654788 22.582049
  518. L 361.338703 20.041086
  519. L 362.706533 16.542031
  520. L 363.390448 18.228312
  521. L 364.074364 18.783224
  522. L 364.758279 19.691304
  523. L 365.442194 19.662297
  524. L 366.126109 18.247778
  525. L 366.810024 18.65396
  526. L 368.177855 14.418484
  527. L 368.86177 13.93536
  528. L 369.545685 18.695509
  529. L 370.2296 18.501074
  530. L 370.913516 20.697332
  531. L 371.597431 18.85555
  532. L 372.281346 15.717973
  533. L 372.281346 15.717973
  534. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  535. </g>
  536. <g id="text_1">
  537. <g id="patch_3">
  538. <path d="M 18.697188 25.935276
  539. L 29.974688 25.935276
  540. Q 32.374688 25.935276 32.374688 23.535276
  541. L 32.374688 15.792776
  542. Q 32.374688 13.392776 29.974688 13.392776
  543. L 18.697188 13.392776
  544. Q 16.297188 13.392776 16.297188 15.792776
  545. L 16.297188 23.535276
  546. Q 16.297188 25.935276 18.697188 25.935276
  547. z
  548. " style="fill:#ffffff;opacity:0.8;"/>
  549. </g>
  550. <!-- GS -->
  551. <defs>
  552. <path d="M 59.515625 10.40625
  553. L 59.515625 29.984375
  554. L 43.40625 29.984375
  555. L 43.40625 38.09375
  556. L 69.28125 38.09375
  557. L 69.28125 6.78125
  558. Q 63.578125 2.734375 56.6875 0.65625
  559. Q 49.8125 -1.421875 42 -1.421875
  560. Q 24.90625 -1.421875 15.25 8.5625
  561. Q 5.609375 18.5625 5.609375 36.375
  562. Q 5.609375 54.25 15.25 64.234375
  563. Q 24.90625 74.21875 42 74.21875
  564. Q 49.125 74.21875 55.546875 72.453125
  565. Q 61.96875 70.703125 67.390625 67.28125
  566. L 67.390625 56.78125
  567. Q 61.921875 61.421875 55.765625 63.765625
  568. Q 49.609375 66.109375 42.828125 66.109375
  569. Q 29.4375 66.109375 22.71875 58.640625
  570. Q 16.015625 51.171875 16.015625 36.375
  571. Q 16.015625 21.625 22.71875 14.15625
  572. Q 29.4375 6.6875 42.828125 6.6875
  573. Q 48.046875 6.6875 52.140625 7.59375
  574. Q 56.25 8.5 59.515625 10.40625
  575. z
  576. " id="DejaVuSans-47"/>
  577. <path d="M 53.515625 70.515625
  578. L 53.515625 60.890625
  579. Q 47.90625 63.578125 42.921875 64.890625
  580. Q 37.9375 66.21875 33.296875 66.21875
  581. Q 25.25 66.21875 20.875 63.09375
  582. Q 16.5 59.96875 16.5 54.203125
  583. Q 16.5 49.359375 19.40625 46.890625
  584. Q 22.3125 44.4375 30.421875 42.921875
  585. L 36.375 41.703125
  586. Q 47.40625 39.59375 52.65625 34.296875
  587. Q 57.90625 29 57.90625 20.125
  588. Q 57.90625 9.515625 50.796875 4.046875
  589. Q 43.703125 -1.421875 29.984375 -1.421875
  590. Q 24.8125 -1.421875 18.96875 -0.25
  591. Q 13.140625 0.921875 6.890625 3.21875
  592. L 6.890625 13.375
  593. Q 12.890625 10.015625 18.65625 8.296875
  594. Q 24.421875 6.59375 29.984375 6.59375
  595. Q 38.421875 6.59375 43.015625 9.90625
  596. Q 47.609375 13.234375 47.609375 19.390625
  597. Q 47.609375 24.75 44.3125 27.78125
  598. Q 41.015625 30.8125 33.5 32.328125
  599. L 27.484375 33.5
  600. Q 16.453125 35.6875 11.515625 40.375
  601. Q 6.59375 45.0625 6.59375 53.421875
  602. Q 6.59375 63.09375 13.40625 68.65625
  603. Q 20.21875 74.21875 32.171875 74.21875
  604. Q 37.3125 74.21875 42.625 73.28125
  605. Q 47.953125 72.359375 53.515625 70.515625
  606. z
  607. " id="DejaVuSans-53"/>
  608. </defs>
  609. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  610. <use xlink:href="#DejaVuSans-47"/>
  611. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  612. </g>
  613. </g>
  614. <g id="text_2">
  615. <g id="patch_4">
  616. <path d="M 280.129663 22.799651
  617. L 365.209663 22.799651
  618. Q 366.409663 22.799651 366.409663 21.599651
  619. L 366.409663 17.728401
  620. Q 366.409663 16.528401 365.209663 16.528401
  621. L 280.129663 16.528401
  622. Q 278.929663 16.528401 278.929663 17.728401
  623. L 278.929663 21.599651
  624. Q 278.929663 22.799651 280.129663 22.799651
  625. z
  626. " style="fill:#ffffff;opacity:0.8;"/>
  627. </g>
  628. <!-- max: 648.217 $\bullet$ mean: 640.352 $\bullet$ $\sigma$: 2.078 -->
  629. <defs>
  630. <path d="M 52 44.1875
  631. Q 55.375 50.25 60.0625 53.125
  632. Q 64.75 56 71.09375 56
  633. Q 79.640625 56 84.28125 50.015625
  634. Q 88.921875 44.046875 88.921875 33.015625
  635. L 88.921875 0
  636. L 79.890625 0
  637. L 79.890625 32.71875
  638. Q 79.890625 40.578125 77.09375 44.375
  639. Q 74.3125 48.1875 68.609375 48.1875
  640. Q 61.625 48.1875 57.5625 43.546875
  641. Q 53.515625 38.921875 53.515625 30.90625
  642. L 53.515625 0
  643. L 44.484375 0
  644. L 44.484375 32.71875
  645. Q 44.484375 40.625 41.703125 44.40625
  646. Q 38.921875 48.1875 33.109375 48.1875
  647. Q 26.21875 48.1875 22.15625 43.53125
  648. Q 18.109375 38.875 18.109375 30.90625
  649. L 18.109375 0
  650. L 9.078125 0
  651. L 9.078125 54.6875
  652. L 18.109375 54.6875
  653. L 18.109375 46.1875
  654. Q 21.1875 51.21875 25.484375 53.609375
  655. Q 29.78125 56 35.6875 56
  656. Q 41.65625 56 45.828125 52.96875
  657. Q 50 49.953125 52 44.1875
  658. z
  659. " id="DejaVuSans-6d"/>
  660. <path d="M 34.28125 27.484375
  661. Q 23.390625 27.484375 19.1875 25
  662. Q 14.984375 22.515625 14.984375 16.5
  663. Q 14.984375 11.71875 18.140625 8.90625
  664. Q 21.296875 6.109375 26.703125 6.109375
  665. Q 34.1875 6.109375 38.703125 11.40625
  666. Q 43.21875 16.703125 43.21875 25.484375
  667. L 43.21875 27.484375
  668. z
  669. M 52.203125 31.203125
  670. L 52.203125 0
  671. L 43.21875 0
  672. L 43.21875 8.296875
  673. Q 40.140625 3.328125 35.546875 0.953125
  674. Q 30.953125 -1.421875 24.3125 -1.421875
  675. Q 15.921875 -1.421875 10.953125 3.296875
  676. Q 6 8.015625 6 15.921875
  677. Q 6 25.140625 12.171875 29.828125
  678. Q 18.359375 34.515625 30.609375 34.515625
  679. L 43.21875 34.515625
  680. L 43.21875 35.40625
  681. Q 43.21875 41.609375 39.140625 45
  682. Q 35.0625 48.390625 27.6875 48.390625
  683. Q 23 48.390625 18.546875 47.265625
  684. Q 14.109375 46.140625 10.015625 43.890625
  685. L 10.015625 52.203125
  686. Q 14.9375 54.109375 19.578125 55.046875
  687. Q 24.21875 56 28.609375 56
  688. Q 40.484375 56 46.34375 49.84375
  689. Q 52.203125 43.703125 52.203125 31.203125
  690. z
  691. " id="DejaVuSans-61"/>
  692. <path d="M 54.890625 54.6875
  693. L 35.109375 28.078125
  694. L 55.90625 0
  695. L 45.3125 0
  696. L 29.390625 21.484375
  697. L 13.484375 0
  698. L 2.875 0
  699. L 24.125 28.609375
  700. L 4.6875 54.6875
  701. L 15.28125 54.6875
  702. L 29.78125 35.203125
  703. L 44.28125 54.6875
  704. z
  705. " id="DejaVuSans-78"/>
  706. <path d="M 11.71875 12.40625
  707. L 22.015625 12.40625
  708. L 22.015625 0
  709. L 11.71875 0
  710. z
  711. M 11.71875 51.703125
  712. L 22.015625 51.703125
  713. L 22.015625 39.3125
  714. L 11.71875 39.3125
  715. z
  716. " id="DejaVuSans-3a"/>
  717. <path id="DejaVuSans-20"/>
  718. <path d="M 33.015625 40.375
  719. Q 26.375 40.375 22.484375 35.828125
  720. Q 18.609375 31.296875 18.609375 23.390625
  721. Q 18.609375 15.53125 22.484375 10.953125
  722. Q 26.375 6.390625 33.015625 6.390625
  723. Q 39.65625 6.390625 43.53125 10.953125
  724. Q 47.40625 15.53125 47.40625 23.390625
  725. Q 47.40625 31.296875 43.53125 35.828125
  726. Q 39.65625 40.375 33.015625 40.375
  727. z
  728. M 52.59375 71.296875
  729. L 52.59375 62.3125
  730. Q 48.875 64.0625 45.09375 64.984375
  731. Q 41.3125 65.921875 37.59375 65.921875
  732. Q 27.828125 65.921875 22.671875 59.328125
  733. Q 17.53125 52.734375 16.796875 39.40625
  734. Q 19.671875 43.65625 24.015625 45.921875
  735. Q 28.375 48.1875 33.59375 48.1875
  736. Q 44.578125 48.1875 50.953125 41.515625
  737. Q 57.328125 34.859375 57.328125 23.390625
  738. Q 57.328125 12.15625 50.6875 5.359375
  739. Q 44.046875 -1.421875 33.015625 -1.421875
  740. Q 20.359375 -1.421875 13.671875 8.265625
  741. Q 6.984375 17.96875 6.984375 36.375
  742. Q 6.984375 53.65625 15.1875 63.9375
  743. Q 23.390625 74.21875 37.203125 74.21875
  744. Q 40.921875 74.21875 44.703125 73.484375
  745. Q 48.484375 72.75 52.59375 71.296875
  746. z
  747. " id="DejaVuSans-36"/>
  748. <path d="M 37.796875 64.3125
  749. L 12.890625 25.390625
  750. L 37.796875 25.390625
  751. z
  752. M 35.203125 72.90625
  753. L 47.609375 72.90625
  754. L 47.609375 25.390625
  755. L 58.015625 25.390625
  756. L 58.015625 17.1875
  757. L 47.609375 17.1875
  758. L 47.609375 0
  759. L 37.796875 0
  760. L 37.796875 17.1875
  761. L 4.890625 17.1875
  762. L 4.890625 26.703125
  763. z
  764. " id="DejaVuSans-34"/>
  765. <path d="M 31.78125 34.625
  766. Q 24.75 34.625 20.71875 30.859375
  767. Q 16.703125 27.09375 16.703125 20.515625
  768. Q 16.703125 13.921875 20.71875 10.15625
  769. Q 24.75 6.390625 31.78125 6.390625
  770. Q 38.8125 6.390625 42.859375 10.171875
  771. Q 46.921875 13.96875 46.921875 20.515625
  772. Q 46.921875 27.09375 42.890625 30.859375
  773. Q 38.875 34.625 31.78125 34.625
  774. z
  775. M 21.921875 38.8125
  776. Q 15.578125 40.375 12.03125 44.71875
  777. Q 8.5 49.078125 8.5 55.328125
  778. Q 8.5 64.0625 14.71875 69.140625
  779. Q 20.953125 74.21875 31.78125 74.21875
  780. Q 42.671875 74.21875 48.875 69.140625
  781. Q 55.078125 64.0625 55.078125 55.328125
  782. Q 55.078125 49.078125 51.53125 44.71875
  783. Q 48 40.375 41.703125 38.8125
  784. Q 48.828125 37.15625 52.796875 32.3125
  785. Q 56.78125 27.484375 56.78125 20.515625
  786. Q 56.78125 9.90625 50.3125 4.234375
  787. Q 43.84375 -1.421875 31.78125 -1.421875
  788. Q 19.734375 -1.421875 13.25 4.234375
  789. Q 6.78125 9.90625 6.78125 20.515625
  790. Q 6.78125 27.484375 10.78125 32.3125
  791. Q 14.796875 37.15625 21.921875 38.8125
  792. z
  793. M 18.3125 54.390625
  794. Q 18.3125 48.734375 21.84375 45.5625
  795. Q 25.390625 42.390625 31.78125 42.390625
  796. Q 38.140625 42.390625 41.71875 45.5625
  797. Q 45.3125 48.734375 45.3125 54.390625
  798. Q 45.3125 60.0625 41.71875 63.234375
  799. Q 38.140625 66.40625 31.78125 66.40625
  800. Q 25.390625 66.40625 21.84375 63.234375
  801. Q 18.3125 60.0625 18.3125 54.390625
  802. z
  803. " id="DejaVuSans-38"/>
  804. <path d="M 10.6875 12.40625
  805. L 21 12.40625
  806. L 21 0
  807. L 10.6875 0
  808. z
  809. " id="DejaVuSans-2e"/>
  810. <path d="M 19.1875 8.296875
  811. L 53.609375 8.296875
  812. L 53.609375 0
  813. L 7.328125 0
  814. L 7.328125 8.296875
  815. Q 12.9375 14.109375 22.625 23.890625
  816. Q 32.328125 33.6875 34.8125 36.53125
  817. Q 39.546875 41.84375 41.421875 45.53125
  818. Q 43.3125 49.21875 43.3125 52.78125
  819. Q 43.3125 58.59375 39.234375 62.25
  820. Q 35.15625 65.921875 28.609375 65.921875
  821. Q 23.96875 65.921875 18.8125 64.3125
  822. Q 13.671875 62.703125 7.8125 59.421875
  823. L 7.8125 69.390625
  824. Q 13.765625 71.78125 18.9375 73
  825. Q 24.125 74.21875 28.421875 74.21875
  826. Q 39.75 74.21875 46.484375 68.546875
  827. Q 53.21875 62.890625 53.21875 53.421875
  828. Q 53.21875 48.921875 51.53125 44.890625
  829. Q 49.859375 40.875 45.40625 35.40625
  830. Q 44.1875 33.984375 37.640625 27.21875
  831. Q 31.109375 20.453125 19.1875 8.296875
  832. z
  833. " id="DejaVuSans-32"/>
  834. <path d="M 12.40625 8.296875
  835. L 28.515625 8.296875
  836. L 28.515625 63.921875
  837. L 10.984375 60.40625
  838. L 10.984375 69.390625
  839. L 28.421875 72.90625
  840. L 38.28125 72.90625
  841. L 38.28125 8.296875
  842. L 54.390625 8.296875
  843. L 54.390625 0
  844. L 12.40625 0
  845. z
  846. " id="DejaVuSans-31"/>
  847. <path d="M 8.203125 72.90625
  848. L 55.078125 72.90625
  849. L 55.078125 68.703125
  850. L 28.609375 0
  851. L 18.3125 0
  852. L 43.21875 64.59375
  853. L 8.203125 64.59375
  854. z
  855. " id="DejaVuSans-37"/>
  856. <path d="M 16.796875 31.34375
  857. Q 16.796875 37.40625 21.015625 41.578125
  858. Q 25.25 45.75 31.390625 45.75
  859. Q 37.453125 45.75 41.625 41.578125
  860. Q 45.796875 37.40625 45.796875 31.34375
  861. Q 45.796875 25.25 41.59375 21.046875
  862. Q 37.40625 16.84375 31.296875 16.84375
  863. Q 25.203125 16.84375 21 21.046875
  864. Q 16.796875 25.25 16.796875 31.34375
  865. z
  866. " id="DejaVuSans-2219"/>
  867. <path d="M 56.203125 29.59375
  868. L 56.203125 25.203125
  869. L 14.890625 25.203125
  870. Q 15.484375 15.921875 20.484375 11.0625
  871. Q 25.484375 6.203125 34.421875 6.203125
  872. Q 39.59375 6.203125 44.453125 7.46875
  873. Q 49.3125 8.734375 54.109375 11.28125
  874. L 54.109375 2.78125
  875. Q 49.265625 0.734375 44.1875 -0.34375
  876. Q 39.109375 -1.421875 33.890625 -1.421875
  877. Q 20.796875 -1.421875 13.15625 6.1875
  878. Q 5.515625 13.8125 5.515625 26.8125
  879. Q 5.515625 40.234375 12.765625 48.109375
  880. Q 20.015625 56 32.328125 56
  881. Q 43.359375 56 49.78125 48.890625
  882. Q 56.203125 41.796875 56.203125 29.59375
  883. z
  884. M 47.21875 32.234375
  885. Q 47.125 39.59375 43.09375 43.984375
  886. Q 39.0625 48.390625 32.421875 48.390625
  887. Q 24.90625 48.390625 20.390625 44.140625
  888. Q 15.875 39.890625 15.1875 32.171875
  889. z
  890. " id="DejaVuSans-65"/>
  891. <path d="M 54.890625 33.015625
  892. L 54.890625 0
  893. L 45.90625 0
  894. L 45.90625 32.71875
  895. Q 45.90625 40.484375 42.875 44.328125
  896. Q 39.84375 48.1875 33.796875 48.1875
  897. Q 26.515625 48.1875 22.3125 43.546875
  898. Q 18.109375 38.921875 18.109375 30.90625
  899. L 18.109375 0
  900. L 9.078125 0
  901. L 9.078125 54.6875
  902. L 18.109375 54.6875
  903. L 18.109375 46.1875
  904. Q 21.34375 51.125 25.703125 53.5625
  905. Q 30.078125 56 35.796875 56
  906. Q 45.21875 56 50.046875 50.171875
  907. Q 54.890625 44.34375 54.890625 33.015625
  908. z
  909. " id="DejaVuSans-6e"/>
  910. <path d="M 31.78125 66.40625
  911. Q 24.171875 66.40625 20.328125 58.90625
  912. Q 16.5 51.421875 16.5 36.375
  913. Q 16.5 21.390625 20.328125 13.890625
  914. Q 24.171875 6.390625 31.78125 6.390625
  915. Q 39.453125 6.390625 43.28125 13.890625
  916. Q 47.125 21.390625 47.125 36.375
  917. Q 47.125 51.421875 43.28125 58.90625
  918. Q 39.453125 66.40625 31.78125 66.40625
  919. z
  920. M 31.78125 74.21875
  921. Q 44.046875 74.21875 50.515625 64.515625
  922. Q 56.984375 54.828125 56.984375 36.375
  923. Q 56.984375 17.96875 50.515625 8.265625
  924. Q 44.046875 -1.421875 31.78125 -1.421875
  925. Q 19.53125 -1.421875 13.0625 8.265625
  926. Q 6.59375 17.96875 6.59375 36.375
  927. Q 6.59375 54.828125 13.0625 64.515625
  928. Q 19.53125 74.21875 31.78125 74.21875
  929. z
  930. " id="DejaVuSans-30"/>
  931. <path d="M 40.578125 39.3125
  932. Q 47.65625 37.796875 51.625 33
  933. Q 55.609375 28.21875 55.609375 21.1875
  934. Q 55.609375 10.40625 48.1875 4.484375
  935. Q 40.765625 -1.421875 27.09375 -1.421875
  936. Q 22.515625 -1.421875 17.65625 -0.515625
  937. Q 12.796875 0.390625 7.625 2.203125
  938. L 7.625 11.71875
  939. Q 11.71875 9.328125 16.59375 8.109375
  940. Q 21.484375 6.890625 26.8125 6.890625
  941. Q 36.078125 6.890625 40.9375 10.546875
  942. Q 45.796875 14.203125 45.796875 21.1875
  943. Q 45.796875 27.640625 41.28125 31.265625
  944. Q 36.765625 34.90625 28.71875 34.90625
  945. L 20.21875 34.90625
  946. L 20.21875 43.015625
  947. L 29.109375 43.015625
  948. Q 36.375 43.015625 40.234375 45.921875
  949. Q 44.09375 48.828125 44.09375 54.296875
  950. Q 44.09375 59.90625 40.109375 62.90625
  951. Q 36.140625 65.921875 28.71875 65.921875
  952. Q 24.65625 65.921875 20.015625 65.03125
  953. Q 15.375 64.15625 9.8125 62.3125
  954. L 9.8125 71.09375
  955. Q 15.4375 72.65625 20.34375 73.4375
  956. Q 25.25 74.21875 29.59375 74.21875
  957. Q 40.828125 74.21875 47.359375 69.109375
  958. Q 53.90625 64.015625 53.90625 55.328125
  959. Q 53.90625 49.265625 50.4375 45.09375
  960. Q 46.96875 40.921875 40.578125 39.3125
  961. z
  962. " id="DejaVuSans-33"/>
  963. <path d="M 10.796875 72.90625
  964. L 49.515625 72.90625
  965. L 49.515625 64.59375
  966. L 19.828125 64.59375
  967. L 19.828125 46.734375
  968. Q 21.96875 47.46875 24.109375 47.828125
  969. Q 26.265625 48.1875 28.421875 48.1875
  970. Q 40.625 48.1875 47.75 41.5
  971. Q 54.890625 34.8125 54.890625 23.390625
  972. Q 54.890625 11.625 47.5625 5.09375
  973. Q 40.234375 -1.421875 26.90625 -1.421875
  974. Q 22.3125 -1.421875 17.546875 -0.640625
  975. Q 12.796875 0.140625 7.71875 1.703125
  976. L 7.71875 11.625
  977. Q 12.109375 9.234375 16.796875 8.0625
  978. Q 21.484375 6.890625 26.703125 6.890625
  979. Q 35.15625 6.890625 40.078125 11.328125
  980. Q 45.015625 15.765625 45.015625 23.390625
  981. Q 45.015625 31 40.078125 35.4375
  982. Q 35.15625 39.890625 26.703125 39.890625
  983. Q 22.75 39.890625 18.8125 39.015625
  984. Q 14.890625 38.140625 10.796875 36.28125
  985. z
  986. " id="DejaVuSans-35"/>
  987. <path d="M 34.671875 47.5625
  988. Q 27.25 47.5625 22.21875 42.1875
  989. Q 16.890625 36.578125 15.140625 27.296875
  990. Q 13.1875 17.484375 16.3125 11.8125
  991. Q 19.390625 6.203125 26.65625 6.203125
  992. Q 33.84375 6.203125 39.109375 11.859375
  993. Q 44.4375 17.53125 46.34375 27.296875
  994. Q 48.046875 36.234375 45.015625 42.1875
  995. Q 42.1875 47.5625 34.671875 47.5625
  996. z
  997. M 36.078125 54.734375
  998. L 65.921875 54.6875
  999. L 64.15625 45.703125
  1000. L 54.109375 45.703125
  1001. Q 57.90625 38.09375 55.859375 27.296875
  1002. Q 53.21875 13.875 45.0625 6.25
  1003. Q 36.859375 -1.421875 25.140625 -1.421875
  1004. Q 13.375 -1.421875 8.203125 6.25
  1005. Q 3.03125 13.875 5.671875 27.296875
  1006. Q 8.25 40.765625 16.40625 48.390625
  1007. Q 23.1875 54.734375 36.078125 54.734375
  1008. z
  1009. " id="DejaVuSans-Oblique-3c3"/>
  1010. </defs>
  1011. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  1012. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1013. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1014. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1015. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1016. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1017. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1018. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
  1019. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
  1020. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1021. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
  1022. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-31"/>
  1023. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-37"/>
  1024. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1025. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1026. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  1027. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1028. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  1029. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  1030. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1031. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1032. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1033. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-36"/>
  1034. <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-34"/>
  1035. <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-30"/>
  1036. <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1037. <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-33"/>
  1038. <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-35"/>
  1039. <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-32"/>
  1040. <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
  1041. <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1042. <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
  1043. <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1044. <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1045. <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
  1046. <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
  1047. <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1048. <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  1049. <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-37"/>
  1050. <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
  1051. </g>
  1052. </g>
  1053. <g id="text_3">
  1054. <!-- 643.81 -->
  1055. <g style="fill:#d3d3d3;" transform="translate(7.2 20.320131)scale(0.03 -0.03)">
  1056. <use xlink:href="#DejaVuSans-36"/>
  1057. <use x="63.623047" xlink:href="#DejaVuSans-34"/>
  1058. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  1059. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1060. <use x="222.65625" xlink:href="#DejaVuSans-38"/>
  1061. <use x="286.279297" xlink:href="#DejaVuSans-31"/>
  1062. </g>
  1063. </g>
  1064. </g>
  1065. <g id="axes_2">
  1066. <g id="patch_5">
  1067. <path d="M 18.697188 65.2224
  1068. L 372.281346 65.2224
  1069. L 372.281346 39.675648
  1070. L 18.697188 39.675648
  1071. z
  1072. " style="fill:#ffffff;"/>
  1073. </g>
  1074. <g id="matplotlib.axis_3">
  1075. <g id="xtick_7"/>
  1076. <g id="xtick_8"/>
  1077. <g id="xtick_9"/>
  1078. <g id="xtick_10"/>
  1079. <g id="xtick_11"/>
  1080. <g id="xtick_12"/>
  1081. </g>
  1082. <g id="matplotlib.axis_4"/>
  1083. <g id="line2d_3">
  1084. <path clip-path="url(#pbad31bec14)" d="M 18.697188 49.030276
  1085. L 372.281346 49.030276
  1086. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1087. </g>
  1088. <g id="line2d_4">
  1089. <path clip-path="url(#pbad31bec14)" d="M 18.697188 47.511281
  1090. L 20.065018 53.722892
  1091. L 22.116764 50.916026
  1092. L 22.800679 51.737345
  1093. L 23.484594 46.889241
  1094. L 24.168509 49.747165
  1095. L 24.852424 41.611008
  1096. L 25.53634 46.017774
  1097. L 26.220255 46.580201
  1098. L 26.90417 49.091614
  1099. L 27.588085 52.805834
  1100. L 28.272 55.07907
  1101. L 28.955916 50.755723
  1102. L 29.639831 51.147191
  1103. L 30.323746 49.568443
  1104. L 31.007661 48.739637
  1105. L 31.691576 45.706002
  1106. L 33.059407 51.936268
  1107. L 33.743322 52.066864
  1108. L 34.427237 53.364656
  1109. L 35.111152 49.035367
  1110. L 35.795068 51.241226
  1111. L 36.478983 48.875104
  1112. L 37.162898 48.453333
  1113. L 37.846813 47.409285
  1114. L 38.530728 45.435622
  1115. L 39.214644 51.013863
  1116. L 39.898559 52.70257
  1117. L 40.582474 50.315929
  1118. L 41.266389 50.821832
  1119. L 41.950304 48.959355
  1120. L 42.63422 47.900413
  1121. L 43.318135 47.711749
  1122. L 44.00205 53.385174
  1123. L 44.685965 53.813203
  1124. L 45.36988 49.237657
  1125. L 46.053796 51.634121
  1126. L 46.737711 49.001421
  1127. L 47.421626 51.766261
  1128. L 48.105541 46.983751
  1129. L 48.789456 51.052404
  1130. L 49.473372 48.983399
  1131. L 50.841202 53.329918
  1132. L 51.525117 49.845319
  1133. L 52.209032 50.397725
  1134. L 52.892948 55.122958
  1135. L 53.576863 53.20059
  1136. L 54.260778 48.979319
  1137. L 54.944693 53.026027
  1138. L 55.628608 52.766659
  1139. L 56.312524 51.155391
  1140. L 56.996439 51.683951
  1141. L 57.680354 48.343454
  1142. L 58.364269 55.058235
  1143. L 59.048184 50.069514
  1144. L 59.7321 51.096688
  1145. L 60.416015 50.2234
  1146. L 61.09993 49.900853
  1147. L 61.783845 51.869763
  1148. L 62.46776 52.268956
  1149. L 63.151676 52.899433
  1150. L 63.835591 52.726455
  1151. L 64.519506 52.984872
  1152. L 65.203421 55.125018
  1153. L 65.887336 59.461674
  1154. L 66.571252 50.25695
  1155. L 67.255167 56.685466
  1156. L 67.939082 52.751528
  1157. L 68.622997 49.472626
  1158. L 69.306912 53.813718
  1159. L 69.990828 52.880499
  1160. L 70.674743 54.409537
  1161. L 71.358658 54.693028
  1162. L 72.042573 53.62953
  1163. L 72.726488 53.699244
  1164. L 73.410404 50.777746
  1165. L 74.094319 50.079337
  1166. L 74.778234 53.483923
  1167. L 75.462149 52.30306
  1168. L 76.146064 51.695042
  1169. L 76.82998 50.930721
  1170. L 77.513895 58.188519
  1171. L 78.19781 54.886009
  1172. L 78.881725 53.145651
  1173. L 79.56564 55.89421
  1174. L 80.249556 52.837403
  1175. L 80.933471 51.790899
  1176. L 81.617386 56.998071
  1177. L 82.301301 56.267854
  1178. L 82.985216 51.824845
  1179. L 83.669132 59.2801
  1180. L 84.353047 58.681667
  1181. L 85.036962 57.166929
  1182. L 85.720877 59.536062
  1183. L 86.404792 58.583275
  1184. L 87.088708 54.64197
  1185. L 87.772623 55.101687
  1186. L 88.456538 56.924475
  1187. L 89.140453 55.991374
  1188. L 89.824368 55.921145
  1189. L 90.508284 56.549088
  1190. L 91.192199 58.930341
  1191. L 91.876114 54.184788
  1192. L 92.560029 52.087461
  1193. L 93.243944 54.756483
  1194. L 93.92786 52.081678
  1195. L 94.611775 51.472273
  1196. L 95.29569 53.197144
  1197. L 95.979605 57.632073
  1198. L 96.66352 57.399284
  1199. L 97.347436 55.464874
  1200. L 98.031351 54.726815
  1201. L 98.715266 52.757073
  1202. L 99.399181 58.248687
  1203. L 100.083096 56.845016
  1204. L 100.767012 55.167163
  1205. L 101.450927 59.049964
  1206. L 102.134842 56.346481
  1207. L 102.818757 52.085797
  1208. L 103.502672 56.897262
  1209. L 104.186588 54.051499
  1210. L 104.870503 54.651516
  1211. L 105.554418 56.837411
  1212. L 106.238333 56.719927
  1213. L 106.922248 54.457703
  1214. L 107.606164 57.457748
  1215. L 108.290079 58.56248
  1216. L 108.973994 58.974467
  1217. L 109.657909 54.027218
  1218. L 110.341824 53.279454
  1219. L 111.02574 52.21972
  1220. L 111.709655 54.880384
  1221. L 112.39357 56.128862
  1222. L 113.077485 54.805719
  1223. L 113.7614 58.461038
  1224. L 114.445316 56.880151
  1225. L 115.129231 52.352811
  1226. L 115.813146 55.394685
  1227. L 116.497061 53.383114
  1228. L 117.180976 53.531099
  1229. L 118.548807 56.688278
  1230. L 119.232722 59.027069
  1231. L 119.916637 55.134603
  1232. L 120.600552 55.476124
  1233. L 121.284468 51.481304
  1234. L 121.968383 50.066741
  1235. L 122.652298 50.020238
  1236. L 123.336213 51.194803
  1237. L 124.020128 51.223877
  1238. L 124.704044 53.16506
  1239. L 125.387959 54.674015
  1240. L 126.071874 57.793842
  1241. L 126.755789 59.484569
  1242. L 127.439704 55.757951
  1243. L 128.12362 58.553409
  1244. L 128.807535 56.244009
  1245. L 129.49145 52.938291
  1246. L 130.175365 55.319702
  1247. L 130.85928 53.911278
  1248. L 131.543196 53.284287
  1249. L 132.227111 57.190616
  1250. L 132.911026 55.075861
  1251. L 133.594941 57.460561
  1252. L 134.278856 60.964608
  1253. L 134.962772 54.19984
  1254. L 135.646687 54.012958
  1255. L 137.014517 51.497545
  1256. L 138.382348 57.57345
  1257. L 139.066263 57.805685
  1258. L 139.750178 55.795303
  1259. L 140.434093 58.463811
  1260. L 141.118008 54.346833
  1261. L 141.801924 53.355268
  1262. L 142.485839 54.090674
  1263. L 143.169754 56.084419
  1264. L 143.853669 51.88834
  1265. L 144.537584 57.766194
  1266. L 145.2215 52.707085
  1267. L 145.905415 51.6647
  1268. L 147.95716 58.191688
  1269. L 148.641076 57.839552
  1270. L 149.324991 58.615835
  1271. L 150.008906 58.976685
  1272. L 150.692821 55.462696
  1273. L 151.376736 53.593841
  1274. L 152.060652 58.423963
  1275. L 152.744567 56.887914
  1276. L 153.428482 57.598167
  1277. L 154.112397 57.957631
  1278. L 154.796312 55.781994
  1279. L 155.480228 55.58113
  1280. L 156.164143 56.093411
  1281. L 156.848058 54.748007
  1282. L 157.531973 55.351985
  1283. L 158.215888 53.815105
  1284. L 158.899804 54.642247
  1285. L 159.583719 56.526906
  1286. L 160.267634 56.879042
  1287. L 160.951549 54.862718
  1288. L 161.635464 56.243653
  1289. L 162.31938 50.627068
  1290. L 163.003295 52.93936
  1291. L 163.68721 51.640974
  1292. L 164.371125 57.10898
  1293. L 165.05504 55.742701
  1294. L 165.738956 55.398725
  1295. L 166.422871 57.827075
  1296. L 167.106786 58.542556
  1297. L 167.790701 60.396358
  1298. L 168.474616 56.260368
  1299. L 169.158532 54.859945
  1300. L 169.842447 56.699647
  1301. L 170.526362 55.591944
  1302. L 171.210277 55.052491
  1303. L 172.578108 51.227125
  1304. L 173.262023 53.78512
  1305. L 173.945938 52.647036
  1306. L 174.629853 53.037673
  1307. L 175.313768 53.769513
  1308. L 175.997684 53.919676
  1309. L 176.681599 54.37567
  1310. L 177.365514 54.350478
  1311. L 178.049429 55.870207
  1312. L 178.733344 54.805125
  1313. L 179.41726 58.423369
  1314. L 180.101175 54.582951
  1315. L 180.78509 55.215606
  1316. L 181.469005 53.427755
  1317. L 182.836836 57.377221
  1318. L 183.520751 54.286388
  1319. L 184.204666 56.233235
  1320. L 184.888581 56.921068
  1321. L 185.572496 54.999532
  1322. L 186.256412 56.006704
  1323. L 186.940327 52.509905
  1324. L 187.624242 52.019331
  1325. L 188.308157 52.955521
  1326. L 188.992072 54.910132
  1327. L 189.675988 58.278751
  1328. L 190.359903 60.124038
  1329. L 191.043818 57.325965
  1330. L 191.727733 57.256013
  1331. L 192.411648 54.715962
  1332. L 193.095564 53.452512
  1333. L 193.779479 53.14058
  1334. L 194.463394 53.837207
  1335. L 195.147309 55.397339
  1336. L 195.831224 54.770307
  1337. L 196.51514 58.017917
  1338. L 197.199055 52.875984
  1339. L 197.88297 54.352141
  1340. L 198.566885 53.083502
  1341. L 199.2508 49.925332
  1342. L 199.934716 52.788603
  1343. L 200.618631 51.714015
  1344. L 201.302546 52.194052
  1345. L 201.986461 52.956551
  1346. L 202.670376 51.820923
  1347. L 203.354292 52.47996
  1348. L 204.038207 51.927198
  1349. L 204.722122 54.089287
  1350. L 205.406037 53.760838
  1351. L 206.089952 57.067191
  1352. L 206.773868 58.119993
  1353. L 207.457783 56.447368
  1354. L 208.141698 57.249794
  1355. L 208.825613 55.169975
  1356. L 209.509528 55.449545
  1357. L 210.193444 52.950293
  1358. L 210.877359 59.448365
  1359. L 211.561274 56.064495
  1360. L 212.245189 55.098716
  1361. L 212.929104 53.939481
  1362. L 213.61302 54.675995
  1363. L 214.296935 57.552575
  1364. L 215.664765 55.373691
  1365. L 216.34868 57.954858
  1366. L 217.032596 56.716996
  1367. L 217.716511 58.168674
  1368. L 218.400426 55.824932
  1369. L 219.084341 55.719489
  1370. L 219.768256 59.487381
  1371. L 220.452172 55.869652
  1372. L 221.136087 53.665774
  1373. L 221.820002 55.519972
  1374. L 222.503917 56.6373
  1375. L 223.187832 56.210855
  1376. L 223.871748 56.913186
  1377. L 224.555663 53.230654
  1378. L 225.239578 59.338367
  1379. L 225.923493 57.028848
  1380. L 226.607408 58.059112
  1381. L 227.291324 56.753081
  1382. L 227.975239 56.984365
  1383. L 228.659154 54.020642
  1384. L 229.343069 56.762746
  1385. L 230.026984 58.53507
  1386. L 230.7109 56.533521
  1387. L 231.394815 56.986148
  1388. L 232.07873 58.347515
  1389. L 232.762645 53.579106
  1390. L 233.44656 59.227815
  1391. L 234.130476 51.913136
  1392. L 234.814391 54.367748
  1393. L 235.498306 58.020849
  1394. L 236.182221 57.089808
  1395. L 236.866136 55.944397
  1396. L 237.550052 59.056817
  1397. L 238.233967 56.493713
  1398. L 239.601797 57.613298
  1399. L 240.285712 55.1817
  1400. L 240.969628 58.128034
  1401. L 241.653543 55.720321
  1402. L 242.337458 56.422691
  1403. L 243.021373 56.316298
  1404. L 243.705288 57.155284
  1405. L 244.389204 54.449543
  1406. L 245.073119 55.928909
  1407. L 245.757034 55.357689
  1408. L 247.124864 53.28595
  1409. L 247.80878 54.380898
  1410. L 248.492695 53.867509
  1411. L 249.17661 55.837132
  1412. L 249.860525 54.267058
  1413. L 250.54444 54.937304
  1414. L 251.228356 56.585846
  1415. L 251.912271 55.095231
  1416. L 252.596186 58.039426
  1417. L 253.280101 54.424588
  1418. L 253.964016 57.110524
  1419. L 254.647932 54.861926
  1420. L 255.331847 55.662728
  1421. L 256.015762 58.40594
  1422. L 257.383592 53.69465
  1423. L 258.067508 55.108777
  1424. L 258.751423 59.388434
  1425. L 259.435338 57.115951
  1426. L 260.803168 58.662338
  1427. L 261.487084 57.96179
  1428. L 262.170999 56.840857
  1429. L 262.854914 54.331148
  1430. L 263.538829 56.47062
  1431. L 264.222744 53.248083
  1432. L 264.90666 56.190773
  1433. L 265.590575 53.925657
  1434. L 266.27449 53.848179
  1435. L 266.958405 54.806392
  1436. L 267.64232 52.896383
  1437. L 268.326236 52.222849
  1438. L 269.010151 56.474224
  1439. L 269.694066 55.261317
  1440. L 270.377981 57.283819
  1441. L 271.061896 56.40558
  1442. L 271.745812 57.515263
  1443. L 272.429727 57.438141
  1444. L 273.113642 56.238741
  1445. L 273.797557 56.355393
  1446. L 274.481472 55.074079
  1447. L 275.849303 54.752681
  1448. L 276.533218 58.229991
  1449. L 277.217133 52.003131
  1450. L 278.584964 55.891081
  1451. L 279.952794 53.310509
  1452. L 280.636709 54.695761
  1453. L 281.320624 54.539498
  1454. L 282.00454 55.453466
  1455. L 282.688455 56.906927
  1456. L 283.37237 55.160152
  1457. L 284.056285 53.793517
  1458. L 284.7402 53.073362
  1459. L 285.424116 52.677853
  1460. L 286.108031 53.906367
  1461. L 286.791946 54.232439
  1462. L 287.475861 52.16985
  1463. L 288.159776 56.678851
  1464. L 288.843692 52.26444
  1465. L 289.527607 52.243565
  1466. L 290.211522 51.586153
  1467. L 290.895437 50.368888
  1468. L 291.579352 50.764991
  1469. L 292.263268 49.856331
  1470. L 292.947183 51.171473
  1471. L 293.631098 55.228401
  1472. L 294.315013 49.254888
  1473. L 294.998928 51.186089
  1474. L 295.682844 51.8334
  1475. L 296.366759 52.125447
  1476. L 297.050674 55.540411
  1477. L 297.734589 51.995724
  1478. L 298.418504 53.754223
  1479. L 299.10242 54.155318
  1480. L 299.786335 56.276727
  1481. L 300.47025 55.009039
  1482. L 301.154165 54.189541
  1483. L 301.83808 57.300892
  1484. L 302.521996 58.007975
  1485. L 303.205911 54.06057
  1486. L 303.889826 54.9377
  1487. L 304.573741 57.455887
  1488. L 305.257656 55.808177
  1489. L 305.941572 53.777475
  1490. L 306.625487 57.167524
  1491. L 307.309402 53.012758
  1492. L 307.993317 57.160513
  1493. L 308.677232 50.572723
  1494. L 309.361148 53.598278
  1495. L 310.045063 55.473232
  1496. L 310.728978 52.431041
  1497. L 312.096808 56.311822
  1498. L 312.780724 57.466344
  1499. L 313.464639 54.867868
  1500. L 314.148554 59.039349
  1501. L 315.516384 53.442332
  1502. L 316.2003 55.405855
  1503. L 316.884215 54.60842
  1504. L 317.56813 55.995177
  1505. L 318.252045 56.102561
  1506. L 318.93596 56.746704
  1507. L 319.619876 53.00543
  1508. L 320.303791 55.20305
  1509. L 320.987706 54.183045
  1510. L 321.671621 56.43192
  1511. L 322.355536 53.33475
  1512. L 323.039452 56.525757
  1513. L 323.723367 53.981191
  1514. L 324.407282 53.278583
  1515. L 325.091197 58.150454
  1516. L 325.775112 54.250739
  1517. L 326.459028 53.731962
  1518. L 327.142943 54.342635
  1519. L 327.826858 57.895878
  1520. L 328.510773 52.69239
  1521. L 329.194688 55.274784
  1522. L 329.878604 54.673341
  1523. L 330.562519 55.213111
  1524. L 331.246434 57.194142
  1525. L 332.614264 57.460759
  1526. L 333.29818 58.401266
  1527. L 333.982095 56.261121
  1528. L 334.66601 56.839273
  1529. L 335.349925 60.538203
  1530. L 336.03384 56.431762
  1531. L 336.717756 53.341722
  1532. L 337.401671 56.101491
  1533. L 338.085586 53.721426
  1534. L 338.769501 51.80698
  1535. L 339.453416 55.139555
  1536. L 340.137332 51.884735
  1537. L 340.821247 52.041988
  1538. L 341.505162 52.872419
  1539. L 342.189077 56.538195
  1540. L 342.872992 56.99613
  1541. L 343.556908 56.822676
  1542. L 344.240823 57.752211
  1543. L 344.924738 53.042862
  1544. L 345.608653 51.340252
  1545. L 346.292568 58.224683
  1546. L 346.976484 57.574123
  1547. L 347.660399 56.701469
  1548. L 348.344314 52.863744
  1549. L 349.028229 55.677423
  1550. L 349.712144 52.768204
  1551. L 350.39606 50.884733
  1552. L 351.079975 57.084461
  1553. L 351.76389 50.641368
  1554. L 352.447805 49.690879
  1555. L 353.13172 52.503884
  1556. L 353.815636 53.226693
  1557. L 354.499551 52.409572
  1558. L 355.183466 52.728158
  1559. L 355.867381 52.569281
  1560. L 356.551296 53.806747
  1561. L 357.919127 49.36041
  1562. L 358.603042 49.049588
  1563. L 359.286957 45.372483
  1564. L 359.970872 47.732545
  1565. L 360.654788 54.652982
  1566. L 361.338703 50.710923
  1567. L 362.022618 49.291052
  1568. L 362.706533 48.668378
  1569. L 363.390448 49.066145
  1570. L 364.074364 48.928578
  1571. L 364.758279 49.388771
  1572. L 365.442194 53.376222
  1573. L 366.126109 48.706958
  1574. L 366.810024 50.536678
  1575. L 367.49394 49.97639
  1576. L 368.177855 47.190319
  1577. L 368.86177 47.933052
  1578. L 369.545685 51.051849
  1579. L 370.2296 50.09934
  1580. L 370.913516 51.384616
  1581. L 371.597431 52.356257
  1582. L 372.281346 49.460465
  1583. L 372.281346 49.460465
  1584. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1585. </g>
  1586. <g id="text_4">
  1587. <g id="patch_6">
  1588. <path d="M 18.697188 53.610924
  1589. L 45.240938 53.610924
  1590. Q 47.640938 53.610924 47.640938 51.210924
  1591. L 47.640938 43.468424
  1592. Q 47.640938 41.068424 45.240938 41.068424
  1593. L 18.697188 41.068424
  1594. Q 16.297188 41.068424 16.297188 43.468424
  1595. L 16.297188 51.210924
  1596. Q 16.297188 53.610924 18.697188 53.610924
  1597. z
  1598. " style="fill:#ffffff;opacity:0.8;"/>
  1599. </g>
  1600. <!-- GSCSF -->
  1601. <defs>
  1602. <path d="M 64.40625 67.28125
  1603. L 64.40625 56.890625
  1604. Q 59.421875 61.53125 53.78125 63.8125
  1605. Q 48.140625 66.109375 41.796875 66.109375
  1606. Q 29.296875 66.109375 22.65625 58.46875
  1607. Q 16.015625 50.828125 16.015625 36.375
  1608. Q 16.015625 21.96875 22.65625 14.328125
  1609. Q 29.296875 6.6875 41.796875 6.6875
  1610. Q 48.140625 6.6875 53.78125 8.984375
  1611. Q 59.421875 11.28125 64.40625 15.921875
  1612. L 64.40625 5.609375
  1613. Q 59.234375 2.09375 53.4375 0.328125
  1614. Q 47.65625 -1.421875 41.21875 -1.421875
  1615. Q 24.65625 -1.421875 15.125 8.703125
  1616. Q 5.609375 18.84375 5.609375 36.375
  1617. Q 5.609375 53.953125 15.125 64.078125
  1618. Q 24.65625 74.21875 41.21875 74.21875
  1619. Q 47.75 74.21875 53.53125 72.484375
  1620. Q 59.328125 70.75 64.40625 67.28125
  1621. z
  1622. " id="DejaVuSans-43"/>
  1623. <path d="M 9.8125 72.90625
  1624. L 51.703125 72.90625
  1625. L 51.703125 64.59375
  1626. L 19.671875 64.59375
  1627. L 19.671875 43.109375
  1628. L 48.578125 43.109375
  1629. L 48.578125 34.8125
  1630. L 19.671875 34.8125
  1631. L 19.671875 0
  1632. L 9.8125 0
  1633. z
  1634. " id="DejaVuSans-46"/>
  1635. </defs>
  1636. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1637. <use xlink:href="#DejaVuSans-47"/>
  1638. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1639. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1640. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1641. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1642. </g>
  1643. </g>
  1644. <g id="text_5">
  1645. <g id="patch_7">
  1646. <path d="M 280.129663 50.475299
  1647. L 365.209663 50.475299
  1648. Q 366.409663 50.475299 366.409663 49.275299
  1649. L 366.409663 45.404049
  1650. Q 366.409663 44.204049 365.209663 44.204049
  1651. L 280.129663 44.204049
  1652. Q 278.929663 44.204049 278.929663 45.404049
  1653. L 278.929663 49.275299
  1654. Q 278.929663 50.475299 280.129663 50.475299
  1655. z
  1656. " style="fill:#ffffff;opacity:0.8;"/>
  1657. </g>
  1658. <!-- max: 889.070 $\bullet$ mean: 869.550 $\bullet$ $\sigma$: 4.557 -->
  1659. <defs>
  1660. <path d="M 10.984375 1.515625
  1661. L 10.984375 10.5
  1662. Q 14.703125 8.734375 18.5 7.8125
  1663. Q 22.3125 6.890625 25.984375 6.890625
  1664. Q 35.75 6.890625 40.890625 13.453125
  1665. Q 46.046875 20.015625 46.78125 33.40625
  1666. Q 43.953125 29.203125 39.59375 26.953125
  1667. Q 35.25 24.703125 29.984375 24.703125
  1668. Q 19.046875 24.703125 12.671875 31.3125
  1669. Q 6.296875 37.9375 6.296875 49.421875
  1670. Q 6.296875 60.640625 12.9375 67.421875
  1671. Q 19.578125 74.21875 30.609375 74.21875
  1672. Q 43.265625 74.21875 49.921875 64.515625
  1673. Q 56.59375 54.828125 56.59375 36.375
  1674. Q 56.59375 19.140625 48.40625 8.859375
  1675. Q 40.234375 -1.421875 26.421875 -1.421875
  1676. Q 22.703125 -1.421875 18.890625 -0.6875
  1677. Q 15.09375 0.046875 10.984375 1.515625
  1678. z
  1679. M 30.609375 32.421875
  1680. Q 37.25 32.421875 41.125 36.953125
  1681. Q 45.015625 41.5 45.015625 49.421875
  1682. Q 45.015625 57.28125 41.125 61.84375
  1683. Q 37.25 66.40625 30.609375 66.40625
  1684. Q 23.96875 66.40625 20.09375 61.84375
  1685. Q 16.21875 57.28125 16.21875 49.421875
  1686. Q 16.21875 41.5 20.09375 36.953125
  1687. Q 23.96875 32.421875 30.609375 32.421875
  1688. z
  1689. " id="DejaVuSans-39"/>
  1690. </defs>
  1691. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1692. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1693. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1694. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1695. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1696. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1697. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-38"/>
  1698. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
  1699. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
  1700. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1701. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  1702. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-37"/>
  1703. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-30"/>
  1704. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1705. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1706. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1707. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1708. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1709. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1710. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1711. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1712. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1713. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-38"/>
  1714. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-36"/>
  1715. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-39"/>
  1716. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1717. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-35"/>
  1718. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-35"/>
  1719. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-30"/>
  1720. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1721. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1722. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1723. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1724. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1725. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1726. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-34"/>
  1727. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1728. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-35"/>
  1729. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-35"/>
  1730. <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-37"/>
  1731. </g>
  1732. </g>
  1733. <g id="text_6">
  1734. <!-- 877.64 -->
  1735. <g style="fill:#d3d3d3;" transform="translate(7.2 49.858088)scale(0.03 -0.03)">
  1736. <use xlink:href="#DejaVuSans-38"/>
  1737. <use x="63.623047" xlink:href="#DejaVuSans-37"/>
  1738. <use x="127.246094" xlink:href="#DejaVuSans-37"/>
  1739. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1740. <use x="222.65625" xlink:href="#DejaVuSans-36"/>
  1741. <use x="286.279297" xlink:href="#DejaVuSans-34"/>
  1742. </g>
  1743. </g>
  1744. </g>
  1745. <g id="axes_3">
  1746. <g id="patch_8">
  1747. <path d="M 18.697188 92.898048
  1748. L 372.281346 92.898048
  1749. L 372.281346 67.351296
  1750. L 18.697188 67.351296
  1751. z
  1752. " style="fill:#ffffff;"/>
  1753. </g>
  1754. <g id="matplotlib.axis_5">
  1755. <g id="xtick_13"/>
  1756. <g id="xtick_14"/>
  1757. <g id="xtick_15"/>
  1758. <g id="xtick_16"/>
  1759. <g id="xtick_17"/>
  1760. <g id="xtick_18"/>
  1761. </g>
  1762. <g id="matplotlib.axis_6"/>
  1763. <g id="line2d_5">
  1764. <path clip-path="url(#pc312f05e0f)" d="M 18.697188 74.444406
  1765. L 372.281346 74.444406
  1766. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1767. </g>
  1768. <g id="line2d_6">
  1769. <path clip-path="url(#pc312f05e0f)" d="M 18.697188 79.632262
  1770. L 19.381103 80.549092
  1771. L 20.065018 83.232803
  1772. L 21.432848 77.351071
  1773. L 22.116764 72.789611
  1774. L 22.800679 77.954666
  1775. L 23.484594 69.658738
  1776. L 24.168509 73.937954
  1777. L 24.852424 72.922616
  1778. L 25.53634 73.595204
  1779. L 26.220255 71.803419
  1780. L 26.90417 70.992476
  1781. L 27.588085 74.594124
  1782. L 28.272 85.812287
  1783. L 28.955916 85.80085
  1784. L 29.639831 74.434371
  1785. L 30.323746 71.222883
  1786. L 31.007661 71.212921
  1787. L 31.691576 74.194741
  1788. L 32.375492 71.332829
  1789. L 33.059407 76.252166
  1790. L 33.743322 71.851751
  1791. L 34.427237 82.975095
  1792. L 35.111152 77.936957
  1793. L 36.478983 72.934053
  1794. L 37.162898 75.852598
  1795. L 37.846813 75.646357
  1796. L 38.530728 75.770139
  1797. L 39.214644 76.370967
  1798. L 39.898559 81.123725
  1799. L 40.582474 72.789611
  1800. L 41.266389 74.540443
  1801. L 41.950304 71.443697
  1802. L 43.318135 75.826034
  1803. L 44.00205 72.294301
  1804. L 44.685965 74.953109
  1805. L 45.36988 76.071198
  1806. L 46.053796 73.438033
  1807. L 46.737711 76.619821
  1808. L 48.105541 75.260071
  1809. L 48.789456 76.658191
  1810. L 49.473372 73.115021
  1811. L 50.157287 75.416689
  1812. L 50.841202 78.214957
  1813. L 51.525117 76.04777
  1814. L 52.209032 79.906573
  1815. L 52.892948 79.438381
  1816. L 53.576863 76.689551
  1817. L 54.260778 79.735567
  1818. L 54.944693 78.838476
  1819. L 55.628608 77.601954
  1820. L 56.312524 77.626305
  1821. L 56.996439 80.207633
  1822. L 57.680354 80.499838
  1823. L 58.364269 77.12749
  1824. L 59.048184 78.337816
  1825. L 59.7321 72.287845
  1826. L 60.416015 72.759357
  1827. L 61.783845 76.928997
  1828. L 62.46776 78.520813
  1829. L 63.151676 79.653846
  1830. L 63.835591 80.393397
  1831. L 64.519506 76.483126
  1832. L 65.203421 80.870075
  1833. L 65.887336 82.298633
  1834. L 66.571252 78.223628
  1835. L 67.255167 78.792357
  1836. L 67.939082 82.222077
  1837. L 68.622997 69.286656
  1838. L 69.306912 73.409624
  1839. L 70.674743 76.261205
  1840. L 71.358658 74.945914
  1841. L 72.042573 80.305957
  1842. L 72.726488 77.979755
  1843. L 73.410404 77.753222
  1844. L 74.094319 79.049513
  1845. L 74.778234 83.491988
  1846. L 75.462149 77.162355
  1847. L 76.146064 80.592443
  1848. L 76.82998 85.492227
  1849. L 77.513895 86.8505
  1850. L 78.19781 86.07387
  1851. L 78.881725 88.640256
  1852. L 79.56564 81.069306
  1853. L 80.249556 84.770754
  1854. L 80.933471 82.91016
  1855. L 81.617386 83.310098
  1856. L 82.301301 84.831445
  1857. L 82.985216 83.867206
  1858. L 83.669132 87.114112
  1859. L 84.353047 85.620804
  1860. L 85.036962 82.182784
  1861. L 85.720877 84.512123
  1862. L 86.404792 82.716279
  1863. L 87.088708 81.24806
  1864. L 87.772623 81.011012
  1865. L 88.456538 81.541003
  1866. L 89.140453 82.892635
  1867. L 89.824368 80.858453
  1868. L 90.508284 80.460176
  1869. L 91.192199 82.210086
  1870. L 91.876114 78.882011
  1871. L 92.560029 78.405518
  1872. L 93.243944 84.232831
  1873. L 93.92786 81.977097
  1874. L 95.29569 82.441784
  1875. L 95.979605 86.595928
  1876. L 97.347436 79.552939
  1877. L 98.715266 80.78079
  1878. L 99.399181 83.125071
  1879. L 100.767012 80.087726
  1880. L 101.450927 79.250404
  1881. L 102.134842 80.385834
  1882. L 102.818757 80.569015
  1883. L 103.502672 82.954987
  1884. L 104.186588 79.91838
  1885. L 104.870503 83.072128
  1886. L 105.554418 82.442337
  1887. L 106.238333 81.503001
  1888. L 106.922248 83.146101
  1889. L 107.606164 84.413061
  1890. L 108.290079 84.206636
  1891. L 108.973994 79.202994
  1892. L 109.657909 82.126151
  1893. L 110.341824 79.169973
  1894. L 111.02574 81.008614
  1895. L 112.39357 83.633294
  1896. L 113.077485 81.287722
  1897. L 113.7614 80.7878
  1898. L 114.445316 75.364667
  1899. L 115.129231 77.535175
  1900. L 115.813146 75.930815
  1901. L 116.497061 74.973954
  1902. L 117.180976 78.26993
  1903. L 117.864892 83.287038
  1904. L 118.548807 85.020714
  1905. L 119.232722 83.316923
  1906. L 119.916637 79.598873
  1907. L 120.600552 77.726842
  1908. L 121.284468 76.341451
  1909. L 121.968383 75.369648
  1910. L 122.652298 79.795336
  1911. L 123.336213 79.73446
  1912. L 124.020128 83.544009
  1913. L 124.704044 83.398829
  1914. L 125.387959 84.11938
  1915. L 126.071874 83.335555
  1916. L 126.755789 81.880617
  1917. L 128.12362 83.98453
  1918. L 128.807535 80.526771
  1919. L 129.49145 80.933349
  1920. L 130.175365 80.46774
  1921. L 130.85928 77.742707
  1922. L 131.543196 82.899276
  1923. L 132.227111 82.802244
  1924. L 132.911026 84.758394
  1925. L 133.594941 84.135798
  1926. L 134.278856 84.300901
  1927. L 136.330602 74.099184
  1928. L 137.698432 82.540477
  1929. L 138.382348 83.1675
  1930. L 139.066263 84.728509
  1931. L 139.750178 80.882988
  1932. L 140.434093 80.437671
  1933. L 141.118008 80.970059
  1934. L 141.801924 84.162915
  1935. L 142.485839 81.735991
  1936. L 143.169754 78.162198
  1937. L 143.853669 81.612209
  1938. L 144.537584 79.768957
  1939. L 145.2215 81.393609
  1940. L 145.905415 79.129943
  1941. L 146.58933 81.007876
  1942. L 147.273245 84.951352
  1943. L 147.95716 84.559348
  1944. L 148.641076 84.533337
  1945. L 149.324991 83.097216
  1946. L 150.008906 80.917669
  1947. L 150.692821 81.005294
  1948. L 152.060652 82.68455
  1949. L 153.428482 84.194829
  1950. L 154.112397 84.333922
  1951. L 154.796312 84.259026
  1952. L 155.480228 80.576763
  1953. L 156.164143 80.563297
  1954. L 156.848058 79.207975
  1955. L 157.531973 80.887231
  1956. L 158.215888 80.577501
  1957. L 159.583719 82.781767
  1958. L 160.267634 81.71533
  1959. L 160.951549 81.812178
  1960. L 161.635464 79.179381
  1961. L 162.31938 78.451821
  1962. L 163.003295 78.102613
  1963. L 163.68721 79.610679
  1964. L 164.371125 82.833973
  1965. L 165.05504 81.796498
  1966. L 165.738956 84.236151
  1967. L 166.422871 84.466189
  1968. L 167.106786 81.34952
  1969. L 167.790701 83.503241
  1970. L 168.474616 81.355792
  1971. L 169.158532 80.647047
  1972. L 170.526362 81.191058
  1973. L 171.210277 79.001181
  1974. L 171.894192 78.974617
  1975. L 172.578108 78.688499
  1976. L 173.262023 81.711456
  1977. L 173.945938 79.541133
  1978. L 174.629853 79.775413
  1979. L 175.313768 82.605965
  1980. L 175.997684 83.108653
  1981. L 176.681599 82.383859
  1982. L 177.365514 81.223525
  1983. L 178.049429 81.388259
  1984. L 178.733344 76.937852
  1985. L 179.41726 81.611103
  1986. L 180.101175 78.683518
  1987. L 180.78509 79.215169
  1988. L 181.469005 79.16776
  1989. L 182.15292 79.533385
  1990. L 182.836836 80.824695
  1991. L 183.520751 81.3759
  1992. L 184.204666 81.562586
  1993. L 184.888581 84.040426
  1994. L 185.572496 80.569753
  1995. L 186.256412 78.864671
  1996. L 187.624242 81.220574
  1997. L 188.308157 83.658751
  1998. L 188.992072 82.352868
  1999. L 189.675988 82.091839
  2000. L 190.359903 85.555685
  2001. L 191.043818 82.031516
  2002. L 191.727733 82.946133
  2003. L 192.411648 82.806487
  2004. L 193.095564 82.092761
  2005. L 193.779479 81.018391
  2006. L 194.463394 81.690241
  2007. L 195.147309 86.568441
  2008. L 195.831224 85.0292
  2009. L 196.51514 80.17738
  2010. L 197.199055 78.384488
  2011. L 197.88297 79.45277
  2012. L 198.566885 78.967607
  2013. L 199.2508 79.745713
  2014. L 199.934716 80.162622
  2015. L 200.618631 79.28121
  2016. L 201.302546 81.86051
  2017. L 201.986461 80.970613
  2018. L 202.670376 81.115424
  2019. L 203.354292 82.345305
  2020. L 204.038207 78.835155
  2021. L 204.722122 83.510066
  2022. L 205.406037 80.891843
  2023. L 206.089952 84.155537
  2024. L 206.773868 84.793444
  2025. L 207.457783 84.822775
  2026. L 208.141698 83.945422
  2027. L 208.825613 82.3608
  2028. L 209.509528 79.311095
  2029. L 210.193444 79.863776
  2030. L 211.561274 82.077634
  2031. L 212.245189 82.448794
  2032. L 212.929104 82.209901
  2033. L 213.61302 87.193989
  2034. L 214.296935 84.386866
  2035. L 214.98085 84.741607
  2036. L 215.664765 82.59342
  2037. L 216.34868 82.208241
  2038. L 217.032596 83.277077
  2039. L 217.716511 85.63796
  2040. L 218.400426 86.975942
  2041. L 219.084341 84.436673
  2042. L 219.768256 83.286669
  2043. L 220.452172 79.723576
  2044. L 221.136087 81.364278
  2045. L 221.820002 83.772386
  2046. L 222.503917 84.449402
  2047. L 223.187832 85.936069
  2048. L 223.871748 81.895744
  2049. L 224.555663 83.194249
  2050. L 225.239578 85.181944
  2051. L 225.923493 84.774627
  2052. L 227.291324 81.741709
  2053. L 227.975239 79.76084
  2054. L 228.659154 83.437384
  2055. L 229.343069 86.08586
  2056. L 230.026984 83.46155
  2057. L 230.7109 82.898908
  2058. L 232.762645 83.375585
  2059. L 233.44656 86.092501
  2060. L 234.130476 82.893004
  2061. L 234.814391 85.335978
  2062. L 235.498306 84.844358
  2063. L 236.182221 83.962393
  2064. L 236.866136 85.130107
  2065. L 237.550052 81.55244
  2066. L 238.917882 81.130366
  2067. L 240.285712 84.499578
  2068. L 240.969628 84.380593
  2069. L 241.653543 84.656934
  2070. L 243.021373 82.501369
  2071. L 243.705288 84.270279
  2072. L 244.389204 82.57276
  2073. L 245.073119 85.966691
  2074. L 245.757034 87.16226
  2075. L 246.440949 82.436988
  2076. L 247.124864 81.814207
  2077. L 247.80878 83.250513
  2078. L 248.492695 81.418144
  2079. L 249.17661 80.236411
  2080. L 249.860525 81.275546
  2081. L 250.54444 82.696541
  2082. L 251.228356 82.765349
  2083. L 251.912271 84.789754
  2084. L 252.596186 81.577713
  2085. L 253.280101 79.594814
  2086. L 253.964016 81.415746
  2087. L 254.647932 82.477203
  2088. L 255.331847 81.662202
  2089. L 256.015762 83.043903
  2090. L 256.699677 82.071731
  2091. L 257.383592 81.596345
  2092. L 258.067508 81.732301
  2093. L 258.751423 87.799429
  2094. L 259.435338 85.589997
  2095. L 260.119253 85.799559
  2096. L 260.803168 83.708559
  2097. L 261.487084 82.053468
  2098. L 262.170999 82.447871
  2099. L 262.854914 82.158249
  2100. L 263.538829 81.707766
  2101. L 264.222744 80.584327
  2102. L 264.90666 81.220389
  2103. L 265.590575 78.624672
  2104. L 266.27449 79.366068
  2105. L 266.958405 82.105305
  2106. L 267.64232 80.798684
  2107. L 268.326236 82.335343
  2108. L 269.010151 84.772229
  2109. L 269.694066 81.987796
  2110. L 270.377981 83.607837
  2111. L 271.061896 81.769011
  2112. L 271.745812 83.75191
  2113. L 272.429727 82.805564
  2114. L 273.113642 83.814446
  2115. L 273.797557 81.391949
  2116. L 274.481472 82.86146
  2117. L 275.165388 80.685049
  2118. L 275.849303 83.218046
  2119. L 276.533218 83.453802
  2120. L 277.217133 78.692742
  2121. L 277.901048 84.150925
  2122. L 278.584964 78.968529
  2123. L 279.268879 83.415431
  2124. L 279.952794 81.67659
  2125. L 280.636709 82.488824
  2126. L 281.320624 81.614976
  2127. L 282.00454 81.017469
  2128. L 282.688455 84.656934
  2129. L 283.37237 81.828781
  2130. L 284.7402 79.651447
  2131. L 285.424116 81.529012
  2132. L 286.108031 84.56728
  2133. L 286.791946 83.473356
  2134. L 287.475861 84.501423
  2135. L 288.159776 82.915695
  2136. L 288.843692 81.644308
  2137. L 289.527607 79.505345
  2138. L 290.211522 80.235673
  2139. L 290.895437 83.101643
  2140. L 291.579352 82.682336
  2141. L 292.263268 82.582721
  2142. L 292.947183 86.882045
  2143. L 294.315013 78.926838
  2144. L 294.998928 80.093075
  2145. L 295.682844 79.54925
  2146. L 296.366759 84.855242
  2147. L 297.050674 85.424341
  2148. L 297.734589 84.100195
  2149. L 298.418504 83.34939
  2150. L 299.10242 83.780319
  2151. L 299.786335 85.606047
  2152. L 300.47025 82.791913
  2153. L 301.154165 83.326147
  2154. L 301.83808 83.435539
  2155. L 303.205911 83.369867
  2156. L 303.889826 82.102723
  2157. L 304.573741 83.86905
  2158. L 305.257656 81.785983
  2159. L 305.941572 84.087097
  2160. L 306.625487 80.555733
  2161. L 307.993317 82.549516
  2162. L 308.677232 80.010801
  2163. L 309.361148 81.926367
  2164. L 310.045063 82.471853
  2165. L 310.728978 82.81571
  2166. L 311.412893 85.98108
  2167. L 312.096808 86.914144
  2168. L 312.780724 85.968905
  2169. L 313.464639 87.029255
  2170. L 314.148554 85.551812
  2171. L 314.832469 83.028407
  2172. L 315.516384 79.847911
  2173. L 316.2003 80.553889
  2174. L 316.884215 83.702656
  2175. L 317.56813 84.88734
  2176. L 318.252045 82.06343
  2177. L 318.93596 84.10868
  2178. L 319.619876 80.543558
  2179. L 320.303791 80.410184
  2180. L 321.671621 80.708477
  2181. L 322.355536 82.518525
  2182. L 323.039452 83.122858
  2183. L 323.723367 83.941364
  2184. L 324.407282 85.091552
  2185. L 325.091197 85.171797
  2186. L 325.775112 87.833556
  2187. L 326.459028 83.330758
  2188. L 327.142943 85.793102
  2189. L 327.826858 83.587176
  2190. L 328.510773 83.420597
  2191. L 329.194688 87.803303
  2192. L 329.878604 84.244637
  2193. L 330.562519 85.269568
  2194. L 331.246434 81.861063
  2195. L 331.930349 84.541638
  2196. L 332.614264 82.800215
  2197. L 333.982095 85.955623
  2198. L 335.349925 83.428529
  2199. L 336.03384 82.970852
  2200. L 336.717756 85.262005
  2201. L 337.401671 82.686579
  2202. L 338.085586 84.592737
  2203. L 338.769501 84.274522
  2204. L 339.453416 83.010698
  2205. L 340.137332 84.558241
  2206. L 340.821247 84.869631
  2207. L 341.505162 85.00651
  2208. L 342.189077 85.027909
  2209. L 342.872992 85.530597
  2210. L 343.556908 87.264642
  2211. L 344.924738 83.27431
  2212. L 345.608653 82.209717
  2213. L 346.292568 83.228929
  2214. L 346.976484 84.664866
  2215. L 347.660399 88.192725
  2216. L 348.344314 84.324145
  2217. L 349.028229 83.292204
  2218. L 349.712144 79.646098
  2219. L 350.39606 79.588911
  2220. L 351.079975 83.702102
  2221. L 351.76389 78.16515
  2222. L 352.447805 80.664019
  2223. L 353.13172 76.380744
  2224. L 353.815636 77.321924
  2225. L 354.499551 81.57015
  2226. L 355.183466 82.33479
  2227. L 355.867381 81.293994
  2228. L 356.551296 83.783639
  2229. L 357.235212 82.687502
  2230. L 357.919127 84.406973
  2231. L 358.603042 80.195273
  2232. L 359.286957 78.708976
  2233. L 359.970872 77.521708
  2234. L 360.654788 83.803931
  2235. L 361.338703 82.140724
  2236. L 362.022618 78.668761
  2237. L 362.706533 80.001024
  2238. L 363.390448 82.613344
  2239. L 364.074364 80.148417
  2240. L 364.758279 79.537628
  2241. L 365.442194 79.764898
  2242. L 366.810024 77.680909
  2243. L 367.49394 75.490847
  2244. L 368.177855 74.34029
  2245. L 368.86177 74.446177
  2246. L 369.545685 80.202283
  2247. L 370.2296 78.102429
  2248. L 370.913516 81.132211
  2249. L 371.597431 76.661696
  2250. L 372.281346 78.802319
  2251. L 372.281346 78.802319
  2252. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  2253. </g>
  2254. <g id="text_7">
  2255. <g id="patch_9">
  2256. <path d="M 18.697188 81.286572
  2257. L 44.787188 81.286572
  2258. Q 47.187188 81.286572 47.187188 78.886572
  2259. L 47.187188 71.144072
  2260. Q 47.187188 68.744072 44.787188 68.744072
  2261. L 18.697188 68.744072
  2262. Q 16.297188 68.744072 16.297188 71.144072
  2263. L 16.297188 78.886572
  2264. Q 16.297188 81.286572 18.697188 81.286572
  2265. z
  2266. " style="fill:#ffffff;opacity:0.8;"/>
  2267. </g>
  2268. <!-- GSWM -->
  2269. <defs>
  2270. <path d="M 3.328125 72.90625
  2271. L 13.28125 72.90625
  2272. L 28.609375 11.28125
  2273. L 43.890625 72.90625
  2274. L 54.984375 72.90625
  2275. L 70.3125 11.28125
  2276. L 85.59375 72.90625
  2277. L 95.609375 72.90625
  2278. L 77.296875 0
  2279. L 64.890625 0
  2280. L 49.515625 63.28125
  2281. L 33.984375 0
  2282. L 21.578125 0
  2283. z
  2284. " id="DejaVuSans-57"/>
  2285. <path d="M 9.8125 72.90625
  2286. L 24.515625 72.90625
  2287. L 43.109375 23.296875
  2288. L 61.8125 72.90625
  2289. L 76.515625 72.90625
  2290. L 76.515625 0
  2291. L 66.890625 0
  2292. L 66.890625 64.015625
  2293. L 48.09375 14.015625
  2294. L 38.1875 14.015625
  2295. L 19.390625 64.015625
  2296. L 19.390625 0
  2297. L 9.8125 0
  2298. z
  2299. " id="DejaVuSans-4d"/>
  2300. </defs>
  2301. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  2302. <use xlink:href="#DejaVuSans-47"/>
  2303. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  2304. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  2305. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  2306. </g>
  2307. </g>
  2308. <g id="text_8">
  2309. <g id="patch_10">
  2310. <path d="M 280.129663 78.150947
  2311. L 365.209663 78.150947
  2312. Q 366.409663 78.150947 366.409663 76.950947
  2313. L 366.409663 73.079697
  2314. Q 366.409663 71.879697 365.209663 71.879697
  2315. L 280.129663 71.879697
  2316. Q 278.929663 71.879697 278.929663 73.079697
  2317. L 278.929663 76.950947
  2318. Q 278.929663 78.150947 280.129663 78.150947
  2319. z
  2320. " style="fill:#ffffff;opacity:0.8;"/>
  2321. </g>
  2322. <!-- max: 687.351 $\bullet$ mean: 683.385 $\bullet$ $\sigma$: 1.118 -->
  2323. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  2324. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2325. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2326. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2327. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2328. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2329. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  2330. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
  2331. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
  2332. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2333. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
  2334. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-35"/>
  2335. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
  2336. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  2337. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2338. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  2339. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2340. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  2341. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  2342. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2343. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2344. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  2345. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  2346. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-38"/>
  2347. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-33"/>
  2348. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2349. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-33"/>
  2350. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-38"/>
  2351. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-35"/>
  2352. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  2353. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2354. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  2355. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2356. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2357. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  2358. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
  2359. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2360. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-31"/>
  2361. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-31"/>
  2362. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-38"/>
  2363. </g>
  2364. </g>
  2365. <g id="text_9">
  2366. <!-- 685.64 -->
  2367. <g style="fill:#d3d3d3;" transform="translate(7.2 75.272219)scale(0.03 -0.03)">
  2368. <use xlink:href="#DejaVuSans-36"/>
  2369. <use x="63.623047" xlink:href="#DejaVuSans-38"/>
  2370. <use x="127.246094" xlink:href="#DejaVuSans-35"/>
  2371. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  2372. <use x="222.65625" xlink:href="#DejaVuSans-36"/>
  2373. <use x="286.279297" xlink:href="#DejaVuSans-34"/>
  2374. </g>
  2375. </g>
  2376. </g>
  2377. <g id="axes_4">
  2378. <g id="patch_11">
  2379. <path d="M 18.697188 120.573696
  2380. L 372.281346 120.573696
  2381. L 372.281346 95.026944
  2382. L 18.697188 95.026944
  2383. z
  2384. " style="fill:#ffffff;"/>
  2385. </g>
  2386. <g id="matplotlib.axis_7">
  2387. <g id="xtick_19"/>
  2388. <g id="xtick_20"/>
  2389. <g id="xtick_21"/>
  2390. <g id="xtick_22"/>
  2391. <g id="xtick_23"/>
  2392. <g id="xtick_24"/>
  2393. </g>
  2394. <g id="matplotlib.axis_8"/>
  2395. <g id="line2d_7">
  2396. <path clip-path="url(#pbff620c456)" d="M 18.697188 108.420545
  2397. L 372.281346 108.420545
  2398. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2399. </g>
  2400. <g id="line2d_8">
  2401. <path clip-path="url(#pbff620c456)" d="M 19.381103 116.090598
  2402. L 20.065018 116.315904
  2403. L 20.748933 115.751663
  2404. L 21.432848 113.605851
  2405. L 22.116764 110.612052
  2406. L 23.484594 112.7012
  2407. L 24.168509 106.988612
  2408. L 24.852424 105.105646
  2409. L 25.53634 111.268367
  2410. L 26.220255 112.790841
  2411. L 26.90417 112.724577
  2412. L 28.272 107.435508
  2413. L 28.955916 96.962304
  2414. L 30.323746 108.809383
  2415. L 31.007661 109.347937
  2416. L 31.691576 109.458563
  2417. L 32.375492 111.340199
  2418. L 33.743322 104.704278
  2419. L 34.427237 107.217363
  2420. L 35.111152 100.486456
  2421. L 35.795068 107.168437
  2422. L 36.478983 110.611047
  2423. L 37.162898 110.428952
  2424. L 37.846813 111.320706
  2425. L 38.530728 111.276492
  2426. L 39.214644 108.874188
  2427. L 39.898559 107.437849
  2428. L 40.582474 107.015226
  2429. L 41.266389 109.669426
  2430. L 41.950304 110.652188
  2431. L 42.63422 110.224855
  2432. L 43.318135 107.213354
  2433. L 44.00205 109.237659
  2434. L 44.685965 110.241367
  2435. L 45.36988 107.613502
  2436. L 46.053796 111.374204
  2437. L 46.737711 112.379649
  2438. L 47.421626 109.282275
  2439. L 48.105541 108.313028
  2440. L 48.789456 110.528271
  2441. L 49.473372 109.472464
  2442. L 50.157287 109.385371
  2443. L 50.841202 105.809452
  2444. L 51.525117 108.593453
  2445. L 52.892948 106.826003
  2446. L 53.576863 110.83443
  2447. L 54.260778 109.135066
  2448. L 54.944693 108.546088
  2449. L 55.628608 108.524085
  2450. L 56.312524 111.140287
  2451. L 56.996439 109.898971
  2452. L 57.680354 106.508368
  2453. L 58.364269 106.688092
  2454. L 59.048184 111.371083
  2455. L 59.7321 112.357769
  2456. L 60.416015 110.807453
  2457. L 61.09993 110.420897
  2458. L 61.783845 112.285983
  2459. L 62.46776 111.169665
  2460. L 63.151676 111.068408
  2461. L 63.835591 108.421855
  2462. L 64.519506 109.316682
  2463. L 65.203421 109.509983
  2464. L 65.887336 107.019234
  2465. L 66.571252 110.238316
  2466. L 67.939082 100.606457
  2467. L 68.622997 108.504028
  2468. L 69.306912 109.634186
  2469. L 69.990828 111.179899
  2470. L 70.674743 110.191113
  2471. L 71.358658 111.402941
  2472. L 72.042573 111.121296
  2473. L 73.410404 110.847876
  2474. L 74.094319 110.584781
  2475. L 74.778234 108.566507
  2476. L 75.462149 112.088651
  2477. L 76.146064 111.632278
  2478. L 76.82998 109.789682
  2479. L 77.513895 107.441147
  2480. L 78.19781 111.536512
  2481. L 78.881725 111.845961
  2482. L 79.56564 111.613218
  2483. L 80.249556 112.855044
  2484. L 80.933471 110.440599
  2485. L 81.617386 110.565157
  2486. L 82.301301 111.772808
  2487. L 82.985216 110.189499
  2488. L 83.669132 111.585925
  2489. L 84.353047 112.039439
  2490. L 85.036962 112.212753
  2491. L 85.720877 113.23973
  2492. L 86.404792 112.776793
  2493. L 87.088708 113.630078
  2494. L 87.772623 112.83677
  2495. L 88.456538 112.669566
  2496. L 89.140453 112.785373
  2497. L 89.824368 113.198265
  2498. L 90.508284 112.570054
  2499. L 91.192199 112.754265
  2500. L 91.876114 111.352765
  2501. L 92.560029 108.57454
  2502. L 93.243944 112.449798
  2503. L 93.92786 113.041919
  2504. L 94.611775 114.239538
  2505. L 95.29569 113.686966
  2506. L 95.979605 112.95081
  2507. L 96.66352 112.989301
  2508. L 97.347436 112.336253
  2509. L 98.031351 111.908363
  2510. L 98.715266 112.46312
  2511. L 100.083096 113.187839
  2512. L 100.767012 112.82195
  2513. L 101.450927 112.115188
  2514. L 102.134842 113.1549
  2515. L 102.818757 113.30204
  2516. L 103.502672 112.39352
  2517. L 104.186588 112.426204
  2518. L 104.870503 113.635947
  2519. L 105.554418 112.972226
  2520. L 106.238333 113.687213
  2521. L 106.922248 113.710051
  2522. L 107.606164 113.523098
  2523. L 108.290079 110.632873
  2524. L 108.973994 112.408425
  2525. L 109.657909 113.594884
  2526. L 110.341824 112.252033
  2527. L 111.02574 111.419013
  2528. L 111.709655 112.028882
  2529. L 112.39357 115.118216
  2530. L 113.077485 113.815061
  2531. L 113.7614 111.963074
  2532. L 114.445316 112.609735
  2533. L 115.129231 113.71938
  2534. L 115.813146 112.610144
  2535. L 116.497061 112.544428
  2536. L 117.864892 114.637593
  2537. L 119.916637 112.848525
  2538. L 120.600552 111.689143
  2539. L 121.284468 109.841681
  2540. L 121.968383 111.10992
  2541. L 122.652298 111.996684
  2542. L 123.336213 113.739236
  2543. L 124.020128 114.22959
  2544. L 124.704044 113.966758
  2545. L 126.071874 110.342987
  2546. L 126.755789 112.698458
  2547. L 128.12362 113.241128
  2548. L 128.807535 113.114516
  2549. L 129.49145 113.185167
  2550. L 130.175365 114.129893
  2551. L 130.85928 113.677892
  2552. L 131.543196 111.167495
  2553. L 134.278856 113.628464
  2554. L 134.962772 112.999326
  2555. L 136.330602 114.463337
  2556. L 137.014517 112.89579
  2557. L 137.698432 113.023499
  2558. L 138.382348 113.52584
  2559. L 139.066263 113.255879
  2560. L 139.750178 112.183614
  2561. L 140.434093 113.058331
  2562. L 141.118008 113.462371
  2563. L 141.801924 114.456332
  2564. L 142.485839 113.314945
  2565. L 143.169754 112.560393
  2566. L 143.853669 111.552252
  2567. L 144.537584 112.867524
  2568. L 145.2215 112.157881
  2569. L 145.905415 113.202983
  2570. L 146.58933 111.771873
  2571. L 147.273245 113.618316
  2572. L 147.95716 114.26507
  2573. L 148.641076 112.62349
  2574. L 149.324991 112.086365
  2575. L 150.008906 113.159379
  2576. L 150.692821 113.593679
  2577. L 151.376736 112.681838
  2578. L 152.060652 112.753763
  2579. L 152.744567 113.644018
  2580. L 153.428482 114.003814
  2581. L 154.112397 113.263517
  2582. L 154.796312 113.39532
  2583. L 155.480228 112.37639
  2584. L 156.164143 112.065953
  2585. L 156.848058 110.738347
  2586. L 157.531973 113.368343
  2587. L 158.215888 112.897335
  2588. L 158.899804 113.598769
  2589. L 159.583719 113.485471
  2590. L 160.267634 112.142574
  2591. L 160.951549 113.118362
  2592. L 161.635464 112.7998
  2593. L 162.31938 111.710961
  2594. L 163.003295 113.267063
  2595. L 163.68721 112.58075
  2596. L 164.371125 112.934375
  2597. L 165.05504 112.688596
  2598. L 165.738956 111.824683
  2599. L 166.422871 112.441055
  2600. L 167.106786 114.237143
  2601. L 167.790701 114.564378
  2602. L 168.474616 114.252396
  2603. L 169.158532 113.271434
  2604. L 169.842447 113.396856
  2605. L 170.526362 113.043309
  2606. L 171.210277 113.181923
  2607. L 171.894192 112.969067
  2608. L 172.578108 112.348973
  2609. L 173.262023 112.031902
  2610. L 173.945938 111.049587
  2611. L 174.629853 113.024349
  2612. L 175.313768 113.209248
  2613. L 175.997684 112.262467
  2614. L 176.681599 113.267418
  2615. L 177.365514 113.635322
  2616. L 178.049429 114.231026
  2617. L 178.733344 113.012131
  2618. L 179.41726 112.401622
  2619. L 180.78509 112.010826
  2620. L 181.469005 111.349374
  2621. L 182.15292 112.331048
  2622. L 182.836836 113.995326
  2623. L 183.520751 112.14998
  2624. L 184.204666 112.3347
  2625. L 184.888581 112.235907
  2626. L 185.572496 112.870699
  2627. L 186.256412 111.102336
  2628. L 186.940327 112.943673
  2629. L 187.624242 114.048777
  2630. L 188.308157 114.714175
  2631. L 189.675988 112.754543
  2632. L 190.359903 114.073769
  2633. L 191.043818 114.091223
  2634. L 191.727733 112.548305
  2635. L 192.411648 112.949389
  2636. L 193.095564 113.085585
  2637. L 193.779479 112.208853
  2638. L 194.463394 113.72457
  2639. L 195.147309 113.776345
  2640. L 195.831224 113.006902
  2641. L 196.51514 112.710336
  2642. L 197.88297 113.725381
  2643. L 198.566885 113.972458
  2644. L 199.2508 110.953334
  2645. L 199.934716 112.480883
  2646. L 200.618631 114.382384
  2647. L 201.302546 113.864767
  2648. L 201.986461 112.324166
  2649. L 202.670376 111.566524
  2650. L 203.354292 113.761432
  2651. L 204.038207 109.905374
  2652. L 204.722122 110.895914
  2653. L 205.406037 113.856974
  2654. L 206.089952 113.486213
  2655. L 206.773868 113.256574
  2656. L 207.457783 113.676795
  2657. L 208.141698 113.779226
  2658. L 208.825613 113.531253
  2659. L 209.509528 114.191067
  2660. L 210.193444 112.067861
  2661. L 211.561274 111.955034
  2662. L 212.245189 115.152321
  2663. L 212.929104 114.508695
  2664. L 213.61302 113.135021
  2665. L 214.296935 112.645168
  2666. L 214.98085 113.492314
  2667. L 216.34868 114.038768
  2668. L 217.032596 112.802781
  2669. L 217.716511 113.663944
  2670. L 218.400426 113.975632
  2671. L 219.084341 112.455366
  2672. L 219.768256 113.480003
  2673. L 221.136087 112.356472
  2674. L 221.820002 113.843606
  2675. L 222.503917 111.973462
  2676. L 223.187832 110.600135
  2677. L 223.871748 111.446322
  2678. L 224.555663 112.094181
  2679. L 225.239578 113.535663
  2680. L 225.923493 112.877525
  2681. L 226.607408 112.585238
  2682. L 227.291324 109.413985
  2683. L 227.975239 110.592427
  2684. L 228.659154 111.097918
  2685. L 229.343069 113.531617
  2686. L 230.026984 112.397358
  2687. L 230.7109 113.459297
  2688. L 231.394815 110.302216
  2689. L 232.07873 111.021113
  2690. L 232.762645 111.949998
  2691. L 233.44656 113.476358
  2692. L 234.130476 112.82731
  2693. L 235.498306 113.930259
  2694. L 236.182221 112.885828
  2695. L 236.866136 110.889603
  2696. L 237.550052 108.305622
  2697. L 238.233967 109.369871
  2698. L 238.917882 112.628441
  2699. L 239.601797 113.200528
  2700. L 240.285712 112.326437
  2701. L 240.969628 112.339087
  2702. L 241.653543 114.372213
  2703. L 242.337458 113.190186
  2704. L 243.021373 112.881302
  2705. L 244.389204 113.365477
  2706. L 245.073119 112.013297
  2707. L 245.757034 111.252913
  2708. L 246.440949 112.666067
  2709. L 247.124864 113.759865
  2710. L 247.80878 112.820807
  2711. L 248.492695 111.157185
  2712. L 249.17661 109.017235
  2713. L 249.860525 112.790371
  2714. L 250.54444 111.806295
  2715. L 251.228356 112.675952
  2716. L 251.912271 113.090698
  2717. L 252.596186 111.672817
  2718. L 253.280101 110.919145
  2719. L 253.964016 112.508648
  2720. L 254.647932 113.479586
  2721. L 255.331847 113.329882
  2722. L 256.015762 111.901243
  2723. L 256.699677 109.994406
  2724. L 257.383592 112.414002
  2725. L 258.067508 112.654799
  2726. L 258.751423 113.39284
  2727. L 259.435338 113.712653
  2728. L 260.119253 112.711263
  2729. L 260.803168 112.626927
  2730. L 261.487084 113.796379
  2731. L 262.170999 113.755508
  2732. L 262.854914 113.21643
  2733. L 263.538829 112.11935
  2734. L 264.222744 112.905977
  2735. L 264.90666 111.466889
  2736. L 265.590575 112.647802
  2737. L 266.27449 112.535624
  2738. L 266.958405 112.236811
  2739. L 267.64232 112.888793
  2740. L 269.010151 113.056717
  2741. L 269.694066 112.289405
  2742. L 270.377981 111.218985
  2743. L 271.745812 110.87717
  2744. L 272.429727 112.088991
  2745. L 273.113642 113.985541
  2746. L 274.481472 112.751724
  2747. L 275.165388 114.066409
  2748. L 275.849303 112.696519
  2749. L 276.533218 113.306134
  2750. L 277.217133 111.871763
  2751. L 277.901048 109.783264
  2752. L 278.584964 111.334507
  2753. L 279.268879 113.401305
  2754. L 279.952794 113.005767
  2755. L 280.636709 113.519507
  2756. L 281.320624 113.096598
  2757. L 282.00454 111.58872
  2758. L 282.688455 112.312528
  2759. L 283.37237 113.5565
  2760. L 284.056285 113.299607
  2761. L 284.7402 112.313246
  2762. L 285.424116 113.18529
  2763. L 286.108031 114.287629
  2764. L 286.791946 113.605125
  2765. L 287.475861 113.926737
  2766. L 288.843692 112.845196
  2767. L 289.527607 113.446925
  2768. L 290.211522 112.739066
  2769. L 290.895437 112.581646
  2770. L 291.579352 110.294486
  2771. L 292.263268 111.708297
  2772. L 292.947183 112.185923
  2773. L 293.631098 112.367795
  2774. L 294.315013 113.223705
  2775. L 294.998928 110.997549
  2776. L 295.682844 112.434692
  2777. L 296.366759 111.978914
  2778. L 297.050674 112.348502
  2779. L 297.734589 113.766182
  2780. L 298.418504 112.311478
  2781. L 299.10242 113.036119
  2782. L 299.786335 113.113481
  2783. L 300.47025 112.475771
  2784. L 301.154165 111.064253
  2785. L 301.83808 112.316875
  2786. L 302.521996 112.012602
  2787. L 303.205911 110.192804
  2788. L 303.889826 110.546691
  2789. L 305.257656 113.407352
  2790. L 305.941572 112.048097
  2791. L 306.625487 111.39528
  2792. L 307.309402 112.101634
  2793. L 307.993317 112.260891
  2794. L 308.677232 112.717341
  2795. L 309.361148 112.333697
  2796. L 310.045063 113.50247
  2797. L 310.728978 112.725265
  2798. L 311.412893 112.528535
  2799. L 312.096808 113.915508
  2800. L 312.780724 114.064378
  2801. L 313.464639 112.191368
  2802. L 314.148554 111.836724
  2803. L 314.832469 113.547881
  2804. L 315.516384 109.241088
  2805. L 316.2003 111.729312
  2806. L 316.884215 112.328592
  2807. L 317.56813 114.275542
  2808. L 318.252045 114.007644
  2809. L 318.93596 112.358117
  2810. L 319.619876 112.692689
  2811. L 320.303791 109.869206
  2812. L 320.987706 108.415305
  2813. L 321.671621 109.299614
  2814. L 322.355536 111.453257
  2815. L 323.039452 115.243955
  2816. L 323.723367 114.311941
  2817. L 324.407282 113.96156
  2818. L 325.091197 113.195492
  2819. L 325.775112 113.105773
  2820. L 326.459028 114.268707
  2821. L 327.142943 112.535733
  2822. L 328.510773 112.009204
  2823. L 329.194688 112.906881
  2824. L 329.878604 112.486613
  2825. L 330.562519 113.784131
  2826. L 331.246434 112.165349
  2827. L 331.930349 113.085678
  2828. L 332.614264 113.382314
  2829. L 333.29818 111.777658
  2830. L 333.982095 111.172292
  2831. L 334.66601 113.539988
  2832. L 335.349925 112.954764
  2833. L 336.03384 112.920443
  2834. L 336.717756 113.043394
  2835. L 337.401671 112.818259
  2836. L 338.085586 113.024426
  2837. L 338.769501 111.406394
  2838. L 339.453416 111.717456
  2839. L 340.821247 114.496369
  2840. L 341.505162 113.895127
  2841. L 342.872992 112.30119
  2842. L 343.556908 113.430846
  2843. L 344.240823 115.153101
  2844. L 345.608653 113.0991
  2845. L 346.292568 111.661264
  2846. L 346.976484 113.628711
  2847. L 347.660399 113.317756
  2848. L 348.344314 111.632278
  2849. L 349.028229 111.060446
  2850. L 349.712144 112.583948
  2851. L 350.39606 113.803469
  2852. L 351.079975 111.792903
  2853. L 351.76389 112.61596
  2854. L 352.447805 110.993541
  2855. L 353.815636 112.654197
  2856. L 354.499551 112.993928
  2857. L 355.183466 114.017082
  2858. L 355.867381 113.365307
  2859. L 356.551296 111.526781
  2860. L 357.235212 112.529515
  2861. L 358.603042 113.984923
  2862. L 359.286957 113.581461
  2863. L 359.970872 112.375339
  2864. L 360.654788 112.193082
  2865. L 361.338703 112.912635
  2866. L 362.022618 114.401514
  2867. L 362.706533 113.927031
  2868. L 363.390448 112.7108
  2869. L 364.074364 114.436484
  2870. L 364.758279 114.128194
  2871. L 365.442194 112.322892
  2872. L 366.126109 112.275805
  2873. L 366.810024 111.003627
  2874. L 367.49394 112.825565
  2875. L 368.177855 112.739622
  2876. L 368.86177 113.508463
  2877. L 369.545685 110.437556
  2878. L 370.2296 111.129205
  2879. L 370.913516 110.794965
  2880. L 371.597431 108.82174
  2881. L 372.281346 110.841404
  2882. L 372.281346 110.841404
  2883. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2884. </g>
  2885. <g id="text_10">
  2886. <g id="patch_12">
  2887. <path d="M 18.697188 108.96222
  2888. L 46.430938 108.96222
  2889. Q 48.830938 108.96222 48.830938 106.56222
  2890. L 48.830938 98.81972
  2891. Q 48.830938 96.41972 46.430938 96.41972
  2892. L 18.697188 96.41972
  2893. Q 16.297188 96.41972 16.297188 98.81972
  2894. L 16.297188 106.56222
  2895. Q 16.297188 108.96222 18.697188 108.96222
  2896. z
  2897. " style="fill:#ffffff;opacity:0.8;"/>
  2898. </g>
  2899. <!-- DVARS -->
  2900. <defs>
  2901. <path d="M 19.671875 64.796875
  2902. L 19.671875 8.109375
  2903. L 31.59375 8.109375
  2904. Q 46.6875 8.109375 53.6875 14.9375
  2905. Q 60.6875 21.78125 60.6875 36.53125
  2906. Q 60.6875 51.171875 53.6875 57.984375
  2907. Q 46.6875 64.796875 31.59375 64.796875
  2908. z
  2909. M 9.8125 72.90625
  2910. L 30.078125 72.90625
  2911. Q 51.265625 72.90625 61.171875 64.09375
  2912. Q 71.09375 55.28125 71.09375 36.53125
  2913. Q 71.09375 17.671875 61.125 8.828125
  2914. Q 51.171875 0 30.078125 0
  2915. L 9.8125 0
  2916. z
  2917. " id="DejaVuSans-44"/>
  2918. <path d="M 28.609375 0
  2919. L 0.78125 72.90625
  2920. L 11.078125 72.90625
  2921. L 34.1875 11.53125
  2922. L 57.328125 72.90625
  2923. L 67.578125 72.90625
  2924. L 39.796875 0
  2925. z
  2926. " id="DejaVuSans-56"/>
  2927. <path d="M 34.1875 63.1875
  2928. L 20.796875 26.90625
  2929. L 47.609375 26.90625
  2930. z
  2931. M 28.609375 72.90625
  2932. L 39.796875 72.90625
  2933. L 67.578125 0
  2934. L 57.328125 0
  2935. L 50.6875 18.703125
  2936. L 17.828125 18.703125
  2937. L 11.1875 0
  2938. L 0.78125 0
  2939. z
  2940. " id="DejaVuSans-41"/>
  2941. <path d="M 44.390625 34.1875
  2942. Q 47.5625 33.109375 50.5625 29.59375
  2943. Q 53.5625 26.078125 56.59375 19.921875
  2944. L 66.609375 0
  2945. L 56 0
  2946. L 46.6875 18.703125
  2947. Q 43.0625 26.03125 39.671875 28.421875
  2948. Q 36.28125 30.8125 30.421875 30.8125
  2949. L 19.671875 30.8125
  2950. L 19.671875 0
  2951. L 9.8125 0
  2952. L 9.8125 72.90625
  2953. L 32.078125 72.90625
  2954. Q 44.578125 72.90625 50.734375 67.671875
  2955. Q 56.890625 62.453125 56.890625 51.90625
  2956. Q 56.890625 45.015625 53.6875 40.46875
  2957. Q 50.484375 35.9375 44.390625 34.1875
  2958. z
  2959. M 19.671875 64.796875
  2960. L 19.671875 38.921875
  2961. L 32.078125 38.921875
  2962. Q 39.203125 38.921875 42.84375 42.21875
  2963. Q 46.484375 45.515625 46.484375 51.90625
  2964. Q 46.484375 58.296875 42.84375 61.546875
  2965. Q 39.203125 64.796875 32.078125 64.796875
  2966. z
  2967. " id="DejaVuSans-52"/>
  2968. </defs>
  2969. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2970. <use xlink:href="#DejaVuSans-44"/>
  2971. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2972. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2973. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2974. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2975. </g>
  2976. </g>
  2977. <g id="text_11">
  2978. <g id="patch_13">
  2979. <path d="M 290.289663 105.826595
  2980. L 365.209663 105.826595
  2981. Q 366.409663 105.826595 366.409663 104.626595
  2982. L 366.409663 100.755345
  2983. Q 366.409663 99.555345 365.209663 99.555345
  2984. L 290.289663 99.555345
  2985. Q 289.089663 99.555345 289.089663 100.755345
  2986. L 289.089663 104.626595
  2987. Q 289.089663 105.826595 290.289663 105.826595
  2988. z
  2989. " style="fill:#ffffff;opacity:0.8;"/>
  2990. </g>
  2991. <!-- max: 3.120 $\bullet$ mean: 1.158 $\bullet$ $\sigma$: 0.263 -->
  2992. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2993. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2994. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2995. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2996. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2997. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2998. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-33"/>
  2999. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3000. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
  3001. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
  3002. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  3003. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3004. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3005. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3006. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3007. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3008. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3009. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3010. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3011. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3012. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  3013. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3014. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3015. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-35"/>
  3016. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-38"/>
  3017. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3018. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3019. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3020. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3021. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3022. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3023. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3024. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3025. <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-32"/>
  3026. <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-36"/>
  3027. <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
  3028. </g>
  3029. </g>
  3030. <g id="text_12">
  3031. <!-- 1.64 -->
  3032. <g style="fill:#d3d3d3;" transform="translate(11.0175 109.248357)scale(0.03 -0.03)">
  3033. <use xlink:href="#DejaVuSans-31"/>
  3034. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3035. <use x="95.410156" xlink:href="#DejaVuSans-36"/>
  3036. <use x="159.033203" xlink:href="#DejaVuSans-34"/>
  3037. </g>
  3038. </g>
  3039. </g>
  3040. <g id="axes_5">
  3041. <g id="patch_14">
  3042. <path d="M 18.697188 148.249344
  3043. L 372.281346 148.249344
  3044. L 372.281346 122.702592
  3045. L 18.697188 122.702592
  3046. z
  3047. " style="fill:#ffffff;"/>
  3048. </g>
  3049. <g id="matplotlib.axis_9">
  3050. <g id="xtick_25"/>
  3051. <g id="xtick_26"/>
  3052. <g id="xtick_27"/>
  3053. <g id="xtick_28"/>
  3054. <g id="xtick_29"/>
  3055. <g id="xtick_30"/>
  3056. </g>
  3057. <g id="matplotlib.axis_10"/>
  3058. <g id="line2d_9">
  3059. <path clip-path="url(#p05519f01f2)" d="M 18.697188 135.744087
  3060. L 372.281346 135.744087
  3061. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  3062. </g>
  3063. <g id="line2d_10">
  3064. <path clip-path="url(#p05519f01f2)" d="M 19.381103 143.343519
  3065. L 20.065018 143.635048
  3066. L 20.748933 143.436973
  3067. L 21.432848 140.04623
  3068. L 22.116764 141.467982
  3069. L 22.800679 141.044819
  3070. L 23.484594 138.79932
  3071. L 24.168509 134.640976
  3072. L 24.852424 137.701939
  3073. L 25.53634 141.885232
  3074. L 26.220255 140.826119
  3075. L 26.90417 141.837161
  3076. L 27.588085 143.146775
  3077. L 28.272 142.603158
  3078. L 28.955916 138.672064
  3079. L 29.639831 136.576691
  3080. L 30.323746 136.080691
  3081. L 31.007661 138.635189
  3082. L 31.691576 141.704394
  3083. L 32.375492 139.159957
  3084. L 33.059407 139.035029
  3085. L 33.743322 131.007171
  3086. L 34.427237 132.666277
  3087. L 35.111152 124.637952
  3088. L 35.795068 135.261699
  3089. L 36.478983 141.220056
  3090. L 37.162898 142.399303
  3091. L 37.846813 137.689476
  3092. L 38.530728 140.405857
  3093. L 40.582474 130.82293
  3094. L 41.266389 138.432688
  3095. L 41.950304 142.846167
  3096. L 42.63422 136.346661
  3097. L 43.318135 135.039593
  3098. L 44.00205 138.470969
  3099. L 44.685965 140.143137
  3100. L 45.36988 133.02231
  3101. L 46.053796 140.021946
  3102. L 46.737711 141.773185
  3103. L 47.421626 137.531227
  3104. L 48.105541 140.732969
  3105. L 48.789456 140.705183
  3106. L 49.473372 134.490369
  3107. L 50.157287 137.647112
  3108. L 50.841202 136.289292
  3109. L 51.525117 143.372207
  3110. L 52.209032 131.833641
  3111. L 52.892948 130.306591
  3112. L 53.576863 135.309074
  3113. L 54.260778 136.671002
  3114. L 54.944693 136.325097
  3115. L 55.628608 136.175636
  3116. L 56.312524 137.82382
  3117. L 56.996439 133.891279
  3118. L 57.680354 136.813468
  3119. L 58.364269 130.947538
  3120. L 59.048184 139.376773
  3121. L 59.7321 139.99
  3122. L 60.416015 137.684686
  3123. L 61.09993 135.852841
  3124. L 61.783845 140.521996
  3125. L 62.46776 141.582621
  3126. L 63.151676 140.985086
  3127. L 63.835591 133.290329
  3128. L 65.203421 140.572031
  3129. L 65.887336 136.828712
  3130. L 66.571252 139.349805
  3131. L 67.255167 130.119857
  3132. L 67.939082 125.853964
  3133. L 68.622997 135.164255
  3134. L 69.306912 138.055295
  3135. L 69.990828 138.860352
  3136. L 70.674743 139.927832
  3137. L 71.358658 142.496479
  3138. L 72.042573 137.513931
  3139. L 72.726488 141.705685
  3140. L 73.410404 138.222971
  3141. L 74.094319 137.96818
  3142. L 74.778234 132.947488
  3143. L 75.462149 141.649642
  3144. L 76.146064 138.350523
  3145. L 76.82998 139.63911
  3146. L 77.513895 130.22606
  3147. L 78.19781 141.340677
  3148. L 78.881725 140.291487
  3149. L 79.56564 142.828148
  3150. L 80.249556 138.183011
  3151. L 80.933471 135.903119
  3152. L 81.617386 135.872512
  3153. L 82.301301 139.112058
  3154. L 82.985216 136.502027
  3155. L 83.669132 139.501187
  3156. L 84.353047 140.414945
  3157. L 85.036962 142.958822
  3158. L 86.404792 143.016444
  3159. L 87.088708 142.586595
  3160. L 87.772623 139.981694
  3161. L 89.140453 142.410027
  3162. L 89.824368 143.418263
  3163. L 91.192199 138.249307
  3164. L 91.876114 140.282443
  3165. L 92.560029 134.399665
  3166. L 93.243944 140.422969
  3167. L 93.92786 139.20042
  3168. L 94.611775 143.354807
  3169. L 95.29569 139.918796
  3170. L 95.979605 142.765289
  3171. L 96.66352 143.20235
  3172. L 97.347436 139.660435
  3173. L 98.031351 139.092805
  3174. L 98.715266 139.414133
  3175. L 99.399181 142.56625
  3176. L 100.083096 140.073538
  3177. L 100.767012 139.681742
  3178. L 101.450927 143.374614
  3179. L 102.134842 143.384742
  3180. L 103.502672 140.75191
  3181. L 104.186588 141.233385
  3182. L 104.870503 141.952024
  3183. L 105.554418 141.126407
  3184. L 106.238333 141.517017
  3185. L 106.922248 141.141049
  3186. L 107.606164 141.546516
  3187. L 108.290079 142.877371
  3188. L 108.973994 138.887212
  3189. L 109.657909 143.320517
  3190. L 110.341824 142.968188
  3191. L 111.02574 138.737727
  3192. L 111.709655 137.884067
  3193. L 112.39357 142.379275
  3194. L 113.077485 143.073899
  3195. L 113.7614 142.222669
  3196. L 114.445316 141.986819
  3197. L 115.129231 142.884498
  3198. L 115.813146 141.638308
  3199. L 117.864892 143.077725
  3200. L 118.548807 141.256307
  3201. L 119.232722 142.052606
  3202. L 120.600552 137.355202
  3203. L 121.284468 140.482748
  3204. L 121.968383 140.142609
  3205. L 122.652298 138.301546
  3206. L 123.336213 141.237285
  3207. L 124.020128 141.797444
  3208. L 124.704044 140.28883
  3209. L 125.387959 142.86302
  3210. L 126.071874 141.397514
  3211. L 126.755789 139.432166
  3212. L 127.439704 141.147813
  3213. L 128.12362 141.497643
  3214. L 128.807535 142.025586
  3215. L 129.49145 141.913149
  3216. L 130.175365 140.988295
  3217. L 130.85928 142.422734
  3218. L 131.543196 143.144519
  3219. L 132.227111 140.849523
  3220. L 132.911026 142.742057
  3221. L 133.594941 143.639909
  3222. L 134.278856 142.423472
  3223. L 134.962772 141.593987
  3224. L 135.646687 143.427029
  3225. L 136.330602 143.184189
  3226. L 137.014517 141.705053
  3227. L 137.698432 142.72536
  3228. L 138.382348 142.054396
  3229. L 139.066263 138.262129
  3230. L 140.434093 142.955271
  3231. L 141.118008 143.947893
  3232. L 141.801924 142.996238
  3233. L 142.485839 142.541174
  3234. L 143.169754 137.360458
  3235. L 143.853669 137.171436
  3236. L 144.537584 142.084154
  3237. L 145.2215 142.244632
  3238. L 145.905415 142.748693
  3239. L 146.58933 140.235267
  3240. L 147.273245 140.517407
  3241. L 147.95716 143.61213
  3242. L 148.641076 141.484366
  3243. L 150.008906 143.23476
  3244. L 150.692821 140.891767
  3245. L 151.376736 141.566096
  3246. L 152.060652 140.805365
  3247. L 152.744567 141.646452
  3248. L 153.428482 143.58639
  3249. L 154.112397 140.693711
  3250. L 154.796312 142.557296
  3251. L 155.480228 140.651887
  3252. L 156.164143 142.289556
  3253. L 156.848058 141.069408
  3254. L 158.215888 140.078094
  3255. L 158.899804 142.620697
  3256. L 159.583719 142.262686
  3257. L 160.267634 138.893411
  3258. L 160.951549 139.496607
  3259. L 161.635464 142.372701
  3260. L 162.31938 140.675847
  3261. L 163.003295 140.951508
  3262. L 163.68721 140.668436
  3263. L 164.371125 142.430227
  3264. L 165.05504 142.15866
  3265. L 166.422871 143.312345
  3266. L 167.106786 142.687188
  3267. L 167.790701 143.809721
  3268. L 168.474616 143.123904
  3269. L 169.158532 143.642367
  3270. L 169.842447 142.812514
  3271. L 170.526362 143.167703
  3272. L 171.210277 142.191097
  3273. L 171.894192 138.640024
  3274. L 172.578108 139.18183
  3275. L 173.262023 142.50682
  3276. L 173.945938 141.896587
  3277. L 174.629853 143.069325
  3278. L 175.313768 140.823806
  3279. L 175.997684 142.34031
  3280. L 176.681599 141.33935
  3281. L 177.365514 142.056604
  3282. L 178.049429 140.58805
  3283. L 178.733344 140.223883
  3284. L 179.41726 142.627595
  3285. L 180.101175 141.870179
  3286. L 180.78509 142.00423
  3287. L 181.469005 141.164711
  3288. L 182.15292 140.000433
  3289. L 182.836836 142.803246
  3290. L 183.520751 142.086165
  3291. L 184.204666 139.489717
  3292. L 184.888581 140.972668
  3293. L 185.572496 139.629997
  3294. L 186.256412 141.351944
  3295. L 186.940327 141.956518
  3296. L 187.624242 142.800686
  3297. L 188.308157 143.090563
  3298. L 188.992072 140.643186
  3299. L 189.675988 140.95012
  3300. L 191.043818 142.222066
  3301. L 191.727733 143.281162
  3302. L 192.411648 140.308577
  3303. L 193.095564 138.580588
  3304. L 193.779479 139.642491
  3305. L 194.463394 143.021497
  3306. L 195.147309 142.944363
  3307. L 195.831224 140.198205
  3308. L 196.51514 140.263993
  3309. L 197.199055 140.872516
  3310. L 197.88297 142.32685
  3311. L 198.566885 143.343301
  3312. L 199.2508 138.872395
  3313. L 199.934716 141.686559
  3314. L 200.618631 142.567818
  3315. L 201.302546 141.263778
  3316. L 201.986461 141.256252
  3317. L 202.670376 143.637063
  3318. L 204.038207 139.289229
  3319. L 204.722122 139.795368
  3320. L 205.406037 142.051517
  3321. L 206.089952 142.798452
  3322. L 206.773868 142.704674
  3323. L 207.457783 140.815341
  3324. L 208.141698 140.840255
  3325. L 208.825613 140.180846
  3326. L 209.509528 143.144384
  3327. L 210.193444 140.567414
  3328. L 210.877359 140.391321
  3329. L 212.245189 142.445724
  3330. L 212.929104 142.133377
  3331. L 213.61302 140.249989
  3332. L 214.296935 141.790426
  3333. L 214.98085 142.855778
  3334. L 215.664765 140.88006
  3335. L 216.34868 140.550277
  3336. L 217.032596 139.829616
  3337. L 217.716511 142.283686
  3338. L 218.400426 141.682473
  3339. L 219.084341 139.859059
  3340. L 219.768256 141.455593
  3341. L 220.452172 141.3771
  3342. L 221.136087 142.944935
  3343. L 221.820002 143.549949
  3344. L 222.503917 141.477454
  3345. L 223.187832 143.428317
  3346. L 223.871748 142.040614
  3347. L 224.555663 143.293011
  3348. L 225.239578 142.999736
  3349. L 225.923493 140.634405
  3350. L 226.607408 142.147399
  3351. L 227.291324 134.110339
  3352. L 228.659154 142.112559
  3353. L 229.343069 140.113208
  3354. L 230.026984 142.783954
  3355. L 230.7109 141.327264
  3356. L 231.394815 141.402975
  3357. L 232.07873 141.074917
  3358. L 233.44656 141.793119
  3359. L 234.814391 142.23236
  3360. L 235.498306 141.682662
  3361. L 236.182221 141.854081
  3362. L 236.866136 143.249638
  3363. L 237.550052 141.520053
  3364. L 238.233967 141.755603
  3365. L 238.917882 141.635358
  3366. L 239.601797 142.00173
  3367. L 240.285712 143.137791
  3368. L 240.969628 142.395057
  3369. L 241.653543 142.94109
  3370. L 242.337458 140.74725
  3371. L 243.021373 142.598864
  3372. L 243.705288 142.782495
  3373. L 244.389204 141.678618
  3374. L 245.073119 140.162057
  3375. L 245.757034 139.365297
  3376. L 246.440949 139.824337
  3377. L 247.124864 142.452409
  3378. L 247.80878 142.585963
  3379. L 248.492695 139.401185
  3380. L 249.17661 137.492652
  3381. L 249.860525 141.628692
  3382. L 250.54444 140.318807
  3383. L 251.228356 141.570991
  3384. L 251.912271 142.287901
  3385. L 252.596186 141.481399
  3386. L 253.280101 141.144236
  3387. L 253.964016 143.114278
  3388. L 254.647932 142.531477
  3389. L 255.331847 140.790662
  3390. L 256.015762 141.214287
  3391. L 256.699677 140.463996
  3392. L 257.383592 138.745558
  3393. L 258.067508 141.012844
  3394. L 258.751423 141.813651
  3395. L 259.435338 141.851002
  3396. L 260.119253 141.762285
  3397. L 260.803168 143.590506
  3398. L 261.487084 143.338146
  3399. L 262.170999 141.919409
  3400. L 262.854914 142.363865
  3401. L 263.538829 140.9232
  3402. L 264.222744 140.978414
  3403. L 264.90666 139.611558
  3404. L 265.590575 140.40365
  3405. L 266.27449 143.991552
  3406. L 266.958405 142.000749
  3407. L 267.64232 141.36005
  3408. L 268.326236 142.129937
  3409. L 269.010151 141.514266
  3410. L 269.694066 141.1709
  3411. L 270.377981 140.300864
  3412. L 271.061896 142.290671
  3413. L 272.429727 141.075734
  3414. L 273.113642 141.757184
  3415. L 273.797557 143.146632
  3416. L 274.481472 142.537714
  3417. L 275.165388 142.913905
  3418. L 275.849303 142.239123
  3419. L 276.533218 143.171986
  3420. L 277.217133 141.991863
  3421. L 277.901048 135.243111
  3422. L 278.584964 138.239747
  3423. L 279.268879 142.174627
  3424. L 279.952794 140.614744
  3425. L 280.636709 139.581619
  3426. L 281.320624 142.104794
  3427. L 282.00454 141.031629
  3428. L 282.688455 139.101278
  3429. L 283.37237 139.337778
  3430. L 284.056285 142.240302
  3431. L 284.7402 142.593668
  3432. L 285.424116 141.607274
  3433. L 286.108031 142.246877
  3434. L 286.791946 141.032766
  3435. L 287.475861 142.358577
  3436. L 288.159776 142.66255
  3437. L 290.211522 140.710638
  3438. L 290.895437 142.410463
  3439. L 291.579352 142.158374
  3440. L 292.263268 143.251792
  3441. L 292.947183 141.53873
  3442. L 293.631098 140.947541
  3443. L 294.315013 141.712764
  3444. L 294.998928 139.542937
  3445. L 295.682844 140.03522
  3446. L 296.366759 139.510245
  3447. L 297.050674 140.390672
  3448. L 297.734589 141.91982
  3449. L 298.418504 141.128407
  3450. L 299.10242 141.09811
  3451. L 299.786335 142.113646
  3452. L 301.154165 139.200884
  3453. L 301.83808 138.763443
  3454. L 302.521996 142.164145
  3455. L 303.205911 143.00408
  3456. L 303.889826 142.626805
  3457. L 304.573741 141.971597
  3458. L 305.257656 140.810335
  3459. L 305.941572 138.276943
  3460. L 306.625487 138.489038
  3461. L 307.309402 141.726646
  3462. L 307.993317 141.417989
  3463. L 308.677232 141.557646
  3464. L 309.361148 139.122631
  3465. L 310.045063 140.712604
  3466. L 310.728978 140.898305
  3467. L 311.412893 142.840058
  3468. L 312.096808 142.59728
  3469. L 312.780724 140.80955
  3470. L 313.464639 136.588305
  3471. L 314.148554 139.533893
  3472. L 314.832469 140.649033
  3473. L 315.516384 137.792043
  3474. L 316.2003 141.180435
  3475. L 316.884215 137.71736
  3476. L 317.56813 142.631328
  3477. L 318.252045 141.528441
  3478. L 318.93596 142.806263
  3479. L 319.619876 141.191741
  3480. L 320.303791 137.765315
  3481. L 320.987706 142.952381
  3482. L 321.671621 138.832716
  3483. L 322.355536 136.902084
  3484. L 323.039452 142.865496
  3485. L 323.723367 142.661878
  3486. L 324.407282 143.074556
  3487. L 325.091197 141.943632
  3488. L 325.775112 141.489942
  3489. L 326.459028 142.588068
  3490. L 327.142943 138.762056
  3491. L 327.826858 139.988755
  3492. L 328.510773 140.177504
  3493. L 329.194688 142.509253
  3494. L 329.878604 138.022225
  3495. L 330.562519 142.546673
  3496. L 331.246434 138.018972
  3497. L 331.930349 138.887653
  3498. L 332.614264 142.105854
  3499. L 333.29818 142.053671
  3500. L 334.66601 142.956403
  3501. L 335.349925 141.238235
  3502. L 336.03384 140.550386
  3503. L 336.717756 139.677812
  3504. L 337.401671 140.843571
  3505. L 338.085586 142.489939
  3506. L 338.769501 139.821322
  3507. L 339.453416 140.546616
  3508. L 340.137332 138.85742
  3509. L 340.821247 143.209277
  3510. L 341.505162 141.266794
  3511. L 342.189077 141.797523
  3512. L 342.872992 139.119212
  3513. L 343.556908 138.98129
  3514. L 344.240823 142.124547
  3515. L 344.924738 140.64616
  3516. L 345.608653 141.005509
  3517. L 346.292568 142.205358
  3518. L 346.976484 142.569099
  3519. L 347.660399 142.499328
  3520. L 348.344314 140.759671
  3521. L 349.028229 140.02806
  3522. L 349.712144 140.904272
  3523. L 350.39606 141.335862
  3524. L 351.079975 138.260552
  3525. L 351.76389 140.833627
  3526. L 352.447805 140.34408
  3527. L 353.13172 140.390908
  3528. L 353.815636 142.510246
  3529. L 354.499551 142.194735
  3530. L 355.183466 142.110878
  3531. L 355.867381 141.731864
  3532. L 356.551296 142.137889
  3533. L 357.235212 142.284051
  3534. L 357.919127 139.531578
  3535. L 358.603042 142.495878
  3536. L 359.286957 141.235619
  3537. L 359.970872 142.009083
  3538. L 360.654788 142.322017
  3539. L 362.022618 141.679169
  3540. L 362.706533 142.112103
  3541. L 363.390448 136.557161
  3542. L 364.074364 140.516223
  3543. L 364.758279 142.168531
  3544. L 365.442194 137.909305
  3545. L 366.126109 140.899004
  3546. L 366.810024 137.138758
  3547. L 367.49394 139.244931
  3548. L 368.177855 140.133911
  3549. L 368.86177 142.764154
  3550. L 369.545685 135.02021
  3551. L 370.2296 138.063097
  3552. L 370.913516 136.671914
  3553. L 371.597431 133.029057
  3554. L 372.281346 140.081604
  3555. L 372.281346 140.081604
  3556. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3557. </g>
  3558. <g id="text_13">
  3559. <g id="patch_15">
  3560. <path d="M 18.697188 136.637868
  3561. L 29.458438 136.637868
  3562. Q 31.858438 136.637868 31.858438 134.237868
  3563. L 31.858438 126.495368
  3564. Q 31.858438 124.095368 29.458438 124.095368
  3565. L 18.697188 124.095368
  3566. Q 16.297188 124.095368 16.297188 126.495368
  3567. L 16.297188 134.237868
  3568. Q 16.297188 136.637868 18.697188 136.637868
  3569. z
  3570. " style="fill:#ffffff;opacity:0.8;"/>
  3571. </g>
  3572. <!-- FD -->
  3573. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3574. <use xlink:href="#DejaVuSans-46"/>
  3575. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3576. </g>
  3577. </g>
  3578. <g id="text_14">
  3579. <g id="patch_16">
  3580. <path d="M 290.289663 133.502243
  3581. L 365.209663 133.502243
  3582. Q 366.409663 133.502243 366.409663 132.302243
  3583. L 366.409663 128.430993
  3584. Q 366.409663 127.230993 365.209663 127.230993
  3585. L 290.289663 127.230993
  3586. Q 289.089663 127.230993 289.089663 128.430993
  3587. L 289.089663 132.302243
  3588. Q 289.089663 133.502243 290.289663 133.502243
  3589. z
  3590. " style="fill:#ffffff;opacity:0.8;"/>
  3591. </g>
  3592. <!-- max: 1.707 $\bullet$ mean: 0.340 $\bullet$ $\sigma$: 0.222 -->
  3593. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3594. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3595. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3596. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3597. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3598. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3599. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  3600. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3601. <use transform="translate(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
  3602. <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-30"/>
  3603. <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
  3604. <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3605. <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3606. <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
  3607. <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3608. <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
  3609. <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
  3610. <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3611. <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3612. <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
  3613. <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-30"/>
  3614. <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3615. <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-33"/>
  3616. <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-34"/>
  3617. <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-30"/>
  3618. <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
  3619. <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3620. <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
  3621. <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3622. <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3623. <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
  3624. <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
  3625. <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3626. <use transform="translate(1681.404297 0.78125)" xlink:href="#DejaVuSans-32"/>
  3627. <use transform="translate(1745.027344 0.78125)" xlink:href="#DejaVuSans-32"/>
  3628. <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-32"/>
  3629. </g>
  3630. </g>
  3631. <g id="text_15">
  3632. <!-- 0.76 -->
  3633. <g style="fill:#d3d3d3;" transform="translate(11.0175 136.5719)scale(0.03 -0.03)">
  3634. <use xlink:href="#DejaVuSans-30"/>
  3635. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3636. <use x="95.410156" xlink:href="#DejaVuSans-37"/>
  3637. <use x="159.033203" xlink:href="#DejaVuSans-36"/>
  3638. </g>
  3639. </g>
  3640. </g>
  3641. <g id="axes_6">
  3642. <g id="patch_17">
  3643. <path d="M 15.161346 278.112
  3644. L 18.697188 278.112
  3645. L 18.697188 150.37824
  3646. L 15.161346 150.37824
  3647. z
  3648. " style="fill:#ffffff;"/>
  3649. </g>
  3650. <g clip-path="url(#pe44aa8b8c7)">
  3651. <image height="941" id="imagebc0d6144ec" transform="matrix(4 0 0 0.136026 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3652. iVBORw0KGgoAAAANSUhEUgAAAAEAAAOtCAYAAABAIw+BAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ENABAYBeGXvzIFUdFYyCIWM4vaJiwg0Upc89XXnkLryyQJAAAAAAAkm66+kHGiRP9CxmdopMwzAQBc2HrWDXI7uCbBAAAAAElFTkSuQmCC"/>
  3653. </g>
  3654. <g id="matplotlib.axis_11"/>
  3655. <g id="matplotlib.axis_12"/>
  3656. </g>
  3657. <g id="axes_7">
  3658. <g id="patch_18">
  3659. <path d="M 18.697188 278.112
  3660. L 372.281346 278.112
  3661. L 372.281346 150.37824
  3662. L 18.697188 150.37824
  3663. z
  3664. " style="fill:#ffffff;"/>
  3665. </g>
  3666. <g clip-path="url(#p5f0106af70)">
  3667. <image height="128.16" id="imagec573cf7765" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3668. 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" y="-149.952"/>
  3669. </g>
  3670. <g id="matplotlib.axis_13">
  3671. <g id="xtick_31">
  3672. <g id="line2d_11">
  3673. <defs>
  3674. <path d="M 0 0
  3675. L 0 4.8
  3676. " id="m03e70cd16b" style="stroke:#262626;"/>
  3677. </defs>
  3678. <g>
  3679. <use style="fill:#262626;stroke:#262626;" x="19.038485" xlink:href="#m03e70cd16b" y="278.112"/>
  3680. </g>
  3681. </g>
  3682. <g id="text_16">
  3683. <!-- 0.00 -->
  3684. <g style="fill:#262626;" transform="translate(13.472079 290.211219)scale(0.05 -0.05)">
  3685. <use xlink:href="#DejaVuSans-30"/>
  3686. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3687. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3688. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3689. </g>
  3690. </g>
  3691. </g>
  3692. <g id="xtick_32">
  3693. <g id="line2d_12">
  3694. <g>
  3695. <use style="fill:#262626;stroke:#262626;" x="89.34576" xlink:href="#m03e70cd16b" y="278.112"/>
  3696. </g>
  3697. </g>
  3698. <g id="text_17">
  3699. <!-- 154.50 -->
  3700. <g style="fill:#262626;" transform="translate(80.598103 290.211219)scale(0.05 -0.05)">
  3701. <use xlink:href="#DejaVuSans-31"/>
  3702. <use x="63.623047" xlink:href="#DejaVuSans-35"/>
  3703. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3704. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3705. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  3706. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3707. </g>
  3708. </g>
  3709. </g>
  3710. <g id="xtick_33">
  3711. <g id="line2d_13">
  3712. <g>
  3713. <use style="fill:#262626;stroke:#262626;" x="159.653034" xlink:href="#m03e70cd16b" y="278.112"/>
  3714. </g>
  3715. </g>
  3716. <g id="text_18">
  3717. <!-- 309.00 -->
  3718. <g style="fill:#262626;" transform="translate(150.905378 290.211219)scale(0.05 -0.05)">
  3719. <use xlink:href="#DejaVuSans-33"/>
  3720. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3721. <use x="127.246094" xlink:href="#DejaVuSans-39"/>
  3722. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3723. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3724. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3725. </g>
  3726. </g>
  3727. </g>
  3728. <g id="xtick_34">
  3729. <g id="line2d_14">
  3730. <g>
  3731. <use style="fill:#262626;stroke:#262626;" x="229.960309" xlink:href="#m03e70cd16b" y="278.112"/>
  3732. </g>
  3733. </g>
  3734. <g id="text_19">
  3735. <!-- 463.50 -->
  3736. <g style="fill:#262626;" transform="translate(221.212653 290.211219)scale(0.05 -0.05)">
  3737. <use xlink:href="#DejaVuSans-34"/>
  3738. <use x="63.623047" xlink:href="#DejaVuSans-36"/>
  3739. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  3740. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3741. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  3742. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3743. </g>
  3744. </g>
  3745. </g>
  3746. <g id="xtick_35">
  3747. <g id="line2d_15">
  3748. <g>
  3749. <use style="fill:#262626;stroke:#262626;" x="300.267584" xlink:href="#m03e70cd16b" y="278.112"/>
  3750. </g>
  3751. </g>
  3752. <g id="text_20">
  3753. <!-- 618.00 -->
  3754. <g style="fill:#262626;" transform="translate(291.519928 290.211219)scale(0.05 -0.05)">
  3755. <use xlink:href="#DejaVuSans-36"/>
  3756. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3757. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3758. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3759. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3760. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3761. </g>
  3762. </g>
  3763. </g>
  3764. <g id="xtick_36">
  3765. <g id="line2d_16">
  3766. <g>
  3767. <use style="fill:#262626;stroke:#262626;" x="370.574859" xlink:href="#m03e70cd16b" y="278.112"/>
  3768. </g>
  3769. </g>
  3770. <g id="text_21">
  3771. <!-- 772.50 -->
  3772. <g style="fill:#262626;" transform="translate(361.827202 290.211219)scale(0.05 -0.05)">
  3773. <use xlink:href="#DejaVuSans-37"/>
  3774. <use x="63.623047" xlink:href="#DejaVuSans-37"/>
  3775. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3776. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3777. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  3778. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3779. </g>
  3780. </g>
  3781. </g>
  3782. <g id="text_22">
  3783. <!-- time (s) -->
  3784. <defs>
  3785. <path d="M 18.3125 70.21875
  3786. L 18.3125 54.6875
  3787. L 36.8125 54.6875
  3788. L 36.8125 47.703125
  3789. L 18.3125 47.703125
  3790. L 18.3125 18.015625
  3791. Q 18.3125 11.328125 20.140625 9.421875
  3792. Q 21.96875 7.515625 27.59375 7.515625
  3793. L 36.8125 7.515625
  3794. L 36.8125 0
  3795. L 27.59375 0
  3796. Q 17.1875 0 13.234375 3.875
  3797. Q 9.28125 7.765625 9.28125 18.015625
  3798. L 9.28125 47.703125
  3799. L 2.6875 47.703125
  3800. L 2.6875 54.6875
  3801. L 9.28125 54.6875
  3802. L 9.28125 70.21875
  3803. z
  3804. " id="DejaVuSans-74"/>
  3805. <path d="M 9.421875 54.6875
  3806. L 18.40625 54.6875
  3807. L 18.40625 0
  3808. L 9.421875 0
  3809. z
  3810. M 9.421875 75.984375
  3811. L 18.40625 75.984375
  3812. L 18.40625 64.59375
  3813. L 9.421875 64.59375
  3814. z
  3815. " id="DejaVuSans-69"/>
  3816. <path d="M 31 75.875
  3817. Q 24.46875 64.65625 21.28125 53.65625
  3818. Q 18.109375 42.671875 18.109375 31.390625
  3819. Q 18.109375 20.125 21.3125 9.0625
  3820. Q 24.515625 -2 31 -13.1875
  3821. L 23.1875 -13.1875
  3822. Q 15.875 -1.703125 12.234375 9.375
  3823. Q 8.59375 20.453125 8.59375 31.390625
  3824. Q 8.59375 42.28125 12.203125 53.3125
  3825. Q 15.828125 64.359375 23.1875 75.875
  3826. z
  3827. " id="DejaVuSans-28"/>
  3828. <path d="M 44.28125 53.078125
  3829. L 44.28125 44.578125
  3830. Q 40.484375 46.53125 36.375 47.5
  3831. Q 32.28125 48.484375 27.875 48.484375
  3832. Q 21.1875 48.484375 17.84375 46.4375
  3833. Q 14.5 44.390625 14.5 40.28125
  3834. Q 14.5 37.15625 16.890625 35.375
  3835. Q 19.28125 33.59375 26.515625 31.984375
  3836. L 29.59375 31.296875
  3837. Q 39.15625 29.25 43.1875 25.515625
  3838. Q 47.21875 21.78125 47.21875 15.09375
  3839. Q 47.21875 7.46875 41.1875 3.015625
  3840. Q 35.15625 -1.421875 24.609375 -1.421875
  3841. Q 20.21875 -1.421875 15.453125 -0.5625
  3842. Q 10.6875 0.296875 5.421875 2
  3843. L 5.421875 11.28125
  3844. Q 10.40625 8.6875 15.234375 7.390625
  3845. Q 20.0625 6.109375 24.8125 6.109375
  3846. Q 31.15625 6.109375 34.5625 8.28125
  3847. Q 37.984375 10.453125 37.984375 14.40625
  3848. Q 37.984375 18.0625 35.515625 20.015625
  3849. Q 33.0625 21.96875 24.703125 23.78125
  3850. L 21.578125 24.515625
  3851. Q 13.234375 26.265625 9.515625 29.90625
  3852. Q 5.8125 33.546875 5.8125 39.890625
  3853. Q 5.8125 47.609375 11.28125 51.796875
  3854. Q 16.75 56 26.8125 56
  3855. Q 31.78125 56 36.171875 55.265625
  3856. Q 40.578125 54.546875 44.28125 53.078125
  3857. z
  3858. " id="DejaVuSans-73"/>
  3859. <path d="M 8.015625 75.875
  3860. L 15.828125 75.875
  3861. Q 23.140625 64.359375 26.78125 53.3125
  3862. Q 30.421875 42.28125 30.421875 31.390625
  3863. Q 30.421875 20.453125 26.78125 9.375
  3864. Q 23.140625 -1.703125 15.828125 -13.1875
  3865. L 8.015625 -13.1875
  3866. Q 14.5 -2 17.703125 9.0625
  3867. Q 20.90625 20.125 20.90625 31.390625
  3868. Q 20.90625 42.671875 17.703125 53.65625
  3869. Q 14.5 64.65625 8.015625 75.875
  3870. z
  3871. " id="DejaVuSans-29"/>
  3872. </defs>
  3873. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3874. <use xlink:href="#DejaVuSans-74"/>
  3875. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3876. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3877. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3878. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3879. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3880. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3881. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3882. </g>
  3883. </g>
  3884. </g>
  3885. <g id="matplotlib.axis_14"/>
  3886. </g>
  3887. </g>
  3888. <defs>
  3889. <clipPath id="pfc6b90e7ae">
  3890. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3891. </clipPath>
  3892. <clipPath id="pbad31bec14">
  3893. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3894. </clipPath>
  3895. <clipPath id="pc312f05e0f">
  3896. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3897. </clipPath>
  3898. <clipPath id="pbff620c456">
  3899. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3900. </clipPath>
  3901. <clipPath id="p05519f01f2">
  3902. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3903. </clipPath>
  3904. <clipPath id="pe44aa8b8c7">
  3905. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3906. </clipPath>
  3907. <clipPath id="p5f0106af70">
  3908. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3909. </clipPath>
  3910. </defs>
  3911. </svg>