sub-35_ses-02_task-highspeed_rec-prenorm_run-02_carpetplot.svg 429 KB

12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697989910010110210310410510610710810911011111211311411511611711811912012112212312412512612712812913013113213313413513613713813914014114214314414514614714814915015115215315415515615715815916016116216316416516616716816917017117217317417517617717817918018118218318418518618718818919019119219319419519619719819920020120220320420520620720820921021121221321421521621721821922022122222322422522622722822923023123223323423523623723823924024124224324424524624724824925025125225325425525625725825926026126226326426526626726826927027127227327427527627727827928028128228328428528628728828929029129229329429529629729829930030130230330430530630730830931031131231331431531631731831932032132232332432532632732832933033133233333433533633733833934034134234334434534634734834935035135235335435535635735835936036136236336436536636736836937037137237337437537637737837938038138238338438538638738838939039139239339439539639739839940040140240340440540640740840941041141241341441541641741841942042142242342442542642742842943043143243343443543643743843944044144244344444544644744844945045145245345445545645745845946046146246346446546646746846947047147247347447547647747847948048148248348448548648748848949049149249349449549649749849950050150250350450550650750850951051151251351451551651751851952052152252352452552652752852953053153253353453553653753853954054154254354454554654754854955055155255355455555655755855956056156256356456556656756856957057157257357457557657757857958058158258358458558658758858959059159259359459559659759859960060160260360460560660760860961061161261361461561661761861962062162262362462562662762862963063163263363463563663763863964064164264364464564664764864965065165265365465565665765865966066166266366466566666766866967067167267367467567667767867968068168268368468568668768868969069169269369469569669769869970070170270370470570670770870971071171271371471571671771871972072172272372472572672772872973073173273373473573673773873974074174274374474574674774874975075175275375475575675775875976076176276376476576676776876977077177277377477577677777877978078178278378478578678778878979079179279379479579679779879980080180280380480580680780880981081181281381481581681781881982082182282382482582682782882983083183283383483583683783883984084184284384484584684784884985085185285385485585685785885986086186286386486586686786886987087187287387487587687787887988088188288388488588688788888989089189289389489589689789889990090190290390490590690790890991091191291391491591691791891992092192292392492592692792892993093193293393493593693793893994094194294394494594694794894995095195295395495595695795895996096196296396496596696796896997097197297397497597697797897998098198298398498598698798898999099199299399499599699799899910001001100210031004100510061007100810091010101110121013101410151016101710181019102010211022102310241025102610271028102910301031103210331034103510361037103810391040104110421043104410451046104710481049105010511052105310541055105610571058105910601061106210631064106510661067106810691070107110721073107410751076107710781079108010811082108310841085108610871088108910901091109210931094109510961097109810991100110111021103110411051106110711081109111011111112111311141115111611171118111911201121112211231124112511261127112811291130113111321133113411351136113711381139114011411142114311441145114611471148114911501151115211531154115511561157115811591160116111621163116411651166116711681169117011711172117311741175117611771178117911801181118211831184118511861187118811891190119111921193119411951196119711981199120012011202120312041205120612071208120912101211121212131214121512161217121812191220122112221223122412251226122712281229123012311232123312341235123612371238123912401241124212431244124512461247124812491250125112521253125412551256125712581259126012611262126312641265126612671268126912701271127212731274127512761277127812791280128112821283128412851286128712881289129012911292129312941295129612971298129913001301130213031304130513061307130813091310131113121313131413151316131713181319132013211322132313241325132613271328132913301331133213331334133513361337133813391340134113421343134413451346134713481349135013511352135313541355135613571358135913601361136213631364136513661367136813691370137113721373137413751376137713781379138013811382138313841385138613871388138913901391139213931394139513961397139813991400140114021403140414051406140714081409141014111412141314141415141614171418141914201421142214231424142514261427142814291430143114321433143414351436143714381439144014411442144314441445144614471448144914501451145214531454145514561457145814591460146114621463146414651466146714681469147014711472147314741475147614771478147914801481148214831484148514861487148814891490149114921493149414951496149714981499150015011502150315041505150615071508150915101511151215131514151515161517151815191520152115221523152415251526152715281529153015311532153315341535153615371538153915401541154215431544154515461547154815491550155115521553155415551556155715581559156015611562156315641565156615671568156915701571157215731574157515761577157815791580158115821583158415851586158715881589159015911592159315941595159615971598159916001601160216031604160516061607160816091610161116121613161416151616161716181619162016211622162316241625162616271628162916301631163216331634163516361637163816391640164116421643164416451646164716481649165016511652165316541655165616571658165916601661166216631664166516661667166816691670167116721673167416751676167716781679168016811682168316841685168616871688168916901691169216931694169516961697169816991700170117021703170417051706170717081709171017111712171317141715171617171718171917201721172217231724172517261727172817291730173117321733173417351736173717381739174017411742174317441745174617471748174917501751175217531754175517561757175817591760176117621763176417651766176717681769177017711772177317741775177617771778177917801781178217831784178517861787178817891790179117921793179417951796179717981799180018011802180318041805180618071808180918101811181218131814181518161817181818191820182118221823182418251826182718281829183018311832183318341835183618371838183918401841184218431844184518461847184818491850185118521853185418551856185718581859186018611862186318641865186618671868186918701871187218731874187518761877187818791880188118821883188418851886188718881889189018911892189318941895189618971898189919001901190219031904190519061907190819091910191119121913191419151916191719181919192019211922192319241925192619271928192919301931193219331934193519361937193819391940194119421943194419451946194719481949195019511952195319541955195619571958195919601961196219631964196519661967196819691970197119721973197419751976197719781979198019811982198319841985198619871988198919901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024202520262027202820292030203120322033203420352036203720382039204020412042204320442045204620472048204920502051205220532054205520562057205820592060206120622063206420652066206720682069207020712072207320742075207620772078207920802081208220832084208520862087208820892090209120922093209420952096209720982099210021012102210321042105210621072108210921102111211221132114211521162117211821192120212121222123212421252126212721282129213021312132213321342135213621372138213921402141214221432144214521462147214821492150215121522153215421552156215721582159216021612162216321642165216621672168216921702171217221732174217521762177217821792180218121822183218421852186218721882189219021912192219321942195219621972198219922002201220222032204220522062207220822092210221122122213221422152216221722182219222022212222222322242225222622272228222922302231223222332234223522362237223822392240224122422243224422452246224722482249225022512252225322542255225622572258225922602261226222632264226522662267226822692270227122722273227422752276227722782279228022812282228322842285228622872288228922902291229222932294229522962297229822992300230123022303230423052306230723082309231023112312231323142315231623172318231923202321232223232324232523262327232823292330233123322333233423352336233723382339234023412342234323442345234623472348234923502351235223532354235523562357235823592360236123622363236423652366236723682369237023712372237323742375237623772378237923802381238223832384238523862387238823892390239123922393239423952396239723982399240024012402240324042405240624072408240924102411241224132414241524162417241824192420242124222423242424252426242724282429243024312432243324342435243624372438243924402441244224432444244524462447244824492450245124522453245424552456245724582459246024612462246324642465246624672468246924702471247224732474247524762477247824792480248124822483248424852486248724882489249024912492249324942495249624972498249925002501250225032504250525062507250825092510251125122513251425152516251725182519252025212522252325242525252625272528252925302531253225332534253525362537253825392540254125422543254425452546254725482549255025512552255325542555255625572558255925602561256225632564256525662567256825692570257125722573257425752576257725782579258025812582258325842585258625872588258925902591259225932594259525962597259825992600260126022603260426052606260726082609261026112612261326142615261626172618261926202621262226232624262526262627262826292630263126322633263426352636263726382639264026412642264326442645264626472648264926502651265226532654265526562657265826592660266126622663266426652666266726682669267026712672267326742675267626772678267926802681268226832684268526862687268826892690269126922693269426952696269726982699270027012702270327042705270627072708270927102711271227132714271527162717271827192720272127222723272427252726272727282729273027312732273327342735273627372738273927402741274227432744274527462747274827492750275127522753275427552756275727582759276027612762276327642765276627672768276927702771277227732774277527762777277827792780278127822783278427852786278727882789279027912792279327942795279627972798279928002801280228032804280528062807280828092810281128122813281428152816281728182819282028212822282328242825282628272828282928302831283228332834283528362837283828392840284128422843284428452846284728482849285028512852285328542855285628572858285928602861286228632864286528662867286828692870287128722873287428752876287728782879288028812882288328842885288628872888288928902891289228932894289528962897289828992900290129022903290429052906290729082909291029112912291329142915291629172918291929202921292229232924292529262927292829292930293129322933293429352936293729382939294029412942294329442945294629472948294929502951295229532954295529562957295829592960296129622963296429652966296729682969297029712972297329742975297629772978297929802981298229832984298529862987298829892990299129922993299429952996299729982999300030013002300330043005300630073008300930103011301230133014301530163017301830193020302130223023302430253026302730283029303030313032303330343035303630373038303930403041304230433044304530463047304830493050305130523053305430553056305730583059306030613062306330643065306630673068306930703071307230733074307530763077307830793080308130823083308430853086308730883089309030913092309330943095309630973098309931003101310231033104310531063107310831093110311131123113311431153116311731183119312031213122312331243125312631273128312931303131313231333134313531363137313831393140314131423143314431453146314731483149315031513152315331543155315631573158315931603161316231633164316531663167316831693170317131723173317431753176317731783179318031813182318331843185318631873188318931903191319231933194319531963197319831993200320132023203320432053206320732083209321032113212321332143215321632173218321932203221322232233224322532263227322832293230323132323233323432353236323732383239324032413242324332443245324632473248324932503251325232533254325532563257325832593260326132623263326432653266326732683269327032713272327332743275327632773278327932803281328232833284328532863287328832893290329132923293329432953296329732983299330033013302330333043305330633073308330933103311331233133314331533163317331833193320332133223323332433253326332733283329
  1. <?xml version="1.0" encoding="utf-8" standalone="no"?>
  2. <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  3. "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  4. <!-- Created with matplotlib (http://matplotlib.org/) -->
  5. <svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
  6. <defs>
  7. <style type="text/css">
  8. *{stroke-linecap:butt;stroke-linejoin:round;}
  9. </style>
  10. </defs>
  11. <g id="figure_1">
  12. <g id="patch_1">
  13. <path d="M 0 309.883863
  14. L 384.281346 309.883863
  15. L 384.281346 0
  16. L 0 0
  17. z
  18. " style="fill:#ffffff;"/>
  19. </g>
  20. <g id="axes_1">
  21. <g id="patch_2">
  22. <path d="M 18.697188 37.546752
  23. L 372.281346 37.546752
  24. L 372.281346 12
  25. L 18.697188 12
  26. z
  27. " style="fill:#ffffff;"/>
  28. </g>
  29. <g id="matplotlib.axis_1">
  30. <g id="xtick_1"/>
  31. <g id="xtick_2"/>
  32. <g id="xtick_3"/>
  33. <g id="xtick_4"/>
  34. <g id="xtick_5"/>
  35. </g>
  36. <g id="matplotlib.axis_2"/>
  37. <g id="line2d_1">
  38. <path clip-path="url(#pdf4f3698ae)" d="M 18.697188 23.00998
  39. L 372.281346 23.00998
  40. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  41. </g>
  42. <g id="line2d_2">
  43. <path clip-path="url(#pdf4f3698ae)" d="M 18.697188 24.461501
  44. L 19.365589 24.819717
  45. L 20.702391 25.006035
  46. L 21.370792 25.003461
  47. L 22.039193 24.762084
  48. L 22.707594 24.218044
  49. L 23.375995 23.956677
  50. L 24.044396 23.989602
  51. L 24.712797 24.216073
  52. L 25.381198 24.29934
  53. L 26.049599 24.543443
  54. L 28.054802 24.722384
  55. L 28.723203 24.671245
  56. L 30.060005 24.355411
  57. L 33.402011 24.456923
  58. L 34.738813 24.20303
  59. L 36.744016 24.097986
  60. L 38.080818 24.014267
  61. L 40.086021 24.226155
  62. L 42.759626 24.104814
  63. L 43.428027 24.205982
  64. L 44.096428 24.419711
  65. L 44.764829 24.314537
  66. L 45.43323 24.055022
  67. L 46.101631 24.04087
  68. L 48.106834 24.493478
  69. L 49.443636 24.455318
  70. L 50.112037 24.297875
  71. L 51.448839 24.25852
  72. L 52.785641 24.045867
  73. L 53.454042 23.837577
  74. L 56.796048 24.357275
  75. L 57.464449 24.2813
  76. L 58.13285 24.327527
  77. L 60.806454 23.934037
  78. L 63.480058 24.252758
  79. L 64.81686 24.259511
  80. L 66.153662 24.370619
  81. L 66.822064 24.295344
  82. L 68.158866 23.535141
  83. L 68.827267 23.385755
  84. L 69.495668 23.532772
  85. L 70.164069 23.950688
  86. L 70.83247 24.072966
  87. L 72.837673 24.053277
  88. L 74.842876 24.11776
  89. L 76.179678 24.028861
  90. L 77.51648 24.266339
  91. L 78.184881 24.181619
  92. L 79.521684 23.646939
  93. L 82.863689 24.148736
  94. L 84.200491 24.014137
  95. L 86.205694 23.871019
  96. L 86.874095 23.926423
  97. L 87.542496 23.853786
  98. L 91.552903 24.363446
  99. L 92.889705 23.77011
  100. L 93.558106 23.73194
  101. L 94.894908 24.046966
  102. L 96.23171 23.869921
  103. L 97.568512 24.192206
  104. L 100.910517 24.024036
  105. L 102.247319 23.529271
  106. L 103.584122 23.488311
  107. L 104.920924 23.772566
  108. L 106.257726 23.742904
  109. L 106.926127 23.843834
  110. L 108.262929 23.774882
  111. L 110.268132 23.905097
  112. L 110.936533 24.087388
  113. L 112.941736 24.134056
  114. L 114.278538 24.056799
  115. L 114.94694 23.83049
  116. L 116.283742 23.191229
  117. L 116.952143 23.094122
  118. L 117.620544 23.332107
  119. L 118.288945 23.702892
  120. L 118.957346 23.935308
  121. L 122.299351 24.262333
  122. L 122.967752 24.2349
  123. L 124.304554 24.005726
  124. L 125.641356 23.918452
  125. L 126.309757 23.918485
  126. L 127.64656 23.340917
  127. L 129.651763 23.480901
  128. L 131.656966 24.196277
  129. L 132.993768 24.490053
  130. L 134.33057 24.116274
  131. L 135.667372 23.785534
  132. L 137.672575 24.09693
  133. L 139.009378 23.832375
  134. L 143.019784 24.098761
  135. L 144.356586 23.702364
  136. L 145.024987 23.453695
  137. L 145.693388 23.424927
  138. L 146.361789 23.598299
  139. L 149.035393 23.793795
  140. L 149.703794 23.674253
  141. L 152.377399 23.715913
  142. L 154.382602 23.47417
  143. L 155.051003 23.579957
  144. L 155.719404 23.835326
  145. L 156.387805 23.902652
  146. L 158.393008 23.676515
  147. L 159.72981 24.097447
  148. L 161.735013 24.287126
  149. L 162.403414 24.011251
  150. L 163.071816 23.481116
  151. L 163.740217 23.328929
  152. L 164.408618 23.462107
  153. L 165.077019 23.852871
  154. L 165.74542 24.044112
  155. L 169.087425 23.982677
  156. L 170.424227 23.743712
  157. L 171.761029 23.43657
  158. L 172.42943 23.174028
  159. L 173.097831 23.145379
  160. L 175.103035 23.636685
  161. L 175.771436 23.751736
  162. L 176.439837 23.622425
  163. L 177.108238 23.333711
  164. L 177.776639 23.559063
  165. L 178.44504 23.957485
  166. L 179.781842 24.295603
  167. L 180.450243 24.395671
  168. L 181.118644 24.70709
  169. L 181.787045 24.885449
  170. L 183.792248 24.314419
  171. L 184.460649 24.020427
  172. L 185.12905 23.969892
  173. L 185.797451 24.08449
  174. L 187.134254 23.870201
  175. L 188.471056 23.625258
  176. L 190.476259 23.792815
  177. L 193.149863 24.042669
  178. L 195.155066 22.780183
  179. L 195.823467 22.777825
  180. L 197.160269 23.288422
  181. L 198.497071 23.546052
  182. L 199.833874 23.510994
  183. L 203.175879 23.755236
  184. L 204.512681 24.018618
  185. L 205.181082 24.055485
  186. L 207.854686 23.2515
  187. L 209.191488 23.539094
  188. L 210.52829 23.596145
  189. L 216.5439 23.706489
  190. L 218.549103 23.38359
  191. L 219.217504 23.052968
  192. L 220.554306 22.985609
  193. L 222.559509 23.686251
  194. L 223.896312 23.89242
  195. L 225.901515 23.947964
  196. L 229.24352 23.367886
  197. L 230.580322 23.409654
  198. L 231.248723 23.35619
  199. L 232.585525 23.763971
  200. L 234.590728 23.556639
  201. L 235.927531 23.538577
  202. L 237.264333 23.667952
  203. L 239.269536 23.202904
  204. L 241.274739 23.550575
  205. L 242.611541 23.782173
  206. L 243.279942 23.674792
  207. L 245.285145 22.961451
  208. L 246.621947 23.262206
  209. L 247.290349 23.369879
  210. L 247.95875 23.32475
  211. L 250.632354 23.57524
  212. L 251.969156 23.370277
  213. L 253.305958 23.465402
  214. L 253.974359 23.736054
  215. L 254.64276 23.82518
  216. L 255.311161 23.565094
  217. L 256.647963 22.774432
  218. L 257.316364 22.995195
  219. L 257.984765 23.504532
  220. L 258.653166 23.711907
  221. L 259.989969 23.796013
  222. L 261.995172 23.814754
  223. L 264.668776 23.034001
  224. L 266.005578 23.112238
  225. L 266.673979 23.313603
  226. L 267.34238 23.397807
  227. L 269.347583 23.221558
  228. L 274.026391 23.736323
  229. L 274.694792 23.695277
  230. L 276.031594 23.820656
  231. L 276.699995 23.755226
  232. L 278.036797 23.106971
  233. L 279.373599 23.0632
  234. L 280.042 23.19824
  235. L 280.710401 23.451476
  236. L 283.384006 23.933219
  237. L 284.720808 23.827076
  238. L 286.726011 23.55903
  239. L 290.068016 23.395394
  240. L 290.736417 23.527473
  241. L 292.74162 23.441373
  242. L 294.746823 22.940556
  243. L 295.415225 22.943195
  244. L 296.083626 23.20858
  245. L 298.75723 23.608908
  246. L 300.094032 23.570242
  247. L 301.430834 23.138852
  248. L 302.767636 23.021787
  249. L 303.436037 22.829135
  250. L 306.778042 23.562757
  251. L 308.114845 23.566494
  252. L 310.120048 22.774637
  253. L 312.125251 23.105582
  254. L 312.793652 23.316446
  255. L 314.130454 23.232243
  256. L 315.467256 23.061983
  257. L 316.804058 23.198574
  258. L 318.809261 23.77611
  259. L 320.146064 23.563511
  260. L 320.814465 23.450141
  261. L 321.482866 23.477358
  262. L 322.819668 23.893185
  263. L 323.488069 23.853345
  264. L 325.493272 23.109793
  265. L 327.498475 23.425702
  266. L 330.84048 23.497337
  267. L 334.182486 23.208386
  268. L 336.187689 23.365366
  269. L 336.85609 23.083254
  270. L 337.524491 22.924067
  271. L 340.198095 23.464982
  272. L 341.534897 23.513223
  273. L 342.203298 23.64905
  274. L 342.871699 23.636987
  275. L 344.876903 23.039548
  276. L 345.545304 22.742422
  277. L 346.213705 22.749348
  278. L 347.550507 23.299537
  279. L 348.887309 23.129524
  280. L 351.560913 23.396073
  281. L 352.897715 22.926468
  282. L 355.57132 23.304028
  283. L 356.908122 23.785275
  284. L 357.576523 23.855327
  285. L 358.913325 23.489474
  286. L 362.923731 23.501257
  287. L 364.928934 23.530532
  288. L 365.597335 23.445929
  289. L 366.934137 23.07606
  290. L 368.27094 23.131075
  291. L 369.607742 22.670561
  292. L 370.276143 22.471717
  293. L 371.612945 22.604495
  294. L 372.281346 22.798698
  295. L 372.281346 22.798698
  296. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  297. </g>
  298. <g id="text_1">
  299. <g id="patch_3">
  300. <path d="M 18.697188 25.935276
  301. L 29.974688 25.935276
  302. Q 32.374688 25.935276 32.374688 23.535276
  303. L 32.374688 15.792776
  304. Q 32.374688 13.392776 29.974688 13.392776
  305. L 18.697188 13.392776
  306. Q 16.297188 13.392776 16.297188 15.792776
  307. L 16.297188 23.535276
  308. Q 16.297188 25.935276 18.697188 25.935276
  309. z
  310. " style="fill:#ffffff;opacity:0.8;"/>
  311. </g>
  312. <!-- GS -->
  313. <defs>
  314. <path d="M 59.515625 10.40625
  315. L 59.515625 29.984375
  316. L 43.40625 29.984375
  317. L 43.40625 38.09375
  318. L 69.28125 38.09375
  319. L 69.28125 6.78125
  320. Q 63.578125 2.734375 56.6875 0.65625
  321. Q 49.8125 -1.421875 42 -1.421875
  322. Q 24.90625 -1.421875 15.25 8.5625
  323. Q 5.609375 18.5625 5.609375 36.375
  324. Q 5.609375 54.25 15.25 64.234375
  325. Q 24.90625 74.21875 42 74.21875
  326. Q 49.125 74.21875 55.546875 72.453125
  327. Q 61.96875 70.703125 67.390625 67.28125
  328. L 67.390625 56.78125
  329. Q 61.921875 61.421875 55.765625 63.765625
  330. Q 49.609375 66.109375 42.828125 66.109375
  331. Q 29.4375 66.109375 22.71875 58.640625
  332. Q 16.015625 51.171875 16.015625 36.375
  333. Q 16.015625 21.625 22.71875 14.15625
  334. Q 29.4375 6.6875 42.828125 6.6875
  335. Q 48.046875 6.6875 52.140625 7.59375
  336. Q 56.25 8.5 59.515625 10.40625
  337. z
  338. " id="DejaVuSans-47"/>
  339. <path d="M 53.515625 70.515625
  340. L 53.515625 60.890625
  341. Q 47.90625 63.578125 42.921875 64.890625
  342. Q 37.9375 66.21875 33.296875 66.21875
  343. Q 25.25 66.21875 20.875 63.09375
  344. Q 16.5 59.96875 16.5 54.203125
  345. Q 16.5 49.359375 19.40625 46.890625
  346. Q 22.3125 44.4375 30.421875 42.921875
  347. L 36.375 41.703125
  348. Q 47.40625 39.59375 52.65625 34.296875
  349. Q 57.90625 29 57.90625 20.125
  350. Q 57.90625 9.515625 50.796875 4.046875
  351. Q 43.703125 -1.421875 29.984375 -1.421875
  352. Q 24.8125 -1.421875 18.96875 -0.25
  353. Q 13.140625 0.921875 6.890625 3.21875
  354. L 6.890625 13.375
  355. Q 12.890625 10.015625 18.65625 8.296875
  356. Q 24.421875 6.59375 29.984375 6.59375
  357. Q 38.421875 6.59375 43.015625 9.90625
  358. Q 47.609375 13.234375 47.609375 19.390625
  359. Q 47.609375 24.75 44.3125 27.78125
  360. Q 41.015625 30.8125 33.5 32.328125
  361. L 27.484375 33.5
  362. Q 16.453125 35.6875 11.515625 40.375
  363. Q 6.59375 45.0625 6.59375 53.421875
  364. Q 6.59375 63.09375 13.40625 68.65625
  365. Q 20.21875 74.21875 32.171875 74.21875
  366. Q 37.3125 74.21875 42.625 73.28125
  367. Q 47.953125 72.359375 53.515625 70.515625
  368. z
  369. " id="DejaVuSans-53"/>
  370. </defs>
  371. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  372. <use xlink:href="#DejaVuSans-47"/>
  373. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  374. </g>
  375. </g>
  376. <g id="text_2">
  377. <g id="patch_4">
  378. <path d="M 280.129663 22.799651
  379. L 365.209663 22.799651
  380. Q 366.409663 22.799651 366.409663 21.599651
  381. L 366.409663 17.728401
  382. Q 366.409663 16.528401 365.209663 16.528401
  383. L 280.129663 16.528401
  384. Q 278.929663 16.528401 278.929663 17.728401
  385. L 278.929663 21.599651
  386. Q 278.929663 22.799651 280.129663 22.799651
  387. z
  388. " style="fill:#ffffff;opacity:0.8;"/>
  389. </g>
  390. <!-- max: 593.420 $\bullet$ mean: 586.441 $\bullet$ $\sigma$: 2.468 -->
  391. <defs>
  392. <path d="M 52 44.1875
  393. Q 55.375 50.25 60.0625 53.125
  394. Q 64.75 56 71.09375 56
  395. Q 79.640625 56 84.28125 50.015625
  396. Q 88.921875 44.046875 88.921875 33.015625
  397. L 88.921875 0
  398. L 79.890625 0
  399. L 79.890625 32.71875
  400. Q 79.890625 40.578125 77.09375 44.375
  401. Q 74.3125 48.1875 68.609375 48.1875
  402. Q 61.625 48.1875 57.5625 43.546875
  403. Q 53.515625 38.921875 53.515625 30.90625
  404. L 53.515625 0
  405. L 44.484375 0
  406. L 44.484375 32.71875
  407. Q 44.484375 40.625 41.703125 44.40625
  408. Q 38.921875 48.1875 33.109375 48.1875
  409. Q 26.21875 48.1875 22.15625 43.53125
  410. Q 18.109375 38.875 18.109375 30.90625
  411. L 18.109375 0
  412. L 9.078125 0
  413. L 9.078125 54.6875
  414. L 18.109375 54.6875
  415. L 18.109375 46.1875
  416. Q 21.1875 51.21875 25.484375 53.609375
  417. Q 29.78125 56 35.6875 56
  418. Q 41.65625 56 45.828125 52.96875
  419. Q 50 49.953125 52 44.1875
  420. z
  421. " id="DejaVuSans-6d"/>
  422. <path d="M 34.28125 27.484375
  423. Q 23.390625 27.484375 19.1875 25
  424. Q 14.984375 22.515625 14.984375 16.5
  425. Q 14.984375 11.71875 18.140625 8.90625
  426. Q 21.296875 6.109375 26.703125 6.109375
  427. Q 34.1875 6.109375 38.703125 11.40625
  428. Q 43.21875 16.703125 43.21875 25.484375
  429. L 43.21875 27.484375
  430. z
  431. M 52.203125 31.203125
  432. L 52.203125 0
  433. L 43.21875 0
  434. L 43.21875 8.296875
  435. Q 40.140625 3.328125 35.546875 0.953125
  436. Q 30.953125 -1.421875 24.3125 -1.421875
  437. Q 15.921875 -1.421875 10.953125 3.296875
  438. Q 6 8.015625 6 15.921875
  439. Q 6 25.140625 12.171875 29.828125
  440. Q 18.359375 34.515625 30.609375 34.515625
  441. L 43.21875 34.515625
  442. L 43.21875 35.40625
  443. Q 43.21875 41.609375 39.140625 45
  444. Q 35.0625 48.390625 27.6875 48.390625
  445. Q 23 48.390625 18.546875 47.265625
  446. Q 14.109375 46.140625 10.015625 43.890625
  447. L 10.015625 52.203125
  448. Q 14.9375 54.109375 19.578125 55.046875
  449. Q 24.21875 56 28.609375 56
  450. Q 40.484375 56 46.34375 49.84375
  451. Q 52.203125 43.703125 52.203125 31.203125
  452. z
  453. " id="DejaVuSans-61"/>
  454. <path d="M 54.890625 54.6875
  455. L 35.109375 28.078125
  456. L 55.90625 0
  457. L 45.3125 0
  458. L 29.390625 21.484375
  459. L 13.484375 0
  460. L 2.875 0
  461. L 24.125 28.609375
  462. L 4.6875 54.6875
  463. L 15.28125 54.6875
  464. L 29.78125 35.203125
  465. L 44.28125 54.6875
  466. z
  467. " id="DejaVuSans-78"/>
  468. <path d="M 11.71875 12.40625
  469. L 22.015625 12.40625
  470. L 22.015625 0
  471. L 11.71875 0
  472. z
  473. M 11.71875 51.703125
  474. L 22.015625 51.703125
  475. L 22.015625 39.3125
  476. L 11.71875 39.3125
  477. z
  478. " id="DejaVuSans-3a"/>
  479. <path id="DejaVuSans-20"/>
  480. <path d="M 10.796875 72.90625
  481. L 49.515625 72.90625
  482. L 49.515625 64.59375
  483. L 19.828125 64.59375
  484. L 19.828125 46.734375
  485. Q 21.96875 47.46875 24.109375 47.828125
  486. Q 26.265625 48.1875 28.421875 48.1875
  487. Q 40.625 48.1875 47.75 41.5
  488. Q 54.890625 34.8125 54.890625 23.390625
  489. Q 54.890625 11.625 47.5625 5.09375
  490. Q 40.234375 -1.421875 26.90625 -1.421875
  491. Q 22.3125 -1.421875 17.546875 -0.640625
  492. Q 12.796875 0.140625 7.71875 1.703125
  493. L 7.71875 11.625
  494. Q 12.109375 9.234375 16.796875 8.0625
  495. Q 21.484375 6.890625 26.703125 6.890625
  496. Q 35.15625 6.890625 40.078125 11.328125
  497. Q 45.015625 15.765625 45.015625 23.390625
  498. Q 45.015625 31 40.078125 35.4375
  499. Q 35.15625 39.890625 26.703125 39.890625
  500. Q 22.75 39.890625 18.8125 39.015625
  501. Q 14.890625 38.140625 10.796875 36.28125
  502. z
  503. " id="DejaVuSans-35"/>
  504. <path d="M 10.984375 1.515625
  505. L 10.984375 10.5
  506. Q 14.703125 8.734375 18.5 7.8125
  507. Q 22.3125 6.890625 25.984375 6.890625
  508. Q 35.75 6.890625 40.890625 13.453125
  509. Q 46.046875 20.015625 46.78125 33.40625
  510. Q 43.953125 29.203125 39.59375 26.953125
  511. Q 35.25 24.703125 29.984375 24.703125
  512. Q 19.046875 24.703125 12.671875 31.3125
  513. Q 6.296875 37.9375 6.296875 49.421875
  514. Q 6.296875 60.640625 12.9375 67.421875
  515. Q 19.578125 74.21875 30.609375 74.21875
  516. Q 43.265625 74.21875 49.921875 64.515625
  517. Q 56.59375 54.828125 56.59375 36.375
  518. Q 56.59375 19.140625 48.40625 8.859375
  519. Q 40.234375 -1.421875 26.421875 -1.421875
  520. Q 22.703125 -1.421875 18.890625 -0.6875
  521. Q 15.09375 0.046875 10.984375 1.515625
  522. z
  523. M 30.609375 32.421875
  524. Q 37.25 32.421875 41.125 36.953125
  525. Q 45.015625 41.5 45.015625 49.421875
  526. Q 45.015625 57.28125 41.125 61.84375
  527. Q 37.25 66.40625 30.609375 66.40625
  528. Q 23.96875 66.40625 20.09375 61.84375
  529. Q 16.21875 57.28125 16.21875 49.421875
  530. Q 16.21875 41.5 20.09375 36.953125
  531. Q 23.96875 32.421875 30.609375 32.421875
  532. z
  533. " id="DejaVuSans-39"/>
  534. <path d="M 40.578125 39.3125
  535. Q 47.65625 37.796875 51.625 33
  536. Q 55.609375 28.21875 55.609375 21.1875
  537. Q 55.609375 10.40625 48.1875 4.484375
  538. Q 40.765625 -1.421875 27.09375 -1.421875
  539. Q 22.515625 -1.421875 17.65625 -0.515625
  540. Q 12.796875 0.390625 7.625 2.203125
  541. L 7.625 11.71875
  542. Q 11.71875 9.328125 16.59375 8.109375
  543. Q 21.484375 6.890625 26.8125 6.890625
  544. Q 36.078125 6.890625 40.9375 10.546875
  545. Q 45.796875 14.203125 45.796875 21.1875
  546. Q 45.796875 27.640625 41.28125 31.265625
  547. Q 36.765625 34.90625 28.71875 34.90625
  548. L 20.21875 34.90625
  549. L 20.21875 43.015625
  550. L 29.109375 43.015625
  551. Q 36.375 43.015625 40.234375 45.921875
  552. Q 44.09375 48.828125 44.09375 54.296875
  553. Q 44.09375 59.90625 40.109375 62.90625
  554. Q 36.140625 65.921875 28.71875 65.921875
  555. Q 24.65625 65.921875 20.015625 65.03125
  556. Q 15.375 64.15625 9.8125 62.3125
  557. L 9.8125 71.09375
  558. Q 15.4375 72.65625 20.34375 73.4375
  559. Q 25.25 74.21875 29.59375 74.21875
  560. Q 40.828125 74.21875 47.359375 69.109375
  561. Q 53.90625 64.015625 53.90625 55.328125
  562. Q 53.90625 49.265625 50.4375 45.09375
  563. Q 46.96875 40.921875 40.578125 39.3125
  564. z
  565. " id="DejaVuSans-33"/>
  566. <path d="M 10.6875 12.40625
  567. L 21 12.40625
  568. L 21 0
  569. L 10.6875 0
  570. z
  571. " id="DejaVuSans-2e"/>
  572. <path d="M 37.796875 64.3125
  573. L 12.890625 25.390625
  574. L 37.796875 25.390625
  575. z
  576. M 35.203125 72.90625
  577. L 47.609375 72.90625
  578. L 47.609375 25.390625
  579. L 58.015625 25.390625
  580. L 58.015625 17.1875
  581. L 47.609375 17.1875
  582. L 47.609375 0
  583. L 37.796875 0
  584. L 37.796875 17.1875
  585. L 4.890625 17.1875
  586. L 4.890625 26.703125
  587. z
  588. " id="DejaVuSans-34"/>
  589. <path d="M 19.1875 8.296875
  590. L 53.609375 8.296875
  591. L 53.609375 0
  592. L 7.328125 0
  593. L 7.328125 8.296875
  594. Q 12.9375 14.109375 22.625 23.890625
  595. Q 32.328125 33.6875 34.8125 36.53125
  596. Q 39.546875 41.84375 41.421875 45.53125
  597. Q 43.3125 49.21875 43.3125 52.78125
  598. Q 43.3125 58.59375 39.234375 62.25
  599. Q 35.15625 65.921875 28.609375 65.921875
  600. Q 23.96875 65.921875 18.8125 64.3125
  601. Q 13.671875 62.703125 7.8125 59.421875
  602. L 7.8125 69.390625
  603. Q 13.765625 71.78125 18.9375 73
  604. Q 24.125 74.21875 28.421875 74.21875
  605. Q 39.75 74.21875 46.484375 68.546875
  606. Q 53.21875 62.890625 53.21875 53.421875
  607. Q 53.21875 48.921875 51.53125 44.890625
  608. Q 49.859375 40.875 45.40625 35.40625
  609. Q 44.1875 33.984375 37.640625 27.21875
  610. Q 31.109375 20.453125 19.1875 8.296875
  611. z
  612. " id="DejaVuSans-32"/>
  613. <path d="M 31.78125 66.40625
  614. Q 24.171875 66.40625 20.328125 58.90625
  615. Q 16.5 51.421875 16.5 36.375
  616. Q 16.5 21.390625 20.328125 13.890625
  617. Q 24.171875 6.390625 31.78125 6.390625
  618. Q 39.453125 6.390625 43.28125 13.890625
  619. Q 47.125 21.390625 47.125 36.375
  620. Q 47.125 51.421875 43.28125 58.90625
  621. Q 39.453125 66.40625 31.78125 66.40625
  622. z
  623. M 31.78125 74.21875
  624. Q 44.046875 74.21875 50.515625 64.515625
  625. Q 56.984375 54.828125 56.984375 36.375
  626. Q 56.984375 17.96875 50.515625 8.265625
  627. Q 44.046875 -1.421875 31.78125 -1.421875
  628. Q 19.53125 -1.421875 13.0625 8.265625
  629. Q 6.59375 17.96875 6.59375 36.375
  630. Q 6.59375 54.828125 13.0625 64.515625
  631. Q 19.53125 74.21875 31.78125 74.21875
  632. z
  633. " id="DejaVuSans-30"/>
  634. <path d="M 16.734375 31.203125
  635. Q 16.734375 37.265625 20.953125 41.4375
  636. Q 25.1875 45.609375 31.34375 45.609375
  637. Q 37.390625 45.609375 41.5625 41.4375
  638. Q 45.75 37.265625 45.75 31.203125
  639. Q 45.75 25.109375 41.546875 20.90625
  640. Q 37.34375 16.703125 31.25 16.703125
  641. Q 25.140625 16.703125 20.9375 20.90625
  642. Q 16.734375 25.109375 16.734375 31.203125
  643. z
  644. " id="DejaVuSans-2219"/>
  645. <path d="M 56.203125 29.59375
  646. L 56.203125 25.203125
  647. L 14.890625 25.203125
  648. Q 15.484375 15.921875 20.484375 11.0625
  649. Q 25.484375 6.203125 34.421875 6.203125
  650. Q 39.59375 6.203125 44.453125 7.46875
  651. Q 49.3125 8.734375 54.109375 11.28125
  652. L 54.109375 2.78125
  653. Q 49.265625 0.734375 44.1875 -0.34375
  654. Q 39.109375 -1.421875 33.890625 -1.421875
  655. Q 20.796875 -1.421875 13.15625 6.1875
  656. Q 5.515625 13.8125 5.515625 26.8125
  657. Q 5.515625 40.234375 12.765625 48.109375
  658. Q 20.015625 56 32.328125 56
  659. Q 43.359375 56 49.78125 48.890625
  660. Q 56.203125 41.796875 56.203125 29.59375
  661. z
  662. M 47.21875 32.234375
  663. Q 47.125 39.59375 43.09375 43.984375
  664. Q 39.0625 48.390625 32.421875 48.390625
  665. Q 24.90625 48.390625 20.390625 44.140625
  666. Q 15.875 39.890625 15.1875 32.171875
  667. z
  668. " id="DejaVuSans-65"/>
  669. <path d="M 54.890625 33.015625
  670. L 54.890625 0
  671. L 45.90625 0
  672. L 45.90625 32.71875
  673. Q 45.90625 40.484375 42.875 44.328125
  674. Q 39.84375 48.1875 33.796875 48.1875
  675. Q 26.515625 48.1875 22.3125 43.546875
  676. Q 18.109375 38.921875 18.109375 30.90625
  677. L 18.109375 0
  678. L 9.078125 0
  679. L 9.078125 54.6875
  680. L 18.109375 54.6875
  681. L 18.109375 46.1875
  682. Q 21.34375 51.125 25.703125 53.5625
  683. Q 30.078125 56 35.796875 56
  684. Q 45.21875 56 50.046875 50.171875
  685. Q 54.890625 44.34375 54.890625 33.015625
  686. z
  687. " id="DejaVuSans-6e"/>
  688. <path d="M 31.78125 34.625
  689. Q 24.75 34.625 20.71875 30.859375
  690. Q 16.703125 27.09375 16.703125 20.515625
  691. Q 16.703125 13.921875 20.71875 10.15625
  692. Q 24.75 6.390625 31.78125 6.390625
  693. Q 38.8125 6.390625 42.859375 10.171875
  694. Q 46.921875 13.96875 46.921875 20.515625
  695. Q 46.921875 27.09375 42.890625 30.859375
  696. Q 38.875 34.625 31.78125 34.625
  697. z
  698. M 21.921875 38.8125
  699. Q 15.578125 40.375 12.03125 44.71875
  700. Q 8.5 49.078125 8.5 55.328125
  701. Q 8.5 64.0625 14.71875 69.140625
  702. Q 20.953125 74.21875 31.78125 74.21875
  703. Q 42.671875 74.21875 48.875 69.140625
  704. Q 55.078125 64.0625 55.078125 55.328125
  705. Q 55.078125 49.078125 51.53125 44.71875
  706. Q 48 40.375 41.703125 38.8125
  707. Q 48.828125 37.15625 52.796875 32.3125
  708. Q 56.78125 27.484375 56.78125 20.515625
  709. Q 56.78125 9.90625 50.3125 4.234375
  710. Q 43.84375 -1.421875 31.78125 -1.421875
  711. Q 19.734375 -1.421875 13.25 4.234375
  712. Q 6.78125 9.90625 6.78125 20.515625
  713. Q 6.78125 27.484375 10.78125 32.3125
  714. Q 14.796875 37.15625 21.921875 38.8125
  715. z
  716. M 18.3125 54.390625
  717. Q 18.3125 48.734375 21.84375 45.5625
  718. Q 25.390625 42.390625 31.78125 42.390625
  719. Q 38.140625 42.390625 41.71875 45.5625
  720. Q 45.3125 48.734375 45.3125 54.390625
  721. Q 45.3125 60.0625 41.71875 63.234375
  722. Q 38.140625 66.40625 31.78125 66.40625
  723. Q 25.390625 66.40625 21.84375 63.234375
  724. Q 18.3125 60.0625 18.3125 54.390625
  725. z
  726. " id="DejaVuSans-38"/>
  727. <path d="M 33.015625 40.375
  728. Q 26.375 40.375 22.484375 35.828125
  729. Q 18.609375 31.296875 18.609375 23.390625
  730. Q 18.609375 15.53125 22.484375 10.953125
  731. Q 26.375 6.390625 33.015625 6.390625
  732. Q 39.65625 6.390625 43.53125 10.953125
  733. Q 47.40625 15.53125 47.40625 23.390625
  734. Q 47.40625 31.296875 43.53125 35.828125
  735. Q 39.65625 40.375 33.015625 40.375
  736. z
  737. M 52.59375 71.296875
  738. L 52.59375 62.3125
  739. Q 48.875 64.0625 45.09375 64.984375
  740. Q 41.3125 65.921875 37.59375 65.921875
  741. Q 27.828125 65.921875 22.671875 59.328125
  742. Q 17.53125 52.734375 16.796875 39.40625
  743. Q 19.671875 43.65625 24.015625 45.921875
  744. Q 28.375 48.1875 33.59375 48.1875
  745. Q 44.578125 48.1875 50.953125 41.515625
  746. Q 57.328125 34.859375 57.328125 23.390625
  747. Q 57.328125 12.15625 50.6875 5.359375
  748. Q 44.046875 -1.421875 33.015625 -1.421875
  749. Q 20.359375 -1.421875 13.671875 8.265625
  750. Q 6.984375 17.96875 6.984375 36.375
  751. Q 6.984375 53.65625 15.1875 63.9375
  752. Q 23.390625 74.21875 37.203125 74.21875
  753. Q 40.921875 74.21875 44.703125 73.484375
  754. Q 48.484375 72.75 52.59375 71.296875
  755. z
  756. " id="DejaVuSans-36"/>
  757. <path d="M 12.40625 8.296875
  758. L 28.515625 8.296875
  759. L 28.515625 63.921875
  760. L 10.984375 60.40625
  761. L 10.984375 69.390625
  762. L 28.421875 72.90625
  763. L 38.28125 72.90625
  764. L 38.28125 8.296875
  765. L 54.390625 8.296875
  766. L 54.390625 0
  767. L 12.40625 0
  768. z
  769. " id="DejaVuSans-31"/>
  770. <path d="M 34.671875 47.5625
  771. Q 27.25 47.5625 22.21875 42.1875
  772. Q 16.890625 36.578125 15.140625 27.296875
  773. Q 13.1875 17.484375 16.3125 11.8125
  774. Q 19.390625 6.203125 26.65625 6.203125
  775. Q 33.84375 6.203125 39.109375 11.859375
  776. Q 44.4375 17.53125 46.34375 27.296875
  777. Q 48.046875 36.234375 45.015625 42.1875
  778. Q 42.1875 47.5625 34.671875 47.5625
  779. z
  780. M 36.078125 54.734375
  781. L 65.921875 54.6875
  782. L 64.15625 45.703125
  783. L 54.109375 45.703125
  784. Q 57.90625 38.09375 55.859375 27.296875
  785. Q 53.21875 13.875 45.0625 6.25
  786. Q 36.859375 -1.421875 25.140625 -1.421875
  787. Q 13.375 -1.421875 8.203125 6.25
  788. Q 3.03125 13.875 5.671875 27.296875
  789. Q 8.25 40.765625 16.40625 48.390625
  790. Q 23.1875 54.734375 36.078125 54.734375
  791. z
  792. " id="DejaVuSans-Oblique-3c3"/>
  793. </defs>
  794. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  795. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  796. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  797. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  798. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  799. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  800. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  801. <use transform="translate(346.894531 0.78125)" xlink:href="#DejaVuSans-39"/>
  802. <use transform="translate(410.517578 0.78125)" xlink:href="#DejaVuSans-33"/>
  803. <use transform="translate(474.140625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  804. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-34"/>
  805. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-32"/>
  806. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-30"/>
  807. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  808. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  809. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  810. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  811. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  812. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  813. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  814. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  815. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  816. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
  817. <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-38"/>
  818. <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-36"/>
  819. <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
  820. <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-34"/>
  821. <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-34"/>
  822. <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-31"/>
  823. <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
  824. <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
  825. <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
  826. <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  827. <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
  828. <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
  829. <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
  830. <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  831. <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
  832. <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-36"/>
  833. <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
  834. </g>
  835. </g>
  836. <g id="text_3">
  837. <!-- 590.37 -->
  838. <defs>
  839. <path d="M 8.203125 72.90625
  840. L 55.078125 72.90625
  841. L 55.078125 68.703125
  842. L 28.609375 0
  843. L 18.3125 0
  844. L 43.21875 64.59375
  845. L 8.203125 64.59375
  846. z
  847. " id="DejaVuSans-37"/>
  848. </defs>
  849. <g style="fill:#d3d3d3;" transform="translate(7.2 23.837792)scale(0.03 -0.03)">
  850. <use xlink:href="#DejaVuSans-35"/>
  851. <use x="63.623047" xlink:href="#DejaVuSans-39"/>
  852. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  853. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  854. <use x="222.65625" xlink:href="#DejaVuSans-33"/>
  855. <use x="286.279297" xlink:href="#DejaVuSans-37"/>
  856. </g>
  857. </g>
  858. </g>
  859. <g id="axes_2">
  860. <g id="patch_5">
  861. <path d="M 18.697188 65.2224
  862. L 372.281346 65.2224
  863. L 372.281346 39.675648
  864. L 18.697188 39.675648
  865. z
  866. " style="fill:#ffffff;"/>
  867. </g>
  868. <g id="matplotlib.axis_3">
  869. <g id="xtick_6"/>
  870. <g id="xtick_7"/>
  871. <g id="xtick_8"/>
  872. <g id="xtick_9"/>
  873. <g id="xtick_10"/>
  874. </g>
  875. <g id="matplotlib.axis_4"/>
  876. <g id="line2d_3">
  877. <path clip-path="url(#pcfe7de771f)" d="M 18.697188 50.456835
  878. L 372.281346 50.456835
  879. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  880. </g>
  881. <g id="line2d_4">
  882. <path clip-path="url(#pcfe7de771f)" d="M 18.697188 51.650899
  883. L 19.365589 52.313157
  884. L 20.03399 52.815997
  885. L 20.702391 52.901569
  886. L 22.039193 53.467839
  887. L 22.707594 52.608766
  888. L 23.375995 52.466719
  889. L 24.044396 52.191184
  890. L 24.712797 52.273293
  891. L 25.381198 52.044796
  892. L 26.049599 52.295326
  893. L 27.386401 52.560703
  894. L 28.723203 53.099437
  895. L 29.391604 52.768063
  896. L 30.060005 52.728911
  897. L 30.728407 52.390907
  898. L 31.396808 52.580704
  899. L 32.065209 52.441307
  900. L 33.402011 53.067219
  901. L 34.070412 52.502058
  902. L 34.738813 52.415867
  903. L 35.407214 52.0679
  904. L 36.075615 52.21522
  905. L 37.412417 51.750387
  906. L 38.080818 51.984849
  907. L 38.749219 52.019855
  908. L 39.41762 52.30841
  909. L 41.422823 52.336168
  910. L 42.091224 52.263431
  911. L 42.759626 51.967683
  912. L 43.428027 52.053218
  913. L 44.096428 52.320248
  914. L 44.764829 52.298354
  915. L 45.43323 51.614415
  916. L 46.101631 51.231821
  917. L 47.438433 52.127774
  918. L 48.106834 52.488243
  919. L 49.443636 52.282462
  920. L 50.112037 52.348892
  921. L 50.780438 52.054298
  922. L 51.448839 52.411573
  923. L 54.122443 51.735197
  924. L 55.459246 52.228166
  925. L 56.127647 52.114495
  926. L 56.796048 52.365975
  927. L 59.469652 52.327395
  928. L 60.138053 51.996678
  929. L 62.811657 52.032367
  930. L 63.480058 52.343684
  931. L 64.81686 52.042645
  932. L 66.153662 52.433679
  933. L 66.822064 52.225387
  934. L 68.158866 51.328815
  935. L 68.827267 51.176472
  936. L 69.495668 51.138704
  937. L 70.164069 51.704512
  938. L 70.83247 51.930774
  939. L 72.169272 51.741568
  940. L 72.837673 51.708843
  941. L 73.506074 51.899775
  942. L 74.174475 52.231998
  943. L 74.842876 52.015829
  944. L 76.179678 51.96807
  945. L 77.51648 52.318651
  946. L 78.853283 51.941947
  947. L 79.521684 51.214839
  948. L 80.190085 51.220306
  949. L 80.858486 51.632782
  950. L 81.526887 51.564958
  951. L 82.863689 51.829809
  952. L 84.868892 51.734412
  953. L 86.205694 51.638138
  954. L 86.874095 51.825404
  955. L 88.210897 51.729352
  956. L 88.879298 51.963961
  957. L 89.547699 51.81171
  958. L 90.2161 52.17616
  959. L 90.884502 52.104956
  960. L 91.552903 52.2333
  961. L 92.221304 51.934957
  962. L 92.889705 51.132905
  963. L 93.558106 50.989639
  964. L 94.226507 51.506848
  965. L 94.894908 51.6721
  966. L 96.23171 51.312471
  967. L 97.568512 51.910431
  968. L 98.236913 51.948153
  969. L 98.905314 51.835848
  970. L 100.242116 51.942972
  971. L 100.910517 52.05126
  972. L 102.247319 51.717735
  973. L 103.584122 51.212946
  974. L 104.920924 51.202512
  975. L 105.589325 51.352094
  976. L 106.257726 51.086975
  977. L 107.594528 51.527874
  978. L 108.93133 51.609438
  979. L 109.599731 51.792919
  980. L 110.268132 51.532121
  981. L 111.604934 52.205958
  982. L 112.941736 51.793482
  983. L 114.278538 51.951735
  984. L 114.94694 51.807693
  985. L 116.952143 50.428661
  986. L 117.620544 50.422234
  987. L 118.288945 51.089671
  988. L 118.957346 51.584164
  989. L 119.625747 51.604359
  990. L 120.294148 51.862959
  991. L 120.962549 51.796382
  992. L 122.299351 52.162124
  993. L 122.967752 52.217556
  994. L 124.304554 51.933812
  995. L 125.641356 52.053181
  996. L 126.309757 51.819919
  997. L 126.978159 51.849487
  998. L 127.64656 51.067962
  999. L 128.314961 50.980654
  1000. L 128.983362 50.630074
  1001. L 129.651763 50.786296
  1002. L 130.320164 51.185992
  1003. L 130.988565 51.763314
  1004. L 132.325367 51.962188
  1005. L 132.993768 52.367434
  1006. L 133.662169 52.399615
  1007. L 134.33057 51.893626
  1008. L 134.998971 51.995015
  1009. L 135.667372 51.531004
  1010. L 136.335773 51.326156
  1011. L 137.004174 51.404442
  1012. L 137.672575 51.614932
  1013. L 138.340976 51.383952
  1014. L 139.009378 51.289099
  1015. L 139.677779 51.335768
  1016. L 141.682982 51.834306
  1017. L 142.351383 51.8832
  1018. L 143.019784 51.769529
  1019. L 143.688185 51.890061
  1020. L 144.356586 51.71912
  1021. L 145.024987 51.123911
  1022. L 145.693388 50.997986
  1023. L 147.03019 51.13659
  1024. L 147.698591 50.98456
  1025. L 148.366992 51.013703
  1026. L 150.372195 50.72849
  1027. L 151.040597 51.106847
  1028. L 151.708998 51.275885
  1029. L 152.377399 51.052514
  1030. L 153.0458 51.103467
  1031. L 153.714201 50.903762
  1032. L 155.051003 51.224683
  1033. L 156.387805 51.789428
  1034. L 157.056206 51.257547
  1035. L 158.393008 51.225384
  1036. L 159.061409 51.533368
  1037. L 160.398211 51.967018
  1038. L 161.066612 51.83956
  1039. L 161.735013 52.164294
  1040. L 162.403414 52.08333
  1041. L 163.071816 51.02603
  1042. L 163.740217 50.867943
  1043. L 164.408618 51.01313
  1044. L 165.077019 51.513598
  1045. L 165.74542 51.718529
  1046. L 167.082222 51.649966
  1047. L 167.750623 51.57385
  1048. L 169.087425 51.967452
  1049. L 171.761029 51.4645
  1050. L 172.42943 50.783636
  1051. L 173.766232 50.475403
  1052. L 175.771436 51.356711
  1053. L 176.439837 51.332112
  1054. L 177.108238 50.973442
  1055. L 177.776639 50.943035
  1056. L 178.44504 51.549795
  1057. L 179.113441 52.003548
  1058. L 179.781842 52.153518
  1059. L 180.450243 52.069497
  1060. L 181.118644 52.490534
  1061. L 181.787045 53.277377
  1062. L 182.455446 53.049009
  1063. L 183.123847 52.380464
  1064. L 185.12905 51.682766
  1065. L 186.465852 51.866976
  1066. L 187.134254 51.498269
  1067. L 188.471056 51.290328
  1068. L 189.139457 51.435847
  1069. L 189.807858 51.372464
  1070. L 190.476259 51.45823
  1071. L 191.14466 51.331438
  1072. L 191.813061 51.415209
  1073. L 193.149863 51.862581
  1074. L 193.818264 51.532278
  1075. L 194.486665 50.820711
  1076. L 195.823467 50.499366
  1077. L 196.491868 50.470694
  1078. L 197.160269 50.640684
  1079. L 197.82867 50.956987
  1080. L 198.497071 50.950099
  1081. L 199.833874 51.148363
  1082. L 201.839077 51.218736
  1083. L 203.175879 51.380923
  1084. L 203.84428 51.697623
  1085. L 204.512681 51.703838
  1086. L 205.181082 51.887171
  1087. L 205.849483 51.54021
  1088. L 206.517884 51.405384
  1089. L 207.186285 51.050879
  1090. L 208.523087 50.672966
  1091. L 209.191488 51.014931
  1092. L 213.201895 51.122619
  1093. L 214.538697 51.00482
  1094. L 215.207098 51.304825
  1095. L 216.5439 51.23725
  1096. L 217.212301 51.261767
  1097. L 217.880702 51.084251
  1098. L 218.549103 51.276495
  1099. L 219.885905 50.515553
  1100. L 220.554306 50.50028
  1101. L 221.222707 50.609076
  1102. L 222.559509 51.431969
  1103. L 223.896312 51.634869
  1104. L 224.564713 51.7864
  1105. L 225.901515 51.856098
  1106. L 226.569916 51.991913
  1107. L 227.238317 51.918317
  1108. L 227.906718 51.664907
  1109. L 229.911921 51.328898
  1110. L 230.580322 50.965972
  1111. L 231.248723 51.082506
  1112. L 231.917124 50.8775
  1113. L 232.585525 51.36878
  1114. L 233.253926 51.592872
  1115. L 235.25913 51.280262
  1116. L 235.927531 51.48175
  1117. L 236.595932 51.381108
  1118. L 237.264333 51.671417
  1119. L 237.932734 51.448027
  1120. L 238.601135 50.883142
  1121. L 239.937937 50.55562
  1122. L 241.274739 50.761798
  1123. L 242.611541 51.234092
  1124. L 243.948343 51.10657
  1125. L 244.616744 50.69185
  1126. L 245.285145 50.458653
  1127. L 246.621947 50.631948
  1128. L 247.290349 50.614219
  1129. L 247.95875 50.813296
  1130. L 248.627151 50.665348
  1131. L 249.295552 51.121289
  1132. L 251.300755 51.341706
  1133. L 252.637557 51.019465
  1134. L 253.305958 51.043316
  1135. L 253.974359 51.61363
  1136. L 254.64276 51.949713
  1137. L 255.311161 51.458507
  1138. L 256.647963 49.977318
  1139. L 257.316364 50.020192
  1140. L 258.653166 51.556398
  1141. L 259.321568 51.393361
  1142. L 259.989969 51.358521
  1143. L 261.995172 51.577147
  1144. L 263.331974 51.33599
  1145. L 266.005578 50.220248
  1146. L 266.673979 50.172757
  1147. L 267.34238 50.553311
  1148. L 270.015984 50.478423
  1149. L 270.684385 50.97311
  1150. L 271.352787 50.871277
  1151. L 276.031594 51.687955
  1152. L 276.699995 51.574035
  1153. L 278.036797 50.877713
  1154. L 278.705198 50.684527
  1155. L 279.373599 50.356727
  1156. L 280.042 50.394402
  1157. L 280.710401 50.928676
  1158. L 281.378802 51.176859
  1159. L 282.047203 51.136691
  1160. L 282.715604 51.629928
  1161. L 284.052407 51.440289
  1162. L 285.389209 51.700865
  1163. L 286.05761 51.455839
  1164. L 288.062813 51.374598
  1165. L 288.731214 50.949323
  1166. L 289.399615 51.122221
  1167. L 290.068016 50.78673
  1168. L 291.404818 51.017323
  1169. L 292.74162 50.930947
  1170. L 293.410021 51.011865
  1171. L 294.078422 50.71885
  1172. L 294.746823 50.665893
  1173. L 295.415225 50.455347
  1174. L 296.083626 50.742859
  1175. L 298.088829 51.059642
  1176. L 298.75723 51.456771
  1177. L 300.094032 51.530145
  1178. L 300.762433 51.017544
  1179. L 301.430834 50.86232
  1180. L 302.099235 50.985373
  1181. L 302.767636 50.76876
  1182. L 303.436037 50.411217
  1183. L 304.104438 50.360458
  1184. L 304.772839 50.701139
  1185. L 305.44124 50.87088
  1186. L 306.109641 50.915748
  1187. L 306.778042 51.231553
  1188. L 307.446444 51.138723
  1189. L 308.114845 51.335159
  1190. L 308.783246 51.201551
  1191. L 309.451647 50.671784
  1192. L 310.120048 50.641589
  1193. L 310.788449 50.145627
  1194. L 311.45685 50.247904
  1195. L 312.125251 50.146865
  1196. L 313.462053 50.97021
  1197. L 314.798855 50.50354
  1198. L 315.467256 50.436417
  1199. L 316.804058 50.537299
  1200. L 318.14086 51.435238
  1201. L 318.809261 51.542944
  1202. L 319.477663 51.507337
  1203. L 320.146064 51.246336
  1204. L 320.814465 51.135214
  1205. L 324.15647 51.534735
  1206. L 324.824871 50.789888
  1207. L 325.493272 50.745934
  1208. L 326.830074 51.143986
  1209. L 327.498475 50.905138
  1210. L 328.166876 51.19229
  1211. L 328.835277 50.856142
  1212. L 329.503678 50.761982
  1213. L 330.172079 51.260769
  1214. L 334.182486 50.534963
  1215. L 334.850887 50.653925
  1216. L 335.519288 50.929931
  1217. L 336.187689 50.891509
  1218. L 336.85609 50.735361
  1219. L 337.524491 50.174585
  1220. L 338.192892 50.373349
  1221. L 338.861293 50.796056
  1222. L 340.198095 51.047379
  1223. L 340.866496 51.276744
  1224. L 341.534897 51.082007
  1225. L 342.203298 51.550257
  1226. L 342.871699 51.714402
  1227. L 343.540101 51.277871
  1228. L 344.208502 51.245829
  1229. L 345.545304 50.305524
  1230. L 346.882106 50.655846
  1231. L 347.550507 50.978327
  1232. L 348.218908 50.974292
  1233. L 349.55571 50.519228
  1234. L 350.224111 50.948252
  1235. L 350.892512 50.9467
  1236. L 353.566116 50.37369
  1237. L 354.234517 50.836547
  1238. L 354.902918 50.519671
  1239. L 355.57132 50.470075
  1240. L 356.908122 51.143155
  1241. L 357.576523 51.916812
  1242. L 358.913325 51.070298
  1243. L 359.581726 51.268073
  1244. L 360.250127 51.279431
  1245. L 360.918528 51.010249
  1246. L 362.923731 51.195309
  1247. L 363.592132 51.322203
  1248. L 364.260533 51.307152
  1249. L 364.928934 51.496275
  1250. L 365.597335 51.288785
  1251. L 366.265736 51.243492
  1252. L 366.934137 50.722516
  1253. L 367.602539 51.07788
  1254. L 368.27094 51.107816
  1255. L 369.607742 50.229306
  1256. L 370.276143 49.949838
  1257. L 370.944544 49.504147
  1258. L 371.612945 49.744315
  1259. L 372.281346 49.814799
  1260. L 372.281346 49.814799
  1261. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1262. </g>
  1263. <g id="text_4">
  1264. <g id="patch_6">
  1265. <path d="M 18.697188 53.610924
  1266. L 45.240938 53.610924
  1267. Q 47.640938 53.610924 47.640938 51.210924
  1268. L 47.640938 43.468424
  1269. Q 47.640938 41.068424 45.240938 41.068424
  1270. L 18.697188 41.068424
  1271. Q 16.297188 41.068424 16.297188 43.468424
  1272. L 16.297188 51.210924
  1273. Q 16.297188 53.610924 18.697188 53.610924
  1274. z
  1275. " style="fill:#ffffff;opacity:0.8;"/>
  1276. </g>
  1277. <!-- GSCSF -->
  1278. <defs>
  1279. <path d="M 64.40625 67.28125
  1280. L 64.40625 56.890625
  1281. Q 59.421875 61.53125 53.78125 63.8125
  1282. Q 48.140625 66.109375 41.796875 66.109375
  1283. Q 29.296875 66.109375 22.65625 58.46875
  1284. Q 16.015625 50.828125 16.015625 36.375
  1285. Q 16.015625 21.96875 22.65625 14.328125
  1286. Q 29.296875 6.6875 41.796875 6.6875
  1287. Q 48.140625 6.6875 53.78125 8.984375
  1288. Q 59.421875 11.28125 64.40625 15.921875
  1289. L 64.40625 5.609375
  1290. Q 59.234375 2.09375 53.4375 0.328125
  1291. Q 47.65625 -1.421875 41.21875 -1.421875
  1292. Q 24.65625 -1.421875 15.125 8.703125
  1293. Q 5.609375 18.84375 5.609375 36.375
  1294. Q 5.609375 53.953125 15.125 64.078125
  1295. Q 24.65625 74.21875 41.21875 74.21875
  1296. Q 47.75 74.21875 53.53125 72.484375
  1297. Q 59.328125 70.75 64.40625 67.28125
  1298. z
  1299. " id="DejaVuSans-43"/>
  1300. <path d="M 9.8125 72.90625
  1301. L 51.703125 72.90625
  1302. L 51.703125 64.59375
  1303. L 19.671875 64.59375
  1304. L 19.671875 43.109375
  1305. L 48.578125 43.109375
  1306. L 48.578125 34.8125
  1307. L 19.671875 34.8125
  1308. L 19.671875 0
  1309. L 9.8125 0
  1310. z
  1311. " id="DejaVuSans-46"/>
  1312. </defs>
  1313. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1314. <use xlink:href="#DejaVuSans-47"/>
  1315. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1316. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1317. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1318. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1319. </g>
  1320. </g>
  1321. <g id="text_5">
  1322. <g id="patch_7">
  1323. <path d="M 280.129663 50.475299
  1324. L 365.209663 50.475299
  1325. Q 366.409663 50.475299 366.409663 49.275299
  1326. L 366.409663 45.404049
  1327. Q 366.409663 44.204049 365.209663 44.204049
  1328. L 280.129663 44.204049
  1329. Q 278.929663 44.204049 278.929663 45.404049
  1330. L 278.929663 49.275299
  1331. Q 278.929663 50.475299 280.129663 50.475299
  1332. z
  1333. " style="fill:#ffffff;opacity:0.8;"/>
  1334. </g>
  1335. <!-- max: 649.643 $\bullet$ mean: 637.119 $\bullet$ $\sigma$: 4.102 -->
  1336. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1337. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1338. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1339. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1340. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1341. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1342. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1343. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
  1344. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
  1345. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1346. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
  1347. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
  1348. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-33"/>
  1349. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1350. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1351. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1352. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1353. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1354. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1355. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1356. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1357. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1358. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1359. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
  1360. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-37"/>
  1361. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1362. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-31"/>
  1363. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
  1364. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-39"/>
  1365. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1366. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1367. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1368. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1369. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1370. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1371. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-34"/>
  1372. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1373. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-31"/>
  1374. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-30"/>
  1375. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-32"/>
  1376. </g>
  1377. </g>
  1378. <g id="text_6">
  1379. <!-- 643.35 -->
  1380. <g style="fill:#d3d3d3;" transform="translate(7.2 51.284647)scale(0.03 -0.03)">
  1381. <use xlink:href="#DejaVuSans-36"/>
  1382. <use x="63.623047" xlink:href="#DejaVuSans-34"/>
  1383. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  1384. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1385. <use x="222.65625" xlink:href="#DejaVuSans-33"/>
  1386. <use x="286.279297" xlink:href="#DejaVuSans-35"/>
  1387. </g>
  1388. </g>
  1389. </g>
  1390. <g id="axes_3">
  1391. <g id="patch_8">
  1392. <path d="M 18.697188 92.898048
  1393. L 372.281346 92.898048
  1394. L 372.281346 67.351296
  1395. L 18.697188 67.351296
  1396. z
  1397. " style="fill:#ffffff;"/>
  1398. </g>
  1399. <g id="matplotlib.axis_5">
  1400. <g id="xtick_11"/>
  1401. <g id="xtick_12"/>
  1402. <g id="xtick_13"/>
  1403. <g id="xtick_14"/>
  1404. <g id="xtick_15"/>
  1405. </g>
  1406. <g id="matplotlib.axis_6"/>
  1407. <g id="line2d_5">
  1408. <path clip-path="url(#p4900704c40)" d="M 18.697188 78.392895
  1409. L 372.281346 78.392895
  1410. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1411. </g>
  1412. <g id="line2d_6">
  1413. <path clip-path="url(#p4900704c40)" d="M 18.697188 79.178438
  1414. L 20.702391 79.715973
  1415. L 22.707594 79.801767
  1416. L 24.712797 79.171834
  1417. L 25.381198 79.093545
  1418. L 28.723203 79.646587
  1419. L 29.391604 79.712319
  1420. L 31.396808 79.509046
  1421. L 34.070412 79.526074
  1422. L 35.407214 79.336662
  1423. L 36.075615 79.466439
  1424. L 36.744016 79.331734
  1425. L 37.412417 79.389693
  1426. L 38.080818 79.301197
  1427. L 39.41762 79.378813
  1428. L 40.086021 79.267803
  1429. L 40.754422 79.35839
  1430. L 42.759626 79.118679
  1431. L 43.428027 79.113472
  1432. L 44.096428 79.260505
  1433. L 45.43323 79.275039
  1434. L 46.101631 79.377933
  1435. L 47.438433 79.450622
  1436. L 48.775235 79.49622
  1437. L 50.780438 79.39345
  1438. L 53.454042 79.020991
  1439. L 54.122443 79.149609
  1440. L 55.459246 79.114373
  1441. L 56.127647 79.308526
  1442. L 58.13285 79.463282
  1443. L 58.801251 79.322221
  1444. L 59.469652 79.318236
  1445. L 60.138053 79.186419
  1446. L 62.143256 79.215776
  1447. L 63.480058 79.336206
  1448. L 65.485261 79.303009
  1449. L 70.164069 79.05599
  1450. L 70.83247 79.066021
  1451. L 71.500871 79.228374
  1452. L 74.842876 79.380449
  1453. L 76.179678 79.218012
  1454. L 82.863689 79.107924
  1455. L 84.868892 79.282358
  1456. L 88.879298 78.859331
  1457. L 92.221304 79.183749
  1458. L 93.558106 79.223333
  1459. L 94.894908 79.2521
  1460. L 96.23171 79.100636
  1461. L 97.568512 79.193427
  1462. L 101.578918 79.255744
  1463. L 104.920924 78.846485
  1464. L 108.93133 79.100232
  1465. L 110.268132 78.998539
  1466. L 112.941736 79.017865
  1467. L 115.615341 78.744346
  1468. L 116.952143 78.509656
  1469. L 117.620544 78.643088
  1470. L 118.288945 78.650272
  1471. L 120.294148 79.05982
  1472. L 121.63095 79.230393
  1473. L 122.967752 79.278693
  1474. L 123.636153 79.084954
  1475. L 124.304554 79.134393
  1476. L 125.641356 78.92879
  1477. L 126.309757 78.977329
  1478. L 127.64656 78.723757
  1479. L 128.314961 78.76211
  1480. L 128.983362 78.591868
  1481. L 129.651763 78.638253
  1482. L 130.988565 78.885769
  1483. L 132.993768 79.245775
  1484. L 134.33057 79.229244
  1485. L 137.004174 78.724647
  1486. L 139.009378 78.905541
  1487. L 139.677779 79.052615
  1488. L 140.34618 79.000433
  1489. L 141.682982 79.185622
  1490. L 143.019784 79.212826
  1491. L 147.03019 78.655023
  1492. L 150.372195 79.09369
  1493. L 155.051003 78.838732
  1494. L 155.719404 78.904754
  1495. L 156.387805 78.769376
  1496. L 157.056206 78.838028
  1497. L 158.393008 78.687434
  1498. L 162.403414 78.994667
  1499. L 164.408618 78.773714
  1500. L 168.419024 79.20705
  1501. L 170.424227 79.029459
  1502. L 172.42943 78.585637
  1503. L 174.434633 78.500402
  1504. L 175.103035 78.580761
  1505. L 175.771436 78.835326
  1506. L 176.439837 78.881566
  1507. L 177.108238 78.794148
  1508. L 179.781842 79.11459
  1509. L 180.450243 78.997048
  1510. L 182.455446 79.013983
  1511. L 185.797451 78.840699
  1512. L 186.465852 78.833649
  1513. L 187.134254 79.017855
  1514. L 188.471056 78.894465
  1515. L 191.813061 79.101765
  1516. L 192.481462 79.033579
  1517. L 193.149863 79.115066
  1518. L 194.486665 78.736541
  1519. L 195.823467 78.378771
  1520. L 199.165473 78.840781
  1521. L 199.833874 79.055141
  1522. L 201.170676 79.052232
  1523. L 205.849483 78.973436
  1524. L 207.854686 78.66789
  1525. L 208.523087 78.745433
  1526. L 209.191488 78.614114
  1527. L 209.859889 78.708054
  1528. L 211.196692 78.751458
  1529. L 211.865093 78.869383
  1530. L 212.533494 78.815182
  1531. L 213.201895 78.958127
  1532. L 213.870296 78.891421
  1533. L 214.538697 78.966853
  1534. L 217.212301 78.803733
  1535. L 217.880702 78.85016
  1536. L 219.217504 78.55394
  1537. L 219.885905 78.535545
  1538. L 220.554306 78.391493
  1539. L 221.891108 78.473115
  1540. L 224.564713 79.06717
  1541. L 225.901515 79.183759
  1542. L 227.238317 79.149775
  1543. L 229.24352 78.724254
  1544. L 231.248723 78.624041
  1545. L 231.917124 78.82925
  1546. L 233.253926 78.946823
  1547. L 233.922327 79.109404
  1548. L 235.25913 79.037274
  1549. L 236.595932 78.913843
  1550. L 238.601135 78.782036
  1551. L 239.937937 78.601485
  1552. L 241.94314 78.853576
  1553. L 243.279942 78.948582
  1554. L 243.948343 78.953137
  1555. L 245.953546 78.413646
  1556. L 247.290349 78.441968
  1557. L 250.632354 78.887695
  1558. L 251.300755 78.810162
  1559. L 251.969156 78.870232
  1560. L 253.305958 78.525515
  1561. L 253.974359 78.638678
  1562. L 256.647963 78.50033
  1563. L 257.984765 78.583245
  1564. L 259.989969 78.903657
  1565. L 261.995172 79.017379
  1566. L 262.663573 78.870459
  1567. L 263.331974 78.873182
  1568. L 264.000375 78.544334
  1569. L 266.005578 78.361236
  1570. L 266.673979 78.46885
  1571. L 267.34238 78.378057
  1572. L 268.010781 78.624165
  1573. L 274.026391 78.871339
  1574. L 274.694792 78.735527
  1575. L 275.363193 78.788372
  1576. L 278.036797 78.287067
  1577. L 278.705198 78.357685
  1578. L 279.373599 78.2315
  1579. L 281.378802 78.555369
  1580. L 282.047203 78.761644
  1581. L 284.720808 79.057739
  1582. L 286.05761 78.893895
  1583. L 288.062813 78.506396
  1584. L 291.404818 78.65258
  1585. L 292.74162 78.841941
  1586. L 296.752027 78.560762
  1587. L 298.088829 78.766913
  1588. L 298.75723 78.666741
  1589. L 299.425631 78.754853
  1590. L 301.430834 78.421782
  1591. L 302.767636 78.427185
  1592. L 303.436037 78.355832
  1593. L 304.772839 78.535359
  1594. L 308.114845 78.864031
  1595. L 309.451647 78.67524
  1596. L 310.120048 78.415343
  1597. L 310.788449 78.278299
  1598. L 312.125251 78.237007
  1599. L 313.462053 78.451336
  1600. L 315.467256 78.527523
  1601. L 316.135657 78.649713
  1602. L 317.472459 78.681264
  1603. L 318.809261 78.761944
  1604. L 320.814465 78.578649
  1605. L 321.482866 78.449762
  1606. L 322.151267 78.464803
  1607. L 322.819668 78.614083
  1608. L 324.15647 78.552191
  1609. L 324.824871 78.562749
  1610. L 325.493272 78.387042
  1611. L 326.161673 78.556725
  1612. L 326.830074 78.445539
  1613. L 327.498475 78.558391
  1614. L 328.166876 78.524014
  1615. L 329.503678 78.720548
  1616. L 330.172079 78.62813
  1617. L 330.84048 78.726531
  1618. L 332.177283 78.548071
  1619. L 337.524491 78.43057
  1620. L 339.529694 78.569871
  1621. L 342.203298 78.85282
  1622. L 344.208502 78.721397
  1623. L 345.545304 78.409215
  1624. L 346.882106 78.296953
  1625. L 349.55571 78.614238
  1626. L 352.229314 78.816341
  1627. L 352.897715 78.624558
  1628. L 354.234517 78.538258
  1629. L 354.902918 78.383481
  1630. L 360.250127 78.479906
  1631. L 362.923731 78.741251
  1632. L 364.928934 78.685508
  1633. L 366.265736 78.490485
  1634. L 366.934137 78.313122
  1635. L 367.602539 78.401959
  1636. L 368.27094 78.322107
  1637. L 369.607742 78.425053
  1638. L 370.276143 78.291146
  1639. L 370.944544 78.451853
  1640. L 371.612945 78.357095
  1641. L 372.281346 78.494088
  1642. L 372.281346 78.494088
  1643. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1644. </g>
  1645. <g id="text_7">
  1646. <g id="patch_9">
  1647. <path d="M 18.697188 81.286572
  1648. L 44.787188 81.286572
  1649. Q 47.187188 81.286572 47.187188 78.886572
  1650. L 47.187188 71.144072
  1651. Q 47.187188 68.744072 44.787188 68.744072
  1652. L 18.697188 68.744072
  1653. Q 16.297188 68.744072 16.297188 71.144072
  1654. L 16.297188 78.886572
  1655. Q 16.297188 81.286572 18.697188 81.286572
  1656. z
  1657. " style="fill:#ffffff;opacity:0.8;"/>
  1658. </g>
  1659. <!-- GSWM -->
  1660. <defs>
  1661. <path d="M 3.328125 72.90625
  1662. L 13.28125 72.90625
  1663. L 28.609375 11.28125
  1664. L 43.890625 72.90625
  1665. L 54.984375 72.90625
  1666. L 70.3125 11.28125
  1667. L 85.59375 72.90625
  1668. L 95.609375 72.90625
  1669. L 77.296875 0
  1670. L 64.890625 0
  1671. L 49.515625 63.28125
  1672. L 33.984375 0
  1673. L 21.578125 0
  1674. z
  1675. " id="DejaVuSans-57"/>
  1676. <path d="M 9.8125 72.90625
  1677. L 24.515625 72.90625
  1678. L 43.109375 23.296875
  1679. L 61.8125 72.90625
  1680. L 76.515625 72.90625
  1681. L 76.515625 0
  1682. L 66.890625 0
  1683. L 66.890625 64.015625
  1684. L 48.09375 14.015625
  1685. L 38.1875 14.015625
  1686. L 19.390625 64.015625
  1687. L 19.390625 0
  1688. L 9.8125 0
  1689. z
  1690. " id="DejaVuSans-4d"/>
  1691. </defs>
  1692. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1693. <use xlink:href="#DejaVuSans-47"/>
  1694. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1695. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1696. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1697. </g>
  1698. </g>
  1699. <g id="text_8">
  1700. <g id="patch_10">
  1701. <path d="M 280.129663 78.150947
  1702. L 365.209663 78.150947
  1703. Q 366.409663 78.150947 366.409663 76.950947
  1704. L 366.409663 73.079697
  1705. Q 366.409663 71.879697 365.209663 71.879697
  1706. L 280.129663 71.879697
  1707. Q 278.929663 71.879697 278.929663 73.079697
  1708. L 278.929663 76.950947
  1709. Q 278.929663 78.150947 280.129663 78.150947
  1710. z
  1711. " style="fill:#ffffff;opacity:0.8;"/>
  1712. </g>
  1713. <!-- max: 641.523 $\bullet$ mean: 637.703 $\bullet$ $\sigma$: 1.866 -->
  1714. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1715. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1716. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1717. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1718. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1719. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1720. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1721. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
  1722. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
  1723. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1724. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
  1725. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-32"/>
  1726. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-33"/>
  1727. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1728. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1729. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1730. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1731. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1732. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1733. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1734. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1735. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1736. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1737. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
  1738. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-37"/>
  1739. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1740. <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
  1741. <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-30"/>
  1742. <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-33"/>
  1743. <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
  1744. <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1745. <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
  1746. <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1747. <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1748. <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
  1749. <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
  1750. <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1751. <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-38"/>
  1752. <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-36"/>
  1753. <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-36"/>
  1754. </g>
  1755. </g>
  1756. <g id="text_9">
  1757. <!-- 640.57 -->
  1758. <g style="fill:#d3d3d3;" transform="translate(7.2 79.220708)scale(0.03 -0.03)">
  1759. <use xlink:href="#DejaVuSans-36"/>
  1760. <use x="63.623047" xlink:href="#DejaVuSans-34"/>
  1761. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  1762. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1763. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  1764. <use x="286.279297" xlink:href="#DejaVuSans-37"/>
  1765. </g>
  1766. </g>
  1767. </g>
  1768. <g id="axes_4">
  1769. <g id="patch_11">
  1770. <path d="M 18.697188 120.573696
  1771. L 372.281346 120.573696
  1772. L 372.281346 95.026944
  1773. L 18.697188 95.026944
  1774. z
  1775. " style="fill:#ffffff;"/>
  1776. </g>
  1777. <g id="matplotlib.axis_7">
  1778. <g id="xtick_16"/>
  1779. <g id="xtick_17"/>
  1780. <g id="xtick_18"/>
  1781. <g id="xtick_19"/>
  1782. <g id="xtick_20"/>
  1783. </g>
  1784. <g id="matplotlib.axis_8"/>
  1785. <g id="line2d_7">
  1786. <path clip-path="url(#p2b63837353)" d="M 18.697188 104.371645
  1787. L 372.281346 104.371645
  1788. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1789. </g>
  1790. <g id="line2d_8">
  1791. <path clip-path="url(#p2b63837353)" d="M 19.365589 109.007972
  1792. L 20.03399 109.30068
  1793. L 20.702391 107.882735
  1794. L 21.370792 110.711647
  1795. L 22.039193 111.091191
  1796. L 22.707594 109.807645
  1797. L 23.375995 109.110582
  1798. L 24.044396 107.720073
  1799. L 24.712797 104.588509
  1800. L 25.381198 105.795863
  1801. L 26.049599 109.486963
  1802. L 26.718 110.505772
  1803. L 27.386401 105.883763
  1804. L 28.054802 106.470044
  1805. L 28.723203 111.216311
  1806. L 29.391604 111.733212
  1807. L 30.728407 104.473702
  1808. L 31.396808 108.548416
  1809. L 32.065209 111.78472
  1810. L 32.73361 106.610608
  1811. L 33.402011 111.842309
  1812. L 34.070412 109.878911
  1813. L 34.738813 106.632418
  1814. L 35.407214 105.581649
  1815. L 36.075615 105.737818
  1816. L 36.744016 109.612861
  1817. L 37.412417 110.808914
  1818. L 38.749219 105.692348
  1819. L 39.41762 109.959706
  1820. L 40.086021 109.258289
  1821. L 40.754422 112.336784
  1822. L 41.422823 113.754733
  1823. L 42.091224 112.466295
  1824. L 42.759626 111.550297
  1825. L 43.428027 107.857429
  1826. L 44.096428 105.309027
  1827. L 44.764829 108.310913
  1828. L 45.43323 108.483844
  1829. L 46.101631 104.144725
  1830. L 46.770032 108.615779
  1831. L 47.438433 107.295097
  1832. L 48.106834 109.509512
  1833. L 48.775235 109.726968
  1834. L 49.443636 108.569486
  1835. L 50.112037 109.322533
  1836. L 50.780438 107.394788
  1837. L 51.448839 104.54012
  1838. L 52.11724 106.905078
  1839. L 52.785641 106.986
  1840. L 53.454042 109.829577
  1841. L 54.122443 106.978239
  1842. L 54.790845 103.288079
  1843. L 55.459246 104.563536
  1844. L 56.127647 107.049094
  1845. L 56.796048 106.574255
  1846. L 57.464449 108.190025
  1847. L 58.13285 106.951988
  1848. L 58.801251 107.298588
  1849. L 59.469652 109.311565
  1850. L 60.138053 107.066962
  1851. L 60.806454 108.205469
  1852. L 61.474855 110.618977
  1853. L 62.143256 108.752151
  1854. L 62.811657 103.710465
  1855. L 63.480058 105.709476
  1856. L 64.148459 109.125081
  1857. L 64.81686 108.980286
  1858. L 65.485261 111.334359
  1859. L 66.153662 109.036397
  1860. L 66.822064 111.711152
  1861. L 67.490465 107.050573
  1862. L 68.158866 108.511241
  1863. L 68.827267 106.640879
  1864. L 69.495668 110.800986
  1865. L 70.164069 110.381147
  1866. L 70.83247 106.965953
  1867. L 71.500871 107.007732
  1868. L 72.169272 109.84983
  1869. L 72.837673 110.040134
  1870. L 73.506074 108.113255
  1871. L 74.174475 107.308778
  1872. L 74.842876 107.085608
  1873. L 75.511277 103.065692
  1874. L 76.848079 109.101298
  1875. L 77.51648 108.165625
  1876. L 78.184881 108.677761
  1877. L 78.853283 108.713541
  1878. L 79.521684 110.039683
  1879. L 80.190085 108.197047
  1880. L 80.858486 108.607318
  1881. L 81.526887 107.909353
  1882. L 82.195288 104.593151
  1883. L 82.863689 109.309719
  1884. L 83.53209 109.885483
  1885. L 84.200491 104.643307
  1886. L 84.868892 109.377538
  1887. L 85.537293 110.640175
  1888. L 86.205694 107.807894
  1889. L 86.874095 107.981398
  1890. L 87.542496 105.780336
  1891. L 88.210897 106.974953
  1892. L 88.879298 110.001318
  1893. L 89.547699 107.001239
  1894. L 90.2161 110.017212
  1895. L 90.884502 109.307256
  1896. L 91.552903 103.740163
  1897. L 92.221304 109.5885
  1898. L 92.889705 109.015777
  1899. L 93.558106 103.736877
  1900. L 94.226507 105.131372
  1901. L 94.894908 110.993018
  1902. L 95.563309 112.552349
  1903. L 96.23171 107.765915
  1904. L 96.900111 105.323154
  1905. L 97.568512 103.863231
  1906. L 98.236913 105.361236
  1907. L 98.905314 110.008301
  1908. L 99.573715 104.894981
  1909. L 100.242116 104.956429
  1910. L 100.910517 109.302531
  1911. L 101.578918 106.760039
  1912. L 102.247319 105.710465
  1913. L 102.915721 107.246713
  1914. L 103.584122 105.234554
  1915. L 104.252523 104.802351
  1916. L 104.920924 105.088242
  1917. L 105.589325 107.477684
  1918. L 106.257726 105.223958
  1919. L 106.926127 102.224001
  1920. L 107.594528 105.54936
  1921. L 108.262929 105.586785
  1922. L 108.93133 104.562836
  1923. L 109.599731 109.084786
  1924. L 110.268132 107.186494
  1925. L 110.936533 105.812908
  1926. L 111.604934 108.957821
  1927. L 112.273335 110.378973
  1928. L 112.941736 105.183908
  1929. L 113.610137 109.919123
  1930. L 114.278538 110.461452
  1931. L 114.94694 105.192125
  1932. L 115.615341 107.887211
  1933. L 116.283742 109.885483
  1934. L 117.620544 105.366862
  1935. L 118.288945 107.71617
  1936. L 118.957346 104.911654
  1937. L 119.625747 104.999231
  1938. L 120.294148 110.602466
  1939. L 120.962549 110.54681
  1940. L 121.63095 102.251197
  1941. L 122.299351 105.91991
  1942. L 122.967752 107.630939
  1943. L 123.636153 108.907914
  1944. L 124.304554 109.844654
  1945. L 124.972955 107.3326
  1946. L 125.641356 107.605183
  1947. L 126.309757 113.178108
  1948. L 127.64656 105.094446
  1949. L 128.314961 104.597382
  1950. L 128.983362 110.227563
  1951. L 129.651763 109.648969
  1952. L 130.320164 106.593807
  1953. L 130.988565 106.94788
  1954. L 131.656966 110.053443
  1955. L 132.325367 108.94554
  1956. L 132.993768 111.005627
  1957. L 133.662169 110.28503
  1958. L 134.33057 106.320525
  1959. L 134.998971 106.909887
  1960. L 135.667372 110.640214
  1961. L 136.335773 110.980777
  1962. L 137.004174 111.172069
  1963. L 137.672575 109.49637
  1964. L 138.340976 109.451678
  1965. L 139.009378 106.465564
  1966. L 139.677779 107.392491
  1967. L 140.34618 108.017995
  1968. L 141.014581 105.046674
  1969. L 141.682982 107.246507
  1970. L 142.351383 112.140193
  1971. L 143.019784 107.543979
  1972. L 143.688185 111.23578
  1973. L 144.356586 110.437874
  1974. L 145.024987 107.253118
  1975. L 146.361789 106.617135
  1976. L 147.03019 106.613521
  1977. L 147.698591 107.630689
  1978. L 148.366992 107.230486
  1979. L 149.035393 106.090539
  1980. L 149.703794 109.36012
  1981. L 150.372195 109.771209
  1982. L 151.708998 107.697113
  1983. L 152.377399 105.869264
  1984. L 153.0458 109.165336
  1985. L 153.714201 108.57072
  1986. L 154.382602 106.526606
  1987. L 155.051003 109.151493
  1988. L 155.719404 105.683108
  1989. L 156.387805 109.93609
  1990. L 157.056206 107.681463
  1991. L 157.724607 107.234471
  1992. L 158.393008 112.023045
  1993. L 159.061409 110.667655
  1994. L 159.72981 107.800829
  1995. L 160.398211 109.000417
  1996. L 161.066612 107.998693
  1997. L 161.735013 102.754828
  1998. L 162.403414 110.350959
  1999. L 163.071816 108.593886
  2000. L 163.740217 110.799179
  2001. L 164.408618 106.372611
  2002. L 165.077019 105.205473
  2003. L 165.74542 104.922706
  2004. L 166.413821 106.199269
  2005. L 167.082222 110.263549
  2006. L 167.750623 106.830282
  2007. L 168.419024 108.788626
  2008. L 169.087425 109.189491
  2009. L 169.755826 106.022025
  2010. L 170.424227 106.946073
  2011. L 171.092628 107.48754
  2012. L 171.761029 110.485113
  2013. L 172.42943 109.350591
  2014. L 173.097831 104.403337
  2015. L 173.766232 106.097854
  2016. L 174.434633 103.244704
  2017. L 175.771436 108.697397
  2018. L 176.439837 111.109882
  2019. L 177.108238 109.488853
  2020. L 177.776639 103.792782
  2021. L 178.44504 103.990402
  2022. L 179.113441 104.350517
  2023. L 179.781842 107.635415
  2024. L 180.450243 108.688074
  2025. L 181.118644 105.946567
  2026. L 181.787045 108.302041
  2027. L 182.455446 109.903762
  2028. L 183.123847 106.781687
  2029. L 183.792248 109.954325
  2030. L 185.12905 108.258456
  2031. L 185.797451 105.760205
  2032. L 186.465852 111.28577
  2033. L 187.134254 111.683305
  2034. L 187.802655 107.159464
  2035. L 188.471056 108.832412
  2036. L 189.139457 108.790805
  2037. L 189.807858 109.461084
  2038. L 190.476259 110.543358
  2039. L 191.14466 106.253612
  2040. L 191.813061 108.646873
  2041. L 192.481462 109.696491
  2042. L 193.149863 105.867457
  2043. L 194.486665 110.13153
  2044. L 195.155066 109.756544
  2045. L 195.823467 108.490537
  2046. L 196.491868 107.50085
  2047. L 197.160269 107.135765
  2048. L 197.82867 110.368866
  2049. L 198.497071 106.854476
  2050. L 199.165473 108.61623
  2051. L 199.833874 109.826253
  2052. L 200.502275 104.270373
  2053. L 201.170676 107.798978
  2054. L 201.839077 109.968623
  2055. L 202.507478 108.171089
  2056. L 203.175879 110.878579
  2057. L 203.84428 110.541346
  2058. L 204.512681 109.47431
  2059. L 205.181082 110.28881
  2060. L 205.849483 109.749439
  2061. L 206.517884 105.105943
  2062. L 207.186285 107.061663
  2063. L 207.854686 109.66885
  2064. L 208.523087 108.119248
  2065. L 209.191488 108.916909
  2066. L 209.859889 110.503637
  2067. L 210.52829 105.963985
  2068. L 211.196692 108.588916
  2069. L 211.865093 108.014915
  2070. L 213.201895 110.595772
  2071. L 213.870296 104.444498
  2072. L 214.538697 107.020997
  2073. L 215.207098 108.62568
  2074. L 215.875499 106.663428
  2075. L 216.5439 106.570436
  2076. L 217.212301 109.129027
  2077. L 217.880702 109.68068
  2078. L 218.549103 109.443956
  2079. L 219.217504 106.77754
  2080. L 219.885905 108.640875
  2081. L 220.554306 109.366814
  2082. L 221.222707 108.654184
  2083. L 221.891108 108.836604
  2084. L 222.559509 111.32508
  2085. L 223.227911 109.760285
  2086. L 223.896312 107.878955
  2087. L 224.564713 109.681581
  2088. L 225.233114 110.389486
  2089. L 225.901515 107.990559
  2090. L 226.569916 108.736913
  2091. L 227.238317 108.400581
  2092. L 227.906718 105.698674
  2093. L 228.575119 105.742954
  2094. L 229.24352 109.876938
  2095. L 229.911921 109.518429
  2096. L 230.580322 106.872628
  2097. L 231.248723 110.710373
  2098. L 231.917124 107.432786
  2099. L 232.585525 102.029711
  2100. L 233.253926 106.260228
  2101. L 233.922327 109.364512
  2102. L 234.590728 106.71001
  2103. L 235.25913 107.012041
  2104. L 235.927531 110.39187
  2105. L 236.595932 107.560697
  2106. L 237.264333 109.265478
  2107. L 237.932734 111.795238
  2108. L 238.601135 107.047576
  2109. L 239.269536 107.385837
  2110. L 239.937937 111.189776
  2111. L 240.606338 110.441694
  2112. L 241.274739 106.238002
  2113. L 241.94314 106.559467
  2114. L 242.611541 107.401198
  2115. L 243.279942 108.839028
  2116. L 243.948343 111.71933
  2117. L 244.616744 108.595365
  2118. L 245.285145 106.110586
  2119. L 245.953546 108.932064
  2120. L 246.621947 109.670284
  2121. L 247.290349 107.81615
  2122. L 247.95875 110.06778
  2123. L 248.627151 107.89933
  2124. L 249.295552 102.580708
  2125. L 249.963953 107.447407
  2126. L 250.632354 110.462891
  2127. L 251.300755 111.251018
  2128. L 251.969156 111.400577
  2129. L 252.637557 108.288893
  2130. L 253.305958 106.518433
  2131. L 253.974359 108.815
  2132. L 254.64276 105.707135
  2133. L 255.311161 109.106023
  2134. L 255.979562 107.425637
  2135. L 256.647963 110.266917
  2136. L 257.316364 106.067662
  2137. L 257.984765 100.817226
  2138. L 258.653166 102.695598
  2139. L 259.321568 110.005137
  2140. L 259.989969 109.989365
  2141. L 260.65837 108.106145
  2142. L 261.326771 107.379755
  2143. L 261.995172 105.768584
  2144. L 262.663573 107.373884
  2145. L 263.331974 109.774373
  2146. L 264.000375 111.440215
  2147. L 264.668776 110.606819
  2148. L 265.337177 107.686555
  2149. L 266.005578 107.688279
  2150. L 266.673979 109.601731
  2151. L 267.34238 110.561309
  2152. L 268.010781 110.377699
  2153. L 268.679182 107.867741
  2154. L 269.347583 104.645726
  2155. L 270.015984 102.895147
  2156. L 270.684385 106.984277
  2157. L 271.352787 106.944844
  2158. L 272.021188 108.535925
  2159. L 272.689589 107.808384
  2160. L 273.35799 105.1248
  2161. L 274.026391 107.825106
  2162. L 274.694792 106.614795
  2163. L 275.363193 110.870489
  2164. L 276.031594 112.132676
  2165. L 276.699995 105.265526
  2166. L 277.368396 108.992773
  2167. L 278.036797 110.205508
  2168. L 278.705198 108.254347
  2169. L 279.373599 103.458135
  2170. L 280.042 104.144597
  2171. L 280.710401 109.22153
  2172. L 281.378802 110.615897
  2173. L 282.047203 110.593965
  2174. L 282.715604 109.656319
  2175. L 283.384006 112.458245
  2176. L 284.052407 108.844698
  2177. L 284.720808 110.463259
  2178. L 285.389209 107.54369
  2179. L 286.05761 110.214871
  2180. L 287.394412 113.067076
  2181. L 288.062813 109.519369
  2182. L 288.731214 110.515839
  2183. L 289.399615 111.158271
  2184. L 290.736417 108.672835
  2185. L 291.404818 111.92968
  2186. L 292.073219 111.260959
  2187. L 292.74162 110.385916
  2188. L 293.410021 110.858781
  2189. L 294.078422 111.673776
  2190. L 294.746823 109.977824
  2191. L 295.415225 111.002547
  2192. L 296.083626 109.517484
  2193. L 296.752027 110.063177
  2194. L 297.420428 111.022717
  2195. L 298.088829 110.745086
  2196. L 298.75723 109.800457
  2197. L 299.425631 111.636557
  2198. L 300.094032 105.350512
  2199. L 300.762433 109.049089
  2200. L 301.430834 109.98086
  2201. L 302.099235 104.753511
  2202. L 302.767636 109.207438
  2203. L 303.436037 108.089305
  2204. L 304.104438 104.764313
  2205. L 304.772839 107.791011
  2206. L 305.44124 109.3639
  2207. L 306.109641 108.881746
  2208. L 306.778042 109.644283
  2209. L 307.446444 107.542995
  2210. L 308.114845 108.125697
  2211. L 308.783246 112.02448
  2212. L 309.451647 110.065645
  2213. L 310.120048 109.485979
  2214. L 310.788449 107.89744
  2215. L 311.45685 104.258503
  2216. L 312.125251 107.986162
  2217. L 312.793652 107.717199
  2218. L 313.462053 110.39068
  2219. L 314.130454 108.552519
  2220. L 314.798855 103.515558
  2221. L 315.467256 110.070777
  2222. L 316.135657 111.031467
  2223. L 316.804058 106.409992
  2224. L 317.472459 108.147057
  2225. L 318.14086 108.273327
  2226. L 318.809261 105.087747
  2227. L 319.477663 109.320031
  2228. L 320.146064 109.734078
  2229. L 320.814465 108.523521
  2230. L 321.482866 108.895139
  2231. L 322.151267 112.668924
  2232. L 324.15647 106.447206
  2233. L 324.824871 105.204117
  2234. L 325.493272 107.024199
  2235. L 326.161673 109.734117
  2236. L 326.830074 108.928573
  2237. L 327.498475 106.328369
  2238. L 328.166876 108.359709
  2239. L 328.835277 105.744394
  2240. L 329.503678 105.549032
  2241. L 330.172079 110.237631
  2242. L 330.84048 111.011831
  2243. L 331.508882 110.908771
  2244. L 332.177283 111.485397
  2245. L 333.514085 107.022642
  2246. L 334.182486 106.127181
  2247. L 334.850887 104.413977
  2248. L 335.519288 109.221486
  2249. L 336.187689 110.695341
  2250. L 336.85609 110.401605
  2251. L 337.524491 106.086763
  2252. L 338.192892 107.263592
  2253. L 338.861293 111.220414
  2254. L 339.529694 111.332391
  2255. L 340.198095 108.813315
  2256. L 340.866496 109.989076
  2257. L 341.534897 110.768663
  2258. L 342.203298 111.103144
  2259. L 342.871699 111.169195
  2260. L 344.208502 104.030735
  2261. L 344.876903 110.067202
  2262. L 345.545304 112.660996
  2263. L 346.213705 106.298632
  2264. L 346.882106 106.136915
  2265. L 347.550507 103.163782
  2266. L 348.218908 107.334202
  2267. L 348.887309 109.068808
  2268. L 350.224111 107.23525
  2269. L 350.892512 107.586698
  2270. L 351.560913 106.06536
  2271. L 352.229314 109.957899
  2272. L 352.897715 107.355644
  2273. L 353.566116 105.668937
  2274. L 354.234517 109.822306
  2275. L 354.902918 108.438085
  2276. L 355.57132 104.61143
  2277. L 356.239721 105.29305
  2278. L 356.908122 102.939794
  2279. L 357.576523 108.595282
  2280. L 358.244924 109.240015
  2281. L 358.913325 104.907467
  2282. L 359.581726 106.577252
  2283. L 360.250127 109.188012
  2284. L 360.918528 107.309518
  2285. L 361.586929 111.156586
  2286. L 362.25533 111.195975
  2287. L 362.923731 109.698998
  2288. L 363.592132 110.875827
  2289. L 364.260533 111.436763
  2290. L 364.928934 112.512054
  2291. L 365.597335 111.951696
  2292. L 366.934137 112.08392
  2293. L 367.602539 111.06211
  2294. L 368.27094 112.631053
  2295. L 368.939341 108.26889
  2296. L 369.607742 109.149397
  2297. L 370.276143 110.78353
  2298. L 370.944544 110.367348
  2299. L 371.612945 106.819108
  2300. L 372.281346 111.740028
  2301. L 372.281346 111.740028
  2302. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2303. </g>
  2304. <g id="text_10">
  2305. <g id="patch_12">
  2306. <path d="M 18.697188 108.96222
  2307. L 46.430938 108.96222
  2308. Q 48.830938 108.96222 48.830938 106.56222
  2309. L 48.830938 98.81972
  2310. Q 48.830938 96.41972 46.430938 96.41972
  2311. L 18.697188 96.41972
  2312. Q 16.297188 96.41972 16.297188 98.81972
  2313. L 16.297188 106.56222
  2314. Q 16.297188 108.96222 18.697188 108.96222
  2315. z
  2316. " style="fill:#ffffff;opacity:0.8;"/>
  2317. </g>
  2318. <!-- DVARS -->
  2319. <defs>
  2320. <path d="M 19.671875 64.796875
  2321. L 19.671875 8.109375
  2322. L 31.59375 8.109375
  2323. Q 46.6875 8.109375 53.6875 14.9375
  2324. Q 60.6875 21.78125 60.6875 36.53125
  2325. Q 60.6875 51.171875 53.6875 57.984375
  2326. Q 46.6875 64.796875 31.59375 64.796875
  2327. z
  2328. M 9.8125 72.90625
  2329. L 30.078125 72.90625
  2330. Q 51.265625 72.90625 61.171875 64.09375
  2331. Q 71.09375 55.28125 71.09375 36.53125
  2332. Q 71.09375 17.671875 61.125 8.828125
  2333. Q 51.171875 0 30.078125 0
  2334. L 9.8125 0
  2335. z
  2336. " id="DejaVuSans-44"/>
  2337. <path d="M 28.609375 0
  2338. L 0.78125 72.90625
  2339. L 11.078125 72.90625
  2340. L 34.1875 11.53125
  2341. L 57.328125 72.90625
  2342. L 67.578125 72.90625
  2343. L 39.796875 0
  2344. z
  2345. " id="DejaVuSans-56"/>
  2346. <path d="M 34.1875 63.1875
  2347. L 20.796875 26.90625
  2348. L 47.609375 26.90625
  2349. z
  2350. M 28.609375 72.90625
  2351. L 39.796875 72.90625
  2352. L 67.578125 0
  2353. L 57.328125 0
  2354. L 50.6875 18.703125
  2355. L 17.828125 18.703125
  2356. L 11.1875 0
  2357. L 0.78125 0
  2358. z
  2359. " id="DejaVuSans-41"/>
  2360. <path d="M 44.390625 34.1875
  2361. Q 47.5625 33.109375 50.5625 29.59375
  2362. Q 53.5625 26.078125 56.59375 19.921875
  2363. L 66.609375 0
  2364. L 56 0
  2365. L 46.6875 18.703125
  2366. Q 43.0625 26.03125 39.671875 28.421875
  2367. Q 36.28125 30.8125 30.421875 30.8125
  2368. L 19.671875 30.8125
  2369. L 19.671875 0
  2370. L 9.8125 0
  2371. L 9.8125 72.90625
  2372. L 32.078125 72.90625
  2373. Q 44.578125 72.90625 50.734375 67.671875
  2374. Q 56.890625 62.453125 56.890625 51.90625
  2375. Q 56.890625 45.015625 53.6875 40.46875
  2376. Q 50.484375 35.9375 44.390625 34.1875
  2377. z
  2378. M 19.671875 64.796875
  2379. L 19.671875 38.921875
  2380. L 32.078125 38.921875
  2381. Q 39.203125 38.921875 42.84375 42.21875
  2382. Q 46.484375 45.515625 46.484375 51.90625
  2383. Q 46.484375 58.296875 42.84375 61.546875
  2384. Q 39.203125 64.796875 32.078125 64.796875
  2385. z
  2386. " id="DejaVuSans-52"/>
  2387. </defs>
  2388. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2389. <use xlink:href="#DejaVuSans-44"/>
  2390. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2391. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2392. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2393. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2394. </g>
  2395. </g>
  2396. <g id="text_11">
  2397. <g id="patch_13">
  2398. <path d="M 290.289663 105.826595
  2399. L 365.209663 105.826595
  2400. Q 366.409663 105.826595 366.409663 104.626595
  2401. L 366.409663 100.755345
  2402. Q 366.409663 99.555345 365.209663 99.555345
  2403. L 290.289663 99.555345
  2404. Q 289.089663 99.555345 289.089663 100.755345
  2405. L 289.089663 104.626595
  2406. Q 289.089663 105.826595 290.289663 105.826595
  2407. z
  2408. " style="fill:#ffffff;opacity:0.8;"/>
  2409. </g>
  2410. <!-- max: 1.410 $\bullet$ mean: 1.228 $\bullet$ $\sigma$: 0.056 -->
  2411. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2412. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2413. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2414. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2415. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2416. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2417. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2418. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2419. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  2420. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-31"/>
  2421. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  2422. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2423. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2424. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2425. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2426. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2427. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2428. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2429. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2430. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2431. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2432. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2433. <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
  2434. <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-32"/>
  2435. <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-38"/>
  2436. <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
  2437. <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2438. <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
  2439. <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2440. <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2441. <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
  2442. <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
  2443. <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2444. <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
  2445. <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-35"/>
  2446. <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
  2447. </g>
  2448. </g>
  2449. <g id="text_12">
  2450. <!-- 1.32 -->
  2451. <g style="fill:#d3d3d3;" transform="translate(11.0175 105.199457)scale(0.03 -0.03)">
  2452. <use xlink:href="#DejaVuSans-31"/>
  2453. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2454. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2455. <use x="159.033203" xlink:href="#DejaVuSans-32"/>
  2456. </g>
  2457. </g>
  2458. </g>
  2459. <g id="axes_5">
  2460. <g id="patch_14">
  2461. <path d="M 18.697188 148.249344
  2462. L 372.281346 148.249344
  2463. L 372.281346 122.702592
  2464. L 18.697188 122.702592
  2465. z
  2466. " style="fill:#ffffff;"/>
  2467. </g>
  2468. <g id="matplotlib.axis_9">
  2469. <g id="xtick_21"/>
  2470. <g id="xtick_22"/>
  2471. <g id="xtick_23"/>
  2472. <g id="xtick_24"/>
  2473. <g id="xtick_25"/>
  2474. </g>
  2475. <g id="matplotlib.axis_10"/>
  2476. <g id="line2d_9">
  2477. <path clip-path="url(#pd2c3b797ea)" d="M 18.697188 131.318117
  2478. L 372.281346 131.318117
  2479. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2480. </g>
  2481. <g id="line2d_10">
  2482. <path clip-path="url(#pd2c3b797ea)" d="M 19.365589 139.184063
  2483. L 20.03399 135.575648
  2484. L 20.702391 139.253716
  2485. L 21.370792 143.991798
  2486. L 22.039193 143.489548
  2487. L 22.707594 135.041961
  2488. L 23.375995 138.808366
  2489. L 24.044396 144.30175
  2490. L 24.712797 143.453058
  2491. L 25.381198 138.936613
  2492. L 26.049599 142.87744
  2493. L 26.718 143.899187
  2494. L 27.386401 140.118903
  2495. L 28.054802 137.268885
  2496. L 28.723203 139.650646
  2497. L 29.391604 143.504205
  2498. L 30.060005 142.181226
  2499. L 30.728407 139.204554
  2500. L 31.396808 140.585892
  2501. L 32.065209 144.049568
  2502. L 32.73361 137.93308
  2503. L 33.402011 137.548693
  2504. L 34.070412 136.050238
  2505. L 34.738813 140.61399
  2506. L 35.407214 143.836727
  2507. L 36.075615 141.852951
  2508. L 36.744016 140.808311
  2509. L 37.412417 140.636816
  2510. L 38.080818 134.531954
  2511. L 38.749219 135.59371
  2512. L 39.41762 144.729448
  2513. L 40.086021 138.521863
  2514. L 40.754422 135.918294
  2515. L 41.422823 134.580704
  2516. L 42.091224 135.113605
  2517. L 42.759626 141.344965
  2518. L 43.428027 144.7662
  2519. L 44.096428 140.254987
  2520. L 44.764829 142.703883
  2521. L 45.43323 135.766895
  2522. L 46.101631 134.633882
  2523. L 46.770032 132.84541
  2524. L 47.438433 132.07116
  2525. L 48.106834 133.108583
  2526. L 48.775235 132.264221
  2527. L 49.443636 136.393674
  2528. L 50.112037 138.413368
  2529. L 50.780438 144.699294
  2530. L 51.448839 134.030716
  2531. L 52.11724 130.095962
  2532. L 52.785641 132.160862
  2533. L 53.454042 142.882984
  2534. L 54.122443 131.102177
  2535. L 54.790845 132.282495
  2536. L 55.459246 138.530076
  2537. L 56.127647 138.716386
  2538. L 56.796048 131.726339
  2539. L 57.464449 129.078025
  2540. L 58.13285 137.206885
  2541. L 58.801251 140.640353
  2542. L 59.469652 139.834545
  2543. L 60.138053 129.119668
  2544. L 60.806454 132.773367
  2545. L 61.474855 145.509369
  2546. L 62.143256 136.894588
  2547. L 62.811657 137.019494
  2548. L 63.480058 132.514824
  2549. L 64.148459 134.014452
  2550. L 64.81686 144.543022
  2551. L 65.485261 137.598213
  2552. L 66.153662 133.291584
  2553. L 66.822064 144.299004
  2554. L 67.490465 139.493078
  2555. L 68.158866 136.920426
  2556. L 68.827267 129.219758
  2557. L 69.495668 139.381751
  2558. L 70.164069 139.565196
  2559. L 70.83247 132.937634
  2560. L 71.500871 130.225329
  2561. L 72.169272 131.63509
  2562. L 72.837673 132.484036
  2563. L 73.506074 136.386608
  2564. L 74.174475 141.317059
  2565. L 74.842876 143.074758
  2566. L 76.179678 131.24064
  2567. L 76.848079 136.487978
  2568. L 77.51648 143.361387
  2569. L 78.184881 136.580228
  2570. L 78.853283 132.945573
  2571. L 80.190085 144.621287
  2572. L 80.858486 142.931531
  2573. L 81.526887 138.922229
  2574. L 82.195288 133.717892
  2575. L 82.863689 134.878762
  2576. L 83.53209 139.19668
  2577. L 84.200491 145.148313
  2578. L 85.537293 137.052151
  2579. L 86.205694 134.695161
  2580. L 86.874095 133.477353
  2581. L 87.542496 136.251742
  2582. L 88.210897 144.875536
  2583. L 88.879298 140.241222
  2584. L 89.547699 132.758675
  2585. L 90.2161 137.015073
  2586. L 90.884502 140.471046
  2587. L 91.552903 137.959942
  2588. L 92.221304 138.390999
  2589. L 92.889705 141.803667
  2590. L 93.558106 138.569034
  2591. L 94.226507 130.139171
  2592. L 94.894908 134.671278
  2593. L 95.563309 143.194357
  2594. L 96.23171 134.3026
  2595. L 96.900111 129.795873
  2596. L 97.568512 130.450575
  2597. L 98.236913 132.992284
  2598. L 98.905314 143.630859
  2599. L 99.573715 129.485903
  2600. L 100.242116 126.901608
  2601. L 100.910517 141.031019
  2602. L 101.578918 133.644097
  2603. L 102.247319 132.729894
  2604. L 102.915721 138.980099
  2605. L 103.584122 132.876557
  2606. L 104.252523 124.875296
  2607. L 104.920924 130.513923
  2608. L 105.589325 141.763813
  2609. L 106.257726 132.330798
  2610. L 106.926127 137.836699
  2611. L 107.594528 136.56786
  2612. L 108.262929 127.92768
  2613. L 108.93133 130.72997
  2614. L 109.599731 144.114395
  2615. L 110.268132 130.261909
  2616. L 110.936533 132.46861
  2617. L 111.604934 142.510222
  2618. L 112.273335 136.228905
  2619. L 112.941736 133.656348
  2620. L 113.610137 138.138248
  2621. L 114.278538 140.847337
  2622. L 114.94694 132.222501
  2623. L 115.615341 131.508903
  2624. L 116.283742 133.252909
  2625. L 116.952143 143.768541
  2626. L 117.620544 137.094473
  2627. L 118.288945 133.934905
  2628. L 118.957346 129.078964
  2629. L 119.625747 129.233775
  2630. L 120.294148 140.389169
  2631. L 120.962549 139.446059
  2632. L 121.63095 133.940412
  2633. L 122.299351 130.048577
  2634. L 122.967752 131.826498
  2635. L 123.636153 138.261236
  2636. L 124.304554 138.200596
  2637. L 124.972955 132.706343
  2638. L 125.641356 129.186362
  2639. L 126.309757 142.323965
  2640. L 126.978159 128.736276
  2641. L 127.64656 140.738187
  2642. L 128.314961 134.768323
  2643. L 128.983362 138.29445
  2644. L 129.651763 138.886294
  2645. L 130.320164 130.304588
  2646. L 130.988565 131.645792
  2647. L 131.656966 144.260233
  2648. L 132.325367 132.077018
  2649. L 132.993768 137.277964
  2650. L 133.662169 141.211711
  2651. L 134.33057 132.921729
  2652. L 134.998971 134.448567
  2653. L 135.667372 137.797921
  2654. L 136.335773 143.503723
  2655. L 137.004174 138.867847
  2656. L 137.672575 135.024918
  2657. L 138.340976 136.528566
  2658. L 139.009378 142.763566
  2659. L 139.677779 141.067656
  2660. L 140.34618 136.541146
  2661. L 141.014581 133.654012
  2662. L 141.682982 136.8449
  2663. L 142.351383 144.071863
  2664. L 143.019784 144.003009
  2665. L 143.688185 142.62916
  2666. L 144.356586 139.664264
  2667. L 145.024987 135.388786
  2668. L 145.693388 135.26835
  2669. L 146.361789 139.712678
  2670. L 147.03019 141.792317
  2671. L 147.698591 142.228313
  2672. L 149.035393 133.019683
  2673. L 149.703794 131.191895
  2674. L 150.372195 137.252527
  2675. L 151.040597 141.7056
  2676. L 151.708998 142.757687
  2677. L 152.377399 138.340302
  2678. L 153.0458 132.813761
  2679. L 153.714201 133.652377
  2680. L 154.382602 133.327615
  2681. L 155.051003 136.917229
  2682. L 155.719404 144.895686
  2683. L 156.387805 137.63453
  2684. L 157.056206 133.895478
  2685. L 157.724607 135.642212
  2686. L 158.393008 145.070636
  2687. L 159.061409 135.24562
  2688. L 159.72981 136.055279
  2689. L 160.398211 144.568279
  2690. L 161.066612 130.645973
  2691. L 161.735013 132.65339
  2692. L 162.403414 135.216873
  2693. L 163.071816 140.726445
  2694. L 163.740217 134.836714
  2695. L 164.408618 140.580136
  2696. L 165.077019 131.456868
  2697. L 165.74542 133.133582
  2698. L 166.413821 137.343388
  2699. L 167.082222 143.924036
  2700. L 167.750623 138.045041
  2701. L 168.419024 134.080847
  2702. L 169.087425 133.966076
  2703. L 169.755826 137.85996
  2704. L 170.424227 144.450738
  2705. L 171.092628 137.400368
  2706. L 171.761029 133.479319
  2707. L 172.42943 131.512298
  2708. L 173.097831 136.623022
  2709. L 173.766232 144.53386
  2710. L 174.434633 133.939356
  2711. L 175.103035 133.38786
  2712. L 175.771436 132.423571
  2713. L 176.439837 135.092033
  2714. L 177.108238 129.376729
  2715. L 177.776639 138.34892
  2716. L 178.44504 138.50737
  2717. L 179.113441 142.928906
  2718. L 179.781842 136.032357
  2719. L 180.450243 139.762276
  2720. L 181.118644 134.588438
  2721. L 181.787045 131.434332
  2722. L 182.455446 140.877581
  2723. L 183.123847 143.063952
  2724. L 183.792248 143.23141
  2725. L 184.460649 133.246187
  2726. L 185.12905 133.12986
  2727. L 185.797451 133.477212
  2728. L 186.465852 140.981269
  2729. L 187.134254 143.424356
  2730. L 187.802655 141.516665
  2731. L 189.139457 139.380483
  2732. L 189.807858 141.551309
  2733. L 190.476259 138.606538
  2734. L 191.14466 138.379884
  2735. L 191.813061 144.382217
  2736. L 193.149863 136.182279
  2737. L 193.818264 138.910388
  2738. L 194.486665 144.613919
  2739. L 195.823467 141.771121
  2740. L 196.491868 138.586149
  2741. L 197.160269 138.773958
  2742. L 197.82867 140.288055
  2743. L 198.497071 143.975181
  2744. L 199.165473 142.894748
  2745. L 199.833874 139.59216
  2746. L 200.502275 136.919213
  2747. L 201.170676 136.849958
  2748. L 201.839077 138.262554
  2749. L 202.507478 142.048908
  2750. L 203.175879 143.256114
  2751. L 203.84428 141.467568
  2752. L 204.512681 141.011727
  2753. L 205.181082 144.70443
  2754. L 205.849483 138.519496
  2755. L 206.517884 137.837749
  2756. L 207.186285 139.156806
  2757. L 207.854686 144.494922
  2758. L 208.523087 144.1521
  2759. L 209.191488 140.91468
  2760. L 209.859889 139.36939
  2761. L 210.52829 134.838507
  2762. L 211.196692 135.239351
  2763. L 211.865093 139.623924
  2764. L 212.533494 142.049928
  2765. L 213.201895 143.637954
  2766. L 213.870296 140.94729
  2767. L 214.538697 135.981083
  2768. L 215.207098 133.06176
  2769. L 215.875499 135.523405
  2770. L 216.5439 139.112568
  2771. L 217.212301 145.603523
  2772. L 217.880702 138.660121
  2773. L 218.549103 136.297722
  2774. L 219.217504 136.346794
  2775. L 219.885905 142.795794
  2776. L 220.554306 140.578499
  2777. L 221.222707 136.725294
  2778. L 221.891108 139.654539
  2779. L 222.559509 144.603603
  2780. L 223.227911 137.572292
  2781. L 223.896312 137.890914
  2782. L 224.564713 144.818889
  2783. L 225.233114 139.890936
  2784. L 225.901515 136.654549
  2785. L 226.569916 136.001005
  2786. L 227.238317 134.118032
  2787. L 227.906718 137.215792
  2788. L 228.575119 142.897129
  2789. L 229.24352 139.505473
  2790. L 229.911921 134.721084
  2791. L 230.580322 136.997983
  2792. L 231.248723 144.745979
  2793. L 231.917124 136.245894
  2794. L 232.585525 135.341872
  2795. L 233.253926 138.262521
  2796. L 233.922327 138.8505
  2797. L 234.590728 137.501755
  2798. L 235.25913 138.677141
  2799. L 235.927531 143.909285
  2800. L 236.595932 136.997116
  2801. L 237.264333 138.644639
  2802. L 237.932734 142.705006
  2803. L 238.601135 143.687683
  2804. L 239.269536 138.077353
  2805. L 239.937937 136.198592
  2806. L 241.274739 142.88798
  2807. L 241.94314 139.430957
  2808. L 242.611541 138.528079
  2809. L 243.279942 136.12428
  2810. L 243.948343 136.007264
  2811. L 244.616744 143.02295
  2812. L 245.285145 140.329921
  2813. L 245.953546 135.735987
  2814. L 246.621947 136.84709
  2815. L 247.290349 141.384365
  2816. L 247.95875 142.812005
  2817. L 248.627151 136.471965
  2818. L 249.295552 133.668438
  2819. L 249.963953 136.297225
  2820. L 250.632354 141.864267
  2821. L 251.300755 144.250374
  2822. L 252.637557 136.925553
  2823. L 253.305958 136.370378
  2824. L 253.974359 140.296713
  2825. L 254.64276 141.530531
  2826. L 255.311161 139.965155
  2827. L 256.647963 130.419493
  2828. L 257.316364 141.5281
  2829. L 257.984765 133.257601
  2830. L 258.653166 134.140587
  2831. L 259.321568 144.854825
  2832. L 260.65837 137.233963
  2833. L 261.995172 138.615536
  2834. L 262.663573 137.02387
  2835. L 263.331974 141.424857
  2836. L 264.000375 143.473964
  2837. L 264.668776 137.16478
  2838. L 265.337177 135.738876
  2839. L 266.005578 138.810116
  2840. L 266.673979 143.985929
  2841. L 267.34238 135.627457
  2842. L 268.010781 134.608114
  2843. L 268.679182 136.923234
  2844. L 269.347583 143.359714
  2845. L 270.015984 134.354614
  2846. L 270.684385 133.772608
  2847. L 271.352787 133.688053
  2848. L 272.689589 144.582148
  2849. L 273.35799 138.260605
  2850. L 274.026391 135.929802
  2851. L 274.694792 139.408633
  2852. L 275.363193 144.355551
  2853. L 276.031594 139.382759
  2854. L 276.699995 136.350885
  2855. L 277.368396 141.341672
  2856. L 278.036797 140.479102
  2857. L 278.705198 135.522798
  2858. L 279.373599 132.229648
  2859. L 280.042 134.87751
  2860. L 281.378802 142.648376
  2861. L 282.047203 144.01283
  2862. L 282.715604 142.263855
  2863. L 283.384006 144.043278
  2864. L 284.052407 144.786513
  2865. L 284.720808 140.780801
  2866. L 285.389209 135.367108
  2867. L 286.05761 137.703208
  2868. L 286.726011 143.673536
  2869. L 287.394412 141.961892
  2870. L 288.062813 135.770361
  2871. L 288.731214 138.983456
  2872. L 289.399615 143.164379
  2873. L 290.068016 136.615824
  2874. L 290.736417 142.479077
  2875. L 291.404818 140.747493
  2876. L 292.073219 134.707913
  2877. L 292.74162 137.151935
  2878. L 293.410021 144.48068
  2879. L 294.746823 137.51636
  2880. L 295.415225 138.263078
  2881. L 296.083626 143.889007
  2882. L 296.752027 141.151378
  2883. L 297.420428 137.427693
  2884. L 298.088829 138.897385
  2885. L 298.75723 143.255778
  2886. L 299.425631 144.902
  2887. L 300.094032 140.471993
  2888. L 300.762433 138.122643
  2889. L 301.430834 138.11503
  2890. L 302.099235 142.558503
  2891. L 302.767636 141.840942
  2892. L 303.436037 143.478202
  2893. L 304.104438 143.571035
  2894. L 304.772839 137.258953
  2895. L 305.44124 136.641879
  2896. L 306.109641 144.235444
  2897. L 306.778042 140.794022
  2898. L 307.446444 135.323311
  2899. L 308.114845 137.047826
  2900. L 308.783246 142.158867
  2901. L 309.451647 143.905031
  2902. L 310.120048 143.399708
  2903. L 310.788449 136.729837
  2904. L 311.45685 132.445435
  2905. L 312.793652 144.330937
  2906. L 313.462053 141.964057
  2907. L 314.130454 138.400301
  2908. L 314.798855 136.615484
  2909. L 315.467256 142.866973
  2910. L 316.135657 139.919957
  2911. L 316.804058 135.075125
  2912. L 317.472459 138.798457
  2913. L 318.14086 140.480224
  2914. L 318.809261 140.738991
  2915. L 319.477663 144.258519
  2916. L 320.146064 143.639546
  2917. L 320.814465 140.815504
  2918. L 321.482866 138.79479
  2919. L 322.151267 144.762162
  2920. L 323.488069 135.395298
  2921. L 324.15647 134.680222
  2922. L 324.824871 133.510201
  2923. L 325.493272 142.241086
  2924. L 326.161673 142.599136
  2925. L 326.830074 143.677295
  2926. L 327.498475 140.489152
  2927. L 328.166876 135.703929
  2928. L 328.835277 138.259343
  2929. L 329.503678 145.102579
  2930. L 330.172079 143.004516
  2931. L 330.84048 139.659781
  2932. L 331.508882 138.371953
  2933. L 332.845684 140.076713
  2934. L 333.514085 143.438897
  2935. L 334.182486 141.316975
  2936. L 334.850887 137.933886
  2937. L 335.519288 138.541422
  2938. L 336.187689 142.850682
  2939. L 336.85609 141.008918
  2940. L 337.524491 136.474976
  2941. L 338.192892 141.237096
  2942. L 338.861293 143.400223
  2943. L 339.529694 136.820008
  2944. L 340.198095 140.039168
  2945. L 340.866496 142.533086
  2946. L 341.534897 137.710329
  2947. L 342.203298 139.715165
  2948. L 342.871699 142.817691
  2949. L 343.540101 142.223725
  2950. L 344.208502 135.17873
  2951. L 344.876903 135.72713
  2952. L 345.545304 142.930669
  2953. L 346.213705 136.07306
  2954. L 346.882106 142.098429
  2955. L 347.550507 138.236595
  2956. L 348.218908 133.295925
  2957. L 348.887309 136.822034
  2958. L 349.55571 143.186708
  2959. L 350.224111 141.126268
  2960. L 350.892512 133.267046
  2961. L 351.560913 132.715746
  2962. L 352.229314 132.976953
  2963. L 352.897715 134.813831
  2964. L 353.566116 140.958948
  2965. L 354.234517 142.260676
  2966. L 354.902918 141.446083
  2967. L 355.57132 137.749777
  2968. L 356.239721 144.223004
  2969. L 356.908122 134.395228
  2970. L 357.576523 131.829946
  2971. L 358.244924 135.620578
  2972. L 358.913325 138.60766
  2973. L 359.581726 140.736662
  2974. L 360.250127 132.441434
  2975. L 360.918528 131.688651
  2976. L 362.25533 141.460836
  2977. L 362.923731 142.346391
  2978. L 363.592132 136.506211
  2979. L 364.260533 138.073112
  2980. L 364.928934 141.828118
  2981. L 365.597335 144.368868
  2982. L 366.265736 141.497262
  2983. L 366.934137 139.23568
  2984. L 367.602539 145.851865
  2985. L 368.939341 136.863157
  2986. L 369.607742 136.129949
  2987. L 370.276143 142.581398
  2988. L 370.944544 142.141055
  2989. L 371.612945 140.095634
  2990. L 372.281346 135.439667
  2991. L 372.281346 135.439667
  2992. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  2993. </g>
  2994. <g id="text_13">
  2995. <g id="patch_15">
  2996. <path d="M 18.697188 136.637868
  2997. L 29.458438 136.637868
  2998. Q 31.858438 136.637868 31.858438 134.237868
  2999. L 31.858438 126.495368
  3000. Q 31.858438 124.095368 29.458438 124.095368
  3001. L 18.697188 124.095368
  3002. Q 16.297188 124.095368 16.297188 126.495368
  3003. L 16.297188 134.237868
  3004. Q 16.297188 136.637868 18.697188 136.637868
  3005. z
  3006. " style="fill:#ffffff;opacity:0.8;"/>
  3007. </g>
  3008. <!-- FD -->
  3009. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3010. <use xlink:href="#DejaVuSans-46"/>
  3011. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3012. </g>
  3013. </g>
  3014. <g id="text_14">
  3015. <g id="patch_16">
  3016. <path d="M 290.289663 133.502243
  3017. L 365.209663 133.502243
  3018. Q 366.409663 133.502243 366.409663 132.302243
  3019. L 366.409663 128.430993
  3020. Q 366.409663 127.230993 365.209663 127.230993
  3021. L 290.289663 127.230993
  3022. Q 289.089663 127.230993 289.089663 128.430993
  3023. L 289.089663 132.302243
  3024. Q 289.089663 133.502243 290.289663 133.502243
  3025. z
  3026. " style="fill:#ffffff;opacity:0.8;"/>
  3027. </g>
  3028. <!-- max: 0.351 $\bullet$ mean: 0.134 $\bullet$ $\sigma$: 0.067 -->
  3029. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3030. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3031. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3032. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3033. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3034. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3035. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3036. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3037. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
  3038. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-35"/>
  3039. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
  3040. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3041. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3042. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3043. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3044. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3045. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3046. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3047. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3048. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3049. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3050. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3051. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3052. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-33"/>
  3053. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-34"/>
  3054. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3055. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3056. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3057. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3058. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3059. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3060. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3061. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3062. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3063. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
  3064. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-37"/>
  3065. </g>
  3066. </g>
  3067. <g id="text_15">
  3068. <!-- 0.25 -->
  3069. <g style="fill:#d3d3d3;" transform="translate(11.0175 132.14593)scale(0.03 -0.03)">
  3070. <use xlink:href="#DejaVuSans-30"/>
  3071. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3072. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  3073. <use x="159.033203" xlink:href="#DejaVuSans-35"/>
  3074. </g>
  3075. </g>
  3076. </g>
  3077. <g id="axes_6">
  3078. <g id="patch_17">
  3079. <path d="M 15.161346 278.112
  3080. L 18.697188 278.112
  3081. L 18.697188 150.37824
  3082. L 15.161346 150.37824
  3083. z
  3084. " style="fill:#ffffff;"/>
  3085. </g>
  3086. <g clip-path="url(#pfd7644464d)">
  3087. <image height="946" id="imagea92d7f3245" transform="matrix(4 0 0 0.135307 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3088. iVBORw0KGgoAAAANSUhEUgAAAAEAAAOyCAYAAACyo7/PAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ENABAYBeEXlSmIisZCFrGYWdQ2obcA+XPNV197in1sJ0kAAAAAAM9Yvv2QcVFT+CHDOpq58CQAAFY5Dk4NfCdIRJ8AAAAASUVORK5CYII="/>
  3089. </g>
  3090. <g id="matplotlib.axis_11"/>
  3091. <g id="matplotlib.axis_12"/>
  3092. </g>
  3093. <g id="axes_7">
  3094. <g id="patch_18">
  3095. <path d="M 18.697188 278.112
  3096. L 372.281346 278.112
  3097. L 372.281346 150.37824
  3098. L 18.697188 150.37824
  3099. z
  3100. " style="fill:#ffffff;"/>
  3101. </g>
  3102. <g clip-path="url(#p2b6820b3aa)">
  3103. <image height="128.16" id="imageaa725f3a8b" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3104. 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" y="-149.952"/>
  3105. </g>
  3106. <g id="matplotlib.axis_13">
  3107. <g id="xtick_26">
  3108. <g id="line2d_11">
  3109. <defs>
  3110. <path d="M 0 0
  3111. L 0 4.8
  3112. " id="m8ffe4e50d1" style="stroke:#262626;"/>
  3113. </defs>
  3114. <g>
  3115. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m8ffe4e50d1" y="278.112"/>
  3116. </g>
  3117. </g>
  3118. <g id="text_16">
  3119. <!-- 0.00 -->
  3120. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3121. <use xlink:href="#DejaVuSans-30"/>
  3122. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3123. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3124. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3125. </g>
  3126. </g>
  3127. </g>
  3128. <g id="xtick_27">
  3129. <g id="line2d_12">
  3130. <g>
  3131. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m8ffe4e50d1" y="278.112"/>
  3132. </g>
  3133. </g>
  3134. <g id="text_17">
  3135. <!-- 106.00 -->
  3136. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3137. <use xlink:href="#DejaVuSans-31"/>
  3138. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3139. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3140. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3141. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3142. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3143. </g>
  3144. </g>
  3145. </g>
  3146. <g id="xtick_28">
  3147. <g id="line2d_13">
  3148. <g>
  3149. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m8ffe4e50d1" y="278.112"/>
  3150. </g>
  3151. </g>
  3152. <g id="text_18">
  3153. <!-- 212.00 -->
  3154. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3155. <use xlink:href="#DejaVuSans-32"/>
  3156. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3157. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3158. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3159. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3160. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3161. </g>
  3162. </g>
  3163. </g>
  3164. <g id="xtick_29">
  3165. <g id="line2d_14">
  3166. <g>
  3167. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m8ffe4e50d1" y="278.112"/>
  3168. </g>
  3169. </g>
  3170. <g id="text_19">
  3171. <!-- 318.00 -->
  3172. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3173. <use xlink:href="#DejaVuSans-33"/>
  3174. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3175. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3176. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3177. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3178. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3179. </g>
  3180. </g>
  3181. </g>
  3182. <g id="xtick_30">
  3183. <g id="line2d_15">
  3184. <g>
  3185. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m8ffe4e50d1" y="278.112"/>
  3186. </g>
  3187. </g>
  3188. <g id="text_20">
  3189. <!-- 424.00 -->
  3190. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3191. <use xlink:href="#DejaVuSans-34"/>
  3192. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3193. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3194. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3195. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3196. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3197. </g>
  3198. </g>
  3199. </g>
  3200. <g id="text_21">
  3201. <!-- time (s) -->
  3202. <defs>
  3203. <path d="M 18.3125 70.21875
  3204. L 18.3125 54.6875
  3205. L 36.8125 54.6875
  3206. L 36.8125 47.703125
  3207. L 18.3125 47.703125
  3208. L 18.3125 18.015625
  3209. Q 18.3125 11.328125 20.140625 9.421875
  3210. Q 21.96875 7.515625 27.59375 7.515625
  3211. L 36.8125 7.515625
  3212. L 36.8125 0
  3213. L 27.59375 0
  3214. Q 17.1875 0 13.234375 3.875
  3215. Q 9.28125 7.765625 9.28125 18.015625
  3216. L 9.28125 47.703125
  3217. L 2.6875 47.703125
  3218. L 2.6875 54.6875
  3219. L 9.28125 54.6875
  3220. L 9.28125 70.21875
  3221. z
  3222. " id="DejaVuSans-74"/>
  3223. <path d="M 9.421875 54.6875
  3224. L 18.40625 54.6875
  3225. L 18.40625 0
  3226. L 9.421875 0
  3227. z
  3228. M 9.421875 75.984375
  3229. L 18.40625 75.984375
  3230. L 18.40625 64.59375
  3231. L 9.421875 64.59375
  3232. z
  3233. " id="DejaVuSans-69"/>
  3234. <path d="M 31 75.875
  3235. Q 24.46875 64.65625 21.28125 53.65625
  3236. Q 18.109375 42.671875 18.109375 31.390625
  3237. Q 18.109375 20.125 21.3125 9.0625
  3238. Q 24.515625 -2 31 -13.1875
  3239. L 23.1875 -13.1875
  3240. Q 15.875 -1.703125 12.234375 9.375
  3241. Q 8.59375 20.453125 8.59375 31.390625
  3242. Q 8.59375 42.28125 12.203125 53.3125
  3243. Q 15.828125 64.359375 23.1875 75.875
  3244. z
  3245. " id="DejaVuSans-28"/>
  3246. <path d="M 44.28125 53.078125
  3247. L 44.28125 44.578125
  3248. Q 40.484375 46.53125 36.375 47.5
  3249. Q 32.28125 48.484375 27.875 48.484375
  3250. Q 21.1875 48.484375 17.84375 46.4375
  3251. Q 14.5 44.390625 14.5 40.28125
  3252. Q 14.5 37.15625 16.890625 35.375
  3253. Q 19.28125 33.59375 26.515625 31.984375
  3254. L 29.59375 31.296875
  3255. Q 39.15625 29.25 43.1875 25.515625
  3256. Q 47.21875 21.78125 47.21875 15.09375
  3257. Q 47.21875 7.46875 41.1875 3.015625
  3258. Q 35.15625 -1.421875 24.609375 -1.421875
  3259. Q 20.21875 -1.421875 15.453125 -0.5625
  3260. Q 10.6875 0.296875 5.421875 2
  3261. L 5.421875 11.28125
  3262. Q 10.40625 8.6875 15.234375 7.390625
  3263. Q 20.0625 6.109375 24.8125 6.109375
  3264. Q 31.15625 6.109375 34.5625 8.28125
  3265. Q 37.984375 10.453125 37.984375 14.40625
  3266. Q 37.984375 18.0625 35.515625 20.015625
  3267. Q 33.0625 21.96875 24.703125 23.78125
  3268. L 21.578125 24.515625
  3269. Q 13.234375 26.265625 9.515625 29.90625
  3270. Q 5.8125 33.546875 5.8125 39.890625
  3271. Q 5.8125 47.609375 11.28125 51.796875
  3272. Q 16.75 56 26.8125 56
  3273. Q 31.78125 56 36.171875 55.265625
  3274. Q 40.578125 54.546875 44.28125 53.078125
  3275. z
  3276. " id="DejaVuSans-73"/>
  3277. <path d="M 8.015625 75.875
  3278. L 15.828125 75.875
  3279. Q 23.140625 64.359375 26.78125 53.3125
  3280. Q 30.421875 42.28125 30.421875 31.390625
  3281. Q 30.421875 20.453125 26.78125 9.375
  3282. Q 23.140625 -1.703125 15.828125 -13.1875
  3283. L 8.015625 -13.1875
  3284. Q 14.5 -2 17.703125 9.0625
  3285. Q 20.90625 20.125 20.90625 31.390625
  3286. Q 20.90625 42.671875 17.703125 53.65625
  3287. Q 14.5 64.65625 8.015625 75.875
  3288. z
  3289. " id="DejaVuSans-29"/>
  3290. </defs>
  3291. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3292. <use xlink:href="#DejaVuSans-74"/>
  3293. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3294. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3295. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3296. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3297. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3298. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3299. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3300. </g>
  3301. </g>
  3302. </g>
  3303. <g id="matplotlib.axis_14"/>
  3304. </g>
  3305. </g>
  3306. <defs>
  3307. <clipPath id="pdf4f3698ae">
  3308. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3309. </clipPath>
  3310. <clipPath id="pcfe7de771f">
  3311. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3312. </clipPath>
  3313. <clipPath id="p4900704c40">
  3314. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3315. </clipPath>
  3316. <clipPath id="p2b63837353">
  3317. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3318. </clipPath>
  3319. <clipPath id="pd2c3b797ea">
  3320. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3321. </clipPath>
  3322. <clipPath id="pfd7644464d">
  3323. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3324. </clipPath>
  3325. <clipPath id="p2b6820b3aa">
  3326. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3327. </clipPath>
  3328. </defs>
  3329. </svg>