sub-08_ses-02_task-highspeed_rec-prenorm_run-03_carpetplot.svg 425 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525152615271528152915301531153215331534153515361537153815391540154115421543154415451546154715481549155015511552155315541555155615571558155915601561156215631564156515661567156815691570157115721573157415751576157715781579158015811582158315841585158615871588158915901591159215931594159515961597159815991600160116021603160416051606160716081609161016111612161316141615161616171618161916201621162216231624162516261627162816291630163116321633163416351636163716381639164016411642164316441645164616471648164916501651165216531654165516561657165816591660166116621663166416651666166716681669167016711672167316741675167616771678167916801681168216831684168516861687168816891690169116921693169416951696169716981699170017011702170317041705170617071708170917101711171217131714171517161717171817191720172117221723172417251726172717281729173017311732173317341735173617371738173917401741174217431744174517461747174817491750175117521753175417551756175717581759176017611762176317641765176617671768176917701771177217731774177517761777177817791780178117821783178417851786178717881789179017911792179317941795179617971798179918001801180218031804180518061807180818091810181118121813181418151816181718181819182018211822182318241825182618271828182918301831183218331834183518361837183818391840184118421843184418451846184718481849185018511852185318541855185618571858185918601861186218631864186518661867186818691870187118721873187418751876187718781879188018811882188318841885188618871888188918901891189218931894189518961897189818991900190119021903190419051906190719081909191019111912191319141915191619171918191919201921192219231924192519261927192819291930193119321933193419351936193719381939194019411942194319441945194619471948194919501951195219531954195519561957195819591960196119621963196419651966196719681969197019711972197319741975197619771978197919801981198219831984198519861987198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050205120522053205420552056205720582059206020612062206320642065206620672068206920702071207220732074207520762077207820792080208120822083208420852086208720882089209020912092209320942095209620972098209921002101210221032104210521062107210821092110211121122113211421152116211721182119212021212122212321242125212621272128212921302131213221332134213521362137213821392140214121422143214421452146214721482149215021512152215321542155215621572158215921602161216221632164216521662167216821692170217121722173217421752176217721782179218021812182218321842185218621872188218921902191219221932194219521962197219821992200220122022203220422052206220722082209221022112212221322142215221622172218221922202221222222232224222522262227222822292230223122322233223422352236223722382239224022412242224322442245224622472248224922502251225222532254225522562257225822592260226122622263226422652266226722682269227022712272227322742275227622772278227922802281228222832284228522862287228822892290229122922293229422952296229722982299230023012302230323042305230623072308230923102311231223132314231523162317231823192320232123222323232423252326232723282329233023312332233323342335233623372338233923402341234223432344234523462347234823492350235123522353235423552356235723582359236023612362236323642365236623672368236923702371237223732374237523762377237823792380238123822383238423852386238723882389239023912392239323942395239623972398239924002401240224032404240524062407240824092410241124122413241424152416241724182419242024212422242324242425242624272428242924302431243224332434243524362437243824392440244124422443244424452446244724482449245024512452245324542455245624572458245924602461246224632464246524662467246824692470247124722473247424752476247724782479248024812482248324842485248624872488248924902491249224932494249524962497249824992500250125022503250425052506250725082509251025112512251325142515251625172518251925202521252225232524252525262527252825292530253125322533253425352536253725382539254025412542254325442545254625472548254925502551255225532554255525562557255825592560256125622563256425652566256725682569257025712572257325742575257625772578257925802581258225832584258525862587258825892590259125922593259425952596259725982599260026012602260326042605260626072608260926102611261226132614261526162617261826192620262126222623262426252626262726282629263026312632263326342635263626372638263926402641264226432644264526462647264826492650265126522653265426552656265726582659266026612662266326642665266626672668266926702671267226732674267526762677267826792680268126822683268426852686268726882689269026912692269326942695269626972698269927002701270227032704270527062707270827092710271127122713271427152716271727182719272027212722272327242725272627272728272927302731273227332734273527362737273827392740274127422743274427452746274727482749275027512752275327542755275627572758275927602761276227632764276527662767276827692770277127722773277427752776277727782779278027812782278327842785278627872788278927902791279227932794279527962797279827992800280128022803280428052806280728082809281028112812281328142815281628172818281928202821282228232824282528262827282828292830283128322833283428352836283728382839284028412842284328442845284628472848284928502851285228532854285528562857285828592860286128622863286428652866286728682869287028712872287328742875287628772878287928802881288228832884288528862887288828892890289128922893289428952896289728982899290029012902290329042905290629072908290929102911291229132914291529162917291829192920292129222923292429252926292729282929293029312932293329342935293629372938293929402941294229432944294529462947294829492950295129522953295429552956295729582959296029612962296329642965296629672968296929702971297229732974297529762977297829792980298129822983298429852986298729882989299029912992299329942995299629972998299930003001300230033004300530063007300830093010301130123013301430153016301730183019302030213022302330243025302630273028302930303031303230333034303530363037303830393040304130423043304430453046304730483049305030513052305330543055305630573058305930603061306230633064306530663067306830693070307130723073307430753076307730783079308030813082308330843085308630873088308930903091309230933094309530963097309830993100310131023103310431053106310731083109311031113112311331143115311631173118311931203121312231233124312531263127312831293130313131323133313431353136313731383139314031413142314331443145314631473148314931503151315231533154315531563157315831593160316131623163316431653166316731683169317031713172317331743175317631773178317931803181318231833184318531863187318831893190319131923193319431953196319731983199320032013202320332043205320632073208320932103211321232133214321532163217321832193220322132223223322432253226322732283229323032313232323332343235323632373238323932403241324232433244324532463247324832493250325132523253325432553256325732583259326032613262326332643265326632673268326932703271327232733274327532763277327832793280328132823283328432853286328732883289329032913292329332943295329632973298329933003301330233033304330533063307330833093310331133123313331433153316331733183319332033213322332333243325332633273328332933303331333233333334333533363337333833393340334133423343334433453346334733483349335033513352335333543355335633573358335933603361336233633364336533663367336833693370337133723373337433753376337733783379338033813382338333843385338633873388338933903391339233933394339533963397339833993400340134023403340434053406340734083409341034113412341334143415341634173418341934203421342234233424342534263427342834293430343134323433343434353436343734383439344034413442344334443445344634473448344934503451345234533454345534563457345834593460346134623463346434653466346734683469347034713472
  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(#pa5508655b4)" d="M 18.697188 23.085074
  39. L 372.281346 23.085074
  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(#pa5508655b4)" d="M 18.697188 23.193152
  44. L 19.365589 23.548695
  45. L 20.03399 23.690024
  46. L 22.707594 23.284049
  47. L 24.044396 23.792908
  48. L 26.718 23.39937
  49. L 28.723203 23.786176
  50. L 30.060005 23.767834
  51. L 31.396808 23.74374
  52. L 32.065209 23.878561
  53. L 33.402011 23.767775
  54. L 34.070412 23.404649
  55. L 35.407214 23.217223
  56. L 36.075615 23.668469
  57. L 36.744016 23.849069
  58. L 38.080818 23.711779
  59. L 38.749219 23.503329
  60. L 39.41762 23.431059
  61. L 40.754422 23.909812
  62. L 42.091224 24.064074
  63. L 43.428027 24.081484
  64. L 44.096428 24.022724
  65. L 44.764829 23.660355
  66. L 46.101631 23.57038
  67. L 47.438433 23.049248
  68. L 48.106834 22.785027
  69. L 48.775235 22.806393
  70. L 49.443636 23.171219
  71. L 51.448839 23.282336
  72. L 52.785641 23.23162
  73. L 53.454042 23.600958
  74. L 54.122443 23.770846
  75. L 54.790845 23.795271
  76. L 56.127647 23.582486
  77. L 56.796048 24.039838
  78. L 57.464449 23.409645
  79. L 58.801251 23.87797
  80. L 59.469652 24.155101
  81. L 60.806454 23.918304
  82. L 62.143256 23.5921
  83. L 62.811657 23.580561
  84. L 64.148459 24.082913
  85. L 65.485261 23.994178
  86. L 66.822064 24.175959
  87. L 68.158866 23.97241
  88. L 70.164069 23.09661
  89. L 72.169272 23.049366
  90. L 74.174475 22.795492
  91. L 74.842876 23.031012
  92. L 75.511277 23.088224
  93. L 76.848079 22.85751
  94. L 78.184881 23.318017
  95. L 79.521684 23.351359
  96. L 80.858486 23.082496
  97. L 81.526887 23.175648
  98. L 82.863689 23.888447
  99. L 85.537293 23.725752
  100. L 86.874095 23.794456
  101. L 87.542496 23.771235
  102. L 88.879298 24.266383
  103. L 90.2161 23.911738
  104. L 90.884502 23.573025
  105. L 92.221304 23.637158
  106. L 93.558106 23.70689
  107. L 94.226507 23.60984
  108. L 94.894908 23.380071
  109. L 96.900111 23.581305
  110. L 97.568512 23.439208
  111. L 98.236913 23.16216
  112. L 98.905314 23.194994
  113. L 99.573715 23.585946
  114. L 100.910517 23.731681
  115. L 102.247319 23.541526
  116. L 102.915721 23.789578
  117. L 104.252523 23.518742
  118. L 104.920924 23.674788
  119. L 105.589325 23.960221
  120. L 106.926127 24.033177
  121. L 107.594528 23.997071
  122. L 108.262929 23.727275
  123. L 108.93133 23.634938
  124. L 110.936533 24.089291
  125. L 112.273335 23.831967
  126. L 113.610137 23.919178
  127. L 114.278538 23.839668
  128. L 115.615341 23.244801
  129. L 116.283742 22.991446
  130. L 117.620544 23.060752
  131. L 118.288945 23.031804
  132. L 118.957346 23.213679
  133. L 119.625747 23.248155
  134. L 121.63095 22.921218
  135. L 122.967752 23.455176
  136. L 124.304554 23.513274
  137. L 124.972955 23.346528
  138. L 125.641356 23.544443
  139. L 126.309757 23.488483
  140. L 126.978159 23.309052
  141. L 128.314961 24.033
  142. L 128.983362 24.000425
  143. L 129.651763 23.709335
  144. L 130.320164 23.722256
  145. L 130.988565 23.578517
  146. L 132.993768 24.068692
  147. L 133.662169 23.977607
  148. L 134.33057 23.725468
  149. L 134.998971 23.69248
  150. L 135.667372 23.936564
  151. L 136.335773 24.048011
  152. L 137.672575 23.55473
  153. L 138.340976 23.035607
  154. L 139.009378 22.924313
  155. L 139.677779 23.324146
  156. L 140.34618 23.533412
  157. L 141.682982 23.577655
  158. L 143.019784 23.524506
  159. L 144.356586 24.089881
  160. L 147.698591 23.742901
  161. L 148.366992 24.197088
  162. L 149.035393 23.713232
  163. L 149.703794 23.511762
  164. L 151.040597 24.085759
  165. L 151.708998 23.895592
  166. L 152.377399 24.171742
  167. L 153.0458 23.683988
  168. L 153.714201 23.338048
  169. L 155.051003 24.137396
  170. L 155.719404 24.250001
  171. L 157.056206 23.924422
  172. L 157.724607 23.632658
  173. L 158.393008 23.649725
  174. L 159.061409 23.877852
  175. L 159.72981 23.812987
  176. L 162.403414 23.124507
  177. L 163.740217 23.813282
  178. L 165.077019 23.741602
  179. L 166.413821 23.482389
  180. L 168.419024 23.934084
  181. L 169.087425 23.97417
  182. L 171.092628 23.628607
  183. L 171.761029 23.618178
  184. L 173.097831 24.353677
  185. L 173.766232 24.379271
  186. L 175.771436 24.033047
  187. L 176.439837 23.766842
  188. L 177.108238 23.675307
  189. L 178.44504 24.085357
  190. L 181.118644 23.924316
  191. L 182.455446 23.523904
  192. L 183.123847 23.011536
  193. L 183.792248 22.700296
  194. L 184.460649 22.627411
  195. L 185.12905 22.827534
  196. L 185.797451 23.172707
  197. L 186.465852 23.26645
  198. L 187.802655 23.068996
  199. L 188.471056 22.69589
  200. L 189.139457 22.866156
  201. L 189.807858 23.342524
  202. L 190.476259 23.606001
  203. L 191.813061 23.690614
  204. L 192.481462 23.476956
  205. L 193.149863 23.437637
  206. L 193.818264 23.784759
  207. L 194.486665 23.996941
  208. L 195.155066 23.915304
  209. L 196.491868 23.292375
  210. L 197.160269 23.495959
  211. L 197.82867 24.09046
  212. L 199.833874 23.643666
  213. L 200.502275 23.646666
  214. L 202.507478 24.187285
  215. L 203.175879 24.069472
  216. L 204.512681 24.224395
  217. L 205.849483 23.80544
  218. L 207.186285 22.946139
  219. L 209.191488 23.613289
  220. L 209.859889 23.620611
  221. L 210.52829 23.493727
  222. L 211.196692 23.54814
  223. L 212.533494 24.061984
  224. L 213.201895 23.975693
  225. L 213.870296 23.749893
  226. L 214.538697 23.828211
  227. L 215.875499 24.182348
  228. L 216.5439 24.152018
  229. L 217.212301 23.82442
  230. L 218.549103 24.105755
  231. L 219.217504 23.822967
  232. L 219.885905 23.794373
  233. L 221.222707 24.471514
  234. L 221.891108 24.232993
  235. L 222.559509 24.239383
  236. L 223.227911 23.912612
  237. L 223.896312 23.770539
  238. L 224.564713 23.803408
  239. L 225.233114 24.086609
  240. L 226.569916 24.076003
  241. L 227.238317 24.247804
  242. L 227.906718 24.263631
  243. L 229.24352 23.944147
  244. L 229.911921 23.766027
  245. L 230.580322 23.451208
  246. L 232.585525 23.887679
  247. L 233.253926 23.822601
  248. L 233.922327 23.60573
  249. L 234.590728 23.956607
  250. L 236.595932 24.088145
  251. L 237.264333 24.037086
  252. L 237.932734 24.146231
  253. L 238.601135 24.37411
  254. L 239.269536 24.427152
  255. L 239.937937 24.296418
  256. L 241.274739 23.706122
  257. L 242.611541 24.204541
  258. L 247.95875 24.057342
  259. L 248.627151 23.852329
  260. L 249.963953 24.475754
  261. L 251.300755 24.177506
  262. L 253.305958 23.291548
  263. L 253.974359 23.220494
  264. L 254.64276 23.548766
  265. L 255.311161 23.750058
  266. L 255.979562 23.740255
  267. L 256.647963 23.57188
  268. L 257.316364 23.540179
  269. L 258.653166 23.916734
  270. L 259.321568 23.901108
  271. L 260.65837 23.596588
  272. L 261.995172 23.925509
  273. L 263.331974 23.930623
  274. L 264.000375 23.770775
  275. L 264.668776 23.837636
  276. L 266.005578 24.521202
  277. L 267.34238 24.197514
  278. L 268.010781 24.049086
  279. L 270.015984 24.212891
  280. L 270.684385 24.062858
  281. L 271.352787 24.203265
  282. L 272.021188 24.494994
  283. L 273.35799 24.346709
  284. L 274.694792 23.785314
  285. L 275.363193 23.805074
  286. L 276.031594 24.063283
  287. L 276.699995 24.122491
  288. L 278.705198 23.96256
  289. L 279.373599 23.71374
  290. L 280.710401 24.31763
  291. L 281.378802 24.320512
  292. L 283.384006 23.770302
  293. L 284.720808 24.335583
  294. L 286.726011 23.914619
  295. L 287.394412 24.105672
  296. L 288.062813 24.089267
  297. L 288.731214 23.93406
  298. L 289.399615 24.445861
  299. L 290.068016 24.602237
  300. L 294.078422 24.295402
  301. L 295.415225 24.369362
  302. L 296.083626 24.100641
  303. L 296.752027 24.288174
  304. L 298.75723 23.892238
  305. L 299.425631 23.555746
  306. L 300.094032 23.430492
  307. L 301.430834 23.753743
  308. L 302.099235 23.791066
  309. L 303.436037 23.413685
  310. L 304.772839 23.99263
  311. L 306.778042 23.760806
  312. L 308.114845 24.207647
  313. L 309.451647 24.201423
  314. L 310.120048 24.06359
  315. L 310.788449 24.040771
  316. L 311.45685 24.224053
  317. L 312.793652 23.918718
  318. L 313.462053 24.357988
  319. L 314.130454 24.541387
  320. L 315.467256 24.055972
  321. L 316.135657 23.985721
  322. L 316.804058 24.204411
  323. L 318.14086 24.346177
  324. L 318.809261 24.257867
  325. L 320.814465 24.354799
  326. L 323.488069 23.542293
  327. L 324.15647 23.747814
  328. L 324.824871 23.819802
  329. L 325.493272 23.738248
  330. L 327.498475 24.13631
  331. L 328.166876 24.109026
  332. L 328.835277 23.845112
  333. L 329.503678 23.944029
  334. L 330.172079 24.285883
  335. L 330.84048 24.492195
  336. L 331.508882 24.562564
  337. L 332.845684 24.216553
  338. L 334.182486 24.611414
  339. L 335.519288 24.348421
  340. L 336.187689 24.117353
  341. L 336.85609 24.546454
  342. L 337.524491 24.815742
  343. L 340.198095 23.761161
  344. L 341.534897 24.141247
  345. L 342.203298 24.332807
  346. L 342.871699 24.346638
  347. L 343.540101 24.54369
  348. L 345.545304 24.138648
  349. L 346.213705 23.807471
  350. L 346.882106 23.71739
  351. L 348.218908 24.235096
  352. L 349.55571 24.144058
  353. L 350.224111 23.957209
  354. L 350.892512 23.966516
  355. L 351.560913 24.292201
  356. L 352.229314 24.461132
  357. L 353.566116 24.396751
  358. L 354.902918 24.065988
  359. L 355.57132 24.159967
  360. L 356.908122 24.100109
  361. L 357.576523 23.776302
  362. L 358.913325 24.473168
  363. L 359.581726 24.316721
  364. L 360.250127 24.008008
  365. L 360.918528 23.911277
  366. L 362.923731 24.486845
  367. L 364.260533 24.20695
  368. L 365.597335 24.612879
  369. L 366.265736 24.387161
  370. L 366.934137 24.286898
  371. L 368.27094 23.70389
  372. L 368.939341 24.048236
  373. L 370.276143 24.047232
  374. L 371.612945 23.949485
  375. L 372.281346 23.818715
  376. L 372.281346 23.818715
  377. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  378. </g>
  379. <g id="text_1">
  380. <g id="patch_3">
  381. <path d="M 18.697188 25.935276
  382. L 29.974688 25.935276
  383. Q 32.374688 25.935276 32.374688 23.535276
  384. L 32.374688 15.792776
  385. Q 32.374688 13.392776 29.974688 13.392776
  386. L 18.697188 13.392776
  387. Q 16.297188 13.392776 16.297188 15.792776
  388. L 16.297188 23.535276
  389. Q 16.297188 25.935276 18.697188 25.935276
  390. z
  391. " style="fill:#ffffff;opacity:0.8;"/>
  392. </g>
  393. <!-- GS -->
  394. <defs>
  395. <path d="M 59.515625 10.40625
  396. L 59.515625 29.984375
  397. L 43.40625 29.984375
  398. L 43.40625 38.09375
  399. L 69.28125 38.09375
  400. L 69.28125 6.78125
  401. Q 63.578125 2.734375 56.6875 0.65625
  402. Q 49.8125 -1.421875 42 -1.421875
  403. Q 24.90625 -1.421875 15.25 8.5625
  404. Q 5.609375 18.5625 5.609375 36.375
  405. Q 5.609375 54.25 15.25 64.234375
  406. Q 24.90625 74.21875 42 74.21875
  407. Q 49.125 74.21875 55.546875 72.453125
  408. Q 61.96875 70.703125 67.390625 67.28125
  409. L 67.390625 56.78125
  410. Q 61.921875 61.421875 55.765625 63.765625
  411. Q 49.609375 66.109375 42.828125 66.109375
  412. Q 29.4375 66.109375 22.71875 58.640625
  413. Q 16.015625 51.171875 16.015625 36.375
  414. Q 16.015625 21.625 22.71875 14.15625
  415. Q 29.4375 6.6875 42.828125 6.6875
  416. Q 48.046875 6.6875 52.140625 7.59375
  417. Q 56.25 8.5 59.515625 10.40625
  418. z
  419. " id="DejaVuSans-47"/>
  420. <path d="M 53.515625 70.515625
  421. L 53.515625 60.890625
  422. Q 47.90625 63.578125 42.921875 64.890625
  423. Q 37.9375 66.21875 33.296875 66.21875
  424. Q 25.25 66.21875 20.875 63.09375
  425. Q 16.5 59.96875 16.5 54.203125
  426. Q 16.5 49.359375 19.40625 46.890625
  427. Q 22.3125 44.4375 30.421875 42.921875
  428. L 36.375 41.703125
  429. Q 47.40625 39.59375 52.65625 34.296875
  430. Q 57.90625 29 57.90625 20.125
  431. Q 57.90625 9.515625 50.796875 4.046875
  432. Q 43.703125 -1.421875 29.984375 -1.421875
  433. Q 24.8125 -1.421875 18.96875 -0.25
  434. Q 13.140625 0.921875 6.890625 3.21875
  435. L 6.890625 13.375
  436. Q 12.890625 10.015625 18.65625 8.296875
  437. Q 24.421875 6.59375 29.984375 6.59375
  438. Q 38.421875 6.59375 43.015625 9.90625
  439. Q 47.609375 13.234375 47.609375 19.390625
  440. Q 47.609375 24.75 44.3125 27.78125
  441. Q 41.015625 30.8125 33.5 32.328125
  442. L 27.484375 33.5
  443. Q 16.453125 35.6875 11.515625 40.375
  444. Q 6.59375 45.0625 6.59375 53.421875
  445. Q 6.59375 63.09375 13.40625 68.65625
  446. Q 20.21875 74.21875 32.171875 74.21875
  447. Q 37.3125 74.21875 42.625 73.28125
  448. Q 47.953125 72.359375 53.515625 70.515625
  449. z
  450. " id="DejaVuSans-53"/>
  451. </defs>
  452. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  453. <use xlink:href="#DejaVuSans-47"/>
  454. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  455. </g>
  456. </g>
  457. <g id="text_2">
  458. <g id="patch_4">
  459. <path d="M 280.129663 22.799651
  460. L 365.209663 22.799651
  461. Q 366.409663 22.799651 366.409663 21.599651
  462. L 366.409663 17.728401
  463. Q 366.409663 16.528401 365.209663 16.528401
  464. L 280.129663 16.528401
  465. Q 278.929663 16.528401 278.929663 17.728401
  466. L 278.929663 21.599651
  467. Q 278.929663 22.799651 280.129663 22.799651
  468. z
  469. " style="fill:#ffffff;opacity:0.8;"/>
  470. </g>
  471. <!-- max: 549.193 $\bullet$ mean: 542.991 $\bullet$ $\sigma$: 2.034 -->
  472. <defs>
  473. <path d="M 52 44.1875
  474. Q 55.375 50.25 60.0625 53.125
  475. Q 64.75 56 71.09375 56
  476. Q 79.640625 56 84.28125 50.015625
  477. Q 88.921875 44.046875 88.921875 33.015625
  478. L 88.921875 0
  479. L 79.890625 0
  480. L 79.890625 32.71875
  481. Q 79.890625 40.578125 77.09375 44.375
  482. Q 74.3125 48.1875 68.609375 48.1875
  483. Q 61.625 48.1875 57.5625 43.546875
  484. Q 53.515625 38.921875 53.515625 30.90625
  485. L 53.515625 0
  486. L 44.484375 0
  487. L 44.484375 32.71875
  488. Q 44.484375 40.625 41.703125 44.40625
  489. Q 38.921875 48.1875 33.109375 48.1875
  490. Q 26.21875 48.1875 22.15625 43.53125
  491. Q 18.109375 38.875 18.109375 30.90625
  492. L 18.109375 0
  493. L 9.078125 0
  494. L 9.078125 54.6875
  495. L 18.109375 54.6875
  496. L 18.109375 46.1875
  497. Q 21.1875 51.21875 25.484375 53.609375
  498. Q 29.78125 56 35.6875 56
  499. Q 41.65625 56 45.828125 52.96875
  500. Q 50 49.953125 52 44.1875
  501. z
  502. " id="DejaVuSans-6d"/>
  503. <path d="M 34.28125 27.484375
  504. Q 23.390625 27.484375 19.1875 25
  505. Q 14.984375 22.515625 14.984375 16.5
  506. Q 14.984375 11.71875 18.140625 8.90625
  507. Q 21.296875 6.109375 26.703125 6.109375
  508. Q 34.1875 6.109375 38.703125 11.40625
  509. Q 43.21875 16.703125 43.21875 25.484375
  510. L 43.21875 27.484375
  511. z
  512. M 52.203125 31.203125
  513. L 52.203125 0
  514. L 43.21875 0
  515. L 43.21875 8.296875
  516. Q 40.140625 3.328125 35.546875 0.953125
  517. Q 30.953125 -1.421875 24.3125 -1.421875
  518. Q 15.921875 -1.421875 10.953125 3.296875
  519. Q 6 8.015625 6 15.921875
  520. Q 6 25.140625 12.171875 29.828125
  521. Q 18.359375 34.515625 30.609375 34.515625
  522. L 43.21875 34.515625
  523. L 43.21875 35.40625
  524. Q 43.21875 41.609375 39.140625 45
  525. Q 35.0625 48.390625 27.6875 48.390625
  526. Q 23 48.390625 18.546875 47.265625
  527. Q 14.109375 46.140625 10.015625 43.890625
  528. L 10.015625 52.203125
  529. Q 14.9375 54.109375 19.578125 55.046875
  530. Q 24.21875 56 28.609375 56
  531. Q 40.484375 56 46.34375 49.84375
  532. Q 52.203125 43.703125 52.203125 31.203125
  533. z
  534. " id="DejaVuSans-61"/>
  535. <path d="M 54.890625 54.6875
  536. L 35.109375 28.078125
  537. L 55.90625 0
  538. L 45.3125 0
  539. L 29.390625 21.484375
  540. L 13.484375 0
  541. L 2.875 0
  542. L 24.125 28.609375
  543. L 4.6875 54.6875
  544. L 15.28125 54.6875
  545. L 29.78125 35.203125
  546. L 44.28125 54.6875
  547. z
  548. " id="DejaVuSans-78"/>
  549. <path d="M 11.71875 12.40625
  550. L 22.015625 12.40625
  551. L 22.015625 0
  552. L 11.71875 0
  553. z
  554. M 11.71875 51.703125
  555. L 22.015625 51.703125
  556. L 22.015625 39.3125
  557. L 11.71875 39.3125
  558. z
  559. " id="DejaVuSans-3a"/>
  560. <path id="DejaVuSans-20"/>
  561. <path d="M 10.796875 72.90625
  562. L 49.515625 72.90625
  563. L 49.515625 64.59375
  564. L 19.828125 64.59375
  565. L 19.828125 46.734375
  566. Q 21.96875 47.46875 24.109375 47.828125
  567. Q 26.265625 48.1875 28.421875 48.1875
  568. Q 40.625 48.1875 47.75 41.5
  569. Q 54.890625 34.8125 54.890625 23.390625
  570. Q 54.890625 11.625 47.5625 5.09375
  571. Q 40.234375 -1.421875 26.90625 -1.421875
  572. Q 22.3125 -1.421875 17.546875 -0.640625
  573. Q 12.796875 0.140625 7.71875 1.703125
  574. L 7.71875 11.625
  575. Q 12.109375 9.234375 16.796875 8.0625
  576. Q 21.484375 6.890625 26.703125 6.890625
  577. Q 35.15625 6.890625 40.078125 11.328125
  578. Q 45.015625 15.765625 45.015625 23.390625
  579. Q 45.015625 31 40.078125 35.4375
  580. Q 35.15625 39.890625 26.703125 39.890625
  581. Q 22.75 39.890625 18.8125 39.015625
  582. Q 14.890625 38.140625 10.796875 36.28125
  583. z
  584. " id="DejaVuSans-35"/>
  585. <path d="M 37.796875 64.3125
  586. L 12.890625 25.390625
  587. L 37.796875 25.390625
  588. z
  589. M 35.203125 72.90625
  590. L 47.609375 72.90625
  591. L 47.609375 25.390625
  592. L 58.015625 25.390625
  593. L 58.015625 17.1875
  594. L 47.609375 17.1875
  595. L 47.609375 0
  596. L 37.796875 0
  597. L 37.796875 17.1875
  598. L 4.890625 17.1875
  599. L 4.890625 26.703125
  600. z
  601. " id="DejaVuSans-34"/>
  602. <path d="M 10.984375 1.515625
  603. L 10.984375 10.5
  604. Q 14.703125 8.734375 18.5 7.8125
  605. Q 22.3125 6.890625 25.984375 6.890625
  606. Q 35.75 6.890625 40.890625 13.453125
  607. Q 46.046875 20.015625 46.78125 33.40625
  608. Q 43.953125 29.203125 39.59375 26.953125
  609. Q 35.25 24.703125 29.984375 24.703125
  610. Q 19.046875 24.703125 12.671875 31.3125
  611. Q 6.296875 37.9375 6.296875 49.421875
  612. Q 6.296875 60.640625 12.9375 67.421875
  613. Q 19.578125 74.21875 30.609375 74.21875
  614. Q 43.265625 74.21875 49.921875 64.515625
  615. Q 56.59375 54.828125 56.59375 36.375
  616. Q 56.59375 19.140625 48.40625 8.859375
  617. Q 40.234375 -1.421875 26.421875 -1.421875
  618. Q 22.703125 -1.421875 18.890625 -0.6875
  619. Q 15.09375 0.046875 10.984375 1.515625
  620. z
  621. M 30.609375 32.421875
  622. Q 37.25 32.421875 41.125 36.953125
  623. Q 45.015625 41.5 45.015625 49.421875
  624. Q 45.015625 57.28125 41.125 61.84375
  625. Q 37.25 66.40625 30.609375 66.40625
  626. Q 23.96875 66.40625 20.09375 61.84375
  627. Q 16.21875 57.28125 16.21875 49.421875
  628. Q 16.21875 41.5 20.09375 36.953125
  629. Q 23.96875 32.421875 30.609375 32.421875
  630. z
  631. " id="DejaVuSans-39"/>
  632. <path d="M 10.6875 12.40625
  633. L 21 12.40625
  634. L 21 0
  635. L 10.6875 0
  636. z
  637. " id="DejaVuSans-2e"/>
  638. <path d="M 12.40625 8.296875
  639. L 28.515625 8.296875
  640. L 28.515625 63.921875
  641. L 10.984375 60.40625
  642. L 10.984375 69.390625
  643. L 28.421875 72.90625
  644. L 38.28125 72.90625
  645. L 38.28125 8.296875
  646. L 54.390625 8.296875
  647. L 54.390625 0
  648. L 12.40625 0
  649. z
  650. " id="DejaVuSans-31"/>
  651. <path d="M 40.578125 39.3125
  652. Q 47.65625 37.796875 51.625 33
  653. Q 55.609375 28.21875 55.609375 21.1875
  654. Q 55.609375 10.40625 48.1875 4.484375
  655. Q 40.765625 -1.421875 27.09375 -1.421875
  656. Q 22.515625 -1.421875 17.65625 -0.515625
  657. Q 12.796875 0.390625 7.625 2.203125
  658. L 7.625 11.71875
  659. Q 11.71875 9.328125 16.59375 8.109375
  660. Q 21.484375 6.890625 26.8125 6.890625
  661. Q 36.078125 6.890625 40.9375 10.546875
  662. Q 45.796875 14.203125 45.796875 21.1875
  663. Q 45.796875 27.640625 41.28125 31.265625
  664. Q 36.765625 34.90625 28.71875 34.90625
  665. L 20.21875 34.90625
  666. L 20.21875 43.015625
  667. L 29.109375 43.015625
  668. Q 36.375 43.015625 40.234375 45.921875
  669. Q 44.09375 48.828125 44.09375 54.296875
  670. Q 44.09375 59.90625 40.109375 62.90625
  671. Q 36.140625 65.921875 28.71875 65.921875
  672. Q 24.65625 65.921875 20.015625 65.03125
  673. Q 15.375 64.15625 9.8125 62.3125
  674. L 9.8125 71.09375
  675. Q 15.4375 72.65625 20.34375 73.4375
  676. Q 25.25 74.21875 29.59375 74.21875
  677. Q 40.828125 74.21875 47.359375 69.109375
  678. Q 53.90625 64.015625 53.90625 55.328125
  679. Q 53.90625 49.265625 50.4375 45.09375
  680. Q 46.96875 40.921875 40.578125 39.3125
  681. z
  682. " id="DejaVuSans-33"/>
  683. <path d="M 16.734375 31.203125
  684. Q 16.734375 37.265625 20.953125 41.4375
  685. Q 25.1875 45.609375 31.34375 45.609375
  686. Q 37.390625 45.609375 41.5625 41.4375
  687. Q 45.75 37.265625 45.75 31.203125
  688. Q 45.75 25.109375 41.546875 20.90625
  689. Q 37.34375 16.703125 31.25 16.703125
  690. Q 25.140625 16.703125 20.9375 20.90625
  691. Q 16.734375 25.109375 16.734375 31.203125
  692. z
  693. " id="DejaVuSans-2219"/>
  694. <path d="M 56.203125 29.59375
  695. L 56.203125 25.203125
  696. L 14.890625 25.203125
  697. Q 15.484375 15.921875 20.484375 11.0625
  698. Q 25.484375 6.203125 34.421875 6.203125
  699. Q 39.59375 6.203125 44.453125 7.46875
  700. Q 49.3125 8.734375 54.109375 11.28125
  701. L 54.109375 2.78125
  702. Q 49.265625 0.734375 44.1875 -0.34375
  703. Q 39.109375 -1.421875 33.890625 -1.421875
  704. Q 20.796875 -1.421875 13.15625 6.1875
  705. Q 5.515625 13.8125 5.515625 26.8125
  706. Q 5.515625 40.234375 12.765625 48.109375
  707. Q 20.015625 56 32.328125 56
  708. Q 43.359375 56 49.78125 48.890625
  709. Q 56.203125 41.796875 56.203125 29.59375
  710. z
  711. M 47.21875 32.234375
  712. Q 47.125 39.59375 43.09375 43.984375
  713. Q 39.0625 48.390625 32.421875 48.390625
  714. Q 24.90625 48.390625 20.390625 44.140625
  715. Q 15.875 39.890625 15.1875 32.171875
  716. z
  717. " id="DejaVuSans-65"/>
  718. <path d="M 54.890625 33.015625
  719. L 54.890625 0
  720. L 45.90625 0
  721. L 45.90625 32.71875
  722. Q 45.90625 40.484375 42.875 44.328125
  723. Q 39.84375 48.1875 33.796875 48.1875
  724. Q 26.515625 48.1875 22.3125 43.546875
  725. Q 18.109375 38.921875 18.109375 30.90625
  726. L 18.109375 0
  727. L 9.078125 0
  728. L 9.078125 54.6875
  729. L 18.109375 54.6875
  730. L 18.109375 46.1875
  731. Q 21.34375 51.125 25.703125 53.5625
  732. Q 30.078125 56 35.796875 56
  733. Q 45.21875 56 50.046875 50.171875
  734. Q 54.890625 44.34375 54.890625 33.015625
  735. z
  736. " id="DejaVuSans-6e"/>
  737. <path d="M 19.1875 8.296875
  738. L 53.609375 8.296875
  739. L 53.609375 0
  740. L 7.328125 0
  741. L 7.328125 8.296875
  742. Q 12.9375 14.109375 22.625 23.890625
  743. Q 32.328125 33.6875 34.8125 36.53125
  744. Q 39.546875 41.84375 41.421875 45.53125
  745. Q 43.3125 49.21875 43.3125 52.78125
  746. Q 43.3125 58.59375 39.234375 62.25
  747. Q 35.15625 65.921875 28.609375 65.921875
  748. Q 23.96875 65.921875 18.8125 64.3125
  749. Q 13.671875 62.703125 7.8125 59.421875
  750. L 7.8125 69.390625
  751. Q 13.765625 71.78125 18.9375 73
  752. Q 24.125 74.21875 28.421875 74.21875
  753. Q 39.75 74.21875 46.484375 68.546875
  754. Q 53.21875 62.890625 53.21875 53.421875
  755. Q 53.21875 48.921875 51.53125 44.890625
  756. Q 49.859375 40.875 45.40625 35.40625
  757. Q 44.1875 33.984375 37.640625 27.21875
  758. Q 31.109375 20.453125 19.1875 8.296875
  759. z
  760. " id="DejaVuSans-32"/>
  761. <path d="M 34.671875 47.5625
  762. Q 27.25 47.5625 22.21875 42.1875
  763. Q 16.890625 36.578125 15.140625 27.296875
  764. Q 13.1875 17.484375 16.3125 11.8125
  765. Q 19.390625 6.203125 26.65625 6.203125
  766. Q 33.84375 6.203125 39.109375 11.859375
  767. Q 44.4375 17.53125 46.34375 27.296875
  768. Q 48.046875 36.234375 45.015625 42.1875
  769. Q 42.1875 47.5625 34.671875 47.5625
  770. z
  771. M 36.078125 54.734375
  772. L 65.921875 54.6875
  773. L 64.15625 45.703125
  774. L 54.109375 45.703125
  775. Q 57.90625 38.09375 55.859375 27.296875
  776. Q 53.21875 13.875 45.0625 6.25
  777. Q 36.859375 -1.421875 25.140625 -1.421875
  778. Q 13.375 -1.421875 8.203125 6.25
  779. Q 3.03125 13.875 5.671875 27.296875
  780. Q 8.25 40.765625 16.40625 48.390625
  781. Q 23.1875 54.734375 36.078125 54.734375
  782. z
  783. " id="DejaVuSans-Oblique-3c3"/>
  784. <path d="M 31.78125 66.40625
  785. Q 24.171875 66.40625 20.328125 58.90625
  786. Q 16.5 51.421875 16.5 36.375
  787. Q 16.5 21.390625 20.328125 13.890625
  788. Q 24.171875 6.390625 31.78125 6.390625
  789. Q 39.453125 6.390625 43.28125 13.890625
  790. Q 47.125 21.390625 47.125 36.375
  791. Q 47.125 51.421875 43.28125 58.90625
  792. Q 39.453125 66.40625 31.78125 66.40625
  793. z
  794. M 31.78125 74.21875
  795. Q 44.046875 74.21875 50.515625 64.515625
  796. Q 56.984375 54.828125 56.984375 36.375
  797. Q 56.984375 17.96875 50.515625 8.265625
  798. Q 44.046875 -1.421875 31.78125 -1.421875
  799. Q 19.53125 -1.421875 13.0625 8.265625
  800. Q 6.59375 17.96875 6.59375 36.375
  801. Q 6.59375 54.828125 13.0625 64.515625
  802. Q 19.53125 74.21875 31.78125 74.21875
  803. z
  804. " id="DejaVuSans-30"/>
  805. </defs>
  806. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  807. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  808. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  809. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  810. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  811. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  812. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  813. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
  814. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
  815. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  816. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
  817. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
  818. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-33"/>
  819. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  820. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  821. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  822. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  823. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  824. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  825. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  826. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  827. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  828. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-35"/>
  829. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-34"/>
  830. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-32"/>
  831. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  832. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
  833. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-39"/>
  834. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-31"/>
  835. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  836. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  837. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  838. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  839. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  840. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  841. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-32"/>
  842. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  843. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-30"/>
  844. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-33"/>
  845. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-34"/>
  846. </g>
  847. </g>
  848. <g id="text_3">
  849. <!-- 546.83 -->
  850. <defs>
  851. <path d="M 33.015625 40.375
  852. Q 26.375 40.375 22.484375 35.828125
  853. Q 18.609375 31.296875 18.609375 23.390625
  854. Q 18.609375 15.53125 22.484375 10.953125
  855. Q 26.375 6.390625 33.015625 6.390625
  856. Q 39.65625 6.390625 43.53125 10.953125
  857. Q 47.40625 15.53125 47.40625 23.390625
  858. Q 47.40625 31.296875 43.53125 35.828125
  859. Q 39.65625 40.375 33.015625 40.375
  860. z
  861. M 52.59375 71.296875
  862. L 52.59375 62.3125
  863. Q 48.875 64.0625 45.09375 64.984375
  864. Q 41.3125 65.921875 37.59375 65.921875
  865. Q 27.828125 65.921875 22.671875 59.328125
  866. Q 17.53125 52.734375 16.796875 39.40625
  867. Q 19.671875 43.65625 24.015625 45.921875
  868. Q 28.375 48.1875 33.59375 48.1875
  869. Q 44.578125 48.1875 50.953125 41.515625
  870. Q 57.328125 34.859375 57.328125 23.390625
  871. Q 57.328125 12.15625 50.6875 5.359375
  872. Q 44.046875 -1.421875 33.015625 -1.421875
  873. Q 20.359375 -1.421875 13.671875 8.265625
  874. Q 6.984375 17.96875 6.984375 36.375
  875. Q 6.984375 53.65625 15.1875 63.9375
  876. Q 23.390625 74.21875 37.203125 74.21875
  877. Q 40.921875 74.21875 44.703125 73.484375
  878. Q 48.484375 72.75 52.59375 71.296875
  879. z
  880. " id="DejaVuSans-36"/>
  881. <path d="M 31.78125 34.625
  882. Q 24.75 34.625 20.71875 30.859375
  883. Q 16.703125 27.09375 16.703125 20.515625
  884. Q 16.703125 13.921875 20.71875 10.15625
  885. Q 24.75 6.390625 31.78125 6.390625
  886. Q 38.8125 6.390625 42.859375 10.171875
  887. Q 46.921875 13.96875 46.921875 20.515625
  888. Q 46.921875 27.09375 42.890625 30.859375
  889. Q 38.875 34.625 31.78125 34.625
  890. z
  891. M 21.921875 38.8125
  892. Q 15.578125 40.375 12.03125 44.71875
  893. Q 8.5 49.078125 8.5 55.328125
  894. Q 8.5 64.0625 14.71875 69.140625
  895. Q 20.953125 74.21875 31.78125 74.21875
  896. Q 42.671875 74.21875 48.875 69.140625
  897. Q 55.078125 64.0625 55.078125 55.328125
  898. Q 55.078125 49.078125 51.53125 44.71875
  899. Q 48 40.375 41.703125 38.8125
  900. Q 48.828125 37.15625 52.796875 32.3125
  901. Q 56.78125 27.484375 56.78125 20.515625
  902. Q 56.78125 9.90625 50.3125 4.234375
  903. Q 43.84375 -1.421875 31.78125 -1.421875
  904. Q 19.734375 -1.421875 13.25 4.234375
  905. Q 6.78125 9.90625 6.78125 20.515625
  906. Q 6.78125 27.484375 10.78125 32.3125
  907. Q 14.796875 37.15625 21.921875 38.8125
  908. z
  909. M 18.3125 54.390625
  910. Q 18.3125 48.734375 21.84375 45.5625
  911. Q 25.390625 42.390625 31.78125 42.390625
  912. Q 38.140625 42.390625 41.71875 45.5625
  913. Q 45.3125 48.734375 45.3125 54.390625
  914. Q 45.3125 60.0625 41.71875 63.234375
  915. Q 38.140625 66.40625 31.78125 66.40625
  916. Q 25.390625 66.40625 21.84375 63.234375
  917. Q 18.3125 60.0625 18.3125 54.390625
  918. z
  919. " id="DejaVuSans-38"/>
  920. </defs>
  921. <g style="fill:#d3d3d3;" transform="translate(7.2 23.912886)scale(0.03 -0.03)">
  922. <use xlink:href="#DejaVuSans-35"/>
  923. <use x="63.623047" xlink:href="#DejaVuSans-34"/>
  924. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  925. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  926. <use x="222.65625" xlink:href="#DejaVuSans-38"/>
  927. <use x="286.279297" xlink:href="#DejaVuSans-33"/>
  928. </g>
  929. </g>
  930. </g>
  931. <g id="axes_2">
  932. <g id="patch_5">
  933. <path d="M 18.697188 65.2224
  934. L 372.281346 65.2224
  935. L 372.281346 39.675648
  936. L 18.697188 39.675648
  937. z
  938. " style="fill:#ffffff;"/>
  939. </g>
  940. <g id="matplotlib.axis_3">
  941. <g id="xtick_6"/>
  942. <g id="xtick_7"/>
  943. <g id="xtick_8"/>
  944. <g id="xtick_9"/>
  945. <g id="xtick_10"/>
  946. </g>
  947. <g id="matplotlib.axis_4"/>
  948. <g id="line2d_3">
  949. <path clip-path="url(#p3daf19e9c7)" d="M 18.697188 50.938696
  950. L 372.281346 50.938696
  951. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  952. </g>
  953. <g id="line2d_4">
  954. <path clip-path="url(#p3daf19e9c7)" d="M 18.697188 50.130588
  955. L 19.365589 51.315684
  956. L 20.03399 51.764548
  957. L 20.702391 51.604909
  958. L 21.370792 51.572391
  959. L 22.707594 51.92251
  960. L 23.375995 51.902656
  961. L 24.044396 52.001654
  962. L 25.381198 51.147921
  963. L 26.718 51.800225
  964. L 28.723203 51.783315
  965. L 29.391604 51.44779
  966. L 30.060005 51.343378
  967. L 30.728407 51.972101
  968. L 31.396808 51.924846
  969. L 32.065209 52.049528
  970. L 32.73361 51.59977
  971. L 34.070412 51.22415
  972. L 34.738813 51.523034
  973. L 35.407214 51.561433
  974. L 36.744016 51.976112
  975. L 37.412417 51.816159
  976. L 38.080818 51.971796
  977. L 38.749219 51.601812
  978. L 39.41762 51.50066
  979. L 40.086021 51.670556
  980. L 41.422823 51.51038
  981. L 42.091224 51.487143
  982. L 42.759626 51.340819
  983. L 43.428027 51.310291
  984. L 44.096428 51.5515
  985. L 44.764829 51.619148
  986. L 45.43323 52.07053
  987. L 46.101631 51.499411
  988. L 47.438433 51.192596
  989. L 48.106834 51.324956
  990. L 48.775235 51.333476
  991. L 49.443636 51.557858
  992. L 50.780438 50.657418
  993. L 51.448839 50.835022
  994. L 52.11724 51.178124
  995. L 53.454042 51.576747
  996. L 54.122443 51.424198
  997. L 54.790845 51.517824
  998. L 55.459246 51.174793
  999. L 56.127647 51.247589
  1000. L 56.796048 52.226157
  1001. L 57.464449 51.551713
  1002. L 58.13285 52.51385
  1003. L 58.801251 51.954684
  1004. L 59.469652 52.236283
  1005. L 60.138053 52.225456
  1006. L 61.474855 51.727306
  1007. L 62.143256 51.801667
  1008. L 62.811657 51.463561
  1009. L 64.148459 51.566429
  1010. L 64.81686 51.344526
  1011. L 65.485261 51.000875
  1012. L 66.153662 51.48238
  1013. L 66.822064 51.648843
  1014. L 67.490465 51.534022
  1015. L 68.158866 51.606707
  1016. L 68.827267 51.474702
  1017. L 70.164069 51.741748
  1018. L 70.83247 51.611927
  1019. L 71.500871 51.083157
  1020. L 72.169272 50.746321
  1021. L 72.837673 51.197257
  1022. L 73.506074 51.248564
  1023. L 74.842876 50.806047
  1024. L 76.179678 51.018678
  1025. L 76.848079 51.252444
  1026. L 77.51648 51.000479
  1027. L 78.184881 50.879484
  1028. L 78.853283 50.500715
  1029. L 79.521684 50.857547
  1030. L 80.190085 50.907392
  1031. L 80.858486 50.725451
  1032. L 81.526887 51.132139
  1033. L 82.863689 51.44845
  1034. L 83.53209 51.609957
  1035. L 84.868892 51.681494
  1036. L 85.537293 51.289725
  1037. L 86.874095 51.30046
  1038. L 88.210897 51.470417
  1039. L 89.547699 51.323463
  1040. L 90.2161 51.579408
  1041. L 90.884502 51.534378
  1042. L 91.552903 51.709889
  1043. L 92.221304 51.606148
  1044. L 93.558106 51.046779
  1045. L 94.894908 51.562418
  1046. L 95.563309 51.562895
  1047. L 96.23171 51.297058
  1048. L 97.568512 51.157051
  1049. L 98.905314 51.107724
  1050. L 99.573715 51.359607
  1051. L 100.242116 51.05398
  1052. L 100.910517 50.87205
  1053. L 101.578918 51.359719
  1054. L 102.247319 51.520667
  1055. L 103.584122 50.659104
  1056. L 104.920924 51.669815
  1057. L 105.589325 51.609276
  1058. L 106.257726 51.760719
  1059. L 106.926127 51.692421
  1060. L 107.594528 52.000659
  1061. L 108.93133 51.163154
  1062. L 109.599731 50.953621
  1063. L 110.268132 50.860929
  1064. L 110.936533 50.957277
  1065. L 111.604934 50.926484
  1066. L 112.273335 51.378984
  1067. L 112.941736 51.318324
  1068. L 113.610137 51.635651
  1069. L 114.278538 51.499229
  1070. L 115.615341 51.555227
  1071. L 116.283742 51.403978
  1072. L 116.952143 51.060215
  1073. L 118.288945 51.363862
  1074. L 120.294148 50.962781
  1075. L 120.962549 51.013865
  1076. L 121.63095 51.261289
  1077. L 122.299351 51.332339
  1078. L 123.636153 50.980645
  1079. L 124.972955 51.390917
  1080. L 125.641356 51.081888
  1081. L 126.309757 50.298036
  1082. L 126.978159 50.805133
  1083. L 127.64656 51.662442
  1084. L 129.651763 51.286729
  1085. L 130.988565 51.502864
  1086. L 131.656966 51.132636
  1087. L 132.325367 51.058743
  1088. L 132.993768 51.19547
  1089. L 134.33057 51.08858
  1090. L 135.667372 51.72101
  1091. L 136.335773 51.675461
  1092. L 137.004174 51.268987
  1093. L 138.340976 51.298571
  1094. L 139.009378 51.22159
  1095. L 139.677779 51.403135
  1096. L 141.014581 50.852845
  1097. L 141.682982 50.774361
  1098. L 144.356586 51.7484
  1099. L 145.693388 51.133682
  1100. L 147.698591 51.6597
  1101. L 148.366992 51.337955
  1102. L 149.035393 50.45672
  1103. L 149.703794 51.499117
  1104. L 150.372195 51.543934
  1105. L 151.040597 51.83184
  1106. L 151.708998 51.215659
  1107. L 152.377399 52.393443
  1108. L 153.0458 51.744815
  1109. L 153.714201 51.717476
  1110. L 154.382602 51.230883
  1111. L 155.051003 51.632736
  1112. L 155.719404 51.590204
  1113. L 156.387805 51.203655
  1114. L 157.056206 51.139552
  1115. L 158.393008 51.926329
  1116. L 159.061409 51.994484
  1117. L 161.735013 51.071478
  1118. L 162.403414 51.638921
  1119. L 163.071816 51.321879
  1120. L 163.740217 51.648731
  1121. L 164.408618 51.090063
  1122. L 165.077019 50.909636
  1123. L 167.082222 51.61735
  1124. L 167.750623 51.648244
  1125. L 169.087425 51.253317
  1126. L 169.755826 51.626348
  1127. L 170.424227 51.41524
  1128. L 171.092628 50.972145
  1129. L 171.761029 51.652123
  1130. L 172.42943 52.013303
  1131. L 173.097831 52.183554
  1132. L 173.766232 52.702188
  1133. L 175.771436 51.956654
  1134. L 177.108238 51.899548
  1135. L 179.113441 51.216279
  1136. L 180.450243 51.603366
  1137. L 181.118644 51.478683
  1138. L 181.787045 51.663863
  1139. L 182.455446 51.618102
  1140. L 183.792248 50.91967
  1141. L 184.460649 51.236022
  1142. L 185.797451 51.386936
  1143. L 186.465852 51.295392
  1144. L 187.134254 50.633989
  1145. L 188.471056 51.197917
  1146. L 189.139457 51.149342
  1147. L 189.807858 51.355413
  1148. L 190.476259 51.301496
  1149. L 191.14466 50.741436
  1150. L 191.813061 50.977385
  1151. L 192.481462 51.362268
  1152. L 193.149863 51.304187
  1153. L 194.486665 51.341235
  1154. L 195.155066 51.040534
  1155. L 195.823467 51.519835
  1156. L 196.491868 51.533535
  1157. L 197.160269 51.310839
  1158. L 197.82867 51.750137
  1159. L 199.165473 51.56124
  1160. L 199.833874 51.618081
  1161. L 200.502275 51.452177
  1162. L 201.170676 51.526862
  1163. L 201.839077 51.282454
  1164. L 202.507478 51.608555
  1165. L 203.175879 51.453223
  1166. L 203.84428 52.020727
  1167. L 204.512681 52.193324
  1168. L 205.181082 51.694117
  1169. L 205.849483 51.660157
  1170. L 206.517884 51.776623
  1171. L 207.186285 51.541659
  1172. L 207.854686 51.687983
  1173. L 209.191488 50.855851
  1174. L 209.859889 51.036949
  1175. L 210.52829 51.685587
  1176. L 211.865093 51.371723
  1177. L 212.533494 51.435897
  1178. L 213.201895 51.783326
  1179. L 214.538697 51.819013
  1180. L 215.875499 51.42826
  1181. L 216.5439 51.688288
  1182. L 217.880702 51.747963
  1183. L 218.549103 51.04617
  1184. L 219.217504 51.462434
  1185. L 220.554306 51.844037
  1186. L 221.222707 52.503064
  1187. L 221.891108 52.350454
  1188. L 222.559509 52.597767
  1189. L 223.227911 52.347701
  1190. L 224.564713 51.41131
  1191. L 225.901515 51.659385
  1192. L 226.569916 51.736802
  1193. L 227.906718 52.036722
  1194. L 228.575119 51.542797
  1195. L 229.24352 51.645746
  1196. L 229.911921 52.058841
  1197. L 230.580322 52.091055
  1198. L 231.917124 51.648112
  1199. L 232.585525 51.228121
  1200. L 233.253926 51.550383
  1201. L 233.922327 51.585248
  1202. L 234.590728 51.826437
  1203. L 235.927531 51.604229
  1204. L 236.595932 51.723041
  1205. L 237.264333 52.004
  1206. L 238.601135 51.925516
  1207. L 239.269536 51.725153
  1208. L 239.937937 51.938099
  1209. L 240.606338 51.486249
  1210. L 241.274739 51.677168
  1211. L 241.94314 52.280267
  1212. L 242.611541 52.43893
  1213. L 243.279942 52.307038
  1214. L 243.948343 51.89579
  1215. L 245.285145 51.991691
  1216. L 245.953546 52.235866
  1217. L 246.621947 52.037301
  1218. L 247.290349 51.709067
  1219. L 247.95875 51.522292
  1220. L 248.627151 51.626287
  1221. L 249.963953 52.253141
  1222. L 250.632354 52.152294
  1223. L 251.300755 51.886285
  1224. L 251.969156 51.826569
  1225. L 252.637557 52.204861
  1226. L 253.305958 52.154051
  1227. L 253.974359 51.659415
  1228. L 254.64276 51.890895
  1229. L 255.979562 51.578961
  1230. L 256.647963 51.643552
  1231. L 257.316364 51.967856
  1232. L 258.653166 51.637001
  1233. L 259.321568 51.73468
  1234. L 259.989969 51.951779
  1235. L 261.326771 52.059745
  1236. L 261.995172 51.510501
  1237. L 262.663573 51.557299
  1238. L 263.331974 51.332583
  1239. L 264.000375 51.519652
  1240. L 264.668776 52.016888
  1241. L 265.337177 51.871518
  1242. L 266.005578 52.425048
  1243. L 266.673979 52.444435
  1244. L 267.34238 52.198605
  1245. L 268.679182 51.933956
  1246. L 270.015984 51.667286
  1247. L 271.352787 51.916843
  1248. L 272.689589 52.128794
  1249. L 273.35799 51.782239
  1250. L 274.026391 52.160226
  1251. L 274.694792 52.131384
  1252. L 275.363193 52.389807
  1253. L 276.699995 52.223425
  1254. L 277.368396 52.106289
  1255. L 278.036797 51.712174
  1256. L 278.705198 51.806633
  1257. L 279.373599 52.153737
  1258. L 280.042 52.119187
  1259. L 280.710401 52.242092
  1260. L 281.378802 51.983577
  1261. L 282.047203 51.96749
  1262. L 282.715604 52.202454
  1263. L 284.052407 52.094661
  1264. L 285.389209 51.799372
  1265. L 286.05761 52.052727
  1266. L 286.726011 51.855279
  1267. L 287.394412 51.301262
  1268. L 288.062813 51.532245
  1269. L 288.731214 51.564246
  1270. L 289.399615 52.038601
  1271. L 290.068016 52.250887
  1272. L 290.736417 52.14873
  1273. L 291.404818 52.303991
  1274. L 292.073219 52.21983
  1275. L 293.410021 51.725438
  1276. L 294.078422 52.124
  1277. L 294.746823 52.063584
  1278. L 295.415225 52.165355
  1279. L 296.083626 52.056912
  1280. L 296.752027 52.517516
  1281. L 298.088829 51.209698
  1282. L 298.75723 51.808238
  1283. L 300.762433 51.786047
  1284. L 302.099235 51.476876
  1285. L 302.767636 51.605295
  1286. L 304.104438 51.616335
  1287. L 304.772839 51.674923
  1288. L 305.44124 51.420207
  1289. L 306.109641 51.823827
  1290. L 306.778042 51.696992
  1291. L 307.446444 51.925395
  1292. L 308.783246 51.556487
  1293. L 309.451647 51.587502
  1294. L 310.120048 51.910933
  1295. L 310.788449 51.344191
  1296. L 311.45685 51.218523
  1297. L 312.125251 51.756403
  1298. L 312.793652 51.600685
  1299. L 313.462053 51.948133
  1300. L 314.130454 52.16442
  1301. L 315.467256 51.883238
  1302. L 316.135657 51.869294
  1303. L 316.804058 51.627719
  1304. L 317.472459 51.536155
  1305. L 319.477663 51.872727
  1306. L 320.814465 51.639612
  1307. L 321.482866 51.944457
  1308. L 322.819668 52.07834
  1309. L 324.15647 51.330318
  1310. L 324.824871 51.560691
  1311. L 325.493272 51.498132
  1312. L 326.161673 51.838685
  1313. L 326.830074 51.587441
  1314. L 327.498475 51.215162
  1315. L 328.835277 51.866968
  1316. L 329.503678 51.741271
  1317. L 330.172079 51.876728
  1318. L 330.84048 51.503707
  1319. L 332.177283 51.858377
  1320. L 333.514085 51.841823
  1321. L 334.182486 51.628755
  1322. L 334.850887 51.290294
  1323. L 335.519288 52.001888
  1324. L 336.187689 51.825635
  1325. L 336.85609 52.354953
  1326. L 338.192892 52.406412
  1327. L 338.861293 51.741677
  1328. L 339.529694 52.305677
  1329. L 340.198095 51.793603
  1330. L 341.534897 51.259715
  1331. L 342.203298 51.27635
  1332. L 343.540101 51.664107
  1333. L 344.876903 51.486615
  1334. L 345.545304 51.834003
  1335. L 346.882106 51.753163
  1336. L 347.550507 51.825106
  1337. L 348.218908 51.686145
  1338. L 348.887309 51.273111
  1339. L 349.55571 51.333446
  1340. L 350.224111 51.608636
  1341. L 350.892512 51.64671
  1342. L 351.560913 51.559269
  1343. L 352.229314 51.766782
  1344. L 352.897715 51.270399
  1345. L 353.566116 51.440772
  1346. L 354.234517 51.891992
  1347. L 354.902918 52.159028
  1348. L 355.57132 51.501402
  1349. L 356.239721 50.655498
  1350. L 356.908122 51.221397
  1351. L 357.576523 51.380883
  1352. L 358.244924 51.367021
  1353. L 358.913325 51.801728
  1354. L 359.581726 51.268957
  1355. L 360.918528 51.307945
  1356. L 362.25533 51.028712
  1357. L 364.260533 51.424807
  1358. L 364.928934 51.367681
  1359. L 365.597335 51.510999
  1360. L 366.265736 51.064867
  1361. L 366.934137 51.096573
  1362. L 367.602539 51.689222
  1363. L 368.27094 51.53782
  1364. L 368.939341 51.665773
  1365. L 370.944544 51.076119
  1366. L 371.612945 51.283967
  1367. L 372.281346 51.793268
  1368. L 372.281346 51.793268
  1369. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1370. </g>
  1371. <g id="text_4">
  1372. <g id="patch_6">
  1373. <path d="M 18.697188 53.610924
  1374. L 45.240938 53.610924
  1375. Q 47.640938 53.610924 47.640938 51.210924
  1376. L 47.640938 43.468424
  1377. Q 47.640938 41.068424 45.240938 41.068424
  1378. L 18.697188 41.068424
  1379. Q 16.297188 41.068424 16.297188 43.468424
  1380. L 16.297188 51.210924
  1381. Q 16.297188 53.610924 18.697188 53.610924
  1382. z
  1383. " style="fill:#ffffff;opacity:0.8;"/>
  1384. </g>
  1385. <!-- GSCSF -->
  1386. <defs>
  1387. <path d="M 64.40625 67.28125
  1388. L 64.40625 56.890625
  1389. Q 59.421875 61.53125 53.78125 63.8125
  1390. Q 48.140625 66.109375 41.796875 66.109375
  1391. Q 29.296875 66.109375 22.65625 58.46875
  1392. Q 16.015625 50.828125 16.015625 36.375
  1393. Q 16.015625 21.96875 22.65625 14.328125
  1394. Q 29.296875 6.6875 41.796875 6.6875
  1395. Q 48.140625 6.6875 53.78125 8.984375
  1396. Q 59.421875 11.28125 64.40625 15.921875
  1397. L 64.40625 5.609375
  1398. Q 59.234375 2.09375 53.4375 0.328125
  1399. Q 47.65625 -1.421875 41.21875 -1.421875
  1400. Q 24.65625 -1.421875 15.125 8.703125
  1401. Q 5.609375 18.84375 5.609375 36.375
  1402. Q 5.609375 53.953125 15.125 64.078125
  1403. Q 24.65625 74.21875 41.21875 74.21875
  1404. Q 47.75 74.21875 53.53125 72.484375
  1405. Q 59.328125 70.75 64.40625 67.28125
  1406. z
  1407. " id="DejaVuSans-43"/>
  1408. <path d="M 9.8125 72.90625
  1409. L 51.703125 72.90625
  1410. L 51.703125 64.59375
  1411. L 19.671875 64.59375
  1412. L 19.671875 43.109375
  1413. L 48.578125 43.109375
  1414. L 48.578125 34.8125
  1415. L 19.671875 34.8125
  1416. L 19.671875 0
  1417. L 9.8125 0
  1418. z
  1419. " id="DejaVuSans-46"/>
  1420. </defs>
  1421. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1422. <use xlink:href="#DejaVuSans-47"/>
  1423. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1424. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1425. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1426. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1427. </g>
  1428. </g>
  1429. <g id="text_5">
  1430. <g id="patch_7">
  1431. <path d="M 280.129663 50.475299
  1432. L 365.209663 50.475299
  1433. Q 366.409663 50.475299 366.409663 49.275299
  1434. L 366.409663 45.404049
  1435. Q 366.409663 44.204049 365.209663 44.204049
  1436. L 280.129663 44.204049
  1437. Q 278.929663 44.204049 278.929663 45.404049
  1438. L 278.929663 49.275299
  1439. Q 278.929663 50.475299 280.129663 50.475299
  1440. z
  1441. " style="fill:#ffffff;opacity:0.8;"/>
  1442. </g>
  1443. <!-- max: 628.332 $\bullet$ mean: 619.643 $\bullet$ $\sigma$: 2.342 -->
  1444. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1445. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1446. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1447. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1448. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1449. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1450. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1451. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
  1452. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
  1453. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1454. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
  1455. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
  1456. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-32"/>
  1457. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1458. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1459. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1460. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1461. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1462. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1463. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1464. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1465. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1466. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1467. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-31"/>
  1468. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-39"/>
  1469. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1470. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-36"/>
  1471. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-34"/>
  1472. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-33"/>
  1473. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1474. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1475. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1476. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1477. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1478. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1479. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-32"/>
  1480. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1481. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-33"/>
  1482. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-34"/>
  1483. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-32"/>
  1484. </g>
  1485. </g>
  1486. <g id="text_6">
  1487. <!-- 623.48 -->
  1488. <g style="fill:#d3d3d3;" transform="translate(7.2 51.766508)scale(0.03 -0.03)">
  1489. <use xlink:href="#DejaVuSans-36"/>
  1490. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  1491. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  1492. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1493. <use x="222.65625" xlink:href="#DejaVuSans-34"/>
  1494. <use x="286.279297" xlink:href="#DejaVuSans-38"/>
  1495. </g>
  1496. </g>
  1497. </g>
  1498. <g id="axes_3">
  1499. <g id="patch_8">
  1500. <path d="M 18.697188 92.898048
  1501. L 372.281346 92.898048
  1502. L 372.281346 67.351296
  1503. L 18.697188 67.351296
  1504. z
  1505. " style="fill:#ffffff;"/>
  1506. </g>
  1507. <g id="matplotlib.axis_5">
  1508. <g id="xtick_11"/>
  1509. <g id="xtick_12"/>
  1510. <g id="xtick_13"/>
  1511. <g id="xtick_14"/>
  1512. <g id="xtick_15"/>
  1513. </g>
  1514. <g id="matplotlib.axis_6"/>
  1515. <g id="line2d_5">
  1516. <path clip-path="url(#pfff9612091)" d="M 18.697188 78.624486
  1517. L 372.281346 78.624486
  1518. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1519. </g>
  1520. <g id="line2d_6">
  1521. <path clip-path="url(#pfff9612091)" d="M 18.697188 79.096486
  1522. L 21.370792 79.200237
  1523. L 23.375995 78.915004
  1524. L 24.712797 78.990121
  1525. L 25.381198 79.030914
  1526. L 26.718 78.981664
  1527. L 27.386401 79.07522
  1528. L 28.723203 79.030524
  1529. L 29.391604 79.215731
  1530. L 30.728407 79.063049
  1531. L 31.396808 79.151981
  1532. L 32.73361 79.023392
  1533. L 33.402011 79.092926
  1534. L 34.070412 78.822772
  1535. L 34.738813 78.868805
  1536. L 36.075615 79.227417
  1537. L 36.744016 79.282321
  1538. L 37.412417 79.014485
  1539. L 38.080818 79.160816
  1540. L 41.422823 78.822252
  1541. L 43.428027 79.208055
  1542. L 44.096428 79.223904
  1543. L 44.764829 79.064776
  1544. L 46.101631 79.211438
  1545. L 46.770032 78.951551
  1546. L 48.106834 78.749501
  1547. L 48.775235 78.827752
  1548. L 50.112037 78.860774
  1549. L 51.448839 78.927103
  1550. L 52.785641 78.976838
  1551. L 55.459246 79.106137
  1552. L 56.127647 79.041571
  1553. L 56.796048 79.344332
  1554. L 57.464449 78.940835
  1555. L 58.13285 79.133908
  1556. L 58.801251 79.177126
  1557. L 59.469652 79.369561
  1558. L 60.138053 79.38153
  1559. L 60.806454 79.146706
  1560. L 62.143256 79.086764
  1561. L 63.480058 78.721197
  1562. L 64.148459 78.780655
  1563. L 64.81686 78.724083
  1564. L 66.153662 78.918824
  1565. L 67.490465 79.218712
  1566. L 72.837673 78.794505
  1567. L 74.842876 78.900775
  1568. L 75.511277 78.761754
  1569. L 79.521684 78.818455
  1570. L 80.190085 78.711629
  1571. L 81.526887 78.880089
  1572. L 82.195288 79.035538
  1573. L 83.53209 78.813346
  1574. L 84.200491 78.963118
  1575. L 86.205694 78.695484
  1576. L 88.210897 78.835913
  1577. L 90.2161 79.07949
  1578. L 92.221304 78.901118
  1579. L 96.900111 78.868356
  1580. L 98.236913 78.673934
  1581. L 99.573715 78.675543
  1582. L 100.910517 78.966856
  1583. L 103.584122 78.713711
  1584. L 104.252523 78.80975
  1585. L 104.920924 79.099963
  1586. L 105.589325 79.119609
  1587. L 106.257726 78.959641
  1588. L 107.594528 79.117693
  1589. L 108.93133 78.476816
  1590. L 110.268132 78.412912
  1591. L 110.936533 78.620675
  1592. L 112.941736 78.983497
  1593. L 114.278538 79.202768
  1594. L 114.94694 79.157587
  1595. L 116.952143 78.608883
  1596. L 117.620544 78.503582
  1597. L 118.288945 78.575399
  1598. L 118.957346 78.813819
  1599. L 119.625747 78.914696
  1600. L 125.641356 78.780489
  1601. L 126.309757 78.588338
  1602. L 126.978159 78.734302
  1603. L 127.64656 79.101087
  1604. L 128.314961 79.246956
  1605. L 128.983362 78.773889
  1606. L 129.651763 78.564376
  1607. L 130.320164 78.690256
  1608. L 130.988565 78.66543
  1609. L 131.656966 78.495941
  1610. L 133.662169 78.805989
  1611. L 134.33057 78.711511
  1612. L 135.667372 78.956566
  1613. L 136.335773 79.054403
  1614. L 138.340976 78.734764
  1615. L 139.009378 78.570786
  1616. L 144.356586 79.000825
  1617. L 145.693388 79.161975
  1618. L 147.03019 78.88864
  1619. L 147.698591 78.669558
  1620. L 149.035393 78.667394
  1621. L 150.372195 79.330754
  1622. L 151.040597 79.278701
  1623. L 151.708998 78.705691
  1624. L 152.377399 79.427386
  1625. L 153.0458 78.989021
  1626. L 153.714201 78.738596
  1627. L 155.051003 78.796456
  1628. L 156.387805 78.987377
  1629. L 157.056206 79.04105
  1630. L 157.724607 78.940977
  1631. L 159.061409 79.191035
  1632. L 160.398211 79.244319
  1633. L 162.403414 78.684792
  1634. L 163.071816 78.712906
  1635. L 164.408618 78.926607
  1636. L 165.74542 79.067556
  1637. L 169.755826 79.105676
  1638. L 170.424227 78.969742
  1639. L 171.092628 79.003178
  1640. L 173.766232 79.63192
  1641. L 175.771436 79.270978
  1642. L 176.439837 78.88178
  1643. L 178.44504 78.635873
  1644. L 181.118644 79.264425
  1645. L 183.123847 78.990464
  1646. L 185.12905 78.606482
  1647. L 187.134254 78.92223
  1648. L 188.471056 78.855026
  1649. L 189.807858 78.766544
  1650. L 191.14466 78.800868
  1651. L 191.813061 78.79266
  1652. L 192.481462 78.991812
  1653. L 193.149863 78.938541
  1654. L 193.818264 79.064421
  1655. L 194.486665 78.959747
  1656. L 195.155066 78.984928
  1657. L 196.491868 79.267501
  1658. L 199.165473 78.940244
  1659. L 201.839077 78.857344
  1660. L 205.181082 79.214135
  1661. L 205.849483 79.154666
  1662. L 207.186285 78.607889
  1663. L 209.859889 78.77946
  1664. L 211.196692 79.059608
  1665. L 213.870296 79.189332
  1666. L 215.207098 78.893773
  1667. L 216.5439 79.040258
  1668. L 218.549103 78.86314
  1669. L 219.217504 79.087793
  1670. L 219.885905 79.162188
  1671. L 221.222707 79.526501
  1672. L 221.891108 79.130845
  1673. L 222.559509 79.371571
  1674. L 223.227911 79.011209
  1675. L 224.564713 78.629143
  1676. L 225.901515 78.912922
  1677. L 226.569916 78.955016
  1678. L 227.906718 79.330317
  1679. L 228.575119 79.385906
  1680. L 231.248723 78.834127
  1681. L 231.917124 78.899108
  1682. L 232.585525 78.839355
  1683. L 235.25913 79.192313
  1684. L 235.927531 79.102388
  1685. L 236.595932 79.204755
  1686. L 237.932734 79.137468
  1687. L 238.601135 79.116534
  1688. L 239.269536 79.215187
  1689. L 239.937937 79.049838
  1690. L 240.606338 79.040861
  1691. L 241.274739 79.301387
  1692. L 241.94314 79.269074
  1693. L 242.611541 79.462561
  1694. L 245.285145 79.126043
  1695. L 245.953546 79.184767
  1696. L 247.95875 78.863992
  1697. L 249.295552 79.028087
  1698. L 249.963953 79.276466
  1699. L 251.300755 79.408923
  1700. L 253.305958 79.051506
  1701. L 253.974359 78.796421
  1702. L 254.64276 78.772813
  1703. L 255.979562 79.059371
  1704. L 257.316364 79.086799
  1705. L 258.653166 79.231403
  1706. L 262.663573 78.990511
  1707. L 263.331974 78.849018
  1708. L 264.668776 79.423459
  1709. L 265.337177 79.293829
  1710. L 266.005578 79.636343
  1711. L 267.34238 79.357792
  1712. L 268.679182 78.980824
  1713. L 270.015984 78.8357
  1714. L 273.35799 79.395806
  1715. L 274.694792 79.305846
  1716. L 277.368396 79.067851
  1717. L 278.705198 79.248659
  1718. L 280.042 79.087722
  1719. L 281.378802 79.222059
  1720. L 282.715604 79.30859
  1721. L 283.384006 79.153968
  1722. L 288.731214 78.950226
  1723. L 289.399615 79.361873
  1724. L 290.068016 79.442667
  1725. L 290.736417 79.19676
  1726. L 292.74162 79.065143
  1727. L 293.410021 78.8168
  1728. L 296.083626 78.904939
  1729. L 296.752027 79.087639
  1730. L 298.75723 79.145677
  1731. L 301.430834 78.8346
  1732. L 302.767636 78.824724
  1733. L 303.436037 78.754137
  1734. L 305.44124 79.060022
  1735. L 309.451647 78.965082
  1736. L 310.120048 79.00345
  1737. L 310.788449 78.808887
  1738. L 311.45685 78.86094
  1739. L 312.125251 79.067603
  1740. L 314.798855 79.101394
  1741. L 316.804058 78.844996
  1742. L 318.14086 78.875251
  1743. L 320.814465 79.247275
  1744. L 322.819668 79.00345
  1745. L 324.15647 78.818018
  1746. L 325.493272 78.850887
  1747. L 327.498475 79.069093
  1748. L 331.508882 79.030713
  1749. L 333.514085 79.106326
  1750. L 334.850887 78.779436
  1751. L 336.187689 79.321907
  1752. L 337.524491 79.294373
  1753. L 339.529694 79.011398
  1754. L 340.198095 78.617552
  1755. L 340.866496 78.453102
  1756. L 341.534897 78.471932
  1757. L 342.871699 78.718725
  1758. L 343.540101 79.027732
  1759. L 345.545304 79.24368
  1760. L 346.882106 78.98222
  1761. L 348.887309 78.879746
  1762. L 349.55571 78.963923
  1763. L 352.229314 78.894447
  1764. L 354.902918 78.999086
  1765. L 355.57132 78.868912
  1766. L 356.239721 78.451044
  1767. L 357.576523 78.749678
  1768. L 358.244924 79.001688
  1769. L 359.581726 78.772032
  1770. L 360.918528 78.559869
  1771. L 364.928934 78.682202
  1772. L 365.597335 78.828225
  1773. L 366.265736 78.797828
  1774. L 366.934137 78.93064
  1775. L 368.939341 78.630444
  1776. L 369.607742 78.798443
  1777. L 370.276143 78.794292
  1778. L 371.612945 78.976554
  1779. L 372.281346 78.79933
  1780. L 372.281346 78.79933
  1781. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1782. </g>
  1783. <g id="text_7">
  1784. <g id="patch_9">
  1785. <path d="M 18.697188 81.286572
  1786. L 44.787188 81.286572
  1787. Q 47.187188 81.286572 47.187188 78.886572
  1788. L 47.187188 71.144072
  1789. Q 47.187188 68.744072 44.787188 68.744072
  1790. L 18.697188 68.744072
  1791. Q 16.297188 68.744072 16.297188 71.144072
  1792. L 16.297188 78.886572
  1793. Q 16.297188 81.286572 18.697188 81.286572
  1794. z
  1795. " style="fill:#ffffff;opacity:0.8;"/>
  1796. </g>
  1797. <!-- GSWM -->
  1798. <defs>
  1799. <path d="M 3.328125 72.90625
  1800. L 13.28125 72.90625
  1801. L 28.609375 11.28125
  1802. L 43.890625 72.90625
  1803. L 54.984375 72.90625
  1804. L 70.3125 11.28125
  1805. L 85.59375 72.90625
  1806. L 95.609375 72.90625
  1807. L 77.296875 0
  1808. L 64.890625 0
  1809. L 49.515625 63.28125
  1810. L 33.984375 0
  1811. L 21.578125 0
  1812. z
  1813. " id="DejaVuSans-57"/>
  1814. <path d="M 9.8125 72.90625
  1815. L 24.515625 72.90625
  1816. L 43.109375 23.296875
  1817. L 61.8125 72.90625
  1818. L 76.515625 72.90625
  1819. L 76.515625 0
  1820. L 66.890625 0
  1821. L 66.890625 64.015625
  1822. L 48.09375 14.015625
  1823. L 38.1875 14.015625
  1824. L 19.390625 64.015625
  1825. L 19.390625 0
  1826. L 9.8125 0
  1827. z
  1828. " id="DejaVuSans-4d"/>
  1829. </defs>
  1830. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1831. <use xlink:href="#DejaVuSans-47"/>
  1832. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1833. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1834. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1835. </g>
  1836. </g>
  1837. <g id="text_8">
  1838. <g id="patch_10">
  1839. <path d="M 280.129663 78.150947
  1840. L 365.209663 78.150947
  1841. Q 366.409663 78.150947 366.409663 76.950947
  1842. L 366.409663 73.079697
  1843. Q 366.409663 71.879697 365.209663 71.879697
  1844. L 280.129663 71.879697
  1845. Q 278.929663 71.879697 278.929663 73.079697
  1846. L 278.929663 76.950947
  1847. Q 278.929663 78.150947 280.129663 78.150947
  1848. z
  1849. " style="fill:#ffffff;opacity:0.8;"/>
  1850. </g>
  1851. <!-- max: 570.826 $\bullet$ mean: 567.915 $\bullet$ $\sigma$: 1.094 -->
  1852. <defs>
  1853. <path d="M 8.203125 72.90625
  1854. L 55.078125 72.90625
  1855. L 55.078125 68.703125
  1856. L 28.609375 0
  1857. L 18.3125 0
  1858. L 43.21875 64.59375
  1859. L 8.203125 64.59375
  1860. z
  1861. " id="DejaVuSans-37"/>
  1862. </defs>
  1863. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1864. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1865. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1866. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1867. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1868. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1869. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  1870. <use transform="translate(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
  1871. <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-30"/>
  1872. <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1873. <use transform="translate(505.865234 0.78125)" xlink:href="#DejaVuSans-38"/>
  1874. <use transform="translate(569.488281 0.78125)" xlink:href="#DejaVuSans-32"/>
  1875. <use transform="translate(633.111328 0.78125)" xlink:href="#DejaVuSans-36"/>
  1876. <use transform="translate(696.734375 0.78125)" xlink:href="#DejaVuSans-20"/>
  1877. <use transform="translate(728.521484 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1878. <use transform="translate(791.119141 0.78125)" xlink:href="#DejaVuSans-20"/>
  1879. <use transform="translate(822.90625 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1880. <use transform="translate(920.318359 0.78125)" xlink:href="#DejaVuSans-65"/>
  1881. <use transform="translate(981.841797 0.78125)" xlink:href="#DejaVuSans-61"/>
  1882. <use transform="translate(1043.121094 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1883. <use transform="translate(1106.5 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1884. <use transform="translate(1140.191406 0.78125)" xlink:href="#DejaVuSans-20"/>
  1885. <use transform="translate(1171.978516 0.78125)" xlink:href="#DejaVuSans-35"/>
  1886. <use transform="translate(1235.601562 0.78125)" xlink:href="#DejaVuSans-36"/>
  1887. <use transform="translate(1299.224609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1888. <use transform="translate(1362.847656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1889. <use transform="translate(1394.634766 0.78125)" xlink:href="#DejaVuSans-39"/>
  1890. <use transform="translate(1458.257812 0.78125)" xlink:href="#DejaVuSans-31"/>
  1891. <use transform="translate(1521.880859 0.78125)" xlink:href="#DejaVuSans-35"/>
  1892. <use transform="translate(1585.503906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1893. <use transform="translate(1617.291016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1894. <use transform="translate(1679.888672 0.78125)" xlink:href="#DejaVuSans-20"/>
  1895. <use transform="translate(1711.675781 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1896. <use transform="translate(1775.054688 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1897. <use transform="translate(1808.746094 0.78125)" xlink:href="#DejaVuSans-20"/>
  1898. <use transform="translate(1840.533203 0.78125)" xlink:href="#DejaVuSans-31"/>
  1899. <use transform="translate(1904.15625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1900. <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-30"/>
  1901. <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-39"/>
  1902. <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-34"/>
  1903. </g>
  1904. </g>
  1905. <g id="text_9">
  1906. <!-- 569.73 -->
  1907. <g style="fill:#d3d3d3;" transform="translate(7.2 79.452298)scale(0.03 -0.03)">
  1908. <use xlink:href="#DejaVuSans-35"/>
  1909. <use x="63.623047" xlink:href="#DejaVuSans-36"/>
  1910. <use x="127.246094" xlink:href="#DejaVuSans-39"/>
  1911. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1912. <use x="222.65625" xlink:href="#DejaVuSans-37"/>
  1913. <use x="286.279297" xlink:href="#DejaVuSans-33"/>
  1914. </g>
  1915. </g>
  1916. </g>
  1917. <g id="axes_4">
  1918. <g id="patch_11">
  1919. <path d="M 18.697188 120.573696
  1920. L 372.281346 120.573696
  1921. L 372.281346 95.026944
  1922. L 18.697188 95.026944
  1923. z
  1924. " style="fill:#ffffff;"/>
  1925. </g>
  1926. <g id="matplotlib.axis_7">
  1927. <g id="xtick_16"/>
  1928. <g id="xtick_17"/>
  1929. <g id="xtick_18"/>
  1930. <g id="xtick_19"/>
  1931. <g id="xtick_20"/>
  1932. </g>
  1933. <g id="matplotlib.axis_8"/>
  1934. <g id="line2d_7">
  1935. <path clip-path="url(#pa063cd4163)" d="M 18.697188 105.324382
  1936. L 372.281346 105.324382
  1937. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1938. </g>
  1939. <g id="line2d_8">
  1940. <path clip-path="url(#pa063cd4163)" d="M 19.365589 115.575763
  1941. L 20.03399 115.438853
  1942. L 21.370792 111.666678
  1943. L 22.707594 112.61722
  1944. L 23.375995 114.534295
  1945. L 24.044396 114.685405
  1946. L 24.712797 113.250593
  1947. L 25.381198 111.431544
  1948. L 26.049599 110.972077
  1949. L 26.718 111.707666
  1950. L 27.386401 114.790925
  1951. L 28.054802 115.042186
  1952. L 28.723203 115.555622
  1953. L 29.391604 113.069942
  1954. L 30.060005 112.756195
  1955. L 30.728407 113.05224
  1956. L 31.396808 115.307135
  1957. L 32.065209 116.499773
  1958. L 32.73361 114.297942
  1959. L 34.070412 109.164691
  1960. L 34.738813 105.267327
  1961. L 36.075615 110.519552
  1962. L 36.744016 109.182805
  1963. L 37.412417 109.780423
  1964. L 38.080818 110.836288
  1965. L 38.749219 111.605019
  1966. L 40.086021 112.342554
  1967. L 40.754422 113.031157
  1968. L 41.422823 112.961137
  1969. L 42.091224 113.258893
  1970. L 43.428027 111.935876
  1971. L 44.764829 111.30323
  1972. L 45.43323 113.946886
  1973. L 46.770032 109.261458
  1974. L 47.438433 111.428241
  1975. L 48.106834 109.931947
  1976. L 48.775235 111.798514
  1977. L 49.443636 114.19612
  1978. L 50.112037 112.643163
  1979. L 50.780438 111.960992
  1980. L 51.448839 111.664947
  1981. L 52.11724 111.743874
  1982. L 52.785641 112.083367
  1983. L 53.454042 114.679249
  1984. L 54.122443 113.29164
  1985. L 54.790845 113.911189
  1986. L 56.127647 108.149913
  1987. L 56.796048 100.815441
  1988. L 57.464449 98.571284
  1989. L 58.13285 104.314131
  1990. L 58.801251 108.959709
  1991. L 59.469652 109.409913
  1992. L 60.138053 111.124543
  1993. L 61.474855 112.108837
  1994. L 62.811657 111.21366
  1995. L 63.480058 113.427567
  1996. L 64.148459 111.572801
  1997. L 64.81686 111.290857
  1998. L 65.485261 111.634146
  1999. L 66.153662 112.56742
  2000. L 66.822064 113.132545
  2001. L 67.490465 112.777044
  2002. L 68.158866 111.00516
  2003. L 68.827267 111.422496
  2004. L 69.495668 110.835639
  2005. L 70.164069 111.099172
  2006. L 70.83247 114.027466
  2007. L 71.500871 113.081526
  2008. L 72.169272 110.801475
  2009. L 72.837673 110.061068
  2010. L 73.506074 112.287286
  2011. L 74.174475 112.41867
  2012. L 74.842876 111.370415
  2013. L 75.511277 110.680771
  2014. L 76.179678 111.789348
  2015. L 76.848079 111.073958
  2016. L 77.51648 114.051126
  2017. L 78.184881 114.097819
  2018. L 78.853283 110.385965
  2019. L 79.521684 108.857967
  2020. L 80.190085 107.906304
  2021. L 80.858486 104.661136
  2022. L 81.526887 108.535881
  2023. L 82.195288 110.568133
  2024. L 82.863689 106.003449
  2025. L 83.53209 110.268192
  2026. L 84.200491 111.842178
  2027. L 84.868892 111.660286
  2028. L 85.537293 111.193579
  2029. L 86.205694 110.368108
  2030. L 86.874095 112.188062
  2031. L 87.542496 111.858855
  2032. L 88.210897 114.517753
  2033. L 88.879298 111.341879
  2034. L 89.547699 110.106954
  2035. L 90.2161 110.304323
  2036. L 90.884502 110.068817
  2037. L 91.552903 112.125791
  2038. L 92.221304 112.963064
  2039. L 92.889705 111.70686
  2040. L 93.558106 110.162025
  2041. L 94.226507 109.948328
  2042. L 94.894908 110.966865
  2043. L 95.563309 113.247329
  2044. L 96.900111 109.855083
  2045. L 97.568512 111.077144
  2046. L 98.236913 111.759923
  2047. L 98.905314 110.954671
  2048. L 99.573715 112.423035
  2049. L 100.242116 111.558895
  2050. L 100.910517 111.014226
  2051. L 101.578918 110.782298
  2052. L 102.247319 110.311542
  2053. L 102.915721 106.926493
  2054. L 103.584122 105.069113
  2055. L 104.252523 104.859803
  2056. L 104.920924 109.607324
  2057. L 105.589325 108.449223
  2058. L 106.257726 108.134276
  2059. L 106.926127 108.412206
  2060. L 107.594528 109.247435
  2061. L 108.262929 109.206015
  2062. L 108.93133 109.605178
  2063. L 109.599731 112.801472
  2064. L 110.268132 110.835599
  2065. L 110.936533 111.930645
  2066. L 111.604934 111.131566
  2067. L 112.273335 108.671571
  2068. L 112.941736 110.346137
  2069. L 113.610137 112.947153
  2070. L 114.94694 109.410917
  2071. L 115.615341 110.023225
  2072. L 116.283742 110.367379
  2073. L 116.952143 110.043387
  2074. L 117.620544 109.863284
  2075. L 118.288945 110.806413
  2076. L 118.957346 112.686726
  2077. L 119.625747 109.865427
  2078. L 120.294148 110.123887
  2079. L 120.962549 112.134583
  2080. L 121.63095 110.155415
  2081. L 122.299351 112.241833
  2082. L 122.967752 111.149286
  2083. L 123.636153 110.660258
  2084. L 124.304554 109.616153
  2085. L 124.972955 109.615485
  2086. L 125.641356 106.981428
  2087. L 126.309757 102.449944
  2088. L 126.978159 101.893669
  2089. L 127.64656 108.403081
  2090. L 128.314961 108.709413
  2091. L 128.983362 103.345887
  2092. L 129.651763 107.754681
  2093. L 130.320164 111.087726
  2094. L 130.988565 110.192784
  2095. L 131.656966 110.696093
  2096. L 132.325367 112.362636
  2097. L 132.993768 112.208239
  2098. L 133.662169 111.838499
  2099. L 134.33057 111.289186
  2100. L 134.998971 109.084976
  2101. L 135.667372 113.282437
  2102. L 136.335773 112.602449
  2103. L 137.004174 108.741551
  2104. L 137.672575 109.761954
  2105. L 138.340976 111.040266
  2106. L 139.009378 109.856579
  2107. L 139.677779 113.215585
  2108. L 140.34618 113.441218
  2109. L 141.014581 111.678401
  2110. L 141.682982 110.497189
  2111. L 142.351383 111.580944
  2112. L 143.019784 108.648678
  2113. L 143.688185 111.872268
  2114. L 144.356586 113.160355
  2115. L 145.024987 111.68664
  2116. L 145.693388 110.844628
  2117. L 146.361789 112.414735
  2118. L 147.03019 112.55505
  2119. L 147.698591 109.651872
  2120. L 148.366992 102.77791
  2121. L 149.035393 99.377148
  2122. L 150.372195 110.300646
  2123. L 151.708998 102.691469
  2124. L 152.377399 100.581743
  2125. L 153.0458 106.592274
  2126. L 153.714201 109.835139
  2127. L 154.382602 109.622113
  2128. L 155.051003 111.006792
  2129. L 155.719404 109.811065
  2130. L 156.387805 109.394101
  2131. L 157.056206 110.851453
  2132. L 157.724607 108.809642
  2133. L 158.393008 110.242861
  2134. L 159.061409 112.67878
  2135. L 159.72981 112.012208
  2136. L 160.398211 109.069792
  2137. L 161.066612 109.951595
  2138. L 161.735013 111.76081
  2139. L 162.403414 109.102481
  2140. L 163.071816 113.874939
  2141. L 163.740217 114.486265
  2142. L 164.408618 113.336326
  2143. L 165.077019 111.376042
  2144. L 165.74542 110.921923
  2145. L 166.413821 109.992445
  2146. L 167.082222 111.786772
  2147. L 167.750623 113.047932
  2148. L 168.419024 111.987289
  2149. L 169.755826 109.39886
  2150. L 170.424227 106.54623
  2151. L 171.092628 100.205078
  2152. L 171.761029 106.490137
  2153. L 172.42943 110.250767
  2154. L 173.097831 110.265282
  2155. L 173.766232 114.163452
  2156. L 174.434633 112.377071
  2157. L 175.103035 111.476172
  2158. L 175.771436 109.529634
  2159. L 176.439837 110.246164
  2160. L 177.108238 111.330254
  2161. L 177.776639 111.918233
  2162. L 178.44504 112.704034
  2163. L 179.113441 111.484786
  2164. L 179.781842 109.965873
  2165. L 180.450243 110.480491
  2166. L 181.118644 111.527998
  2167. L 181.787045 110.396863
  2168. L 182.455446 108.677294
  2169. L 183.123847 108.633907
  2170. L 183.792248 111.093902
  2171. L 184.460649 111.872465
  2172. L 185.12905 112.910373
  2173. L 185.797451 114.38995
  2174. L 186.465852 114.708633
  2175. L 187.134254 112.514492
  2176. L 187.802655 111.421434
  2177. L 188.471056 109.329
  2178. L 189.139457 111.506028
  2179. L 189.807858 114.202434
  2180. L 190.476259 115.989915
  2181. L 191.813061 110.892027
  2182. L 192.481462 110.149357
  2183. L 193.149863 110.695641
  2184. L 193.818264 113.261922
  2185. L 194.486665 109.851779
  2186. L 195.155066 107.807628
  2187. L 195.823467 104.733416
  2188. L 196.491868 108.28456
  2189. L 197.160269 110.426088
  2190. L 197.82867 104.246866
  2191. L 198.497071 107.277984
  2192. L 199.165473 109.712096
  2193. L 199.833874 110.10056
  2194. L 200.502275 111.05718
  2195. L 201.170676 110.038726
  2196. L 201.839077 107.202871
  2197. L 202.507478 108.33029
  2198. L 203.175879 109.764275
  2199. L 203.84428 112.741405
  2200. L 204.512681 113.145134
  2201. L 205.181082 110.080676
  2202. L 205.849483 109.872449
  2203. L 206.517884 110.485586
  2204. L 207.186285 108.710337
  2205. L 207.854686 110.753602
  2206. L 208.523087 111.757583
  2207. L 209.191488 110.421997
  2208. L 209.859889 109.729089
  2209. L 210.52829 109.267024
  2210. L 211.196692 111.696672
  2211. L 211.865093 112.486387
  2212. L 212.533494 109.201785
  2213. L 213.201895 108.849667
  2214. L 213.870296 109.19205
  2215. L 214.538697 112.283629
  2216. L 215.207098 113.059517
  2217. L 215.875499 109.397955
  2218. L 216.5439 110.047537
  2219. L 217.212301 109.405292
  2220. L 217.880702 109.031833
  2221. L 218.549103 105.378099
  2222. L 219.217504 102.956712
  2223. L 219.885905 107.215145
  2224. L 220.554306 109.983714
  2225. L 221.222707 105.948317
  2226. L 222.559509 107.591101
  2227. L 223.227911 108.087644
  2228. L 223.896312 111.37608
  2229. L 224.564713 110.989404
  2230. L 225.233114 110.266422
  2231. L 226.569916 110.656089
  2232. L 227.238317 113.825828
  2233. L 227.906718 114.133103
  2234. L 229.24352 109.318437
  2235. L 229.911921 110.526535
  2236. L 230.580322 109.725941
  2237. L 231.248723 111.604388
  2238. L 231.917124 111.995411
  2239. L 232.585525 110.466566
  2240. L 233.922327 109.382811
  2241. L 234.590728 111.966696
  2242. L 235.25913 111.88458
  2243. L 235.927531 110.508694
  2244. L 237.264333 109.343122
  2245. L 237.932734 112.745515
  2246. L 238.601135 113.841129
  2247. L 239.269536 109.528237
  2248. L 239.937937 110.176461
  2249. L 240.606338 109.151809
  2250. L 241.274739 103.866915
  2251. L 241.94314 108.978021
  2252. L 242.611541 111.716557
  2253. L 243.279942 109.69166
  2254. L 244.616744 108.137149
  2255. L 245.285145 108.774789
  2256. L 245.953546 111.470782
  2257. L 246.621947 111.509273
  2258. L 247.290349 112.510382
  2259. L 247.95875 111.629189
  2260. L 248.627151 109.852389
  2261. L 249.295552 110.828086
  2262. L 249.963953 113.928771
  2263. L 250.632354 114.028193
  2264. L 251.300755 110.889059
  2265. L 252.637557 109.391407
  2266. L 253.305958 109.661705
  2267. L 253.974359 110.181122
  2268. L 254.64276 112.948373
  2269. L 255.311161 111.003291
  2270. L 255.979562 110.596512
  2271. L 256.647963 110.932012
  2272. L 257.316364 111.49993
  2273. L 257.984765 112.798874
  2274. L 259.321568 110.578438
  2275. L 259.989969 111.670061
  2276. L 260.65837 111.22446
  2277. L 261.326771 112.743351
  2278. L 261.995172 112.38252
  2279. L 262.663573 110.091672
  2280. L 263.331974 105.28857
  2281. L 264.000375 103.763441
  2282. L 264.668776 106.299493
  2283. L 265.337177 110.87761
  2284. L 266.005578 109.163333
  2285. L 266.673979 109.652068
  2286. L 267.34238 111.42885
  2287. L 268.010781 109.291964
  2288. L 268.679182 110.767527
  2289. L 269.347583 110.984075
  2290. L 270.015984 111.391676
  2291. L 270.684385 110.739933
  2292. L 271.352787 111.692581
  2293. L 272.021188 112.337126
  2294. L 272.689589 112.677188
  2295. L 273.35799 111.213503
  2296. L 274.026391 110.290438
  2297. L 274.694792 110.434801
  2298. L 275.363193 109.39298
  2299. L 276.031594 109.944729
  2300. L 276.699995 112.974865
  2301. L 277.368396 112.131868
  2302. L 278.036797 111.007638
  2303. L 278.705198 111.003723
  2304. L 279.373599 110.340592
  2305. L 280.042 112.420166
  2306. L 280.710401 113.438189
  2307. L 282.047203 107.927229
  2308. L 282.715604 110.170226
  2309. L 283.384006 111.140888
  2310. L 284.052407 112.878669
  2311. L 284.720808 110.98909
  2312. L 285.389209 110.809932
  2313. L 286.05761 111.722004
  2314. L 286.726011 109.305692
  2315. L 287.394412 104.81553
  2316. L 288.062813 106.773181
  2317. L 288.731214 107.085197
  2318. L 289.399615 111.168934
  2319. L 290.068016 110.237196
  2320. L 290.736417 111.39622
  2321. L 291.404818 113.763637
  2322. L 292.073219 114.074513
  2323. L 292.74162 112.222284
  2324. L 293.410021 105.936615
  2325. L 294.078422 106.607732
  2326. L 294.746823 110.121686
  2327. L 295.415225 109.739671
  2328. L 296.083626 110.200554
  2329. L 296.752027 110.123749
  2330. L 297.420428 109.651675
  2331. L 298.088829 108.721174
  2332. L 298.75723 108.864475
  2333. L 299.425631 110.177012
  2334. L 300.094032 110.295237
  2335. L 300.762433 110.562625
  2336. L 301.430834 110.480038
  2337. L 302.099235 111.263048
  2338. L 302.767636 112.470437
  2339. L 303.436037 107.52956
  2340. L 304.104438 111.248926
  2341. L 304.772839 113.231142
  2342. L 305.44124 108.745976
  2343. L 306.109641 109.976101
  2344. L 306.778042 110.688384
  2345. L 307.446444 112.601722
  2346. L 308.114845 113.285938
  2347. L 308.783246 110.471581
  2348. L 309.451647 111.69441
  2349. L 310.120048 111.483114
  2350. L 310.788449 110.249606
  2351. L 311.45685 106.660974
  2352. L 312.125251 106.697714
  2353. L 312.793652 110.501478
  2354. L 313.462053 106.228904
  2355. L 314.130454 108.307809
  2356. L 314.798855 110.875328
  2357. L 315.467256 112.333506
  2358. L 316.135657 112.366471
  2359. L 316.804058 112.106635
  2360. L 317.472459 112.250724
  2361. L 318.14086 112.870153
  2362. L 318.809261 112.018934
  2363. L 319.477663 114.285788
  2364. L 320.146064 114.479007
  2365. L 320.814465 113.036545
  2366. L 321.482866 109.561123
  2367. L 322.151267 110.63699
  2368. L 322.819668 112.432163
  2369. L 323.488069 111.846975
  2370. L 324.15647 110.518155
  2371. L 324.824871 111.454536
  2372. L 325.493272 111.555062
  2373. L 326.161673 113.149342
  2374. L 326.830074 112.870508
  2375. L 327.498475 111.8432
  2376. L 328.166876 111.267395
  2377. L 328.835277 110.234443
  2378. L 329.503678 112.895131
  2379. L 330.172079 114.659955
  2380. L 330.84048 112.929097
  2381. L 331.508882 110.400108
  2382. L 332.177283 110.231491
  2383. L 332.845684 111.460674
  2384. L 333.514085 113.139214
  2385. L 334.182486 108.60051
  2386. L 334.850887 107.030086
  2387. L 335.519288 107.481825
  2388. L 336.187689 101.607616
  2389. L 336.85609 108.683726
  2390. L 337.524491 106.995039
  2391. L 338.192892 109.532054
  2392. L 338.861293 109.83506
  2393. L 339.529694 108.075194
  2394. L 340.198095 103.803288
  2395. L 340.866496 106.119489
  2396. L 341.534897 110.296417
  2397. L 342.203298 110.630481
  2398. L 342.871699 109.134206
  2399. L 343.540101 111.162484
  2400. L 344.208502 110.011092
  2401. L 344.876903 109.891549
  2402. L 345.545304 112.644696
  2403. L 346.213705 111.96229
  2404. L 346.882106 108.098441
  2405. L 347.550507 111.7293
  2406. L 348.218908 113.560977
  2407. L 348.887309 111.674525
  2408. L 349.55571 110.759759
  2409. L 350.224111 111.538166
  2410. L 350.892512 111.332772
  2411. L 351.560913 115.214361
  2412. L 352.229314 114.934109
  2413. L 352.897715 113.340575
  2414. L 353.566116 111.229927
  2415. L 354.234517 112.44123
  2416. L 354.902918 112.853612
  2417. L 355.57132 111.523965
  2418. L 356.239721 103.565836
  2419. L 356.908122 104.612358
  2420. L 357.576523 107.67823
  2421. L 358.244924 112.687868
  2422. L 358.913325 107.137456
  2423. L 360.250127 110.466055
  2424. L 360.918528 112.266025
  2425. L 361.586929 113.534996
  2426. L 362.923731 111.168817
  2427. L 364.260533 109.902149
  2428. L 364.928934 113.824569
  2429. L 365.597335 113.623424
  2430. L 366.265736 110.641907
  2431. L 366.934137 110.451776
  2432. L 367.602539 111.806518
  2433. L 368.27094 111.483508
  2434. L 368.939341 113.813005
  2435. L 369.607742 114.763802
  2436. L 370.276143 113.801282
  2437. L 370.944544 112.417626
  2438. L 371.612945 112.169947
  2439. L 372.281346 111.242849
  2440. L 372.281346 111.242849
  2441. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2442. </g>
  2443. <g id="text_10">
  2444. <g id="patch_12">
  2445. <path d="M 18.697188 108.96222
  2446. L 46.430938 108.96222
  2447. Q 48.830938 108.96222 48.830938 106.56222
  2448. L 48.830938 98.81972
  2449. Q 48.830938 96.41972 46.430938 96.41972
  2450. L 18.697188 96.41972
  2451. Q 16.297188 96.41972 16.297188 98.81972
  2452. L 16.297188 106.56222
  2453. Q 16.297188 108.96222 18.697188 108.96222
  2454. z
  2455. " style="fill:#ffffff;opacity:0.8;"/>
  2456. </g>
  2457. <!-- DVARS -->
  2458. <defs>
  2459. <path d="M 19.671875 64.796875
  2460. L 19.671875 8.109375
  2461. L 31.59375 8.109375
  2462. Q 46.6875 8.109375 53.6875 14.9375
  2463. Q 60.6875 21.78125 60.6875 36.53125
  2464. Q 60.6875 51.171875 53.6875 57.984375
  2465. Q 46.6875 64.796875 31.59375 64.796875
  2466. z
  2467. M 9.8125 72.90625
  2468. L 30.078125 72.90625
  2469. Q 51.265625 72.90625 61.171875 64.09375
  2470. Q 71.09375 55.28125 71.09375 36.53125
  2471. Q 71.09375 17.671875 61.125 8.828125
  2472. Q 51.171875 0 30.078125 0
  2473. L 9.8125 0
  2474. z
  2475. " id="DejaVuSans-44"/>
  2476. <path d="M 28.609375 0
  2477. L 0.78125 72.90625
  2478. L 11.078125 72.90625
  2479. L 34.1875 11.53125
  2480. L 57.328125 72.90625
  2481. L 67.578125 72.90625
  2482. L 39.796875 0
  2483. z
  2484. " id="DejaVuSans-56"/>
  2485. <path d="M 34.1875 63.1875
  2486. L 20.796875 26.90625
  2487. L 47.609375 26.90625
  2488. z
  2489. M 28.609375 72.90625
  2490. L 39.796875 72.90625
  2491. L 67.578125 0
  2492. L 57.328125 0
  2493. L 50.6875 18.703125
  2494. L 17.828125 18.703125
  2495. L 11.1875 0
  2496. L 0.78125 0
  2497. z
  2498. " id="DejaVuSans-41"/>
  2499. <path d="M 44.390625 34.1875
  2500. Q 47.5625 33.109375 50.5625 29.59375
  2501. Q 53.5625 26.078125 56.59375 19.921875
  2502. L 66.609375 0
  2503. L 56 0
  2504. L 46.6875 18.703125
  2505. Q 43.0625 26.03125 39.671875 28.421875
  2506. Q 36.28125 30.8125 30.421875 30.8125
  2507. L 19.671875 30.8125
  2508. L 19.671875 0
  2509. L 9.8125 0
  2510. L 9.8125 72.90625
  2511. L 32.078125 72.90625
  2512. Q 44.578125 72.90625 50.734375 67.671875
  2513. Q 56.890625 62.453125 56.890625 51.90625
  2514. Q 56.890625 45.015625 53.6875 40.46875
  2515. Q 50.484375 35.9375 44.390625 34.1875
  2516. z
  2517. M 19.671875 64.796875
  2518. L 19.671875 38.921875
  2519. L 32.078125 38.921875
  2520. Q 39.203125 38.921875 42.84375 42.21875
  2521. Q 46.484375 45.515625 46.484375 51.90625
  2522. Q 46.484375 58.296875 42.84375 61.546875
  2523. Q 39.203125 64.796875 32.078125 64.796875
  2524. z
  2525. " id="DejaVuSans-52"/>
  2526. </defs>
  2527. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2528. <use xlink:href="#DejaVuSans-44"/>
  2529. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2530. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2531. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2532. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2533. </g>
  2534. </g>
  2535. <g id="text_11">
  2536. <g id="patch_13">
  2537. <path d="M 290.289663 105.826595
  2538. L 365.209663 105.826595
  2539. Q 366.409663 105.826595 366.409663 104.626595
  2540. L 366.409663 100.755345
  2541. Q 366.409663 99.555345 365.209663 99.555345
  2542. L 290.289663 99.555345
  2543. Q 289.089663 99.555345 289.089663 100.755345
  2544. L 289.089663 104.626595
  2545. Q 289.089663 105.826595 290.289663 105.826595
  2546. z
  2547. " style="fill:#ffffff;opacity:0.8;"/>
  2548. </g>
  2549. <!-- max: 1.802 $\bullet$ mean: 1.191 $\bullet$ $\sigma$: 0.131 -->
  2550. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2551. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2552. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2553. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2554. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2555. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2556. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2557. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2558. <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
  2559. <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-30"/>
  2560. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-32"/>
  2561. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
  2562. <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2563. <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
  2564. <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2565. <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
  2566. <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
  2567. <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2568. <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2569. <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
  2570. <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-31"/>
  2571. <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2572. <use transform="translate(1140.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
  2573. <use transform="translate(1203.875 0.78125)" xlink:href="#DejaVuSans-39"/>
  2574. <use transform="translate(1267.498047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2575. <use transform="translate(1331.121094 0.78125)" xlink:href="#DejaVuSans-20"/>
  2576. <use transform="translate(1362.908203 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2577. <use transform="translate(1425.505859 0.78125)" xlink:href="#DejaVuSans-20"/>
  2578. <use transform="translate(1457.292969 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2579. <use transform="translate(1520.671875 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2580. <use transform="translate(1554.363281 0.78125)" xlink:href="#DejaVuSans-20"/>
  2581. <use transform="translate(1586.150391 0.78125)" xlink:href="#DejaVuSans-30"/>
  2582. <use transform="translate(1649.773438 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2583. <use transform="translate(1681.560547 0.78125)" xlink:href="#DejaVuSans-31"/>
  2584. <use transform="translate(1745.183594 0.78125)" xlink:href="#DejaVuSans-33"/>
  2585. <use transform="translate(1808.806641 0.78125)" xlink:href="#DejaVuSans-31"/>
  2586. </g>
  2587. </g>
  2588. <g id="text_12">
  2589. <!-- 1.46 -->
  2590. <g style="fill:#d3d3d3;" transform="translate(11.0175 106.152194)scale(0.03 -0.03)">
  2591. <use xlink:href="#DejaVuSans-31"/>
  2592. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2593. <use x="95.410156" xlink:href="#DejaVuSans-34"/>
  2594. <use x="159.033203" xlink:href="#DejaVuSans-36"/>
  2595. </g>
  2596. </g>
  2597. </g>
  2598. <g id="axes_5">
  2599. <g id="patch_14">
  2600. <path d="M 18.697188 148.249344
  2601. L 372.281346 148.249344
  2602. L 372.281346 122.702592
  2603. L 18.697188 122.702592
  2604. z
  2605. " style="fill:#ffffff;"/>
  2606. </g>
  2607. <g id="matplotlib.axis_9">
  2608. <g id="xtick_21"/>
  2609. <g id="xtick_22"/>
  2610. <g id="xtick_23"/>
  2611. <g id="xtick_24"/>
  2612. <g id="xtick_25"/>
  2613. </g>
  2614. <g id="matplotlib.axis_10"/>
  2615. <g id="line2d_9">
  2616. <path clip-path="url(#p2ee8f9ec28)" d="M 18.697188 134.220101
  2617. L 372.281346 134.220101
  2618. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2619. </g>
  2620. <g id="line2d_10">
  2621. <path clip-path="url(#p2ee8f9ec28)" d="M 19.365589 142.790638
  2622. L 20.03399 145.03497
  2623. L 20.702391 139.188199
  2624. L 21.370792 145.000974
  2625. L 22.039193 143.569223
  2626. L 22.707594 138.996531
  2627. L 23.375995 143.176807
  2628. L 24.044396 143.932291
  2629. L 24.712797 140.920543
  2630. L 25.381198 142.725453
  2631. L 26.049599 142.893448
  2632. L 26.718 137.510821
  2633. L 27.386401 143.629138
  2634. L 28.054802 141.354719
  2635. L 28.723203 141.139112
  2636. L 29.391604 139.279012
  2637. L 30.060005 143.248344
  2638. L 30.728407 135.283301
  2639. L 31.396808 144.327314
  2640. L 32.065209 142.780329
  2641. L 32.73361 136.702244
  2642. L 33.402011 143.305071
  2643. L 34.070412 139.223127
  2644. L 34.738813 130.794945
  2645. L 36.075615 143.062451
  2646. L 36.744016 138.577006
  2647. L 37.412417 138.863224
  2648. L 38.080818 135.996854
  2649. L 38.749219 141.742831
  2650. L 40.086021 142.892791
  2651. L 40.754422 145.760528
  2652. L 41.422823 145.818608
  2653. L 42.091224 144.631909
  2654. L 42.759626 141.047256
  2655. L 43.428027 144.026368
  2656. L 44.096428 144.722211
  2657. L 44.764829 135.241337
  2658. L 45.43323 143.620733
  2659. L 46.101631 140.409738
  2660. L 46.770032 139.840892
  2661. L 47.438433 142.088079
  2662. L 48.106834 135.363211
  2663. L 48.775235 144.306671
  2664. L 49.443636 139.961881
  2665. L 50.112037 140.53398
  2666. L 50.780438 142.162536
  2667. L 51.448839 144.239274
  2668. L 52.11724 141.41457
  2669. L 52.785641 137.412336
  2670. L 53.454042 142.203792
  2671. L 54.122443 144.264454
  2672. L 54.790845 145.040628
  2673. L 55.459246 140.84836
  2674. L 56.127647 142.942995
  2675. L 56.796048 132.374597
  2676. L 57.464449 127.551165
  2677. L 58.13285 135.25202
  2678. L 58.801251 138.881577
  2679. L 59.469652 137.770501
  2680. L 60.138053 142.091707
  2681. L 60.806454 140.329307
  2682. L 61.474855 142.242121
  2683. L 62.143256 143.048561
  2684. L 62.811657 141.746153
  2685. L 63.480058 143.817892
  2686. L 64.148459 145.424689
  2687. L 64.81686 142.69444
  2688. L 65.485261 144.393439
  2689. L 66.153662 139.322328
  2690. L 66.822064 144.197523
  2691. L 67.490465 143.832601
  2692. L 68.158866 141.56284
  2693. L 68.827267 145.335548
  2694. L 69.495668 138.799219
  2695. L 70.164069 143.829067
  2696. L 70.83247 142.458182
  2697. L 71.500871 142.983903
  2698. L 72.169272 143.962348
  2699. L 72.837673 138.964855
  2700. L 73.506074 144.634924
  2701. L 74.174475 141.898328
  2702. L 74.842876 143.407365
  2703. L 75.511277 143.882524
  2704. L 76.179678 140.035765
  2705. L 76.848079 139.785008
  2706. L 77.51648 142.642567
  2707. L 78.184881 141.499405
  2708. L 78.853283 142.490818
  2709. L 79.521684 143.730569
  2710. L 80.190085 141.266089
  2711. L 80.858486 136.274821
  2712. L 81.526887 137.522655
  2713. L 82.195288 139.904017
  2714. L 82.863689 138.49489
  2715. L 83.53209 139.404159
  2716. L 84.200491 143.4032
  2717. L 84.868892 143.398557
  2718. L 85.537293 140.283764
  2719. L 86.205694 142.504941
  2720. L 86.874095 140.668178
  2721. L 87.542496 139.714775
  2722. L 88.210897 143.734319
  2723. L 88.879298 140.397105
  2724. L 89.547699 142.410428
  2725. L 90.2161 144.05941
  2726. L 90.884502 138.092535
  2727. L 91.552903 144.449393
  2728. L 92.221304 143.634681
  2729. L 92.889705 140.326911
  2730. L 93.558106 143.680989
  2731. L 94.226507 143.722689
  2732. L 94.894908 138.996994
  2733. L 95.563309 142.253306
  2734. L 96.23171 140.288781
  2735. L 96.900111 140.895491
  2736. L 97.568512 144.73023
  2737. L 98.236913 141.010695
  2738. L 98.905314 139.863558
  2739. L 99.573715 142.473029
  2740. L 100.242116 138.186325
  2741. L 100.910517 143.852179
  2742. L 101.578918 143.455016
  2743. L 102.247319 139.235553
  2744. L 102.915721 130.730437
  2745. L 103.584122 138.472798
  2746. L 104.252523 140.36738
  2747. L 104.920924 136.238823
  2748. L 106.257726 143.328556
  2749. L 106.926127 142.267202
  2750. L 107.594528 144.118845
  2751. L 108.262929 135.144861
  2752. L 108.93133 141.652277
  2753. L 109.599731 143.454245
  2754. L 110.268132 138.130597
  2755. L 110.936533 143.554325
  2756. L 111.604934 139.398205
  2757. L 112.273335 138.312608
  2758. L 112.941736 142.445932
  2759. L 113.610137 143.053219
  2760. L 114.278538 144.103371
  2761. L 114.94694 144.174855
  2762. L 115.615341 144.968298
  2763. L 116.283742 142.234004
  2764. L 116.952143 142.963701
  2765. L 117.620544 140.684861
  2766. L 118.288945 137.254618
  2767. L 118.957346 142.145032
  2768. L 119.625747 138.738898
  2769. L 120.294148 143.104114
  2770. L 120.962549 142.280954
  2771. L 121.63095 137.081507
  2772. L 122.299351 143.02904
  2773. L 122.967752 140.752012
  2774. L 123.636153 142.196137
  2775. L 124.972955 138.805603
  2776. L 125.641356 131.276539
  2777. L 126.309757 139.145027
  2778. L 126.978159 124.902506
  2779. L 127.64656 142.825252
  2780. L 128.314961 144.232869
  2781. L 128.983362 138.780376
  2782. L 129.651763 135.356332
  2783. L 130.320164 142.291845
  2784. L 130.988565 139.771336
  2785. L 131.656966 143.9843
  2786. L 132.325367 141.683135
  2787. L 132.993768 142.402155
  2788. L 133.662169 144.514307
  2789. L 134.33057 143.437446
  2790. L 134.998971 136.411417
  2791. L 135.667372 142.589361
  2792. L 136.335773 140.439516
  2793. L 137.004174 139.823767
  2794. L 137.672575 144.318649
  2795. L 138.340976 140.004066
  2796. L 139.009378 138.925502
  2797. L 140.34618 144.249936
  2798. L 141.014581 139.279817
  2799. L 141.682982 142.221768
  2800. L 142.351383 142.902794
  2801. L 143.019784 137.304926
  2802. L 143.688185 143.85034
  2803. L 144.356586 142.386239
  2804. L 145.024987 142.70237
  2805. L 145.693388 141.795803
  2806. L 146.361789 144.041055
  2807. L 147.03019 140.72421
  2808. L 147.698591 140.514629
  2809. L 148.366992 125.117091
  2810. L 149.035393 125.046412
  2811. L 149.703794 140.85477
  2812. L 150.372195 141.768699
  2813. L 151.040597 133.40637
  2814. L 151.708998 142.439904
  2815. L 152.377399 135.456462
  2816. L 153.0458 136.032354
  2817. L 153.714201 143.679116
  2818. L 154.382602 142.219801
  2819. L 155.051003 144.228691
  2820. L 155.719404 142.268726
  2821. L 156.387805 136.318825
  2822. L 157.056206 138.466925
  2823. L 157.724607 135.703933
  2824. L 158.393008 143.078856
  2825. L 159.061409 144.356318
  2826. L 159.72981 144.418829
  2827. L 160.398211 142.40627
  2828. L 161.066612 139.267013
  2829. L 161.735013 140.878497
  2830. L 162.403414 136.665813
  2831. L 163.071816 144.507797
  2832. L 163.740217 143.34442
  2833. L 164.408618 140.589151
  2834. L 165.077019 143.082359
  2835. L 165.74542 144.826403
  2836. L 166.413821 139.270888
  2837. L 167.082222 142.62846
  2838. L 167.750623 142.445839
  2839. L 168.419024 139.3142
  2840. L 169.087425 144.661366
  2841. L 169.755826 143.611441
  2842. L 170.424227 139.997979
  2843. L 171.092628 132.208385
  2844. L 171.761029 137.939188
  2845. L 172.42943 138.405448
  2846. L 173.097831 141.666688
  2847. L 173.766232 143.964784
  2848. L 175.103035 140.46727
  2849. L 175.771436 140.067935
  2850. L 176.439837 140.234781
  2851. L 177.776639 143.550449
  2852. L 178.44504 141.606307
  2853. L 179.113441 142.774332
  2854. L 179.781842 141.537464
  2855. L 180.450243 144.708908
  2856. L 181.118644 142.649677
  2857. L 182.455446 143.989438
  2858. L 183.123847 136.114076
  2859. L 183.792248 140.79282
  2860. L 184.460649 141.475747
  2861. L 185.12905 135.54224
  2862. L 185.797451 141.412937
  2863. L 186.465852 141.229313
  2864. L 187.134254 140.78721
  2865. L 187.802655 144.58936
  2866. L 188.471056 137.283059
  2867. L 189.139457 142.484351
  2868. L 189.807858 142.251047
  2869. L 190.476259 145.727082
  2870. L 191.14466 138.557922
  2871. L 191.813061 143.993978
  2872. L 192.481462 141.076762
  2873. L 193.149863 136.352271
  2874. L 193.818264 143.219632
  2875. L 194.486665 132.756497
  2876. L 195.155066 142.376172
  2877. L 195.823467 127.237302
  2878. L 196.491868 139.819125
  2879. L 197.160269 139.350131
  2880. L 197.82867 138.475439
  2881. L 198.497071 134.508309
  2882. L 199.165473 140.071677
  2883. L 199.833874 138.608114
  2884. L 200.502275 141.078033
  2885. L 201.170676 140.678326
  2886. L 201.839077 139.803897
  2887. L 202.507478 144.516079
  2888. L 203.175879 138.196842
  2889. L 203.84428 141.578061
  2890. L 204.512681 143.289743
  2891. L 205.181082 137.65136
  2892. L 205.849483 142.806526
  2893. L 206.517884 140.324567
  2894. L 207.186285 136.412085
  2895. L 207.854686 142.893025
  2896. L 208.523087 140.914267
  2897. L 209.191488 140.022274
  2898. L 209.859889 143.172992
  2899. L 210.52829 137.680511
  2900. L 211.196692 142.578374
  2901. L 211.865093 136.442858
  2902. L 212.533494 142.569443
  2903. L 213.201895 141.694019
  2904. L 213.870296 138.520707
  2905. L 214.538697 141.971344
  2906. L 215.207098 137.938587
  2907. L 215.875499 141.31851
  2908. L 216.5439 139.921476
  2909. L 217.212301 139.538453
  2910. L 217.880702 137.655069
  2911. L 218.549103 138.936469
  2912. L 219.217504 129.716396
  2913. L 219.885905 143.244508
  2914. L 220.554306 139.436193
  2915. L 221.222707 138.8877
  2916. L 221.891108 134.590878
  2917. L 222.559509 136.649659
  2918. L 223.227911 137.893462
  2919. L 223.896312 141.037144
  2920. L 224.564713 139.857562
  2921. L 225.233114 143.271613
  2922. L 225.901515 143.844784
  2923. L 226.569916 136.708107
  2924. L 227.238317 144.04881
  2925. L 227.906718 143.086945
  2926. L 228.575119 140.52537
  2927. L 229.24352 142.259663
  2928. L 229.911921 140.637232
  2929. L 230.580322 140.465633
  2930. L 231.248723 142.029403
  2931. L 231.917124 139.773936
  2932. L 232.585525 141.232096
  2933. L 233.253926 143.136638
  2934. L 233.922327 137.294823
  2935. L 234.590728 143.6043
  2936. L 235.25913 140.501389
  2937. L 235.927531 142.992563
  2938. L 236.595932 143.012695
  2939. L 237.264333 138.996406
  2940. L 237.932734 142.368863
  2941. L 238.601135 139.360803
  2942. L 239.269536 142.492853
  2943. L 239.937937 144.951491
  2944. L 240.606338 140.638029
  2945. L 241.274739 125.992442
  2946. L 241.94314 140.872624
  2947. L 242.611541 144.753091
  2948. L 243.279942 140.593884
  2949. L 243.948343 142.322633
  2950. L 245.285145 139.746466
  2951. L 245.953546 143.291113
  2952. L 246.621947 140.24342
  2953. L 247.290349 142.001204
  2954. L 247.95875 142.011233
  2955. L 248.627151 136.555466
  2956. L 249.963953 143.165212
  2957. L 251.300755 141.73912
  2958. L 251.969156 141.886805
  2959. L 252.637557 135.382657
  2960. L 253.305958 141.60411
  2961. L 253.974359 139.889692
  2962. L 254.64276 141.647324
  2963. L 255.311161 141.562231
  2964. L 255.979562 144.321431
  2965. L 256.647963 138.918702
  2966. L 257.316364 142.107301
  2967. L 257.984765 141.579349
  2968. L 258.653166 140.873084
  2969. L 259.321568 144.383208
  2970. L 259.989969 142.696687
  2971. L 260.65837 138.687835
  2972. L 261.326771 141.943477
  2973. L 261.995172 140.375254
  2974. L 262.663573 143.356468
  2975. L 263.331974 139.339132
  2976. L 264.000375 129.267797
  2977. L 264.668776 137.58923
  2978. L 265.337177 139.087632
  2979. L 266.005578 141.491179
  2980. L 266.673979 138.824732
  2981. L 267.34238 140.447101
  2982. L 268.010781 140.26829
  2983. L 268.679182 134.035862
  2984. L 269.347583 140.961225
  2985. L 270.015984 143.67997
  2986. L 270.684385 141.120856
  2987. L 271.352787 137.712982
  2988. L 272.021188 143.162503
  2989. L 272.689589 138.698155
  2990. L 273.35799 141.88517
  2991. L 274.026391 142.95991
  2992. L 274.694792 139.452939
  2993. L 275.363193 138.108666
  2994. L 276.031594 140.538692
  2995. L 276.699995 145.679278
  2996. L 277.368396 143.023025
  2997. L 278.036797 141.318719
  2998. L 278.705198 144.307401
  2999. L 279.373599 140.262078
  3000. L 280.042 140.256763
  3001. L 280.710401 141.709263
  3002. L 281.378802 138.463194
  3003. L 282.047203 142.021169
  3004. L 282.715604 138.162402
  3005. L 284.052407 141.85422
  3006. L 284.720808 139.488101
  3007. L 285.389209 142.906222
  3008. L 286.05761 139.761609
  3009. L 286.726011 143.995859
  3010. L 287.394412 132.79909
  3011. L 288.062813 134.496459
  3012. L 288.731214 133.157394
  3013. L 289.399615 142.736926
  3014. L 290.068016 139.748444
  3015. L 290.736417 141.454616
  3016. L 291.404818 141.033789
  3017. L 292.073219 143.234289
  3018. L 292.74162 141.607472
  3019. L 293.410021 136.875623
  3020. L 294.078422 133.888514
  3021. L 294.746823 143.721614
  3022. L 295.415225 140.665544
  3023. L 296.083626 139.65309
  3024. L 296.752027 140.564071
  3025. L 297.420428 140.978859
  3026. L 298.088829 137.989454
  3027. L 298.75723 141.563568
  3028. L 299.425631 140.741186
  3029. L 300.762433 142.37663
  3030. L 301.430834 138.521365
  3031. L 302.099235 142.455872
  3032. L 302.767636 142.917313
  3033. L 303.436037 137.221246
  3034. L 304.104438 142.56138
  3035. L 304.772839 138.599534
  3036. L 305.44124 141.402028
  3037. L 306.109641 142.722626
  3038. L 306.778042 140.275386
  3039. L 307.446444 143.371605
  3040. L 308.114845 140.313892
  3041. L 308.783246 141.830437
  3042. L 309.451647 142.973901
  3043. L 310.120048 138.815369
  3044. L 310.788449 136.700438
  3045. L 311.45685 139.932184
  3046. L 312.125251 132.761282
  3047. L 312.793652 141.926635
  3048. L 313.462053 139.895143
  3049. L 314.130454 139.288182
  3050. L 314.798855 142.278666
  3051. L 315.467256 143.155283
  3052. L 316.804058 141.109795
  3053. L 317.472459 141.671113
  3054. L 318.14086 144.157714
  3055. L 318.809261 140.573586
  3056. L 319.477663 143.333453
  3057. L 320.146064 144.361625
  3058. L 320.814465 139.882353
  3059. L 321.482866 142.792626
  3060. L 322.151267 139.919472
  3061. L 322.819668 142.188075
  3062. L 323.488069 137.175484
  3063. L 324.15647 141.777188
  3064. L 324.824871 145.152981
  3065. L 325.493272 138.598186
  3066. L 326.161673 140.862527
  3067. L 326.830074 138.316925
  3068. L 327.498475 139.051267
  3069. L 328.166876 143.152308
  3070. L 328.835277 137.209224
  3071. L 329.503678 141.508549
  3072. L 330.172079 142.834154
  3073. L 330.84048 138.314993
  3074. L 331.508882 144.408994
  3075. L 332.177283 142.293598
  3076. L 332.845684 139.76244
  3077. L 333.514085 142.331201
  3078. L 334.182486 131.38191
  3079. L 334.850887 136.484301
  3080. L 335.519288 131.30869
  3081. L 336.187689 131.099392
  3082. L 336.85609 137.220432
  3083. L 337.524491 135.436485
  3084. L 338.192892 137.251516
  3085. L 338.861293 139.579597
  3086. L 339.529694 141.320256
  3087. L 340.198095 129.150577
  3088. L 340.866496 136.52562
  3089. L 341.534897 142.245785
  3090. L 342.203298 141.244518
  3091. L 342.871699 137.23951
  3092. L 343.540101 141.420853
  3093. L 344.208502 139.571985
  3094. L 345.545304 144.619178
  3095. L 346.213705 138.69691
  3096. L 346.882106 137.730729
  3097. L 347.550507 143.105514
  3098. L 348.887309 141.007837
  3099. L 349.55571 142.604319
  3100. L 350.224111 142.768356
  3101. L 350.892512 137.081832
  3102. L 351.560913 142.098137
  3103. L 352.229314 142.02419
  3104. L 352.897715 141.405887
  3105. L 353.566116 143.868619
  3106. L 354.234517 140.845942
  3107. L 354.902918 141.042261
  3108. L 355.57132 137.418818
  3109. L 356.239721 130.778805
  3110. L 356.908122 131.349248
  3111. L 357.576523 138.748161
  3112. L 358.244924 141.660329
  3113. L 358.913325 131.923823
  3114. L 359.581726 141.757966
  3115. L 360.250127 139.730094
  3116. L 360.918528 142.401417
  3117. L 361.586929 143.909506
  3118. L 362.25533 139.111552
  3119. L 362.923731 140.256042
  3120. L 363.592132 141.751848
  3121. L 364.260533 138.302023
  3122. L 364.928934 142.22637
  3123. L 365.597335 142.179909
  3124. L 366.265736 138.325565
  3125. L 366.934137 141.202795
  3126. L 367.602539 139.049042
  3127. L 368.27094 139.5195
  3128. L 368.939341 140.875666
  3129. L 369.607742 142.585102
  3130. L 370.276143 142.26444
  3131. L 370.944544 138.997541
  3132. L 371.612945 144.310954
  3133. L 372.281346 137.121984
  3134. L 372.281346 137.121984
  3135. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3136. </g>
  3137. <g id="text_13">
  3138. <g id="patch_15">
  3139. <path d="M 18.697188 136.637868
  3140. L 29.458438 136.637868
  3141. Q 31.858438 136.637868 31.858438 134.237868
  3142. L 31.858438 126.495368
  3143. Q 31.858438 124.095368 29.458438 124.095368
  3144. L 18.697188 124.095368
  3145. Q 16.297188 124.095368 16.297188 126.495368
  3146. L 16.297188 134.237868
  3147. Q 16.297188 136.637868 18.697188 136.637868
  3148. z
  3149. " style="fill:#ffffff;opacity:0.8;"/>
  3150. </g>
  3151. <!-- FD -->
  3152. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3153. <use xlink:href="#DejaVuSans-46"/>
  3154. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3155. </g>
  3156. </g>
  3157. <g id="text_14">
  3158. <g id="patch_16">
  3159. <path d="M 290.289663 133.502243
  3160. L 365.209663 133.502243
  3161. Q 366.409663 133.502243 366.409663 132.302243
  3162. L 366.409663 128.430993
  3163. Q 366.409663 127.230993 365.209663 127.230993
  3164. L 290.289663 127.230993
  3165. Q 289.089663 127.230993 289.089663 128.430993
  3166. L 289.089663 132.302243
  3167. Q 289.089663 133.502243 290.289663 133.502243
  3168. z
  3169. " style="fill:#ffffff;opacity:0.8;"/>
  3170. </g>
  3171. <!-- max: 0.580 $\bullet$ mean: 0.168 $\bullet$ $\sigma$: 0.089 -->
  3172. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3173. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3174. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3175. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3176. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3177. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3178. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3179. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3180. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
  3181. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-38"/>
  3182. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  3183. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3184. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3185. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3186. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3187. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3188. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3189. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3190. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3191. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3192. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3193. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3194. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3195. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-36"/>
  3196. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-38"/>
  3197. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3198. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3199. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3200. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3201. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3202. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3203. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3204. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3205. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3206. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-38"/>
  3207. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-39"/>
  3208. </g>
  3209. </g>
  3210. <g id="text_15">
  3211. <!-- 0.33 -->
  3212. <g style="fill:#d3d3d3;" transform="translate(11.0175 135.047913)scale(0.03 -0.03)">
  3213. <use xlink:href="#DejaVuSans-30"/>
  3214. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3215. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  3216. <use x="159.033203" xlink:href="#DejaVuSans-33"/>
  3217. </g>
  3218. </g>
  3219. </g>
  3220. <g id="axes_6">
  3221. <g id="patch_17">
  3222. <path d="M 15.161346 278.112
  3223. L 18.697188 278.112
  3224. L 18.697188 150.37824
  3225. L 15.161346 150.37824
  3226. z
  3227. " style="fill:#ffffff;"/>
  3228. </g>
  3229. <g clip-path="url(#pf91dbdcead)">
  3230. <image height="949" id="image3613483d2a" transform="matrix(4 0 0 0.134879 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3231. iVBORw0KGgoAAAANSUhEUgAAAAEAAAO1CAYAAACvpo93AAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt16EVABAYReF3JFNwJIqFLGIxs8g2IZhA8odbvnzrVexjO0kCAAAAAPjL8s1CxhM1BQsZcNHMhb0BALDMASPKDYJfWmu5AAAAAElFTkSuQmCC"/>
  3232. </g>
  3233. <g id="matplotlib.axis_11"/>
  3234. <g id="matplotlib.axis_12"/>
  3235. </g>
  3236. <g id="axes_7">
  3237. <g id="patch_18">
  3238. <path d="M 18.697188 278.112
  3239. L 372.281346 278.112
  3240. L 372.281346 150.37824
  3241. L 18.697188 150.37824
  3242. z
  3243. " style="fill:#ffffff;"/>
  3244. </g>
  3245. <g clip-path="url(#p352f771937)">
  3246. <image height="128.16" id="image539c0a7d9a" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3247. 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" y="-149.952"/>
  3248. </g>
  3249. <g id="matplotlib.axis_13">
  3250. <g id="xtick_26">
  3251. <g id="line2d_11">
  3252. <defs>
  3253. <path d="M 0 0
  3254. L 0 4.8
  3255. " id="m1cbf1e3d26" style="stroke:#262626;"/>
  3256. </defs>
  3257. <g>
  3258. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m1cbf1e3d26" y="278.112"/>
  3259. </g>
  3260. </g>
  3261. <g id="text_16">
  3262. <!-- 0.00 -->
  3263. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3264. <use xlink:href="#DejaVuSans-30"/>
  3265. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3266. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3267. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3268. </g>
  3269. </g>
  3270. </g>
  3271. <g id="xtick_27">
  3272. <g id="line2d_12">
  3273. <g>
  3274. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m1cbf1e3d26" y="278.112"/>
  3275. </g>
  3276. </g>
  3277. <g id="text_17">
  3278. <!-- 106.00 -->
  3279. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3280. <use xlink:href="#DejaVuSans-31"/>
  3281. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3282. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3283. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3284. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3285. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3286. </g>
  3287. </g>
  3288. </g>
  3289. <g id="xtick_28">
  3290. <g id="line2d_13">
  3291. <g>
  3292. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m1cbf1e3d26" y="278.112"/>
  3293. </g>
  3294. </g>
  3295. <g id="text_18">
  3296. <!-- 212.00 -->
  3297. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3298. <use xlink:href="#DejaVuSans-32"/>
  3299. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3300. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3301. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3302. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3303. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3304. </g>
  3305. </g>
  3306. </g>
  3307. <g id="xtick_29">
  3308. <g id="line2d_14">
  3309. <g>
  3310. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m1cbf1e3d26" y="278.112"/>
  3311. </g>
  3312. </g>
  3313. <g id="text_19">
  3314. <!-- 318.00 -->
  3315. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3316. <use xlink:href="#DejaVuSans-33"/>
  3317. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3318. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3319. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3320. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3321. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3322. </g>
  3323. </g>
  3324. </g>
  3325. <g id="xtick_30">
  3326. <g id="line2d_15">
  3327. <g>
  3328. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m1cbf1e3d26" y="278.112"/>
  3329. </g>
  3330. </g>
  3331. <g id="text_20">
  3332. <!-- 424.00 -->
  3333. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3334. <use xlink:href="#DejaVuSans-34"/>
  3335. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3336. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3337. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3338. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3339. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3340. </g>
  3341. </g>
  3342. </g>
  3343. <g id="text_21">
  3344. <!-- time (s) -->
  3345. <defs>
  3346. <path d="M 18.3125 70.21875
  3347. L 18.3125 54.6875
  3348. L 36.8125 54.6875
  3349. L 36.8125 47.703125
  3350. L 18.3125 47.703125
  3351. L 18.3125 18.015625
  3352. Q 18.3125 11.328125 20.140625 9.421875
  3353. Q 21.96875 7.515625 27.59375 7.515625
  3354. L 36.8125 7.515625
  3355. L 36.8125 0
  3356. L 27.59375 0
  3357. Q 17.1875 0 13.234375 3.875
  3358. Q 9.28125 7.765625 9.28125 18.015625
  3359. L 9.28125 47.703125
  3360. L 2.6875 47.703125
  3361. L 2.6875 54.6875
  3362. L 9.28125 54.6875
  3363. L 9.28125 70.21875
  3364. z
  3365. " id="DejaVuSans-74"/>
  3366. <path d="M 9.421875 54.6875
  3367. L 18.40625 54.6875
  3368. L 18.40625 0
  3369. L 9.421875 0
  3370. z
  3371. M 9.421875 75.984375
  3372. L 18.40625 75.984375
  3373. L 18.40625 64.59375
  3374. L 9.421875 64.59375
  3375. z
  3376. " id="DejaVuSans-69"/>
  3377. <path d="M 31 75.875
  3378. Q 24.46875 64.65625 21.28125 53.65625
  3379. Q 18.109375 42.671875 18.109375 31.390625
  3380. Q 18.109375 20.125 21.3125 9.0625
  3381. Q 24.515625 -2 31 -13.1875
  3382. L 23.1875 -13.1875
  3383. Q 15.875 -1.703125 12.234375 9.375
  3384. Q 8.59375 20.453125 8.59375 31.390625
  3385. Q 8.59375 42.28125 12.203125 53.3125
  3386. Q 15.828125 64.359375 23.1875 75.875
  3387. z
  3388. " id="DejaVuSans-28"/>
  3389. <path d="M 44.28125 53.078125
  3390. L 44.28125 44.578125
  3391. Q 40.484375 46.53125 36.375 47.5
  3392. Q 32.28125 48.484375 27.875 48.484375
  3393. Q 21.1875 48.484375 17.84375 46.4375
  3394. Q 14.5 44.390625 14.5 40.28125
  3395. Q 14.5 37.15625 16.890625 35.375
  3396. Q 19.28125 33.59375 26.515625 31.984375
  3397. L 29.59375 31.296875
  3398. Q 39.15625 29.25 43.1875 25.515625
  3399. Q 47.21875 21.78125 47.21875 15.09375
  3400. Q 47.21875 7.46875 41.1875 3.015625
  3401. Q 35.15625 -1.421875 24.609375 -1.421875
  3402. Q 20.21875 -1.421875 15.453125 -0.5625
  3403. Q 10.6875 0.296875 5.421875 2
  3404. L 5.421875 11.28125
  3405. Q 10.40625 8.6875 15.234375 7.390625
  3406. Q 20.0625 6.109375 24.8125 6.109375
  3407. Q 31.15625 6.109375 34.5625 8.28125
  3408. Q 37.984375 10.453125 37.984375 14.40625
  3409. Q 37.984375 18.0625 35.515625 20.015625
  3410. Q 33.0625 21.96875 24.703125 23.78125
  3411. L 21.578125 24.515625
  3412. Q 13.234375 26.265625 9.515625 29.90625
  3413. Q 5.8125 33.546875 5.8125 39.890625
  3414. Q 5.8125 47.609375 11.28125 51.796875
  3415. Q 16.75 56 26.8125 56
  3416. Q 31.78125 56 36.171875 55.265625
  3417. Q 40.578125 54.546875 44.28125 53.078125
  3418. z
  3419. " id="DejaVuSans-73"/>
  3420. <path d="M 8.015625 75.875
  3421. L 15.828125 75.875
  3422. Q 23.140625 64.359375 26.78125 53.3125
  3423. Q 30.421875 42.28125 30.421875 31.390625
  3424. Q 30.421875 20.453125 26.78125 9.375
  3425. Q 23.140625 -1.703125 15.828125 -13.1875
  3426. L 8.015625 -13.1875
  3427. Q 14.5 -2 17.703125 9.0625
  3428. Q 20.90625 20.125 20.90625 31.390625
  3429. Q 20.90625 42.671875 17.703125 53.65625
  3430. Q 14.5 64.65625 8.015625 75.875
  3431. z
  3432. " id="DejaVuSans-29"/>
  3433. </defs>
  3434. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3435. <use xlink:href="#DejaVuSans-74"/>
  3436. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3437. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3438. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3439. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3440. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3441. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3442. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3443. </g>
  3444. </g>
  3445. </g>
  3446. <g id="matplotlib.axis_14"/>
  3447. </g>
  3448. </g>
  3449. <defs>
  3450. <clipPath id="pa5508655b4">
  3451. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3452. </clipPath>
  3453. <clipPath id="p3daf19e9c7">
  3454. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3455. </clipPath>
  3456. <clipPath id="pfff9612091">
  3457. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3458. </clipPath>
  3459. <clipPath id="pa063cd4163">
  3460. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3461. </clipPath>
  3462. <clipPath id="p2ee8f9ec28">
  3463. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3464. </clipPath>
  3465. <clipPath id="pf91dbdcead">
  3466. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3467. </clipPath>
  3468. <clipPath id="p352f771937">
  3469. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3470. </clipPath>
  3471. </defs>
  3472. </svg>