sub-24_ses-02_task-highspeed_rec-prenorm_run-04_carpetplot.svg 428 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525152615271528152915301531153215331534153515361537153815391540154115421543154415451546154715481549155015511552155315541555155615571558155915601561156215631564156515661567156815691570157115721573157415751576157715781579158015811582158315841585158615871588158915901591159215931594159515961597159815991600160116021603160416051606160716081609161016111612161316141615161616171618161916201621162216231624162516261627162816291630163116321633163416351636163716381639164016411642164316441645164616471648164916501651165216531654165516561657165816591660166116621663166416651666166716681669167016711672167316741675167616771678167916801681168216831684168516861687168816891690169116921693169416951696169716981699170017011702170317041705170617071708170917101711171217131714171517161717171817191720172117221723172417251726172717281729173017311732173317341735173617371738173917401741174217431744174517461747174817491750175117521753175417551756175717581759176017611762176317641765176617671768176917701771177217731774177517761777177817791780178117821783178417851786178717881789179017911792179317941795179617971798179918001801180218031804180518061807180818091810181118121813181418151816181718181819182018211822182318241825182618271828182918301831183218331834183518361837183818391840184118421843184418451846184718481849185018511852185318541855185618571858185918601861186218631864186518661867186818691870187118721873187418751876187718781879188018811882188318841885188618871888188918901891189218931894189518961897189818991900190119021903190419051906190719081909191019111912191319141915191619171918191919201921192219231924192519261927192819291930193119321933193419351936193719381939194019411942194319441945194619471948194919501951195219531954195519561957195819591960196119621963196419651966196719681969197019711972197319741975197619771978197919801981198219831984198519861987198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050205120522053205420552056205720582059206020612062206320642065206620672068206920702071207220732074207520762077207820792080208120822083208420852086208720882089209020912092209320942095209620972098209921002101210221032104210521062107210821092110211121122113211421152116211721182119212021212122212321242125212621272128212921302131213221332134213521362137213821392140214121422143214421452146214721482149215021512152215321542155215621572158215921602161216221632164216521662167216821692170217121722173217421752176217721782179218021812182218321842185218621872188218921902191219221932194219521962197219821992200220122022203220422052206220722082209221022112212221322142215221622172218221922202221222222232224222522262227222822292230223122322233223422352236223722382239224022412242224322442245224622472248224922502251225222532254225522562257225822592260226122622263226422652266226722682269227022712272227322742275227622772278227922802281228222832284228522862287228822892290229122922293229422952296229722982299230023012302230323042305230623072308230923102311231223132314231523162317231823192320232123222323232423252326232723282329233023312332233323342335233623372338233923402341234223432344234523462347234823492350235123522353235423552356235723582359236023612362236323642365236623672368236923702371237223732374237523762377237823792380238123822383238423852386238723882389239023912392239323942395239623972398239924002401240224032404240524062407240824092410241124122413241424152416241724182419242024212422242324242425242624272428242924302431243224332434243524362437243824392440244124422443244424452446244724482449245024512452245324542455245624572458245924602461246224632464246524662467246824692470247124722473247424752476247724782479248024812482248324842485248624872488248924902491249224932494249524962497249824992500250125022503250425052506250725082509251025112512251325142515251625172518251925202521252225232524252525262527252825292530253125322533253425352536253725382539254025412542254325442545254625472548254925502551255225532554255525562557255825592560256125622563256425652566256725682569257025712572257325742575257625772578257925802581258225832584258525862587258825892590259125922593259425952596259725982599260026012602260326042605260626072608260926102611261226132614261526162617261826192620262126222623262426252626262726282629263026312632263326342635263626372638263926402641264226432644264526462647264826492650265126522653265426552656265726582659266026612662266326642665266626672668266926702671267226732674267526762677267826792680268126822683268426852686268726882689269026912692269326942695269626972698269927002701270227032704270527062707270827092710271127122713271427152716271727182719272027212722272327242725272627272728272927302731273227332734273527362737273827392740274127422743274427452746274727482749275027512752275327542755275627572758275927602761276227632764276527662767276827692770277127722773277427752776277727782779278027812782278327842785278627872788278927902791279227932794279527962797279827992800280128022803280428052806280728082809281028112812281328142815281628172818281928202821282228232824282528262827282828292830283128322833283428352836283728382839284028412842284328442845284628472848284928502851285228532854285528562857285828592860286128622863286428652866286728682869287028712872287328742875287628772878287928802881288228832884288528862887288828892890289128922893289428952896289728982899290029012902290329042905290629072908290929102911291229132914291529162917291829192920292129222923292429252926292729282929293029312932293329342935293629372938293929402941294229432944294529462947294829492950295129522953295429552956295729582959296029612962296329642965296629672968296929702971297229732974297529762977297829792980298129822983298429852986298729882989299029912992299329942995299629972998299930003001300230033004300530063007300830093010301130123013301430153016301730183019302030213022302330243025302630273028302930303031303230333034303530363037303830393040304130423043304430453046304730483049305030513052305330543055305630573058305930603061306230633064306530663067306830693070307130723073307430753076307730783079308030813082308330843085308630873088308930903091309230933094309530963097309830993100310131023103310431053106310731083109311031113112311331143115311631173118311931203121312231233124312531263127312831293130313131323133313431353136313731383139314031413142314331443145314631473148314931503151315231533154315531563157315831593160316131623163316431653166316731683169317031713172317331743175317631773178317931803181318231833184318531863187318831893190319131923193319431953196319731983199320032013202320332043205320632073208320932103211321232133214321532163217321832193220322132223223322432253226322732283229323032313232323332343235323632373238323932403241324232433244324532463247324832493250325132523253325432553256325732583259326032613262326332643265326632673268326932703271327232733274327532763277327832793280328132823283328432853286328732883289329032913292329332943295329632973298329933003301330233033304330533063307330833093310331133123313331433153316331733183319332033213322332333243325332633273328332933303331333233333334333533363337333833393340334133423343334433453346334733483349335033513352335333543355335633573358335933603361336233633364336533663367336833693370337133723373337433753376337733783379338033813382338333843385338633873388338933903391339233933394339533963397339833993400340134023403340434053406340734083409341034113412341334143415341634173418341934203421342234233424342534263427342834293430343134323433343434353436343734383439344034413442344334443445344634473448344934503451
  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(#p496f564ec8)" d="M 18.697188 23.04099
  39. L 372.281346 23.04099
  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(#p496f564ec8)" d="M 18.697188 24.429044
  44. L 19.365589 24.72001
  45. L 20.03399 24.743889
  46. L 20.702391 24.643323
  47. L 22.707594 23.973891
  48. L 23.375995 23.861147
  49. L 24.712797 24.146495
  50. L 26.049599 24.150054
  51. L 26.718 23.844835
  52. L 28.054802 23.69008
  53. L 28.723203 23.859192
  54. L 30.060005 23.881496
  55. L 32.73361 24.078605
  56. L 33.402011 23.929022
  57. L 36.075615 24.001381
  58. L 37.412417 23.49656
  59. L 39.41762 23.514193
  60. L 42.091224 23.568024
  61. L 42.759626 23.884809
  62. L 43.428027 23.994299
  63. L 44.096428 24.259783
  64. L 44.764829 24.363027
  65. L 46.770032 23.931133
  66. L 52.11724 23.956885
  67. L 54.122443 24.23718
  68. L 56.127647 24.11502
  69. L 56.796048 24.163306
  70. L 57.464449 24.0394
  71. L 59.469652 24.079508
  72. L 61.474855 23.768282
  73. L 62.811657 23.693961
  74. L 64.148459 23.950355
  75. L 64.81686 24.268245
  76. L 66.153662 24.445378
  77. L 68.827267 23.907822
  78. L 70.164069 23.703766
  79. L 70.83247 23.80448
  80. L 71.500871 23.761268
  81. L 73.506074 24.062398
  82. L 74.174475 24.049652
  83. L 75.511277 24.243837
  84. L 76.179678 24.227816
  85. L 77.51648 24.383175
  86. L 78.184881 24.42788
  87. L 79.521684 24.255858
  88. L 80.858486 24.22736
  89. L 82.195288 23.931088
  90. L 82.863689 23.732688
  91. L 84.868892 23.683193
  92. L 85.537293 23.685543
  93. L 86.205694 23.887033
  94. L 87.542496 24.031162
  95. L 88.210897 23.851499
  96. L 89.547699 23.774043
  97. L 90.2161 23.900352
  98. L 90.884502 23.910374
  99. L 91.552903 24.073009
  100. L 92.889705 24.106603
  101. L 97.568512 23.448669
  102. L 99.573715 23.824568
  103. L 101.578918 24.022431
  104. L 102.915721 23.922589
  105. L 103.584122 23.709884
  106. L 104.252523 23.892495
  107. L 104.920924 23.93273
  108. L 105.589325 23.85023
  109. L 106.257726 23.950326
  110. L 106.926127 23.895054
  111. L 108.93133 24.11643
  112. L 110.936533 23.741471
  113. L 112.273335 23.794929
  114. L 112.941736 23.918217
  115. L 117.620544 23.936133
  116. L 119.625747 24.175723
  117. L 120.294148 24.338186
  118. L 120.962549 24.37437
  119. L 123.636153 23.966861
  120. L 124.972955 24.327934
  121. L 125.641356 24.309458
  122. L 126.978159 23.863632
  123. L 128.314961 23.637846
  124. L 128.983362 23.893689
  125. L 131.656966 24.045772
  126. L 132.325367 24.016723
  127. L 134.33057 23.473764
  128. L 135.667372 23.625273
  129. L 137.672575 24.005298
  130. L 143.019784 23.715638
  131. L 145.024987 24.064084
  132. L 145.693388 24.363572
  133. L 146.361789 24.370833
  134. L 147.698591 23.488546
  135. L 149.035393 23.330665
  136. L 151.040597 24.034557
  137. L 152.377399 24.286378
  138. L 156.387805 24.445095
  139. L 157.724607 23.950729
  140. L 159.72981 23.628966
  141. L 161.735013 23.717831
  142. L 163.071816 23.84432
  143. L 163.740217 23.857894
  144. L 164.408618 23.637682
  145. L 165.077019 23.54616
  146. L 165.74542 23.654449
  147. L 167.082222 23.643577
  148. L 167.750623 23.827695
  149. L 169.087425 24.387622
  150. L 170.424227 24.528624
  151. L 172.42943 24.342813
  152. L 174.434633 23.685797
  153. L 175.771436 23.442759
  154. L 179.113441 23.977159
  155. L 181.787045 23.634846
  156. L 186.465852 24.134011
  157. L 187.134254 24.006813
  158. L 188.471056 23.552152
  159. L 189.139457 23.590059
  160. L 190.476259 23.110938
  161. L 191.813061 23.203154
  162. L 192.481462 23.347551
  163. L 193.149863 23.357692
  164. L 193.818264 23.558585
  165. L 194.486665 23.532139
  166. L 195.823467 23.762656
  167. L 197.160269 23.570307
  168. L 201.839077 23.788258
  169. L 202.507478 23.778587
  170. L 203.175879 23.574292
  171. L 205.849483 23.541482
  172. L 207.186285 23.40918
  173. L 207.854686 23.510201
  174. L 209.191488 23.201617
  175. L 209.859889 23.508768
  176. L 210.52829 23.267887
  177. L 211.865093 23.25347
  178. L 212.533494 23.539862
  179. L 215.207098 23.942893
  180. L 216.5439 23.692296
  181. L 217.880702 23.728278
  182. L 218.549103 23.864662
  183. L 220.554306 23.716593
  184. L 221.222707 23.524438
  185. L 224.564713 23.783273
  186. L 225.233114 23.591335
  187. L 227.238317 23.662769
  188. L 227.906718 23.625638
  189. L 229.911921 23.786027
  190. L 230.580322 23.770252
  191. L 231.248723 23.889734
  192. L 233.253926 23.029654
  193. L 233.922327 23.268648
  194. L 234.590728 23.025759
  195. L 235.25913 23.25053
  196. L 235.927531 23.192147
  197. L 237.932734 23.651069
  198. L 239.269536 23.815964
  199. L 240.606338 23.943632
  200. L 241.274739 23.733397
  201. L 241.94314 23.365953
  202. L 242.611541 23.165008
  203. L 243.279942 23.28893
  204. L 244.616744 23.337112
  205. L 245.953546 23.641465
  206. L 246.621947 23.561249
  207. L 247.290349 23.683029
  208. L 247.95875 23.51138
  209. L 249.295552 23.367751
  210. L 249.963953 23.093731
  211. L 250.632354 23.516685
  212. L 251.300755 23.75603
  213. L 253.974359 24.229614
  214. L 254.64276 24.051787
  215. L 255.311161 24.176283
  216. L 255.979562 24.041765
  217. L 256.647963 24.192595
  218. L 257.984765 24.169992
  219. L 258.653166 23.937998
  220. L 260.65837 23.767021
  221. L 261.326771 23.909941
  222. L 264.668776 23.727465
  223. L 266.005578 23.856543
  224. L 266.673979 23.816233
  225. L 268.010781 23.392137
  226. L 270.015984 23.265529
  227. L 271.352787 23.317367
  228. L 273.35799 22.996351
  229. L 274.694792 23.220152
  230. L 275.363193 23.406225
  231. L 276.031594 23.405613
  232. L 276.699995 23.516917
  233. L 277.368396 23.830612
  234. L 278.036797 23.624303
  235. L 279.373599 22.758917
  236. L 280.042 22.962392
  237. L 281.378802 22.957124
  238. L 282.047203 23.173477
  239. L 283.384006 23.366527
  240. L 284.052407 23.580478
  241. L 284.720808 23.523386
  242. L 285.389209 23.786773
  243. L 286.05761 23.913135
  244. L 287.394412 23.984614
  245. L 289.399615 24.146323
  246. L 292.74162 23.58659
  247. L 293.410021 23.464414
  248. L 296.083626 23.555555
  249. L 296.752027 23.658083
  250. L 298.088829 23.247501
  251. L 300.762433 23.084135
  252. L 301.430834 22.903934
  253. L 302.767636 22.920358
  254. L 304.104438 23.291094
  255. L 306.109641 23.555794
  256. L 307.446444 23.84832
  257. L 308.114845 23.795019
  258. L 310.788449 23.158404
  259. L 311.45685 23.547459
  260. L 312.125251 23.676395
  261. L 312.793652 23.620116
  262. L 313.462053 23.746933
  263. L 314.130454 24.004761
  264. L 314.798855 23.762611
  265. L 315.467256 23.314711
  266. L 316.135657 23.281527
  267. L 317.472459 23.344111
  268. L 318.14086 23.152845
  269. L 320.146064 23.328635
  270. L 320.814465 23.719682
  271. L 321.482866 23.337149
  272. L 322.819668 22.917463
  273. L 323.488069 23.116527
  274. L 324.15647 22.920448
  275. L 325.493272 23.042176
  276. L 326.830074 23.453094
  277. L 330.172079 23.557443
  278. L 331.508882 23.466272
  279. L 334.182486 23.580642
  280. L 334.850887 23.217884
  281. L 336.187689 22.69993
  282. L 337.524491 22.793601
  283. L 338.192892 23.121512
  284. L 340.866496 23.69646
  285. L 341.534897 23.488546
  286. L 342.203298 23.156285
  287. L 342.871699 22.992523
  288. L 343.540101 22.952676
  289. L 344.876903 23.190461
  290. L 345.545304 23.453415
  291. L 346.213705 23.534773
  292. L 347.550507 23.398129
  293. L 348.887309 23.578881
  294. L 349.55571 23.540415
  295. L 350.224111 23.798988
  296. L 350.892512 23.534303
  297. L 352.897715 23.532609
  298. L 357.576523 23.114087
  299. L 358.913325 23.20284
  300. L 359.581726 23.414866
  301. L 360.250127 23.482957
  302. L 360.918528 23.330754
  303. L 362.25533 22.825143
  304. L 363.592132 22.6862
  305. L 364.260533 22.989434
  306. L 364.928934 23.040019
  307. L 366.265736 23.315651
  308. L 366.934137 23.247501
  309. L 368.27094 23.499239
  310. L 368.939341 23.641309
  311. L 370.276143 23.423597
  312. L 370.944544 23.066785
  313. L 372.281346 23.026662
  314. L 372.281346 23.026662
  315. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  316. </g>
  317. <g id="text_1">
  318. <g id="patch_3">
  319. <path d="M 18.697188 25.935276
  320. L 29.974688 25.935276
  321. Q 32.374688 25.935276 32.374688 23.535276
  322. L 32.374688 15.792776
  323. Q 32.374688 13.392776 29.974688 13.392776
  324. L 18.697188 13.392776
  325. Q 16.297188 13.392776 16.297188 15.792776
  326. L 16.297188 23.535276
  327. Q 16.297188 25.935276 18.697188 25.935276
  328. z
  329. " style="fill:#ffffff;opacity:0.8;"/>
  330. </g>
  331. <!-- GS -->
  332. <defs>
  333. <path d="M 59.515625 10.40625
  334. L 59.515625 29.984375
  335. L 43.40625 29.984375
  336. L 43.40625 38.09375
  337. L 69.28125 38.09375
  338. L 69.28125 6.78125
  339. Q 63.578125 2.734375 56.6875 0.65625
  340. Q 49.8125 -1.421875 42 -1.421875
  341. Q 24.90625 -1.421875 15.25 8.5625
  342. Q 5.609375 18.5625 5.609375 36.375
  343. Q 5.609375 54.25 15.25 64.234375
  344. Q 24.90625 74.21875 42 74.21875
  345. Q 49.125 74.21875 55.546875 72.453125
  346. Q 61.96875 70.703125 67.390625 67.28125
  347. L 67.390625 56.78125
  348. Q 61.921875 61.421875 55.765625 63.765625
  349. Q 49.609375 66.109375 42.828125 66.109375
  350. Q 29.4375 66.109375 22.71875 58.640625
  351. Q 16.015625 51.171875 16.015625 36.375
  352. Q 16.015625 21.625 22.71875 14.15625
  353. Q 29.4375 6.6875 42.828125 6.6875
  354. Q 48.046875 6.6875 52.140625 7.59375
  355. Q 56.25 8.5 59.515625 10.40625
  356. z
  357. " id="DejaVuSans-47"/>
  358. <path d="M 53.515625 70.515625
  359. L 53.515625 60.890625
  360. Q 47.90625 63.578125 42.921875 64.890625
  361. Q 37.9375 66.21875 33.296875 66.21875
  362. Q 25.25 66.21875 20.875 63.09375
  363. Q 16.5 59.96875 16.5 54.203125
  364. Q 16.5 49.359375 19.40625 46.890625
  365. Q 22.3125 44.4375 30.421875 42.921875
  366. L 36.375 41.703125
  367. Q 47.40625 39.59375 52.65625 34.296875
  368. Q 57.90625 29 57.90625 20.125
  369. Q 57.90625 9.515625 50.796875 4.046875
  370. Q 43.703125 -1.421875 29.984375 -1.421875
  371. Q 24.8125 -1.421875 18.96875 -0.25
  372. Q 13.140625 0.921875 6.890625 3.21875
  373. L 6.890625 13.375
  374. Q 12.890625 10.015625 18.65625 8.296875
  375. Q 24.421875 6.59375 29.984375 6.59375
  376. Q 38.421875 6.59375 43.015625 9.90625
  377. Q 47.609375 13.234375 47.609375 19.390625
  378. Q 47.609375 24.75 44.3125 27.78125
  379. Q 41.015625 30.8125 33.5 32.328125
  380. L 27.484375 33.5
  381. Q 16.453125 35.6875 11.515625 40.375
  382. Q 6.59375 45.0625 6.59375 53.421875
  383. Q 6.59375 63.09375 13.40625 68.65625
  384. Q 20.21875 74.21875 32.171875 74.21875
  385. Q 37.3125 74.21875 42.625 73.28125
  386. Q 47.953125 72.359375 53.515625 70.515625
  387. z
  388. " id="DejaVuSans-53"/>
  389. </defs>
  390. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  391. <use xlink:href="#DejaVuSans-47"/>
  392. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  393. </g>
  394. </g>
  395. <g id="text_2">
  396. <g id="patch_4">
  397. <path d="M 280.129663 22.799651
  398. L 365.209663 22.799651
  399. Q 366.409663 22.799651 366.409663 21.599651
  400. L 366.409663 17.728401
  401. Q 366.409663 16.528401 365.209663 16.528401
  402. L 280.129663 16.528401
  403. Q 278.929663 16.528401 278.929663 17.728401
  404. L 278.929663 21.599651
  405. Q 278.929663 22.799651 280.129663 22.799651
  406. z
  407. " style="fill:#ffffff;opacity:0.8;"/>
  408. </g>
  409. <!-- max: 437.036 $\bullet$ mean: 432.876 $\bullet$ $\sigma$: 1.524 -->
  410. <defs>
  411. <path d="M 52 44.1875
  412. Q 55.375 50.25 60.0625 53.125
  413. Q 64.75 56 71.09375 56
  414. Q 79.640625 56 84.28125 50.015625
  415. Q 88.921875 44.046875 88.921875 33.015625
  416. L 88.921875 0
  417. L 79.890625 0
  418. L 79.890625 32.71875
  419. Q 79.890625 40.578125 77.09375 44.375
  420. Q 74.3125 48.1875 68.609375 48.1875
  421. Q 61.625 48.1875 57.5625 43.546875
  422. Q 53.515625 38.921875 53.515625 30.90625
  423. L 53.515625 0
  424. L 44.484375 0
  425. L 44.484375 32.71875
  426. Q 44.484375 40.625 41.703125 44.40625
  427. Q 38.921875 48.1875 33.109375 48.1875
  428. Q 26.21875 48.1875 22.15625 43.53125
  429. Q 18.109375 38.875 18.109375 30.90625
  430. L 18.109375 0
  431. L 9.078125 0
  432. L 9.078125 54.6875
  433. L 18.109375 54.6875
  434. L 18.109375 46.1875
  435. Q 21.1875 51.21875 25.484375 53.609375
  436. Q 29.78125 56 35.6875 56
  437. Q 41.65625 56 45.828125 52.96875
  438. Q 50 49.953125 52 44.1875
  439. z
  440. " id="DejaVuSans-6d"/>
  441. <path d="M 34.28125 27.484375
  442. Q 23.390625 27.484375 19.1875 25
  443. Q 14.984375 22.515625 14.984375 16.5
  444. Q 14.984375 11.71875 18.140625 8.90625
  445. Q 21.296875 6.109375 26.703125 6.109375
  446. Q 34.1875 6.109375 38.703125 11.40625
  447. Q 43.21875 16.703125 43.21875 25.484375
  448. L 43.21875 27.484375
  449. z
  450. M 52.203125 31.203125
  451. L 52.203125 0
  452. L 43.21875 0
  453. L 43.21875 8.296875
  454. Q 40.140625 3.328125 35.546875 0.953125
  455. Q 30.953125 -1.421875 24.3125 -1.421875
  456. Q 15.921875 -1.421875 10.953125 3.296875
  457. Q 6 8.015625 6 15.921875
  458. Q 6 25.140625 12.171875 29.828125
  459. Q 18.359375 34.515625 30.609375 34.515625
  460. L 43.21875 34.515625
  461. L 43.21875 35.40625
  462. Q 43.21875 41.609375 39.140625 45
  463. Q 35.0625 48.390625 27.6875 48.390625
  464. Q 23 48.390625 18.546875 47.265625
  465. Q 14.109375 46.140625 10.015625 43.890625
  466. L 10.015625 52.203125
  467. Q 14.9375 54.109375 19.578125 55.046875
  468. Q 24.21875 56 28.609375 56
  469. Q 40.484375 56 46.34375 49.84375
  470. Q 52.203125 43.703125 52.203125 31.203125
  471. z
  472. " id="DejaVuSans-61"/>
  473. <path d="M 54.890625 54.6875
  474. L 35.109375 28.078125
  475. L 55.90625 0
  476. L 45.3125 0
  477. L 29.390625 21.484375
  478. L 13.484375 0
  479. L 2.875 0
  480. L 24.125 28.609375
  481. L 4.6875 54.6875
  482. L 15.28125 54.6875
  483. L 29.78125 35.203125
  484. L 44.28125 54.6875
  485. z
  486. " id="DejaVuSans-78"/>
  487. <path d="M 11.71875 12.40625
  488. L 22.015625 12.40625
  489. L 22.015625 0
  490. L 11.71875 0
  491. z
  492. M 11.71875 51.703125
  493. L 22.015625 51.703125
  494. L 22.015625 39.3125
  495. L 11.71875 39.3125
  496. z
  497. " id="DejaVuSans-3a"/>
  498. <path id="DejaVuSans-20"/>
  499. <path d="M 37.796875 64.3125
  500. L 12.890625 25.390625
  501. L 37.796875 25.390625
  502. z
  503. M 35.203125 72.90625
  504. L 47.609375 72.90625
  505. L 47.609375 25.390625
  506. L 58.015625 25.390625
  507. L 58.015625 17.1875
  508. L 47.609375 17.1875
  509. L 47.609375 0
  510. L 37.796875 0
  511. L 37.796875 17.1875
  512. L 4.890625 17.1875
  513. L 4.890625 26.703125
  514. z
  515. " id="DejaVuSans-34"/>
  516. <path d="M 40.578125 39.3125
  517. Q 47.65625 37.796875 51.625 33
  518. Q 55.609375 28.21875 55.609375 21.1875
  519. Q 55.609375 10.40625 48.1875 4.484375
  520. Q 40.765625 -1.421875 27.09375 -1.421875
  521. Q 22.515625 -1.421875 17.65625 -0.515625
  522. Q 12.796875 0.390625 7.625 2.203125
  523. L 7.625 11.71875
  524. Q 11.71875 9.328125 16.59375 8.109375
  525. Q 21.484375 6.890625 26.8125 6.890625
  526. Q 36.078125 6.890625 40.9375 10.546875
  527. Q 45.796875 14.203125 45.796875 21.1875
  528. Q 45.796875 27.640625 41.28125 31.265625
  529. Q 36.765625 34.90625 28.71875 34.90625
  530. L 20.21875 34.90625
  531. L 20.21875 43.015625
  532. L 29.109375 43.015625
  533. Q 36.375 43.015625 40.234375 45.921875
  534. Q 44.09375 48.828125 44.09375 54.296875
  535. Q 44.09375 59.90625 40.109375 62.90625
  536. Q 36.140625 65.921875 28.71875 65.921875
  537. Q 24.65625 65.921875 20.015625 65.03125
  538. Q 15.375 64.15625 9.8125 62.3125
  539. L 9.8125 71.09375
  540. Q 15.4375 72.65625 20.34375 73.4375
  541. Q 25.25 74.21875 29.59375 74.21875
  542. Q 40.828125 74.21875 47.359375 69.109375
  543. Q 53.90625 64.015625 53.90625 55.328125
  544. Q 53.90625 49.265625 50.4375 45.09375
  545. Q 46.96875 40.921875 40.578125 39.3125
  546. z
  547. " id="DejaVuSans-33"/>
  548. <path d="M 8.203125 72.90625
  549. L 55.078125 72.90625
  550. L 55.078125 68.703125
  551. L 28.609375 0
  552. L 18.3125 0
  553. L 43.21875 64.59375
  554. L 8.203125 64.59375
  555. z
  556. " id="DejaVuSans-37"/>
  557. <path d="M 10.6875 12.40625
  558. L 21 12.40625
  559. L 21 0
  560. L 10.6875 0
  561. z
  562. " id="DejaVuSans-2e"/>
  563. <path d="M 31.78125 66.40625
  564. Q 24.171875 66.40625 20.328125 58.90625
  565. Q 16.5 51.421875 16.5 36.375
  566. Q 16.5 21.390625 20.328125 13.890625
  567. Q 24.171875 6.390625 31.78125 6.390625
  568. Q 39.453125 6.390625 43.28125 13.890625
  569. Q 47.125 21.390625 47.125 36.375
  570. Q 47.125 51.421875 43.28125 58.90625
  571. Q 39.453125 66.40625 31.78125 66.40625
  572. z
  573. M 31.78125 74.21875
  574. Q 44.046875 74.21875 50.515625 64.515625
  575. Q 56.984375 54.828125 56.984375 36.375
  576. Q 56.984375 17.96875 50.515625 8.265625
  577. Q 44.046875 -1.421875 31.78125 -1.421875
  578. Q 19.53125 -1.421875 13.0625 8.265625
  579. Q 6.59375 17.96875 6.59375 36.375
  580. Q 6.59375 54.828125 13.0625 64.515625
  581. Q 19.53125 74.21875 31.78125 74.21875
  582. z
  583. " id="DejaVuSans-30"/>
  584. <path d="M 33.015625 40.375
  585. Q 26.375 40.375 22.484375 35.828125
  586. Q 18.609375 31.296875 18.609375 23.390625
  587. Q 18.609375 15.53125 22.484375 10.953125
  588. Q 26.375 6.390625 33.015625 6.390625
  589. Q 39.65625 6.390625 43.53125 10.953125
  590. Q 47.40625 15.53125 47.40625 23.390625
  591. Q 47.40625 31.296875 43.53125 35.828125
  592. Q 39.65625 40.375 33.015625 40.375
  593. z
  594. M 52.59375 71.296875
  595. L 52.59375 62.3125
  596. Q 48.875 64.0625 45.09375 64.984375
  597. Q 41.3125 65.921875 37.59375 65.921875
  598. Q 27.828125 65.921875 22.671875 59.328125
  599. Q 17.53125 52.734375 16.796875 39.40625
  600. Q 19.671875 43.65625 24.015625 45.921875
  601. Q 28.375 48.1875 33.59375 48.1875
  602. Q 44.578125 48.1875 50.953125 41.515625
  603. Q 57.328125 34.859375 57.328125 23.390625
  604. Q 57.328125 12.15625 50.6875 5.359375
  605. Q 44.046875 -1.421875 33.015625 -1.421875
  606. Q 20.359375 -1.421875 13.671875 8.265625
  607. Q 6.984375 17.96875 6.984375 36.375
  608. Q 6.984375 53.65625 15.1875 63.9375
  609. Q 23.390625 74.21875 37.203125 74.21875
  610. Q 40.921875 74.21875 44.703125 73.484375
  611. Q 48.484375 72.75 52.59375 71.296875
  612. z
  613. " id="DejaVuSans-36"/>
  614. <path d="M 16.734375 31.203125
  615. Q 16.734375 37.265625 20.953125 41.4375
  616. Q 25.1875 45.609375 31.34375 45.609375
  617. Q 37.390625 45.609375 41.5625 41.4375
  618. Q 45.75 37.265625 45.75 31.203125
  619. Q 45.75 25.109375 41.546875 20.90625
  620. Q 37.34375 16.703125 31.25 16.703125
  621. Q 25.140625 16.703125 20.9375 20.90625
  622. Q 16.734375 25.109375 16.734375 31.203125
  623. z
  624. " id="DejaVuSans-2219"/>
  625. <path d="M 56.203125 29.59375
  626. L 56.203125 25.203125
  627. L 14.890625 25.203125
  628. Q 15.484375 15.921875 20.484375 11.0625
  629. Q 25.484375 6.203125 34.421875 6.203125
  630. Q 39.59375 6.203125 44.453125 7.46875
  631. Q 49.3125 8.734375 54.109375 11.28125
  632. L 54.109375 2.78125
  633. Q 49.265625 0.734375 44.1875 -0.34375
  634. Q 39.109375 -1.421875 33.890625 -1.421875
  635. Q 20.796875 -1.421875 13.15625 6.1875
  636. Q 5.515625 13.8125 5.515625 26.8125
  637. Q 5.515625 40.234375 12.765625 48.109375
  638. Q 20.015625 56 32.328125 56
  639. Q 43.359375 56 49.78125 48.890625
  640. Q 56.203125 41.796875 56.203125 29.59375
  641. z
  642. M 47.21875 32.234375
  643. Q 47.125 39.59375 43.09375 43.984375
  644. Q 39.0625 48.390625 32.421875 48.390625
  645. Q 24.90625 48.390625 20.390625 44.140625
  646. Q 15.875 39.890625 15.1875 32.171875
  647. z
  648. " id="DejaVuSans-65"/>
  649. <path d="M 54.890625 33.015625
  650. L 54.890625 0
  651. L 45.90625 0
  652. L 45.90625 32.71875
  653. Q 45.90625 40.484375 42.875 44.328125
  654. Q 39.84375 48.1875 33.796875 48.1875
  655. Q 26.515625 48.1875 22.3125 43.546875
  656. Q 18.109375 38.921875 18.109375 30.90625
  657. L 18.109375 0
  658. L 9.078125 0
  659. L 9.078125 54.6875
  660. L 18.109375 54.6875
  661. L 18.109375 46.1875
  662. Q 21.34375 51.125 25.703125 53.5625
  663. Q 30.078125 56 35.796875 56
  664. Q 45.21875 56 50.046875 50.171875
  665. Q 54.890625 44.34375 54.890625 33.015625
  666. z
  667. " id="DejaVuSans-6e"/>
  668. <path d="M 19.1875 8.296875
  669. L 53.609375 8.296875
  670. L 53.609375 0
  671. L 7.328125 0
  672. L 7.328125 8.296875
  673. Q 12.9375 14.109375 22.625 23.890625
  674. Q 32.328125 33.6875 34.8125 36.53125
  675. Q 39.546875 41.84375 41.421875 45.53125
  676. Q 43.3125 49.21875 43.3125 52.78125
  677. Q 43.3125 58.59375 39.234375 62.25
  678. Q 35.15625 65.921875 28.609375 65.921875
  679. Q 23.96875 65.921875 18.8125 64.3125
  680. Q 13.671875 62.703125 7.8125 59.421875
  681. L 7.8125 69.390625
  682. Q 13.765625 71.78125 18.9375 73
  683. Q 24.125 74.21875 28.421875 74.21875
  684. Q 39.75 74.21875 46.484375 68.546875
  685. Q 53.21875 62.890625 53.21875 53.421875
  686. Q 53.21875 48.921875 51.53125 44.890625
  687. Q 49.859375 40.875 45.40625 35.40625
  688. Q 44.1875 33.984375 37.640625 27.21875
  689. Q 31.109375 20.453125 19.1875 8.296875
  690. z
  691. " id="DejaVuSans-32"/>
  692. <path d="M 31.78125 34.625
  693. Q 24.75 34.625 20.71875 30.859375
  694. Q 16.703125 27.09375 16.703125 20.515625
  695. Q 16.703125 13.921875 20.71875 10.15625
  696. Q 24.75 6.390625 31.78125 6.390625
  697. Q 38.8125 6.390625 42.859375 10.171875
  698. Q 46.921875 13.96875 46.921875 20.515625
  699. Q 46.921875 27.09375 42.890625 30.859375
  700. Q 38.875 34.625 31.78125 34.625
  701. z
  702. M 21.921875 38.8125
  703. Q 15.578125 40.375 12.03125 44.71875
  704. Q 8.5 49.078125 8.5 55.328125
  705. Q 8.5 64.0625 14.71875 69.140625
  706. Q 20.953125 74.21875 31.78125 74.21875
  707. Q 42.671875 74.21875 48.875 69.140625
  708. Q 55.078125 64.0625 55.078125 55.328125
  709. Q 55.078125 49.078125 51.53125 44.71875
  710. Q 48 40.375 41.703125 38.8125
  711. Q 48.828125 37.15625 52.796875 32.3125
  712. Q 56.78125 27.484375 56.78125 20.515625
  713. Q 56.78125 9.90625 50.3125 4.234375
  714. Q 43.84375 -1.421875 31.78125 -1.421875
  715. Q 19.734375 -1.421875 13.25 4.234375
  716. Q 6.78125 9.90625 6.78125 20.515625
  717. Q 6.78125 27.484375 10.78125 32.3125
  718. Q 14.796875 37.15625 21.921875 38.8125
  719. z
  720. M 18.3125 54.390625
  721. Q 18.3125 48.734375 21.84375 45.5625
  722. Q 25.390625 42.390625 31.78125 42.390625
  723. Q 38.140625 42.390625 41.71875 45.5625
  724. Q 45.3125 48.734375 45.3125 54.390625
  725. Q 45.3125 60.0625 41.71875 63.234375
  726. Q 38.140625 66.40625 31.78125 66.40625
  727. Q 25.390625 66.40625 21.84375 63.234375
  728. Q 18.3125 60.0625 18.3125 54.390625
  729. z
  730. " id="DejaVuSans-38"/>
  731. <path d="M 34.671875 47.5625
  732. Q 27.25 47.5625 22.21875 42.1875
  733. Q 16.890625 36.578125 15.140625 27.296875
  734. Q 13.1875 17.484375 16.3125 11.8125
  735. Q 19.390625 6.203125 26.65625 6.203125
  736. Q 33.84375 6.203125 39.109375 11.859375
  737. Q 44.4375 17.53125 46.34375 27.296875
  738. Q 48.046875 36.234375 45.015625 42.1875
  739. Q 42.1875 47.5625 34.671875 47.5625
  740. z
  741. M 36.078125 54.734375
  742. L 65.921875 54.6875
  743. L 64.15625 45.703125
  744. L 54.109375 45.703125
  745. Q 57.90625 38.09375 55.859375 27.296875
  746. Q 53.21875 13.875 45.0625 6.25
  747. Q 36.859375 -1.421875 25.140625 -1.421875
  748. Q 13.375 -1.421875 8.203125 6.25
  749. Q 3.03125 13.875 5.671875 27.296875
  750. Q 8.25 40.765625 16.40625 48.390625
  751. Q 23.1875 54.734375 36.078125 54.734375
  752. z
  753. " id="DejaVuSans-Oblique-3c3"/>
  754. <path d="M 12.40625 8.296875
  755. L 28.515625 8.296875
  756. L 28.515625 63.921875
  757. L 10.984375 60.40625
  758. L 10.984375 69.390625
  759. L 28.421875 72.90625
  760. L 38.28125 72.90625
  761. L 38.28125 8.296875
  762. L 54.390625 8.296875
  763. L 54.390625 0
  764. L 12.40625 0
  765. z
  766. " id="DejaVuSans-31"/>
  767. <path d="M 10.796875 72.90625
  768. L 49.515625 72.90625
  769. L 49.515625 64.59375
  770. L 19.828125 64.59375
  771. L 19.828125 46.734375
  772. Q 21.96875 47.46875 24.109375 47.828125
  773. Q 26.265625 48.1875 28.421875 48.1875
  774. Q 40.625 48.1875 47.75 41.5
  775. Q 54.890625 34.8125 54.890625 23.390625
  776. Q 54.890625 11.625 47.5625 5.09375
  777. Q 40.234375 -1.421875 26.90625 -1.421875
  778. Q 22.3125 -1.421875 17.546875 -0.640625
  779. Q 12.796875 0.140625 7.71875 1.703125
  780. L 7.71875 11.625
  781. Q 12.109375 9.234375 16.796875 8.0625
  782. Q 21.484375 6.890625 26.703125 6.890625
  783. Q 35.15625 6.890625 40.078125 11.328125
  784. Q 45.015625 15.765625 45.015625 23.390625
  785. Q 45.015625 31 40.078125 35.4375
  786. Q 35.15625 39.890625 26.703125 39.890625
  787. Q 22.75 39.890625 18.8125 39.015625
  788. Q 14.890625 38.140625 10.796875 36.28125
  789. z
  790. " id="DejaVuSans-35"/>
  791. </defs>
  792. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  793. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  794. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  795. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  796. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  797. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  798. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-34"/>
  799. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
  800. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
  801. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  802. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  803. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
  804. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-36"/>
  805. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  806. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  807. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  808. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  809. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  810. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  811. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  812. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  813. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  814. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-34"/>
  815. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
  816. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-32"/>
  817. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  818. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-38"/>
  819. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-37"/>
  820. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-36"/>
  821. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  822. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  823. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  824. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  825. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  826. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  827. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-31"/>
  828. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  829. <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-35"/>
  830. <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-32"/>
  831. <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-34"/>
  832. </g>
  833. </g>
  834. <g id="text_3">
  835. <!-- 435.58 -->
  836. <g style="fill:#d3d3d3;" transform="translate(7.2 23.868802)scale(0.03 -0.03)">
  837. <use xlink:href="#DejaVuSans-34"/>
  838. <use x="63.623047" xlink:href="#DejaVuSans-33"/>
  839. <use x="127.246094" xlink:href="#DejaVuSans-35"/>
  840. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  841. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  842. <use x="286.279297" xlink:href="#DejaVuSans-38"/>
  843. </g>
  844. </g>
  845. </g>
  846. <g id="axes_2">
  847. <g id="patch_5">
  848. <path d="M 18.697188 65.2224
  849. L 372.281346 65.2224
  850. L 372.281346 39.675648
  851. L 18.697188 39.675648
  852. z
  853. " style="fill:#ffffff;"/>
  854. </g>
  855. <g id="matplotlib.axis_3">
  856. <g id="xtick_6"/>
  857. <g id="xtick_7"/>
  858. <g id="xtick_8"/>
  859. <g id="xtick_9"/>
  860. <g id="xtick_10"/>
  861. </g>
  862. <g id="matplotlib.axis_4"/>
  863. <g id="line2d_3">
  864. <path clip-path="url(#p27b2addc25)" d="M 18.697188 50.238947
  865. L 372.281346 50.238947
  866. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  867. </g>
  868. <g id="line2d_4">
  869. <path clip-path="url(#p27b2addc25)" d="M 18.697188 51.713196
  870. L 19.365589 51.829579
  871. L 20.03399 52.989542
  872. L 20.702391 52.331189
  873. L 21.370792 52.360875
  874. L 22.039193 52.188288
  875. L 22.707594 51.42358
  876. L 23.375995 51.834613
  877. L 24.044396 51.579207
  878. L 24.712797 51.610236
  879. L 25.381198 51.940187
  880. L 26.718 51.362387
  881. L 27.386401 51.708685
  882. L 28.054802 50.946623
  883. L 28.723203 51.737403
  884. L 29.391604 51.238479
  885. L 30.060005 51.679289
  886. L 30.728407 51.209663
  887. L 31.396808 51.682496
  888. L 33.402011 51.023556
  889. L 34.070412 51.252638
  890. L 34.738813 50.994605
  891. L 35.407214 51.033733
  892. L 36.744016 51.284409
  893. L 37.412417 50.927695
  894. L 38.080818 50.327243
  895. L 38.749219 50.559655
  896. L 39.41762 50.191156
  897. L 40.086021 50.982117
  898. L 40.754422 50.887379
  899. L 41.422823 51.123179
  900. L 42.091224 50.621667
  901. L 42.759626 51.06189
  902. L 43.428027 51.19633
  903. L 44.096428 51.638322
  904. L 44.764829 51.825327
  905. L 45.43323 51.427865
  906. L 46.101631 51.498647
  907. L 47.438433 51.062987
  908. L 48.106834 51.175318
  909. L 48.775235 51.029274
  910. L 49.443636 51.078198
  911. L 50.112037 50.802521
  912. L 50.780438 51.257368
  913. L 51.448839 50.861178
  914. L 52.11724 51.015708
  915. L 52.785641 50.913535
  916. L 53.454042 51.199738
  917. L 54.122443 51.139042
  918. L 54.790845 51.507418
  919. L 55.459246 51.270314
  920. L 56.127647 51.421592
  921. L 56.796048 51.302562
  922. L 57.464449 51.421308
  923. L 58.13285 51.303079
  924. L 58.801251 51.332901
  925. L 59.469652 51.103612
  926. L 60.138053 51.291972
  927. L 60.806454 50.815551
  928. L 61.474855 51.226094
  929. L 62.143256 50.916969
  930. L 62.811657 51.099798
  931. L 64.148459 51.072338
  932. L 64.81686 51.73668
  933. L 65.485261 51.225197
  934. L 66.153662 52.159976
  935. L 66.822064 51.46212
  936. L 67.490465 52.084405
  937. L 68.158866 51.706162
  938. L 68.827267 51.641852
  939. L 69.495668 51.280278
  940. L 70.83247 51.183862
  941. L 71.500871 51.007396
  942. L 72.837673 51.038496
  943. L 73.506074 51.40005
  944. L 74.842876 51.428749
  945. L 75.511277 51.59436
  946. L 76.179678 51.489645
  947. L 76.848079 51.855471
  948. L 78.184881 51.917219
  949. L 78.853283 51.825043
  950. L 79.521684 51.543874
  951. L 80.190085 51.808412
  952. L 80.858486 51.367008
  953. L 81.526887 51.480577
  954. L 82.863689 50.92814
  955. L 84.200491 50.759734
  956. L 84.868892 50.491899
  957. L 85.537293 50.896046
  958. L 86.205694 50.676219
  959. L 86.874095 51.688227
  960. L 87.542496 50.997832
  961. L 88.210897 51.742734
  962. L 88.879298 50.994373
  963. L 89.547699 51.427316
  964. L 90.2161 50.763968
  965. L 90.884502 51.522448
  966. L 91.552903 51.105839
  967. L 92.221304 51.581814
  968. L 92.889705 51.273283
  969. L 94.226507 51.284776
  970. L 94.894908 51.205146
  971. L 95.563309 50.922196
  972. L 96.23171 51.081728
  973. L 96.900111 50.324526
  974. L 97.568512 50.651547
  975. L 98.236913 50.252956
  976. L 98.905314 50.630908
  977. L 99.573715 50.560145
  978. L 100.242116 51.047847
  979. L 100.910517 51.276432
  980. L 102.915721 51.191639
  981. L 103.584122 50.92348
  982. L 104.252523 51.211877
  983. L 104.920924 50.888612
  984. L 105.589325 50.905578
  985. L 107.594528 51.379657
  986. L 108.262929 51.326808
  987. L 109.599731 51.42174
  988. L 110.268132 51.345724
  989. L 110.936533 51.094158
  990. L 111.604934 51.196705
  991. L 112.273335 51.024834
  992. L 112.941736 51.440449
  993. L 113.610137 51.133376
  994. L 114.278538 51.356366
  995. L 114.94694 51.369112
  996. L 115.615341 51.090215
  997. L 116.283742 51.096158
  998. L 116.952143 50.732481
  999. L 117.620544 51.235013
  1000. L 118.288945 50.953412
  1001. L 118.957346 51.291824
  1002. L 119.625747 51.360916
  1003. L 120.294148 51.658573
  1004. L 120.962549 51.747613
  1005. L 122.967752 51.256703
  1006. L 124.304554 51.12176
  1007. L 124.972955 51.461681
  1008. L 125.641356 51.634314
  1009. L 126.309757 51.013017
  1010. L 126.978159 51.385594
  1011. L 127.64656 50.834576
  1012. L 128.314961 50.923209
  1013. L 128.983362 50.700226
  1014. L 129.651763 50.979678
  1015. L 130.320164 51.071757
  1016. L 130.988565 51.005699
  1017. L 131.656966 51.456448
  1018. L 132.325367 51.119139
  1019. L 132.993768 51.363665
  1020. L 133.662169 51.068931
  1021. L 134.33057 50.563081
  1022. L 134.998971 50.641724
  1023. L 135.667372 50.85322
  1024. L 136.335773 50.77097
  1025. L 137.672575 51.218595
  1026. L 138.340976 51.45071
  1027. L 139.009378 51.274244
  1028. L 139.677779 51.383574
  1029. L 140.34618 51.163049
  1030. L 141.014581 51.40589
  1031. L 141.682982 50.695218
  1032. L 142.351383 51.216265
  1033. L 143.019784 50.795403
  1034. L 143.688185 51.285396
  1035. L 144.356586 50.931321
  1036. L 145.024987 51.736687
  1037. L 145.693388 51.533155
  1038. L 146.361789 52.287692
  1039. L 147.03019 51.278504
  1040. L 147.698591 51.44083
  1041. L 148.366992 50.914697
  1042. L 149.703794 50.351385
  1043. L 151.708998 51.463379
  1044. L 153.0458 51.521396
  1045. L 153.714201 51.333617
  1046. L 154.382602 51.610984
  1047. L 155.051003 51.65898
  1048. L 155.719404 51.530425
  1049. L 157.056206 51.783649
  1050. L 157.724607 51.561299
  1051. L 158.393008 51.143618
  1052. L 159.061409 51.019322
  1053. L 159.72981 50.642189
  1054. L 160.398211 50.844373
  1055. L 161.735013 50.547496
  1056. L 162.403414 50.557467
  1057. L 163.071816 51.000633
  1058. L 163.740217 51.025305
  1059. L 165.077019 50.266043
  1060. L 165.74542 50.807755
  1061. L 166.413821 50.801502
  1062. L 167.082222 51.395307
  1063. L 167.750623 51.021936
  1064. L 169.087425 51.705807
  1065. L 170.424227 52.052447
  1066. L 171.092628 51.625169
  1067. L 171.761029 51.88459
  1068. L 172.42943 51.585964
  1069. L 173.097831 51.778358
  1070. L 173.766232 51.308364
  1071. L 175.103035 51.035811
  1072. L 175.771436 50.667565
  1073. L 176.439837 50.693534
  1074. L 177.108238 50.873394
  1075. L 177.776639 50.70162
  1076. L 178.44504 51.168954
  1077. L 179.113441 51.094538
  1078. L 179.781842 51.442469
  1079. L 181.118644 51.039031
  1080. L 182.455446 51.202861
  1081. L 183.123847 51.18625
  1082. L 183.792248 51.414945
  1083. L 184.460649 51.31494
  1084. L 185.12905 51.511122
  1085. L 185.797451 51.549772
  1086. L 186.465852 51.889217
  1087. L 187.134254 51.618019
  1088. L 187.802655 51.598749
  1089. L 188.471056 50.624242
  1090. L 189.139457 50.898118
  1091. L 189.807858 50.561584
  1092. L 190.476259 50.45086
  1093. L 191.14466 50.023777
  1094. L 191.813061 50.36102
  1095. L 192.481462 50.121497
  1096. L 193.149863 50.453364
  1097. L 194.486665 50.675457
  1098. L 195.155066 50.460257
  1099. L 195.823467 50.80911
  1100. L 196.491868 50.549735
  1101. L 197.160269 50.515151
  1102. L 197.82867 50.321267
  1103. L 198.497071 50.338046
  1104. L 199.165473 50.561339
  1105. L 199.833874 50.410926
  1106. L 200.502275 50.604913
  1107. L 201.170676 50.507703
  1108. L 202.507478 50.687325
  1109. L 203.175879 50.538603
  1110. L 203.84428 50.178572
  1111. L 204.512681 50.584049
  1112. L 205.181082 50.331999
  1113. L 205.849483 50.499385
  1114. L 206.517884 50.282894
  1115. L 207.854686 50.530833
  1116. L 208.523087 50.456449
  1117. L 209.191488 50.093695
  1118. L 209.859889 50.52274
  1119. L 210.52829 50.145207
  1120. L 211.196692 50.410164
  1121. L 212.533494 50.41505
  1122. L 213.201895 50.728712
  1123. L 213.870296 50.75208
  1124. L 214.538697 51.230767
  1125. L 215.207098 51.068614
  1126. L 215.875499 51.135835
  1127. L 216.5439 50.782283
  1128. L 217.880702 50.794158
  1129. L 218.549103 51.062329
  1130. L 219.217504 50.551833
  1131. L 219.885905 50.987242
  1132. L 220.554306 50.563469
  1133. L 223.896312 50.767762
  1134. L 224.564713 50.561158
  1135. L 225.233114 51.054591
  1136. L 225.901515 50.508555
  1137. L 226.569916 50.966319
  1138. L 227.238317 50.648572
  1139. L 227.906718 50.803999
  1140. L 228.575119 50.778514
  1141. L 229.24352 50.92925
  1142. L 229.911921 50.828549
  1143. L 230.580322 50.943686
  1144. L 231.248723 51.235303
  1145. L 231.917124 51.068156
  1146. L 232.585525 50.490318
  1147. L 233.253926 50.53708
  1148. L 233.922327 50.193196
  1149. L 234.590728 50.02379
  1150. L 235.927531 50.296072
  1151. L 236.595932 50.032141
  1152. L 237.264333 50.550923
  1153. L 239.269536 50.765794
  1154. L 239.937937 51.050015
  1155. L 240.606338 50.971914
  1156. L 241.274739 51.470123
  1157. L 241.94314 50.76078
  1158. L 243.948343 50.212827
  1159. L 244.616744 50.522004
  1160. L 245.285145 50.247786
  1161. L 245.953546 50.946287
  1162. L 246.621947 50.604068
  1163. L 247.290349 50.849555
  1164. L 247.95875 50.503405
  1165. L 248.627151 50.475971
  1166. L 249.295552 50.233098
  1167. L 249.963953 50.887521
  1168. L 250.632354 50.383221
  1169. L 251.300755 50.822418
  1170. L 251.969156 50.774093
  1171. L 252.637557 51.003795
  1172. L 253.305958 50.876066
  1173. L 253.974359 51.37399
  1174. L 254.64276 51.42003
  1175. L 255.311161 51.860982
  1176. L 255.979562 51.326867
  1177. L 256.647963 51.372919
  1178. L 257.316364 51.214129
  1179. L 257.984765 51.511077
  1180. L 258.653166 51.241434
  1181. L 259.321568 51.899142
  1182. L 259.989969 51.74063
  1183. L 260.65837 51.23986
  1184. L 261.995172 51.116881
  1185. L 262.663573 51.290843
  1186. L 264.000375 51.106316
  1187. L 264.668776 50.65873
  1188. L 265.337177 51.24803
  1189. L 266.005578 51.03392
  1190. L 266.673979 51.307829
  1191. L 267.34238 50.727034
  1192. L 268.010781 51.080734
  1193. L 268.679182 50.670198
  1194. L 269.347583 50.981078
  1195. L 270.015984 50.509801
  1196. L 270.684385 50.839713
  1197. L 271.352787 50.822405
  1198. L 272.021188 50.930521
  1199. L 272.689589 50.725124
  1200. L 273.35799 50.748305
  1201. L 274.026391 50.52911
  1202. L 274.694792 50.881397
  1203. L 275.363193 50.998509
  1204. L 276.031594 50.938349
  1205. L 276.699995 51.299065
  1206. L 277.368396 51.165115
  1207. L 278.036797 51.856768
  1208. L 278.705198 50.918298
  1209. L 279.373599 50.625694
  1210. L 280.042 50.107344
  1211. L 280.710401 50.225115
  1212. L 281.378802 50.038478
  1213. L 282.047203 50.456527
  1214. L 282.715604 50.317388
  1215. L 283.384006 50.403324
  1216. L 284.052407 50.609631
  1217. L 284.720808 50.694921
  1218. L 285.389209 51.102167
  1219. L 286.05761 51.178983
  1220. L 286.726011 51.462849
  1221. L 287.394412 51.242615
  1222. L 288.062813 51.634224
  1223. L 288.731214 51.441953
  1224. L 290.068016 51.54239
  1225. L 290.736417 51.129614
  1226. L 291.404818 51.244693
  1227. L 292.073219 50.910651
  1228. L 292.74162 51.170813
  1229. L 293.410021 50.735237
  1230. L 294.078422 50.70688
  1231. L 294.746823 50.921899
  1232. L 295.415225 50.86607
  1233. L 296.083626 51.145128
  1234. L 297.420428 50.998684
  1235. L 298.088829 50.512473
  1236. L 298.75723 50.824586
  1237. L 299.425631 50.375083
  1238. L 300.094032 50.933793
  1239. L 300.762433 50.288353
  1240. L 301.430834 50.72908
  1241. L 302.099235 50.22081
  1242. L 303.436037 50.418451
  1243. L 304.104438 51.027118
  1244. L 304.772839 50.667055
  1245. L 305.44124 50.982369
  1246. L 306.109641 50.794048
  1247. L 306.778042 51.41388
  1248. L 307.446444 51.144979
  1249. L 308.114845 51.565306
  1250. L 308.783246 51.134931
  1251. L 309.451647 51.159603
  1252. L 310.120048 50.344667
  1253. L 310.788449 50.805206
  1254. L 311.45685 50.413017
  1255. L 312.125251 51.304298
  1256. L 312.793652 50.677858
  1257. L 313.462053 51.449736
  1258. L 314.798855 51.415087
  1259. L 315.467256 50.604333
  1260. L 316.135657 50.698348
  1261. L 316.804058 50.366041
  1262. L 317.472459 50.919453
  1263. L 318.14086 50.321447
  1264. L 318.809261 50.579996
  1265. L 319.477663 50.303616
  1266. L 320.146064 51.282614
  1267. L 320.814465 50.554292
  1268. L 321.482866 51.45879
  1269. L 322.151267 50.316788
  1270. L 322.819668 50.686441
  1271. L 323.488069 50.141767
  1272. L 324.15647 50.466439
  1273. L 324.824871 49.89548
  1274. L 325.493272 50.246095
  1275. L 326.161673 50.284055
  1276. L 326.830074 50.481566
  1277. L 328.166876 50.664215
  1278. L 328.835277 50.995018
  1279. L 329.503678 51.043607
  1280. L 330.84048 50.744904
  1281. L 332.845684 50.867405
  1282. L 333.514085 51.160829
  1283. L 334.182486 50.850917
  1284. L 334.850887 51.096203
  1285. L 335.519288 50.443968
  1286. L 336.187689 50.174622
  1287. L 337.524491 49.931446
  1288. L 338.192892 50.583204
  1289. L 338.861293 50.497984
  1290. L 340.198095 51.080676
  1291. L 341.534897 51.484101
  1292. L 342.203298 50.803877
  1293. L 342.871699 50.985493
  1294. L 343.540101 50.084666
  1295. L 344.208502 50.927178
  1296. L 344.876903 50.447505
  1297. L 345.545304 50.937891
  1298. L 346.213705 50.848993
  1299. L 346.882106 51.010487
  1300. L 347.550507 50.711868
  1301. L 349.55571 51.021516
  1302. L 350.224111 51.259362
  1303. L 350.892512 50.804399
  1304. L 352.229314 50.61047
  1305. L 352.897715 51.09761
  1306. L 353.566116 50.362285
  1307. L 354.234517 50.859732
  1308. L 354.902918 50.173364
  1309. L 355.57132 50.50509
  1310. L 356.239721 50.192867
  1311. L 356.908122 50.589115
  1312. L 357.576523 50.570129
  1313. L 358.244924 50.429615
  1314. L 359.581726 50.826361
  1315. L 360.250127 50.587805
  1316. L 360.918528 51.328796
  1317. L 361.586929 50.42484
  1318. L 362.25533 50.474235
  1319. L 362.923731 50.112946
  1320. L 363.592132 50.162115
  1321. L 364.260533 49.896861
  1322. L 364.928934 50.675193
  1323. L 365.597335 50.445375
  1324. L 366.265736 50.878996
  1325. L 366.934137 50.45896
  1326. L 367.602539 50.830936
  1327. L 368.27094 50.868244
  1328. L 368.939341 51.30111
  1329. L 369.607742 51.156589
  1330. L 370.276143 51.352952
  1331. L 370.944544 50.731345
  1332. L 372.281346 50.695457
  1333. L 372.281346 50.695457
  1334. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1335. </g>
  1336. <g id="text_4">
  1337. <g id="patch_6">
  1338. <path d="M 18.697188 53.610924
  1339. L 45.240938 53.610924
  1340. Q 47.640938 53.610924 47.640938 51.210924
  1341. L 47.640938 43.468424
  1342. Q 47.640938 41.068424 45.240938 41.068424
  1343. L 18.697188 41.068424
  1344. Q 16.297188 41.068424 16.297188 43.468424
  1345. L 16.297188 51.210924
  1346. Q 16.297188 53.610924 18.697188 53.610924
  1347. z
  1348. " style="fill:#ffffff;opacity:0.8;"/>
  1349. </g>
  1350. <!-- GSCSF -->
  1351. <defs>
  1352. <path d="M 64.40625 67.28125
  1353. L 64.40625 56.890625
  1354. Q 59.421875 61.53125 53.78125 63.8125
  1355. Q 48.140625 66.109375 41.796875 66.109375
  1356. Q 29.296875 66.109375 22.65625 58.46875
  1357. Q 16.015625 50.828125 16.015625 36.375
  1358. Q 16.015625 21.96875 22.65625 14.328125
  1359. Q 29.296875 6.6875 41.796875 6.6875
  1360. Q 48.140625 6.6875 53.78125 8.984375
  1361. Q 59.421875 11.28125 64.40625 15.921875
  1362. L 64.40625 5.609375
  1363. Q 59.234375 2.09375 53.4375 0.328125
  1364. Q 47.65625 -1.421875 41.21875 -1.421875
  1365. Q 24.65625 -1.421875 15.125 8.703125
  1366. Q 5.609375 18.84375 5.609375 36.375
  1367. Q 5.609375 53.953125 15.125 64.078125
  1368. Q 24.65625 74.21875 41.21875 74.21875
  1369. Q 47.75 74.21875 53.53125 72.484375
  1370. Q 59.328125 70.75 64.40625 67.28125
  1371. z
  1372. " id="DejaVuSans-43"/>
  1373. <path d="M 9.8125 72.90625
  1374. L 51.703125 72.90625
  1375. L 51.703125 64.59375
  1376. L 19.671875 64.59375
  1377. L 19.671875 43.109375
  1378. L 48.578125 43.109375
  1379. L 48.578125 34.8125
  1380. L 19.671875 34.8125
  1381. L 19.671875 0
  1382. L 9.8125 0
  1383. z
  1384. " id="DejaVuSans-46"/>
  1385. </defs>
  1386. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1387. <use xlink:href="#DejaVuSans-47"/>
  1388. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1389. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1390. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1391. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1392. </g>
  1393. </g>
  1394. <g id="text_5">
  1395. <g id="patch_7">
  1396. <path d="M 280.129663 50.475299
  1397. L 365.209663 50.475299
  1398. Q 366.409663 50.475299 366.409663 49.275299
  1399. L 366.409663 45.404049
  1400. Q 366.409663 44.204049 365.209663 44.204049
  1401. L 280.129663 44.204049
  1402. Q 278.929663 44.204049 278.929663 45.404049
  1403. L 278.929663 49.275299
  1404. Q 278.929663 50.475299 280.129663 50.475299
  1405. z
  1406. " style="fill:#ffffff;opacity:0.8;"/>
  1407. </g>
  1408. <!-- max: 483.275 $\bullet$ mean: 478.096 $\bullet$ $\sigma$: 2.208 -->
  1409. <defs>
  1410. <path d="M 10.984375 1.515625
  1411. L 10.984375 10.5
  1412. Q 14.703125 8.734375 18.5 7.8125
  1413. Q 22.3125 6.890625 25.984375 6.890625
  1414. Q 35.75 6.890625 40.890625 13.453125
  1415. Q 46.046875 20.015625 46.78125 33.40625
  1416. Q 43.953125 29.203125 39.59375 26.953125
  1417. Q 35.25 24.703125 29.984375 24.703125
  1418. Q 19.046875 24.703125 12.671875 31.3125
  1419. Q 6.296875 37.9375 6.296875 49.421875
  1420. Q 6.296875 60.640625 12.9375 67.421875
  1421. Q 19.578125 74.21875 30.609375 74.21875
  1422. Q 43.265625 74.21875 49.921875 64.515625
  1423. Q 56.59375 54.828125 56.59375 36.375
  1424. Q 56.59375 19.140625 48.40625 8.859375
  1425. Q 40.234375 -1.421875 26.421875 -1.421875
  1426. Q 22.703125 -1.421875 18.890625 -0.6875
  1427. Q 15.09375 0.046875 10.984375 1.515625
  1428. z
  1429. M 30.609375 32.421875
  1430. Q 37.25 32.421875 41.125 36.953125
  1431. Q 45.015625 41.5 45.015625 49.421875
  1432. Q 45.015625 57.28125 41.125 61.84375
  1433. Q 37.25 66.40625 30.609375 66.40625
  1434. Q 23.96875 66.40625 20.09375 61.84375
  1435. Q 16.21875 57.28125 16.21875 49.421875
  1436. Q 16.21875 41.5 20.09375 36.953125
  1437. Q 23.96875 32.421875 30.609375 32.421875
  1438. z
  1439. " id="DejaVuSans-39"/>
  1440. </defs>
  1441. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1442. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1443. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1444. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1445. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1446. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1447. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-34"/>
  1448. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
  1449. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-33"/>
  1450. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1451. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
  1452. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-37"/>
  1453. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-35"/>
  1454. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1455. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1456. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  1457. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1458. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  1459. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  1460. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1461. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1462. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1463. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-34"/>
  1464. <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-37"/>
  1465. <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-38"/>
  1466. <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1467. <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-30"/>
  1468. <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-39"/>
  1469. <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-36"/>
  1470. <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
  1471. <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1472. <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
  1473. <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1474. <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1475. <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
  1476. <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
  1477. <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1478. <use transform="translate(1935.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
  1479. <use transform="translate(1999.550781 0.78125)" xlink:href="#DejaVuSans-30"/>
  1480. <use transform="translate(2063.173828 0.78125)" xlink:href="#DejaVuSans-38"/>
  1481. </g>
  1482. </g>
  1483. <g id="text_6">
  1484. <!-- 481.65 -->
  1485. <g style="fill:#d3d3d3;" transform="translate(7.2 51.066759)scale(0.03 -0.03)">
  1486. <use xlink:href="#DejaVuSans-34"/>
  1487. <use x="63.623047" xlink:href="#DejaVuSans-38"/>
  1488. <use x="127.246094" xlink:href="#DejaVuSans-31"/>
  1489. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1490. <use x="222.65625" xlink:href="#DejaVuSans-36"/>
  1491. <use x="286.279297" xlink:href="#DejaVuSans-35"/>
  1492. </g>
  1493. </g>
  1494. </g>
  1495. <g id="axes_3">
  1496. <g id="patch_8">
  1497. <path d="M 18.697188 92.898048
  1498. L 372.281346 92.898048
  1499. L 372.281346 67.351296
  1500. L 18.697188 67.351296
  1501. z
  1502. " style="fill:#ffffff;"/>
  1503. </g>
  1504. <g id="matplotlib.axis_5">
  1505. <g id="xtick_11"/>
  1506. <g id="xtick_12"/>
  1507. <g id="xtick_13"/>
  1508. <g id="xtick_14"/>
  1509. <g id="xtick_15"/>
  1510. </g>
  1511. <g id="matplotlib.axis_6"/>
  1512. <g id="line2d_5">
  1513. <path clip-path="url(#p35eade8b7b)" d="M 18.697188 78.494287
  1514. L 372.281346 78.494287
  1515. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1516. </g>
  1517. <g id="line2d_6">
  1518. <path clip-path="url(#p35eade8b7b)" d="M 18.697188 79.770998
  1519. L 20.03399 79.86196
  1520. L 20.702391 79.787189
  1521. L 21.370792 79.417831
  1522. L 23.375995 78.982556
  1523. L 24.044396 79.176277
  1524. L 24.712797 79.207434
  1525. L 26.049599 79.071894
  1526. L 26.718 78.805701
  1527. L 28.054802 79.030549
  1528. L 28.723203 79.011045
  1529. L 29.391604 79.10954
  1530. L 30.060005 78.99452
  1531. L 30.728407 79.073395
  1532. L 31.396808 79.014721
  1533. L 32.73361 79.118669
  1534. L 34.070412 78.964175
  1535. L 37.412417 78.763088
  1536. L 38.749219 78.581346
  1537. L 44.096428 78.779511
  1538. L 44.764829 78.993947
  1539. L 47.438433 78.641143
  1540. L 50.112037 78.539088
  1541. L 51.448839 78.664186
  1542. L 56.127647 78.83316
  1543. L 56.796048 79.006107
  1544. L 57.464449 78.907713
  1545. L 58.13285 78.988734
  1546. L 63.480058 78.761282
  1547. L 64.148459 78.853767
  1548. L 64.81686 79.103391
  1549. L 67.490465 78.934396
  1550. L 68.158866 79.078398
  1551. L 68.827267 78.757635
  1552. L 69.495668 78.925565
  1553. L 71.500871 78.67578
  1554. L 74.174475 78.762435
  1555. L 74.842876 78.764161
  1556. L 76.179678 78.940472
  1557. L 76.848079 79.016084
  1558. L 77.51648 78.954749
  1559. L 79.521684 79.072017
  1560. L 82.863689 78.712948
  1561. L 83.53209 78.779489
  1562. L 84.200491 78.70627
  1563. L 84.868892 78.859248
  1564. L 85.537293 78.594035
  1565. L 86.874095 78.842028
  1566. L 87.542496 78.913441
  1567. L 88.210897 78.703348
  1568. L 88.879298 78.886323
  1569. L 89.547699 78.830956
  1570. L 90.2161 78.899889
  1571. L 90.884502 78.773029
  1572. L 94.894908 78.854891
  1573. L 98.236913 78.571441
  1574. L 102.915721 79.00404
  1575. L 103.584122 78.830535
  1576. L 104.252523 79.030803
  1577. L 104.920924 78.987494
  1578. L 105.589325 78.77184
  1579. L 106.926127 78.761253
  1580. L 107.594528 79.038808
  1581. L 108.93133 79.030847
  1582. L 110.268132 78.982136
  1583. L 111.604934 78.914471
  1584. L 112.941736 78.969004
  1585. L 113.610137 79.03912
  1586. L 114.278538 78.914464
  1587. L 115.615341 78.936564
  1588. L 116.283742 78.849025
  1589. L 120.294148 79.01955
  1590. L 122.299351 78.911085
  1591. L 122.967752 78.74404
  1592. L 123.636153 78.698526
  1593. L 124.972955 78.982571
  1594. L 126.309757 78.980816
  1595. L 126.978159 78.727167
  1596. L 127.64656 78.831072
  1597. L 128.314961 78.779881
  1598. L 128.983362 78.894161
  1599. L 132.993768 78.816113
  1600. L 133.662169 78.651338
  1601. L 135.667372 78.639468
  1602. L 137.004174 78.803352
  1603. L 137.672575 78.779975
  1604. L 138.340976 78.885997
  1605. L 139.009378 78.84893
  1606. L 139.677779 78.937543
  1607. L 143.688185 78.736064
  1608. L 144.356586 78.851171
  1609. L 145.024987 78.781701
  1610. L 145.693388 79.062098
  1611. L 147.03019 79.072894
  1612. L 147.698591 78.882451
  1613. L 148.366992 78.88939
  1614. L 149.035393 78.739276
  1615. L 150.372195 78.73357
  1616. L 151.708998 78.903312
  1617. L 156.387805 79.094814
  1618. L 157.724607 78.894444
  1619. L 158.393008 78.953074
  1620. L 159.061409 78.684779
  1621. L 159.72981 78.75074
  1622. L 160.398211 78.610864
  1623. L 161.735013 78.654804
  1624. L 163.071816 78.672046
  1625. L 164.408618 78.795354
  1626. L 165.74542 78.633443
  1627. L 166.413821 78.8704
  1628. L 167.082222 78.851592
  1629. L 169.087425 79.059596
  1630. L 171.761029 79.064599
  1631. L 173.766232 78.902695
  1632. L 174.434633 78.760267
  1633. L 175.103035 78.897047
  1634. L 175.771436 78.702311
  1635. L 177.108238 78.812763
  1636. L 177.776639 78.747121
  1637. L 178.44504 78.976284
  1638. L 183.792248 78.897221
  1639. L 185.12905 78.930227
  1640. L 187.134254 78.956613
  1641. L 190.476259 78.581817
  1642. L 191.14466 78.629817
  1643. L 191.813061 78.491696
  1644. L 192.481462 78.62609
  1645. L 193.149863 78.548028
  1646. L 193.818264 78.66225
  1647. L 194.486665 78.531743
  1648. L 195.823467 78.678558
  1649. L 197.82867 78.686033
  1650. L 202.507478 78.704472
  1651. L 203.175879 78.563871
  1652. L 203.84428 78.654695
  1653. L 205.849483 78.610769
  1654. L 206.517884 78.658523
  1655. L 207.186285 78.594194
  1656. L 207.854686 78.782281
  1657. L 209.191488 78.573681
  1658. L 209.859889 78.759542
  1659. L 211.865093 78.583289
  1660. L 212.533494 78.682683
  1661. L 213.201895 78.612227
  1662. L 215.207098 78.827918
  1663. L 215.875499 78.79051
  1664. L 216.5439 78.63092
  1665. L 218.549103 78.757657
  1666. L 222.559509 78.53763
  1667. L 223.227911 78.644986
  1668. L 223.896312 78.61644
  1669. L 224.564713 78.718553
  1670. L 225.233114 78.57772
  1671. L 225.901515 78.714964
  1672. L 226.569916 78.652643
  1673. L 227.238317 78.793425
  1674. L 227.906718 78.62509
  1675. L 228.575119 78.713347
  1676. L 229.911921 78.708779
  1677. L 231.248723 78.806868
  1678. L 233.253926 78.437409
  1679. L 233.922327 78.686461
  1680. L 234.590728 78.310179
  1681. L 235.25913 78.420914
  1682. L 235.927531 78.351182
  1683. L 237.264333 78.551291
  1684. L 240.606338 78.778351
  1685. L 241.94314 78.710461
  1686. L 245.285145 78.565336
  1687. L 245.953546 78.660068
  1688. L 249.295552 78.491856
  1689. L 249.963953 78.228317
  1690. L 250.632354 78.466376
  1691. L 251.300755 78.542539
  1692. L 251.969156 78.500027
  1693. L 252.637557 78.593353
  1694. L 253.305958 78.822059
  1695. L 253.974359 78.676854
  1696. L 255.311161 78.627577
  1697. L 255.979562 78.497707
  1698. L 259.321568 79.035023
  1699. L 260.65837 78.832609
  1700. L 261.326771 79.036727
  1701. L 265.337177 78.868747
  1702. L 266.673979 78.929922
  1703. L 269.347583 78.866913
  1704. L 270.015984 78.967909
  1705. L 274.026391 78.798414
  1706. L 277.368396 79.074519
  1707. L 278.036797 78.872981
  1708. L 278.705198 78.860684
  1709. L 279.373599 78.708105
  1710. L 280.042 78.777814
  1711. L 281.378802 78.5423
  1712. L 282.715604 78.625924
  1713. L 284.720808 78.684394
  1714. L 288.062813 78.927065
  1715. L 292.073219 78.812923
  1716. L 292.74162 78.659104
  1717. L 296.083626 78.756011
  1718. L 296.752027 79.03453
  1719. L 298.088829 78.701093
  1720. L 300.762433 78.763146
  1721. L 301.430834 78.607202
  1722. L 302.099235 78.644464
  1723. L 302.767636 78.530401
  1724. L 303.436037 78.704371
  1725. L 306.778042 78.715493
  1726. L 307.446444 78.832312
  1727. L 308.783246 78.756091
  1728. L 309.451647 78.555032
  1729. L 310.788449 78.47283
  1730. L 311.45685 78.785776
  1731. L 312.793652 78.826583
  1732. L 313.462053 78.731496
  1733. L 314.130454 79.059241
  1734. L 315.467256 78.624727
  1735. L 316.135657 78.668305
  1736. L 316.804058 78.85513
  1737. L 317.472459 78.615526
  1738. L 318.809261 78.528944
  1739. L 320.146064 78.526587
  1740. L 320.814465 78.924694
  1741. L 321.482866 78.492378
  1742. L 322.151267 78.699273
  1743. L 322.819668 78.499716
  1744. L 323.488069 78.783716
  1745. L 324.15647 78.519017
  1746. L 324.824871 78.577503
  1747. L 325.493272 78.362653
  1748. L 326.161673 78.584427
  1749. L 327.498475 78.587291
  1750. L 328.835277 78.538377
  1751. L 329.503678 78.685881
  1752. L 332.177283 78.546846
  1753. L 334.182486 78.756533
  1754. L 334.850887 78.812074
  1755. L 335.519288 78.699172
  1756. L 336.187689 78.45658
  1757. L 336.85609 78.508373
  1758. L 337.524491 78.422813
  1759. L 338.861293 78.621834
  1760. L 340.198095 78.841629
  1761. L 340.866496 78.770585
  1762. L 341.534897 78.856979
  1763. L 344.208502 78.638018
  1764. L 344.876903 78.762442
  1765. L 345.545304 78.651671
  1766. L 348.218908 78.799364
  1767. L 349.55571 78.678057
  1768. L 350.224111 78.843072
  1769. L 350.892512 78.481168
  1770. L 353.566116 78.457095
  1771. L 354.234517 78.424365
  1772. L 354.902918 78.570759
  1773. L 355.57132 78.425496
  1774. L 358.913325 78.539769
  1775. L 359.581726 78.715341
  1776. L 361.586929 78.582252
  1777. L 362.25533 78.411292
  1778. L 364.928934 78.307249
  1779. L 365.597335 78.596848
  1780. L 366.934137 78.531815
  1781. L 367.602539 78.588705
  1782. L 368.27094 78.759209
  1783. L 368.939341 78.808899
  1784. L 371.612945 78.633356
  1785. L 372.281346 78.846117
  1786. L 372.281346 78.846117
  1787. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1788. </g>
  1789. <g id="text_7">
  1790. <g id="patch_9">
  1791. <path d="M 18.697188 81.286572
  1792. L 44.787188 81.286572
  1793. Q 47.187188 81.286572 47.187188 78.886572
  1794. L 47.187188 71.144072
  1795. Q 47.187188 68.744072 44.787188 68.744072
  1796. L 18.697188 68.744072
  1797. Q 16.297188 68.744072 16.297188 71.144072
  1798. L 16.297188 78.886572
  1799. Q 16.297188 81.286572 18.697188 81.286572
  1800. z
  1801. " style="fill:#ffffff;opacity:0.8;"/>
  1802. </g>
  1803. <!-- GSWM -->
  1804. <defs>
  1805. <path d="M 3.328125 72.90625
  1806. L 13.28125 72.90625
  1807. L 28.609375 11.28125
  1808. L 43.890625 72.90625
  1809. L 54.984375 72.90625
  1810. L 70.3125 11.28125
  1811. L 85.59375 72.90625
  1812. L 95.609375 72.90625
  1813. L 77.296875 0
  1814. L 64.890625 0
  1815. L 49.515625 63.28125
  1816. L 33.984375 0
  1817. L 21.578125 0
  1818. z
  1819. " id="DejaVuSans-57"/>
  1820. <path d="M 9.8125 72.90625
  1821. L 24.515625 72.90625
  1822. L 43.109375 23.296875
  1823. L 61.8125 72.90625
  1824. L 76.515625 72.90625
  1825. L 76.515625 0
  1826. L 66.890625 0
  1827. L 66.890625 64.015625
  1828. L 48.09375 14.015625
  1829. L 38.1875 14.015625
  1830. L 19.390625 64.015625
  1831. L 19.390625 0
  1832. L 9.8125 0
  1833. z
  1834. " id="DejaVuSans-4d"/>
  1835. </defs>
  1836. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1837. <use xlink:href="#DejaVuSans-47"/>
  1838. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1839. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1840. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1841. </g>
  1842. </g>
  1843. <g id="text_8">
  1844. <g id="patch_10">
  1845. <path d="M 280.129663 78.150947
  1846. L 365.209663 78.150947
  1847. Q 366.409663 78.150947 366.409663 76.950947
  1848. L 366.409663 73.079697
  1849. Q 366.409663 71.879697 365.209663 71.879697
  1850. L 280.129663 71.879697
  1851. Q 278.929663 71.879697 278.929663 73.079697
  1852. L 278.929663 76.950947
  1853. Q 278.929663 78.150947 280.129663 78.150947
  1854. z
  1855. " style="fill:#ffffff;opacity:0.8;"/>
  1856. </g>
  1857. <!-- max: 457.796 $\bullet$ mean: 455.476 $\bullet$ $\sigma$: 0.828 -->
  1858. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1859. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1860. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1861. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1862. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1863. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1864. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-34"/>
  1865. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-35"/>
  1866. <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-37"/>
  1867. <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1868. <use transform="translate(505.787109 0.78125)" xlink:href="#DejaVuSans-37"/>
  1869. <use transform="translate(569.410156 0.78125)" xlink:href="#DejaVuSans-39"/>
  1870. <use transform="translate(633.033203 0.78125)" xlink:href="#DejaVuSans-36"/>
  1871. <use transform="translate(696.65625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1872. <use transform="translate(728.443359 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1873. <use transform="translate(791.041016 0.78125)" xlink:href="#DejaVuSans-20"/>
  1874. <use transform="translate(822.828125 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1875. <use transform="translate(920.240234 0.78125)" xlink:href="#DejaVuSans-65"/>
  1876. <use transform="translate(981.763672 0.78125)" xlink:href="#DejaVuSans-61"/>
  1877. <use transform="translate(1043.042969 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1878. <use transform="translate(1106.421875 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1879. <use transform="translate(1140.113281 0.78125)" xlink:href="#DejaVuSans-20"/>
  1880. <use transform="translate(1171.900391 0.78125)" xlink:href="#DejaVuSans-34"/>
  1881. <use transform="translate(1235.523438 0.78125)" xlink:href="#DejaVuSans-35"/>
  1882. <use transform="translate(1299.146484 0.78125)" xlink:href="#DejaVuSans-35"/>
  1883. <use transform="translate(1362.769531 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1884. <use transform="translate(1394.556641 0.78125)" xlink:href="#DejaVuSans-34"/>
  1885. <use transform="translate(1458.179688 0.78125)" xlink:href="#DejaVuSans-37"/>
  1886. <use transform="translate(1521.802734 0.78125)" xlink:href="#DejaVuSans-36"/>
  1887. <use transform="translate(1585.425781 0.78125)" xlink:href="#DejaVuSans-20"/>
  1888. <use transform="translate(1617.212891 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1889. <use transform="translate(1679.810547 0.78125)" xlink:href="#DejaVuSans-20"/>
  1890. <use transform="translate(1711.597656 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1891. <use transform="translate(1774.976562 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1892. <use transform="translate(1808.667969 0.78125)" xlink:href="#DejaVuSans-20"/>
  1893. <use transform="translate(1840.455078 0.78125)" xlink:href="#DejaVuSans-30"/>
  1894. <use transform="translate(1904.078125 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1895. <use transform="translate(1935.833984 0.78125)" xlink:href="#DejaVuSans-38"/>
  1896. <use transform="translate(1999.457031 0.78125)" xlink:href="#DejaVuSans-32"/>
  1897. <use transform="translate(2063.080078 0.78125)" xlink:href="#DejaVuSans-38"/>
  1898. </g>
  1899. </g>
  1900. <g id="text_9">
  1901. <!-- 456.68 -->
  1902. <g style="fill:#d3d3d3;" transform="translate(7.2 79.322099)scale(0.03 -0.03)">
  1903. <use xlink:href="#DejaVuSans-34"/>
  1904. <use x="63.623047" xlink:href="#DejaVuSans-35"/>
  1905. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  1906. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1907. <use x="222.65625" xlink:href="#DejaVuSans-36"/>
  1908. <use x="286.279297" xlink:href="#DejaVuSans-38"/>
  1909. </g>
  1910. </g>
  1911. </g>
  1912. <g id="axes_4">
  1913. <g id="patch_11">
  1914. <path d="M 18.697188 120.573696
  1915. L 372.281346 120.573696
  1916. L 372.281346 95.026944
  1917. L 18.697188 95.026944
  1918. z
  1919. " style="fill:#ffffff;"/>
  1920. </g>
  1921. <g id="matplotlib.axis_7">
  1922. <g id="xtick_16"/>
  1923. <g id="xtick_17"/>
  1924. <g id="xtick_18"/>
  1925. <g id="xtick_19"/>
  1926. <g id="xtick_20"/>
  1927. </g>
  1928. <g id="matplotlib.axis_8"/>
  1929. <g id="line2d_7">
  1930. <path clip-path="url(#pf1b7244037)" d="M 18.697188 107.660335
  1931. L 372.281346 107.660335
  1932. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1933. </g>
  1934. <g id="line2d_8">
  1935. <path clip-path="url(#pf1b7244037)" d="M 19.365589 112.156613
  1936. L 20.03399 104.332727
  1937. L 21.370792 104.05216
  1938. L 22.039193 108.769883
  1939. L 22.707594 108.074517
  1940. L 23.375995 107.121108
  1941. L 24.044396 111.529869
  1942. L 24.712797 112.896017
  1943. L 25.381198 111.688467
  1944. L 26.049599 111.032559
  1945. L 26.718 106.534664
  1946. L 27.386401 108.570027
  1947. L 28.054802 108.973854
  1948. L 28.723203 111.353989
  1949. L 29.391604 112.358337
  1950. L 30.060005 112.703391
  1951. L 30.728407 111.772643
  1952. L 31.396808 109.858572
  1953. L 32.065209 108.717212
  1954. L 32.73361 109.19345
  1955. L 34.070412 111.880722
  1956. L 34.738813 114.929417
  1957. L 35.407214 113.275169
  1958. L 36.075615 110.435311
  1959. L 36.744016 110.180071
  1960. L 37.412417 111.066708
  1961. L 38.080818 112.527953
  1962. L 39.41762 106.854596
  1963. L 40.086021 99.106044
  1964. L 40.754422 108.794861
  1965. L 41.422823 112.897701
  1966. L 42.091224 111.584787
  1967. L 42.759626 111.766189
  1968. L 43.428027 111.577022
  1969. L 44.096428 109.867926
  1970. L 44.764829 107.697027
  1971. L 45.43323 107.12389
  1972. L 46.101631 108.128498
  1973. L 46.770032 110.771685
  1974. L 47.438433 111.82218
  1975. L 48.106834 111.708675
  1976. L 48.775235 109.006411
  1977. L 49.443636 108.913558
  1978. L 50.780438 105.53927
  1979. L 52.11724 110.728884
  1980. L 52.785641 113.409209
  1981. L 53.454042 114.507183
  1982. L 54.122443 114.370221
  1983. L 55.459246 112.141153
  1984. L 56.127647 111.443309
  1985. L 56.796048 112.782582
  1986. L 57.464449 113.379738
  1987. L 58.13285 113.385961
  1988. L 58.801251 112.649385
  1989. L 60.138053 108.973268
  1990. L 60.806454 109.312871
  1991. L 61.474855 111.230684
  1992. L 62.811657 111.014107
  1993. L 63.480058 109.550171
  1994. L 64.148459 111.371598
  1995. L 64.81686 110.947543
  1996. L 65.485261 112.233281
  1997. L 66.153662 111.526596
  1998. L 66.822064 112.734147
  1999. L 67.490465 112.127472
  2000. L 68.158866 112.267054
  2001. L 68.827267 109.799492
  2002. L 69.495668 109.617904
  2003. L 70.164069 109.757229
  2004. L 70.83247 109.271286
  2005. L 71.500871 109.954068
  2006. L 72.169272 108.666577
  2007. L 72.837673 109.791378
  2008. L 73.506074 110.444057
  2009. L 74.174475 110.527297
  2010. L 74.842876 109.765884
  2011. L 75.511277 111.232697
  2012. L 76.848079 112.829127
  2013. L 77.51648 115.062403
  2014. L 78.184881 115.085137
  2015. L 78.853283 114.721961
  2016. L 79.521684 115.555737
  2017. L 80.190085 115.443847
  2018. L 80.858486 114.036092
  2019. L 81.526887 110.456548
  2020. L 82.195288 109.251033
  2021. L 82.863689 109.471702
  2022. L 83.53209 111.638135
  2023. L 84.200491 111.846994
  2024. L 84.868892 113.342784
  2025. L 85.537293 114.354574
  2026. L 86.205694 113.972592
  2027. L 86.874095 112.142017
  2028. L 87.542496 111.45159
  2029. L 88.210897 109.020469
  2030. L 88.879298 109.568648
  2031. L 89.547699 111.635796
  2032. L 90.2161 109.493899
  2033. L 90.884502 109.477058
  2034. L 91.552903 111.632662
  2035. L 92.221304 111.034243
  2036. L 92.889705 110.934445
  2037. L 93.558106 110.967071
  2038. L 94.226507 111.59323
  2039. L 94.894908 111.275706
  2040. L 95.563309 112.173406
  2041. L 96.23171 113.560253
  2042. L 96.900111 113.685733
  2043. L 97.568512 113.644544
  2044. L 98.236913 109.846106
  2045. L 98.905314 109.946326
  2046. L 99.573715 111.776502
  2047. L 100.242116 111.384675
  2048. L 100.910517 111.572062
  2049. L 102.247319 109.900062
  2050. L 102.915721 110.837685
  2051. L 103.584122 111.130908
  2052. L 104.252523 112.025777
  2053. L 104.920924 112.58102
  2054. L 106.257726 109.638463
  2055. L 106.926127 106.905209
  2056. L 107.594528 108.697893
  2057. L 108.262929 111.392766
  2058. L 108.93133 108.506293
  2059. L 109.599731 108.780829
  2060. L 110.268132 112.422938
  2061. L 110.936533 113.312449
  2062. L 112.941736 109.447075
  2063. L 113.610137 108.811702
  2064. L 114.278538 108.83247
  2065. L 114.94694 109.709237
  2066. L 116.283742 112.579757
  2067. L 116.952143 111.691835
  2068. L 117.620544 111.511791
  2069. L 118.288945 111.204302
  2070. L 119.625747 112.897492
  2071. L 120.294148 112.851276
  2072. L 120.962549 109.036233
  2073. L 121.63095 107.663815
  2074. L 122.299351 107.734519
  2075. L 122.967752 109.810159
  2076. L 123.636153 112.71775
  2077. L 124.304554 114.492941
  2078. L 124.972955 113.973738
  2079. L 125.641356 112.195929
  2080. L 126.309757 111.091288
  2081. L 126.978159 109.171839
  2082. L 127.64656 109.448173
  2083. L 128.314961 111.021638
  2084. L 128.983362 113.589604
  2085. L 129.651763 114.83432
  2086. L 130.320164 114.754306
  2087. L 130.988565 113.566707
  2088. L 131.656966 111.423569
  2089. L 132.993768 107.732018
  2090. L 133.662169 109.14321
  2091. L 134.33057 112.700327
  2092. L 134.998971 114.809949
  2093. L 135.667372 114.959423
  2094. L 136.335773 115.225469
  2095. L 137.004174 114.743594
  2096. L 137.672575 111.462137
  2097. L 138.340976 110.503511
  2098. L 139.009378 113.001266
  2099. L 139.677779 113.190784
  2100. L 140.34618 108.658647
  2101. L 141.014581 106.102375
  2102. L 141.682982 107.052135
  2103. L 142.351383 108.640591
  2104. L 143.019784 111.706827
  2105. L 143.688185 113.360606
  2106. L 144.356586 112.075852
  2107. L 145.024987 111.099075
  2108. L 145.693388 110.926819
  2109. L 146.361789 110.105695
  2110. L 147.03019 111.413326
  2111. L 147.698591 112.236953
  2112. L 148.366992 114.476288
  2113. L 149.035393 113.99357
  2114. L 149.703794 112.338107
  2115. L 150.372195 112.303353
  2116. L 151.040597 110.950044
  2117. L 151.708998 113.626184
  2118. L 152.377399 115.605299
  2119. L 153.0458 115.179883
  2120. L 153.714201 113.116734
  2121. L 154.382602 113.329454
  2122. L 155.051003 114.060884
  2123. L 156.387805 112.081348
  2124. L 157.056206 109.78249
  2125. L 157.724607 108.339861
  2126. L 158.393008 108.439497
  2127. L 159.061409 108.208113
  2128. L 159.72981 109.61243
  2129. L 160.398211 112.09337
  2130. L 161.066612 112.747711
  2131. L 161.735013 112.751335
  2132. L 162.403414 111.72568
  2133. L 163.071816 109.345754
  2134. L 163.740217 109.839697
  2135. L 164.408618 112.899363
  2136. L 165.077019 113.842013
  2137. L 165.74542 111.042663
  2138. L 166.413821 106.456008
  2139. L 167.082222 109.026407
  2140. L 167.750623 109.276642
  2141. L 168.419024 110.580015
  2142. L 169.755826 114.997782
  2143. L 170.424227 115.143281
  2144. L 171.092628 115.49212
  2145. L 171.761029 114.868045
  2146. L 172.42943 112.674364
  2147. L 173.097831 110.95402
  2148. L 173.766232 110.704839
  2149. L 174.434633 110.669756
  2150. L 175.103035 112.200139
  2151. L 175.771436 110.888906
  2152. L 176.439837 111.488262
  2153. L 177.108238 111.282771
  2154. L 177.776639 111.602492
  2155. L 178.44504 111.353872
  2156. L 179.781842 109.305691
  2157. L 180.450243 110.689145
  2158. L 181.118644 111.026339
  2159. L 181.787045 111.860444
  2160. L 182.455446 110.848423
  2161. L 183.123847 111.760716
  2162. L 183.792248 111.999045
  2163. L 185.12905 110.585137
  2164. L 185.797451 114.089066
  2165. L 186.465852 113.513546
  2166. L 187.134254 112.234731
  2167. L 187.802655 114.25999
  2168. L 188.471056 113.24467
  2169. L 189.807858 108.248904
  2170. L 190.476259 108.354245
  2171. L 191.14466 112.145689
  2172. L 191.813061 113.453858
  2173. L 192.481462 112.844211
  2174. L 193.149863 110.951355
  2175. L 193.818264 109.666389
  2176. L 194.486665 109.433837
  2177. L 195.155066 111.139093
  2178. L 195.823467 110.466931
  2179. L 196.491868 110.739875
  2180. L 197.160269 110.752271
  2181. L 197.82867 109.049819
  2182. L 198.497071 109.865495
  2183. L 199.165473 110.895946
  2184. L 199.833874 112.553936
  2185. L 200.502275 113.183579
  2186. L 201.170676 113.013685
  2187. L 201.839077 111.701401
  2188. L 202.507478 109.990671
  2189. L 203.175879 110.84496
  2190. L 203.84428 112.784339
  2191. L 204.512681 112.257558
  2192. L 205.181082 111.541237
  2193. L 205.849483 111.373096
  2194. L 206.517884 112.781157
  2195. L 207.186285 111.065233
  2196. L 207.854686 111.010527
  2197. L 208.523087 111.598048
  2198. L 209.191488 113.216114
  2199. L 209.859889 113.715761
  2200. L 210.52829 110.79133
  2201. L 211.196692 110.743079
  2202. L 211.865093 110.909418
  2203. L 212.533494 112.659793
  2204. L 213.201895 111.64679
  2205. L 213.870296 109.786209
  2206. L 214.538697 109.317502
  2207. L 215.207098 107.652871
  2208. L 215.875499 106.308334
  2209. L 216.5439 106.777789
  2210. L 217.212301 109.862035
  2211. L 217.880702 111.52835
  2212. L 218.549103 112.059645
  2213. L 219.217504 110.632312
  2214. L 219.885905 109.839839
  2215. L 220.554306 110.381165
  2216. L 221.222707 110.211084
  2217. L 221.891108 111.505989
  2218. L 222.559509 112.237491
  2219. L 223.227911 113.646905
  2220. L 223.896312 113.199951
  2221. L 224.564713 111.591593
  2222. L 225.233114 111.00143
  2223. L 225.901515 111.544253
  2224. L 226.569916 109.6753
  2225. L 227.238317 110.071711
  2226. L 227.906718 111.629949
  2227. L 228.575119 111.453553
  2228. L 229.24352 112.449905
  2229. L 229.911921 112.691156
  2230. L 230.580322 113.880113
  2231. L 231.248723 112.676611
  2232. L 231.917124 111.804054
  2233. L 232.585525 112.884254
  2234. L 233.253926 112.885235
  2235. L 233.922327 113.57218
  2236. L 234.590728 112.056204
  2237. L 235.25913 109.718335
  2238. L 235.927531 109.580367
  2239. L 236.595932 110.754867
  2240. L 237.264333 111.00267
  2241. L 237.932734 110.982718
  2242. L 238.601135 111.59468
  2243. L 239.269536 112.961365
  2244. L 239.937937 112.986509
  2245. L 240.606338 112.236881
  2246. L 241.274739 110.083733
  2247. L 241.94314 110.201635
  2248. L 242.611541 113.330904
  2249. L 243.279942 114.285998
  2250. L 243.948343 114.236414
  2251. L 244.616744 113.483724
  2252. L 245.285145 113.48569
  2253. L 246.621947 110.504236
  2254. L 247.290349 110.029613
  2255. L 247.95875 108.768901
  2256. L 248.627151 111.273016
  2257. L 249.295552 115.110654
  2258. L 249.963953 108.843885
  2259. L 250.632354 108.769018
  2260. L 251.969156 109.096152
  2261. L 253.305958 111.92013
  2262. L 253.974359 112.695648
  2263. L 254.64276 112.274958
  2264. L 255.311161 113.767754
  2265. L 255.979562 112.129599
  2266. L 256.647963 113.14258
  2267. L 257.316364 111.996285
  2268. L 257.984765 110.304007
  2269. L 258.653166 104.614793
  2270. L 259.321568 105.482228
  2271. L 259.989969 109.8317
  2272. L 260.65837 112.90771
  2273. L 261.326771 113.908507
  2274. L 261.995172 114.676891
  2275. L 262.663573 111.416998
  2276. L 263.331974 115.609788
  2277. L 264.000375 112.838202
  2278. L 264.668776 112.708978
  2279. L 265.337177 113.08116
  2280. L 266.005578 114.04989
  2281. L 266.673979 113.34613
  2282. L 267.34238 113.489501
  2283. L 268.010781 112.573863
  2284. L 268.679182 112.027883
  2285. L 269.347583 112.517475
  2286. L 270.015984 112.018013
  2287. L 270.684385 109.902427
  2288. L 271.352787 108.516843
  2289. L 272.021188 105.643092
  2290. L 273.35799 110.574143
  2291. L 274.026391 112.208043
  2292. L 274.694792 112.605789
  2293. L 275.363193 114.133481
  2294. L 276.031594 113.917605
  2295. L 276.699995 112.428503
  2296. L 277.368396 112.208394
  2297. L 278.036797 109.55555
  2298. L 279.373599 113.169547
  2299. L 280.042 113.625554
  2300. L 280.710401 114.500424
  2301. L 281.378802 114.823139
  2302. L 282.047203 115.327373
  2303. L 282.715604 115.34302
  2304. L 283.384006 115.016212
  2305. L 284.052407 113.820168
  2306. L 284.720808 110.268737
  2307. L 285.389209 108.646112
  2308. L 286.05761 109.098001
  2309. L 286.726011 109.746963
  2310. L 287.394412 110.123634
  2311. L 288.062813 112.263148
  2312. L 288.731214 111.460032
  2313. L 289.399615 113.126629
  2314. L 290.068016 114.482672
  2315. L 290.736417 115.454255
  2316. L 291.404818 114.945602
  2317. L 292.073219 114.885632
  2318. L 292.74162 112.974464
  2319. L 293.410021 113.266258
  2320. L 294.078422 114.861638
  2321. L 294.746823 115.656824
  2322. L 295.415225 115.846177
  2323. L 296.083626 114.21705
  2324. L 297.420428 113.904063
  2325. L 298.088829 112.731244
  2326. L 298.75723 111.831043
  2327. L 299.425631 111.448805
  2328. L 300.094032 111.961341
  2329. L 300.762433 110.568765
  2330. L 301.430834 110.194759
  2331. L 302.099235 111.013382
  2332. L 302.767636 111.557188
  2333. L 303.436037 113.734285
  2334. L 304.104438 113.476124
  2335. L 304.772839 114.911501
  2336. L 305.44124 114.596152
  2337. L 306.109641 113.741442
  2338. L 306.778042 114.035085
  2339. L 307.446444 112.50005
  2340. L 308.114845 109.366219
  2341. L 308.783246 108.086188
  2342. L 309.451647 108.354036
  2343. L 310.788449 113.986907
  2344. L 311.45685 112.756717
  2345. L 312.125251 113.99425
  2346. L 312.793652 112.039155
  2347. L 313.462053 111.419033
  2348. L 314.130454 111.563597
  2349. L 315.467256 107.982905
  2350. L 316.804058 109.078846
  2351. L 317.472459 106.145245
  2352. L 318.14086 105.54285
  2353. L 319.477663 110.092714
  2354. L 320.146064 110.224509
  2355. L 320.814465 111.442749
  2356. L 321.482866 107.510529
  2357. L 323.488069 113.891667
  2358. L 324.15647 113.767497
  2359. L 324.824871 114.330203
  2360. L 325.493272 113.537284
  2361. L 326.161673 113.037261
  2362. L 326.830074 113.446818
  2363. L 327.498475 111.216135
  2364. L 328.166876 109.851975
  2365. L 328.835277 113.014106
  2366. L 329.503678 114.870827
  2367. L 330.172079 114.565513
  2368. L 330.84048 113.975587
  2369. L 331.508882 114.091171
  2370. L 332.177283 112.098866
  2371. L 332.845684 111.001756
  2372. L 333.514085 113.869284
  2373. L 334.182486 111.590726
  2374. L 334.850887 111.70809
  2375. L 335.519288 110.414447
  2376. L 336.187689 111.505663
  2377. L 336.85609 111.490459
  2378. L 337.524491 114.082213
  2379. L 338.192892 113.077326
  2380. L 338.861293 109.916247
  2381. L 339.529694 107.770279
  2382. L 340.198095 106.561747
  2383. L 340.866496 110.069374
  2384. L 341.534897 112.730497
  2385. L 342.203298 114.598773
  2386. L 342.871699 114.387341
  2387. L 343.540101 113.431965
  2388. L 344.208502 111.812076
  2389. L 344.876903 107.937439
  2390. L 345.545304 109.057913
  2391. L 346.213705 112.54292
  2392. L 346.882106 114.065047
  2393. L 347.550507 115.109157
  2394. L 348.218908 112.61898
  2395. L 348.887309 112.979678
  2396. L 349.55571 114.931545
  2397. L 350.224111 114.519908
  2398. L 350.892512 115.259967
  2399. L 351.560913 115.11959
  2400. L 352.897715 114.311258
  2401. L 353.566116 110.647094
  2402. L 354.234517 108.914612
  2403. L 354.902918 109.121669
  2404. L 355.57132 108.723363
  2405. L 356.239721 108.806276
  2406. L 356.908122 110.468919
  2407. L 357.576523 113.471961
  2408. L 358.244924 113.973972
  2409. L 358.913325 112.757651
  2410. L 359.581726 111.994297
  2411. L 360.250127 114.178526
  2412. L 360.918528 112.166414
  2413. L 361.586929 111.262212
  2414. L 362.25533 111.761019
  2415. L 362.923731 114.944339
  2416. L 363.592132 112.484263
  2417. L 364.260533 114.096059
  2418. L 364.928934 115.301036
  2419. L 365.597335 114.601182
  2420. L 366.265736 114.43676
  2421. L 367.602539 106.920295
  2422. L 368.27094 106.882405
  2423. L 368.939341 112.335371
  2424. L 369.607742 114.102773
  2425. L 370.276143 113.72086
  2426. L 370.944544 111.952968
  2427. L 371.612945 111.601463
  2428. L 372.281346 112.815959
  2429. L 372.281346 112.815959
  2430. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2431. </g>
  2432. <g id="text_10">
  2433. <g id="patch_12">
  2434. <path d="M 18.697188 108.96222
  2435. L 46.430938 108.96222
  2436. Q 48.830938 108.96222 48.830938 106.56222
  2437. L 48.830938 98.81972
  2438. Q 48.830938 96.41972 46.430938 96.41972
  2439. L 18.697188 96.41972
  2440. Q 16.297188 96.41972 16.297188 98.81972
  2441. L 16.297188 106.56222
  2442. Q 16.297188 108.96222 18.697188 108.96222
  2443. z
  2444. " style="fill:#ffffff;opacity:0.8;"/>
  2445. </g>
  2446. <!-- DVARS -->
  2447. <defs>
  2448. <path d="M 19.671875 64.796875
  2449. L 19.671875 8.109375
  2450. L 31.59375 8.109375
  2451. Q 46.6875 8.109375 53.6875 14.9375
  2452. Q 60.6875 21.78125 60.6875 36.53125
  2453. Q 60.6875 51.171875 53.6875 57.984375
  2454. Q 46.6875 64.796875 31.59375 64.796875
  2455. z
  2456. M 9.8125 72.90625
  2457. L 30.078125 72.90625
  2458. Q 51.265625 72.90625 61.171875 64.09375
  2459. Q 71.09375 55.28125 71.09375 36.53125
  2460. Q 71.09375 17.671875 61.125 8.828125
  2461. Q 51.171875 0 30.078125 0
  2462. L 9.8125 0
  2463. z
  2464. " id="DejaVuSans-44"/>
  2465. <path d="M 28.609375 0
  2466. L 0.78125 72.90625
  2467. L 11.078125 72.90625
  2468. L 34.1875 11.53125
  2469. L 57.328125 72.90625
  2470. L 67.578125 72.90625
  2471. L 39.796875 0
  2472. z
  2473. " id="DejaVuSans-56"/>
  2474. <path d="M 34.1875 63.1875
  2475. L 20.796875 26.90625
  2476. L 47.609375 26.90625
  2477. z
  2478. M 28.609375 72.90625
  2479. L 39.796875 72.90625
  2480. L 67.578125 0
  2481. L 57.328125 0
  2482. L 50.6875 18.703125
  2483. L 17.828125 18.703125
  2484. L 11.1875 0
  2485. L 0.78125 0
  2486. z
  2487. " id="DejaVuSans-41"/>
  2488. <path d="M 44.390625 34.1875
  2489. Q 47.5625 33.109375 50.5625 29.59375
  2490. Q 53.5625 26.078125 56.59375 19.921875
  2491. L 66.609375 0
  2492. L 56 0
  2493. L 46.6875 18.703125
  2494. Q 43.0625 26.03125 39.671875 28.421875
  2495. Q 36.28125 30.8125 30.421875 30.8125
  2496. L 19.671875 30.8125
  2497. L 19.671875 0
  2498. L 9.8125 0
  2499. L 9.8125 72.90625
  2500. L 32.078125 72.90625
  2501. Q 44.578125 72.90625 50.734375 67.671875
  2502. Q 56.890625 62.453125 56.890625 51.90625
  2503. Q 56.890625 45.015625 53.6875 40.46875
  2504. Q 50.484375 35.9375 44.390625 34.1875
  2505. z
  2506. M 19.671875 64.796875
  2507. L 19.671875 38.921875
  2508. L 32.078125 38.921875
  2509. Q 39.203125 38.921875 42.84375 42.21875
  2510. Q 46.484375 45.515625 46.484375 51.90625
  2511. Q 46.484375 58.296875 42.84375 61.546875
  2512. Q 39.203125 64.796875 32.078125 64.796875
  2513. z
  2514. " id="DejaVuSans-52"/>
  2515. </defs>
  2516. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2517. <use xlink:href="#DejaVuSans-44"/>
  2518. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2519. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2520. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2521. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2522. </g>
  2523. </g>
  2524. <g id="text_11">
  2525. <g id="patch_13">
  2526. <path d="M 290.289663 105.826595
  2527. L 365.209663 105.826595
  2528. Q 366.409663 105.826595 366.409663 104.626595
  2529. L 366.409663 100.755345
  2530. Q 366.409663 99.555345 365.209663 99.555345
  2531. L 290.289663 99.555345
  2532. Q 289.089663 99.555345 289.089663 100.755345
  2533. L 289.089663 104.626595
  2534. Q 289.089663 105.826595 290.289663 105.826595
  2535. z
  2536. " style="fill:#ffffff;opacity:0.8;"/>
  2537. </g>
  2538. <!-- max: 1.744 $\bullet$ mean: 1.215 $\bullet$ $\sigma$: 0.098 -->
  2539. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2540. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2541. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2542. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2543. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2544. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2545. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2546. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2547. <use transform="translate(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
  2548. <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-34"/>
  2549. <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-34"/>
  2550. <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
  2551. <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2552. <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
  2553. <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2554. <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
  2555. <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
  2556. <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2557. <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2558. <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
  2559. <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-31"/>
  2560. <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2561. <use transform="translate(1140.095703 0.78125)" xlink:href="#DejaVuSans-32"/>
  2562. <use transform="translate(1203.71875 0.78125)" xlink:href="#DejaVuSans-31"/>
  2563. <use transform="translate(1267.341797 0.78125)" xlink:href="#DejaVuSans-35"/>
  2564. <use transform="translate(1330.964844 0.78125)" xlink:href="#DejaVuSans-20"/>
  2565. <use transform="translate(1362.751953 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2566. <use transform="translate(1425.349609 0.78125)" xlink:href="#DejaVuSans-20"/>
  2567. <use transform="translate(1457.136719 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2568. <use transform="translate(1520.515625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2569. <use transform="translate(1554.207031 0.78125)" xlink:href="#DejaVuSans-20"/>
  2570. <use transform="translate(1585.994141 0.78125)" xlink:href="#DejaVuSans-30"/>
  2571. <use transform="translate(1649.617188 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2572. <use transform="translate(1681.404297 0.78125)" xlink:href="#DejaVuSans-30"/>
  2573. <use transform="translate(1745.027344 0.78125)" xlink:href="#DejaVuSans-39"/>
  2574. <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-38"/>
  2575. </g>
  2576. </g>
  2577. <g id="text_12">
  2578. <!-- 1.38 -->
  2579. <g style="fill:#d3d3d3;" transform="translate(11.0175 108.488147)scale(0.03 -0.03)">
  2580. <use xlink:href="#DejaVuSans-31"/>
  2581. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2582. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2583. <use x="159.033203" xlink:href="#DejaVuSans-38"/>
  2584. </g>
  2585. </g>
  2586. </g>
  2587. <g id="axes_5">
  2588. <g id="patch_14">
  2589. <path d="M 18.697188 148.249344
  2590. L 372.281346 148.249344
  2591. L 372.281346 122.702592
  2592. L 18.697188 122.702592
  2593. z
  2594. " style="fill:#ffffff;"/>
  2595. </g>
  2596. <g id="matplotlib.axis_9">
  2597. <g id="xtick_21"/>
  2598. <g id="xtick_22"/>
  2599. <g id="xtick_23"/>
  2600. <g id="xtick_24"/>
  2601. <g id="xtick_25"/>
  2602. </g>
  2603. <g id="matplotlib.axis_10"/>
  2604. <g id="line2d_9">
  2605. <path clip-path="url(#pbc139dfca3)" d="M 18.697188 138.28338
  2606. L 372.281346 138.28338
  2607. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2608. </g>
  2609. <g id="line2d_10">
  2610. <path clip-path="url(#pbc139dfca3)" d="M 19.365589 142.937
  2611. L 20.03399 137.327194
  2612. L 20.702391 130.25698
  2613. L 21.370792 131.545713
  2614. L 22.039193 145.146907
  2615. L 22.707594 139.04737
  2616. L 23.375995 136.836822
  2617. L 24.044396 142.113719
  2618. L 24.712797 145.396595
  2619. L 25.381198 138.958567
  2620. L 26.049599 139.048208
  2621. L 26.718 140.469781
  2622. L 27.386401 143.824228
  2623. L 28.054802 136.998621
  2624. L 28.723203 137.675326
  2625. L 29.391604 137.763165
  2626. L 30.060005 138.482566
  2627. L 30.728407 135.791029
  2628. L 31.396808 136.157355
  2629. L 32.065209 135.916149
  2630. L 32.73361 136.986313
  2631. L 33.402011 142.843547
  2632. L 34.070412 143.720839
  2633. L 34.738813 144.352018
  2634. L 35.407214 143.360877
  2635. L 36.744016 144.218125
  2636. L 37.412417 143.308291
  2637. L 38.080818 140.755726
  2638. L 38.749219 134.889835
  2639. L 39.41762 136.070886
  2640. L 40.086021 124.88086
  2641. L 40.754422 142.815212
  2642. L 41.422823 140.430169
  2643. L 42.091224 142.686914
  2644. L 42.759626 144.070138
  2645. L 43.428027 142.915654
  2646. L 44.096428 144.464528
  2647. L 44.764829 145.054712
  2648. L 46.101631 143.679587
  2649. L 46.770032 144.326972
  2650. L 47.438433 142.534224
  2651. L 48.106834 141.495178
  2652. L 48.775235 137.056497
  2653. L 49.443636 141.50138
  2654. L 50.112037 139.774763
  2655. L 50.780438 140.874023
  2656. L 51.448839 140.107687
  2657. L 52.11724 142.573446
  2658. L 52.785641 143.834984
  2659. L 53.454042 143.89957
  2660. L 54.122443 144.392
  2661. L 54.790845 143.196908
  2662. L 55.459246 142.291797
  2663. L 56.127647 143.013125
  2664. L 56.796048 140.489701
  2665. L 57.464449 139.523707
  2666. L 58.13285 140.321962
  2667. L 58.801251 140.765583
  2668. L 59.469652 140.145523
  2669. L 60.138053 140.32447
  2670. L 60.806454 140.758061
  2671. L 62.143256 144.326136
  2672. L 62.811657 143.873057
  2673. L 63.480058 143.849782
  2674. L 64.148459 144.187571
  2675. L 64.81686 144.736148
  2676. L 66.822064 140.858694
  2677. L 67.490465 140.551315
  2678. L 68.158866 143.378982
  2679. L 68.827267 143.499261
  2680. L 69.495668 144.79767
  2681. L 70.164069 144.818774
  2682. L 70.83247 143.814316
  2683. L 71.500871 143.227411
  2684. L 72.837673 141.464205
  2685. L 74.174475 141.661022
  2686. L 74.842876 142.165694
  2687. L 75.511277 142.142203
  2688. L 76.179678 141.318499
  2689. L 76.848079 142.317157
  2690. L 77.51648 143.672293
  2691. L 78.184881 144.169035
  2692. L 78.853283 142.987351
  2693. L 79.521684 144.178694
  2694. L 80.190085 145.058572
  2695. L 80.858486 144.928909
  2696. L 81.526887 145.013307
  2697. L 82.195288 143.790581
  2698. L 83.53209 143.874714
  2699. L 84.200491 142.839494
  2700. L 84.868892 144.369913
  2701. L 85.537293 145.078875
  2702. L 86.205694 144.282002
  2703. L 86.874095 142.068405
  2704. L 87.542496 141.873168
  2705. L 88.210897 142.905615
  2706. L 88.879298 143.577279
  2707. L 89.547699 143.22855
  2708. L 90.884502 140.912269
  2709. L 91.552903 141.274257
  2710. L 92.221304 141.143892
  2711. L 92.889705 141.712028
  2712. L 93.558106 141.782706
  2713. L 94.226507 140.398837
  2714. L 94.894908 142.048204
  2715. L 95.563309 142.91941
  2716. L 96.23171 141.481098
  2717. L 96.900111 141.860673
  2718. L 97.568512 143.357542
  2719. L 98.236913 142.903616
  2720. L 98.905314 143.492385
  2721. L 99.573715 141.096681
  2722. L 100.242116 140.752068
  2723. L 100.910517 141.358668
  2724. L 101.578918 142.195512
  2725. L 102.247319 143.602093
  2726. L 102.915721 143.12396
  2727. L 103.584122 141.51039
  2728. L 104.252523 142.817191
  2729. L 104.920924 143.589008
  2730. L 105.589325 143.600872
  2731. L 106.257726 141.172936
  2732. L 106.926127 141.978277
  2733. L 107.594528 141.448374
  2734. L 108.262929 139.043677
  2735. L 108.93133 140.536401
  2736. L 109.599731 140.993022
  2737. L 110.268132 142.264053
  2738. L 110.936533 141.277777
  2739. L 111.604934 141.672319
  2740. L 112.273335 142.754273
  2741. L 113.610137 141.665058
  2742. L 114.278538 141.889482
  2743. L 114.94694 142.676784
  2744. L 115.615341 143.077205
  2745. L 116.283742 144.154804
  2746. L 116.952143 144.70194
  2747. L 117.620544 144.501283
  2748. L 118.957346 142.593627
  2749. L 120.294148 144.152072
  2750. L 121.63095 143.233645
  2751. L 122.299351 142.764416
  2752. L 122.967752 141.827925
  2753. L 123.636153 142.750902
  2754. L 124.304554 143.414221
  2755. L 124.972955 140.298499
  2756. L 126.309757 140.850717
  2757. L 126.978159 140.480962
  2758. L 127.64656 141.616584
  2759. L 128.314961 143.241236
  2760. L 128.983362 142.603858
  2761. L 129.651763 141.675617
  2762. L 130.320164 143.362623
  2763. L 130.988565 140.030557
  2764. L 131.656966 140.613765
  2765. L 132.325367 141.656779
  2766. L 132.993768 140.986064
  2767. L 133.662169 141.611601
  2768. L 134.33057 143.089996
  2769. L 134.998971 142.303859
  2770. L 135.667372 145.005141
  2771. L 136.335773 145.605037
  2772. L 137.004174 144.851621
  2773. L 137.672575 145.129938
  2774. L 138.340976 144.870258
  2775. L 139.009378 143.965245
  2776. L 139.677779 142.845714
  2777. L 140.34618 143.219978
  2778. L 141.014581 145.655544
  2779. L 141.682982 143.543172
  2780. L 142.351383 142.363203
  2781. L 143.019784 142.44542
  2782. L 143.688185 143.151673
  2783. L 144.356586 142.427138
  2784. L 145.024987 143.11502
  2785. L 145.693388 140.489427
  2786. L 146.361789 140.434503
  2787. L 147.03019 141.773122
  2788. L 147.698591 141.061705
  2789. L 148.366992 141.272796
  2790. L 149.035393 140.029752
  2791. L 149.703794 141.320229
  2792. L 150.372195 139.87466
  2793. L 151.040597 141.093685
  2794. L 151.708998 144.54795
  2795. L 152.377399 145.845065
  2796. L 153.0458 144.421988
  2797. L 153.714201 144.432791
  2798. L 154.382602 143.857745
  2799. L 155.051003 144.97943
  2800. L 155.719404 144.906651
  2801. L 156.387805 143.336056
  2802. L 157.056206 141.006999
  2803. L 157.724607 141.928905
  2804. L 158.393008 142.232058
  2805. L 159.061409 141.074815
  2806. L 159.72981 140.341208
  2807. L 160.398211 142.117459
  2808. L 161.735013 141.728823
  2809. L 162.403414 142.152713
  2810. L 163.071816 140.414529
  2811. L 163.740217 133.485988
  2812. L 164.408618 137.292434
  2813. L 165.077019 143.79014
  2814. L 165.74542 142.111483
  2815. L 166.413821 138.17153
  2816. L 167.750623 140.885523
  2817. L 168.419024 143.943003
  2818. L 169.087425 141.971061
  2819. L 169.755826 145.55196
  2820. L 170.424227 143.798955
  2821. L 171.092628 143.587616
  2822. L 171.761029 141.614511
  2823. L 172.42943 140.304672
  2824. L 173.097831 138.46648
  2825. L 173.766232 140.039883
  2826. L 174.434633 140.41645
  2827. L 175.103035 141.944219
  2828. L 175.771436 142.19337
  2829. L 176.439837 142.007357
  2830. L 177.108238 142.017201
  2831. L 177.776639 142.414997
  2832. L 178.44504 142.042724
  2833. L 179.113441 143.749864
  2834. L 180.450243 143.957919
  2835. L 181.118644 144.908181
  2836. L 181.787045 143.811253
  2837. L 182.455446 144.608988
  2838. L 183.123847 143.301627
  2839. L 183.792248 143.234188
  2840. L 184.460649 143.952428
  2841. L 185.12905 142.458364
  2842. L 185.797451 142.928386
  2843. L 186.465852 143.69038
  2844. L 187.134254 139.237614
  2845. L 187.802655 143.443507
  2846. L 188.471056 137.099064
  2847. L 189.139457 141.016317
  2848. L 189.807858 141.752329
  2849. L 190.476259 141.239191
  2850. L 191.14466 141.959487
  2851. L 191.813061 143.264053
  2852. L 192.481462 143.277543
  2853. L 193.149863 143.430919
  2854. L 193.818264 142.880021
  2855. L 194.486665 143.75741
  2856. L 195.155066 143.496718
  2857. L 195.823467 141.830003
  2858. L 196.491868 140.712377
  2859. L 197.160269 141.071601
  2860. L 197.82867 141.049777
  2861. L 198.497071 140.872114
  2862. L 199.165473 141.961112
  2863. L 199.833874 140.893227
  2864. L 200.502275 141.623227
  2865. L 201.170676 141.790986
  2866. L 201.839077 141.089606
  2867. L 202.507478 139.537272
  2868. L 203.175879 140.580019
  2869. L 203.84428 142.060763
  2870. L 204.512681 143.12914
  2871. L 205.181082 139.685993
  2872. L 205.849483 141.61361
  2873. L 206.517884 140.561565
  2874. L 207.186285 138.0678
  2875. L 207.854686 141.295238
  2876. L 208.523087 142.190477
  2877. L 209.859889 143.695373
  2878. L 210.52829 143.735816
  2879. L 211.196692 141.707697
  2880. L 212.533494 141.285544
  2881. L 213.201895 139.172927
  2882. L 213.870296 140.069336
  2883. L 214.538697 142.860379
  2884. L 215.207098 144.304305
  2885. L 215.875499 144.726505
  2886. L 216.5439 144.917691
  2887. L 217.212301 143.174958
  2888. L 217.880702 140.88941
  2889. L 218.549103 142.822602
  2890. L 219.217504 141.636464
  2891. L 219.885905 141.460034
  2892. L 221.222707 140.736889
  2893. L 221.891108 141.566187
  2894. L 222.559509 141.597478
  2895. L 223.227911 142.2963
  2896. L 223.896312 144.242287
  2897. L 224.564713 142.622727
  2898. L 225.233114 142.541488
  2899. L 225.901515 141.519983
  2900. L 226.569916 140.290174
  2901. L 227.238317 141.370934
  2902. L 227.906718 141.139245
  2903. L 228.575119 140.629119
  2904. L 229.24352 141.591929
  2905. L 229.911921 139.634155
  2906. L 230.580322 139.690859
  2907. L 231.248723 142.228168
  2908. L 231.917124 140.855799
  2909. L 232.585525 141.953145
  2910. L 233.253926 141.187985
  2911. L 233.922327 142.181914
  2912. L 234.590728 142.402919
  2913. L 235.25913 142.290462
  2914. L 235.927531 142.431448
  2915. L 236.595932 143.21669
  2916. L 237.264333 145.291653
  2917. L 237.932734 144.088528
  2918. L 238.601135 144.092
  2919. L 239.269536 144.214925
  2920. L 239.937937 144.051119
  2921. L 240.606338 143.144857
  2922. L 241.274739 144.537363
  2923. L 241.94314 143.700778
  2924. L 242.611541 141.871733
  2925. L 243.279942 141.975521
  2926. L 243.948343 139.915255
  2927. L 244.616744 141.892536
  2928. L 245.285145 141.720412
  2929. L 245.953546 139.540702
  2930. L 246.621947 140.357831
  2931. L 247.290349 141.812337
  2932. L 247.95875 141.583913
  2933. L 248.627151 136.330347
  2934. L 249.295552 144.324858
  2935. L 249.963953 131.205909
  2936. L 250.632354 140.444734
  2937. L 251.300755 141.64587
  2938. L 251.969156 144.109992
  2939. L 252.637557 144.957538
  2940. L 253.305958 144.491401
  2941. L 253.974359 143.056173
  2942. L 254.64276 139.136373
  2943. L 255.311161 141.868021
  2944. L 255.979562 138.709397
  2945. L 256.647963 141.627776
  2946. L 257.316364 140.696498
  2947. L 257.984765 142.108193
  2948. L 258.653166 133.526774
  2949. L 259.321568 131.671926
  2950. L 259.989969 136.520461
  2951. L 260.65837 138.255253
  2952. L 261.326771 141.596935
  2953. L 261.995172 143.841122
  2954. L 262.663573 143.737856
  2955. L 263.331974 142.980305
  2956. L 264.000375 142.567231
  2957. L 264.668776 141.387807
  2958. L 265.337177 142.936918
  2959. L 266.005578 141.91281
  2960. L 266.673979 141.477722
  2961. L 267.34238 141.898471
  2962. L 268.010781 142.181872
  2963. L 268.679182 142.256678
  2964. L 269.347583 142.97911
  2965. L 270.015984 141.170711
  2966. L 270.684385 142.478481
  2967. L 271.352787 141.397667
  2968. L 272.021188 141.128019
  2969. L 272.689589 141.823918
  2970. L 273.35799 141.95679
  2971. L 274.026391 141.54912
  2972. L 274.694792 140.929999
  2973. L 275.363193 141.402085
  2974. L 276.031594 141.063846
  2975. L 276.699995 144.98122
  2976. L 277.368396 140.043492
  2977. L 278.036797 141.69339
  2978. L 278.705198 142.116606
  2979. L 279.373599 140.664294
  2980. L 280.042 141.713435
  2981. L 280.710401 140.202115
  2982. L 281.378802 140.307976
  2983. L 282.047203 140.241432
  2984. L 282.715604 140.52905
  2985. L 283.384006 139.686821
  2986. L 284.052407 140.897092
  2987. L 284.720808 142.382906
  2988. L 285.389209 141.498433
  2989. L 286.05761 143.385181
  2990. L 286.726011 143.135361
  2991. L 287.394412 143.434988
  2992. L 288.062813 140.407454
  2993. L 288.731214 142.155868
  2994. L 289.399615 142.011503
  2995. L 290.068016 141.557984
  2996. L 290.736417 142.378488
  2997. L 291.404818 141.619866
  2998. L 292.073219 142.923082
  2999. L 292.74162 141.133169
  3000. L 293.410021 139.69002
  3001. L 294.078422 142.459575
  3002. L 294.746823 144.083641
  3003. L 295.415225 145.110718
  3004. L 296.083626 143.92739
  3005. L 296.752027 144.13994
  3006. L 297.420428 143.696504
  3007. L 298.088829 143.586495
  3008. L 298.75723 142.377498
  3009. L 299.425631 141.850034
  3010. L 301.430834 142.365369
  3011. L 302.099235 142.186322
  3012. L 302.767636 142.663165
  3013. L 303.436037 143.488427
  3014. L 304.104438 143.490202
  3015. L 304.772839 143.152275
  3016. L 305.44124 140.387369
  3017. L 306.109641 142.158769
  3018. L 306.778042 145.251464
  3019. L 307.446444 144.701828
  3020. L 308.114845 140.645551
  3021. L 308.783246 139.694194
  3022. L 309.451647 140.445172
  3023. L 310.120048 139.898273
  3024. L 310.788449 138.778495
  3025. L 311.45685 141.089475
  3026. L 312.125251 140.57738
  3027. L 312.793652 141.5495
  3028. L 313.462053 145.487948
  3029. L 314.130454 144.435839
  3030. L 314.798855 144.92053
  3031. L 316.135657 142.180928
  3032. L 316.804058 143.137434
  3033. L 317.472459 142.502917
  3034. L 318.14086 141.308516
  3035. L 318.809261 136.32567
  3036. L 319.477663 141.043029
  3037. L 320.146064 143.006094
  3038. L 320.814465 142.660252
  3039. L 321.482866 139.709319
  3040. L 322.151267 142.212966
  3041. L 322.819668 140.464837
  3042. L 323.488069 141.085789
  3043. L 324.15647 140.59733
  3044. L 324.824871 142.275445
  3045. L 326.161673 141.909802
  3046. L 326.830074 144.330615
  3047. L 327.498475 145.279044
  3048. L 328.835277 143.831788
  3049. L 329.503678 144.578456
  3050. L 330.172079 144.540237
  3051. L 331.508882 142.627155
  3052. L 332.177283 138.489802
  3053. L 332.845684 143.315523
  3054. L 333.514085 141.686079
  3055. L 334.182486 138.720841
  3056. L 334.850887 139.471141
  3057. L 335.519288 142.031372
  3058. L 336.187689 142.841115
  3059. L 336.85609 142.774976
  3060. L 337.524491 144.910149
  3061. L 338.192892 144.024048
  3062. L 338.861293 142.380029
  3063. L 339.529694 141.939761
  3064. L 340.198095 142.324745
  3065. L 340.866496 141.731793
  3066. L 341.534897 140.855078
  3067. L 342.203298 142.189208
  3068. L 342.871699 140.700453
  3069. L 343.540101 141.66432
  3070. L 344.208502 140.994022
  3071. L 344.876903 140.59821
  3072. L 345.545304 142.541935
  3073. L 346.213705 143.167102
  3074. L 346.882106 142.061866
  3075. L 347.550507 142.654993
  3076. L 348.218908 143.993067
  3077. L 348.887309 141.869727
  3078. L 349.55571 140.908679
  3079. L 350.224111 143.112063
  3080. L 350.892512 143.20711
  3081. L 351.560913 141.937884
  3082. L 352.229314 143.449327
  3083. L 352.897715 143.696205
  3084. L 353.566116 142.78052
  3085. L 354.234517 142.922093
  3086. L 354.902918 142.887669
  3087. L 355.57132 141.464794
  3088. L 356.239721 141.31204
  3089. L 356.908122 141.516987
  3090. L 357.576523 140.295602
  3091. L 358.244924 139.613657
  3092. L 358.913325 141.075766
  3093. L 359.581726 141.171944
  3094. L 360.250127 145.140304
  3095. L 360.918528 143.61707
  3096. L 361.586929 143.196674
  3097. L 362.25533 143.087641
  3098. L 362.923731 143.511912
  3099. L 363.592132 144.342283
  3100. L 364.260533 142.982715
  3101. L 364.928934 142.376251
  3102. L 365.597335 143.351972
  3103. L 366.265736 143.18041
  3104. L 366.934137 143.227052
  3105. L 367.602539 138.32557
  3106. L 368.27094 139.568209
  3107. L 368.939341 144.153517
  3108. L 369.607742 143.507997
  3109. L 370.276143 141.545511
  3110. L 370.944544 141.142205
  3111. L 371.612945 142.595333
  3112. L 372.281346 141.717406
  3113. L 372.281346 141.717406
  3114. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3115. </g>
  3116. <g id="text_13">
  3117. <g id="patch_15">
  3118. <path d="M 18.697188 136.637868
  3119. L 29.458438 136.637868
  3120. Q 31.858438 136.637868 31.858438 134.237868
  3121. L 31.858438 126.495368
  3122. Q 31.858438 124.095368 29.458438 124.095368
  3123. L 18.697188 124.095368
  3124. Q 16.297188 124.095368 16.297188 126.495368
  3125. L 16.297188 134.237868
  3126. Q 16.297188 136.637868 18.697188 136.637868
  3127. z
  3128. " style="fill:#ffffff;opacity:0.8;"/>
  3129. </g>
  3130. <!-- FD -->
  3131. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3132. <use xlink:href="#DejaVuSans-46"/>
  3133. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3134. </g>
  3135. </g>
  3136. <g id="text_14">
  3137. <g id="patch_16">
  3138. <path d="M 290.289663 133.502243
  3139. L 365.209663 133.502243
  3140. Q 366.409663 133.502243 366.409663 132.302243
  3141. L 366.409663 128.430993
  3142. Q 366.409663 127.230993 365.209663 127.230993
  3143. L 290.289663 127.230993
  3144. Q 289.089663 127.230993 289.089663 128.430993
  3145. L 289.089663 132.302243
  3146. Q 289.089663 133.502243 290.289663 133.502243
  3147. z
  3148. " style="fill:#ffffff;opacity:0.8;"/>
  3149. </g>
  3150. <!-- max: 0.804 $\bullet$ mean: 0.173 $\bullet$ $\sigma$: 0.083 -->
  3151. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3152. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3153. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3154. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3155. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3156. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3157. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3158. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3159. <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
  3160. <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-30"/>
  3161. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-34"/>
  3162. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
  3163. <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3164. <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
  3165. <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3166. <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
  3167. <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
  3168. <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3169. <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3170. <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
  3171. <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3172. <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3173. <use transform="translate(1140.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
  3174. <use transform="translate(1203.875 0.78125)" xlink:href="#DejaVuSans-37"/>
  3175. <use transform="translate(1267.498047 0.78125)" xlink:href="#DejaVuSans-33"/>
  3176. <use transform="translate(1331.121094 0.78125)" xlink:href="#DejaVuSans-20"/>
  3177. <use transform="translate(1362.908203 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3178. <use transform="translate(1425.505859 0.78125)" xlink:href="#DejaVuSans-20"/>
  3179. <use transform="translate(1457.292969 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3180. <use transform="translate(1520.671875 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3181. <use transform="translate(1554.363281 0.78125)" xlink:href="#DejaVuSans-20"/>
  3182. <use transform="translate(1586.150391 0.78125)" xlink:href="#DejaVuSans-30"/>
  3183. <use transform="translate(1649.773438 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3184. <use transform="translate(1681.560547 0.78125)" xlink:href="#DejaVuSans-30"/>
  3185. <use transform="translate(1745.183594 0.78125)" xlink:href="#DejaVuSans-38"/>
  3186. <use transform="translate(1808.806641 0.78125)" xlink:href="#DejaVuSans-33"/>
  3187. </g>
  3188. </g>
  3189. <g id="text_15">
  3190. <!-- 0.31 -->
  3191. <g style="fill:#d3d3d3;" transform="translate(11.0175 139.111192)scale(0.03 -0.03)">
  3192. <use xlink:href="#DejaVuSans-30"/>
  3193. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3194. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  3195. <use x="159.033203" xlink:href="#DejaVuSans-31"/>
  3196. </g>
  3197. </g>
  3198. </g>
  3199. <g id="axes_6">
  3200. <g id="patch_17">
  3201. <path d="M 15.161346 278.112
  3202. L 18.697188 278.112
  3203. L 18.697188 150.37824
  3204. L 15.161346 150.37824
  3205. z
  3206. " style="fill:#ffffff;"/>
  3207. </g>
  3208. <g clip-path="url(#p0f2b160cfc)">
  3209. <image height="945" id="image0680bd53e2" transform="matrix(4 0 0 0.13545 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3210. iVBORw0KGgoAAAANSUhEUgAAAAEAAAOxCAYAAAA0N81hAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1QglE5gebvHjTVexjO0kCAAAAAPjH8s1Cxis1BQsZcEEzF/YGAMAKBzmDDXol0rirAAAAAElFTkSuQmCC"/>
  3211. </g>
  3212. <g id="matplotlib.axis_11"/>
  3213. <g id="matplotlib.axis_12"/>
  3214. </g>
  3215. <g id="axes_7">
  3216. <g id="patch_18">
  3217. <path d="M 18.697188 278.112
  3218. L 372.281346 278.112
  3219. L 372.281346 150.37824
  3220. L 18.697188 150.37824
  3221. z
  3222. " style="fill:#ffffff;"/>
  3223. </g>
  3224. <g clip-path="url(#p08d8fc5920)">
  3225. <image height="128.16" id="imagebc8c025de7" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3226. 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" y="-149.952"/>
  3227. </g>
  3228. <g id="matplotlib.axis_13">
  3229. <g id="xtick_26">
  3230. <g id="line2d_11">
  3231. <defs>
  3232. <path d="M 0 0
  3233. L 0 4.8
  3234. " id="m3b28e42a2c" style="stroke:#262626;"/>
  3235. </defs>
  3236. <g>
  3237. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m3b28e42a2c" y="278.112"/>
  3238. </g>
  3239. </g>
  3240. <g id="text_16">
  3241. <!-- 0.00 -->
  3242. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3243. <use xlink:href="#DejaVuSans-30"/>
  3244. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3245. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3246. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3247. </g>
  3248. </g>
  3249. </g>
  3250. <g id="xtick_27">
  3251. <g id="line2d_12">
  3252. <g>
  3253. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m3b28e42a2c" y="278.112"/>
  3254. </g>
  3255. </g>
  3256. <g id="text_17">
  3257. <!-- 106.00 -->
  3258. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3259. <use xlink:href="#DejaVuSans-31"/>
  3260. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3261. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3262. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3263. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3264. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3265. </g>
  3266. </g>
  3267. </g>
  3268. <g id="xtick_28">
  3269. <g id="line2d_13">
  3270. <g>
  3271. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m3b28e42a2c" y="278.112"/>
  3272. </g>
  3273. </g>
  3274. <g id="text_18">
  3275. <!-- 212.00 -->
  3276. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3277. <use xlink:href="#DejaVuSans-32"/>
  3278. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3279. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3280. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3281. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3282. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3283. </g>
  3284. </g>
  3285. </g>
  3286. <g id="xtick_29">
  3287. <g id="line2d_14">
  3288. <g>
  3289. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m3b28e42a2c" y="278.112"/>
  3290. </g>
  3291. </g>
  3292. <g id="text_19">
  3293. <!-- 318.00 -->
  3294. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3295. <use xlink:href="#DejaVuSans-33"/>
  3296. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3297. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3298. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3299. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3300. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3301. </g>
  3302. </g>
  3303. </g>
  3304. <g id="xtick_30">
  3305. <g id="line2d_15">
  3306. <g>
  3307. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m3b28e42a2c" y="278.112"/>
  3308. </g>
  3309. </g>
  3310. <g id="text_20">
  3311. <!-- 424.00 -->
  3312. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3313. <use xlink:href="#DejaVuSans-34"/>
  3314. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3315. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3316. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3317. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3318. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3319. </g>
  3320. </g>
  3321. </g>
  3322. <g id="text_21">
  3323. <!-- time (s) -->
  3324. <defs>
  3325. <path d="M 18.3125 70.21875
  3326. L 18.3125 54.6875
  3327. L 36.8125 54.6875
  3328. L 36.8125 47.703125
  3329. L 18.3125 47.703125
  3330. L 18.3125 18.015625
  3331. Q 18.3125 11.328125 20.140625 9.421875
  3332. Q 21.96875 7.515625 27.59375 7.515625
  3333. L 36.8125 7.515625
  3334. L 36.8125 0
  3335. L 27.59375 0
  3336. Q 17.1875 0 13.234375 3.875
  3337. Q 9.28125 7.765625 9.28125 18.015625
  3338. L 9.28125 47.703125
  3339. L 2.6875 47.703125
  3340. L 2.6875 54.6875
  3341. L 9.28125 54.6875
  3342. L 9.28125 70.21875
  3343. z
  3344. " id="DejaVuSans-74"/>
  3345. <path d="M 9.421875 54.6875
  3346. L 18.40625 54.6875
  3347. L 18.40625 0
  3348. L 9.421875 0
  3349. z
  3350. M 9.421875 75.984375
  3351. L 18.40625 75.984375
  3352. L 18.40625 64.59375
  3353. L 9.421875 64.59375
  3354. z
  3355. " id="DejaVuSans-69"/>
  3356. <path d="M 31 75.875
  3357. Q 24.46875 64.65625 21.28125 53.65625
  3358. Q 18.109375 42.671875 18.109375 31.390625
  3359. Q 18.109375 20.125 21.3125 9.0625
  3360. Q 24.515625 -2 31 -13.1875
  3361. L 23.1875 -13.1875
  3362. Q 15.875 -1.703125 12.234375 9.375
  3363. Q 8.59375 20.453125 8.59375 31.390625
  3364. Q 8.59375 42.28125 12.203125 53.3125
  3365. Q 15.828125 64.359375 23.1875 75.875
  3366. z
  3367. " id="DejaVuSans-28"/>
  3368. <path d="M 44.28125 53.078125
  3369. L 44.28125 44.578125
  3370. Q 40.484375 46.53125 36.375 47.5
  3371. Q 32.28125 48.484375 27.875 48.484375
  3372. Q 21.1875 48.484375 17.84375 46.4375
  3373. Q 14.5 44.390625 14.5 40.28125
  3374. Q 14.5 37.15625 16.890625 35.375
  3375. Q 19.28125 33.59375 26.515625 31.984375
  3376. L 29.59375 31.296875
  3377. Q 39.15625 29.25 43.1875 25.515625
  3378. Q 47.21875 21.78125 47.21875 15.09375
  3379. Q 47.21875 7.46875 41.1875 3.015625
  3380. Q 35.15625 -1.421875 24.609375 -1.421875
  3381. Q 20.21875 -1.421875 15.453125 -0.5625
  3382. Q 10.6875 0.296875 5.421875 2
  3383. L 5.421875 11.28125
  3384. Q 10.40625 8.6875 15.234375 7.390625
  3385. Q 20.0625 6.109375 24.8125 6.109375
  3386. Q 31.15625 6.109375 34.5625 8.28125
  3387. Q 37.984375 10.453125 37.984375 14.40625
  3388. Q 37.984375 18.0625 35.515625 20.015625
  3389. Q 33.0625 21.96875 24.703125 23.78125
  3390. L 21.578125 24.515625
  3391. Q 13.234375 26.265625 9.515625 29.90625
  3392. Q 5.8125 33.546875 5.8125 39.890625
  3393. Q 5.8125 47.609375 11.28125 51.796875
  3394. Q 16.75 56 26.8125 56
  3395. Q 31.78125 56 36.171875 55.265625
  3396. Q 40.578125 54.546875 44.28125 53.078125
  3397. z
  3398. " id="DejaVuSans-73"/>
  3399. <path d="M 8.015625 75.875
  3400. L 15.828125 75.875
  3401. Q 23.140625 64.359375 26.78125 53.3125
  3402. Q 30.421875 42.28125 30.421875 31.390625
  3403. Q 30.421875 20.453125 26.78125 9.375
  3404. Q 23.140625 -1.703125 15.828125 -13.1875
  3405. L 8.015625 -13.1875
  3406. Q 14.5 -2 17.703125 9.0625
  3407. Q 20.90625 20.125 20.90625 31.390625
  3408. Q 20.90625 42.671875 17.703125 53.65625
  3409. Q 14.5 64.65625 8.015625 75.875
  3410. z
  3411. " id="DejaVuSans-29"/>
  3412. </defs>
  3413. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3414. <use xlink:href="#DejaVuSans-74"/>
  3415. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3416. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3417. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3418. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3419. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3420. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3421. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3422. </g>
  3423. </g>
  3424. </g>
  3425. <g id="matplotlib.axis_14"/>
  3426. </g>
  3427. </g>
  3428. <defs>
  3429. <clipPath id="p496f564ec8">
  3430. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3431. </clipPath>
  3432. <clipPath id="p27b2addc25">
  3433. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3434. </clipPath>
  3435. <clipPath id="p35eade8b7b">
  3436. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3437. </clipPath>
  3438. <clipPath id="pf1b7244037">
  3439. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3440. </clipPath>
  3441. <clipPath id="pbc139dfca3">
  3442. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3443. </clipPath>
  3444. <clipPath id="p0f2b160cfc">
  3445. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3446. </clipPath>
  3447. <clipPath id="p08d8fc5920">
  3448. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3449. </clipPath>
  3450. </defs>
  3451. </svg>