sub-18_ses-01_task-highspeed_rec-prenorm_run-01_carpetplot.svg 424 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525152615271528152915301531153215331534153515361537153815391540154115421543154415451546154715481549155015511552155315541555155615571558155915601561156215631564156515661567156815691570157115721573157415751576157715781579158015811582158315841585158615871588158915901591159215931594159515961597159815991600160116021603160416051606160716081609161016111612161316141615161616171618161916201621162216231624162516261627162816291630163116321633163416351636163716381639164016411642164316441645164616471648164916501651165216531654165516561657165816591660166116621663166416651666166716681669167016711672167316741675167616771678167916801681168216831684168516861687168816891690169116921693169416951696169716981699170017011702170317041705170617071708170917101711171217131714171517161717171817191720172117221723172417251726172717281729173017311732173317341735173617371738173917401741174217431744174517461747174817491750175117521753175417551756175717581759176017611762176317641765176617671768176917701771177217731774177517761777177817791780178117821783178417851786178717881789179017911792179317941795179617971798179918001801180218031804180518061807180818091810181118121813181418151816181718181819182018211822182318241825182618271828182918301831183218331834183518361837183818391840184118421843184418451846184718481849185018511852185318541855185618571858185918601861186218631864186518661867186818691870187118721873187418751876187718781879188018811882188318841885188618871888188918901891189218931894189518961897189818991900190119021903190419051906190719081909191019111912191319141915191619171918191919201921192219231924192519261927192819291930193119321933193419351936193719381939194019411942194319441945194619471948194919501951195219531954195519561957195819591960196119621963196419651966196719681969197019711972197319741975197619771978197919801981198219831984198519861987198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050205120522053205420552056205720582059206020612062206320642065206620672068206920702071207220732074207520762077207820792080208120822083208420852086208720882089209020912092209320942095209620972098209921002101210221032104210521062107210821092110211121122113211421152116211721182119212021212122212321242125212621272128212921302131213221332134213521362137213821392140214121422143214421452146214721482149215021512152215321542155215621572158215921602161216221632164216521662167216821692170217121722173217421752176217721782179218021812182218321842185218621872188218921902191219221932194219521962197219821992200220122022203220422052206220722082209221022112212221322142215221622172218221922202221222222232224222522262227222822292230223122322233223422352236223722382239224022412242224322442245224622472248224922502251225222532254225522562257225822592260226122622263226422652266226722682269227022712272227322742275227622772278227922802281228222832284228522862287228822892290229122922293229422952296229722982299230023012302230323042305230623072308230923102311231223132314231523162317231823192320232123222323232423252326232723282329233023312332233323342335233623372338233923402341234223432344234523462347234823492350235123522353235423552356235723582359236023612362236323642365236623672368236923702371237223732374237523762377237823792380238123822383238423852386238723882389239023912392239323942395239623972398239924002401240224032404240524062407240824092410241124122413241424152416241724182419242024212422242324242425242624272428242924302431243224332434243524362437243824392440244124422443244424452446244724482449245024512452245324542455245624572458245924602461246224632464246524662467246824692470247124722473247424752476247724782479248024812482248324842485248624872488248924902491249224932494249524962497249824992500250125022503250425052506250725082509251025112512251325142515251625172518251925202521252225232524252525262527252825292530253125322533253425352536253725382539254025412542254325442545254625472548254925502551255225532554255525562557255825592560256125622563256425652566256725682569257025712572257325742575257625772578257925802581258225832584258525862587258825892590259125922593259425952596259725982599260026012602260326042605260626072608260926102611261226132614261526162617261826192620262126222623262426252626262726282629263026312632263326342635263626372638263926402641264226432644264526462647264826492650265126522653265426552656265726582659266026612662266326642665266626672668266926702671267226732674267526762677267826792680268126822683268426852686268726882689269026912692269326942695269626972698269927002701270227032704270527062707270827092710271127122713271427152716271727182719272027212722272327242725272627272728272927302731273227332734273527362737273827392740274127422743274427452746274727482749275027512752275327542755275627572758275927602761276227632764276527662767276827692770277127722773277427752776277727782779278027812782278327842785278627872788278927902791279227932794279527962797279827992800280128022803280428052806280728082809281028112812281328142815281628172818281928202821282228232824282528262827282828292830283128322833283428352836283728382839284028412842284328442845284628472848284928502851285228532854285528562857285828592860286128622863286428652866286728682869287028712872287328742875287628772878287928802881288228832884288528862887288828892890289128922893289428952896289728982899290029012902290329042905290629072908290929102911291229132914291529162917291829192920292129222923292429252926292729282929293029312932293329342935293629372938293929402941294229432944294529462947294829492950295129522953295429552956295729582959296029612962296329642965296629672968296929702971297229732974297529762977297829792980298129822983298429852986298729882989299029912992299329942995299629972998299930003001300230033004300530063007300830093010301130123013301430153016301730183019302030213022302330243025302630273028302930303031303230333034303530363037303830393040304130423043304430453046304730483049305030513052305330543055305630573058305930603061306230633064306530663067306830693070307130723073307430753076307730783079308030813082308330843085308630873088308930903091309230933094309530963097309830993100310131023103310431053106310731083109311031113112311331143115311631173118311931203121312231233124312531263127312831293130313131323133313431353136313731383139314031413142314331443145314631473148314931503151315231533154315531563157315831593160316131623163316431653166316731683169317031713172317331743175317631773178317931803181318231833184318531863187318831893190319131923193319431953196319731983199320032013202320332043205320632073208320932103211321232133214321532163217321832193220322132223223322432253226322732283229323032313232323332343235323632373238323932403241324232433244324532463247324832493250325132523253325432553256325732583259326032613262326332643265326632673268326932703271327232733274327532763277327832793280328132823283328432853286328732883289329032913292329332943295329632973298329933003301330233033304330533063307330833093310331133123313331433153316331733183319332033213322
  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(#pcfae56bde1)" d="M 18.697188 23.222116
  39. L 372.281346 23.222116
  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(#pcfae56bde1)" d="M 18.697188 23.365482
  44. L 19.365589 23.800852
  45. L 20.03399 23.99898
  46. L 20.702391 24.025135
  47. L 21.370792 24.21632
  48. L 22.039193 24.154338
  49. L 22.707594 24.375578
  50. L 23.375995 24.292532
  51. L 24.044396 24.461628
  52. L 27.386401 24.406983
  53. L 30.060005 24.143358
  54. L 33.402011 24.349649
  55. L 35.407214 24.273368
  56. L 36.075615 24.061641
  57. L 37.412417 24.052177
  58. L 40.086021 24.119841
  59. L 40.754422 24.209062
  60. L 42.091224 23.897163
  61. L 42.759626 23.938682
  62. L 44.096428 24.164422
  63. L 44.764829 24.243569
  64. L 46.101631 24.130369
  65. L 46.770032 24.097063
  66. L 47.438433 24.22086
  67. L 48.106834 24.157716
  68. L 48.775235 24.280202
  69. L 49.443636 24.196979
  70. L 50.112037 24.22926
  71. L 50.780438 24.104951
  72. L 52.785641 24.13283
  73. L 53.454042 23.986286
  74. L 58.801251 23.995986
  75. L 60.806454 23.913757
  76. L 66.153662 23.891058
  77. L 67.490465 23.706067
  78. L 68.158866 23.688371
  79. L 68.827267 23.849274
  80. L 76.848079 24.094897
  81. L 77.51648 23.94394
  82. L 80.858486 24.057377
  83. L 83.53209 23.924343
  84. L 84.200491 24.035436
  85. L 84.868892 23.936052
  86. L 88.879298 24.059051
  87. L 90.2161 23.85277
  88. L 91.552903 23.826555
  89. L 92.221304 23.691138
  90. L 93.558106 23.832966
  91. L 94.894908 24.136366
  92. L 96.23171 24.243116
  93. L 96.900111 24.052837
  94. L 97.568512 23.994036
  95. L 98.236913 23.800025
  96. L 101.578918 23.634671
  97. L 102.247319 23.703694
  98. L 104.252523 23.648054
  99. L 109.599731 23.820479
  100. L 110.268132 23.726955
  101. L 111.604934 23.346574
  102. L 114.278538 23.800478
  103. L 116.283742 23.865454
  104. L 118.957346 23.656986
  105. L 119.625747 23.749073
  106. L 120.294148 23.655932
  107. L 124.972955 24.001304
  108. L 126.978159 23.936673
  109. L 133.662169 23.806249
  110. L 134.998971 23.413825
  111. L 135.667372 23.45551
  112. L 137.004174 23.779414
  113. L 138.340976 23.841848
  114. L 141.682982 23.739904
  115. L 145.693388 23.586683
  116. L 149.035393 24.009507
  117. L 151.040597 23.981106
  118. L 152.377399 23.958712
  119. L 153.714201 23.970303
  120. L 154.382602 23.880058
  121. L 155.719404 23.526444
  122. L 157.056206 23.585905
  123. L 159.061409 23.762879
  124. L 160.398211 23.718781
  125. L 162.403414 23.605039
  126. L 164.408618 23.801975
  127. L 167.082222 23.614178
  128. L 167.750623 23.683447
  129. L 169.087425 23.589263
  130. L 171.761029 23.444412
  131. L 175.103035 23.748314
  132. L 179.781842 23.679803
  133. L 181.118644 23.488579
  134. L 182.455446 23.610633
  135. L 184.460649 23.642608
  136. L 185.12905 23.602026
  137. L 185.797451 23.697608
  138. L 189.807858 23.654741
  139. L 191.14466 23.845778
  140. L 193.149863 23.875764
  141. L 199.165473 23.57197
  142. L 203.84428 23.745724
  143. L 205.849483 23.509831
  144. L 209.859889 23.105087
  145. L 213.201895 23.542191
  146. L 215.875499 23.355792
  147. L 217.880702 22.911943
  148. L 218.549103 22.893203
  149. L 220.554306 23.472478
  150. L 222.559509 23.689149
  151. L 225.233114 23.472596
  152. L 227.238317 23.608978
  153. L 231.248723 23.488757
  154. L 233.253926 23.587786
  155. L 236.595932 23.520053
  156. L 237.264333 23.567933
  157. L 237.932734 23.727348
  158. L 238.601135 23.726295
  159. L 239.269536 23.848949
  160. L 241.274739 23.732026
  161. L 243.279942 23.507733
  162. L 247.95875 23.61015
  163. L 251.969156 23.327933
  164. L 252.637557 23.444599
  165. L 255.979562 23.531752
  166. L 259.321568 23.512017
  167. L 262.663573 23.250982
  168. L 264.668776 23.564072
  169. L 267.34238 23.630427
  170. L 268.679182 23.478259
  171. L 269.347583 23.409236
  172. L 272.021188 23.544702
  173. L 276.699995 23.137811
  174. L 280.042 23.550866
  175. L 284.052407 23.230459
  176. L 287.394412 23.41736
  177. L 292.74162 23.187818
  178. L 293.410021 23.30349
  179. L 294.078422 23.251041
  180. L 294.746823 23.35914
  181. L 298.088829 23.244532
  182. L 298.75723 23.056085
  183. L 301.430834 23.169827
  184. L 302.099235 23.33195
  185. L 306.109641 23.386419
  186. L 306.778042 23.485635
  187. L 308.783246 23.428912
  188. L 310.788449 23.583728
  189. L 312.793652 23.544337
  190. L 313.462053 23.413904
  191. L 314.130454 23.476063
  192. L 314.798855 23.377378
  193. L 316.135657 23.426016
  194. L 316.804058 23.3572
  195. L 318.809261 23.794904
  196. L 320.146064 23.905495
  197. L 322.819668 23.442994
  198. L 324.824871 23.266699
  199. L 326.161673 23.075386
  200. L 326.830074 23.075702
  201. L 329.503678 23.603818
  202. L 332.177283 23.426853
  203. L 332.845684 23.324112
  204. L 334.182486 23.348642
  205. L 336.187689 23.365147
  206. L 343.540101 23.565451
  207. L 344.876903 23.481184
  208. L 348.218908 23.625148
  209. L 350.892512 23.45037
  210. L 351.560913 23.424648
  211. L 352.897715 23.161298
  212. L 354.234517 23.170575
  213. L 355.57132 23.364694
  214. L 356.908122 23.536528
  215. L 360.250127 23.515671
  216. L 361.586929 23.573093
  217. L 363.592132 23.373538
  218. L 364.260533 23.323895
  219. L 366.265736 23.528226
  220. L 366.934137 23.542791
  221. L 368.27094 23.323856
  222. L 372.281346 23.245517
  223. L 372.281346 23.245517
  224. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  225. </g>
  226. <g id="text_1">
  227. <g id="patch_3">
  228. <path d="M 18.697188 25.935276
  229. L 29.974688 25.935276
  230. Q 32.374688 25.935276 32.374688 23.535276
  231. L 32.374688 15.792776
  232. Q 32.374688 13.392776 29.974688 13.392776
  233. L 18.697188 13.392776
  234. Q 16.297188 13.392776 16.297188 15.792776
  235. L 16.297188 23.535276
  236. Q 16.297188 25.935276 18.697188 25.935276
  237. z
  238. " style="fill:#ffffff;opacity:0.8;"/>
  239. </g>
  240. <!-- GS -->
  241. <defs>
  242. <path d="M 59.515625 10.40625
  243. L 59.515625 29.984375
  244. L 43.40625 29.984375
  245. L 43.40625 38.09375
  246. L 69.28125 38.09375
  247. L 69.28125 6.78125
  248. Q 63.578125 2.734375 56.6875 0.65625
  249. Q 49.8125 -1.421875 42 -1.421875
  250. Q 24.90625 -1.421875 15.25 8.5625
  251. Q 5.609375 18.5625 5.609375 36.375
  252. Q 5.609375 54.25 15.25 64.234375
  253. Q 24.90625 74.21875 42 74.21875
  254. Q 49.125 74.21875 55.546875 72.453125
  255. Q 61.96875 70.703125 67.390625 67.28125
  256. L 67.390625 56.78125
  257. Q 61.921875 61.421875 55.765625 63.765625
  258. Q 49.609375 66.109375 42.828125 66.109375
  259. Q 29.4375 66.109375 22.71875 58.640625
  260. Q 16.015625 51.171875 16.015625 36.375
  261. Q 16.015625 21.625 22.71875 14.15625
  262. Q 29.4375 6.6875 42.828125 6.6875
  263. Q 48.046875 6.6875 52.140625 7.59375
  264. Q 56.25 8.5 59.515625 10.40625
  265. z
  266. " id="DejaVuSans-47"/>
  267. <path d="M 53.515625 70.515625
  268. L 53.515625 60.890625
  269. Q 47.90625 63.578125 42.921875 64.890625
  270. Q 37.9375 66.21875 33.296875 66.21875
  271. Q 25.25 66.21875 20.875 63.09375
  272. Q 16.5 59.96875 16.5 54.203125
  273. Q 16.5 49.359375 19.40625 46.890625
  274. Q 22.3125 44.4375 30.421875 42.921875
  275. L 36.375 41.703125
  276. Q 47.40625 39.59375 52.65625 34.296875
  277. Q 57.90625 29 57.90625 20.125
  278. Q 57.90625 9.515625 50.796875 4.046875
  279. Q 43.703125 -1.421875 29.984375 -1.421875
  280. Q 24.8125 -1.421875 18.96875 -0.25
  281. Q 13.140625 0.921875 6.890625 3.21875
  282. L 6.890625 13.375
  283. Q 12.890625 10.015625 18.65625 8.296875
  284. Q 24.421875 6.59375 29.984375 6.59375
  285. Q 38.421875 6.59375 43.015625 9.90625
  286. Q 47.609375 13.234375 47.609375 19.390625
  287. Q 47.609375 24.75 44.3125 27.78125
  288. Q 41.015625 30.8125 33.5 32.328125
  289. L 27.484375 33.5
  290. Q 16.453125 35.6875 11.515625 40.375
  291. Q 6.59375 45.0625 6.59375 53.421875
  292. Q 6.59375 63.09375 13.40625 68.65625
  293. Q 20.21875 74.21875 32.171875 74.21875
  294. Q 37.3125 74.21875 42.625 73.28125
  295. Q 47.953125 72.359375 53.515625 70.515625
  296. z
  297. " id="DejaVuSans-53"/>
  298. </defs>
  299. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  300. <use xlink:href="#DejaVuSans-47"/>
  301. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  302. </g>
  303. </g>
  304. <g id="text_2">
  305. <g id="patch_4">
  306. <path d="M 280.129663 22.799651
  307. L 365.209663 22.799651
  308. Q 366.409663 22.799651 366.409663 21.599651
  309. L 366.409663 17.728401
  310. Q 366.409663 16.528401 365.209663 16.528401
  311. L 280.129663 16.528401
  312. Q 278.929663 16.528401 278.929663 17.728401
  313. L 278.929663 21.599651
  314. Q 278.929663 22.799651 280.129663 22.799651
  315. z
  316. " style="fill:#ffffff;opacity:0.8;"/>
  317. </g>
  318. <!-- max: 675.146 $\bullet$ mean: 670.378 $\bullet$ $\sigma$: 1.828 -->
  319. <defs>
  320. <path d="M 52 44.1875
  321. Q 55.375 50.25 60.0625 53.125
  322. Q 64.75 56 71.09375 56
  323. Q 79.640625 56 84.28125 50.015625
  324. Q 88.921875 44.046875 88.921875 33.015625
  325. L 88.921875 0
  326. L 79.890625 0
  327. L 79.890625 32.71875
  328. Q 79.890625 40.578125 77.09375 44.375
  329. Q 74.3125 48.1875 68.609375 48.1875
  330. Q 61.625 48.1875 57.5625 43.546875
  331. Q 53.515625 38.921875 53.515625 30.90625
  332. L 53.515625 0
  333. L 44.484375 0
  334. L 44.484375 32.71875
  335. Q 44.484375 40.625 41.703125 44.40625
  336. Q 38.921875 48.1875 33.109375 48.1875
  337. Q 26.21875 48.1875 22.15625 43.53125
  338. Q 18.109375 38.875 18.109375 30.90625
  339. L 18.109375 0
  340. L 9.078125 0
  341. L 9.078125 54.6875
  342. L 18.109375 54.6875
  343. L 18.109375 46.1875
  344. Q 21.1875 51.21875 25.484375 53.609375
  345. Q 29.78125 56 35.6875 56
  346. Q 41.65625 56 45.828125 52.96875
  347. Q 50 49.953125 52 44.1875
  348. z
  349. " id="DejaVuSans-6d"/>
  350. <path d="M 34.28125 27.484375
  351. Q 23.390625 27.484375 19.1875 25
  352. Q 14.984375 22.515625 14.984375 16.5
  353. Q 14.984375 11.71875 18.140625 8.90625
  354. Q 21.296875 6.109375 26.703125 6.109375
  355. Q 34.1875 6.109375 38.703125 11.40625
  356. Q 43.21875 16.703125 43.21875 25.484375
  357. L 43.21875 27.484375
  358. z
  359. M 52.203125 31.203125
  360. L 52.203125 0
  361. L 43.21875 0
  362. L 43.21875 8.296875
  363. Q 40.140625 3.328125 35.546875 0.953125
  364. Q 30.953125 -1.421875 24.3125 -1.421875
  365. Q 15.921875 -1.421875 10.953125 3.296875
  366. Q 6 8.015625 6 15.921875
  367. Q 6 25.140625 12.171875 29.828125
  368. Q 18.359375 34.515625 30.609375 34.515625
  369. L 43.21875 34.515625
  370. L 43.21875 35.40625
  371. Q 43.21875 41.609375 39.140625 45
  372. Q 35.0625 48.390625 27.6875 48.390625
  373. Q 23 48.390625 18.546875 47.265625
  374. Q 14.109375 46.140625 10.015625 43.890625
  375. L 10.015625 52.203125
  376. Q 14.9375 54.109375 19.578125 55.046875
  377. Q 24.21875 56 28.609375 56
  378. Q 40.484375 56 46.34375 49.84375
  379. Q 52.203125 43.703125 52.203125 31.203125
  380. z
  381. " id="DejaVuSans-61"/>
  382. <path d="M 54.890625 54.6875
  383. L 35.109375 28.078125
  384. L 55.90625 0
  385. L 45.3125 0
  386. L 29.390625 21.484375
  387. L 13.484375 0
  388. L 2.875 0
  389. L 24.125 28.609375
  390. L 4.6875 54.6875
  391. L 15.28125 54.6875
  392. L 29.78125 35.203125
  393. L 44.28125 54.6875
  394. z
  395. " id="DejaVuSans-78"/>
  396. <path d="M 11.71875 12.40625
  397. L 22.015625 12.40625
  398. L 22.015625 0
  399. L 11.71875 0
  400. z
  401. M 11.71875 51.703125
  402. L 22.015625 51.703125
  403. L 22.015625 39.3125
  404. L 11.71875 39.3125
  405. z
  406. " id="DejaVuSans-3a"/>
  407. <path id="DejaVuSans-20"/>
  408. <path d="M 33.015625 40.375
  409. Q 26.375 40.375 22.484375 35.828125
  410. Q 18.609375 31.296875 18.609375 23.390625
  411. Q 18.609375 15.53125 22.484375 10.953125
  412. Q 26.375 6.390625 33.015625 6.390625
  413. Q 39.65625 6.390625 43.53125 10.953125
  414. Q 47.40625 15.53125 47.40625 23.390625
  415. Q 47.40625 31.296875 43.53125 35.828125
  416. Q 39.65625 40.375 33.015625 40.375
  417. z
  418. M 52.59375 71.296875
  419. L 52.59375 62.3125
  420. Q 48.875 64.0625 45.09375 64.984375
  421. Q 41.3125 65.921875 37.59375 65.921875
  422. Q 27.828125 65.921875 22.671875 59.328125
  423. Q 17.53125 52.734375 16.796875 39.40625
  424. Q 19.671875 43.65625 24.015625 45.921875
  425. Q 28.375 48.1875 33.59375 48.1875
  426. Q 44.578125 48.1875 50.953125 41.515625
  427. Q 57.328125 34.859375 57.328125 23.390625
  428. Q 57.328125 12.15625 50.6875 5.359375
  429. Q 44.046875 -1.421875 33.015625 -1.421875
  430. Q 20.359375 -1.421875 13.671875 8.265625
  431. Q 6.984375 17.96875 6.984375 36.375
  432. Q 6.984375 53.65625 15.1875 63.9375
  433. Q 23.390625 74.21875 37.203125 74.21875
  434. Q 40.921875 74.21875 44.703125 73.484375
  435. Q 48.484375 72.75 52.59375 71.296875
  436. z
  437. " id="DejaVuSans-36"/>
  438. <path d="M 8.203125 72.90625
  439. L 55.078125 72.90625
  440. L 55.078125 68.703125
  441. L 28.609375 0
  442. L 18.3125 0
  443. L 43.21875 64.59375
  444. L 8.203125 64.59375
  445. z
  446. " id="DejaVuSans-37"/>
  447. <path d="M 10.796875 72.90625
  448. L 49.515625 72.90625
  449. L 49.515625 64.59375
  450. L 19.828125 64.59375
  451. L 19.828125 46.734375
  452. Q 21.96875 47.46875 24.109375 47.828125
  453. Q 26.265625 48.1875 28.421875 48.1875
  454. Q 40.625 48.1875 47.75 41.5
  455. Q 54.890625 34.8125 54.890625 23.390625
  456. Q 54.890625 11.625 47.5625 5.09375
  457. Q 40.234375 -1.421875 26.90625 -1.421875
  458. Q 22.3125 -1.421875 17.546875 -0.640625
  459. Q 12.796875 0.140625 7.71875 1.703125
  460. L 7.71875 11.625
  461. Q 12.109375 9.234375 16.796875 8.0625
  462. Q 21.484375 6.890625 26.703125 6.890625
  463. Q 35.15625 6.890625 40.078125 11.328125
  464. Q 45.015625 15.765625 45.015625 23.390625
  465. Q 45.015625 31 40.078125 35.4375
  466. Q 35.15625 39.890625 26.703125 39.890625
  467. Q 22.75 39.890625 18.8125 39.015625
  468. Q 14.890625 38.140625 10.796875 36.28125
  469. z
  470. " id="DejaVuSans-35"/>
  471. <path d="M 10.6875 12.40625
  472. L 21 12.40625
  473. L 21 0
  474. L 10.6875 0
  475. z
  476. " id="DejaVuSans-2e"/>
  477. <path d="M 12.40625 8.296875
  478. L 28.515625 8.296875
  479. L 28.515625 63.921875
  480. L 10.984375 60.40625
  481. L 10.984375 69.390625
  482. L 28.421875 72.90625
  483. L 38.28125 72.90625
  484. L 38.28125 8.296875
  485. L 54.390625 8.296875
  486. L 54.390625 0
  487. L 12.40625 0
  488. z
  489. " id="DejaVuSans-31"/>
  490. <path d="M 37.796875 64.3125
  491. L 12.890625 25.390625
  492. L 37.796875 25.390625
  493. z
  494. M 35.203125 72.90625
  495. L 47.609375 72.90625
  496. L 47.609375 25.390625
  497. L 58.015625 25.390625
  498. L 58.015625 17.1875
  499. L 47.609375 17.1875
  500. L 47.609375 0
  501. L 37.796875 0
  502. L 37.796875 17.1875
  503. L 4.890625 17.1875
  504. L 4.890625 26.703125
  505. z
  506. " id="DejaVuSans-34"/>
  507. <path d="M 16.734375 31.203125
  508. Q 16.734375 37.265625 20.953125 41.4375
  509. Q 25.1875 45.609375 31.34375 45.609375
  510. Q 37.390625 45.609375 41.5625 41.4375
  511. Q 45.75 37.265625 45.75 31.203125
  512. Q 45.75 25.109375 41.546875 20.90625
  513. Q 37.34375 16.703125 31.25 16.703125
  514. Q 25.140625 16.703125 20.9375 20.90625
  515. Q 16.734375 25.109375 16.734375 31.203125
  516. z
  517. " id="DejaVuSans-2219"/>
  518. <path d="M 56.203125 29.59375
  519. L 56.203125 25.203125
  520. L 14.890625 25.203125
  521. Q 15.484375 15.921875 20.484375 11.0625
  522. Q 25.484375 6.203125 34.421875 6.203125
  523. Q 39.59375 6.203125 44.453125 7.46875
  524. Q 49.3125 8.734375 54.109375 11.28125
  525. L 54.109375 2.78125
  526. Q 49.265625 0.734375 44.1875 -0.34375
  527. Q 39.109375 -1.421875 33.890625 -1.421875
  528. Q 20.796875 -1.421875 13.15625 6.1875
  529. Q 5.515625 13.8125 5.515625 26.8125
  530. Q 5.515625 40.234375 12.765625 48.109375
  531. Q 20.015625 56 32.328125 56
  532. Q 43.359375 56 49.78125 48.890625
  533. Q 56.203125 41.796875 56.203125 29.59375
  534. z
  535. M 47.21875 32.234375
  536. Q 47.125 39.59375 43.09375 43.984375
  537. Q 39.0625 48.390625 32.421875 48.390625
  538. Q 24.90625 48.390625 20.390625 44.140625
  539. Q 15.875 39.890625 15.1875 32.171875
  540. z
  541. " id="DejaVuSans-65"/>
  542. <path d="M 54.890625 33.015625
  543. L 54.890625 0
  544. L 45.90625 0
  545. L 45.90625 32.71875
  546. Q 45.90625 40.484375 42.875 44.328125
  547. Q 39.84375 48.1875 33.796875 48.1875
  548. Q 26.515625 48.1875 22.3125 43.546875
  549. Q 18.109375 38.921875 18.109375 30.90625
  550. L 18.109375 0
  551. L 9.078125 0
  552. L 9.078125 54.6875
  553. L 18.109375 54.6875
  554. L 18.109375 46.1875
  555. Q 21.34375 51.125 25.703125 53.5625
  556. Q 30.078125 56 35.796875 56
  557. Q 45.21875 56 50.046875 50.171875
  558. Q 54.890625 44.34375 54.890625 33.015625
  559. z
  560. " id="DejaVuSans-6e"/>
  561. <path d="M 31.78125 66.40625
  562. Q 24.171875 66.40625 20.328125 58.90625
  563. Q 16.5 51.421875 16.5 36.375
  564. Q 16.5 21.390625 20.328125 13.890625
  565. Q 24.171875 6.390625 31.78125 6.390625
  566. Q 39.453125 6.390625 43.28125 13.890625
  567. Q 47.125 21.390625 47.125 36.375
  568. Q 47.125 51.421875 43.28125 58.90625
  569. Q 39.453125 66.40625 31.78125 66.40625
  570. z
  571. M 31.78125 74.21875
  572. Q 44.046875 74.21875 50.515625 64.515625
  573. Q 56.984375 54.828125 56.984375 36.375
  574. Q 56.984375 17.96875 50.515625 8.265625
  575. Q 44.046875 -1.421875 31.78125 -1.421875
  576. Q 19.53125 -1.421875 13.0625 8.265625
  577. Q 6.59375 17.96875 6.59375 36.375
  578. Q 6.59375 54.828125 13.0625 64.515625
  579. Q 19.53125 74.21875 31.78125 74.21875
  580. z
  581. " id="DejaVuSans-30"/>
  582. <path d="M 40.578125 39.3125
  583. Q 47.65625 37.796875 51.625 33
  584. Q 55.609375 28.21875 55.609375 21.1875
  585. Q 55.609375 10.40625 48.1875 4.484375
  586. Q 40.765625 -1.421875 27.09375 -1.421875
  587. Q 22.515625 -1.421875 17.65625 -0.515625
  588. Q 12.796875 0.390625 7.625 2.203125
  589. L 7.625 11.71875
  590. Q 11.71875 9.328125 16.59375 8.109375
  591. Q 21.484375 6.890625 26.8125 6.890625
  592. Q 36.078125 6.890625 40.9375 10.546875
  593. Q 45.796875 14.203125 45.796875 21.1875
  594. Q 45.796875 27.640625 41.28125 31.265625
  595. Q 36.765625 34.90625 28.71875 34.90625
  596. L 20.21875 34.90625
  597. L 20.21875 43.015625
  598. L 29.109375 43.015625
  599. Q 36.375 43.015625 40.234375 45.921875
  600. Q 44.09375 48.828125 44.09375 54.296875
  601. Q 44.09375 59.90625 40.109375 62.90625
  602. Q 36.140625 65.921875 28.71875 65.921875
  603. Q 24.65625 65.921875 20.015625 65.03125
  604. Q 15.375 64.15625 9.8125 62.3125
  605. L 9.8125 71.09375
  606. Q 15.4375 72.65625 20.34375 73.4375
  607. Q 25.25 74.21875 29.59375 74.21875
  608. Q 40.828125 74.21875 47.359375 69.109375
  609. Q 53.90625 64.015625 53.90625 55.328125
  610. Q 53.90625 49.265625 50.4375 45.09375
  611. Q 46.96875 40.921875 40.578125 39.3125
  612. z
  613. " id="DejaVuSans-33"/>
  614. <path d="M 31.78125 34.625
  615. Q 24.75 34.625 20.71875 30.859375
  616. Q 16.703125 27.09375 16.703125 20.515625
  617. Q 16.703125 13.921875 20.71875 10.15625
  618. Q 24.75 6.390625 31.78125 6.390625
  619. Q 38.8125 6.390625 42.859375 10.171875
  620. Q 46.921875 13.96875 46.921875 20.515625
  621. Q 46.921875 27.09375 42.890625 30.859375
  622. Q 38.875 34.625 31.78125 34.625
  623. z
  624. M 21.921875 38.8125
  625. Q 15.578125 40.375 12.03125 44.71875
  626. Q 8.5 49.078125 8.5 55.328125
  627. Q 8.5 64.0625 14.71875 69.140625
  628. Q 20.953125 74.21875 31.78125 74.21875
  629. Q 42.671875 74.21875 48.875 69.140625
  630. Q 55.078125 64.0625 55.078125 55.328125
  631. Q 55.078125 49.078125 51.53125 44.71875
  632. Q 48 40.375 41.703125 38.8125
  633. Q 48.828125 37.15625 52.796875 32.3125
  634. Q 56.78125 27.484375 56.78125 20.515625
  635. Q 56.78125 9.90625 50.3125 4.234375
  636. Q 43.84375 -1.421875 31.78125 -1.421875
  637. Q 19.734375 -1.421875 13.25 4.234375
  638. Q 6.78125 9.90625 6.78125 20.515625
  639. Q 6.78125 27.484375 10.78125 32.3125
  640. Q 14.796875 37.15625 21.921875 38.8125
  641. z
  642. M 18.3125 54.390625
  643. Q 18.3125 48.734375 21.84375 45.5625
  644. Q 25.390625 42.390625 31.78125 42.390625
  645. Q 38.140625 42.390625 41.71875 45.5625
  646. Q 45.3125 48.734375 45.3125 54.390625
  647. Q 45.3125 60.0625 41.71875 63.234375
  648. Q 38.140625 66.40625 31.78125 66.40625
  649. Q 25.390625 66.40625 21.84375 63.234375
  650. Q 18.3125 60.0625 18.3125 54.390625
  651. z
  652. " id="DejaVuSans-38"/>
  653. <path d="M 34.671875 47.5625
  654. Q 27.25 47.5625 22.21875 42.1875
  655. Q 16.890625 36.578125 15.140625 27.296875
  656. Q 13.1875 17.484375 16.3125 11.8125
  657. Q 19.390625 6.203125 26.65625 6.203125
  658. Q 33.84375 6.203125 39.109375 11.859375
  659. Q 44.4375 17.53125 46.34375 27.296875
  660. Q 48.046875 36.234375 45.015625 42.1875
  661. Q 42.1875 47.5625 34.671875 47.5625
  662. z
  663. M 36.078125 54.734375
  664. L 65.921875 54.6875
  665. L 64.15625 45.703125
  666. L 54.109375 45.703125
  667. Q 57.90625 38.09375 55.859375 27.296875
  668. Q 53.21875 13.875 45.0625 6.25
  669. Q 36.859375 -1.421875 25.140625 -1.421875
  670. Q 13.375 -1.421875 8.203125 6.25
  671. Q 3.03125 13.875 5.671875 27.296875
  672. Q 8.25 40.765625 16.40625 48.390625
  673. Q 23.1875 54.734375 36.078125 54.734375
  674. z
  675. " id="DejaVuSans-Oblique-3c3"/>
  676. <path d="M 19.1875 8.296875
  677. L 53.609375 8.296875
  678. L 53.609375 0
  679. L 7.328125 0
  680. L 7.328125 8.296875
  681. Q 12.9375 14.109375 22.625 23.890625
  682. Q 32.328125 33.6875 34.8125 36.53125
  683. Q 39.546875 41.84375 41.421875 45.53125
  684. Q 43.3125 49.21875 43.3125 52.78125
  685. Q 43.3125 58.59375 39.234375 62.25
  686. Q 35.15625 65.921875 28.609375 65.921875
  687. Q 23.96875 65.921875 18.8125 64.3125
  688. Q 13.671875 62.703125 7.8125 59.421875
  689. L 7.8125 69.390625
  690. Q 13.765625 71.78125 18.9375 73
  691. Q 24.125 74.21875 28.421875 74.21875
  692. Q 39.75 74.21875 46.484375 68.546875
  693. Q 53.21875 62.890625 53.21875 53.421875
  694. Q 53.21875 48.921875 51.53125 44.890625
  695. Q 49.859375 40.875 45.40625 35.40625
  696. Q 44.1875 33.984375 37.640625 27.21875
  697. Q 31.109375 20.453125 19.1875 8.296875
  698. z
  699. " id="DejaVuSans-32"/>
  700. </defs>
  701. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  702. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  703. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  704. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  705. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  706. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  707. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  708. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-37"/>
  709. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
  710. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  711. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
  712. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
  713. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-36"/>
  714. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  715. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  716. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  717. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  718. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  719. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  720. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  721. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  722. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  723. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  724. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-37"/>
  725. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-30"/>
  726. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  727. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-33"/>
  728. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-37"/>
  729. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-38"/>
  730. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  731. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  732. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  733. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  734. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  735. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  736. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
  737. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  738. <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-38"/>
  739. <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-32"/>
  740. <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-38"/>
  741. </g>
  742. </g>
  743. <g id="text_3">
  744. <!-- 673.11 -->
  745. <g style="fill:#d3d3d3;" transform="translate(7.2 24.049928)scale(0.03 -0.03)">
  746. <use xlink:href="#DejaVuSans-36"/>
  747. <use x="63.623047" xlink:href="#DejaVuSans-37"/>
  748. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  749. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  750. <use x="222.65625" xlink:href="#DejaVuSans-31"/>
  751. <use x="286.279297" xlink:href="#DejaVuSans-31"/>
  752. </g>
  753. </g>
  754. </g>
  755. <g id="axes_2">
  756. <g id="patch_5">
  757. <path d="M 18.697188 65.2224
  758. L 372.281346 65.2224
  759. L 372.281346 39.675648
  760. L 18.697188 39.675648
  761. z
  762. " style="fill:#ffffff;"/>
  763. </g>
  764. <g id="matplotlib.axis_3">
  765. <g id="xtick_6"/>
  766. <g id="xtick_7"/>
  767. <g id="xtick_8"/>
  768. <g id="xtick_9"/>
  769. <g id="xtick_10"/>
  770. </g>
  771. <g id="matplotlib.axis_4"/>
  772. <g id="line2d_3">
  773. <path clip-path="url(#pd486ce084d)" d="M 18.697188 50.914701
  774. L 372.281346 50.914701
  775. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  776. </g>
  777. <g id="line2d_4">
  778. <path clip-path="url(#pd486ce084d)" d="M 18.697188 50.214551
  779. L 19.365589 51.555135
  780. L 20.03399 51.786625
  781. L 20.702391 51.863767
  782. L 21.370792 52.102654
  783. L 22.039193 52.061614
  784. L 22.707594 52.43588
  785. L 23.375995 52.089213
  786. L 24.044396 52.529186
  787. L 24.712797 52.19958
  788. L 25.381198 52.599567
  789. L 26.049599 52.215136
  790. L 26.718 52.518794
  791. L 27.386401 52.283683
  792. L 28.054802 52.341985
  793. L 28.723203 52.018215
  794. L 29.391604 52.190087
  795. L 30.060005 51.930926
  796. L 30.728407 52.142813
  797. L 31.396808 51.852141
  798. L 32.065209 52.226535
  799. L 32.73361 51.950185
  800. L 33.402011 52.313324
  801. L 34.070412 52.118799
  802. L 34.738813 52.471429
  803. L 35.407214 52.063992
  804. L 40.086021 51.861353
  805. L 40.754422 52.447043
  806. L 41.422823 51.940392
  807. L 42.091224 51.78108
  808. L 42.759626 51.861816
  809. L 43.428027 51.595839
  810. L 44.096428 51.847377
  811. L 45.43323 51.799903
  812. L 46.101631 51.721926
  813. L 46.770032 51.856189
  814. L 48.106834 51.705662
  815. L 49.443636 51.839281
  816. L 50.112037 51.88485
  817. L 51.448839 51.783113
  818. L 52.11724 51.570718
  819. L 52.785641 51.671393
  820. L 53.454042 51.549318
  821. L 54.122443 51.646571
  822. L 54.790845 51.55156
  823. L 55.459246 51.865201
  824. L 56.127647 51.421661
  825. L 56.796048 51.797552
  826. L 57.464449 51.634437
  827. L 58.13285 51.908265
  828. L 58.801251 51.717533
  829. L 59.469652 51.708349
  830. L 60.138053 51.828581
  831. L 60.806454 51.565799
  832. L 62.143256 51.711834
  833. L 62.811657 51.340689
  834. L 63.480058 51.643014
  835. L 64.148459 51.641897
  836. L 64.81686 51.404953
  837. L 65.485261 51.742191
  838. L 66.153662 51.55637
  839. L 66.822064 51.641253
  840. L 67.490465 51.339183
  841. L 68.158866 51.259382
  842. L 68.827267 51.495718
  843. L 69.495668 51.333502
  844. L 70.164069 51.684689
  845. L 70.83247 51.428296
  846. L 71.500871 51.669106
  847. L 72.169272 51.49943
  848. L 72.837673 51.512943
  849. L 73.506074 51.693918
  850. L 74.174475 51.522318
  851. L 74.842876 51.780299
  852. L 75.511277 51.625344
  853. L 76.179678 51.772885
  854. L 77.51648 51.498404
  855. L 78.184881 51.715355
  856. L 78.853283 51.41794
  857. L 79.521684 51.788595
  858. L 80.190085 51.540315
  859. L 80.858486 51.890694
  860. L 81.526887 51.502951
  861. L 82.195288 51.897991
  862. L 82.863689 51.597092
  863. L 84.200491 51.850009
  864. L 84.868892 51.545316
  865. L 85.537293 51.776642
  866. L 86.205694 51.540651
  867. L 86.874095 51.796581
  868. L 87.542496 51.620561
  869. L 88.210897 51.66445
  870. L 88.879298 51.831667
  871. L 89.547699 51.502506
  872. L 90.2161 51.533663
  873. L 90.884502 51.813353
  874. L 92.221304 51.206181
  875. L 92.889705 51.57708
  876. L 93.558106 51.224178
  877. L 94.226507 51.616903
  878. L 94.894908 51.386966
  879. L 95.563309 51.752311
  880. L 96.23171 51.832665
  881. L 96.900111 51.712387
  882. L 97.568512 51.746284
  883. L 98.236913 51.556624
  884. L 98.905314 51.508823
  885. L 99.573715 51.126543
  886. L 100.242116 51.342949
  887. L 100.910517 51.217979
  888. L 103.584122 51.174444
  889. L 104.252523 51.345817
  890. L 104.920924 51.28365
  891. L 105.589325 51.581291
  892. L 106.257726 51.398746
  893. L 106.926127 51.581064
  894. L 107.594528 51.487949
  895. L 108.262929 51.606294
  896. L 108.93133 51.473664
  897. L 109.599731 51.831486
  898. L 110.268132 51.889896
  899. L 110.936533 50.982333
  900. L 111.604934 51.202714
  901. L 112.273335 51.130935
  902. L 112.941736 50.916553
  903. L 113.610137 51.198557
  904. L 114.278538 51.205772
  905. L 114.94694 51.548419
  906. L 115.615341 51.256831
  907. L 116.283742 51.65297
  908. L 116.952143 51.295039
  909. L 117.620544 51.53398
  910. L 118.288945 51.228252
  911. L 118.957346 51.098037
  912. L 120.294148 51.101558
  913. L 120.962549 51.041868
  914. L 121.63095 51.192195
  915. L 122.299351 51.150039
  916. L 122.967752 51.394362
  917. L 124.304554 51.418004
  918. L 124.972955 51.708866
  919. L 125.641356 51.486978
  920. L 126.309757 51.661728
  921. L 126.978159 51.516927
  922. L 127.64656 51.855354
  923. L 128.314961 51.413484
  924. L 128.983362 51.738761
  925. L 129.651763 51.351616
  926. L 130.320164 51.620388
  927. L 130.988565 51.375213
  928. L 132.325367 51.683899
  929. L 132.993768 51.624336
  930. L 133.662169 51.940864
  931. L 134.998971 51.238571
  932. L 135.667372 51.344483
  933. L 136.335773 51.30613
  934. L 137.004174 51.607492
  935. L 137.672575 51.293796
  936. L 138.340976 51.616795
  937. L 139.009378 51.404763
  938. L 139.677779 51.376411
  939. L 140.34618 51.570818
  940. L 141.014581 51.210601
  941. L 141.682982 51.433641
  942. L 142.351383 50.996817
  943. L 143.019784 51.394371
  944. L 143.688185 51.079232
  945. L 144.356586 51.201162
  946. L 145.693388 51.036985
  947. L 146.361789 51.296183
  948. L 147.03019 51.191996
  949. L 147.698591 51.496898
  950. L 148.366992 51.340027
  951. L 149.035393 51.796844
  952. L 149.703794 51.5276
  953. L 150.372195 51.504403
  954. L 151.040597 51.738416
  955. L 151.708998 51.496553
  956. L 152.377399 51.746666
  957. L 153.0458 51.540832
  958. L 153.714201 51.589114
  959. L 154.382602 51.463672
  960. L 155.051003 51.51749
  961. L 155.719404 51.199991
  962. L 156.387805 51.339736
  963. L 157.056206 51.130128
  964. L 158.393008 51.493231
  965. L 159.061409 51.230412
  966. L 159.72981 51.492777
  967. L 160.398211 51.057886
  968. L 161.066612 51.342632
  969. L 161.735013 51.169044
  970. L 162.403414 51.239588
  971. L 163.071816 51.16015
  972. L 163.740217 51.296628
  973. L 165.077019 51.053385
  974. L 165.74542 51.333093
  975. L 166.413821 51.079341
  976. L 167.082222 51.338783
  977. L 168.419024 51.196252
  978. L 169.087425 51.410562
  979. L 169.755826 51.185779
  980. L 171.761029 51.048657
  981. L 172.42943 50.777988
  982. L 173.097831 51.32134
  983. L 173.766232 51.378444
  984. L 174.434633 51.105569
  985. L 175.103035 51.413993
  986. L 175.771436 51.32812
  987. L 176.439837 51.115752
  988. L 177.108238 51.47047
  989. L 177.776639 51.030814
  990. L 178.44504 51.155331
  991. L 179.113441 51.728269
  992. L 180.450243 51.152172
  993. L 181.118644 51.256623
  994. L 182.455446 51.177529
  995. L 183.123847 51.29611
  996. L 183.792248 51.172048
  997. L 185.12905 51.359131
  998. L 185.797451 51.442798
  999. L 186.465852 51.068396
  1000. L 187.134254 51.496671
  1001. L 187.802655 51.15799
  1002. L 188.471056 51.392084
  1003. L 189.139457 51.197713
  1004. L 190.476259 51.374795
  1005. L 191.14466 51.083489
  1006. L 191.813061 51.39301
  1007. L 195.155066 51.464707
  1008. L 195.823467 51.200463
  1009. L 196.491868 51.576327
  1010. L 197.160269 51.167337
  1011. L 197.82867 51.139022
  1012. L 198.497071 51.306765
  1013. L 199.165473 51.035071
  1014. L 200.502275 51.164715
  1015. L 201.170676 51.018517
  1016. L 201.839077 51.433106
  1017. L 203.175879 51.516383
  1018. L 203.84428 51.628248
  1019. L 204.512681 51.424384
  1020. L 205.181082 51.098699
  1021. L 205.849483 51.333139
  1022. L 207.186285 51.10409
  1023. L 207.854686 51.189754
  1024. L 208.523087 50.971288
  1025. L 209.191488 51.190054
  1026. L 209.859889 50.7599
  1027. L 211.196692 51.1142
  1028. L 211.865093 50.961695
  1029. L 213.201895 51.431309
  1030. L 213.870296 51.071917
  1031. L 214.538697 51.46575
  1032. L 215.207098 51.057678
  1033. L 215.875499 51.407848
  1034. L 216.5439 51.292308
  1035. L 217.212301 50.794079
  1036. L 217.880702 50.79524
  1037. L 218.549103 50.979338
  1038. L 219.217504 50.87506
  1039. L 219.885905 50.953127
  1040. L 220.554306 51.302291
  1041. L 221.222707 51.007254
  1042. L 221.891108 51.495908
  1043. L 222.559509 51.501263
  1044. L 223.227911 51.307092
  1045. L 223.896312 51.696378
  1046. L 224.564713 51.268158
  1047. L 225.233114 51.354493
  1048. L 227.906718 51.211354
  1049. L 228.575119 51.345908
  1050. L 229.24352 51.145284
  1051. L 229.911921 51.367226
  1052. L 230.580322 50.96871
  1053. L 231.248723 51.411161
  1054. L 231.917124 51.176513
  1055. L 233.253926 51.300539
  1056. L 233.922327 51.245786
  1057. L 234.590728 51.318981
  1058. L 235.25913 51.177057
  1059. L 235.927531 51.366709
  1060. L 236.595932 51.058703
  1061. L 237.932734 51.443415
  1062. L 238.601135 51.280863
  1063. L 239.269536 51.477757
  1064. L 239.937937 51.272568
  1065. L 240.606338 51.6992
  1066. L 241.274739 51.418957
  1067. L 241.94314 51.619154
  1068. L 242.611541 51.193166
  1069. L 243.279942 51.378108
  1070. L 243.948343 51.194718
  1071. L 244.616744 51.135764
  1072. L 245.285145 51.453281
  1073. L 245.953546 51.270481
  1074. L 246.621947 51.481623
  1075. L 247.290349 51.395596
  1076. L 247.95875 51.441918
  1077. L 248.627151 51.239352
  1078. L 249.295552 51.393899
  1079. L 249.963953 51.053975
  1080. L 250.632354 51.112385
  1081. L 251.300755 50.955723
  1082. L 251.969156 51.131144
  1083. L 252.637557 51.002353
  1084. L 253.974359 51.127641
  1085. L 254.64276 50.864913
  1086. L 255.311161 51.279239
  1087. L 255.979562 51.072943
  1088. L 256.647963 51.241476
  1089. L 257.984765 51.287824
  1090. L 258.653166 51.326205
  1091. L 259.321568 51.218006
  1092. L 259.989969 51.282352
  1093. L 260.65837 51.538391
  1094. L 261.326771 51.326858
  1095. L 261.995172 50.989557
  1096. L 262.663573 50.99757
  1097. L 263.331974 50.876249
  1098. L 266.005578 51.395996
  1099. L 266.673979 51.316412
  1100. L 267.34238 51.544962
  1101. L 268.010781 51.161048
  1102. L 268.679182 51.524433
  1103. L 269.347583 51.050408
  1104. L 270.015984 51.316122
  1105. L 270.684385 51.050299
  1106. L 271.352787 51.238653
  1107. L 272.021188 50.837133
  1108. L 272.689589 51.228189
  1109. L 273.35799 50.959399
  1110. L 274.026391 51.109381
  1111. L 274.694792 51.056416
  1112. L 276.031594 50.782898
  1113. L 276.699995 50.935004
  1114. L 277.368396 50.836579
  1115. L 278.705198 51.033092
  1116. L 279.373599 50.904582
  1117. L 280.042 51.351335
  1118. L 280.710401 51.173173
  1119. L 281.378802 51.366573
  1120. L 282.047203 51.066971
  1121. L 282.715604 51.223243
  1122. L 283.384006 51.009487
  1123. L 284.052407 51.142888
  1124. L 284.720808 50.900653
  1125. L 286.05761 51.106549
  1126. L 286.726011 50.992434
  1127. L 287.394412 51.250179
  1128. L 288.062813 51.035034
  1129. L 288.731214 51.24074
  1130. L 289.399615 51.062951
  1131. L 290.068016 51.288995
  1132. L 290.736417 50.934786
  1133. L 291.404818 51.162763
  1134. L 292.073219 50.934223
  1135. L 292.74162 50.896433
  1136. L 293.410021 51.0608
  1137. L 294.078422 50.851962
  1138. L 294.746823 51.069204
  1139. L 295.415225 51.012255
  1140. L 296.083626 51.246385
  1141. L 296.752027 50.965125
  1142. L 297.420428 51.231011
  1143. L 298.75723 50.806267
  1144. L 299.425631 50.796974
  1145. L 300.094032 50.544256
  1146. L 300.762433 50.772079
  1147. L 301.430834 50.644187
  1148. L 302.099235 51.024407
  1149. L 302.767636 50.824364
  1150. L 303.436037 51.049237
  1151. L 304.104438 50.878454
  1152. L 304.772839 51.306284
  1153. L 305.44124 51.094415
  1154. L 306.778042 51.245641
  1155. L 308.783246 51.028228
  1156. L 309.451647 51.350672
  1157. L 310.120048 51.108637
  1158. L 310.788449 51.470052
  1159. L 312.125251 51.247874
  1160. L 313.462053 51.112748
  1161. L 314.130454 51.367816
  1162. L 314.798855 50.783987
  1163. L 315.467256 51.441283
  1164. L 316.804058 51.155548
  1165. L 319.477663 51.59288
  1166. L 320.146064 51.803714
  1167. L 320.814465 51.45839
  1168. L 321.482866 51.719212
  1169. L 322.151267 51.256296
  1170. L 322.819668 51.422469
  1171. L 323.488069 51.220929
  1172. L 324.824871 51.302717
  1173. L 325.493272 51.081338
  1174. L 326.161673 51.030814
  1175. L 326.830074 50.78012
  1176. L 327.498475 50.976669
  1177. L 328.166876 51.024053
  1178. L 328.835277 51.405797
  1179. L 329.503678 51.253319
  1180. L 330.172079 51.494184
  1181. L 330.84048 51.380177
  1182. L 331.508882 51.55273
  1183. L 332.177283 51.298361
  1184. L 332.845684 51.273975
  1185. L 333.514085 51.478828
  1186. L 334.182486 51.17998
  1187. L 334.850887 51.33106
  1188. L 335.519288 50.949751
  1189. L 336.187689 51.223751
  1190. L 336.85609 51.103918
  1191. L 338.192892 51.350645
  1192. L 338.861293 51.21915
  1193. L 339.529694 51.511264
  1194. L 340.198095 51.256995
  1195. L 340.866496 51.193094
  1196. L 341.534897 51.561897
  1197. L 342.203298 51.239815
  1198. L 343.540101 51.44602
  1199. L 344.208502 51.189772
  1200. L 344.876903 51.330842
  1201. L 345.545304 51.196025
  1202. L 346.213705 51.40459
  1203. L 346.882106 51.358223
  1204. L 347.550507 51.50384
  1205. L 348.218908 51.488566
  1206. L 348.887309 51.232046
  1207. L 349.55571 51.564565
  1208. L 350.224111 51.206045
  1209. L 350.892512 51.373071
  1210. L 354.902918 50.842578
  1211. L 355.57132 51.203177
  1212. L 356.239721 51.134321
  1213. L 356.908122 51.278522
  1214. L 357.576523 51.083724
  1215. L 358.244924 51.430728
  1216. L 359.581726 51.22504
  1217. L 360.250127 51.461013
  1218. L 360.918528 51.077807
  1219. L 361.586929 51.367426
  1220. L 362.25533 51.044164
  1221. L 362.923731 51.341098
  1222. L 363.592132 51.170351
  1223. L 364.928934 51.244126
  1224. L 365.597335 51.128231
  1225. L 366.265736 51.518053
  1226. L 366.934137 50.994512
  1227. L 368.27094 51.302082
  1228. L 368.939341 51.173409
  1229. L 369.607742 51.179589
  1230. L 370.276143 50.988767
  1231. L 370.944544 51.20305
  1232. L 371.612945 51.00248
  1233. L 372.281346 50.936546
  1234. L 372.281346 50.936546
  1235. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1236. </g>
  1237. <g id="text_4">
  1238. <g id="patch_6">
  1239. <path d="M 18.697188 53.610924
  1240. L 45.240938 53.610924
  1241. Q 47.640938 53.610924 47.640938 51.210924
  1242. L 47.640938 43.468424
  1243. Q 47.640938 41.068424 45.240938 41.068424
  1244. L 18.697188 41.068424
  1245. Q 16.297188 41.068424 16.297188 43.468424
  1246. L 16.297188 51.210924
  1247. Q 16.297188 53.610924 18.697188 53.610924
  1248. z
  1249. " style="fill:#ffffff;opacity:0.8;"/>
  1250. </g>
  1251. <!-- GSCSF -->
  1252. <defs>
  1253. <path d="M 64.40625 67.28125
  1254. L 64.40625 56.890625
  1255. Q 59.421875 61.53125 53.78125 63.8125
  1256. Q 48.140625 66.109375 41.796875 66.109375
  1257. Q 29.296875 66.109375 22.65625 58.46875
  1258. Q 16.015625 50.828125 16.015625 36.375
  1259. Q 16.015625 21.96875 22.65625 14.328125
  1260. Q 29.296875 6.6875 41.796875 6.6875
  1261. Q 48.140625 6.6875 53.78125 8.984375
  1262. Q 59.421875 11.28125 64.40625 15.921875
  1263. L 64.40625 5.609375
  1264. Q 59.234375 2.09375 53.4375 0.328125
  1265. Q 47.65625 -1.421875 41.21875 -1.421875
  1266. Q 24.65625 -1.421875 15.125 8.703125
  1267. Q 5.609375 18.84375 5.609375 36.375
  1268. Q 5.609375 53.953125 15.125 64.078125
  1269. Q 24.65625 74.21875 41.21875 74.21875
  1270. Q 47.75 74.21875 53.53125 72.484375
  1271. Q 59.328125 70.75 64.40625 67.28125
  1272. z
  1273. " id="DejaVuSans-43"/>
  1274. <path d="M 9.8125 72.90625
  1275. L 51.703125 72.90625
  1276. L 51.703125 64.59375
  1277. L 19.671875 64.59375
  1278. L 19.671875 43.109375
  1279. L 48.578125 43.109375
  1280. L 48.578125 34.8125
  1281. L 19.671875 34.8125
  1282. L 19.671875 0
  1283. L 9.8125 0
  1284. z
  1285. " id="DejaVuSans-46"/>
  1286. </defs>
  1287. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1288. <use xlink:href="#DejaVuSans-47"/>
  1289. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1290. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1291. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1292. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1293. </g>
  1294. </g>
  1295. <g id="text_5">
  1296. <g id="patch_7">
  1297. <path d="M 280.129663 50.475299
  1298. L 365.209663 50.475299
  1299. Q 366.409663 50.475299 366.409663 49.275299
  1300. L 366.409663 45.404049
  1301. Q 366.409663 44.204049 365.209663 44.204049
  1302. L 280.129663 44.204049
  1303. Q 278.929663 44.204049 278.929663 45.404049
  1304. L 278.929663 49.275299
  1305. Q 278.929663 50.475299 280.129663 50.475299
  1306. z
  1307. " style="fill:#ffffff;opacity:0.8;"/>
  1308. </g>
  1309. <!-- max: 708.766 $\bullet$ mean: 701.007 $\bullet$ $\sigma$: 2.211 -->
  1310. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1311. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1312. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1313. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1314. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1315. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1316. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1317. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
  1318. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
  1319. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1320. <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
  1321. <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-36"/>
  1322. <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-36"/>
  1323. <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1324. <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1325. <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
  1326. <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1327. <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
  1328. <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
  1329. <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1330. <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1331. <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
  1332. <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-37"/>
  1333. <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-30"/>
  1334. <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-31"/>
  1335. <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1336. <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-30"/>
  1337. <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-30"/>
  1338. <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-37"/>
  1339. <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
  1340. <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1341. <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
  1342. <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1343. <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1344. <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
  1345. <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-32"/>
  1346. <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1347. <use transform="translate(1935.896484 0.78125)" xlink:href="#DejaVuSans-32"/>
  1348. <use transform="translate(1999.519531 0.78125)" xlink:href="#DejaVuSans-31"/>
  1349. <use transform="translate(2063.142578 0.78125)" xlink:href="#DejaVuSans-31"/>
  1350. </g>
  1351. </g>
  1352. <g id="text_6">
  1353. <!-- 704.06 -->
  1354. <g style="fill:#d3d3d3;" transform="translate(7.2 51.742514)scale(0.03 -0.03)">
  1355. <use xlink:href="#DejaVuSans-37"/>
  1356. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  1357. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  1358. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1359. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  1360. <use x="286.279297" xlink:href="#DejaVuSans-36"/>
  1361. </g>
  1362. </g>
  1363. </g>
  1364. <g id="axes_3">
  1365. <g id="patch_8">
  1366. <path d="M 18.697188 92.898048
  1367. L 372.281346 92.898048
  1368. L 372.281346 67.351296
  1369. L 18.697188 67.351296
  1370. z
  1371. " style="fill:#ffffff;"/>
  1372. </g>
  1373. <g id="matplotlib.axis_5">
  1374. <g id="xtick_11"/>
  1375. <g id="xtick_12"/>
  1376. <g id="xtick_13"/>
  1377. <g id="xtick_14"/>
  1378. <g id="xtick_15"/>
  1379. </g>
  1380. <g id="matplotlib.axis_6"/>
  1381. <g id="line2d_5">
  1382. <path clip-path="url(#p9e159221c0)" d="M 18.697188 78.753454
  1383. L 372.281346 78.753454
  1384. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1385. </g>
  1386. <g id="line2d_6">
  1387. <path clip-path="url(#p9e159221c0)" d="M 18.697188 79.192998
  1388. L 19.365589 79.123546
  1389. L 21.370792 79.353258
  1390. L 22.039193 79.294652
  1391. L 22.707594 79.47219
  1392. L 23.375995 79.332748
  1393. L 28.054802 79.306777
  1394. L 30.060005 79.128623
  1395. L 35.407214 79.311296
  1396. L 36.075615 79.073863
  1397. L 36.744016 79.225729
  1398. L 37.412417 79.065565
  1399. L 38.080818 79.178488
  1400. L 40.086021 79.079806
  1401. L 40.754422 79.156421
  1402. L 42.759626 79.132113
  1403. L 45.43323 79.231633
  1404. L 46.101631 79.340815
  1405. L 46.770032 79.236642
  1406. L 47.438433 79.30694
  1407. L 48.106834 79.181613
  1408. L 50.112037 79.262536
  1409. L 50.780438 79.117931
  1410. L 51.448839 79.17719
  1411. L 52.11724 79.10745
  1412. L 52.785641 79.215479
  1413. L 54.790845 79.157729
  1414. L 55.459246 79.240854
  1415. L 56.796048 79.177902
  1416. L 58.801251 79.147873
  1417. L 61.474855 78.961902
  1418. L 63.480058 79.083959
  1419. L 64.148459 79.211065
  1420. L 65.485261 79.113094
  1421. L 67.490465 79.057219
  1422. L 68.827267 78.960709
  1423. L 73.506074 79.197267
  1424. L 74.174475 79.095046
  1425. L 75.511277 79.0752
  1426. L 77.51648 78.976027
  1427. L 81.526887 79.119479
  1428. L 82.195288 79.074738
  1429. L 82.863689 79.196248
  1430. L 83.53209 79.091931
  1431. L 84.200491 79.102652
  1432. L 85.537293 78.901094
  1433. L 87.542496 78.990604
  1434. L 88.210897 78.915652
  1435. L 88.879298 79.070123
  1436. L 90.2161 79.1197
  1437. L 90.884502 79.249286
  1438. L 91.552903 79.245325
  1439. L 92.889705 79.031757
  1440. L 98.905314 79.209498
  1441. L 99.573715 79.129738
  1442. L 100.242116 78.930806
  1443. L 104.252523 79.069931
  1444. L 106.257726 79.194902
  1445. L 106.926127 79.109806
  1446. L 107.594528 79.177133
  1447. L 108.93133 79.038113
  1448. L 110.268132 79.053632
  1449. L 111.604934 78.767729
  1450. L 112.273335 78.907296
  1451. L 112.941736 78.817507
  1452. L 116.283742 79.231383
  1453. L 117.620544 78.969815
  1454. L 118.288945 78.949681
  1455. L 118.957346 78.771527
  1456. L 121.63095 78.805123
  1457. L 122.967752 78.960094
  1458. L 124.972955 79.125267
  1459. L 125.641356 79.055104
  1460. L 126.978159 79.098133
  1461. L 129.651763 78.878709
  1462. L 130.320164 78.867507
  1463. L 130.988565 78.987613
  1464. L 131.656966 78.935325
  1465. L 133.662169 79.167219
  1466. L 134.998971 79.037671
  1467. L 136.335773 78.947623
  1468. L 137.672575 79.021507
  1469. L 138.340976 79.003584
  1470. L 139.009378 79.144498
  1471. L 139.677779 79.057123
  1472. L 140.34618 79.114652
  1473. L 141.682982 78.9642
  1474. L 143.688185 78.980257
  1475. L 144.356586 78.823017
  1476. L 151.040597 79.081873
  1477. L 154.382602 78.968325
  1478. L 159.72981 79.003459
  1479. L 161.735013 78.978065
  1480. L 162.403414 78.884334
  1481. L 166.413821 79.094979
  1482. L 171.761029 78.881767
  1483. L 175.103035 79.007536
  1484. L 175.771436 79.074921
  1485. L 177.108238 78.968517
  1486. L 177.776639 78.973825
  1487. L 178.44504 78.858632
  1488. L 179.781842 79.0947
  1489. L 180.450243 78.937757
  1490. L 181.118644 78.904911
  1491. L 181.787045 78.996911
  1492. L 182.455446 78.884507
  1493. L 183.123847 79.032748
  1494. L 183.792248 78.918094
  1495. L 184.460649 79.052152
  1496. L 185.797451 78.918382
  1497. L 186.465852 78.953354
  1498. L 188.471056 78.799988
  1499. L 189.139457 78.876488
  1500. L 190.476259 78.899373
  1501. L 197.160269 78.98344
  1502. L 197.82867 78.878757
  1503. L 198.497071 78.976248
  1504. L 200.502275 78.841421
  1505. L 205.181082 79.139902
  1506. L 205.849483 79.048257
  1507. L 206.517884 79.081325
  1508. L 207.186285 78.923017
  1509. L 207.854686 78.962738
  1510. L 208.523087 78.836257
  1511. L 209.859889 78.901354
  1512. L 210.52829 78.885104
  1513. L 211.865093 79.107988
  1514. L 212.533494 79.010411
  1515. L 213.201895 79.182969
  1516. L 213.870296 79.095133
  1517. L 214.538697 79.190469
  1518. L 215.207098 79.063075
  1519. L 216.5439 79.176488
  1520. L 217.212301 78.928132
  1521. L 217.880702 78.820017
  1522. L 219.885905 78.813286
  1523. L 220.554306 79.038873
  1524. L 222.559509 79.229834
  1525. L 223.896312 79.182604
  1526. L 224.564713 79.167354
  1527. L 225.233114 79.00544
  1528. L 227.238317 78.976546
  1529. L 230.580322 79.133094
  1530. L 231.248723 79.016709
  1531. L 231.917124 79.0837
  1532. L 233.253926 78.923055
  1533. L 234.590728 78.841277
  1534. L 238.601135 78.9712
  1535. L 239.269536 79.075565
  1536. L 240.606338 79.026959
  1537. L 242.611541 78.846805
  1538. L 243.279942 78.719161
  1539. L 243.948343 78.807854
  1540. L 244.616744 78.738498
  1541. L 245.285145 78.934354
  1542. L 246.621947 78.952546
  1543. L 247.95875 79.000652
  1544. L 249.963953 78.92819
  1545. L 250.632354 78.839113
  1546. L 251.300755 78.934286
  1547. L 251.969156 78.783459
  1548. L 252.637557 78.829248
  1549. L 253.305958 78.725565
  1550. L 253.974359 78.801642
  1551. L 255.311161 78.741863
  1552. L 255.979562 78.837113
  1553. L 257.316364 78.860411
  1554. L 257.984765 78.955719
  1555. L 258.653166 78.833171
  1556. L 259.321568 78.945459
  1557. L 259.989969 78.804363
  1558. L 260.65837 78.974729
  1559. L 264.000375 78.713844
  1560. L 264.668776 78.835786
  1561. L 265.337177 78.81869
  1562. L 266.673979 78.970094
  1563. L 268.679182 78.880959
  1564. L 269.347583 78.731536
  1565. L 271.352787 78.843854
  1566. L 274.026391 78.842344
  1567. L 274.694792 78.944402
  1568. L 276.699995 78.753671
  1569. L 277.368396 78.78869
  1570. L 278.036797 78.702565
  1571. L 280.042 78.890334
  1572. L 281.378802 78.806402
  1573. L 282.047203 78.83594
  1574. L 282.715604 78.745305
  1575. L 284.052407 78.71743
  1576. L 287.394412 78.785132
  1577. L 290.736417 78.81643
  1578. L 291.404818 78.721863
  1579. L 292.073219 78.781998
  1580. L 292.74162 78.669738
  1581. L 293.410021 78.80269
  1582. L 294.078422 78.721661
  1583. L 294.746823 78.8302
  1584. L 295.415225 78.751325
  1585. L 296.752027 78.91019
  1586. L 297.420428 78.828642
  1587. L 298.088829 78.951306
  1588. L 298.75723 78.688469
  1589. L 299.425631 78.716075
  1590. L 300.094032 78.59868
  1591. L 300.762433 78.633805
  1592. L 301.430834 78.547219
  1593. L 303.436037 78.845094
  1594. L 314.130454 78.934575
  1595. L 314.798855 78.667584
  1596. L 316.135657 78.839786
  1597. L 316.804058 78.808748
  1598. L 317.472459 78.946892
  1599. L 318.14086 78.856286
  1600. L 318.809261 79.101392
  1601. L 319.477663 79.123094
  1602. L 320.146064 79.262517
  1603. L 320.814465 79.151854
  1604. L 321.482866 79.263738
  1605. L 322.151267 79.24971
  1606. L 323.488069 79.058613
  1607. L 326.161673 78.831767
  1608. L 328.166876 78.940036
  1609. L 329.503678 79.160431
  1610. L 330.84048 79.212373
  1611. L 333.514085 78.90119
  1612. L 336.187689 78.954632
  1613. L 336.85609 79.073248
  1614. L 337.524491 79.011594
  1615. L 338.192892 79.154931
  1616. L 339.529694 78.982373
  1617. L 351.560913 78.967517
  1618. L 352.229314 78.842411
  1619. L 366.934137 79.028873
  1620. L 367.602539 78.809709
  1621. L 372.281346 78.921305
  1622. L 372.281346 78.921305
  1623. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1624. </g>
  1625. <g id="text_7">
  1626. <g id="patch_9">
  1627. <path d="M 18.697188 81.286572
  1628. L 44.787188 81.286572
  1629. Q 47.187188 81.286572 47.187188 78.886572
  1630. L 47.187188 71.144072
  1631. Q 47.187188 68.744072 44.787188 68.744072
  1632. L 18.697188 68.744072
  1633. Q 16.297188 68.744072 16.297188 71.144072
  1634. L 16.297188 78.886572
  1635. Q 16.297188 81.286572 18.697188 81.286572
  1636. z
  1637. " style="fill:#ffffff;opacity:0.8;"/>
  1638. </g>
  1639. <!-- GSWM -->
  1640. <defs>
  1641. <path d="M 3.328125 72.90625
  1642. L 13.28125 72.90625
  1643. L 28.609375 11.28125
  1644. L 43.890625 72.90625
  1645. L 54.984375 72.90625
  1646. L 70.3125 11.28125
  1647. L 85.59375 72.90625
  1648. L 95.609375 72.90625
  1649. L 77.296875 0
  1650. L 64.890625 0
  1651. L 49.515625 63.28125
  1652. L 33.984375 0
  1653. L 21.578125 0
  1654. z
  1655. " id="DejaVuSans-57"/>
  1656. <path d="M 9.8125 72.90625
  1657. L 24.515625 72.90625
  1658. L 43.109375 23.296875
  1659. L 61.8125 72.90625
  1660. L 76.515625 72.90625
  1661. L 76.515625 0
  1662. L 66.890625 0
  1663. L 66.890625 64.015625
  1664. L 48.09375 14.015625
  1665. L 38.1875 14.015625
  1666. L 19.390625 64.015625
  1667. L 19.390625 0
  1668. L 9.8125 0
  1669. z
  1670. " id="DejaVuSans-4d"/>
  1671. </defs>
  1672. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1673. <use xlink:href="#DejaVuSans-47"/>
  1674. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1675. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1676. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1677. </g>
  1678. </g>
  1679. <g id="text_8">
  1680. <g id="patch_10">
  1681. <path d="M 280.129663 78.150947
  1682. L 365.209663 78.150947
  1683. Q 366.409663 78.150947 366.409663 76.950947
  1684. L 366.409663 73.079697
  1685. Q 366.409663 71.879697 365.209663 71.879697
  1686. L 280.129663 71.879697
  1687. Q 278.929663 71.879697 278.929663 73.079697
  1688. L 278.929663 76.950947
  1689. Q 278.929663 78.150947 280.129663 78.150947
  1690. z
  1691. " style="fill:#ffffff;opacity:0.8;"/>
  1692. </g>
  1693. <!-- max: 710.678 $\bullet$ mean: 707.898 $\bullet$ $\sigma$: 0.946 -->
  1694. <defs>
  1695. <path d="M 10.984375 1.515625
  1696. L 10.984375 10.5
  1697. Q 14.703125 8.734375 18.5 7.8125
  1698. Q 22.3125 6.890625 25.984375 6.890625
  1699. Q 35.75 6.890625 40.890625 13.453125
  1700. Q 46.046875 20.015625 46.78125 33.40625
  1701. Q 43.953125 29.203125 39.59375 26.953125
  1702. Q 35.25 24.703125 29.984375 24.703125
  1703. Q 19.046875 24.703125 12.671875 31.3125
  1704. Q 6.296875 37.9375 6.296875 49.421875
  1705. Q 6.296875 60.640625 12.9375 67.421875
  1706. Q 19.578125 74.21875 30.609375 74.21875
  1707. Q 43.265625 74.21875 49.921875 64.515625
  1708. Q 56.59375 54.828125 56.59375 36.375
  1709. Q 56.59375 19.140625 48.40625 8.859375
  1710. Q 40.234375 -1.421875 26.421875 -1.421875
  1711. Q 22.703125 -1.421875 18.890625 -0.6875
  1712. Q 15.09375 0.046875 10.984375 1.515625
  1713. z
  1714. M 30.609375 32.421875
  1715. Q 37.25 32.421875 41.125 36.953125
  1716. Q 45.015625 41.5 45.015625 49.421875
  1717. Q 45.015625 57.28125 41.125 61.84375
  1718. Q 37.25 66.40625 30.609375 66.40625
  1719. Q 23.96875 66.40625 20.09375 61.84375
  1720. Q 16.21875 57.28125 16.21875 49.421875
  1721. Q 16.21875 41.5 20.09375 36.953125
  1722. Q 23.96875 32.421875 30.609375 32.421875
  1723. z
  1724. " id="DejaVuSans-39"/>
  1725. </defs>
  1726. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1727. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1728. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1729. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1730. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1731. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1732. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1733. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
  1734. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
  1735. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1736. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
  1737. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-37"/>
  1738. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
  1739. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1740. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1741. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1742. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1743. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1744. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1745. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1746. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1747. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1748. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-37"/>
  1749. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-30"/>
  1750. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-37"/>
  1751. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1752. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-38"/>
  1753. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-39"/>
  1754. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-38"/>
  1755. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  1756. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1757. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  1758. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1759. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1760. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  1761. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-30"/>
  1762. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1763. <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-39"/>
  1764. <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-34"/>
  1765. <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-36"/>
  1766. </g>
  1767. </g>
  1768. <g id="text_9">
  1769. <!-- 709.37 -->
  1770. <g style="fill:#d3d3d3;" transform="translate(7.2 79.581266)scale(0.03 -0.03)">
  1771. <use xlink:href="#DejaVuSans-37"/>
  1772. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  1773. <use x="127.246094" xlink:href="#DejaVuSans-39"/>
  1774. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1775. <use x="222.65625" xlink:href="#DejaVuSans-33"/>
  1776. <use x="286.279297" xlink:href="#DejaVuSans-37"/>
  1777. </g>
  1778. </g>
  1779. </g>
  1780. <g id="axes_4">
  1781. <g id="patch_11">
  1782. <path d="M 18.697188 120.573696
  1783. L 372.281346 120.573696
  1784. L 372.281346 95.026944
  1785. L 18.697188 95.026944
  1786. z
  1787. " style="fill:#ffffff;"/>
  1788. </g>
  1789. <g id="matplotlib.axis_7">
  1790. <g id="xtick_16"/>
  1791. <g id="xtick_17"/>
  1792. <g id="xtick_18"/>
  1793. <g id="xtick_19"/>
  1794. <g id="xtick_20"/>
  1795. </g>
  1796. <g id="matplotlib.axis_8"/>
  1797. <g id="line2d_7">
  1798. <path clip-path="url(#p4e2f3769a6)" d="M 18.697188 104.635446
  1799. L 372.281346 104.635446
  1800. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1801. </g>
  1802. <g id="line2d_8">
  1803. <path clip-path="url(#p4e2f3769a6)" d="M 19.365589 107.095824
  1804. L 20.03399 109.680851
  1805. L 20.702391 107.86238
  1806. L 21.370792 106.499062
  1807. L 22.039193 106.251042
  1808. L 22.707594 106.182436
  1809. L 23.375995 106.573417
  1810. L 24.044396 109.213598
  1811. L 24.712797 108.511565
  1812. L 25.381198 109.490186
  1813. L 26.049599 109.18556
  1814. L 26.718 103.305845
  1815. L 27.386401 109.570541
  1816. L 28.054802 108.698642
  1817. L 28.723203 108.850229
  1818. L 29.391604 111.366189
  1819. L 30.060005 110.678422
  1820. L 30.728407 109.507647
  1821. L 31.396808 108.803308
  1822. L 32.065209 110.177026
  1823. L 32.73361 109.983171
  1824. L 33.402011 104.183206
  1825. L 34.070412 107.3974
  1826. L 35.407214 105.836389
  1827. L 36.075615 105.753868
  1828. L 36.744016 109.644752
  1829. L 37.412417 107.953702
  1830. L 38.749219 106.487668
  1831. L 39.41762 106.598651
  1832. L 40.086021 106.920209
  1833. L 40.754422 100.470209
  1834. L 41.422823 102.241475
  1835. L 42.091224 111.649271
  1836. L 42.759626 111.583116
  1837. L 43.428027 108.340671
  1838. L 44.096428 105.651901
  1839. L 44.764829 106.675811
  1840. L 45.43323 103.448911
  1841. L 46.101631 108.737152
  1842. L 46.770032 109.242593
  1843. L 48.106834 106.327703
  1844. L 48.775235 107.240346
  1845. L 49.443636 104.47761
  1846. L 50.112037 108.34021
  1847. L 50.780438 107.965802
  1848. L 51.448839 108.637986
  1849. L 52.785641 105.537441
  1850. L 53.454042 107.27914
  1851. L 54.122443 109.662108
  1852. L 54.790845 106.544312
  1853. L 55.459246 108.272278
  1854. L 56.127647 109.265699
  1855. L 56.796048 107.698193
  1856. L 57.464449 105.574208
  1857. L 58.13285 103.027197
  1858. L 59.469652 108.696653
  1859. L 60.138053 108.833369
  1860. L 61.474855 103.114575
  1861. L 62.143256 107.5487
  1862. L 62.811657 109.42183
  1863. L 63.480058 103.406678
  1864. L 64.148459 108.012085
  1865. L 64.81686 109.770501
  1866. L 65.485261 103.926102
  1867. L 66.153662 106.841454
  1868. L 66.822064 106.403624
  1869. L 67.490465 108.18
  1870. L 68.158866 107.922964
  1871. L 68.827267 107.856381
  1872. L 69.495668 109.382148
  1873. L 70.164069 109.074112
  1874. L 70.83247 107.337168
  1875. L 71.500871 107.198358
  1876. L 72.169272 108.133324
  1877. L 72.837673 107.085319
  1878. L 73.506074 109.213383
  1879. L 74.174475 108.203706
  1880. L 74.842876 107.664476
  1881. L 75.511277 109.934189
  1882. L 76.179678 108.632097
  1883. L 76.848079 108.098757
  1884. L 77.51648 107.761725
  1885. L 78.184881 109.68039
  1886. L 78.853283 108.52246
  1887. L 79.521684 109.430808
  1888. L 80.190085 109.561952
  1889. L 80.858486 106.766493
  1890. L 81.526887 108.995851
  1891. L 82.195288 107.610527
  1892. L 82.863689 105.075511
  1893. L 83.53209 105.625246
  1894. L 84.200491 106.985231
  1895. L 84.868892 108.089207
  1896. L 85.537293 109.839855
  1897. L 86.205694 109.702501
  1898. L 86.874095 108.926679
  1899. L 87.542496 110.144198
  1900. L 88.210897 105.019683
  1901. L 88.879298 103.922375
  1902. L 89.547699 103.824131
  1903. L 90.2161 106.590096
  1904. L 90.884502 102.707166
  1905. L 91.552903 106.243341
  1906. L 92.221304 114.406257
  1907. L 92.889705 111.433017
  1908. L 93.558106 107.643749
  1909. L 94.226507 103.168452
  1910. L 94.894908 105.195083
  1911. L 95.563309 107.654288
  1912. L 96.23171 107.940924
  1913. L 96.900111 104.783768
  1914. L 97.568512 104.784157
  1915. L 98.236913 105.069194
  1916. L 98.905314 107.951641
  1917. L 99.573715 107.861386
  1918. L 100.242116 105.288993
  1919. L 100.910517 108.713264
  1920. L 101.578918 109.779056
  1921. L 102.247319 108.1855
  1922. L 102.915721 107.974641
  1923. L 103.584122 108.294317
  1924. L 104.252523 104.724458
  1925. L 104.920924 109.242983
  1926. L 105.589325 110.513173
  1927. L 106.257726 109.625907
  1928. L 106.926127 109.901572
  1929. L 107.594528 106.976782
  1930. L 108.262929 101.947705
  1931. L 108.93133 104.620186
  1932. L 109.599731 104.771486
  1933. L 110.268132 110.462135
  1934. L 110.936533 105.285837
  1935. L 111.604934 108.611048
  1936. L 112.273335 109.899127
  1937. L 113.610137 106.807555
  1938. L 114.278538 106.516168
  1939. L 114.94694 108.933495
  1940. L 115.615341 110.404318
  1941. L 116.283742 108.615486
  1942. L 116.952143 110.327869
  1943. L 118.288945 106.752438
  1944. L 118.957346 106.417607
  1945. L 119.625747 109.15915
  1946. L 120.294148 107.324356
  1947. L 120.962549 109.830162
  1948. L 121.63095 107.932086
  1949. L 122.299351 108.007935
  1950. L 122.967752 106.940332
  1951. L 123.636153 107.614432
  1952. L 124.304554 107.820891
  1953. L 124.972955 109.218993
  1954. L 125.641356 106.924076
  1955. L 126.309757 107.082797
  1956. L 126.978159 106.563373
  1957. L 127.64656 108.001474
  1958. L 128.314961 107.466323
  1959. L 128.983362 103.909386
  1960. L 129.651763 105.493536
  1961. L 130.320164 107.634593
  1962. L 130.988565 106.512762
  1963. L 131.656966 105.929589
  1964. L 132.325367 107.105903
  1965. L 132.993768 107.433812
  1966. L 133.662169 100.896963
  1967. L 134.33057 103.730043
  1968. L 134.998971 112.908601
  1969. L 135.667372 112.440248
  1970. L 136.335773 108.14
  1971. L 137.004174 100.856857
  1972. L 138.340976 106.523123
  1973. L 139.009378 109.206854
  1974. L 139.677779 109.585518
  1975. L 140.34618 110.556046
  1976. L 141.014581 109.937172
  1977. L 142.351383 107.450528
  1978. L 143.019784 107.921652
  1979. L 143.688185 108.92015
  1980. L 144.356586 106.28302
  1981. L 145.024987 108.467305
  1982. L 145.693388 107.57951
  1983. L 146.361789 109.319931
  1984. L 147.03019 109.231876
  1985. L 147.698591 106.318763
  1986. L 148.366992 108.119484
  1987. L 149.035393 107.644815
  1988. L 149.703794 108.033485
  1989. L 150.372195 108.910457
  1990. L 151.040597 110.228242
  1991. L 151.708998 109.675846
  1992. L 153.0458 107.807369
  1993. L 153.714201 108.76423
  1994. L 154.382602 110.224409
  1995. L 155.051003 106.693023
  1996. L 155.719404 108.647642
  1997. L 156.387805 108.738464
  1998. L 157.056206 106.773767
  1999. L 157.724607 106.217752
  2000. L 158.393008 107.94813
  2001. L 159.061409 109.210649
  2002. L 159.72981 110.002655
  2003. L 160.398211 110.113282
  2004. L 161.066612 109.965105
  2005. L 161.735013 108.027702
  2006. L 162.403414 103.302756
  2007. L 163.071816 108.968417
  2008. L 163.740217 109.772346
  2009. L 164.408618 109.150316
  2010. L 165.077019 110.607084
  2011. L 165.74542 110.318142
  2012. L 166.413821 107.757004
  2013. L 167.082222 108.211339
  2014. L 167.750623 108.852785
  2015. L 168.419024 107.016286
  2016. L 169.087425 110.007199
  2017. L 169.755826 110.28148
  2018. L 170.424227 108.498115
  2019. L 171.092628 109.066022
  2020. L 171.761029 109.385165
  2021. L 172.42943 106.856571
  2022. L 173.097831 107.441445
  2023. L 173.766232 107.096924
  2024. L 174.434633 109.020167
  2025. L 175.103035 109.268538
  2026. L 175.771436 109.809756
  2027. L 176.439837 110.514806
  2028. L 177.108238 109.73824
  2029. L 177.776639 104.608614
  2030. L 178.44504 105.66269
  2031. L 179.113441 102.27817
  2032. L 179.781842 106.289231
  2033. L 180.450243 109.331854
  2034. L 181.118644 111.408922
  2035. L 181.787045 110.996325
  2036. L 182.455446 106.644578
  2037. L 183.123847 107.745254
  2038. L 183.792248 106.907182
  2039. L 184.460649 109.899338
  2040. L 185.12905 110.208014
  2041. L 185.797451 109.508003
  2042. L 186.465852 110.119954
  2043. L 187.134254 110.420574
  2044. L 187.802655 108.584608
  2045. L 188.471056 108.629008
  2046. L 189.139457 109.384987
  2047. L 189.807858 108.75188
  2048. L 191.14466 111.5204
  2049. L 191.813061 105.779745
  2050. L 192.481462 107.467245
  2051. L 193.149863 107.460112
  2052. L 193.818264 110.187176
  2053. L 194.486665 110.066682
  2054. L 195.155066 109.233294
  2055. L 195.823467 109.320287
  2056. L 196.491868 109.798967
  2057. L 197.160269 106.681878
  2058. L 197.82867 109.136722
  2059. L 198.497071 111.114302
  2060. L 199.165473 108.914612
  2061. L 199.833874 110.308952
  2062. L 200.502275 108.795002
  2063. L 201.170676 109.484614
  2064. L 201.839077 109.295227
  2065. L 202.507478 108.281755
  2066. L 203.175879 110.727189
  2067. L 203.84428 112.432049
  2068. L 204.512681 109.31042
  2069. L 205.181082 109.934866
  2070. L 205.849483 107.945963
  2071. L 206.517884 106.531535
  2072. L 207.186285 109.277127
  2073. L 207.854686 110.897587
  2074. L 208.523087 111.839547
  2075. L 209.191488 110.794127
  2076. L 209.859889 106.527879
  2077. L 211.196692 110.13497
  2078. L 211.865093 109.984694
  2079. L 212.533494 110.595622
  2080. L 213.201895 109.213311
  2081. L 213.870296 107.032009
  2082. L 214.538697 106.254731
  2083. L 215.207098 105.841783
  2084. L 215.875499 103.359151
  2085. L 216.5439 110.147887
  2086. L 217.212301 105.66954
  2087. L 217.880702 110.57965
  2088. L 218.549103 108.848596
  2089. L 219.217504 105.201399
  2090. L 219.885905 106.463712
  2091. L 220.554306 106.561456
  2092. L 221.222707 111.439762
  2093. L 221.891108 108.696192
  2094. L 222.559509 105.000944
  2095. L 223.227911 107.446344
  2096. L 224.564713 108.921674
  2097. L 225.233114 108.63167
  2098. L 225.901515 109.802589
  2099. L 226.569916 108.629326
  2100. L 227.238317 108.357811
  2101. L 227.906718 108.557848
  2102. L 228.575119 110.524317
  2103. L 229.24352 109.208094
  2104. L 229.911921 108.645048
  2105. L 230.580322 108.794897
  2106. L 231.248723 104.658336
  2107. L 231.917124 105.738078
  2108. L 233.253926 110.583162
  2109. L 233.922327 110.762539
  2110. L 234.590728 108.248745
  2111. L 235.25913 110.266042
  2112. L 235.927531 109.975289
  2113. L 236.595932 109.40337
  2114. L 237.264333 108.130557
  2115. L 237.932734 108.929696
  2116. L 238.601135 109.454303
  2117. L 239.269536 108.830496
  2118. L 239.937937 109.1523
  2119. L 240.606338 110.40478
  2120. L 241.274739 109.405786
  2121. L 241.94314 106.138282
  2122. L 242.611541 109.071628
  2123. L 243.279942 109.675207
  2124. L 243.948343 108.900701
  2125. L 244.616744 109.656184
  2126. L 245.285145 111.210768
  2127. L 245.953546 109.086606
  2128. L 246.621947 110.473918
  2129. L 247.290349 111.177297
  2130. L 247.95875 109.577991
  2131. L 248.627151 110.78451
  2132. L 249.295552 110.908342
  2133. L 249.963953 108.514082
  2134. L 250.632354 109.792151
  2135. L 251.300755 110.201092
  2136. L 251.969156 106.078371
  2137. L 252.637557 110.155943
  2138. L 253.305958 108.233234
  2139. L 253.974359 106.815827
  2140. L 254.64276 109.036634
  2141. L 255.311161 110.549018
  2142. L 255.979562 109.505519
  2143. L 257.316364 110.79686
  2144. L 257.984765 108.13659
  2145. L 259.321568 110.050533
  2146. L 259.989969 109.592153
  2147. L 260.65837 104.155133
  2148. L 261.326771 109.555813
  2149. L 261.995172 110.539084
  2150. L 262.663573 110.508951
  2151. L 263.331974 108.854668
  2152. L 264.000375 106.841026
  2153. L 264.668776 106.765355
  2154. L 265.337177 107.854181
  2155. L 266.005578 108.595931
  2156. L 266.673979 108.666097
  2157. L 267.34238 110.867526
  2158. L 268.010781 111.395789
  2159. L 269.347583 109.234182
  2160. L 270.015984 108.543471
  2161. L 270.684385 109.92365
  2162. L 271.352787 107.539866
  2163. L 272.021188 109.827395
  2164. L 272.689589 109.870483
  2165. L 273.35799 109.057928
  2166. L 274.026391 107.658515
  2167. L 274.694792 108.777114
  2168. L 275.363193 108.194161
  2169. L 276.031594 109.661824
  2170. L 276.699995 108.953546
  2171. L 277.368396 109.66619
  2172. L 278.705198 108.80079
  2173. L 279.373599 109.094983
  2174. L 280.042 110.411524
  2175. L 280.710401 110.464123
  2176. L 281.378802 111.112102
  2177. L 282.047203 110.54579
  2178. L 282.715604 107.325668
  2179. L 283.384006 110.917426
  2180. L 284.052407 111.100958
  2181. L 284.720808 110.409569
  2182. L 286.05761 110.366235
  2183. L 286.726011 107.679949
  2184. L 288.062813 111.409451
  2185. L 288.731214 110.198854
  2186. L 289.399615 111.457616
  2187. L 290.068016 111.193485
  2188. L 290.736417 112.18105
  2189. L 291.404818 110.250781
  2190. L 292.073219 109.116667
  2191. L 292.74162 109.501969
  2192. L 293.410021 111.653993
  2193. L 294.078422 109.780511
  2194. L 294.746823 111.902225
  2195. L 295.415225 110.266042
  2196. L 296.083626 108.275472
  2197. L 296.752027 109.857422
  2198. L 297.420428 108.722069
  2199. L 298.088829 108.139218
  2200. L 298.75723 109.516308
  2201. L 299.425631 111.559938
  2202. L 300.094032 109.174876
  2203. L 300.762433 109.789811
  2204. L 301.430834 111.474189
  2205. L 302.099235 110.15332
  2206. L 302.767636 110.554734
  2207. L 303.436037 108.630781
  2208. L 304.104438 110.204532
  2209. L 304.772839 110.6786
  2210. L 305.44124 107.83278
  2211. L 306.109641 108.418716
  2212. L 306.778042 109.471341
  2213. L 307.446444 109.154183
  2214. L 308.114845 110.818544
  2215. L 308.783246 109.192727
  2216. L 309.451647 111.30294
  2217. L 310.120048 112.957723
  2218. L 310.788449 111.12793
  2219. L 311.45685 107.604033
  2220. L 312.125251 105.269192
  2221. L 312.793652 107.672498
  2222. L 313.462053 108.909573
  2223. L 314.130454 110.445346
  2224. L 314.798855 108.216023
  2225. L 315.467256 100.28416
  2226. L 316.135657 109.627612
  2227. L 316.804058 111.113164
  2228. L 317.472459 109.780012
  2229. L 318.14086 106.546301
  2230. L 318.809261 108.727781
  2231. L 320.146064 110.741739
  2232. L 320.814465 109.796801
  2233. L 321.482866 108.34475
  2234. L 322.151267 108.13304
  2235. L 322.819668 107.4051
  2236. L 323.488069 109.771246
  2237. L 324.15647 109.140694
  2238. L 324.824871 108.900345
  2239. L 325.493272 108.211517
  2240. L 326.161673 110.015716
  2241. L 326.830074 110.058305
  2242. L 328.166876 111.531582
  2243. L 328.835277 109.26822
  2244. L 329.503678 111.014781
  2245. L 330.172079 110.334753
  2246. L 330.84048 110.397257
  2247. L 331.508882 106.292175
  2248. L 332.177283 107.262351
  2249. L 333.514085 109.793145
  2250. L 334.182486 112.768124
  2251. L 335.519288 110.728255
  2252. L 336.187689 110.628734
  2253. L 336.85609 111.229046
  2254. L 337.524491 107.996896
  2255. L 338.192892 110.953453
  2256. L 338.861293 111.044664
  2257. L 339.529694 108.951345
  2258. L 340.198095 107.351189
  2259. L 341.534897 111.174957
  2260. L 342.203298 109.694157
  2261. L 342.871699 109.457603
  2262. L 343.540101 111.094353
  2263. L 344.208502 109.227544
  2264. L 344.876903 111.653566
  2265. L 345.545304 110.788766
  2266. L 346.213705 108.208783
  2267. L 346.882106 111.062697
  2268. L 347.550507 110.296175
  2269. L 348.218908 110.850666
  2270. L 348.887309 110.617589
  2271. L 349.55571 110.786105
  2272. L 350.224111 110.730595
  2273. L 350.892512 107.199213
  2274. L 351.560913 110.23637
  2275. L 352.229314 110.356403
  2276. L 353.566116 111.004665
  2277. L 354.234517 111.97083
  2278. L 354.902918 110.645628
  2279. L 355.57132 110.837427
  2280. L 356.239721 110.880126
  2281. L 356.908122 106.952043
  2282. L 357.576523 111.647177
  2283. L 358.244924 110.573617
  2284. L 358.913325 110.125848
  2285. L 360.918528 112.364328
  2286. L 361.586929 111.117425
  2287. L 362.25533 110.739717
  2288. L 362.923731 108.804408
  2289. L 363.592132 111.896047
  2290. L 364.260533 110.6287
  2291. L 364.928934 111.81928
  2292. L 365.597335 111.896864
  2293. L 366.265736 110.550973
  2294. L 366.934137 110.027677
  2295. L 367.602539 107.17348
  2296. L 368.27094 110.438746
  2297. L 368.939341 112.832007
  2298. L 369.607742 111.311246
  2299. L 370.276143 111.808703
  2300. L 370.944544 111.168107
  2301. L 371.612945 109.785656
  2302. L 372.281346 110.85276
  2303. L 372.281346 110.85276
  2304. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2305. </g>
  2306. <g id="text_10">
  2307. <g id="patch_12">
  2308. <path d="M 18.697188 108.96222
  2309. L 46.430938 108.96222
  2310. Q 48.830938 108.96222 48.830938 106.56222
  2311. L 48.830938 98.81972
  2312. Q 48.830938 96.41972 46.430938 96.41972
  2313. L 18.697188 96.41972
  2314. Q 16.297188 96.41972 16.297188 98.81972
  2315. L 16.297188 106.56222
  2316. Q 16.297188 108.96222 18.697188 108.96222
  2317. z
  2318. " style="fill:#ffffff;opacity:0.8;"/>
  2319. </g>
  2320. <!-- DVARS -->
  2321. <defs>
  2322. <path d="M 19.671875 64.796875
  2323. L 19.671875 8.109375
  2324. L 31.59375 8.109375
  2325. Q 46.6875 8.109375 53.6875 14.9375
  2326. Q 60.6875 21.78125 60.6875 36.53125
  2327. Q 60.6875 51.171875 53.6875 57.984375
  2328. Q 46.6875 64.796875 31.59375 64.796875
  2329. z
  2330. M 9.8125 72.90625
  2331. L 30.078125 72.90625
  2332. Q 51.265625 72.90625 61.171875 64.09375
  2333. Q 71.09375 55.28125 71.09375 36.53125
  2334. Q 71.09375 17.671875 61.125 8.828125
  2335. Q 51.171875 0 30.078125 0
  2336. L 9.8125 0
  2337. z
  2338. " id="DejaVuSans-44"/>
  2339. <path d="M 28.609375 0
  2340. L 0.78125 72.90625
  2341. L 11.078125 72.90625
  2342. L 34.1875 11.53125
  2343. L 57.328125 72.90625
  2344. L 67.578125 72.90625
  2345. L 39.796875 0
  2346. z
  2347. " id="DejaVuSans-56"/>
  2348. <path d="M 34.1875 63.1875
  2349. L 20.796875 26.90625
  2350. L 47.609375 26.90625
  2351. z
  2352. M 28.609375 72.90625
  2353. L 39.796875 72.90625
  2354. L 67.578125 0
  2355. L 57.328125 0
  2356. L 50.6875 18.703125
  2357. L 17.828125 18.703125
  2358. L 11.1875 0
  2359. L 0.78125 0
  2360. z
  2361. " id="DejaVuSans-41"/>
  2362. <path d="M 44.390625 34.1875
  2363. Q 47.5625 33.109375 50.5625 29.59375
  2364. Q 53.5625 26.078125 56.59375 19.921875
  2365. L 66.609375 0
  2366. L 56 0
  2367. L 46.6875 18.703125
  2368. Q 43.0625 26.03125 39.671875 28.421875
  2369. Q 36.28125 30.8125 30.421875 30.8125
  2370. L 19.671875 30.8125
  2371. L 19.671875 0
  2372. L 9.8125 0
  2373. L 9.8125 72.90625
  2374. L 32.078125 72.90625
  2375. Q 44.578125 72.90625 50.734375 67.671875
  2376. Q 56.890625 62.453125 56.890625 51.90625
  2377. Q 56.890625 45.015625 53.6875 40.46875
  2378. Q 50.484375 35.9375 44.390625 34.1875
  2379. z
  2380. M 19.671875 64.796875
  2381. L 19.671875 38.921875
  2382. L 32.078125 38.921875
  2383. Q 39.203125 38.921875 42.84375 42.21875
  2384. Q 46.484375 45.515625 46.484375 51.90625
  2385. Q 46.484375 58.296875 42.84375 61.546875
  2386. Q 39.203125 64.796875 32.078125 64.796875
  2387. z
  2388. " id="DejaVuSans-52"/>
  2389. </defs>
  2390. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2391. <use xlink:href="#DejaVuSans-44"/>
  2392. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2393. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2394. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2395. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2396. </g>
  2397. </g>
  2398. <g id="text_11">
  2399. <g id="patch_13">
  2400. <path d="M 290.289663 105.826595
  2401. L 365.209663 105.826595
  2402. Q 366.409663 105.826595 366.409663 104.626595
  2403. L 366.409663 100.755345
  2404. Q 366.409663 99.555345 365.209663 99.555345
  2405. L 290.289663 99.555345
  2406. Q 289.089663 99.555345 289.089663 100.755345
  2407. L 289.089663 104.626595
  2408. Q 289.089663 105.826595 290.289663 105.826595
  2409. z
  2410. " style="fill:#ffffff;opacity:0.8;"/>
  2411. </g>
  2412. <!-- max: 1.481 $\bullet$ mean: 1.246 $\bullet$ $\sigma$: 0.060 -->
  2413. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2414. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2415. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2416. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2417. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2418. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2419. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2420. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2421. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  2422. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-38"/>
  2423. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
  2424. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2425. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2426. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2427. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2428. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2429. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2430. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2431. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2432. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2433. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2434. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2435. <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
  2436. <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-34"/>
  2437. <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-36"/>
  2438. <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
  2439. <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2440. <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
  2441. <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2442. <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2443. <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
  2444. <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
  2445. <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2446. <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
  2447. <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-36"/>
  2448. <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-30"/>
  2449. </g>
  2450. </g>
  2451. <g id="text_12">
  2452. <!-- 1.36 -->
  2453. <g style="fill:#d3d3d3;" transform="translate(11.0175 105.463259)scale(0.03 -0.03)">
  2454. <use xlink:href="#DejaVuSans-31"/>
  2455. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2456. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2457. <use x="159.033203" xlink:href="#DejaVuSans-36"/>
  2458. </g>
  2459. </g>
  2460. </g>
  2461. <g id="axes_5">
  2462. <g id="patch_14">
  2463. <path d="M 18.697188 148.249344
  2464. L 372.281346 148.249344
  2465. L 372.281346 122.702592
  2466. L 18.697188 122.702592
  2467. z
  2468. " style="fill:#ffffff;"/>
  2469. </g>
  2470. <g id="matplotlib.axis_9">
  2471. <g id="xtick_21"/>
  2472. <g id="xtick_22"/>
  2473. <g id="xtick_23"/>
  2474. <g id="xtick_24"/>
  2475. <g id="xtick_25"/>
  2476. </g>
  2477. <g id="matplotlib.axis_10"/>
  2478. <g id="line2d_9">
  2479. <path clip-path="url(#pe11001e1c9)" d="M 18.697188 129.656122
  2480. L 372.281346 129.656122
  2481. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2482. </g>
  2483. <g id="line2d_10">
  2484. <path clip-path="url(#pe11001e1c9)" d="M 19.365589 134.975423
  2485. L 20.03399 129.492184
  2486. L 20.702391 133.238614
  2487. L 21.370792 132.036262
  2488. L 22.039193 129.65799
  2489. L 22.707594 129.158971
  2490. L 23.375995 130.823174
  2491. L 24.044396 143.202772
  2492. L 25.381198 141.192262
  2493. L 26.049599 141.898876
  2494. L 26.718 138.84268
  2495. L 27.386401 144.98293
  2496. L 28.054802 144.73607
  2497. L 28.723203 143.844307
  2498. L 29.391604 143.584835
  2499. L 30.060005 144.942932
  2500. L 30.728407 144.428618
  2501. L 31.396808 144.118022
  2502. L 32.065209 145.600174
  2503. L 32.73361 144.96393
  2504. L 33.402011 141.820454
  2505. L 34.070412 139.89975
  2506. L 34.738813 134.141536
  2507. L 35.407214 138.413159
  2508. L 36.075615 135.258997
  2509. L 36.744016 138.523394
  2510. L 37.412417 137.4657
  2511. L 38.080818 132.741516
  2512. L 38.749219 133.473912
  2513. L 39.41762 136.05279
  2514. L 40.086021 140.323005
  2515. L 41.422823 125.504897
  2516. L 42.091224 135.95944
  2517. L 42.759626 142.163717
  2518. L 43.428027 138.573507
  2519. L 44.096428 135.942497
  2520. L 44.764829 134.91632
  2521. L 45.43323 137.010914
  2522. L 46.101631 138.543705
  2523. L 46.770032 133.973165
  2524. L 47.438433 135.863197
  2525. L 48.106834 133.119882
  2526. L 48.775235 134.742189
  2527. L 49.443636 134.834736
  2528. L 50.112037 136.147422
  2529. L 50.780438 130.597409
  2530. L 52.11724 136.544364
  2531. L 52.785641 138.286612
  2532. L 53.454042 134.817511
  2533. L 54.122443 140.456186
  2534. L 54.790845 141.782333
  2535. L 55.459246 142.530857
  2536. L 56.127647 145.790479
  2537. L 56.796048 138.253156
  2538. L 57.464449 134.527364
  2539. L 58.13285 135.750054
  2540. L 58.801251 131.104834
  2541. L 59.469652 133.433628
  2542. L 60.138053 144.938727
  2543. L 60.806454 136.351536
  2544. L 61.474855 132.666175
  2545. L 62.143256 135.033679
  2546. L 62.811657 145.850909
  2547. L 63.480058 135.504683
  2548. L 64.148459 134.412416
  2549. L 64.81686 145.814889
  2550. L 65.485261 133.678855
  2551. L 66.153662 133.147812
  2552. L 66.822064 131.640278
  2553. L 67.490465 130.541218
  2554. L 68.158866 133.887603
  2555. L 68.827267 142.040547
  2556. L 69.495668 142.98444
  2557. L 70.164069 141.8217
  2558. L 70.83247 138.253586
  2559. L 71.500871 131.123318
  2560. L 72.169272 132.041125
  2561. L 72.837673 134.036523
  2562. L 73.506074 141.335315
  2563. L 74.174475 142.010784
  2564. L 74.842876 136.812717
  2565. L 75.511277 136.700932
  2566. L 76.848079 133.43755
  2567. L 77.51648 134.606976
  2568. L 78.184881 142.631022
  2569. L 78.853283 135.446059
  2570. L 79.521684 142.094298
  2571. L 80.190085 143.267464
  2572. L 80.858486 140.826524
  2573. L 82.863689 130.055627
  2574. L 83.53209 134.626533
  2575. L 84.200491 137.063699
  2576. L 84.868892 138.301256
  2577. L 85.537293 144.501405
  2578. L 86.205694 141.806151
  2579. L 86.874095 141.4904
  2580. L 87.542496 140.351952
  2581. L 88.210897 139.993758
  2582. L 88.879298 135.172702
  2583. L 89.547699 135.203058
  2584. L 90.2161 139.279872
  2585. L 90.884502 133.132621
  2586. L 91.552903 132.392557
  2587. L 92.221304 141.277868
  2588. L 92.889705 142.790603
  2589. L 93.558106 141.056597
  2590. L 94.226507 137.23618
  2591. L 94.894908 135.908972
  2592. L 95.563309 135.620222
  2593. L 96.23171 138.098958
  2594. L 96.900111 133.004425
  2595. L 97.568512 129.371419
  2596. L 98.236913 128.13121
  2597. L 99.573715 140.295029
  2598. L 100.242116 139.084495
  2599. L 100.910517 143.244206
  2600. L 101.578918 140.990614
  2601. L 102.247319 142.806338
  2602. L 102.915721 143.62859
  2603. L 103.584122 140.9107
  2604. L 104.252523 134.641786
  2605. L 104.920924 137.457337
  2606. L 105.589325 135.774435
  2607. L 106.257726 137.734717
  2608. L 106.926127 140.440339
  2609. L 107.594528 135.304216
  2610. L 108.262929 131.339943
  2611. L 108.93133 132.19944
  2612. L 109.599731 132.195257
  2613. L 110.268132 134.616597
  2614. L 110.936533 134.226895
  2615. L 111.604934 126.409945
  2616. L 112.273335 135.630877
  2617. L 112.941736 135.45938
  2618. L 113.610137 139.450987
  2619. L 114.278538 141.255532
  2620. L 114.94694 144.118389
  2621. L 115.615341 144.218957
  2622. L 116.283742 138.968763
  2623. L 116.952143 136.442509
  2624. L 117.620544 129.143982
  2625. L 118.288945 128.199227
  2626. L 118.957346 133.454059
  2627. L 119.625747 139.655364
  2628. L 120.294148 139.297472
  2629. L 120.962549 136.793678
  2630. L 121.63095 132.012724
  2631. L 122.299351 133.1898
  2632. L 122.967752 126.236891
  2633. L 123.636153 130.657883
  2634. L 124.304554 132.076334
  2635. L 124.972955 137.206234
  2636. L 125.641356 134.723495
  2637. L 126.309757 129.478183
  2638. L 126.978159 130.749627
  2639. L 127.64656 137.445494
  2640. L 128.314961 140.211875
  2641. L 128.983362 134.391026
  2642. L 129.651763 127.314619
  2643. L 130.320164 126.264587
  2644. L 130.988565 126.762736
  2645. L 131.656966 136.801689
  2646. L 132.325367 144.578852
  2647. L 133.662169 129.616169
  2648. L 134.33057 131.40024
  2649. L 135.667372 142.743335
  2650. L 136.335773 137.173917
  2651. L 137.004174 136.097475
  2652. L 137.672575 132.495331
  2653. L 138.340976 130.037186
  2654. L 139.009378 129.23589
  2655. L 139.677779 130.370906
  2656. L 141.014581 138.00486
  2657. L 141.682982 139.193776
  2658. L 142.351383 141.40405
  2659. L 143.019784 141.682689
  2660. L 143.688185 137.235095
  2661. L 144.356586 130.856338
  2662. L 145.024987 131.742663
  2663. L 145.693388 129.794114
  2664. L 146.361789 131.869083
  2665. L 147.03019 136.871971
  2666. L 147.698591 143.881205
  2667. L 148.366992 140.148986
  2668. L 149.035393 131.823298
  2669. L 149.703794 132.039302
  2670. L 150.372195 135.335624
  2671. L 151.040597 142.251016
  2672. L 151.708998 143.320765
  2673. L 152.377399 143.369762
  2674. L 153.0458 139.83261
  2675. L 153.714201 143.223613
  2676. L 154.382602 138.177554
  2677. L 155.051003 127.97622
  2678. L 155.719404 131.962754
  2679. L 156.387805 133.296648
  2680. L 157.056206 130.333907
  2681. L 157.724607 135.352754
  2682. L 158.393008 136.604964
  2683. L 159.061409 138.864847
  2684. L 160.398211 144.46712
  2685. L 161.066612 142.606171
  2686. L 162.403414 127.093275
  2687. L 163.740217 133.215552
  2688. L 164.408618 142.453024
  2689. L 165.077019 143.683402
  2690. L 165.74542 144.348873
  2691. L 166.413821 142.71628
  2692. L 167.750623 130.195534
  2693. L 168.419024 130.946492
  2694. L 169.087425 143.337121
  2695. L 169.755826 143.841101
  2696. L 170.424227 144.186698
  2697. L 171.761029 140.484676
  2698. L 172.42943 131.666107
  2699. L 173.097831 125.081786
  2700. L 173.766232 141.935223
  2701. L 174.434633 134.046651
  2702. L 175.103035 130.042267
  2703. L 175.771436 132.346477
  2704. L 177.108238 142.574862
  2705. L 177.776639 132.946307
  2706. L 178.44504 132.903749
  2707. L 179.113441 135.472153
  2708. L 179.781842 130.857946
  2709. L 180.450243 134.830573
  2710. L 181.118644 130.579941
  2711. L 181.787045 136.186386
  2712. L 182.455446 135.158769
  2713. L 183.123847 136.14596
  2714. L 183.792248 133.766659
  2715. L 185.12905 130.637792
  2716. L 185.797451 136.746683
  2717. L 186.465852 144.546992
  2718. L 187.134254 137.470331
  2719. L 187.802655 138.561465
  2720. L 188.471056 138.882737
  2721. L 189.139457 134.998756
  2722. L 189.807858 133.491776
  2723. L 190.476259 134.203932
  2724. L 191.14466 142.797356
  2725. L 191.813061 130.207964
  2726. L 192.481462 131.241208
  2727. L 193.149863 131.316969
  2728. L 193.818264 131.785149
  2729. L 194.486665 134.14852
  2730. L 195.155066 140.040323
  2731. L 195.823467 141.841527
  2732. L 196.491868 141.131639
  2733. L 197.160269 135.128724
  2734. L 197.82867 140.102521
  2735. L 198.497071 142.718752
  2736. L 199.165473 130.755218
  2737. L 199.833874 135.244911
  2738. L 200.502275 145.294495
  2739. L 201.170676 133.915827
  2740. L 201.839077 134.967286
  2741. L 202.507478 143.616691
  2742. L 203.175879 144.134542
  2743. L 203.84428 145.519113
  2744. L 204.512681 140.281565
  2745. L 205.181082 141.250323
  2746. L 205.849483 134.822831
  2747. L 206.517884 136.606634
  2748. L 207.186285 136.718699
  2749. L 207.854686 135.381118
  2750. L 208.523087 138.336664
  2751. L 209.191488 143.152203
  2752. L 209.859889 135.019803
  2753. L 210.52829 133.354989
  2754. L 211.196692 143.785722
  2755. L 211.865093 135.913484
  2756. L 212.533494 131.336143
  2757. L 213.201895 136.53695
  2758. L 213.870296 143.373082
  2759. L 214.538697 141.362936
  2760. L 215.207098 133.222936
  2761. L 215.875499 130.85896
  2762. L 216.5439 138.740806
  2763. L 217.212301 132.488856
  2764. L 217.880702 127.721219
  2765. L 218.549103 139.741913
  2766. L 219.217504 128.70423
  2767. L 219.885905 132.921651
  2768. L 220.554306 143.653864
  2769. L 221.222707 134.64405
  2770. L 221.891108 131.491866
  2771. L 222.559509 133.36598
  2772. L 223.227911 141.364687
  2773. L 223.896312 138.757019
  2774. L 224.564713 133.312403
  2775. L 225.233114 130.314757
  2776. L 225.901515 136.739617
  2777. L 226.569916 134.903072
  2778. L 227.238317 139.016959
  2779. L 227.906718 141.128513
  2780. L 228.575119 136.98597
  2781. L 229.24352 135.14454
  2782. L 229.911921 132.192188
  2783. L 230.580322 141.271245
  2784. L 231.248723 134.063541
  2785. L 231.917124 129.654877
  2786. L 232.585525 132.205969
  2787. L 233.922327 143.282616
  2788. L 234.590728 142.002629
  2789. L 235.25913 138.750293
  2790. L 235.927531 137.714771
  2791. L 236.595932 134.539314
  2792. L 237.264333 126.940364
  2793. L 237.932734 132.895766
  2794. L 238.601135 136.358178
  2795. L 239.269536 124.876078
  2796. L 240.606338 142.605516
  2797. L 241.274739 139.907127
  2798. L 241.94314 133.431348
  2799. L 242.611541 132.291009
  2800. L 243.279942 130.0206
  2801. L 243.948343 129.571562
  2802. L 245.285145 139.081958
  2803. L 245.953546 137.448696
  2804. L 246.621947 141.011193
  2805. L 247.290349 139.564091
  2806. L 247.95875 141.25981
  2807. L 248.627151 145.425936
  2808. L 249.963953 139.439628
  2809. L 250.632354 142.817129
  2810. L 251.300755 135.149912
  2811. L 251.969156 129.82664
  2812. L 252.637557 130.926279
  2813. L 253.305958 130.651304
  2814. L 253.974359 138.253204
  2815. L 254.64276 142.811363
  2816. L 255.311161 134.622989
  2817. L 255.979562 134.686473
  2818. L 256.647963 134.56953
  2819. L 257.316364 134.222329
  2820. L 257.984765 134.296238
  2821. L 258.653166 137.248697
  2822. L 259.321568 137.995165
  2823. L 259.989969 142.124002
  2824. L 260.65837 140.079424
  2825. L 261.326771 136.198928
  2826. L 261.995172 135.333658
  2827. L 262.663573 133.003315
  2828. L 263.331974 131.917797
  2829. L 264.000375 134.554413
  2830. L 264.668776 132.171459
  2831. L 265.337177 132.140161
  2832. L 266.005578 134.224109
  2833. L 266.673979 135.655657
  2834. L 267.34238 135.169559
  2835. L 268.679182 143.585995
  2836. L 269.347583 140.651794
  2837. L 270.015984 138.87624
  2838. L 270.684385 142.25806
  2839. L 271.352787 139.936878
  2840. L 272.021188 132.142252
  2841. L 272.689589 130.789907
  2842. L 273.35799 135.712067
  2843. L 274.026391 137.921381
  2844. L 274.694792 138.419516
  2845. L 275.363193 135.854205
  2846. L 276.031594 137.626512
  2847. L 276.699995 133.515833
  2848. L 277.368396 134.052475
  2849. L 278.036797 136.935419
  2850. L 278.705198 135.213725
  2851. L 279.373599 137.213606
  2852. L 280.042 136.343151
  2853. L 280.710401 136.764501
  2854. L 281.378802 143.600643
  2855. L 282.047203 140.640377
  2856. L 282.715604 134.848344
  2857. L 283.384006 137.420926
  2858. L 284.052407 138.427367
  2859. L 284.720808 137.738444
  2860. L 285.389209 135.85485
  2861. L 286.05761 132.454776
  2862. L 286.726011 135.383633
  2863. L 287.394412 141.749962
  2864. L 288.062813 144.335794
  2865. L 288.731214 141.362814
  2866. L 289.399615 142.992524
  2867. L 290.068016 139.089995
  2868. L 290.736417 134.374606
  2869. L 291.404818 135.177159
  2870. L 292.073219 132.722312
  2871. L 292.74162 133.931961
  2872. L 293.410021 134.535074
  2873. L 294.078422 136.817169
  2874. L 294.746823 137.164233
  2875. L 295.415225 136.603926
  2876. L 296.083626 144.785616
  2877. L 296.752027 136.916573
  2878. L 298.088829 131.435219
  2879. L 298.75723 133.372785
  2880. L 299.425631 138.106962
  2881. L 300.094032 137.005542
  2882. L 300.762433 141.9459
  2883. L 301.430834 142.300063
  2884. L 302.099235 141.294589
  2885. L 302.767636 142.196704
  2886. L 303.436037 140.002747
  2887. L 304.104438 138.387485
  2888. L 304.772839 133.26288
  2889. L 305.44124 131.806086
  2890. L 306.109641 131.700686
  2891. L 306.778042 135.36718
  2892. L 307.446444 133.880153
  2893. L 308.114845 132.987442
  2894. L 308.783246 130.797926
  2895. L 309.451647 139.449337
  2896. L 310.120048 143.899037
  2897. L 310.788449 139.65311
  2898. L 311.45685 134.120908
  2899. L 312.125251 132.460291
  2900. L 312.793652 132.282718
  2901. L 313.462053 130.806578
  2902. L 314.798855 140.231934
  2903. L 315.467256 128.343395
  2904. L 316.135657 130.931103
  2905. L 316.804058 142.127841
  2906. L 317.472459 141.915307
  2907. L 318.14086 135.270833
  2908. L 318.809261 133.652069
  2909. L 319.477663 136.586405
  2910. L 320.814465 144.911588
  2911. L 321.482866 141.288787
  2912. L 322.151267 139.536056
  2913. L 322.819668 135.06355
  2914. L 323.488069 134.696988
  2915. L 324.15647 133.804041
  2916. L 325.493272 141.660097
  2917. L 326.161673 143.89201
  2918. L 326.830074 143.776339
  2919. L 328.166876 141.746774
  2920. L 328.835277 139.010775
  2921. L 329.503678 139.987024
  2922. L 330.172079 142.602367
  2923. L 330.84048 140.440965
  2924. L 331.508882 136.922218
  2925. L 332.177283 130.412267
  2926. L 332.845684 131.846855
  2927. L 333.514085 142.494131
  2928. L 334.182486 142.463381
  2929. L 334.850887 141.507982
  2930. L 335.519288 141.425094
  2931. L 336.187689 141.853639
  2932. L 337.524491 131.363559
  2933. L 338.192892 132.996811
  2934. L 338.861293 141.304641
  2935. L 339.529694 137.22093
  2936. L 340.198095 128.921555
  2937. L 340.866496 134.893723
  2938. L 341.534897 143.195227
  2939. L 342.203298 136.599828
  2940. L 342.871699 131.885539
  2941. L 343.540101 132.967011
  2942. L 344.208502 134.636824
  2943. L 344.876903 143.953105
  2944. L 345.545304 137.878727
  2945. L 346.213705 136.002077
  2946. L 346.882106 135.31188
  2947. L 347.550507 135.755606
  2948. L 348.218908 133.486623
  2949. L 348.887309 138.489439
  2950. L 349.55571 142.264725
  2951. L 350.224111 139.428493
  2952. L 350.892512 135.422917
  2953. L 351.560913 133.736525
  2954. L 352.229314 133.229265
  2955. L 352.897715 139.156215
  2956. L 353.566116 142.252319
  2957. L 354.234517 136.619121
  2958. L 354.902918 136.712883
  2959. L 355.57132 144.05102
  2960. L 356.239721 138.985737
  2961. L 356.908122 136.913232
  2962. L 357.576523 137.264648
  2963. L 358.244924 136.147077
  2964. L 358.913325 136.455771
  2965. L 359.581726 135.904215
  2966. L 360.918528 142.958784
  2967. L 361.586929 142.072029
  2968. L 362.25533 136.412566
  2969. L 362.923731 132.755085
  2970. L 363.592132 135.899265
  2971. L 364.260533 134.626023
  2972. L 364.928934 135.753548
  2973. L 365.597335 136.621375
  2974. L 366.265736 136.895905
  2975. L 366.934137 139.052264
  2976. L 367.602539 128.139971
  2977. L 368.27094 143.191702
  2978. L 368.939341 140.114164
  2979. L 369.607742 143.689275
  2980. L 370.276143 140.599767
  2981. L 370.944544 139.251891
  2982. L 371.612945 141.259054
  2983. L 372.281346 137.134136
  2984. L 372.281346 137.134136
  2985. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  2986. </g>
  2987. <g id="text_13">
  2988. <g id="patch_15">
  2989. <path d="M 18.697188 136.637868
  2990. L 29.458438 136.637868
  2991. Q 31.858438 136.637868 31.858438 134.237868
  2992. L 31.858438 126.495368
  2993. Q 31.858438 124.095368 29.458438 124.095368
  2994. L 18.697188 124.095368
  2995. Q 16.297188 124.095368 16.297188 126.495368
  2996. L 16.297188 134.237868
  2997. Q 16.297188 136.637868 18.697188 136.637868
  2998. z
  2999. " style="fill:#ffffff;opacity:0.8;"/>
  3000. </g>
  3001. <!-- FD -->
  3002. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3003. <use xlink:href="#DejaVuSans-46"/>
  3004. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3005. </g>
  3006. </g>
  3007. <g id="text_14">
  3008. <g id="patch_16">
  3009. <path d="M 290.289663 133.502243
  3010. L 365.209663 133.502243
  3011. Q 366.409663 133.502243 366.409663 132.302243
  3012. L 366.409663 128.430993
  3013. Q 366.409663 127.230993 365.209663 127.230993
  3014. L 290.289663 127.230993
  3015. Q 289.089663 127.230993 289.089663 128.430993
  3016. L 289.089663 132.302243
  3017. Q 289.089663 133.502243 290.289663 133.502243
  3018. z
  3019. " style="fill:#ffffff;opacity:0.8;"/>
  3020. </g>
  3021. <!-- max: 0.303 $\bullet$ mean: 0.137 $\bullet$ $\sigma$: 0.064 -->
  3022. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3023. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3024. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3025. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3026. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3027. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3028. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3029. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3030. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
  3031. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-30"/>
  3032. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
  3033. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3034. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3035. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3036. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3037. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3038. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3039. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3040. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3041. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3042. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3043. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3044. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3045. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-33"/>
  3046. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-37"/>
  3047. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3048. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3049. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3050. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3051. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3052. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3053. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3054. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3055. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3056. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
  3057. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-34"/>
  3058. </g>
  3059. </g>
  3060. <g id="text_15">
  3061. <!-- 0.24 -->
  3062. <g style="fill:#d3d3d3;" transform="translate(11.0175 130.483934)scale(0.03 -0.03)">
  3063. <use xlink:href="#DejaVuSans-30"/>
  3064. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3065. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  3066. <use x="159.033203" xlink:href="#DejaVuSans-34"/>
  3067. </g>
  3068. </g>
  3069. </g>
  3070. <g id="axes_6">
  3071. <g id="patch_17">
  3072. <path d="M 15.161346 278.112
  3073. L 18.697188 278.112
  3074. L 18.697188 150.37824
  3075. L 15.161346 150.37824
  3076. z
  3077. " style="fill:#ffffff;"/>
  3078. </g>
  3079. <g clip-path="url(#pd6154e72ad)">
  3080. <image height="946" id="imagee19b977611" transform="matrix(4 0 0 0.135307 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3081. iVBORw0KGgoAAAANSUhEUgAAAAEAAAOyCAYAAACyo7/PAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQca4ZpXX3vytU0jSQAAAAAAnzBsuSHjmBzcDRmvox4TzwQAsMsC6wUNfHMBp0AAAAAASUVORK5CYII="/>
  3082. </g>
  3083. <g id="matplotlib.axis_11"/>
  3084. <g id="matplotlib.axis_12"/>
  3085. </g>
  3086. <g id="axes_7">
  3087. <g id="patch_18">
  3088. <path d="M 18.697188 278.112
  3089. L 372.281346 278.112
  3090. L 372.281346 150.37824
  3091. L 18.697188 150.37824
  3092. z
  3093. " style="fill:#ffffff;"/>
  3094. </g>
  3095. <g clip-path="url(#p15dc7be34e)">
  3096. <image height="128.16" id="imageb6cb197741" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3097. 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" y="-149.952"/>
  3098. </g>
  3099. <g id="matplotlib.axis_13">
  3100. <g id="xtick_26">
  3101. <g id="line2d_11">
  3102. <defs>
  3103. <path d="M 0 0
  3104. L 0 4.8
  3105. " id="m4998427e5a" style="stroke:#262626;"/>
  3106. </defs>
  3107. <g>
  3108. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m4998427e5a" y="278.112"/>
  3109. </g>
  3110. </g>
  3111. <g id="text_16">
  3112. <!-- 0.00 -->
  3113. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3114. <use xlink:href="#DejaVuSans-30"/>
  3115. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3116. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3117. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3118. </g>
  3119. </g>
  3120. </g>
  3121. <g id="xtick_27">
  3122. <g id="line2d_12">
  3123. <g>
  3124. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m4998427e5a" y="278.112"/>
  3125. </g>
  3126. </g>
  3127. <g id="text_17">
  3128. <!-- 106.00 -->
  3129. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3130. <use xlink:href="#DejaVuSans-31"/>
  3131. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3132. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3133. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3134. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3135. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3136. </g>
  3137. </g>
  3138. </g>
  3139. <g id="xtick_28">
  3140. <g id="line2d_13">
  3141. <g>
  3142. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m4998427e5a" y="278.112"/>
  3143. </g>
  3144. </g>
  3145. <g id="text_18">
  3146. <!-- 212.00 -->
  3147. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3148. <use xlink:href="#DejaVuSans-32"/>
  3149. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3150. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3151. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3152. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3153. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3154. </g>
  3155. </g>
  3156. </g>
  3157. <g id="xtick_29">
  3158. <g id="line2d_14">
  3159. <g>
  3160. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m4998427e5a" y="278.112"/>
  3161. </g>
  3162. </g>
  3163. <g id="text_19">
  3164. <!-- 318.00 -->
  3165. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3166. <use xlink:href="#DejaVuSans-33"/>
  3167. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3168. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3169. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3170. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3171. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3172. </g>
  3173. </g>
  3174. </g>
  3175. <g id="xtick_30">
  3176. <g id="line2d_15">
  3177. <g>
  3178. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m4998427e5a" y="278.112"/>
  3179. </g>
  3180. </g>
  3181. <g id="text_20">
  3182. <!-- 424.00 -->
  3183. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3184. <use xlink:href="#DejaVuSans-34"/>
  3185. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3186. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3187. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3188. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3189. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3190. </g>
  3191. </g>
  3192. </g>
  3193. <g id="text_21">
  3194. <!-- time (s) -->
  3195. <defs>
  3196. <path d="M 18.3125 70.21875
  3197. L 18.3125 54.6875
  3198. L 36.8125 54.6875
  3199. L 36.8125 47.703125
  3200. L 18.3125 47.703125
  3201. L 18.3125 18.015625
  3202. Q 18.3125 11.328125 20.140625 9.421875
  3203. Q 21.96875 7.515625 27.59375 7.515625
  3204. L 36.8125 7.515625
  3205. L 36.8125 0
  3206. L 27.59375 0
  3207. Q 17.1875 0 13.234375 3.875
  3208. Q 9.28125 7.765625 9.28125 18.015625
  3209. L 9.28125 47.703125
  3210. L 2.6875 47.703125
  3211. L 2.6875 54.6875
  3212. L 9.28125 54.6875
  3213. L 9.28125 70.21875
  3214. z
  3215. " id="DejaVuSans-74"/>
  3216. <path d="M 9.421875 54.6875
  3217. L 18.40625 54.6875
  3218. L 18.40625 0
  3219. L 9.421875 0
  3220. z
  3221. M 9.421875 75.984375
  3222. L 18.40625 75.984375
  3223. L 18.40625 64.59375
  3224. L 9.421875 64.59375
  3225. z
  3226. " id="DejaVuSans-69"/>
  3227. <path d="M 31 75.875
  3228. Q 24.46875 64.65625 21.28125 53.65625
  3229. Q 18.109375 42.671875 18.109375 31.390625
  3230. Q 18.109375 20.125 21.3125 9.0625
  3231. Q 24.515625 -2 31 -13.1875
  3232. L 23.1875 -13.1875
  3233. Q 15.875 -1.703125 12.234375 9.375
  3234. Q 8.59375 20.453125 8.59375 31.390625
  3235. Q 8.59375 42.28125 12.203125 53.3125
  3236. Q 15.828125 64.359375 23.1875 75.875
  3237. z
  3238. " id="DejaVuSans-28"/>
  3239. <path d="M 44.28125 53.078125
  3240. L 44.28125 44.578125
  3241. Q 40.484375 46.53125 36.375 47.5
  3242. Q 32.28125 48.484375 27.875 48.484375
  3243. Q 21.1875 48.484375 17.84375 46.4375
  3244. Q 14.5 44.390625 14.5 40.28125
  3245. Q 14.5 37.15625 16.890625 35.375
  3246. Q 19.28125 33.59375 26.515625 31.984375
  3247. L 29.59375 31.296875
  3248. Q 39.15625 29.25 43.1875 25.515625
  3249. Q 47.21875 21.78125 47.21875 15.09375
  3250. Q 47.21875 7.46875 41.1875 3.015625
  3251. Q 35.15625 -1.421875 24.609375 -1.421875
  3252. Q 20.21875 -1.421875 15.453125 -0.5625
  3253. Q 10.6875 0.296875 5.421875 2
  3254. L 5.421875 11.28125
  3255. Q 10.40625 8.6875 15.234375 7.390625
  3256. Q 20.0625 6.109375 24.8125 6.109375
  3257. Q 31.15625 6.109375 34.5625 8.28125
  3258. Q 37.984375 10.453125 37.984375 14.40625
  3259. Q 37.984375 18.0625 35.515625 20.015625
  3260. Q 33.0625 21.96875 24.703125 23.78125
  3261. L 21.578125 24.515625
  3262. Q 13.234375 26.265625 9.515625 29.90625
  3263. Q 5.8125 33.546875 5.8125 39.890625
  3264. Q 5.8125 47.609375 11.28125 51.796875
  3265. Q 16.75 56 26.8125 56
  3266. Q 31.78125 56 36.171875 55.265625
  3267. Q 40.578125 54.546875 44.28125 53.078125
  3268. z
  3269. " id="DejaVuSans-73"/>
  3270. <path d="M 8.015625 75.875
  3271. L 15.828125 75.875
  3272. Q 23.140625 64.359375 26.78125 53.3125
  3273. Q 30.421875 42.28125 30.421875 31.390625
  3274. Q 30.421875 20.453125 26.78125 9.375
  3275. Q 23.140625 -1.703125 15.828125 -13.1875
  3276. L 8.015625 -13.1875
  3277. Q 14.5 -2 17.703125 9.0625
  3278. Q 20.90625 20.125 20.90625 31.390625
  3279. Q 20.90625 42.671875 17.703125 53.65625
  3280. Q 14.5 64.65625 8.015625 75.875
  3281. z
  3282. " id="DejaVuSans-29"/>
  3283. </defs>
  3284. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3285. <use xlink:href="#DejaVuSans-74"/>
  3286. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3287. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3288. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3289. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3290. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3291. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3292. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3293. </g>
  3294. </g>
  3295. </g>
  3296. <g id="matplotlib.axis_14"/>
  3297. </g>
  3298. </g>
  3299. <defs>
  3300. <clipPath id="pcfae56bde1">
  3301. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3302. </clipPath>
  3303. <clipPath id="pd486ce084d">
  3304. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3305. </clipPath>
  3306. <clipPath id="p9e159221c0">
  3307. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3308. </clipPath>
  3309. <clipPath id="p4e2f3769a6">
  3310. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3311. </clipPath>
  3312. <clipPath id="pe11001e1c9">
  3313. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3314. </clipPath>
  3315. <clipPath id="pd6154e72ad">
  3316. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3317. </clipPath>
  3318. <clipPath id="p15dc7be34e">
  3319. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3320. </clipPath>
  3321. </defs>
  3322. </svg>