sub-18_ses-02_task-highspeed_rec-prenorm_run-01_carpetplot.svg 419 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525152615271528152915301531153215331534153515361537153815391540154115421543154415451546154715481549155015511552155315541555155615571558155915601561156215631564156515661567156815691570157115721573157415751576157715781579158015811582158315841585158615871588158915901591159215931594159515961597159815991600160116021603160416051606160716081609161016111612161316141615161616171618161916201621162216231624162516261627162816291630163116321633163416351636163716381639164016411642164316441645164616471648164916501651165216531654165516561657165816591660166116621663166416651666166716681669167016711672167316741675167616771678167916801681168216831684168516861687168816891690169116921693169416951696169716981699170017011702170317041705170617071708170917101711171217131714171517161717171817191720172117221723172417251726172717281729173017311732173317341735173617371738173917401741174217431744174517461747174817491750175117521753175417551756175717581759176017611762176317641765176617671768176917701771177217731774177517761777177817791780178117821783178417851786178717881789179017911792179317941795179617971798179918001801180218031804180518061807180818091810181118121813181418151816181718181819182018211822182318241825182618271828182918301831183218331834183518361837183818391840184118421843184418451846184718481849185018511852185318541855185618571858185918601861186218631864186518661867186818691870187118721873187418751876187718781879188018811882188318841885188618871888188918901891189218931894189518961897189818991900190119021903190419051906190719081909191019111912191319141915191619171918191919201921192219231924192519261927192819291930193119321933193419351936193719381939194019411942194319441945194619471948194919501951195219531954195519561957195819591960196119621963196419651966196719681969197019711972197319741975197619771978197919801981198219831984198519861987198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050205120522053205420552056205720582059206020612062206320642065206620672068206920702071207220732074207520762077207820792080208120822083208420852086208720882089209020912092209320942095209620972098209921002101210221032104210521062107210821092110211121122113211421152116211721182119212021212122212321242125212621272128212921302131213221332134213521362137213821392140214121422143214421452146214721482149215021512152215321542155215621572158215921602161216221632164216521662167216821692170217121722173217421752176217721782179218021812182218321842185218621872188218921902191219221932194219521962197219821992200220122022203220422052206220722082209221022112212221322142215221622172218221922202221222222232224222522262227222822292230223122322233223422352236223722382239224022412242224322442245224622472248224922502251225222532254225522562257225822592260226122622263226422652266226722682269227022712272227322742275227622772278227922802281228222832284228522862287228822892290229122922293229422952296229722982299230023012302230323042305230623072308230923102311231223132314231523162317231823192320232123222323232423252326232723282329233023312332233323342335233623372338233923402341234223432344234523462347234823492350235123522353235423552356235723582359236023612362236323642365236623672368236923702371237223732374237523762377237823792380238123822383238423852386238723882389239023912392239323942395239623972398239924002401240224032404240524062407240824092410241124122413241424152416241724182419242024212422242324242425242624272428242924302431243224332434243524362437243824392440244124422443244424452446244724482449245024512452245324542455245624572458245924602461246224632464246524662467246824692470247124722473247424752476247724782479248024812482248324842485248624872488248924902491249224932494249524962497249824992500250125022503250425052506250725082509251025112512251325142515251625172518251925202521252225232524252525262527252825292530253125322533253425352536253725382539254025412542254325442545254625472548254925502551255225532554255525562557255825592560256125622563256425652566256725682569257025712572257325742575257625772578257925802581258225832584258525862587258825892590259125922593259425952596259725982599260026012602260326042605260626072608260926102611261226132614261526162617261826192620262126222623262426252626262726282629263026312632263326342635263626372638263926402641264226432644264526462647264826492650265126522653265426552656265726582659266026612662266326642665266626672668266926702671267226732674267526762677267826792680268126822683268426852686268726882689269026912692269326942695269626972698269927002701270227032704270527062707270827092710271127122713271427152716271727182719272027212722272327242725272627272728272927302731273227332734273527362737273827392740274127422743274427452746274727482749275027512752275327542755275627572758275927602761276227632764276527662767276827692770277127722773277427752776277727782779278027812782278327842785278627872788278927902791279227932794279527962797279827992800280128022803280428052806280728082809281028112812281328142815281628172818281928202821282228232824282528262827282828292830283128322833283428352836283728382839284028412842284328442845284628472848284928502851285228532854285528562857285828592860286128622863286428652866286728682869287028712872287328742875287628772878287928802881288228832884288528862887288828892890289128922893289428952896289728982899290029012902290329042905290629072908290929102911291229132914291529162917291829192920292129222923292429252926292729282929293029312932293329342935293629372938293929402941294229432944294529462947294829492950295129522953295429552956295729582959296029612962296329642965296629672968296929702971297229732974297529762977297829792980298129822983298429852986298729882989299029912992299329942995299629972998299930003001300230033004300530063007300830093010301130123013301430153016301730183019302030213022302330243025302630273028302930303031303230333034303530363037303830393040304130423043304430453046304730483049305030513052305330543055305630573058305930603061306230633064306530663067306830693070307130723073307430753076307730783079308030813082308330843085308630873088308930903091309230933094309530963097309830993100310131023103310431053106310731083109311031113112311331143115311631173118311931203121312231233124312531263127312831293130313131323133313431353136313731383139314031413142314331443145314631473148314931503151315231533154315531563157315831593160316131623163316431653166316731683169317031713172317331743175317631773178317931803181318231833184318531863187318831893190319131923193319431953196319731983199320032013202320332043205320632073208320932103211321232133214321532163217321832193220322132223223322432253226322732283229323032313232323332343235323632373238323932403241324232433244324532463247324832493250325132523253325432553256325732583259326032613262326332643265326632673268326932703271327232733274327532763277327832793280328132823283328432853286
  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(#p363882b41c)" d="M 18.697188 22.822039
  39. L 372.281346 22.822039
  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(#p363882b41c)" d="M 18.697188 22.560603
  44. L 19.365589 23.20782
  45. L 20.702391 23.866614
  46. L 24.044396 24.869864
  47. L 25.381198 24.863651
  48. L 28.054802 24.338234
  49. L 31.396808 23.691153
  50. L 33.402011 23.619138
  51. L 34.070412 23.525059
  52. L 34.738813 23.580867
  53. L 35.407214 23.429733
  54. L 36.075615 23.499172
  55. L 37.412417 23.424537
  56. L 39.41762 23.509638
  57. L 43.428027 23.82257
  58. L 45.43323 23.572476
  59. L 47.438433 23.612129
  60. L 49.443636 23.521947
  61. L 50.780438 23.575786
  62. L 52.785641 23.67173
  63. L 53.454042 23.701808
  64. L 54.790845 23.49541
  65. L 55.459246 23.408581
  66. L 56.127647 23.498721
  67. L 56.796048 23.472257
  68. L 58.801251 23.731132
  69. L 59.469652 23.732923
  70. L 60.138053 23.886959
  71. L 60.806454 23.75989
  72. L 62.143256 23.905932
  73. L 64.148459 23.710912
  74. L 66.153662 23.862926
  75. L 68.158866 23.896608
  76. L 69.495668 23.862224
  77. L 72.837673 23.503027
  78. L 74.174475 23.59786
  79. L 76.179678 23.749214
  80. L 78.184881 23.643841
  81. L 80.190085 23.280286
  82. L 80.858486 23.242225
  83. L 82.863689 23.702049
  84. L 83.53209 23.719262
  85. L 84.200491 23.873748
  86. L 88.879298 23.959928
  87. L 89.547699 23.847934
  88. L 91.552903 23.812754
  89. L 92.221304 23.617137
  90. L 94.226507 23.54751
  91. L 96.23171 23.672306
  92. L 96.900111 23.631018
  93. L 98.905314 23.761754
  94. L 101.578918 23.534404
  95. L 102.247319 23.548945
  96. L 102.915721 23.427114
  97. L 103.584122 23.444819
  98. L 104.252523 23.340191
  99. L 106.926127 23.428214
  100. L 108.93133 23.659336
  101. L 109.599731 23.743955
  102. L 110.268132 23.675564
  103. L 110.936533 23.743326
  104. L 112.941736 23.592538
  105. L 113.610137 23.665612
  106. L 114.94694 23.6836
  107. L 116.283742 23.767852
  108. L 118.957346 23.670703
  109. L 120.962549 23.582261
  110. L 122.967752 23.715019
  111. L 124.304554 23.573502
  112. L 130.988565 23.258652
  113. L 131.656966 23.166155
  114. L 132.993768 23.283565
  115. L 134.998971 23.518082
  116. L 136.335773 23.511282
  117. L 137.672575 23.429765
  118. L 142.351383 23.224541
  119. L 145.693388 23.67636
  120. L 146.361789 23.733426
  121. L 147.03019 23.613114
  122. L 147.698591 23.662919
  123. L 148.366992 23.532759
  124. L 149.035393 23.600144
  125. L 149.703794 23.49474
  126. L 155.719404 23.780004
  127. L 157.056206 23.836169
  128. L 160.398211 23.423154
  129. L 163.071816 22.908905
  130. L 165.077019 23.178758
  131. L 166.413821 23.575629
  132. L 168.419024 23.717575
  133. L 171.761029 23.420399
  134. L 174.434633 23.371652
  135. L 176.439837 23.165087
  136. L 177.108238 23.196841
  137. L 177.776639 23.104805
  138. L 181.118644 23.364915
  139. L 183.123847 23.377885
  140. L 184.460649 23.50178
  141. L 189.139457 23.140519
  142. L 190.476259 23.282193
  143. L 191.14466 23.315843
  144. L 191.813061 23.4787
  145. L 192.481462 23.453263
  146. L 193.149863 23.568809
  147. L 195.155066 23.274073
  148. L 196.491868 23.292229
  149. L 207.854686 23.441582
  150. L 209.191488 23.149539
  151. L 209.859889 23.167255
  152. L 210.52829 23.35446
  153. L 211.865093 23.464997
  154. L 213.201895 23.771739
  155. L 213.870296 24.082618
  156. L 215.875499 24.203276
  157. L 217.880702 24.05451
  158. L 219.885905 23.818118
  159. L 221.222707 23.523823
  160. L 223.227911 23.22342
  161. L 226.569916 22.806099
  162. L 227.906718 22.716871
  163. L 230.580322 22.837591
  164. L 231.248723 22.988861
  165. L 233.253926 23.132767
  166. L 234.590728 23.213813
  167. L 237.264333 23.206343
  168. L 240.606338 23.392374
  169. L 242.611541 23.236851
  170. L 247.290349 23.145653
  171. L 247.95875 22.978647
  172. L 249.963953 23.02862
  173. L 253.974359 23.288887
  174. L 257.316364 23.008232
  175. L 257.984765 22.895432
  176. L 259.321568 23.020741
  177. L 262.663573 23.050191
  178. L 263.331974 22.877255
  179. L 264.668776 22.870005
  180. L 265.337177 22.720516
  181. L 268.010781 23.12119
  182. L 268.679182 23.315581
  183. L 271.352787 23.151949
  184. L 272.689589 22.952833
  185. L 274.026391 22.79776
  186. L 277.368396 23.015786
  187. L 278.036797 23.17857
  188. L 278.705198 23.187548
  189. L 279.373599 23.33731
  190. L 282.047203 23.278044
  191. L 284.052407 23.129225
  192. L 284.720808 23.208103
  193. L 287.394412 23.114956
  194. L 289.399615 23.221377
  195. L 290.736417 23.348373
  196. L 296.083626 23.262308
  197. L 296.752027 23.165663
  198. L 299.425631 23.345785
  199. L 303.436037 23.114611
  200. L 304.772839 23.134013
  201. L 308.114845 23.033931
  202. L 308.783246 23.067697
  203. L 310.788449 22.793202
  204. L 316.135657 23.071741
  205. L 321.482866 22.864505
  206. L 322.819668 22.929292
  207. L 328.166876 22.981266
  208. L 330.172079 22.855716
  209. L 331.508882 23.022198
  210. L 335.519288 23.365376
  211. L 336.187689 23.251203
  212. L 337.524491 23.291548
  213. L 342.871699 23.099346
  214. L 344.876903 22.932959
  215. L 346.213705 22.877884
  216. L 347.550507 22.837361
  217. L 348.218908 22.800934
  218. L 348.887309 22.885511
  219. L 350.224111 22.847209
  220. L 354.234517 22.811138
  221. L 356.239721 22.784193
  222. L 356.908122 22.704466
  223. L 360.250127 23.019484
  224. L 362.923731 22.849157
  225. L 364.260533 22.892017
  226. L 366.265736 23.254524
  227. L 370.276143 23.092537
  228. L 372.281346 22.783103
  229. L 372.281346 22.783103
  230. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  231. </g>
  232. <g id="text_1">
  233. <g id="patch_3">
  234. <path d="M 18.697188 25.935276
  235. L 29.974688 25.935276
  236. Q 32.374688 25.935276 32.374688 23.535276
  237. L 32.374688 15.792776
  238. Q 32.374688 13.392776 29.974688 13.392776
  239. L 18.697188 13.392776
  240. Q 16.297188 13.392776 16.297188 15.792776
  241. L 16.297188 23.535276
  242. Q 16.297188 25.935276 18.697188 25.935276
  243. z
  244. " style="fill:#ffffff;opacity:0.8;"/>
  245. </g>
  246. <!-- GS -->
  247. <defs>
  248. <path d="M 59.515625 10.40625
  249. L 59.515625 29.984375
  250. L 43.40625 29.984375
  251. L 43.40625 38.09375
  252. L 69.28125 38.09375
  253. L 69.28125 6.78125
  254. Q 63.578125 2.734375 56.6875 0.65625
  255. Q 49.8125 -1.421875 42 -1.421875
  256. Q 24.90625 -1.421875 15.25 8.5625
  257. Q 5.609375 18.5625 5.609375 36.375
  258. Q 5.609375 54.25 15.25 64.234375
  259. Q 24.90625 74.21875 42 74.21875
  260. Q 49.125 74.21875 55.546875 72.453125
  261. Q 61.96875 70.703125 67.390625 67.28125
  262. L 67.390625 56.78125
  263. Q 61.921875 61.421875 55.765625 63.765625
  264. Q 49.609375 66.109375 42.828125 66.109375
  265. Q 29.4375 66.109375 22.71875 58.640625
  266. Q 16.015625 51.171875 16.015625 36.375
  267. Q 16.015625 21.625 22.71875 14.15625
  268. Q 29.4375 6.6875 42.828125 6.6875
  269. Q 48.046875 6.6875 52.140625 7.59375
  270. Q 56.25 8.5 59.515625 10.40625
  271. z
  272. " id="DejaVuSans-47"/>
  273. <path d="M 53.515625 70.515625
  274. L 53.515625 60.890625
  275. Q 47.90625 63.578125 42.921875 64.890625
  276. Q 37.9375 66.21875 33.296875 66.21875
  277. Q 25.25 66.21875 20.875 63.09375
  278. Q 16.5 59.96875 16.5 54.203125
  279. Q 16.5 49.359375 19.40625 46.890625
  280. Q 22.3125 44.4375 30.421875 42.921875
  281. L 36.375 41.703125
  282. Q 47.40625 39.59375 52.65625 34.296875
  283. Q 57.90625 29 57.90625 20.125
  284. Q 57.90625 9.515625 50.796875 4.046875
  285. Q 43.703125 -1.421875 29.984375 -1.421875
  286. Q 24.8125 -1.421875 18.96875 -0.25
  287. Q 13.140625 0.921875 6.890625 3.21875
  288. L 6.890625 13.375
  289. Q 12.890625 10.015625 18.65625 8.296875
  290. Q 24.421875 6.59375 29.984375 6.59375
  291. Q 38.421875 6.59375 43.015625 9.90625
  292. Q 47.609375 13.234375 47.609375 19.390625
  293. Q 47.609375 24.75 44.3125 27.78125
  294. Q 41.015625 30.8125 33.5 32.328125
  295. L 27.484375 33.5
  296. Q 16.453125 35.6875 11.515625 40.375
  297. Q 6.59375 45.0625 6.59375 53.421875
  298. Q 6.59375 63.09375 13.40625 68.65625
  299. Q 20.21875 74.21875 32.171875 74.21875
  300. Q 37.3125 74.21875 42.625 73.28125
  301. Q 47.953125 72.359375 53.515625 70.515625
  302. z
  303. " id="DejaVuSans-53"/>
  304. </defs>
  305. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  306. <use xlink:href="#DejaVuSans-47"/>
  307. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  308. </g>
  309. </g>
  310. <g id="text_2">
  311. <g id="patch_4">
  312. <path d="M 280.129663 22.799651
  313. L 365.209663 22.799651
  314. Q 366.409663 22.799651 366.409663 21.599651
  315. L 366.409663 17.728401
  316. Q 366.409663 16.528401 365.209663 16.528401
  317. L 280.129663 16.528401
  318. Q 278.929663 16.528401 278.929663 17.728401
  319. L 278.929663 21.599651
  320. Q 278.929663 22.799651 280.129663 22.799651
  321. z
  322. " style="fill:#ffffff;opacity:0.8;"/>
  323. </g>
  324. <!-- max: 615.252 $\bullet$ mean: 610.523 $\bullet$ $\sigma$: 2.154 -->
  325. <defs>
  326. <path d="M 52 44.1875
  327. Q 55.375 50.25 60.0625 53.125
  328. Q 64.75 56 71.09375 56
  329. Q 79.640625 56 84.28125 50.015625
  330. Q 88.921875 44.046875 88.921875 33.015625
  331. L 88.921875 0
  332. L 79.890625 0
  333. L 79.890625 32.71875
  334. Q 79.890625 40.578125 77.09375 44.375
  335. Q 74.3125 48.1875 68.609375 48.1875
  336. Q 61.625 48.1875 57.5625 43.546875
  337. Q 53.515625 38.921875 53.515625 30.90625
  338. L 53.515625 0
  339. L 44.484375 0
  340. L 44.484375 32.71875
  341. Q 44.484375 40.625 41.703125 44.40625
  342. Q 38.921875 48.1875 33.109375 48.1875
  343. Q 26.21875 48.1875 22.15625 43.53125
  344. Q 18.109375 38.875 18.109375 30.90625
  345. L 18.109375 0
  346. L 9.078125 0
  347. L 9.078125 54.6875
  348. L 18.109375 54.6875
  349. L 18.109375 46.1875
  350. Q 21.1875 51.21875 25.484375 53.609375
  351. Q 29.78125 56 35.6875 56
  352. Q 41.65625 56 45.828125 52.96875
  353. Q 50 49.953125 52 44.1875
  354. z
  355. " id="DejaVuSans-6d"/>
  356. <path d="M 34.28125 27.484375
  357. Q 23.390625 27.484375 19.1875 25
  358. Q 14.984375 22.515625 14.984375 16.5
  359. Q 14.984375 11.71875 18.140625 8.90625
  360. Q 21.296875 6.109375 26.703125 6.109375
  361. Q 34.1875 6.109375 38.703125 11.40625
  362. Q 43.21875 16.703125 43.21875 25.484375
  363. L 43.21875 27.484375
  364. z
  365. M 52.203125 31.203125
  366. L 52.203125 0
  367. L 43.21875 0
  368. L 43.21875 8.296875
  369. Q 40.140625 3.328125 35.546875 0.953125
  370. Q 30.953125 -1.421875 24.3125 -1.421875
  371. Q 15.921875 -1.421875 10.953125 3.296875
  372. Q 6 8.015625 6 15.921875
  373. Q 6 25.140625 12.171875 29.828125
  374. Q 18.359375 34.515625 30.609375 34.515625
  375. L 43.21875 34.515625
  376. L 43.21875 35.40625
  377. Q 43.21875 41.609375 39.140625 45
  378. Q 35.0625 48.390625 27.6875 48.390625
  379. Q 23 48.390625 18.546875 47.265625
  380. Q 14.109375 46.140625 10.015625 43.890625
  381. L 10.015625 52.203125
  382. Q 14.9375 54.109375 19.578125 55.046875
  383. Q 24.21875 56 28.609375 56
  384. Q 40.484375 56 46.34375 49.84375
  385. Q 52.203125 43.703125 52.203125 31.203125
  386. z
  387. " id="DejaVuSans-61"/>
  388. <path d="M 54.890625 54.6875
  389. L 35.109375 28.078125
  390. L 55.90625 0
  391. L 45.3125 0
  392. L 29.390625 21.484375
  393. L 13.484375 0
  394. L 2.875 0
  395. L 24.125 28.609375
  396. L 4.6875 54.6875
  397. L 15.28125 54.6875
  398. L 29.78125 35.203125
  399. L 44.28125 54.6875
  400. z
  401. " id="DejaVuSans-78"/>
  402. <path d="M 11.71875 12.40625
  403. L 22.015625 12.40625
  404. L 22.015625 0
  405. L 11.71875 0
  406. z
  407. M 11.71875 51.703125
  408. L 22.015625 51.703125
  409. L 22.015625 39.3125
  410. L 11.71875 39.3125
  411. z
  412. " id="DejaVuSans-3a"/>
  413. <path id="DejaVuSans-20"/>
  414. <path d="M 33.015625 40.375
  415. Q 26.375 40.375 22.484375 35.828125
  416. Q 18.609375 31.296875 18.609375 23.390625
  417. Q 18.609375 15.53125 22.484375 10.953125
  418. Q 26.375 6.390625 33.015625 6.390625
  419. Q 39.65625 6.390625 43.53125 10.953125
  420. Q 47.40625 15.53125 47.40625 23.390625
  421. Q 47.40625 31.296875 43.53125 35.828125
  422. Q 39.65625 40.375 33.015625 40.375
  423. z
  424. M 52.59375 71.296875
  425. L 52.59375 62.3125
  426. Q 48.875 64.0625 45.09375 64.984375
  427. Q 41.3125 65.921875 37.59375 65.921875
  428. Q 27.828125 65.921875 22.671875 59.328125
  429. Q 17.53125 52.734375 16.796875 39.40625
  430. Q 19.671875 43.65625 24.015625 45.921875
  431. Q 28.375 48.1875 33.59375 48.1875
  432. Q 44.578125 48.1875 50.953125 41.515625
  433. Q 57.328125 34.859375 57.328125 23.390625
  434. Q 57.328125 12.15625 50.6875 5.359375
  435. Q 44.046875 -1.421875 33.015625 -1.421875
  436. Q 20.359375 -1.421875 13.671875 8.265625
  437. Q 6.984375 17.96875 6.984375 36.375
  438. Q 6.984375 53.65625 15.1875 63.9375
  439. Q 23.390625 74.21875 37.203125 74.21875
  440. Q 40.921875 74.21875 44.703125 73.484375
  441. Q 48.484375 72.75 52.59375 71.296875
  442. z
  443. " id="DejaVuSans-36"/>
  444. <path d="M 12.40625 8.296875
  445. L 28.515625 8.296875
  446. L 28.515625 63.921875
  447. L 10.984375 60.40625
  448. L 10.984375 69.390625
  449. L 28.421875 72.90625
  450. L 38.28125 72.90625
  451. L 38.28125 8.296875
  452. L 54.390625 8.296875
  453. L 54.390625 0
  454. L 12.40625 0
  455. z
  456. " id="DejaVuSans-31"/>
  457. <path d="M 10.796875 72.90625
  458. L 49.515625 72.90625
  459. L 49.515625 64.59375
  460. L 19.828125 64.59375
  461. L 19.828125 46.734375
  462. Q 21.96875 47.46875 24.109375 47.828125
  463. Q 26.265625 48.1875 28.421875 48.1875
  464. Q 40.625 48.1875 47.75 41.5
  465. Q 54.890625 34.8125 54.890625 23.390625
  466. Q 54.890625 11.625 47.5625 5.09375
  467. Q 40.234375 -1.421875 26.90625 -1.421875
  468. Q 22.3125 -1.421875 17.546875 -0.640625
  469. Q 12.796875 0.140625 7.71875 1.703125
  470. L 7.71875 11.625
  471. Q 12.109375 9.234375 16.796875 8.0625
  472. Q 21.484375 6.890625 26.703125 6.890625
  473. Q 35.15625 6.890625 40.078125 11.328125
  474. Q 45.015625 15.765625 45.015625 23.390625
  475. Q 45.015625 31 40.078125 35.4375
  476. Q 35.15625 39.890625 26.703125 39.890625
  477. Q 22.75 39.890625 18.8125 39.015625
  478. Q 14.890625 38.140625 10.796875 36.28125
  479. z
  480. " id="DejaVuSans-35"/>
  481. <path d="M 10.6875 12.40625
  482. L 21 12.40625
  483. L 21 0
  484. L 10.6875 0
  485. z
  486. " id="DejaVuSans-2e"/>
  487. <path d="M 19.1875 8.296875
  488. L 53.609375 8.296875
  489. L 53.609375 0
  490. L 7.328125 0
  491. L 7.328125 8.296875
  492. Q 12.9375 14.109375 22.625 23.890625
  493. Q 32.328125 33.6875 34.8125 36.53125
  494. Q 39.546875 41.84375 41.421875 45.53125
  495. Q 43.3125 49.21875 43.3125 52.78125
  496. Q 43.3125 58.59375 39.234375 62.25
  497. Q 35.15625 65.921875 28.609375 65.921875
  498. Q 23.96875 65.921875 18.8125 64.3125
  499. Q 13.671875 62.703125 7.8125 59.421875
  500. L 7.8125 69.390625
  501. Q 13.765625 71.78125 18.9375 73
  502. Q 24.125 74.21875 28.421875 74.21875
  503. Q 39.75 74.21875 46.484375 68.546875
  504. Q 53.21875 62.890625 53.21875 53.421875
  505. Q 53.21875 48.921875 51.53125 44.890625
  506. Q 49.859375 40.875 45.40625 35.40625
  507. Q 44.1875 33.984375 37.640625 27.21875
  508. Q 31.109375 20.453125 19.1875 8.296875
  509. z
  510. " id="DejaVuSans-32"/>
  511. <path d="M 16.734375 31.203125
  512. Q 16.734375 37.265625 20.953125 41.4375
  513. Q 25.1875 45.609375 31.34375 45.609375
  514. Q 37.390625 45.609375 41.5625 41.4375
  515. Q 45.75 37.265625 45.75 31.203125
  516. Q 45.75 25.109375 41.546875 20.90625
  517. Q 37.34375 16.703125 31.25 16.703125
  518. Q 25.140625 16.703125 20.9375 20.90625
  519. Q 16.734375 25.109375 16.734375 31.203125
  520. z
  521. " id="DejaVuSans-2219"/>
  522. <path d="M 56.203125 29.59375
  523. L 56.203125 25.203125
  524. L 14.890625 25.203125
  525. Q 15.484375 15.921875 20.484375 11.0625
  526. Q 25.484375 6.203125 34.421875 6.203125
  527. Q 39.59375 6.203125 44.453125 7.46875
  528. Q 49.3125 8.734375 54.109375 11.28125
  529. L 54.109375 2.78125
  530. Q 49.265625 0.734375 44.1875 -0.34375
  531. Q 39.109375 -1.421875 33.890625 -1.421875
  532. Q 20.796875 -1.421875 13.15625 6.1875
  533. Q 5.515625 13.8125 5.515625 26.8125
  534. Q 5.515625 40.234375 12.765625 48.109375
  535. Q 20.015625 56 32.328125 56
  536. Q 43.359375 56 49.78125 48.890625
  537. Q 56.203125 41.796875 56.203125 29.59375
  538. z
  539. M 47.21875 32.234375
  540. Q 47.125 39.59375 43.09375 43.984375
  541. Q 39.0625 48.390625 32.421875 48.390625
  542. Q 24.90625 48.390625 20.390625 44.140625
  543. Q 15.875 39.890625 15.1875 32.171875
  544. z
  545. " id="DejaVuSans-65"/>
  546. <path d="M 54.890625 33.015625
  547. L 54.890625 0
  548. L 45.90625 0
  549. L 45.90625 32.71875
  550. Q 45.90625 40.484375 42.875 44.328125
  551. Q 39.84375 48.1875 33.796875 48.1875
  552. Q 26.515625 48.1875 22.3125 43.546875
  553. Q 18.109375 38.921875 18.109375 30.90625
  554. L 18.109375 0
  555. L 9.078125 0
  556. L 9.078125 54.6875
  557. L 18.109375 54.6875
  558. L 18.109375 46.1875
  559. Q 21.34375 51.125 25.703125 53.5625
  560. Q 30.078125 56 35.796875 56
  561. Q 45.21875 56 50.046875 50.171875
  562. Q 54.890625 44.34375 54.890625 33.015625
  563. z
  564. " id="DejaVuSans-6e"/>
  565. <path d="M 31.78125 66.40625
  566. Q 24.171875 66.40625 20.328125 58.90625
  567. Q 16.5 51.421875 16.5 36.375
  568. Q 16.5 21.390625 20.328125 13.890625
  569. Q 24.171875 6.390625 31.78125 6.390625
  570. Q 39.453125 6.390625 43.28125 13.890625
  571. Q 47.125 21.390625 47.125 36.375
  572. Q 47.125 51.421875 43.28125 58.90625
  573. Q 39.453125 66.40625 31.78125 66.40625
  574. z
  575. M 31.78125 74.21875
  576. Q 44.046875 74.21875 50.515625 64.515625
  577. Q 56.984375 54.828125 56.984375 36.375
  578. Q 56.984375 17.96875 50.515625 8.265625
  579. Q 44.046875 -1.421875 31.78125 -1.421875
  580. Q 19.53125 -1.421875 13.0625 8.265625
  581. Q 6.59375 17.96875 6.59375 36.375
  582. Q 6.59375 54.828125 13.0625 64.515625
  583. Q 19.53125 74.21875 31.78125 74.21875
  584. z
  585. " id="DejaVuSans-30"/>
  586. <path d="M 40.578125 39.3125
  587. Q 47.65625 37.796875 51.625 33
  588. Q 55.609375 28.21875 55.609375 21.1875
  589. Q 55.609375 10.40625 48.1875 4.484375
  590. Q 40.765625 -1.421875 27.09375 -1.421875
  591. Q 22.515625 -1.421875 17.65625 -0.515625
  592. Q 12.796875 0.390625 7.625 2.203125
  593. L 7.625 11.71875
  594. Q 11.71875 9.328125 16.59375 8.109375
  595. Q 21.484375 6.890625 26.8125 6.890625
  596. Q 36.078125 6.890625 40.9375 10.546875
  597. Q 45.796875 14.203125 45.796875 21.1875
  598. Q 45.796875 27.640625 41.28125 31.265625
  599. Q 36.765625 34.90625 28.71875 34.90625
  600. L 20.21875 34.90625
  601. L 20.21875 43.015625
  602. L 29.109375 43.015625
  603. Q 36.375 43.015625 40.234375 45.921875
  604. Q 44.09375 48.828125 44.09375 54.296875
  605. Q 44.09375 59.90625 40.109375 62.90625
  606. Q 36.140625 65.921875 28.71875 65.921875
  607. Q 24.65625 65.921875 20.015625 65.03125
  608. Q 15.375 64.15625 9.8125 62.3125
  609. L 9.8125 71.09375
  610. Q 15.4375 72.65625 20.34375 73.4375
  611. Q 25.25 74.21875 29.59375 74.21875
  612. Q 40.828125 74.21875 47.359375 69.109375
  613. Q 53.90625 64.015625 53.90625 55.328125
  614. Q 53.90625 49.265625 50.4375 45.09375
  615. Q 46.96875 40.921875 40.578125 39.3125
  616. z
  617. " id="DejaVuSans-33"/>
  618. <path d="M 34.671875 47.5625
  619. Q 27.25 47.5625 22.21875 42.1875
  620. Q 16.890625 36.578125 15.140625 27.296875
  621. Q 13.1875 17.484375 16.3125 11.8125
  622. Q 19.390625 6.203125 26.65625 6.203125
  623. Q 33.84375 6.203125 39.109375 11.859375
  624. Q 44.4375 17.53125 46.34375 27.296875
  625. Q 48.046875 36.234375 45.015625 42.1875
  626. Q 42.1875 47.5625 34.671875 47.5625
  627. z
  628. M 36.078125 54.734375
  629. L 65.921875 54.6875
  630. L 64.15625 45.703125
  631. L 54.109375 45.703125
  632. Q 57.90625 38.09375 55.859375 27.296875
  633. Q 53.21875 13.875 45.0625 6.25
  634. Q 36.859375 -1.421875 25.140625 -1.421875
  635. Q 13.375 -1.421875 8.203125 6.25
  636. Q 3.03125 13.875 5.671875 27.296875
  637. Q 8.25 40.765625 16.40625 48.390625
  638. Q 23.1875 54.734375 36.078125 54.734375
  639. z
  640. " id="DejaVuSans-Oblique-3c3"/>
  641. <path d="M 37.796875 64.3125
  642. L 12.890625 25.390625
  643. L 37.796875 25.390625
  644. z
  645. M 35.203125 72.90625
  646. L 47.609375 72.90625
  647. L 47.609375 25.390625
  648. L 58.015625 25.390625
  649. L 58.015625 17.1875
  650. L 47.609375 17.1875
  651. L 47.609375 0
  652. L 37.796875 0
  653. L 37.796875 17.1875
  654. L 4.890625 17.1875
  655. L 4.890625 26.703125
  656. z
  657. " id="DejaVuSans-34"/>
  658. </defs>
  659. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  660. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  661. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  662. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  663. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  664. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  665. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  666. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
  667. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
  668. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  669. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
  670. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-35"/>
  671. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-32"/>
  672. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  673. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  674. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  675. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  676. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  677. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  678. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  679. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  680. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  681. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-36"/>
  682. <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-31"/>
  683. <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-30"/>
  684. <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
  685. <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-35"/>
  686. <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-32"/>
  687. <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-33"/>
  688. <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
  689. <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
  690. <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
  691. <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  692. <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
  693. <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
  694. <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
  695. <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  696. <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
  697. <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-35"/>
  698. <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-34"/>
  699. </g>
  700. </g>
  701. <g id="text_3">
  702. <!-- 613.73 -->
  703. <defs>
  704. <path d="M 8.203125 72.90625
  705. L 55.078125 72.90625
  706. L 55.078125 68.703125
  707. L 28.609375 0
  708. L 18.3125 0
  709. L 43.21875 64.59375
  710. L 8.203125 64.59375
  711. z
  712. " id="DejaVuSans-37"/>
  713. </defs>
  714. <g style="fill:#d3d3d3;" transform="translate(7.2 23.649852)scale(0.03 -0.03)">
  715. <use xlink:href="#DejaVuSans-36"/>
  716. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  717. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  718. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  719. <use x="222.65625" xlink:href="#DejaVuSans-37"/>
  720. <use x="286.279297" xlink:href="#DejaVuSans-33"/>
  721. </g>
  722. </g>
  723. </g>
  724. <g id="axes_2">
  725. <g id="patch_5">
  726. <path d="M 18.697188 65.2224
  727. L 372.281346 65.2224
  728. L 372.281346 39.675648
  729. L 18.697188 39.675648
  730. z
  731. " style="fill:#ffffff;"/>
  732. </g>
  733. <g id="matplotlib.axis_3">
  734. <g id="xtick_6"/>
  735. <g id="xtick_7"/>
  736. <g id="xtick_8"/>
  737. <g id="xtick_9"/>
  738. <g id="xtick_10"/>
  739. </g>
  740. <g id="matplotlib.axis_4"/>
  741. <g id="line2d_3">
  742. <path clip-path="url(#p7f8c117e4b)" d="M 18.697188 51.000642
  743. L 372.281346 51.000642
  744. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  745. </g>
  746. <g id="line2d_4">
  747. <path clip-path="url(#p7f8c117e4b)" d="M 18.697188 49.664627
  748. L 19.365589 51.378807
  749. L 20.03399 51.608888
  750. L 20.702391 52.214589
  751. L 21.370792 52.097041
  752. L 22.707594 52.888338
  753. L 23.375995 52.920414
  754. L 24.044396 53.135416
  755. L 25.381198 53.271696
  756. L 26.049599 53.139398
  757. L 27.386401 53.175293
  758. L 30.060005 52.460565
  759. L 30.728407 52.47849
  760. L 31.396808 52.28865
  761. L 32.73361 52.205175
  762. L 33.402011 52.530904
  763. L 34.070412 52.195804
  764. L 34.738813 52.400602
  765. L 35.407214 52.015283
  766. L 36.075615 52.328406
  767. L 36.744016 52.008003
  768. L 37.412417 52.315556
  769. L 38.080818 51.971146
  770. L 38.749219 52.112641
  771. L 39.41762 51.885588
  772. L 40.086021 52.233408
  773. L 40.754422 51.892555
  774. L 41.422823 52.318662
  775. L 44.096428 52.246926
  776. L 45.43323 51.926671
  777. L 46.101631 52.080998
  778. L 48.106834 51.800741
  779. L 48.775235 52.038197
  780. L 49.443636 51.621469
  781. L 50.112037 52.074031
  782. L 50.780438 51.654691
  783. L 51.448839 52.093665
  784. L 52.11724 51.832965
  785. L 52.785641 52.103331
  786. L 55.459246 51.72753
  787. L 56.127647 51.830614
  788. L 56.796048 51.80462
  789. L 57.464449 51.942895
  790. L 58.13285 51.809704
  791. L 58.801251 52.12366
  792. L 59.469652 51.88774
  793. L 60.138053 52.194902
  794. L 60.806454 52.062803
  795. L 61.474855 52.329898
  796. L 64.148459 52.15486
  797. L 64.81686 51.979484
  798. L 65.485261 52.166469
  799. L 66.153662 52.034466
  800. L 66.822064 52.226241
  801. L 67.490465 52.04729
  802. L 68.158866 52.386234
  803. L 68.827267 52.128553
  804. L 70.164069 52.48996
  805. L 70.83247 52.480659
  806. L 71.500871 52.09593
  807. L 72.169272 52.271922
  808. L 72.837673 51.830961
  809. L 73.506074 52.053962
  810. L 74.174475 51.848297
  811. L 74.842876 52.105726
  812. L 75.511277 52.086464
  813. L 76.179678 52.317751
  814. L 76.848079 52.096034
  815. L 78.184881 52.14457
  816. L 78.853283 51.356145
  817. L 79.521684 51.641772
  818. L 80.190085 51.343165
  819. L 82.195288 51.575233
  820. L 82.863689 51.870317
  821. L 83.53209 51.763893
  822. L 84.200491 52.067888
  823. L 84.868892 51.894507
  824. L 85.537293 52.341611
  825. L 86.205694 51.821391
  826. L 86.874095 52.305673
  827. L 87.542496 51.900034
  828. L 88.210897 52.308016
  829. L 88.879298 52.05057
  830. L 89.547699 52.034779
  831. L 90.2161 52.269797
  832. L 90.884502 52.107313
  833. L 92.889705 52.071905
  834. L 93.558106 51.62481
  835. L 94.226507 51.922914
  836. L 96.900111 51.827178
  837. L 97.568512 52.085588
  838. L 98.236913 51.759398
  839. L 98.905314 52.110376
  840. L 99.573715 51.928094
  841. L 100.242116 52.211821
  842. L 100.910517 51.799639
  843. L 101.578918 51.720259
  844. L 102.247319 51.929699
  845. L 104.252523 51.586191
  846. L 104.920924 51.860782
  847. L 105.589325 51.566825
  848. L 106.257726 51.772595
  849. L 106.926127 51.625721
  850. L 107.594528 51.946392
  851. L 108.93133 51.788082
  852. L 109.599731 51.982928
  853. L 110.936533 52.032957
  854. L 111.604934 51.758973
  855. L 112.273335 52.123321
  856. L 112.941736 51.559372
  857. L 113.610137 52.015673
  858. L 114.278538 51.590156
  859. L 114.94694 52.05345
  860. L 115.615341 51.817131
  861. L 116.283742 51.840089
  862. L 116.952143 52.032367
  863. L 117.620544 51.773003
  864. L 118.288945 51.937837
  865. L 118.957346 51.676295
  866. L 119.625747 51.87915
  867. L 120.294148 51.80167
  868. L 120.962549 51.595032
  869. L 121.63095 51.994078
  870. L 122.299351 51.608177
  871. L 122.967752 52.078916
  872. L 123.636153 51.65529
  873. L 124.304554 52.137074
  874. L 124.972955 51.777124
  875. L 125.641356 51.883046
  876. L 127.64656 51.751485
  877. L 128.314961 51.717595
  878. L 128.983362 51.902906
  879. L 129.651763 51.767346
  880. L 130.320164 52.128631
  881. L 130.988565 51.606528
  882. L 132.325367 51.714151
  883. L 132.993768 51.445503
  884. L 133.662169 51.872035
  885. L 134.33057 51.525578
  886. L 134.998971 51.853919
  887. L 136.335773 51.609531
  888. L 137.004174 51.839759
  889. L 137.672575 51.470326
  890. L 138.340976 51.709309
  891. L 139.009378 51.481007
  892. L 140.34618 51.479211
  893. L 141.014581 51.071585
  894. L 141.682982 51.490837
  895. L 142.351383 51.192777
  896. L 143.019784 51.494863
  897. L 143.688185 51.438814
  898. L 146.361789 51.965793
  899. L 147.03019 51.776161
  900. L 147.698591 52.016949
  901. L 148.366992 51.906993
  902. L 149.035393 52.047281
  903. L 149.703794 51.677146
  904. L 150.372195 51.996169
  905. L 151.040597 51.604949
  906. L 151.708998 51.94267
  907. L 152.377399 51.592221
  908. L 153.0458 51.929516
  909. L 153.714201 51.780647
  910. L 154.382602 51.83084
  911. L 155.051003 52.190104
  912. L 155.719404 51.961272
  913. L 156.387805 52.213973
  914. L 157.056206 51.888876
  915. L 157.724607 52.160951
  916. L 158.393008 51.876252
  917. L 159.72981 51.8292
  918. L 160.398211 51.614997
  919. L 161.066612 51.597956
  920. L 161.735013 51.28807
  921. L 162.403414 51.444436
  922. L 163.071816 51.206876
  923. L 163.740217 51.370574
  924. L 164.408618 50.99951
  925. L 165.077019 51.492486
  926. L 165.74542 51.4431
  927. L 166.413821 51.843004
  928. L 167.082222 51.719035
  929. L 167.750623 51.738479
  930. L 168.419024 52.016576
  931. L 169.087425 51.96253
  932. L 169.755826 52.029009
  933. L 170.424227 51.672417
  934. L 171.092628 51.887505
  935. L 171.761029 51.538427
  936. L 172.42943 51.732527
  937. L 173.097831 51.610181
  938. L 173.766232 51.775163
  939. L 175.771436 51.59931
  940. L 176.439837 51.637243
  941. L 177.776639 51.411153
  942. L 178.44504 51.637286
  943. L 179.113441 51.444818
  944. L 179.781842 51.530436
  945. L 180.450243 51.368188
  946. L 181.118644 51.742011
  947. L 181.787045 51.397896
  948. L 182.455446 51.709413
  949. L 183.123847 51.529248
  950. L 183.792248 51.815925
  951. L 184.460649 51.557064
  952. L 185.12905 51.838631
  953. L 185.797451 51.774929
  954. L 186.465852 51.53513
  955. L 187.134254 51.640974
  956. L 187.802655 51.438145
  957. L 188.471056 51.541291
  958. L 189.139457 51.206173
  959. L 189.807858 51.527053
  960. L 190.476259 51.567806
  961. L 191.14466 51.478812
  962. L 191.813061 51.87869
  963. L 192.481462 51.655394
  964. L 193.149863 51.885484
  965. L 193.818264 51.650778
  966. L 194.486665 51.841156
  967. L 195.155066 51.560604
  968. L 195.823467 51.869129
  969. L 196.491868 51.281423
  970. L 197.160269 51.649694
  971. L 198.497071 51.269823
  972. L 199.165473 51.486699
  973. L 199.833874 51.452913
  974. L 200.502275 51.690924
  975. L 201.170676 51.535859
  976. L 201.839077 51.821686
  977. L 202.507478 51.506099
  978. L 203.175879 51.827439
  979. L 203.84428 51.565697
  980. L 204.512681 51.787319
  981. L 205.181082 51.727807
  982. L 205.849483 51.453659
  983. L 206.517884 51.982469
  984. L 207.186285 51.522333
  985. L 207.854686 51.311158
  986. L 208.523087 51.242189
  987. L 209.191488 51.326003
  988. L 209.859889 51.26611
  989. L 210.52829 51.516051
  990. L 211.196692 51.228124
  991. L 211.865093 51.485241
  992. L 212.533494 51.38004
  993. L 215.207098 52.273831
  994. L 215.875499 52.17859
  995. L 216.5439 52.24296
  996. L 217.212301 52.0587
  997. L 217.880702 52.317491
  998. L 221.891108 51.446206
  999. L 223.896312 51.623005
  1000. L 224.564713 51.397575
  1001. L 225.233114 51.583415
  1002. L 225.901515 51.316867
  1003. L 226.569916 51.458596
  1004. L 227.238317 51.05169
  1005. L 227.906718 51.394781
  1006. L 228.575119 50.978903
  1007. L 229.911921 51.083836
  1008. L 230.580322 51.021418
  1009. L 231.248723 51.226727
  1010. L 231.917124 51.242059
  1011. L 232.585525 51.49901
  1012. L 233.253926 51.25411
  1013. L 233.922327 51.557203
  1014. L 234.590728 51.313092
  1015. L 235.25913 51.619994
  1016. L 236.595932 51.410121
  1017. L 237.264333 51.570808
  1018. L 237.932734 51.315574
  1019. L 238.601135 51.533091
  1020. L 239.269536 51.334592
  1021. L 239.937937 51.516832
  1022. L 243.279942 51.522159
  1023. L 243.948343 51.386078
  1024. L 244.616744 51.627213
  1025. L 246.621947 51.292711
  1026. L 247.290349 51.573523
  1027. L 247.95875 51.018424
  1028. L 248.627151 51.361186
  1029. L 249.295552 51.023725
  1030. L 249.963953 51.351416
  1031. L 250.632354 51.072912
  1032. L 251.969156 51.54215
  1033. L 252.637557 51.475159
  1034. L 253.305958 51.686395
  1035. L 253.974359 51.461936
  1036. L 254.64276 51.776638
  1037. L 255.979562 51.193262
  1038. L 256.647963 51.697128
  1039. L 257.316364 51.311695
  1040. L 257.984765 51.129855
  1041. L 258.653166 51.417296
  1042. L 259.989969 51.2292
  1043. L 260.65837 51.403258
  1044. L 261.326771 51.041122
  1045. L 261.995172 51.407578
  1046. L 262.663573 51.368873
  1047. L 263.331974 50.973871
  1048. L 264.000375 51.64624
  1049. L 264.668776 51.458613
  1050. L 265.337177 51.062604
  1051. L 266.005578 51.034458
  1052. L 268.010781 51.267775
  1053. L 268.679182 51.611665
  1054. L 269.347583 51.453338
  1055. L 270.015984 51.668816
  1056. L 270.684385 51.422901
  1057. L 271.352787 51.582295
  1058. L 272.021188 51.369038
  1059. L 272.689589 51.306767
  1060. L 274.026391 50.924259
  1061. L 274.694792 51.192924
  1062. L 275.363193 50.782096
  1063. L 276.031594 51.278508
  1064. L 276.699995 50.829469
  1065. L 277.368396 51.303019
  1066. L 278.705198 51.311643
  1067. L 279.373599 51.470994
  1068. L 280.042 51.499158
  1069. L 281.378802 51.776144
  1070. L 282.047203 51.314229
  1071. L 282.715604 51.67004
  1072. L 283.384006 51.060869
  1073. L 284.052407 51.479584
  1074. L 284.720808 51.101197
  1075. L 285.389209 51.203292
  1076. L 286.05761 51.435603
  1077. L 286.726011 51.206364
  1078. L 287.394412 51.35329
  1079. L 288.062813 51.136927
  1080. L 288.731214 51.527556
  1081. L 289.399615 51.23674
  1082. L 290.068016 51.486265
  1083. L 290.736417 51.287271
  1084. L 291.404818 51.647967
  1085. L 292.073219 51.229113
  1086. L 292.74162 51.652947
  1087. L 293.410021 51.352466
  1088. L 294.078422 51.374088
  1089. L 294.746823 51.64185
  1090. L 295.415225 51.409765
  1091. L 296.083626 51.515409
  1092. L 296.752027 51.162938
  1093. L 297.420428 51.379554
  1094. L 298.088829 51.264904
  1095. L 298.75723 51.264765
  1096. L 300.094032 51.56581
  1097. L 300.762433 51.562045
  1098. L 301.430834 51.121309
  1099. L 302.099235 51.43451
  1100. L 302.767636 51.202459
  1101. L 303.436037 51.287358
  1102. L 304.104438 51.176612
  1103. L 305.44124 51.314602
  1104. L 306.109641 51.012394
  1105. L 306.778042 51.338991
  1106. L 307.446444 51.047707
  1107. L 308.114845 51.257815
  1108. L 308.783246 51.227656
  1109. L 309.451647 51.328467
  1110. L 310.120048 51.003188
  1111. L 311.45685 51.139937
  1112. L 312.125251 50.939391
  1113. L 312.793652 51.041981
  1114. L 313.462053 50.828489
  1115. L 314.130454 51.167459
  1116. L 315.467256 51.014494
  1117. L 316.135657 51.371771
  1118. L 316.804058 51.093805
  1119. L 317.472459 51.4136
  1120. L 318.14086 51.124649
  1121. L 318.809261 51.271888
  1122. L 320.146064 51.031716
  1123. L 320.814465 51.089267
  1124. L 321.482866 50.869945
  1125. L 322.151267 51.216914
  1126. L 322.819668 50.857963
  1127. L 323.488069 51.184881
  1128. L 324.15647 50.973567
  1129. L 324.824871 51.029079
  1130. L 325.493272 51.20213
  1131. L 326.830074 51.247733
  1132. L 327.498475 51.011292
  1133. L 328.166876 51.294239
  1134. L 328.835277 51.011249
  1135. L 329.503678 51.140831
  1136. L 330.172079 50.98417
  1137. L 330.84048 51.176153
  1138. L 331.508882 51.146514
  1139. L 332.177283 51.245833
  1140. L 332.845684 51.217045
  1141. L 334.182486 51.481007
  1142. L 334.850887 51.322498
  1143. L 335.519288 51.405748
  1144. L 336.187689 51.347173
  1145. L 336.85609 51.541724
  1146. L 337.524491 51.243933
  1147. L 338.192892 51.484408
  1148. L 338.861293 51.204611
  1149. L 339.529694 51.506064
  1150. L 340.198095 51.250917
  1151. L 340.866496 51.39249
  1152. L 341.534897 51.330272
  1153. L 342.203298 51.383189
  1154. L 343.540101 51.104399
  1155. L 344.208502 51.25352
  1156. L 344.876903 51.021895
  1157. L 345.545304 51.349212
  1158. L 346.213705 50.933022
  1159. L 346.882106 51.204594
  1160. L 348.218908 51.006806
  1161. L 349.55571 50.88997
  1162. L 350.224111 51.117248
  1163. L 350.892512 50.850805
  1164. L 352.229314 50.984543
  1165. L 352.897715 50.945542
  1166. L 353.566116 51.132354
  1167. L 354.234517 51.002026
  1168. L 355.57132 51.027196
  1169. L 356.239721 51.196863
  1170. L 356.908122 50.866162
  1171. L 357.576523 51.245425
  1172. L 358.244924 50.847655
  1173. L 358.913325 51.200143
  1174. L 360.250127 50.697709
  1175. L 360.918528 51.354149
  1176. L 362.25533 51.07365
  1177. L 362.923731 51.198711
  1178. L 363.592132 50.885389
  1179. L 364.260533 51.256626
  1180. L 365.597335 51.142575
  1181. L 366.265736 51.480998
  1182. L 366.934137 51.217452
  1183. L 367.602539 51.457494
  1184. L 368.27094 51.533386
  1185. L 368.939341 51.344727
  1186. L 369.607742 51.562331
  1187. L 370.276143 51.146722
  1188. L 371.612945 51.217183
  1189. L 372.281346 50.946193
  1190. L 372.281346 50.946193
  1191. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1192. </g>
  1193. <g id="text_4">
  1194. <g id="patch_6">
  1195. <path d="M 18.697188 53.610924
  1196. L 45.240938 53.610924
  1197. Q 47.640938 53.610924 47.640938 51.210924
  1198. L 47.640938 43.468424
  1199. Q 47.640938 41.068424 45.240938 41.068424
  1200. L 18.697188 41.068424
  1201. Q 16.297188 41.068424 16.297188 43.468424
  1202. L 16.297188 51.210924
  1203. Q 16.297188 53.610924 18.697188 53.610924
  1204. z
  1205. " style="fill:#ffffff;opacity:0.8;"/>
  1206. </g>
  1207. <!-- GSCSF -->
  1208. <defs>
  1209. <path d="M 64.40625 67.28125
  1210. L 64.40625 56.890625
  1211. Q 59.421875 61.53125 53.78125 63.8125
  1212. Q 48.140625 66.109375 41.796875 66.109375
  1213. Q 29.296875 66.109375 22.65625 58.46875
  1214. Q 16.015625 50.828125 16.015625 36.375
  1215. Q 16.015625 21.96875 22.65625 14.328125
  1216. Q 29.296875 6.6875 41.796875 6.6875
  1217. Q 48.140625 6.6875 53.78125 8.984375
  1218. Q 59.421875 11.28125 64.40625 15.921875
  1219. L 64.40625 5.609375
  1220. Q 59.234375 2.09375 53.4375 0.328125
  1221. Q 47.65625 -1.421875 41.21875 -1.421875
  1222. Q 24.65625 -1.421875 15.125 8.703125
  1223. Q 5.609375 18.84375 5.609375 36.375
  1224. Q 5.609375 53.953125 15.125 64.078125
  1225. Q 24.65625 74.21875 41.21875 74.21875
  1226. Q 47.75 74.21875 53.53125 72.484375
  1227. Q 59.328125 70.75 64.40625 67.28125
  1228. z
  1229. " id="DejaVuSans-43"/>
  1230. <path d="M 9.8125 72.90625
  1231. L 51.703125 72.90625
  1232. L 51.703125 64.59375
  1233. L 19.671875 64.59375
  1234. L 19.671875 43.109375
  1235. L 48.578125 43.109375
  1236. L 48.578125 34.8125
  1237. L 19.671875 34.8125
  1238. L 19.671875 0
  1239. L 9.8125 0
  1240. z
  1241. " id="DejaVuSans-46"/>
  1242. </defs>
  1243. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1244. <use xlink:href="#DejaVuSans-47"/>
  1245. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1246. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1247. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1248. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1249. </g>
  1250. </g>
  1251. <g id="text_5">
  1252. <g id="patch_7">
  1253. <path d="M 280.129663 50.475299
  1254. L 365.209663 50.475299
  1255. Q 366.409663 50.475299 366.409663 49.275299
  1256. L 366.409663 45.404049
  1257. Q 366.409663 44.204049 365.209663 44.204049
  1258. L 280.129663 44.204049
  1259. Q 278.929663 44.204049 278.929663 45.404049
  1260. L 278.929663 49.275299
  1261. Q 278.929663 50.475299 280.129663 50.475299
  1262. z
  1263. " style="fill:#ffffff;opacity:0.8;"/>
  1264. </g>
  1265. <!-- max: 702.686 $\bullet$ mean: 688.947 $\bullet$ $\sigma$: 3.121 -->
  1266. <defs>
  1267. <path d="M 31.78125 34.625
  1268. Q 24.75 34.625 20.71875 30.859375
  1269. Q 16.703125 27.09375 16.703125 20.515625
  1270. Q 16.703125 13.921875 20.71875 10.15625
  1271. Q 24.75 6.390625 31.78125 6.390625
  1272. Q 38.8125 6.390625 42.859375 10.171875
  1273. Q 46.921875 13.96875 46.921875 20.515625
  1274. Q 46.921875 27.09375 42.890625 30.859375
  1275. Q 38.875 34.625 31.78125 34.625
  1276. z
  1277. M 21.921875 38.8125
  1278. Q 15.578125 40.375 12.03125 44.71875
  1279. Q 8.5 49.078125 8.5 55.328125
  1280. Q 8.5 64.0625 14.71875 69.140625
  1281. Q 20.953125 74.21875 31.78125 74.21875
  1282. Q 42.671875 74.21875 48.875 69.140625
  1283. Q 55.078125 64.0625 55.078125 55.328125
  1284. Q 55.078125 49.078125 51.53125 44.71875
  1285. Q 48 40.375 41.703125 38.8125
  1286. Q 48.828125 37.15625 52.796875 32.3125
  1287. Q 56.78125 27.484375 56.78125 20.515625
  1288. Q 56.78125 9.90625 50.3125 4.234375
  1289. Q 43.84375 -1.421875 31.78125 -1.421875
  1290. Q 19.734375 -1.421875 13.25 4.234375
  1291. Q 6.78125 9.90625 6.78125 20.515625
  1292. Q 6.78125 27.484375 10.78125 32.3125
  1293. Q 14.796875 37.15625 21.921875 38.8125
  1294. z
  1295. M 18.3125 54.390625
  1296. Q 18.3125 48.734375 21.84375 45.5625
  1297. Q 25.390625 42.390625 31.78125 42.390625
  1298. Q 38.140625 42.390625 41.71875 45.5625
  1299. Q 45.3125 48.734375 45.3125 54.390625
  1300. Q 45.3125 60.0625 41.71875 63.234375
  1301. Q 38.140625 66.40625 31.78125 66.40625
  1302. Q 25.390625 66.40625 21.84375 63.234375
  1303. Q 18.3125 60.0625 18.3125 54.390625
  1304. z
  1305. " id="DejaVuSans-38"/>
  1306. <path d="M 10.984375 1.515625
  1307. L 10.984375 10.5
  1308. Q 14.703125 8.734375 18.5 7.8125
  1309. Q 22.3125 6.890625 25.984375 6.890625
  1310. Q 35.75 6.890625 40.890625 13.453125
  1311. Q 46.046875 20.015625 46.78125 33.40625
  1312. Q 43.953125 29.203125 39.59375 26.953125
  1313. Q 35.25 24.703125 29.984375 24.703125
  1314. Q 19.046875 24.703125 12.671875 31.3125
  1315. Q 6.296875 37.9375 6.296875 49.421875
  1316. Q 6.296875 60.640625 12.9375 67.421875
  1317. Q 19.578125 74.21875 30.609375 74.21875
  1318. Q 43.265625 74.21875 49.921875 64.515625
  1319. Q 56.59375 54.828125 56.59375 36.375
  1320. Q 56.59375 19.140625 48.40625 8.859375
  1321. Q 40.234375 -1.421875 26.421875 -1.421875
  1322. Q 22.703125 -1.421875 18.890625 -0.6875
  1323. Q 15.09375 0.046875 10.984375 1.515625
  1324. z
  1325. M 30.609375 32.421875
  1326. Q 37.25 32.421875 41.125 36.953125
  1327. Q 45.015625 41.5 45.015625 49.421875
  1328. Q 45.015625 57.28125 41.125 61.84375
  1329. Q 37.25 66.40625 30.609375 66.40625
  1330. Q 23.96875 66.40625 20.09375 61.84375
  1331. Q 16.21875 57.28125 16.21875 49.421875
  1332. Q 16.21875 41.5 20.09375 36.953125
  1333. Q 23.96875 32.421875 30.609375 32.421875
  1334. z
  1335. " id="DejaVuSans-39"/>
  1336. </defs>
  1337. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1338. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1339. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1340. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1341. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1342. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1343. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1344. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
  1345. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
  1346. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1347. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
  1348. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
  1349. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-36"/>
  1350. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1351. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1352. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1353. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1354. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1355. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1356. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1357. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1358. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1359. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1360. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-38"/>
  1361. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-38"/>
  1362. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1363. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
  1364. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-34"/>
  1365. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-37"/>
  1366. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1367. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1368. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1369. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1370. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1371. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1372. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-33"/>
  1373. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1374. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-31"/>
  1375. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-32"/>
  1376. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-31"/>
  1377. </g>
  1378. </g>
  1379. <g id="text_6">
  1380. <!-- 693.29 -->
  1381. <g style="fill:#d3d3d3;" transform="translate(7.2 51.828454)scale(0.03 -0.03)">
  1382. <use xlink:href="#DejaVuSans-36"/>
  1383. <use x="63.623047" xlink:href="#DejaVuSans-39"/>
  1384. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  1385. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1386. <use x="222.65625" xlink:href="#DejaVuSans-32"/>
  1387. <use x="286.279297" xlink:href="#DejaVuSans-39"/>
  1388. </g>
  1389. </g>
  1390. </g>
  1391. <g id="axes_3">
  1392. <g id="patch_8">
  1393. <path d="M 18.697188 92.898048
  1394. L 372.281346 92.898048
  1395. L 372.281346 67.351296
  1396. L 18.697188 67.351296
  1397. z
  1398. " style="fill:#ffffff;"/>
  1399. </g>
  1400. <g id="matplotlib.axis_5">
  1401. <g id="xtick_11"/>
  1402. <g id="xtick_12"/>
  1403. <g id="xtick_13"/>
  1404. <g id="xtick_14"/>
  1405. <g id="xtick_15"/>
  1406. </g>
  1407. <g id="matplotlib.axis_6"/>
  1408. <g id="line2d_5">
  1409. <path clip-path="url(#p1adf2f10da)" d="M 18.697188 78.579312
  1410. L 372.281346 78.579312
  1411. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1412. </g>
  1413. <g id="line2d_6">
  1414. <path clip-path="url(#p1adf2f10da)" d="M 18.697188 78.919547
  1415. L 20.03399 78.957011
  1416. L 22.039193 79.243278
  1417. L 23.375995 79.254627
  1418. L 24.044396 79.374224
  1419. L 24.712797 79.336425
  1420. L 26.049599 79.528832
  1421. L 30.060005 79.12861
  1422. L 34.738813 79.311211
  1423. L 35.407214 79.154233
  1424. L 36.075615 79.232748
  1425. L 37.412417 79.155124
  1426. L 39.41762 79.230462
  1427. L 40.086021 79.113958
  1428. L 41.422823 79.240373
  1429. L 42.091224 79.331118
  1430. L 42.759626 79.262765
  1431. L 44.096428 79.322465
  1432. L 44.764829 79.349126
  1433. L 46.770032 79.140094
  1434. L 47.438433 79.190281
  1435. L 48.106834 79.058108
  1436. L 49.443636 79.056146
  1437. L 53.454042 79.182698
  1438. L 54.122443 79.093107
  1439. L 54.790845 79.123061
  1440. L 55.459246 78.98727
  1441. L 60.806454 79.014067
  1442. L 61.474855 79.249131
  1443. L 63.480058 79.170259
  1444. L 65.485261 78.987228
  1445. L 70.83247 79.353007
  1446. L 71.500871 79.133634
  1447. L 72.837673 79.032359
  1448. L 74.842876 79.085807
  1449. L 75.511277 79.231164
  1450. L 81.526887 78.961657
  1451. L 88.879298 79.204209
  1452. L 89.547699 79.084077
  1453. L 90.884502 79.136843
  1454. L 91.552903 79.182215
  1455. L 92.221304 79.032527
  1456. L 94.226507 79.055307
  1457. L 96.900111 79.149607
  1458. L 98.236913 79.237929
  1459. L 99.573715 79.132784
  1460. L 100.910517 79.17824
  1461. L 101.578918 79.067599
  1462. L 103.584122 79.071711
  1463. L 107.594528 78.993468
  1464. L 108.262929 79.132983
  1465. L 109.599731 79.105064
  1466. L 110.268132 79.066718
  1467. L 110.936533 79.143692
  1468. L 111.604934 79.034614
  1469. L 112.273335 79.086803
  1470. L 112.941736 79.016815
  1471. L 114.94694 79.096128
  1472. L 116.283742 79.100428
  1473. L 116.952143 79.218767
  1474. L 118.288945 79.115395
  1475. L 122.299351 79.043581
  1476. L 126.309757 79.135196
  1477. L 133.662169 79.021094
  1478. L 134.33057 79.111535
  1479. L 135.667372 79.14171
  1480. L 136.335773 79.135396
  1481. L 137.004174 79.295143
  1482. L 140.34618 79.011896
  1483. L 142.351383 78.88052
  1484. L 146.361789 79.206496
  1485. L 147.03019 79.098404
  1486. L 147.698591 79.204975
  1487. L 149.703794 78.977977
  1488. L 153.0458 79.009022
  1489. L 153.714201 79.118321
  1490. L 155.719404 79.083175
  1491. L 156.387805 79.224871
  1492. L 159.061409 79.081864
  1493. L 161.735013 78.949176
  1494. L 164.408618 78.786461
  1495. L 165.077019 78.801575
  1496. L 165.74542 78.954148
  1497. L 166.413821 78.925221
  1498. L 167.082222 79.112982
  1499. L 167.750623 79.04893
  1500. L 168.419024 79.210639
  1501. L 171.092628 78.934
  1502. L 173.097831 79.00489
  1503. L 175.103035 79.016878
  1504. L 175.771436 79.063908
  1505. L 177.776639 78.829064
  1506. L 178.44504 78.914198
  1507. L 179.113441 78.846475
  1508. L 181.787045 79.031299
  1509. L 182.455446 78.934482
  1510. L 183.123847 79.020518
  1511. L 183.792248 78.952501
  1512. L 184.460649 79.005404
  1513. L 187.134254 78.809063
  1514. L 193.149863 78.985707
  1515. L 197.160269 78.791401
  1516. L 197.82867 78.943607
  1517. L 198.497071 78.803704
  1518. L 199.165473 78.942579
  1519. L 203.84428 78.950225
  1520. L 204.512681 78.804773
  1521. L 205.181082 78.954704
  1522. L 206.517884 78.935699
  1523. L 207.854686 78.984197
  1524. L 208.523087 78.748777
  1525. L 211.196692 78.871164
  1526. L 212.533494 79.010742
  1527. L 214.538697 78.90629
  1528. L 219.217504 79.070935
  1529. L 221.891108 78.953151
  1530. L 225.901515 79.012756
  1531. L 226.569916 78.898025
  1532. L 227.238317 78.956854
  1533. L 229.24352 78.807511
  1534. L 233.922327 79.022531
  1535. L 235.927531 78.977558
  1536. L 237.264333 78.851079
  1537. L 239.269536 78.962381
  1538. L 239.937937 78.902503
  1539. L 240.606338 79.026055
  1540. L 241.274739 78.90415
  1541. L 242.611541 78.978795
  1542. L 244.616744 78.820422
  1543. L 245.953546 78.856827
  1544. L 247.290349 78.833354
  1545. L 247.95875 78.677834
  1546. L 251.300755 78.800788
  1547. L 252.637557 78.9847
  1548. L 253.974359 78.92197
  1549. L 255.311161 78.821513
  1550. L 255.979562 78.621805
  1551. L 256.647963 78.785286
  1552. L 257.984765 78.648865
  1553. L 258.653166 78.764761
  1554. L 259.321568 78.755111
  1555. L 259.989969 78.86913
  1556. L 261.326771 78.701244
  1557. L 262.663573 78.907643
  1558. L 263.331974 78.745672
  1559. L 264.668776 78.877667
  1560. L 265.337177 78.55919
  1561. L 266.005578 78.670786
  1562. L 266.673979 78.646925
  1563. L 267.34238 78.785423
  1564. L 268.679182 78.857446
  1565. L 269.347583 78.990343
  1566. L 271.352787 78.926532
  1567. L 274.694792 78.535487
  1568. L 276.699995 78.667188
  1569. L 278.036797 78.947949
  1570. L 279.373599 78.812409
  1571. L 280.042 78.933098
  1572. L 280.710401 78.818251
  1573. L 282.047203 78.781038
  1574. L 286.05761 78.737135
  1575. L 287.394412 78.672149
  1576. L 290.736417 78.773403
  1577. L 296.752027 78.673303
  1578. L 298.088829 78.7699
  1579. L 298.75723 78.676974
  1580. L 299.425631 78.709613
  1581. L 300.094032 78.57874
  1582. L 300.762433 78.722367
  1583. L 303.436037 78.590896
  1584. L 305.44124 78.747885
  1585. L 306.778042 78.756611
  1586. L 309.451647 78.624742
  1587. L 310.120048 78.719483
  1588. L 310.788449 78.589627
  1589. L 318.14086 78.713295
  1590. L 318.809261 78.553422
  1591. L 319.477663 78.641481
  1592. L 320.814465 78.582107
  1593. L 322.151267 78.58001
  1594. L 322.819668 78.634528
  1595. L 323.488069 78.549163
  1596. L 324.15647 78.607688
  1597. L 324.824871 78.548335
  1598. L 325.493272 78.683183
  1599. L 326.161673 78.594777
  1600. L 327.498475 78.617526
  1601. L 328.166876 78.54371
  1602. L 329.503678 78.518412
  1603. L 332.177283 78.532519
  1604. L 332.845684 78.637433
  1605. L 333.514085 78.573989
  1606. L 334.182486 78.721895
  1607. L 334.850887 78.670198
  1608. L 336.187689 78.717028
  1609. L 340.866496 78.590571
  1610. L 341.534897 78.727485
  1611. L 342.203298 78.662269
  1612. L 343.540101 78.692371
  1613. L 348.218908 78.570979
  1614. L 348.887309 78.671709
  1615. L 350.224111 78.701705
  1616. L 350.892512 78.759181
  1617. L 352.897715 78.644366
  1618. L 353.566116 78.732268
  1619. L 358.913325 78.541969
  1620. L 359.581726 78.723227
  1621. L 360.918528 78.638094
  1622. L 363.592132 78.658766
  1623. L 364.260533 78.500875
  1624. L 365.597335 78.561875
  1625. L 372.281346 78.651015
  1626. L 372.281346 78.651015
  1627. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1628. </g>
  1629. <g id="text_7">
  1630. <g id="patch_9">
  1631. <path d="M 18.697188 81.286572
  1632. L 44.787188 81.286572
  1633. Q 47.187188 81.286572 47.187188 78.886572
  1634. L 47.187188 71.144072
  1635. Q 47.187188 68.744072 44.787188 68.744072
  1636. L 18.697188 68.744072
  1637. Q 16.297188 68.744072 16.297188 71.144072
  1638. L 16.297188 78.886572
  1639. Q 16.297188 81.286572 18.697188 81.286572
  1640. z
  1641. " style="fill:#ffffff;opacity:0.8;"/>
  1642. </g>
  1643. <!-- GSWM -->
  1644. <defs>
  1645. <path d="M 3.328125 72.90625
  1646. L 13.28125 72.90625
  1647. L 28.609375 11.28125
  1648. L 43.890625 72.90625
  1649. L 54.984375 72.90625
  1650. L 70.3125 11.28125
  1651. L 85.59375 72.90625
  1652. L 95.609375 72.90625
  1653. L 77.296875 0
  1654. L 64.890625 0
  1655. L 49.515625 63.28125
  1656. L 33.984375 0
  1657. L 21.578125 0
  1658. z
  1659. " id="DejaVuSans-57"/>
  1660. <path d="M 9.8125 72.90625
  1661. L 24.515625 72.90625
  1662. L 43.109375 23.296875
  1663. L 61.8125 72.90625
  1664. L 76.515625 72.90625
  1665. L 76.515625 0
  1666. L 66.890625 0
  1667. L 66.890625 64.015625
  1668. L 48.09375 14.015625
  1669. L 38.1875 14.015625
  1670. L 19.390625 64.015625
  1671. L 19.390625 0
  1672. L 9.8125 0
  1673. z
  1674. " id="DejaVuSans-4d"/>
  1675. </defs>
  1676. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1677. <use xlink:href="#DejaVuSans-47"/>
  1678. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1679. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1680. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1681. </g>
  1682. </g>
  1683. <g id="text_8">
  1684. <g id="patch_10">
  1685. <path d="M 280.129663 78.150947
  1686. L 365.209663 78.150947
  1687. Q 366.409663 78.150947 366.409663 76.950947
  1688. L 366.409663 73.079697
  1689. Q 366.409663 71.879697 365.209663 71.879697
  1690. L 280.129663 71.879697
  1691. Q 278.929663 71.879697 278.929663 73.079697
  1692. L 278.929663 76.950947
  1693. Q 278.929663 78.150947 280.129663 78.150947
  1694. z
  1695. " style="fill:#ffffff;opacity:0.8;"/>
  1696. </g>
  1697. <!-- max: 648.835 $\bullet$ mean: 646.380 $\bullet$ $\sigma$: 1.237 -->
  1698. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1699. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1700. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1701. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1702. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1703. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1704. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1705. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
  1706. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
  1707. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1708. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
  1709. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-33"/>
  1710. <use transform="translate(633.220703 0.78125)" xlink:href="#DejaVuSans-35"/>
  1711. <use transform="translate(696.84375 0.78125)" xlink:href="#DejaVuSans-20"/>
  1712. <use transform="translate(728.630859 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1713. <use transform="translate(791.228516 0.78125)" xlink:href="#DejaVuSans-20"/>
  1714. <use transform="translate(823.015625 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1715. <use transform="translate(920.427734 0.78125)" xlink:href="#DejaVuSans-65"/>
  1716. <use transform="translate(981.951172 0.78125)" xlink:href="#DejaVuSans-61"/>
  1717. <use transform="translate(1043.230469 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1718. <use transform="translate(1106.609375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1719. <use transform="translate(1140.300781 0.78125)" xlink:href="#DejaVuSans-20"/>
  1720. <use transform="translate(1172.087891 0.78125)" xlink:href="#DejaVuSans-36"/>
  1721. <use transform="translate(1235.710938 0.78125)" xlink:href="#DejaVuSans-34"/>
  1722. <use transform="translate(1299.333984 0.78125)" xlink:href="#DejaVuSans-36"/>
  1723. <use transform="translate(1362.957031 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1724. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-33"/>
  1725. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-38"/>
  1726. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-30"/>
  1727. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  1728. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1729. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  1730. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1731. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1732. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  1733. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-31"/>
  1734. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1735. <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-32"/>
  1736. <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-33"/>
  1737. <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-37"/>
  1738. </g>
  1739. </g>
  1740. <g id="text_9">
  1741. <!-- 648.38 -->
  1742. <g style="fill:#d3d3d3;" transform="translate(7.2 79.407124)scale(0.03 -0.03)">
  1743. <use xlink:href="#DejaVuSans-36"/>
  1744. <use x="63.623047" xlink:href="#DejaVuSans-34"/>
  1745. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  1746. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1747. <use x="222.65625" xlink:href="#DejaVuSans-33"/>
  1748. <use x="286.279297" xlink:href="#DejaVuSans-38"/>
  1749. </g>
  1750. </g>
  1751. </g>
  1752. <g id="axes_4">
  1753. <g id="patch_11">
  1754. <path d="M 18.697188 120.573696
  1755. L 372.281346 120.573696
  1756. L 372.281346 95.026944
  1757. L 18.697188 95.026944
  1758. z
  1759. " style="fill:#ffffff;"/>
  1760. </g>
  1761. <g id="matplotlib.axis_7">
  1762. <g id="xtick_16"/>
  1763. <g id="xtick_17"/>
  1764. <g id="xtick_18"/>
  1765. <g id="xtick_19"/>
  1766. <g id="xtick_20"/>
  1767. </g>
  1768. <g id="matplotlib.axis_8"/>
  1769. <g id="line2d_7">
  1770. <path clip-path="url(#p9c04459963)" d="M 18.697188 106.28143
  1771. L 372.281346 106.28143
  1772. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1773. </g>
  1774. <g id="line2d_8">
  1775. <path clip-path="url(#p9c04459963)" d="M 19.365589 106.22187
  1776. L 20.03399 105.598684
  1777. L 20.702391 102.225515
  1778. L 22.039193 108.962964
  1779. L 22.707594 107.077203
  1780. L 23.375995 109.594722
  1781. L 24.044396 110.49339
  1782. L 24.712797 107.980945
  1783. L 25.381198 110.66932
  1784. L 26.049599 109.381059
  1785. L 26.718 108.736521
  1786. L 27.386401 107.257027
  1787. L 28.054802 108.625985
  1788. L 28.723203 108.851189
  1789. L 29.391604 108.654931
  1790. L 30.060005 110.625911
  1791. L 30.728407 108.88353
  1792. L 31.396808 108.521491
  1793. L 32.065209 110.4555
  1794. L 32.73361 110.032277
  1795. L 33.402011 110.750594
  1796. L 34.070412 107.995407
  1797. L 34.738813 109.514158
  1798. L 35.407214 109.647547
  1799. L 36.075615 108.016336
  1800. L 37.412417 110.53325
  1801. L 38.080818 107.270173
  1802. L 38.749219 108.750827
  1803. L 39.41762 109.504193
  1804. L 40.086021 106.979076
  1805. L 40.754422 108.634372
  1806. L 41.422823 109.286587
  1807. L 42.091224 111.246809
  1808. L 42.759626 105.770565
  1809. L 43.428027 109.799841
  1810. L 44.096428 109.566666
  1811. L 44.764829 109.176574
  1812. L 45.43323 107.592404
  1813. L 46.101631 108.132214
  1814. L 46.770032 108.979871
  1815. L 47.438433 108.152118
  1816. L 48.106834 108.462175
  1817. L 48.775235 109.287298
  1818. L 49.443636 109.425286
  1819. L 50.112037 108.380507
  1820. L 50.780438 106.447313
  1821. L 51.448839 107.833149
  1822. L 52.11724 106.972976
  1823. L 52.785641 107.587145
  1824. L 53.454042 110.242207
  1825. L 54.122443 107.752403
  1826. L 54.790845 109.388895
  1827. L 55.459246 109.380219
  1828. L 56.127647 108.640892
  1829. L 57.464449 110.32453
  1830. L 58.13285 109.924473
  1831. L 58.801251 110.607609
  1832. L 59.469652 110.775049
  1833. L 60.138053 108.185722
  1834. L 60.806454 104.982384
  1835. L 61.474855 107.716852
  1836. L 62.143256 106.405612
  1837. L 62.811657 109.705789
  1838. L 63.480058 109.082233
  1839. L 64.148459 109.826343
  1840. L 64.81686 110.213335
  1841. L 65.485261 110.902809
  1842. L 66.822064 109.156855
  1843. L 67.490465 108.836833
  1844. L 68.158866 110.948086
  1845. L 68.827267 107.475003
  1846. L 69.495668 108.03435
  1847. L 70.164069 104.966662
  1848. L 70.83247 107.454178
  1849. L 71.500871 109.203524
  1850. L 72.169272 109.675312
  1851. L 72.837673 107.408268
  1852. L 73.506074 108.156431
  1853. L 74.174475 110.209471
  1854. L 74.842876 110.786511
  1855. L 75.511277 108.432883
  1856. L 76.179678 109.543004
  1857. L 76.848079 107.684325
  1858. L 77.51648 108.567847
  1859. L 78.184881 105.87766
  1860. L 78.853283 107.634998
  1861. L 79.521684 106.432299
  1862. L 81.526887 111.836604
  1863. L 82.195288 109.908566
  1864. L 82.863689 109.714333
  1865. L 83.53209 110.414903
  1866. L 84.200491 107.938746
  1867. L 84.868892 108.959494
  1868. L 85.537293 108.729845
  1869. L 86.205694 109.398835
  1870. L 86.874095 106.216927
  1871. L 87.542496 105.832618
  1872. L 88.210897 108.337753
  1873. L 88.879298 108.467958
  1874. L 89.547699 110.625306
  1875. L 90.2161 111.135508
  1876. L 90.884502 109.057543
  1877. L 91.552903 107.525408
  1878. L 92.221304 107.871537
  1879. L 92.889705 109.090856
  1880. L 93.558106 108.320397
  1881. L 94.226507 109.150727
  1882. L 94.894908 111.036697
  1883. L 95.563309 109.403543
  1884. L 96.23171 111.4956
  1885. L 96.900111 110.654466
  1886. L 97.568512 112.301951
  1887. L 98.236913 112.24897
  1888. L 98.905314 110.507984
  1889. L 99.573715 111.514426
  1890. L 100.910517 109.914612
  1891. L 101.578918 108.046233
  1892. L 102.247319 107.677489
  1893. L 102.915721 107.66934
  1894. L 103.584122 106.085117
  1895. L 104.252523 107.16279
  1896. L 104.920924 109.008188
  1897. L 105.589325 109.98684
  1898. L 106.257726 109.189958
  1899. L 106.926127 108.591932
  1900. L 107.594528 111.47943
  1901. L 108.262929 110.978798
  1902. L 108.93133 109.229189
  1903. L 109.599731 109.317508
  1904. L 110.268132 110.101927
  1905. L 110.936533 108.644205
  1906. L 111.604934 109.291163
  1907. L 112.273335 109.419792
  1908. L 112.941736 109.823243
  1909. L 113.610137 107.099054
  1910. L 114.278538 106.294809
  1911. L 114.94694 109.140129
  1912. L 115.615341 110.045739
  1913. L 116.283742 109.87746
  1914. L 116.952143 109.840702
  1915. L 117.620544 110.423974
  1916. L 118.288945 106.824049
  1917. L 118.957346 109.779173
  1918. L 119.625747 109.056123
  1919. L 120.294148 109.955103
  1920. L 120.962549 108.587462
  1921. L 121.63095 110.288641
  1922. L 122.299351 111.014979
  1923. L 122.967752 105.528162
  1924. L 123.636153 107.248062
  1925. L 124.304554 107.41684
  1926. L 125.641356 109.491492
  1927. L 126.309757 109.904488
  1928. L 126.978159 110.885033
  1929. L 127.64656 109.737707
  1930. L 128.314961 112.128149
  1931. L 128.983362 110.54603
  1932. L 129.651763 107.293311
  1933. L 130.320164 104.608961
  1934. L 130.988565 105.819312
  1935. L 131.656966 111.246809
  1936. L 132.325367 110.491155
  1937. L 132.993768 107.73715
  1938. L 133.662169 107.218059
  1939. L 134.33057 106.443
  1940. L 134.998971 109.57716
  1941. L 135.667372 109.440194
  1942. L 136.335773 111.33826
  1943. L 137.672575 112.358691
  1944. L 138.340976 107.526223
  1945. L 139.009378 110.685676
  1946. L 139.677779 111.202425
  1947. L 140.34618 112.232927
  1948. L 141.014581 110.13435
  1949. L 141.682982 111.25141
  1950. L 142.351383 109.747383
  1951. L 143.019784 111.36947
  1952. L 143.688185 110.842991
  1953. L 144.356586 109.855293
  1954. L 145.024987 109.543659
  1955. L 146.361789 110.473012
  1956. L 147.03019 108.340408
  1957. L 147.698591 109.860026
  1958. L 148.366992 109.015315
  1959. L 149.035393 106.872166
  1960. L 149.703794 107.237675
  1961. L 150.372195 108.350742
  1962. L 151.040597 111.25341
  1963. L 152.377399 109.562933
  1964. L 153.0458 110.758088
  1965. L 153.714201 111.709762
  1966. L 154.382602 110.046607
  1967. L 155.051003 112.099437
  1968. L 155.719404 112.815914
  1969. L 156.387805 111.916379
  1970. L 157.056206 111.770423
  1971. L 157.724607 112.01193
  1972. L 158.393008 110.609976
  1973. L 159.061409 110.466201
  1974. L 160.398211 108.860548
  1975. L 161.735013 106.160344
  1976. L 163.071816 107.225447
  1977. L 163.740217 110.445667
  1978. L 165.077019 111.144159
  1979. L 165.74542 109.620306
  1980. L 166.413821 110.51908
  1981. L 167.082222 112.18723
  1982. L 167.750623 110.125276
  1983. L 168.419024 112.903575
  1984. L 169.087425 112.482063
  1985. L 169.755826 112.874206
  1986. L 170.424227 111.586026
  1987. L 171.092628 112.629728
  1988. L 171.761029 110.30631
  1989. L 172.42943 108.702682
  1990. L 173.097831 108.273568
  1991. L 173.766232 108.27838
  1992. L 174.434633 108.937459
  1993. L 175.103035 105.570311
  1994. L 175.771436 108.830232
  1995. L 176.439837 109.726006
  1996. L 177.108238 111.558023
  1997. L 177.776639 110.579922
  1998. L 178.44504 110.61284
  1999. L 179.113441 109.723589
  2000. L 179.781842 109.129798
  2001. L 180.450243 109.371041
  2002. L 181.118644 109.79608
  2003. L 181.787045 107.82689
  2004. L 182.455446 107.988991
  2005. L 183.123847 109.149677
  2006. L 183.792248 109.627064
  2007. L 184.460649 109.146887
  2008. L 185.12905 109.170449
  2009. L 185.797451 110.385611
  2010. L 186.465852 109.199424
  2011. L 187.134254 110.578108
  2012. L 187.802655 111.056313
  2013. L 188.471056 109.411376
  2014. L 189.807858 109.508794
  2015. L 190.476259 110.344434
  2016. L 191.14466 109.225242
  2017. L 191.813061 111.139793
  2018. L 193.149863 110.012451
  2019. L 194.486665 110.020312
  2020. L 195.155066 110.292007
  2021. L 195.823467 107.648752
  2022. L 196.491868 108.768627
  2023. L 197.160269 108.500719
  2024. L 197.82867 110.402885
  2025. L 198.497071 109.576213
  2026. L 199.165473 109.769838
  2027. L 199.833874 110.306915
  2028. L 200.502275 108.760923
  2029. L 201.170676 110.454739
  2030. L 201.839077 110.469329
  2031. L 202.507478 110.660566
  2032. L 203.175879 108.326998
  2033. L 203.84428 109.217224
  2034. L 205.181082 110.628014
  2035. L 205.849483 111.974883
  2036. L 206.517884 110.424685
  2037. L 207.186285 109.28764
  2038. L 207.854686 107.260998
  2039. L 208.523087 109.49273
  2040. L 209.191488 106.129394
  2041. L 210.52829 115.282712
  2042. L 211.196692 113.723834
  2043. L 211.865093 112.625916
  2044. L 212.533494 111.134878
  2045. L 213.201895 108.88416
  2046. L 213.870296 108.050702
  2047. L 214.538697 110.147731
  2048. L 215.207098 111.076978
  2049. L 215.875499 110.836471
  2050. L 216.5439 109.736814
  2051. L 217.212301 111.135063
  2052. L 217.880702 110.834892
  2053. L 218.549103 112.034516
  2054. L 219.217504 110.890556
  2055. L 219.885905 111.900525
  2056. L 220.554306 111.125202
  2057. L 221.222707 112.172216
  2058. L 221.891108 111.043217
  2059. L 222.559509 111.81386
  2060. L 223.227911 110.842123
  2061. L 223.896312 110.597986
  2062. L 224.564713 109.269836
  2063. L 225.233114 109.856268
  2064. L 225.901515 108.075314
  2065. L 226.569916 106.804014
  2066. L 227.238317 105.800593
  2067. L 227.906718 108.177964
  2068. L 228.575119 109.979452
  2069. L 229.24352 108.55996
  2070. L 229.911921 108.469325
  2071. L 230.580322 109.68591
  2072. L 231.248723 108.478082
  2073. L 231.917124 109.464806
  2074. L 232.585525 109.405803
  2075. L 233.253926 108.249248
  2076. L 233.922327 107.566611
  2077. L 234.590728 108.408507
  2078. L 235.25913 108.997646
  2079. L 235.927531 108.885292
  2080. L 237.264333 112.791224
  2081. L 237.932734 113.34318
  2082. L 238.601135 109.251985
  2083. L 239.269536 110.126959
  2084. L 239.937937 111.672662
  2085. L 240.606338 111.610005
  2086. L 241.274739 108.810933
  2087. L 241.94314 111.048922
  2088. L 242.611541 111.301972
  2089. L 243.279942 112.907074
  2090. L 243.948343 111.114789
  2091. L 244.616744 111.427394
  2092. L 245.285145 112.335499
  2093. L 245.953546 111.392213
  2094. L 246.621947 109.408486
  2095. L 247.290349 108.591092
  2096. L 247.95875 108.756428
  2097. L 248.627151 108.043158
  2098. L 249.295552 110.133429
  2099. L 249.963953 111.519554
  2100. L 250.632354 110.047999
  2101. L 251.300755 111.102088
  2102. L 251.969156 112.388904
  2103. L 252.637557 112.64277
  2104. L 253.305958 109.517709
  2105. L 253.974359 109.618018
  2106. L 254.64276 111.264585
  2107. L 255.311161 111.798056
  2108. L 255.979562 105.903717
  2109. L 256.647963 102.586316
  2110. L 257.984765 107.84017
  2111. L 258.653166 107.808434
  2112. L 259.321568 109.434831
  2113. L 259.989969 110.022967
  2114. L 260.65837 107.965116
  2115. L 261.326771 101.958265
  2116. L 261.995172 99.567061
  2117. L 262.663573 105.56082
  2118. L 263.331974 105.116376
  2119. L 264.000375 104.117952
  2120. L 264.668776 108.632269
  2121. L 265.337177 106.505344
  2122. L 266.005578 108.708991
  2123. L 266.673979 108.41466
  2124. L 267.34238 109.700529
  2125. L 268.010781 110.357266
  2126. L 268.679182 111.249439
  2127. L 269.347583 109.861157
  2128. L 270.684385 112.337631
  2129. L 271.352787 110.53588
  2130. L 272.021188 110.126959
  2131. L 272.689589 110.51503
  2132. L 273.35799 111.418192
  2133. L 274.026391 111.525707
  2134. L 274.694792 110.865446
  2135. L 275.363193 112.162593
  2136. L 276.031594 109.243569
  2137. L 276.699995 109.917424
  2138. L 277.368396 108.008503
  2139. L 278.705198 108.995173
  2140. L 279.373599 107.707254
  2141. L 280.042 109.676469
  2142. L 280.710401 109.995807
  2143. L 281.378802 110.163877
  2144. L 282.047203 109.369991
  2145. L 282.715604 110.899207
  2146. L 284.052407 108.314298
  2147. L 284.720808 108.308881
  2148. L 285.389209 110.326292
  2149. L 286.05761 111.084657
  2150. L 286.726011 112.172558
  2151. L 287.394412 111.421032
  2152. L 288.062813 110.429127
  2153. L 288.731214 109.996622
  2154. L 289.399615 111.221147
  2155. L 290.068016 111.187308
  2156. L 290.736417 111.027861
  2157. L 291.404818 112.362556
  2158. L 292.073219 112.054157
  2159. L 293.410021 109.976665
  2160. L 294.078422 109.927232
  2161. L 294.746823 110.516528
  2162. L 295.415225 110.421661
  2163. L 296.083626 111.102615
  2164. L 296.752027 112.220387
  2165. L 297.420428 113.120947
  2166. L 298.088829 112.301108
  2167. L 298.75723 110.439696
  2168. L 299.425631 107.209647
  2169. L 300.094032 110.967043
  2170. L 300.762433 110.689146
  2171. L 301.430834 108.585412
  2172. L 302.099235 109.799158
  2173. L 302.767636 110.076977
  2174. L 303.436037 107.621326
  2175. L 304.104438 106.594268
  2176. L 304.772839 107.36662
  2177. L 305.44124 106.27251
  2178. L 306.778042 108.882242
  2179. L 307.446444 109.088176
  2180. L 308.114845 109.523019
  2181. L 308.783246 111.136429
  2182. L 309.451647 110.756091
  2183. L 310.120048 110.026177
  2184. L 310.788449 109.945769
  2185. L 311.45685 111.686257
  2186. L 312.125251 112.474857
  2187. L 312.793652 110.976904
  2188. L 313.462053 110.738921
  2189. L 314.130454 111.34336
  2190. L 314.798855 112.275735
  2191. L 315.467256 111.148393
  2192. L 316.135657 111.373281
  2193. L 316.804058 111.948379
  2194. L 317.472459 109.368703
  2195. L 318.14086 110.228321
  2196. L 319.477663 110.749359
  2197. L 320.146064 107.97482
  2198. L 320.814465 109.152043
  2199. L 321.482866 108.945611
  2200. L 322.151267 108.35324
  2201. L 322.819668 109.084834
  2202. L 323.488069 110.131429
  2203. L 324.15647 110.923844
  2204. L 324.824871 107.85321
  2205. L 325.493272 112.031598
  2206. L 326.161673 113.302109
  2207. L 326.830074 112.98719
  2208. L 327.498475 110.779308
  2209. L 328.835277 109.570954
  2210. L 329.503678 108.83473
  2211. L 330.172079 108.356183
  2212. L 330.84048 109.721273
  2213. L 331.508882 111.620891
  2214. L 332.177283 108.738624
  2215. L 332.845684 110.123728
  2216. L 333.514085 110.696088
  2217. L 334.850887 112.219073
  2218. L 335.519288 111.855799
  2219. L 336.187689 112.392189
  2220. L 336.85609 112.169718
  2221. L 337.524491 110.832052
  2222. L 338.192892 110.296922
  2223. L 338.861293 109.957181
  2224. L 339.529694 107.918526
  2225. L 340.198095 108.415816
  2226. L 341.534897 112.069014
  2227. L 342.203298 111.905493
  2228. L 342.871699 112.308891
  2229. L 343.540101 112.8619
  2230. L 344.208502 112.323378
  2231. L 344.876903 112.632699
  2232. L 345.545304 111.160486
  2233. L 346.213705 110.683598
  2234. L 346.882106 109.343593
  2235. L 348.218908 108.798417
  2236. L 348.887309 108.685013
  2237. L 349.55571 109.878591
  2238. L 350.224111 109.857346
  2239. L 350.892512 111.401444
  2240. L 351.560913 109.026543
  2241. L 352.229314 111.214969
  2242. L 352.897715 110.810885
  2243. L 353.566116 110.729455
  2244. L 354.234517 109.413059
  2245. L 354.902918 110.591595
  2246. L 355.57132 110.263819
  2247. L 356.239721 111.543194
  2248. L 357.576523 111.208475
  2249. L 358.244924 110.272865
  2250. L 359.581726 111.671716
  2251. L 360.250127 111.285303
  2252. L 360.918528 109.655067
  2253. L 361.586929 112.262219
  2254. L 362.25533 112.965393
  2255. L 362.923731 110.993075
  2256. L 363.592132 110.561147
  2257. L 364.260533 110.905752
  2258. L 365.597335 114.313052
  2259. L 366.265736 112.493473
  2260. L 366.934137 111.5276
  2261. L 368.27094 111.95319
  2262. L 368.939341 112.62113
  2263. L 369.607742 110.888137
  2264. L 370.276143 109.920609
  2265. L 370.944544 110.993523
  2266. L 371.612945 111.840469
  2267. L 372.281346 111.592467
  2268. L 372.281346 111.592467
  2269. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2270. </g>
  2271. <g id="text_10">
  2272. <g id="patch_12">
  2273. <path d="M 18.697188 108.96222
  2274. L 46.430938 108.96222
  2275. Q 48.830938 108.96222 48.830938 106.56222
  2276. L 48.830938 98.81972
  2277. Q 48.830938 96.41972 46.430938 96.41972
  2278. L 18.697188 96.41972
  2279. Q 16.297188 96.41972 16.297188 98.81972
  2280. L 16.297188 106.56222
  2281. Q 16.297188 108.96222 18.697188 108.96222
  2282. z
  2283. " style="fill:#ffffff;opacity:0.8;"/>
  2284. </g>
  2285. <!-- DVARS -->
  2286. <defs>
  2287. <path d="M 19.671875 64.796875
  2288. L 19.671875 8.109375
  2289. L 31.59375 8.109375
  2290. Q 46.6875 8.109375 53.6875 14.9375
  2291. Q 60.6875 21.78125 60.6875 36.53125
  2292. Q 60.6875 51.171875 53.6875 57.984375
  2293. Q 46.6875 64.796875 31.59375 64.796875
  2294. z
  2295. M 9.8125 72.90625
  2296. L 30.078125 72.90625
  2297. Q 51.265625 72.90625 61.171875 64.09375
  2298. Q 71.09375 55.28125 71.09375 36.53125
  2299. Q 71.09375 17.671875 61.125 8.828125
  2300. Q 51.171875 0 30.078125 0
  2301. L 9.8125 0
  2302. z
  2303. " id="DejaVuSans-44"/>
  2304. <path d="M 28.609375 0
  2305. L 0.78125 72.90625
  2306. L 11.078125 72.90625
  2307. L 34.1875 11.53125
  2308. L 57.328125 72.90625
  2309. L 67.578125 72.90625
  2310. L 39.796875 0
  2311. z
  2312. " id="DejaVuSans-56"/>
  2313. <path d="M 34.1875 63.1875
  2314. L 20.796875 26.90625
  2315. L 47.609375 26.90625
  2316. z
  2317. M 28.609375 72.90625
  2318. L 39.796875 72.90625
  2319. L 67.578125 0
  2320. L 57.328125 0
  2321. L 50.6875 18.703125
  2322. L 17.828125 18.703125
  2323. L 11.1875 0
  2324. L 0.78125 0
  2325. z
  2326. " id="DejaVuSans-41"/>
  2327. <path d="M 44.390625 34.1875
  2328. Q 47.5625 33.109375 50.5625 29.59375
  2329. Q 53.5625 26.078125 56.59375 19.921875
  2330. L 66.609375 0
  2331. L 56 0
  2332. L 46.6875 18.703125
  2333. Q 43.0625 26.03125 39.671875 28.421875
  2334. Q 36.28125 30.8125 30.421875 30.8125
  2335. L 19.671875 30.8125
  2336. L 19.671875 0
  2337. L 9.8125 0
  2338. L 9.8125 72.90625
  2339. L 32.078125 72.90625
  2340. Q 44.578125 72.90625 50.734375 67.671875
  2341. Q 56.890625 62.453125 56.890625 51.90625
  2342. Q 56.890625 45.015625 53.6875 40.46875
  2343. Q 50.484375 35.9375 44.390625 34.1875
  2344. z
  2345. M 19.671875 64.796875
  2346. L 19.671875 38.921875
  2347. L 32.078125 38.921875
  2348. Q 39.203125 38.921875 42.84375 42.21875
  2349. Q 46.484375 45.515625 46.484375 51.90625
  2350. Q 46.484375 58.296875 42.84375 61.546875
  2351. Q 39.203125 64.796875 32.078125 64.796875
  2352. z
  2353. " id="DejaVuSans-52"/>
  2354. </defs>
  2355. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2356. <use xlink:href="#DejaVuSans-44"/>
  2357. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2358. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2359. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2360. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2361. </g>
  2362. </g>
  2363. <g id="text_11">
  2364. <g id="patch_13">
  2365. <path d="M 290.289663 105.826595
  2366. L 365.209663 105.826595
  2367. Q 366.409663 105.826595 366.409663 104.626595
  2368. L 366.409663 100.755345
  2369. Q 366.409663 99.555345 365.209663 99.555345
  2370. L 290.289663 99.555345
  2371. Q 289.089663 99.555345 289.089663 100.755345
  2372. L 289.089663 104.626595
  2373. Q 289.089663 105.826595 290.289663 105.826595
  2374. z
  2375. " style="fill:#ffffff;opacity:0.8;"/>
  2376. </g>
  2377. <!-- max: 1.727 $\bullet$ mean: 1.342 $\bullet$ $\sigma$: 0.072 -->
  2378. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2379. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2380. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2381. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2382. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2383. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2384. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2385. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2386. <use transform="translate(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
  2387. <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-32"/>
  2388. <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
  2389. <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
  2390. <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2391. <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
  2392. <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2393. <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
  2394. <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
  2395. <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2396. <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2397. <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
  2398. <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-31"/>
  2399. <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2400. <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-33"/>
  2401. <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-34"/>
  2402. <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-32"/>
  2403. <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
  2404. <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2405. <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
  2406. <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2407. <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2408. <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
  2409. <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
  2410. <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2411. <use transform="translate(1681.482422 0.78125)" xlink:href="#DejaVuSans-30"/>
  2412. <use transform="translate(1745.105469 0.78125)" xlink:href="#DejaVuSans-37"/>
  2413. <use transform="translate(1808.728516 0.78125)" xlink:href="#DejaVuSans-32"/>
  2414. </g>
  2415. </g>
  2416. <g id="text_12">
  2417. <!-- 1.47 -->
  2418. <g style="fill:#d3d3d3;" transform="translate(11.0175 107.109242)scale(0.03 -0.03)">
  2419. <use xlink:href="#DejaVuSans-31"/>
  2420. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2421. <use x="95.410156" xlink:href="#DejaVuSans-34"/>
  2422. <use x="159.033203" xlink:href="#DejaVuSans-37"/>
  2423. </g>
  2424. </g>
  2425. </g>
  2426. <g id="axes_5">
  2427. <g id="patch_14">
  2428. <path d="M 18.697188 148.249344
  2429. L 372.281346 148.249344
  2430. L 372.281346 122.702592
  2431. L 18.697188 122.702592
  2432. z
  2433. " style="fill:#ffffff;"/>
  2434. </g>
  2435. <g id="matplotlib.axis_9">
  2436. <g id="xtick_21"/>
  2437. <g id="xtick_22"/>
  2438. <g id="xtick_23"/>
  2439. <g id="xtick_24"/>
  2440. <g id="xtick_25"/>
  2441. </g>
  2442. <g id="matplotlib.axis_10"/>
  2443. <g id="line2d_9">
  2444. <path clip-path="url(#p24d2a19901)" d="M 18.697188 135.862385
  2445. L 372.281346 135.862385
  2446. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2447. </g>
  2448. <g id="line2d_10">
  2449. <path clip-path="url(#p24d2a19901)" d="M 19.365589 141.087022
  2450. L 20.702391 131.108943
  2451. L 21.370792 135.418972
  2452. L 22.039193 138.829143
  2453. L 22.707594 138.154877
  2454. L 23.375995 142.219118
  2455. L 24.044396 143.559982
  2456. L 24.712797 142.795537
  2457. L 25.381198 141.128121
  2458. L 26.049599 141.41066
  2459. L 26.718 139.997186
  2460. L 27.386401 144.224025
  2461. L 28.054802 143.582336
  2462. L 28.723203 145.671561
  2463. L 29.391604 142.722326
  2464. L 30.060005 142.815789
  2465. L 30.728407 141.740132
  2466. L 31.396808 139.458673
  2467. L 32.065209 140.900639
  2468. L 32.73361 140.796379
  2469. L 33.402011 138.893972
  2470. L 34.070412 140.134526
  2471. L 34.738813 141.916953
  2472. L 35.407214 142.104011
  2473. L 36.075615 143.798719
  2474. L 36.744016 140.925358
  2475. L 37.412417 141.244078
  2476. L 38.080818 139.666387
  2477. L 38.749219 140.958482
  2478. L 39.41762 143.087941
  2479. L 40.086021 140.568476
  2480. L 40.754422 138.641001
  2481. L 41.422823 138.552775
  2482. L 42.091224 141.978814
  2483. L 42.759626 140.051033
  2484. L 43.428027 137.079659
  2485. L 44.096428 138.178498
  2486. L 44.764829 140.132167
  2487. L 45.43323 140.478239
  2488. L 46.101631 141.440727
  2489. L 46.770032 141.13026
  2490. L 47.438433 138.785742
  2491. L 49.443636 142.861288
  2492. L 50.112037 144.974746
  2493. L 51.448839 138.288718
  2494. L 52.11724 135.808721
  2495. L 52.785641 135.099491
  2496. L 53.454042 138.310311
  2497. L 54.122443 138.790168
  2498. L 54.790845 140.881479
  2499. L 55.459246 141.396954
  2500. L 56.127647 141.371105
  2501. L 56.796048 141.733457
  2502. L 57.464449 143.202307
  2503. L 58.13285 143.963261
  2504. L 58.801251 144.43942
  2505. L 59.469652 143.270628
  2506. L 60.138053 143.641879
  2507. L 60.806454 136.221193
  2508. L 61.474855 135.429096
  2509. L 62.143256 138.900451
  2510. L 62.811657 144.891148
  2511. L 63.480058 139.454094
  2512. L 64.148459 140.446907
  2513. L 64.81686 142.385504
  2514. L 65.485261 140.182317
  2515. L 66.153662 140.12262
  2516. L 66.822064 139.929457
  2517. L 67.490465 139.348809
  2518. L 68.158866 144.249304
  2519. L 68.827267 144.120473
  2520. L 69.495668 142.807209
  2521. L 70.164069 136.46617
  2522. L 70.83247 140.787803
  2523. L 71.500871 142.285725
  2524. L 72.169272 140.337544
  2525. L 72.837673 140.101749
  2526. L 73.506074 137.158207
  2527. L 74.174475 139.955945
  2528. L 74.842876 139.790732
  2529. L 75.511277 138.798654
  2530. L 76.179678 138.710973
  2531. L 76.848079 135.896727
  2532. L 77.51648 138.074449
  2533. L 78.184881 139.74372
  2534. L 78.853283 140.834084
  2535. L 79.521684 134.683791
  2536. L 80.190085 139.410482
  2537. L 80.858486 137.076837
  2538. L 81.526887 137.996456
  2539. L 82.195288 137.39515
  2540. L 82.863689 139.355411
  2541. L 83.53209 140.680661
  2542. L 84.200491 140.067107
  2543. L 84.868892 143.401408
  2544. L 85.537293 144.409529
  2545. L 86.205694 142.497559
  2546. L 86.874095 140.932811
  2547. L 87.542496 140.038434
  2548. L 88.210897 137.866671
  2549. L 88.879298 134.938792
  2550. L 89.547699 137.605846
  2551. L 90.2161 142.081421
  2552. L 90.884502 142.67358
  2553. L 91.552903 141.414697
  2554. L 92.221304 137.89892
  2555. L 92.889705 143.4455
  2556. L 93.558106 141.286268
  2557. L 94.226507 137.603201
  2558. L 94.894908 140.813107
  2559. L 95.563309 140.055877
  2560. L 96.23171 138.530414
  2561. L 96.900111 138.91235
  2562. L 97.568512 143.489097
  2563. L 98.236913 145.162754
  2564. L 98.905314 141.595648
  2565. L 99.573715 141.209903
  2566. L 100.910517 136.5214
  2567. L 101.578918 137.978093
  2568. L 102.247319 141.262211
  2569. L 102.915721 140.733677
  2570. L 103.584122 141.032019
  2571. L 104.252523 142.252229
  2572. L 104.920924 145.078738
  2573. L 105.589325 143.086196
  2574. L 106.257726 143.425947
  2575. L 106.926127 140.424203
  2576. L 108.262929 137.906161
  2577. L 108.93133 139.315272
  2578. L 109.599731 138.094883
  2579. L 110.268132 135.526208
  2580. L 110.936533 139.831532
  2581. L 111.604934 140.888861
  2582. L 112.273335 142.809789
  2583. L 112.941736 143.05342
  2584. L 113.610137 144.674109
  2585. L 114.278538 141.880455
  2586. L 114.94694 137.945739
  2587. L 115.615341 136.063911
  2588. L 116.283742 140.614476
  2589. L 116.952143 143.874444
  2590. L 117.620544 144.148169
  2591. L 118.288945 142.185344
  2592. L 118.957346 140.668075
  2593. L 119.625747 137.006087
  2594. L 120.294148 139.703914
  2595. L 120.962549 140.473162
  2596. L 121.63095 142.85582
  2597. L 122.299351 140.979783
  2598. L 122.967752 140.995773
  2599. L 123.636153 141.210504
  2600. L 124.304554 139.020674
  2601. L 124.972955 137.241004
  2602. L 125.641356 138.114527
  2603. L 126.309757 139.384732
  2604. L 126.978159 139.845732
  2605. L 127.64656 138.778455
  2606. L 128.314961 140.416917
  2607. L 128.983362 144.751925
  2608. L 129.651763 142.304482
  2609. L 130.320164 135.324259
  2610. L 130.988565 135.068797
  2611. L 131.656966 139.29224
  2612. L 132.325367 142.292518
  2613. L 132.993768 144.631771
  2614. L 133.662169 142.510385
  2615. L 134.33057 138.443104
  2616. L 134.998971 137.253402
  2617. L 135.667372 137.009075
  2618. L 136.335773 141.246029
  2619. L 137.004174 143.233943
  2620. L 137.672575 142.089161
  2621. L 138.340976 138.010675
  2622. L 139.009378 138.548057
  2623. L 139.677779 141.832824
  2624. L 140.34618 143.221799
  2625. L 141.014581 143.803934
  2626. L 141.682982 140.787546
  2627. L 142.351383 139.129462
  2628. L 143.019784 138.224256
  2629. L 143.688185 138.575748
  2630. L 144.356586 138.332684
  2631. L 145.024987 136.483449
  2632. L 145.693388 124.880898
  2633. L 146.361789 137.123569
  2634. L 147.03019 136.85825
  2635. L 147.698591 141.473909
  2636. L 148.366992 138.162422
  2637. L 149.703794 138.647409
  2638. L 150.372195 143.056816
  2639. L 151.040597 144.600575
  2640. L 152.377399 140.633565
  2641. L 153.0458 137.349836
  2642. L 153.714201 136.862891
  2643. L 154.382602 139.035771
  2644. L 155.051003 142.361894
  2645. L 155.719404 144.12597
  2646. L 156.387805 144.888835
  2647. L 157.056206 141.274384
  2648. L 157.724607 142.380563
  2649. L 158.393008 140.312805
  2650. L 159.061409 137.071478
  2651. L 159.72981 138.063113
  2652. L 160.398211 140.213695
  2653. L 161.066612 137.5251
  2654. L 161.735013 138.409553
  2655. L 162.403414 140.395889
  2656. L 163.071816 140.827362
  2657. L 163.740217 142.226815
  2658. L 164.408618 144.516037
  2659. L 165.077019 141.31448
  2660. L 165.74542 139.453765
  2661. L 166.413821 138.21126
  2662. L 167.082222 139.428255
  2663. L 167.750623 141.144648
  2664. L 168.419024 143.525384
  2665. L 169.087425 141.417616
  2666. L 169.755826 142.450539
  2667. L 170.424227 144.239368
  2668. L 171.092628 143.46174
  2669. L 171.761029 142.192041
  2670. L 172.42943 139.914597
  2671. L 173.097831 138.436802
  2672. L 173.766232 137.242194
  2673. L 174.434633 139.460321
  2674. L 175.103035 138.910065
  2675. L 175.771436 137.614616
  2676. L 176.439837 136.027319
  2677. L 177.108238 135.766142
  2678. L 177.776639 137.718972
  2679. L 178.44504 140.418773
  2680. L 179.113441 139.98804
  2681. L 179.781842 138.365985
  2682. L 180.450243 141.188086
  2683. L 181.118644 143.37053
  2684. L 181.787045 144.636697
  2685. L 182.455446 143.803301
  2686. L 183.792248 139.664018
  2687. L 184.460649 135.774397
  2688. L 185.12905 135.493916
  2689. L 185.797451 138.197214
  2690. L 187.134254 144.492544
  2691. L 187.802655 142.559072
  2692. L 188.471056 142.989868
  2693. L 189.139457 141.860195
  2694. L 189.807858 138.449381
  2695. L 190.476259 138.34977
  2696. L 191.14466 141.455839
  2697. L 191.813061 141.530953
  2698. L 193.149863 143.861267
  2699. L 193.818264 145.357946
  2700. L 195.155066 143.778494
  2701. L 195.823467 143.169857
  2702. L 196.491868 140.227659
  2703. L 197.160269 135.83949
  2704. L 197.82867 138.296526
  2705. L 198.497071 142.111786
  2706. L 199.165473 142.712223
  2707. L 199.833874 141.966222
  2708. L 200.502275 143.873746
  2709. L 201.170676 144.995475
  2710. L 201.839077 144.819206
  2711. L 202.507478 140.90359
  2712. L 203.175879 139.703626
  2713. L 203.84428 140.34518
  2714. L 204.512681 137.9689
  2715. L 205.181082 136.990391
  2716. L 205.849483 140.145679
  2717. L 206.517884 144.907025
  2718. L 207.186285 134.430635
  2719. L 207.854686 138.871907
  2720. L 208.523087 140.611619
  2721. L 209.191488 135.599883
  2722. L 210.52829 142.820094
  2723. L 211.196692 138.23506
  2724. L 211.865093 138.803952
  2725. L 212.533494 141.315717
  2726. L 213.201895 141.536041
  2727. L 213.870296 140.358667
  2728. L 214.538697 140.911229
  2729. L 215.875499 144.9311
  2730. L 216.5439 144.737854
  2731. L 217.212301 142.545167
  2732. L 217.880702 141.015984
  2733. L 219.885905 143.371101
  2734. L 220.554306 141.68753
  2735. L 221.222707 142.905661
  2736. L 221.891108 143.360908
  2737. L 222.559509 142.89149
  2738. L 223.227911 142.016149
  2739. L 223.896312 143.110642
  2740. L 224.564713 145.180239
  2741. L 225.233114 143.657327
  2742. L 225.901515 143.390429
  2743. L 226.569916 141.405026
  2744. L 227.238317 137.800928
  2745. L 227.906718 137.385266
  2746. L 228.575119 137.16753
  2747. L 229.24352 138.236694
  2748. L 229.911921 137.616237
  2749. L 230.580322 140.598612
  2750. L 231.248723 141.856505
  2751. L 231.917124 142.569105
  2752. L 232.585525 142.910749
  2753. L 233.253926 143.848587
  2754. L 233.922327 144.15735
  2755. L 234.590728 141.101822
  2756. L 235.25913 137.445915
  2757. L 235.927531 140.351266
  2758. L 236.595932 144.181004
  2759. L 237.264333 141.942571
  2760. L 237.932734 141.158196
  2761. L 238.601135 140.17211
  2762. L 239.269536 136.824226
  2763. L 239.937937 136.943794
  2764. L 240.606338 138.047882
  2765. L 241.274739 142.697809
  2766. L 241.94314 142.333283
  2767. L 242.611541 142.143711
  2768. L 243.279942 141.776653
  2769. L 243.948343 144.191485
  2770. L 244.616744 144.242677
  2771. L 245.285145 144.603938
  2772. L 245.953546 141.85686
  2773. L 246.621947 141.88331
  2774. L 247.290349 144.877975
  2775. L 247.95875 143.770147
  2776. L 248.627151 143.805618
  2777. L 249.295552 140.748823
  2778. L 249.963953 139.759253
  2779. L 250.632354 137.609546
  2780. L 251.300755 137.209714
  2781. L 252.637557 140.29018
  2782. L 253.305958 143.087824
  2783. L 253.974359 143.388804
  2784. L 254.64276 139.652411
  2785. L 255.311161 138.789202
  2786. L 255.979562 141.731632
  2787. L 256.647963 139.600444
  2788. L 257.316364 141.176074
  2789. L 257.984765 143.776981
  2790. L 258.653166 140.181631
  2791. L 259.321568 142.693511
  2792. L 259.989969 138.320397
  2793. L 260.65837 138.31665
  2794. L 261.326771 136.482824
  2795. L 261.995172 126.691241
  2796. L 262.663573 136.71523
  2797. L 263.331974 141.700472
  2798. L 264.000375 135.960429
  2799. L 264.668776 139.821209
  2800. L 266.005578 142.141888
  2801. L 266.673979 136.644878
  2802. L 267.34238 138.067078
  2803. L 268.010781 140.478518
  2804. L 268.679182 141.947555
  2805. L 269.347583 144.050808
  2806. L 270.015984 143.250634
  2807. L 270.684385 138.837012
  2808. L 271.352787 137.042818
  2809. L 272.021188 137.47169
  2810. L 272.689589 136.756314
  2811. L 273.35799 135.584159
  2812. L 274.026391 137.917058
  2813. L 274.694792 140.858885
  2814. L 275.363193 144.59273
  2815. L 277.368396 136.072135
  2816. L 278.036797 139.590281
  2817. L 278.705198 141.058213
  2818. L 279.373599 143.249491
  2819. L 280.042 141.279207
  2820. L 280.710401 138.001911
  2821. L 281.378802 138.091895
  2822. L 282.047203 143.333769
  2823. L 282.715604 143.638148
  2824. L 283.384006 142.803938
  2825. L 284.720808 136.337272
  2826. L 285.389209 137.313954
  2827. L 286.05761 140.936133
  2828. L 286.726011 140.825286
  2829. L 288.062813 144.114254
  2830. L 288.731214 144.375369
  2831. L 289.399615 141.801497
  2832. L 290.068016 144.572851
  2833. L 290.736417 143.87653
  2834. L 291.404818 141.264857
  2835. L 292.073219 142.529802
  2836. L 292.74162 140.664721
  2837. L 293.410021 133.960955
  2838. L 294.078422 134.410011
  2839. L 294.746823 141.264463
  2840. L 296.083626 144.933418
  2841. L 296.752027 143.080263
  2842. L 297.420428 141.822664
  2843. L 298.088829 138.522573
  2844. L 298.75723 139.970726
  2845. L 299.425631 135.672244
  2846. L 300.094032 134.693834
  2847. L 300.762433 141.150976
  2848. L 301.430834 144.368121
  2849. L 302.099235 140.931436
  2850. L 302.767636 139.316327
  2851. L 303.436037 140.755622
  2852. L 305.44124 145.845018
  2853. L 306.109641 143.198112
  2854. L 306.778042 143.574381
  2855. L 307.446444 142.156175
  2856. L 308.114845 141.404494
  2857. L 309.451647 139.291773
  2858. L 310.120048 137.141772
  2859. L 310.788449 138.4052
  2860. L 311.45685 140.333236
  2861. L 312.125251 142.887526
  2862. L 312.793652 144.802634
  2863. L 314.130454 137.333616
  2864. L 314.798855 136.530186
  2865. L 315.467256 139.041893
  2866. L 316.135657 143.997087
  2867. L 316.804058 141.02834
  2868. L 317.472459 139.941439
  2869. L 318.14086 138.562731
  2870. L 318.809261 139.815092
  2871. L 319.477663 139.158253
  2872. L 320.146064 139.686965
  2873. L 320.814465 138.113262
  2874. L 321.482866 140.938048
  2875. L 322.151267 144.594802
  2876. L 322.819668 139.34574
  2877. L 323.488069 136.761171
  2878. L 324.15647 137.199912
  2879. L 324.824871 138.909978
  2880. L 325.493272 142.090873
  2881. L 326.830074 143.566816
  2882. L 327.498475 145.240584
  2883. L 328.166876 142.02652
  2884. L 328.835277 141.813902
  2885. L 329.503678 141.746727
  2886. L 330.172079 140.859116
  2887. L 330.84048 139.602835
  2888. L 331.508882 140.85945
  2889. L 332.177283 140.219309
  2890. L 332.845684 137.098032
  2891. L 333.514085 138.132893
  2892. L 334.182486 141.727527
  2893. L 334.850887 143.530893
  2894. L 335.519288 144.501053
  2895. L 336.187689 144.396309
  2896. L 336.85609 144.641679
  2897. L 337.524491 144.000896
  2898. L 338.192892 142.270055
  2899. L 338.861293 139.419622
  2900. L 339.529694 129.761041
  2901. L 340.198095 136.047788
  2902. L 340.866496 137.394771
  2903. L 341.534897 141.387456
  2904. L 342.871699 138.167487
  2905. L 343.540101 137.301617
  2906. L 344.208502 139.434296
  2907. L 345.545304 143.026021
  2908. L 346.213705 143.548045
  2909. L 346.882106 139.33707
  2910. L 347.550507 140.424007
  2911. L 348.218908 134.328859
  2912. L 348.887309 141.728076
  2913. L 349.55571 143.418316
  2914. L 350.224111 138.649589
  2915. L 350.892512 138.850235
  2916. L 351.560913 136.974399
  2917. L 352.229314 138.718551
  2918. L 352.897715 139.512939
  2919. L 353.566116 139.306875
  2920. L 354.234517 139.849861
  2921. L 354.902918 139.700725
  2922. L 355.57132 140.00943
  2923. L 356.239721 141.747672
  2924. L 356.908122 141.342117
  2925. L 357.576523 145.297449
  2926. L 358.244924 141.809239
  2927. L 358.913325 139.468118
  2928. L 359.581726 134.208079
  2929. L 360.250127 141.545283
  2930. L 360.918528 134.932916
  2931. L 361.586929 141.727416
  2932. L 362.25533 140.209205
  2933. L 362.923731 141.132968
  2934. L 363.592132 138.388647
  2935. L 364.260533 138.107592
  2936. L 364.928934 139.817499
  2937. L 365.597335 144.111591
  2938. L 366.265736 141.519445
  2939. L 366.934137 138.118474
  2940. L 367.602539 138.053044
  2941. L 368.27094 141.531999
  2942. L 368.939341 143.265129
  2943. L 369.607742 142.995638
  2944. L 370.276143 137.989429
  2945. L 370.944544 138.888838
  2946. L 371.612945 138.12561
  2947. L 372.281346 142.730952
  2948. L 372.281346 142.730952
  2949. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  2950. </g>
  2951. <g id="text_13">
  2952. <g id="patch_15">
  2953. <path d="M 18.697188 136.637868
  2954. L 29.458438 136.637868
  2955. Q 31.858438 136.637868 31.858438 134.237868
  2956. L 31.858438 126.495368
  2957. Q 31.858438 124.095368 29.458438 124.095368
  2958. L 18.697188 124.095368
  2959. Q 16.297188 124.095368 16.297188 126.495368
  2960. L 16.297188 134.237868
  2961. Q 16.297188 136.637868 18.697188 136.637868
  2962. z
  2963. " style="fill:#ffffff;opacity:0.8;"/>
  2964. </g>
  2965. <!-- FD -->
  2966. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  2967. <use xlink:href="#DejaVuSans-46"/>
  2968. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  2969. </g>
  2970. </g>
  2971. <g id="text_14">
  2972. <g id="patch_16">
  2973. <path d="M 290.289663 133.502243
  2974. L 365.209663 133.502243
  2975. Q 366.409663 133.502243 366.409663 132.302243
  2976. L 366.409663 128.430993
  2977. Q 366.409663 127.230993 365.209663 127.230993
  2978. L 290.289663 127.230993
  2979. Q 289.089663 127.230993 289.089663 128.430993
  2980. L 289.089663 132.302243
  2981. Q 289.089663 133.502243 290.289663 133.502243
  2982. z
  2983. " style="fill:#ffffff;opacity:0.8;"/>
  2984. </g>
  2985. <!-- max: 0.462 $\bullet$ mean: 0.132 $\bullet$ $\sigma$: 0.060 -->
  2986. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  2987. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2988. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2989. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2990. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2991. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2992. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  2993. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2994. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  2995. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-36"/>
  2996. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-32"/>
  2997. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2998. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2999. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3000. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3001. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3002. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3003. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3004. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3005. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3006. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3007. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3008. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3009. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-33"/>
  3010. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-32"/>
  3011. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3012. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3013. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3014. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3015. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3016. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3017. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3018. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3019. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3020. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
  3021. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-30"/>
  3022. </g>
  3023. </g>
  3024. <g id="text_15">
  3025. <!-- 0.23 -->
  3026. <g style="fill:#d3d3d3;" transform="translate(11.0175 136.690197)scale(0.03 -0.03)">
  3027. <use xlink:href="#DejaVuSans-30"/>
  3028. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3029. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  3030. <use x="159.033203" xlink:href="#DejaVuSans-33"/>
  3031. </g>
  3032. </g>
  3033. </g>
  3034. <g id="axes_6">
  3035. <g id="patch_17">
  3036. <path d="M 15.161346 278.112
  3037. L 18.697188 278.112
  3038. L 18.697188 150.37824
  3039. L 15.161346 150.37824
  3040. z
  3041. " style="fill:#ffffff;"/>
  3042. </g>
  3043. <g clip-path="url(#pcc17f87c5a)">
  3044. <image height="947" id="image407072335b" transform="matrix(4 0 0 0.135164 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3045. iVBORw0KGgoAAAANSUhEUgAAAAEAAAOzCAYAAAB5/2xqAAAABHNCSVQICAgIfAhkiAAAAEVJREFUWIXt17ERgCAUwNDcr5hCjgobF3IRFnMWajbRNT5nmlenDXU8bwCIiIiIiPyJVe4MGQBxtSNDxtYw++nZiIgk5QP/aA1+r/mlJgAAAABJRU5ErkJggg=="/>
  3046. </g>
  3047. <g id="matplotlib.axis_11"/>
  3048. <g id="matplotlib.axis_12"/>
  3049. </g>
  3050. <g id="axes_7">
  3051. <g id="patch_18">
  3052. <path d="M 18.697188 278.112
  3053. L 372.281346 278.112
  3054. L 372.281346 150.37824
  3055. L 18.697188 150.37824
  3056. z
  3057. " style="fill:#ffffff;"/>
  3058. </g>
  3059. <g clip-path="url(#pb387f2eb0b)">
  3060. <image height="128.16" id="image8a07e6637c" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3061. 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" y="-149.952"/>
  3062. </g>
  3063. <g id="matplotlib.axis_13">
  3064. <g id="xtick_26">
  3065. <g id="line2d_11">
  3066. <defs>
  3067. <path d="M 0 0
  3068. L 0 4.8
  3069. " id="m09c985e90c" style="stroke:#262626;"/>
  3070. </defs>
  3071. <g>
  3072. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m09c985e90c" y="278.112"/>
  3073. </g>
  3074. </g>
  3075. <g id="text_16">
  3076. <!-- 0.00 -->
  3077. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3078. <use xlink:href="#DejaVuSans-30"/>
  3079. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3080. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3081. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3082. </g>
  3083. </g>
  3084. </g>
  3085. <g id="xtick_27">
  3086. <g id="line2d_12">
  3087. <g>
  3088. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m09c985e90c" y="278.112"/>
  3089. </g>
  3090. </g>
  3091. <g id="text_17">
  3092. <!-- 106.00 -->
  3093. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3094. <use xlink:href="#DejaVuSans-31"/>
  3095. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3096. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3097. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3098. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3099. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3100. </g>
  3101. </g>
  3102. </g>
  3103. <g id="xtick_28">
  3104. <g id="line2d_13">
  3105. <g>
  3106. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m09c985e90c" y="278.112"/>
  3107. </g>
  3108. </g>
  3109. <g id="text_18">
  3110. <!-- 212.00 -->
  3111. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3112. <use xlink:href="#DejaVuSans-32"/>
  3113. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3114. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3115. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3116. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3117. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3118. </g>
  3119. </g>
  3120. </g>
  3121. <g id="xtick_29">
  3122. <g id="line2d_14">
  3123. <g>
  3124. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m09c985e90c" y="278.112"/>
  3125. </g>
  3126. </g>
  3127. <g id="text_19">
  3128. <!-- 318.00 -->
  3129. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3130. <use xlink:href="#DejaVuSans-33"/>
  3131. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3132. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  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_30">
  3140. <g id="line2d_15">
  3141. <g>
  3142. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m09c985e90c" y="278.112"/>
  3143. </g>
  3144. </g>
  3145. <g id="text_20">
  3146. <!-- 424.00 -->
  3147. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3148. <use xlink:href="#DejaVuSans-34"/>
  3149. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3150. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  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="text_21">
  3158. <!-- time (s) -->
  3159. <defs>
  3160. <path d="M 18.3125 70.21875
  3161. L 18.3125 54.6875
  3162. L 36.8125 54.6875
  3163. L 36.8125 47.703125
  3164. L 18.3125 47.703125
  3165. L 18.3125 18.015625
  3166. Q 18.3125 11.328125 20.140625 9.421875
  3167. Q 21.96875 7.515625 27.59375 7.515625
  3168. L 36.8125 7.515625
  3169. L 36.8125 0
  3170. L 27.59375 0
  3171. Q 17.1875 0 13.234375 3.875
  3172. Q 9.28125 7.765625 9.28125 18.015625
  3173. L 9.28125 47.703125
  3174. L 2.6875 47.703125
  3175. L 2.6875 54.6875
  3176. L 9.28125 54.6875
  3177. L 9.28125 70.21875
  3178. z
  3179. " id="DejaVuSans-74"/>
  3180. <path d="M 9.421875 54.6875
  3181. L 18.40625 54.6875
  3182. L 18.40625 0
  3183. L 9.421875 0
  3184. z
  3185. M 9.421875 75.984375
  3186. L 18.40625 75.984375
  3187. L 18.40625 64.59375
  3188. L 9.421875 64.59375
  3189. z
  3190. " id="DejaVuSans-69"/>
  3191. <path d="M 31 75.875
  3192. Q 24.46875 64.65625 21.28125 53.65625
  3193. Q 18.109375 42.671875 18.109375 31.390625
  3194. Q 18.109375 20.125 21.3125 9.0625
  3195. Q 24.515625 -2 31 -13.1875
  3196. L 23.1875 -13.1875
  3197. Q 15.875 -1.703125 12.234375 9.375
  3198. Q 8.59375 20.453125 8.59375 31.390625
  3199. Q 8.59375 42.28125 12.203125 53.3125
  3200. Q 15.828125 64.359375 23.1875 75.875
  3201. z
  3202. " id="DejaVuSans-28"/>
  3203. <path d="M 44.28125 53.078125
  3204. L 44.28125 44.578125
  3205. Q 40.484375 46.53125 36.375 47.5
  3206. Q 32.28125 48.484375 27.875 48.484375
  3207. Q 21.1875 48.484375 17.84375 46.4375
  3208. Q 14.5 44.390625 14.5 40.28125
  3209. Q 14.5 37.15625 16.890625 35.375
  3210. Q 19.28125 33.59375 26.515625 31.984375
  3211. L 29.59375 31.296875
  3212. Q 39.15625 29.25 43.1875 25.515625
  3213. Q 47.21875 21.78125 47.21875 15.09375
  3214. Q 47.21875 7.46875 41.1875 3.015625
  3215. Q 35.15625 -1.421875 24.609375 -1.421875
  3216. Q 20.21875 -1.421875 15.453125 -0.5625
  3217. Q 10.6875 0.296875 5.421875 2
  3218. L 5.421875 11.28125
  3219. Q 10.40625 8.6875 15.234375 7.390625
  3220. Q 20.0625 6.109375 24.8125 6.109375
  3221. Q 31.15625 6.109375 34.5625 8.28125
  3222. Q 37.984375 10.453125 37.984375 14.40625
  3223. Q 37.984375 18.0625 35.515625 20.015625
  3224. Q 33.0625 21.96875 24.703125 23.78125
  3225. L 21.578125 24.515625
  3226. Q 13.234375 26.265625 9.515625 29.90625
  3227. Q 5.8125 33.546875 5.8125 39.890625
  3228. Q 5.8125 47.609375 11.28125 51.796875
  3229. Q 16.75 56 26.8125 56
  3230. Q 31.78125 56 36.171875 55.265625
  3231. Q 40.578125 54.546875 44.28125 53.078125
  3232. z
  3233. " id="DejaVuSans-73"/>
  3234. <path d="M 8.015625 75.875
  3235. L 15.828125 75.875
  3236. Q 23.140625 64.359375 26.78125 53.3125
  3237. Q 30.421875 42.28125 30.421875 31.390625
  3238. Q 30.421875 20.453125 26.78125 9.375
  3239. Q 23.140625 -1.703125 15.828125 -13.1875
  3240. L 8.015625 -13.1875
  3241. Q 14.5 -2 17.703125 9.0625
  3242. Q 20.90625 20.125 20.90625 31.390625
  3243. Q 20.90625 42.671875 17.703125 53.65625
  3244. Q 14.5 64.65625 8.015625 75.875
  3245. z
  3246. " id="DejaVuSans-29"/>
  3247. </defs>
  3248. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3249. <use xlink:href="#DejaVuSans-74"/>
  3250. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3251. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3252. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3253. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3254. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3255. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3256. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3257. </g>
  3258. </g>
  3259. </g>
  3260. <g id="matplotlib.axis_14"/>
  3261. </g>
  3262. </g>
  3263. <defs>
  3264. <clipPath id="p363882b41c">
  3265. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3266. </clipPath>
  3267. <clipPath id="p7f8c117e4b">
  3268. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3269. </clipPath>
  3270. <clipPath id="p1adf2f10da">
  3271. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3272. </clipPath>
  3273. <clipPath id="p9c04459963">
  3274. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3275. </clipPath>
  3276. <clipPath id="p24d2a19901">
  3277. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3278. </clipPath>
  3279. <clipPath id="pcc17f87c5a">
  3280. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3281. </clipPath>
  3282. <clipPath id="pb387f2eb0b">
  3283. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3284. </clipPath>
  3285. </defs>
  3286. </svg>