sub-23_ses-01_task-highspeed_rec-prenorm_run-03_carpetplot.svg 418 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525152615271528152915301531153215331534153515361537153815391540154115421543154415451546154715481549155015511552155315541555155615571558155915601561156215631564156515661567156815691570157115721573157415751576157715781579158015811582158315841585158615871588158915901591159215931594159515961597159815991600160116021603160416051606160716081609161016111612161316141615161616171618161916201621162216231624162516261627162816291630163116321633163416351636163716381639164016411642164316441645164616471648164916501651165216531654165516561657165816591660166116621663166416651666166716681669167016711672167316741675167616771678167916801681168216831684168516861687168816891690169116921693169416951696169716981699170017011702170317041705170617071708170917101711171217131714171517161717171817191720172117221723172417251726172717281729173017311732173317341735173617371738173917401741174217431744174517461747174817491750175117521753175417551756175717581759176017611762176317641765176617671768176917701771177217731774177517761777177817791780178117821783178417851786178717881789179017911792179317941795179617971798179918001801180218031804180518061807180818091810181118121813181418151816181718181819182018211822182318241825182618271828182918301831183218331834183518361837183818391840184118421843184418451846184718481849185018511852185318541855185618571858185918601861186218631864186518661867186818691870187118721873187418751876187718781879188018811882188318841885188618871888188918901891189218931894189518961897189818991900190119021903190419051906190719081909191019111912191319141915191619171918191919201921192219231924192519261927192819291930193119321933193419351936193719381939194019411942194319441945194619471948194919501951195219531954195519561957195819591960196119621963196419651966196719681969197019711972197319741975197619771978197919801981198219831984198519861987198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050205120522053205420552056205720582059206020612062206320642065206620672068206920702071207220732074207520762077207820792080208120822083208420852086208720882089209020912092209320942095209620972098209921002101210221032104210521062107210821092110211121122113211421152116211721182119212021212122212321242125212621272128212921302131213221332134213521362137213821392140214121422143214421452146214721482149215021512152215321542155215621572158215921602161216221632164216521662167216821692170217121722173217421752176217721782179218021812182218321842185218621872188218921902191219221932194219521962197219821992200220122022203220422052206220722082209221022112212221322142215221622172218221922202221222222232224222522262227222822292230223122322233223422352236223722382239224022412242224322442245224622472248224922502251225222532254225522562257225822592260226122622263226422652266226722682269227022712272227322742275227622772278227922802281228222832284228522862287228822892290229122922293229422952296229722982299230023012302230323042305230623072308230923102311231223132314231523162317231823192320232123222323232423252326232723282329233023312332233323342335233623372338233923402341234223432344234523462347234823492350235123522353235423552356235723582359236023612362236323642365236623672368236923702371237223732374237523762377237823792380238123822383238423852386238723882389239023912392239323942395239623972398239924002401240224032404240524062407240824092410241124122413241424152416241724182419242024212422242324242425242624272428242924302431243224332434243524362437243824392440244124422443244424452446244724482449245024512452245324542455245624572458245924602461246224632464246524662467246824692470247124722473247424752476247724782479248024812482248324842485248624872488248924902491249224932494249524962497249824992500250125022503250425052506250725082509251025112512251325142515251625172518251925202521252225232524252525262527252825292530253125322533253425352536253725382539254025412542254325442545254625472548254925502551255225532554255525562557255825592560256125622563256425652566256725682569257025712572257325742575257625772578257925802581258225832584258525862587258825892590259125922593259425952596259725982599260026012602260326042605260626072608260926102611261226132614261526162617261826192620262126222623262426252626262726282629263026312632263326342635263626372638263926402641264226432644264526462647264826492650265126522653265426552656265726582659266026612662266326642665266626672668266926702671267226732674267526762677267826792680268126822683268426852686268726882689269026912692269326942695269626972698269927002701270227032704270527062707270827092710271127122713271427152716271727182719272027212722272327242725272627272728272927302731273227332734273527362737273827392740274127422743274427452746274727482749275027512752275327542755275627572758275927602761276227632764276527662767276827692770277127722773277427752776277727782779278027812782278327842785278627872788278927902791279227932794279527962797279827992800280128022803280428052806280728082809281028112812281328142815281628172818281928202821282228232824282528262827282828292830283128322833283428352836283728382839284028412842284328442845284628472848284928502851285228532854285528562857285828592860286128622863286428652866286728682869287028712872287328742875287628772878287928802881288228832884288528862887288828892890289128922893289428952896289728982899290029012902290329042905290629072908290929102911291229132914291529162917291829192920292129222923292429252926292729282929293029312932293329342935293629372938293929402941294229432944294529462947294829492950295129522953295429552956295729582959296029612962296329642965296629672968296929702971297229732974297529762977297829792980298129822983298429852986298729882989299029912992299329942995299629972998299930003001300230033004300530063007300830093010301130123013301430153016301730183019302030213022302330243025302630273028302930303031303230333034303530363037303830393040304130423043304430453046304730483049305030513052305330543055305630573058305930603061306230633064306530663067306830693070307130723073307430753076307730783079308030813082308330843085308630873088308930903091309230933094309530963097309830993100310131023103310431053106310731083109311031113112311331143115311631173118311931203121312231233124312531263127312831293130313131323133313431353136313731383139314031413142314331443145314631473148314931503151315231533154315531563157315831593160316131623163316431653166316731683169317031713172317331743175317631773178317931803181318231833184318531863187318831893190319131923193319431953196319731983199320032013202320332043205320632073208320932103211321232133214321532163217321832193220322132223223322432253226322732283229323032313232323332343235323632373238323932403241324232433244324532463247324832493250325132523253325432553256325732583259326032613262326332643265326632673268326932703271327232733274327532763277327832793280328132823283328432853286328732883289329032913292329332943295329632973298329933003301330233033304330533063307330833093310331133123313331433153316331733183319332033213322332333243325332633273328332933303331333233333334333533363337333833393340334133423343
  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(#p79a853cec4)" d="M 18.697188 22.303973
  39. L 372.281346 22.303973
  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(#p79a853cec4)" d="M 18.697188 23.138351
  44. L 19.365589 23.537582
  45. L 20.03399 23.548082
  46. L 23.375995 22.799072
  47. L 24.044396 22.75591
  48. L 25.381198 22.505922
  49. L 28.723203 22.657062
  50. L 32.73361 22.309098
  51. L 33.402011 22.289531
  52. L 34.070412 22.433465
  53. L 37.412417 22.438239
  54. L 39.41762 22.538167
  55. L 41.422823 22.522621
  56. L 42.091224 22.659948
  57. L 43.428027 22.688971
  58. L 46.101631 22.435144
  59. L 47.438433 22.361344
  60. L 48.775235 22.434427
  61. L 51.448839 22.655319
  62. L 54.790845 22.570674
  63. L 55.459246 22.484686
  64. L 58.801251 22.834184
  65. L 62.143256 22.525162
  66. L 63.480058 22.677835
  67. L 66.153662 22.763433
  68. L 66.822064 22.595541
  69. L 67.490465 22.578906
  70. L 68.158866 22.433347
  71. L 68.827267 22.476491
  72. L 70.164069 22.732006
  73. L 70.83247 22.750909
  74. L 71.500871 23.166539
  75. L 72.169272 23.074044
  76. L 72.837673 23.304456
  77. L 73.506074 23.090697
  78. L 74.174475 23.65056
  79. L 74.842876 23.298149
  80. L 75.511277 25.597915
  81. L 76.179678 23.778485
  82. L 76.848079 23.18429
  83. L 77.51648 23.826874
  84. L 78.184881 23.503931
  85. L 78.853283 23.61827
  86. L 79.521684 23.431083
  87. L 80.190085 23.459262
  88. L 80.858486 23.226853
  89. L 81.526887 23.189654
  90. L 82.195288 22.870013
  91. L 84.868892 22.635735
  92. L 85.537293 22.717549
  93. L 86.874095 22.537096
  94. L 88.210897 22.478606
  95. L 88.879298 22.351996
  96. L 89.547699 22.490494
  97. L 90.884502 22.472834
  98. L 93.558106 22.728321
  99. L 96.900111 22.62303
  100. L 102.247319 22.66307
  101. L 102.915721 22.641062
  102. L 103.584122 22.477898
  103. L 107.594528 22.688825
  104. L 108.262929 22.799925
  105. L 110.268132 22.791031
  106. L 111.604934 22.859005
  107. L 116.283742 22.695314
  108. L 116.952143 22.772046
  109. L 118.957346 22.73049
  110. L 122.299351 22.849358
  111. L 123.636153 22.957889
  112. L 125.641356 22.749394
  113. L 126.978159 22.776874
  114. L 127.64656 22.825163
  115. L 128.983362 22.609081
  116. L 129.651763 22.600568
  117. L 130.988565 22.781266
  118. L 132.325367 22.695795
  119. L 133.662169 22.507656
  120. L 139.009378 22.877101
  121. L 141.682982 22.656744
  122. L 143.019784 22.818103
  123. L 143.688185 22.68309
  124. L 146.361789 22.688127
  125. L 147.03019 22.771574
  126. L 147.698591 22.642705
  127. L 149.035393 22.563587
  128. L 150.372195 22.474368
  129. L 151.708998 22.580067
  130. L 154.382602 22.783453
  131. L 156.387805 22.614381
  132. L 158.393008 22.915971
  133. L 159.061409 23.122052
  134. L 159.72981 23.104646
  135. L 161.066612 22.707285
  136. L 161.735013 22.422756
  137. L 163.071816 22.325097
  138. L 163.740217 22.301048
  139. L 166.413821 22.764677
  140. L 170.424227 22.622521
  141. L 171.092628 22.521904
  142. L 172.42943 22.530444
  143. L 173.097831 22.515724
  144. L 173.766232 22.7724
  145. L 174.434633 22.821197
  146. L 177.108238 22.170718
  147. L 178.44504 22.377398
  148. L 179.113441 22.629972
  149. L 179.781842 22.420188
  150. L 180.450243 22.679995
  151. L 181.118644 22.804826
  152. L 183.123847 22.818293
  153. L 183.792248 22.597437
  154. L 184.460649 22.652497
  155. L 185.12905 22.590404
  156. L 185.797451 22.351189
  157. L 188.471056 22.520688
  158. L 189.139457 22.690513
  159. L 189.807858 22.743386
  160. L 190.476259 22.677735
  161. L 191.14466 22.939385
  162. L 192.481462 22.698972
  163. L 193.149863 22.893491
  164. L 193.818264 22.616786
  165. L 195.155066 22.523528
  166. L 197.82867 22.426858
  167. L 198.497071 22.593499
  168. L 199.165473 22.899798
  169. L 200.502275 22.45422
  170. L 201.170676 22.738059
  171. L 201.839077 22.601294
  172. L 203.84428 22.472326
  173. L 204.512681 22.714272
  174. L 205.181082 22.669631
  175. L 205.849483 22.411775
  176. L 207.186285 22.36335
  177. L 207.854686 22.587391
  178. L 209.859889 22.567071
  179. L 210.52829 22.749848
  180. L 211.196692 22.682772
  181. L 211.865093 22.816097
  182. L 212.533494 22.787365
  183. L 213.201895 22.921951
  184. L 213.870296 22.828104
  185. L 214.538697 22.939702
  186. L 215.207098 22.762508
  187. L 215.875499 22.785758
  188. L 216.5439 22.289713
  189. L 217.212301 24.502719
  190. L 217.880702 22.818348
  191. L 218.549103 22.228727
  192. L 219.217504 22.698854
  193. L 219.885905 22.47935
  194. L 220.554306 22.794924
  195. L 221.222707 22.528311
  196. L 223.896312 22.632686
  197. L 224.564713 22.423809
  198. L 225.901515 22.68289
  199. L 226.569916 22.581565
  200. L 228.575119 22.887901
  201. L 229.24352 22.559557
  202. L 230.580322 22.087053
  203. L 231.917124 22.175192
  204. L 232.585525 22.345027
  205. L 233.253926 22.395875
  206. L 233.922327 22.62214
  207. L 234.590728 22.657679
  208. L 235.25913 22.850737
  209. L 235.927531 22.885341
  210. L 238.601135 22.405867
  211. L 239.937937 22.591057
  212. L 240.606338 22.534736
  213. L 241.94314 22.747579
  214. L 248.627151 22.804953
  215. L 249.295552 22.889943
  216. L 251.969156 22.494351
  217. L 255.311161 22.656735
  218. L 265.337177 22.666164
  219. L 268.010781 22.651653
  220. L 269.347583 22.632994
  221. L 270.684385 22.69565
  222. L 272.021188 22.603155
  223. L 273.35799 22.381582
  224. L 275.363193 22.713338
  225. L 276.031594 22.835899
  226. L 276.699995 23.098139
  227. L 278.036797 23.272928
  228. L 280.042 23.328859
  229. L 281.378802 22.866156
  230. L 282.715604 22.609716
  231. L 284.720808 22.665783
  232. L 285.389209 22.582527
  233. L 287.394412 22.623311
  234. L 288.731214 22.560528
  235. L 290.068016 22.585993
  236. L 292.073219 22.607574
  237. L 292.74162 22.43224
  238. L 294.746823 22.476119
  239. L 296.752027 22.483733
  240. L 298.088829 22.471255
  241. L 300.094032 22.548231
  242. L 302.767636 22.47267
  243. L 303.436037 22.534255
  244. L 304.104438 22.436533
  245. L 304.772839 22.47218
  246. L 307.446444 22.252568
  247. L 308.114845 22.282997
  248. L 308.783246 22.479849
  249. L 314.130454 22.406013
  250. L 316.135657 22.579795
  251. L 317.472459 22.507211
  252. L 318.14086 22.56552
  253. L 320.146064 22.501902
  254. L 324.15647 22.676674
  255. L 326.830074 22.508418
  256. L 329.503678 22.369648
  257. L 330.172079 22.470057
  258. L 331.508882 22.461835
  259. L 336.187689 22.49142
  260. L 336.85609 22.65316
  261. L 338.192892 22.658695
  262. L 340.198095 22.404742
  263. L 341.534897 22.50545
  264. L 345.545304 22.380311
  265. L 346.213705 22.45903
  266. L 348.218908 22.214116
  267. L 349.55571 22.453812
  268. L 350.892512 22.37394
  269. L 351.560913 22.487645
  270. L 352.229314 22.438429
  271. L 354.234517 22.58495
  272. L 355.57132 22.494959
  273. L 356.908122 22.200929
  274. L 358.913325 22.454211
  275. L 360.918528 22.660565
  276. L 364.928934 22.311611
  277. L 366.934137 22.198534
  278. L 368.27094 22.114424
  279. L 370.276143 22.200585
  280. L 372.281346 21.987452
  281. L 372.281346 21.987452
  282. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  283. </g>
  284. <g id="text_1">
  285. <g id="patch_3">
  286. <path d="M 18.697188 25.935276
  287. L 29.974688 25.935276
  288. Q 32.374688 25.935276 32.374688 23.535276
  289. L 32.374688 15.792776
  290. Q 32.374688 13.392776 29.974688 13.392776
  291. L 18.697188 13.392776
  292. Q 16.297188 13.392776 16.297188 15.792776
  293. L 16.297188 23.535276
  294. Q 16.297188 25.935276 18.697188 25.935276
  295. z
  296. " style="fill:#ffffff;opacity:0.8;"/>
  297. </g>
  298. <!-- GS -->
  299. <defs>
  300. <path d="M 59.515625 10.40625
  301. L 59.515625 29.984375
  302. L 43.40625 29.984375
  303. L 43.40625 38.09375
  304. L 69.28125 38.09375
  305. L 69.28125 6.78125
  306. Q 63.578125 2.734375 56.6875 0.65625
  307. Q 49.8125 -1.421875 42 -1.421875
  308. Q 24.90625 -1.421875 15.25 8.5625
  309. Q 5.609375 18.5625 5.609375 36.375
  310. Q 5.609375 54.25 15.25 64.234375
  311. Q 24.90625 74.21875 42 74.21875
  312. Q 49.125 74.21875 55.546875 72.453125
  313. Q 61.96875 70.703125 67.390625 67.28125
  314. L 67.390625 56.78125
  315. Q 61.921875 61.421875 55.765625 63.765625
  316. Q 49.609375 66.109375 42.828125 66.109375
  317. Q 29.4375 66.109375 22.71875 58.640625
  318. Q 16.015625 51.171875 16.015625 36.375
  319. Q 16.015625 21.625 22.71875 14.15625
  320. Q 29.4375 6.6875 42.828125 6.6875
  321. Q 48.046875 6.6875 52.140625 7.59375
  322. Q 56.25 8.5 59.515625 10.40625
  323. z
  324. " id="DejaVuSans-47"/>
  325. <path d="M 53.515625 70.515625
  326. L 53.515625 60.890625
  327. Q 47.90625 63.578125 42.921875 64.890625
  328. Q 37.9375 66.21875 33.296875 66.21875
  329. Q 25.25 66.21875 20.875 63.09375
  330. Q 16.5 59.96875 16.5 54.203125
  331. Q 16.5 49.359375 19.40625 46.890625
  332. Q 22.3125 44.4375 30.421875 42.921875
  333. L 36.375 41.703125
  334. Q 47.40625 39.59375 52.65625 34.296875
  335. Q 57.90625 29 57.90625 20.125
  336. Q 57.90625 9.515625 50.796875 4.046875
  337. Q 43.703125 -1.421875 29.984375 -1.421875
  338. Q 24.8125 -1.421875 18.96875 -0.25
  339. Q 13.140625 0.921875 6.890625 3.21875
  340. L 6.890625 13.375
  341. Q 12.890625 10.015625 18.65625 8.296875
  342. Q 24.421875 6.59375 29.984375 6.59375
  343. Q 38.421875 6.59375 43.015625 9.90625
  344. Q 47.609375 13.234375 47.609375 19.390625
  345. Q 47.609375 24.75 44.3125 27.78125
  346. Q 41.015625 30.8125 33.5 32.328125
  347. L 27.484375 33.5
  348. Q 16.453125 35.6875 11.515625 40.375
  349. Q 6.59375 45.0625 6.59375 53.421875
  350. Q 6.59375 63.09375 13.40625 68.65625
  351. Q 20.21875 74.21875 32.171875 74.21875
  352. Q 37.3125 74.21875 42.625 73.28125
  353. Q 47.953125 72.359375 53.515625 70.515625
  354. z
  355. " id="DejaVuSans-53"/>
  356. </defs>
  357. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  358. <use xlink:href="#DejaVuSans-47"/>
  359. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  360. </g>
  361. </g>
  362. <g id="text_2">
  363. <g id="patch_4">
  364. <path d="M 280.129663 22.799651
  365. L 365.209663 22.799651
  366. Q 366.409663 22.799651 366.409663 21.599651
  367. L 366.409663 17.728401
  368. Q 366.409663 16.528401 365.209663 16.528401
  369. L 280.129663 16.528401
  370. Q 278.929663 16.528401 278.929663 17.728401
  371. L 278.929663 21.599651
  372. Q 278.929663 22.799651 280.129663 22.799651
  373. z
  374. " style="fill:#ffffff;opacity:0.8;"/>
  375. </g>
  376. <!-- max: 671.699 $\bullet$ mean: 667.346 $\bullet$ $\sigma$: 1.910 -->
  377. <defs>
  378. <path d="M 52 44.1875
  379. Q 55.375 50.25 60.0625 53.125
  380. Q 64.75 56 71.09375 56
  381. Q 79.640625 56 84.28125 50.015625
  382. Q 88.921875 44.046875 88.921875 33.015625
  383. L 88.921875 0
  384. L 79.890625 0
  385. L 79.890625 32.71875
  386. Q 79.890625 40.578125 77.09375 44.375
  387. Q 74.3125 48.1875 68.609375 48.1875
  388. Q 61.625 48.1875 57.5625 43.546875
  389. Q 53.515625 38.921875 53.515625 30.90625
  390. L 53.515625 0
  391. L 44.484375 0
  392. L 44.484375 32.71875
  393. Q 44.484375 40.625 41.703125 44.40625
  394. Q 38.921875 48.1875 33.109375 48.1875
  395. Q 26.21875 48.1875 22.15625 43.53125
  396. Q 18.109375 38.875 18.109375 30.90625
  397. L 18.109375 0
  398. L 9.078125 0
  399. L 9.078125 54.6875
  400. L 18.109375 54.6875
  401. L 18.109375 46.1875
  402. Q 21.1875 51.21875 25.484375 53.609375
  403. Q 29.78125 56 35.6875 56
  404. Q 41.65625 56 45.828125 52.96875
  405. Q 50 49.953125 52 44.1875
  406. z
  407. " id="DejaVuSans-6d"/>
  408. <path d="M 34.28125 27.484375
  409. Q 23.390625 27.484375 19.1875 25
  410. Q 14.984375 22.515625 14.984375 16.5
  411. Q 14.984375 11.71875 18.140625 8.90625
  412. Q 21.296875 6.109375 26.703125 6.109375
  413. Q 34.1875 6.109375 38.703125 11.40625
  414. Q 43.21875 16.703125 43.21875 25.484375
  415. L 43.21875 27.484375
  416. z
  417. M 52.203125 31.203125
  418. L 52.203125 0
  419. L 43.21875 0
  420. L 43.21875 8.296875
  421. Q 40.140625 3.328125 35.546875 0.953125
  422. Q 30.953125 -1.421875 24.3125 -1.421875
  423. Q 15.921875 -1.421875 10.953125 3.296875
  424. Q 6 8.015625 6 15.921875
  425. Q 6 25.140625 12.171875 29.828125
  426. Q 18.359375 34.515625 30.609375 34.515625
  427. L 43.21875 34.515625
  428. L 43.21875 35.40625
  429. Q 43.21875 41.609375 39.140625 45
  430. Q 35.0625 48.390625 27.6875 48.390625
  431. Q 23 48.390625 18.546875 47.265625
  432. Q 14.109375 46.140625 10.015625 43.890625
  433. L 10.015625 52.203125
  434. Q 14.9375 54.109375 19.578125 55.046875
  435. Q 24.21875 56 28.609375 56
  436. Q 40.484375 56 46.34375 49.84375
  437. Q 52.203125 43.703125 52.203125 31.203125
  438. z
  439. " id="DejaVuSans-61"/>
  440. <path d="M 54.890625 54.6875
  441. L 35.109375 28.078125
  442. L 55.90625 0
  443. L 45.3125 0
  444. L 29.390625 21.484375
  445. L 13.484375 0
  446. L 2.875 0
  447. L 24.125 28.609375
  448. L 4.6875 54.6875
  449. L 15.28125 54.6875
  450. L 29.78125 35.203125
  451. L 44.28125 54.6875
  452. z
  453. " id="DejaVuSans-78"/>
  454. <path d="M 11.71875 12.40625
  455. L 22.015625 12.40625
  456. L 22.015625 0
  457. L 11.71875 0
  458. z
  459. M 11.71875 51.703125
  460. L 22.015625 51.703125
  461. L 22.015625 39.3125
  462. L 11.71875 39.3125
  463. z
  464. " id="DejaVuSans-3a"/>
  465. <path id="DejaVuSans-20"/>
  466. <path d="M 33.015625 40.375
  467. Q 26.375 40.375 22.484375 35.828125
  468. Q 18.609375 31.296875 18.609375 23.390625
  469. Q 18.609375 15.53125 22.484375 10.953125
  470. Q 26.375 6.390625 33.015625 6.390625
  471. Q 39.65625 6.390625 43.53125 10.953125
  472. Q 47.40625 15.53125 47.40625 23.390625
  473. Q 47.40625 31.296875 43.53125 35.828125
  474. Q 39.65625 40.375 33.015625 40.375
  475. z
  476. M 52.59375 71.296875
  477. L 52.59375 62.3125
  478. Q 48.875 64.0625 45.09375 64.984375
  479. Q 41.3125 65.921875 37.59375 65.921875
  480. Q 27.828125 65.921875 22.671875 59.328125
  481. Q 17.53125 52.734375 16.796875 39.40625
  482. Q 19.671875 43.65625 24.015625 45.921875
  483. Q 28.375 48.1875 33.59375 48.1875
  484. Q 44.578125 48.1875 50.953125 41.515625
  485. Q 57.328125 34.859375 57.328125 23.390625
  486. Q 57.328125 12.15625 50.6875 5.359375
  487. Q 44.046875 -1.421875 33.015625 -1.421875
  488. Q 20.359375 -1.421875 13.671875 8.265625
  489. Q 6.984375 17.96875 6.984375 36.375
  490. Q 6.984375 53.65625 15.1875 63.9375
  491. Q 23.390625 74.21875 37.203125 74.21875
  492. Q 40.921875 74.21875 44.703125 73.484375
  493. Q 48.484375 72.75 52.59375 71.296875
  494. z
  495. " id="DejaVuSans-36"/>
  496. <path d="M 8.203125 72.90625
  497. L 55.078125 72.90625
  498. L 55.078125 68.703125
  499. L 28.609375 0
  500. L 18.3125 0
  501. L 43.21875 64.59375
  502. L 8.203125 64.59375
  503. z
  504. " id="DejaVuSans-37"/>
  505. <path d="M 12.40625 8.296875
  506. L 28.515625 8.296875
  507. L 28.515625 63.921875
  508. L 10.984375 60.40625
  509. L 10.984375 69.390625
  510. L 28.421875 72.90625
  511. L 38.28125 72.90625
  512. L 38.28125 8.296875
  513. L 54.390625 8.296875
  514. L 54.390625 0
  515. L 12.40625 0
  516. z
  517. " id="DejaVuSans-31"/>
  518. <path d="M 10.6875 12.40625
  519. L 21 12.40625
  520. L 21 0
  521. L 10.6875 0
  522. z
  523. " id="DejaVuSans-2e"/>
  524. <path d="M 10.984375 1.515625
  525. L 10.984375 10.5
  526. Q 14.703125 8.734375 18.5 7.8125
  527. Q 22.3125 6.890625 25.984375 6.890625
  528. Q 35.75 6.890625 40.890625 13.453125
  529. Q 46.046875 20.015625 46.78125 33.40625
  530. Q 43.953125 29.203125 39.59375 26.953125
  531. Q 35.25 24.703125 29.984375 24.703125
  532. Q 19.046875 24.703125 12.671875 31.3125
  533. Q 6.296875 37.9375 6.296875 49.421875
  534. Q 6.296875 60.640625 12.9375 67.421875
  535. Q 19.578125 74.21875 30.609375 74.21875
  536. Q 43.265625 74.21875 49.921875 64.515625
  537. Q 56.59375 54.828125 56.59375 36.375
  538. Q 56.59375 19.140625 48.40625 8.859375
  539. Q 40.234375 -1.421875 26.421875 -1.421875
  540. Q 22.703125 -1.421875 18.890625 -0.6875
  541. Q 15.09375 0.046875 10.984375 1.515625
  542. z
  543. M 30.609375 32.421875
  544. Q 37.25 32.421875 41.125 36.953125
  545. Q 45.015625 41.5 45.015625 49.421875
  546. Q 45.015625 57.28125 41.125 61.84375
  547. Q 37.25 66.40625 30.609375 66.40625
  548. Q 23.96875 66.40625 20.09375 61.84375
  549. Q 16.21875 57.28125 16.21875 49.421875
  550. Q 16.21875 41.5 20.09375 36.953125
  551. Q 23.96875 32.421875 30.609375 32.421875
  552. z
  553. " id="DejaVuSans-39"/>
  554. <path d="M 16.734375 31.203125
  555. Q 16.734375 37.265625 20.953125 41.4375
  556. Q 25.1875 45.609375 31.34375 45.609375
  557. Q 37.390625 45.609375 41.5625 41.4375
  558. Q 45.75 37.265625 45.75 31.203125
  559. Q 45.75 25.109375 41.546875 20.90625
  560. Q 37.34375 16.703125 31.25 16.703125
  561. Q 25.140625 16.703125 20.9375 20.90625
  562. Q 16.734375 25.109375 16.734375 31.203125
  563. z
  564. " id="DejaVuSans-2219"/>
  565. <path d="M 56.203125 29.59375
  566. L 56.203125 25.203125
  567. L 14.890625 25.203125
  568. Q 15.484375 15.921875 20.484375 11.0625
  569. Q 25.484375 6.203125 34.421875 6.203125
  570. Q 39.59375 6.203125 44.453125 7.46875
  571. Q 49.3125 8.734375 54.109375 11.28125
  572. L 54.109375 2.78125
  573. Q 49.265625 0.734375 44.1875 -0.34375
  574. Q 39.109375 -1.421875 33.890625 -1.421875
  575. Q 20.796875 -1.421875 13.15625 6.1875
  576. Q 5.515625 13.8125 5.515625 26.8125
  577. Q 5.515625 40.234375 12.765625 48.109375
  578. Q 20.015625 56 32.328125 56
  579. Q 43.359375 56 49.78125 48.890625
  580. Q 56.203125 41.796875 56.203125 29.59375
  581. z
  582. M 47.21875 32.234375
  583. Q 47.125 39.59375 43.09375 43.984375
  584. Q 39.0625 48.390625 32.421875 48.390625
  585. Q 24.90625 48.390625 20.390625 44.140625
  586. Q 15.875 39.890625 15.1875 32.171875
  587. z
  588. " id="DejaVuSans-65"/>
  589. <path d="M 54.890625 33.015625
  590. L 54.890625 0
  591. L 45.90625 0
  592. L 45.90625 32.71875
  593. Q 45.90625 40.484375 42.875 44.328125
  594. Q 39.84375 48.1875 33.796875 48.1875
  595. Q 26.515625 48.1875 22.3125 43.546875
  596. Q 18.109375 38.921875 18.109375 30.90625
  597. L 18.109375 0
  598. L 9.078125 0
  599. L 9.078125 54.6875
  600. L 18.109375 54.6875
  601. L 18.109375 46.1875
  602. Q 21.34375 51.125 25.703125 53.5625
  603. Q 30.078125 56 35.796875 56
  604. Q 45.21875 56 50.046875 50.171875
  605. Q 54.890625 44.34375 54.890625 33.015625
  606. z
  607. " id="DejaVuSans-6e"/>
  608. <path d="M 40.578125 39.3125
  609. Q 47.65625 37.796875 51.625 33
  610. Q 55.609375 28.21875 55.609375 21.1875
  611. Q 55.609375 10.40625 48.1875 4.484375
  612. Q 40.765625 -1.421875 27.09375 -1.421875
  613. Q 22.515625 -1.421875 17.65625 -0.515625
  614. Q 12.796875 0.390625 7.625 2.203125
  615. L 7.625 11.71875
  616. Q 11.71875 9.328125 16.59375 8.109375
  617. Q 21.484375 6.890625 26.8125 6.890625
  618. Q 36.078125 6.890625 40.9375 10.546875
  619. Q 45.796875 14.203125 45.796875 21.1875
  620. Q 45.796875 27.640625 41.28125 31.265625
  621. Q 36.765625 34.90625 28.71875 34.90625
  622. L 20.21875 34.90625
  623. L 20.21875 43.015625
  624. L 29.109375 43.015625
  625. Q 36.375 43.015625 40.234375 45.921875
  626. Q 44.09375 48.828125 44.09375 54.296875
  627. Q 44.09375 59.90625 40.109375 62.90625
  628. Q 36.140625 65.921875 28.71875 65.921875
  629. Q 24.65625 65.921875 20.015625 65.03125
  630. Q 15.375 64.15625 9.8125 62.3125
  631. L 9.8125 71.09375
  632. Q 15.4375 72.65625 20.34375 73.4375
  633. Q 25.25 74.21875 29.59375 74.21875
  634. Q 40.828125 74.21875 47.359375 69.109375
  635. Q 53.90625 64.015625 53.90625 55.328125
  636. Q 53.90625 49.265625 50.4375 45.09375
  637. Q 46.96875 40.921875 40.578125 39.3125
  638. z
  639. " id="DejaVuSans-33"/>
  640. <path d="M 37.796875 64.3125
  641. L 12.890625 25.390625
  642. L 37.796875 25.390625
  643. z
  644. M 35.203125 72.90625
  645. L 47.609375 72.90625
  646. L 47.609375 25.390625
  647. L 58.015625 25.390625
  648. L 58.015625 17.1875
  649. L 47.609375 17.1875
  650. L 47.609375 0
  651. L 37.796875 0
  652. L 37.796875 17.1875
  653. L 4.890625 17.1875
  654. L 4.890625 26.703125
  655. z
  656. " id="DejaVuSans-34"/>
  657. <path d="M 34.671875 47.5625
  658. Q 27.25 47.5625 22.21875 42.1875
  659. Q 16.890625 36.578125 15.140625 27.296875
  660. Q 13.1875 17.484375 16.3125 11.8125
  661. Q 19.390625 6.203125 26.65625 6.203125
  662. Q 33.84375 6.203125 39.109375 11.859375
  663. Q 44.4375 17.53125 46.34375 27.296875
  664. Q 48.046875 36.234375 45.015625 42.1875
  665. Q 42.1875 47.5625 34.671875 47.5625
  666. z
  667. M 36.078125 54.734375
  668. L 65.921875 54.6875
  669. L 64.15625 45.703125
  670. L 54.109375 45.703125
  671. Q 57.90625 38.09375 55.859375 27.296875
  672. Q 53.21875 13.875 45.0625 6.25
  673. Q 36.859375 -1.421875 25.140625 -1.421875
  674. Q 13.375 -1.421875 8.203125 6.25
  675. Q 3.03125 13.875 5.671875 27.296875
  676. Q 8.25 40.765625 16.40625 48.390625
  677. Q 23.1875 54.734375 36.078125 54.734375
  678. z
  679. " id="DejaVuSans-Oblique-3c3"/>
  680. <path d="M 31.78125 66.40625
  681. Q 24.171875 66.40625 20.328125 58.90625
  682. Q 16.5 51.421875 16.5 36.375
  683. Q 16.5 21.390625 20.328125 13.890625
  684. Q 24.171875 6.390625 31.78125 6.390625
  685. Q 39.453125 6.390625 43.28125 13.890625
  686. Q 47.125 21.390625 47.125 36.375
  687. Q 47.125 51.421875 43.28125 58.90625
  688. Q 39.453125 66.40625 31.78125 66.40625
  689. z
  690. M 31.78125 74.21875
  691. Q 44.046875 74.21875 50.515625 64.515625
  692. Q 56.984375 54.828125 56.984375 36.375
  693. Q 56.984375 17.96875 50.515625 8.265625
  694. Q 44.046875 -1.421875 31.78125 -1.421875
  695. Q 19.53125 -1.421875 13.0625 8.265625
  696. Q 6.59375 17.96875 6.59375 36.375
  697. Q 6.59375 54.828125 13.0625 64.515625
  698. Q 19.53125 74.21875 31.78125 74.21875
  699. z
  700. " id="DejaVuSans-30"/>
  701. </defs>
  702. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  703. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  704. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  705. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  706. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  707. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  708. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  709. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-37"/>
  710. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
  711. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  712. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
  713. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
  714. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
  715. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  716. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  717. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  718. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  719. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  720. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  721. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  722. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  723. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  724. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  725. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-36"/>
  726. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-37"/>
  727. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  728. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-33"/>
  729. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-34"/>
  730. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-36"/>
  731. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  732. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  733. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  734. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  735. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  736. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  737. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
  738. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  739. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-39"/>
  740. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-31"/>
  741. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-30"/>
  742. </g>
  743. </g>
  744. <g id="text_3">
  745. <!-- 669.57 -->
  746. <defs>
  747. <path d="M 10.796875 72.90625
  748. L 49.515625 72.90625
  749. L 49.515625 64.59375
  750. L 19.828125 64.59375
  751. L 19.828125 46.734375
  752. Q 21.96875 47.46875 24.109375 47.828125
  753. Q 26.265625 48.1875 28.421875 48.1875
  754. Q 40.625 48.1875 47.75 41.5
  755. Q 54.890625 34.8125 54.890625 23.390625
  756. Q 54.890625 11.625 47.5625 5.09375
  757. Q 40.234375 -1.421875 26.90625 -1.421875
  758. Q 22.3125 -1.421875 17.546875 -0.640625
  759. Q 12.796875 0.140625 7.71875 1.703125
  760. L 7.71875 11.625
  761. Q 12.109375 9.234375 16.796875 8.0625
  762. Q 21.484375 6.890625 26.703125 6.890625
  763. Q 35.15625 6.890625 40.078125 11.328125
  764. Q 45.015625 15.765625 45.015625 23.390625
  765. Q 45.015625 31 40.078125 35.4375
  766. Q 35.15625 39.890625 26.703125 39.890625
  767. Q 22.75 39.890625 18.8125 39.015625
  768. Q 14.890625 38.140625 10.796875 36.28125
  769. z
  770. " id="DejaVuSans-35"/>
  771. </defs>
  772. <g style="fill:#d3d3d3;" transform="translate(7.2 23.131785)scale(0.03 -0.03)">
  773. <use xlink:href="#DejaVuSans-36"/>
  774. <use x="63.623047" xlink:href="#DejaVuSans-36"/>
  775. <use x="127.246094" xlink:href="#DejaVuSans-39"/>
  776. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  777. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  778. <use x="286.279297" xlink:href="#DejaVuSans-37"/>
  779. </g>
  780. </g>
  781. </g>
  782. <g id="axes_2">
  783. <g id="patch_5">
  784. <path d="M 18.697188 65.2224
  785. L 372.281346 65.2224
  786. L 372.281346 39.675648
  787. L 18.697188 39.675648
  788. z
  789. " style="fill:#ffffff;"/>
  790. </g>
  791. <g id="matplotlib.axis_3">
  792. <g id="xtick_6"/>
  793. <g id="xtick_7"/>
  794. <g id="xtick_8"/>
  795. <g id="xtick_9"/>
  796. <g id="xtick_10"/>
  797. </g>
  798. <g id="matplotlib.axis_4"/>
  799. <g id="line2d_3">
  800. <path clip-path="url(#p6bcab8c8df)" d="M 18.697188 50.206586
  801. L 372.281346 50.206586
  802. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  803. </g>
  804. <g id="line2d_4">
  805. <path clip-path="url(#p6bcab8c8df)" d="M 18.697188 50.600227
  806. L 19.365589 51.7745
  807. L 20.03399 52.146969
  808. L 20.702391 52.289349
  809. L 22.039193 51.960962
  810. L 22.707594 51.267354
  811. L 23.375995 51.116886
  812. L 24.044396 51.166905
  813. L 25.381198 50.608643
  814. L 26.718 50.939483
  815. L 28.054802 50.919172
  816. L 28.723203 51.338281
  817. L 29.391604 51.029937
  818. L 30.728407 50.874699
  819. L 31.396808 50.956138
  820. L 32.065209 50.050988
  821. L 32.73361 50.714236
  822. L 34.070412 50.339717
  823. L 34.738813 50.946036
  824. L 35.407214 50.560916
  825. L 36.075615 50.551473
  826. L 36.744016 50.66592
  827. L 37.412417 50.301128
  828. L 38.080818 50.831215
  829. L 38.749219 50.463944
  830. L 39.41762 50.232902
  831. L 40.086021 50.856153
  832. L 41.422823 50.404519
  833. L 42.759626 50.964439
  834. L 43.428027 50.724927
  835. L 44.096428 50.65589
  836. L 44.764829 50.917086
  837. L 45.43323 50.347813
  838. L 46.101631 50.492895
  839. L 46.770032 50.344416
  840. L 47.438433 49.927999
  841. L 48.775235 50.555396
  842. L 50.112037 50.497389
  843. L 50.780438 50.991713
  844. L 51.448839 51.047225
  845. L 52.11724 50.784798
  846. L 52.785641 51.325121
  847. L 53.454042 50.76907
  848. L 54.122443 50.841665
  849. L 54.790845 51.053965
  850. L 55.459246 50.490675
  851. L 56.127647 51.02629
  852. L 56.796048 50.549708
  853. L 57.464449 50.796139
  854. L 58.13285 50.762338
  855. L 59.469652 51.23473
  856. L 60.138053 50.674622
  857. L 60.806454 50.925333
  858. L 61.474855 50.996038
  859. L 62.143256 50.411955
  860. L 62.811657 50.893111
  861. L 63.480058 51.005105
  862. L 64.148459 50.535942
  863. L 64.81686 50.743053
  864. L 65.485261 51.537386
  865. L 66.153662 51.279274
  866. L 66.822064 50.822103
  867. L 67.490465 50.547809
  868. L 68.158866 51.053377
  869. L 68.827267 49.535273
  870. L 70.164069 51.989377
  871. L 70.83247 50.942497
  872. L 71.500871 51.691973
  873. L 72.837673 51.497593
  874. L 73.506074 50.952688
  875. L 74.174475 51.539864
  876. L 74.842876 51.670467
  877. L 75.511277 53.429795
  878. L 76.179678 51.417197
  879. L 76.848079 52.809049
  880. L 77.51648 52.254461
  881. L 78.184881 51.958296
  882. L 78.853283 52.225697
  883. L 79.521684 52.317756
  884. L 80.858486 51.698829
  885. L 81.526887 51.889785
  886. L 82.195288 51.282609
  887. L 83.53209 51.080963
  888. L 84.200491 51.210175
  889. L 84.868892 50.869403
  890. L 86.205694 51.147727
  891. L 86.874095 50.527213
  892. L 88.210897 50.684635
  893. L 88.879298 50.322848
  894. L 89.547699 50.155484
  895. L 90.2161 50.670984
  896. L 91.552903 50.250092
  897. L 92.221304 50.833587
  898. L 92.889705 50.655292
  899. L 94.226507 51.094587
  900. L 94.894908 50.694915
  901. L 95.563309 50.614287
  902. L 96.23171 50.903917
  903. L 96.900111 50.385911
  904. L 97.568512 50.42655
  905. L 98.236913 51.02563
  906. L 98.905314 50.821996
  907. L 99.573715 51.248407
  908. L 100.910517 50.734333
  909. L 101.578918 51.158988
  910. L 102.247319 50.610712
  911. L 102.915721 50.350309
  912. L 103.584122 50.619539
  913. L 104.252523 50.297883
  914. L 105.589325 50.77277
  915. L 106.257726 50.104181
  916. L 106.926127 50.312059
  917. L 107.594528 51.023437
  918. L 108.262929 50.707781
  919. L 108.93133 50.785627
  920. L 109.599731 51.004811
  921. L 110.936533 50.749553
  922. L 112.273335 51.027921
  923. L 112.941736 50.516121
  924. L 113.610137 50.665144
  925. L 114.278538 50.996974
  926. L 114.94694 50.331639
  927. L 116.283742 50.822638
  928. L 116.952143 50.582492
  929. L 117.620544 50.87839
  930. L 118.288945 50.975673
  931. L 118.957346 50.490309
  932. L 119.625747 50.901991
  933. L 120.294148 51.145631
  934. L 120.962549 50.781651
  935. L 122.299351 51.128227
  936. L 123.636153 51.02884
  937. L 124.304554 51.205931
  938. L 124.972955 50.697599
  939. L 126.309757 50.989003
  940. L 126.978159 50.785877
  941. L 128.314961 50.759289
  942. L 128.983362 50.876161
  943. L 129.651763 50.125802
  944. L 130.320164 50.985998
  945. L 131.656966 50.662978
  946. L 132.325367 51.015038
  947. L 133.662169 50.233812
  948. L 134.33057 50.597454
  949. L 134.998971 50.550377
  950. L 135.667372 50.357076
  951. L 136.335773 50.748679
  952. L 137.004174 50.241176
  953. L 137.672575 50.81686
  954. L 138.340976 51.031738
  955. L 139.009378 50.677645
  956. L 139.677779 50.944369
  957. L 140.34618 50.57009
  958. L 141.014581 50.415753
  959. L 141.682982 50.535166
  960. L 142.351383 50.284446
  961. L 143.019784 50.990777
  962. L 143.688185 50.673962
  963. L 144.356586 50.493412
  964. L 145.024987 50.675603
  965. L 145.693388 50.519679
  966. L 146.361789 50.629275
  967. L 147.03019 50.985927
  968. L 147.698591 50.748724
  969. L 148.366992 50.138329
  970. L 149.035393 50.572185
  971. L 149.703794 50.472611
  972. L 150.372195 49.879808
  973. L 151.040597 50.498316
  974. L 151.708998 50.714646
  975. L 152.377399 50.477256
  976. L 153.0458 50.797807
  977. L 153.714201 50.936229
  978. L 154.382602 50.56647
  979. L 155.051003 51.216987
  980. L 155.719404 51.22074
  981. L 156.387805 50.550395
  982. L 157.056206 50.385367
  983. L 157.724607 50.906208
  984. L 158.393008 50.716982
  985. L 159.061409 51.354464
  986. L 159.72981 51.793937
  987. L 161.066612 50.908616
  988. L 161.735013 50.946482
  989. L 162.403414 50.326022
  990. L 163.071816 50.326815
  991. L 163.740217 50.195312
  992. L 164.408618 49.79441
  993. L 165.077019 50.633894
  994. L 165.74542 50.371859
  995. L 166.413821 51.002199
  996. L 167.082222 51.188322
  997. L 168.419024 50.749553
  998. L 169.087425 51.275886
  999. L 170.424227 50.492654
  1000. L 171.092628 50.924682
  1001. L 171.761029 50.531992
  1002. L 172.42943 50.798743
  1003. L 173.097831 50.687693
  1004. L 173.766232 50.891256
  1005. L 174.434633 51.516433
  1006. L 175.103035 51.193529
  1007. L 175.771436 50.466075
  1008. L 176.439837 50.661248
  1009. L 177.108238 50.010313
  1010. L 177.776639 50.109477
  1011. L 178.44504 49.884025
  1012. L 179.113441 50.040324
  1013. L 179.781842 50.534551
  1014. L 180.450243 50.459272
  1015. L 181.118644 51.091368
  1016. L 181.787045 51.431142
  1017. L 182.455446 51.08091
  1018. L 183.123847 50.867807
  1019. L 183.792248 50.852141
  1020. L 184.460649 51.216577
  1021. L 185.12905 50.463249
  1022. L 185.797451 50.87847
  1023. L 187.134254 50.205985
  1024. L 188.471056 50.889696
  1025. L 189.139457 50.455314
  1026. L 190.476259 50.786314
  1027. L 191.14466 50.977911
  1028. L 191.813061 50.560719
  1029. L 192.481462 51.614153
  1030. L 193.149863 51.091306
  1031. L 193.818264 51.306468
  1032. L 194.486665 51.051175
  1033. L 195.155066 50.511387
  1034. L 195.823467 50.900582
  1035. L 196.491868 50.277483
  1036. L 197.160269 50.191826
  1037. L 197.82867 50.788596
  1038. L 198.497071 50.724534
  1039. L 199.165473 50.86038
  1040. L 199.833874 51.110012
  1041. L 200.502275 50.578132
  1042. L 201.170676 51.009742
  1043. L 201.839077 50.927972
  1044. L 202.507478 50.397627
  1045. L 203.175879 50.573764
  1046. L 203.84428 50.959847
  1047. L 204.512681 50.641267
  1048. L 205.181082 50.835522
  1049. L 205.849483 50.586523
  1050. L 206.517884 50.141753
  1051. L 207.186285 50.77828
  1052. L 207.854686 50.452906
  1053. L 208.523087 50.606958
  1054. L 209.191488 50.5246
  1055. L 209.859889 50.230138
  1056. L 210.52829 51.039388
  1057. L 211.196692 50.460235
  1058. L 211.865093 50.755437
  1059. L 212.533494 50.889794
  1060. L 213.201895 50.641829
  1061. L 214.538697 51.343015
  1062. L 215.207098 50.4639
  1063. L 215.875499 51.009412
  1064. L 216.5439 50.641267
  1065. L 217.212301 52.075453
  1066. L 217.880702 50.885817
  1067. L 219.217504 50.911504
  1068. L 219.885905 50.447655
  1069. L 220.554306 50.967488
  1070. L 221.222707 50.374472
  1071. L 221.891108 50.937994
  1072. L 222.559509 50.889161
  1073. L 223.227911 50.651512
  1074. L 224.564713 50.975923
  1075. L 225.233114 50.734538
  1076. L 225.901515 50.659376
  1077. L 226.569916 51.161235
  1078. L 227.906718 51.346359
  1079. L 228.575119 51.756846
  1080. L 229.24352 50.83759
  1081. L 229.911921 50.71569
  1082. L 231.248723 49.940036
  1083. L 231.917124 49.993738
  1084. L 232.585525 50.646082
  1085. L 233.253926 50.217442
  1086. L 234.590728 51.277785
  1087. L 235.25913 51.25537
  1088. L 235.927531 51.509568
  1089. L 236.595932 51.521444
  1090. L 237.932734 50.182749
  1091. L 238.601135 50.6373
  1092. L 239.269536 50.495347
  1093. L 239.937937 50.227062
  1094. L 240.606338 50.804271
  1095. L 241.274739 50.661159
  1096. L 242.611541 51.121371
  1097. L 243.279942 50.615179
  1098. L 243.948343 51.150651
  1099. L 244.616744 51.157731
  1100. L 245.285145 50.506269
  1101. L 245.953546 50.432658
  1102. L 246.621947 50.69693
  1103. L 247.290349 50.346707
  1104. L 247.95875 50.946108
  1105. L 248.627151 51.234436
  1106. L 249.295552 50.911683
  1107. L 249.963953 51.434628
  1108. L 251.300755 50.5914
  1109. L 251.969156 50.694674
  1110. L 253.305958 50.425079
  1111. L 253.974359 50.744533
  1112. L 254.64276 50.341143
  1113. L 255.311161 50.448172
  1114. L 255.979562 50.936202
  1115. L 256.647963 50.577321
  1116. L 257.316364 50.368088
  1117. L 257.984765 50.570741
  1118. L 258.653166 50.537065
  1119. L 259.321568 50.67456
  1120. L 259.989969 51.16275
  1121. L 260.65837 50.795595
  1122. L 261.326771 50.83389
  1123. L 261.995172 51.161128
  1124. L 262.663573 50.654008
  1125. L 263.331974 50.623346
  1126. L 264.000375 50.935506
  1127. L 264.668776 50.586451
  1128. L 265.337177 50.386767
  1129. L 266.005578 50.850536
  1130. L 266.673979 50.716287
  1131. L 267.34238 50.375934
  1132. L 268.010781 50.877231
  1133. L 268.679182 50.798502
  1134. L 269.347583 50.184363
  1135. L 270.015984 51.112553
  1136. L 270.684385 50.633145
  1137. L 271.352787 51.018488
  1138. L 272.021188 50.334073
  1139. L 272.689589 50.470756
  1140. L 273.35799 50.999087
  1141. L 274.026391 50.647812
  1142. L 274.694792 50.658734
  1143. L 275.363193 50.533525
  1144. L 276.031594 50.606682
  1145. L 276.699995 50.945626
  1146. L 277.368396 51.414825
  1147. L 278.036797 51.697456
  1148. L 278.705198 51.62183
  1149. L 280.042 52.0661
  1150. L 280.710401 51.952464
  1151. L 281.378802 51.290393
  1152. L 282.047203 51.203185
  1153. L 283.384006 50.702628
  1154. L 284.052407 50.904104
  1155. L 284.720808 50.803923
  1156. L 285.389209 50.290875
  1157. L 286.05761 50.938101
  1158. L 286.726011 50.488981
  1159. L 287.394412 50.501731
  1160. L 288.062813 50.909258
  1161. L 288.731214 50.493091
  1162. L 289.399615 50.286568
  1163. L 290.068016 50.764764
  1164. L 291.404818 50.455991
  1165. L 292.073219 50.6447
  1166. L 292.74162 50.637273
  1167. L 293.410021 50.1797
  1168. L 294.078422 50.584436
  1169. L 294.746823 50.642061
  1170. L 295.415225 50.373206
  1171. L 296.083626 50.682121
  1172. L 296.752027 50.590018
  1173. L 297.420428 50.291552
  1174. L 298.088829 50.638218
  1175. L 300.094032 50.522033
  1176. L 300.762433 50.886914
  1177. L 301.430834 50.313869
  1178. L 302.099235 50.584445
  1179. L 303.436037 50.49326
  1180. L 304.104438 51.046021
  1181. L 305.44124 50.501365
  1182. L 306.109641 50.816958
  1183. L 306.778042 50.207322
  1184. L 307.446444 50.629052
  1185. L 308.114845 50.31592
  1186. L 308.783246 50.699632
  1187. L 309.451647 50.857732
  1188. L 310.120048 50.672375
  1189. L 310.788449 51.100703
  1190. L 311.45685 51.155395
  1191. L 312.125251 50.558669
  1192. L 313.462053 50.801525
  1193. L 314.130454 50.316018
  1194. L 314.798855 50.715788
  1195. L 315.467256 50.952447
  1196. L 316.135657 50.567727
  1197. L 316.804058 51.01017
  1198. L 318.14086 50.598104
  1199. L 318.809261 50.97208
  1200. L 319.477663 50.65037
  1201. L 320.146064 50.488892
  1202. L 321.482866 50.624389
  1203. L 322.151267 50.351682
  1204. L 323.488069 51.353224
  1205. L 324.15647 50.650317
  1206. L 324.824871 50.974577
  1207. L 325.493272 50.598622
  1208. L 326.161673 50.366474
  1209. L 326.830074 50.804155
  1210. L 327.498475 50.637727
  1211. L 328.166876 50.343363
  1212. L 328.835277 50.662585
  1213. L 329.503678 50.300174
  1214. L 330.172079 50.724017
  1215. L 330.84048 50.67341
  1216. L 331.508882 50.461956
  1217. L 332.177283 50.781455
  1218. L 333.514085 50.350585
  1219. L 334.182486 50.781205
  1220. L 334.850887 50.312817
  1221. L 335.519288 50.691955
  1222. L 336.187689 50.613137
  1223. L 336.85609 50.87099
  1224. L 337.524491 51.295582
  1225. L 338.192892 51.001209
  1226. L 338.861293 50.486136
  1227. L 339.529694 50.77343
  1228. L 340.198095 50.373081
  1229. L 340.866496 50.577232
  1230. L 341.534897 51.137126
  1231. L 342.203298 50.559623
  1232. L 342.871699 50.486975
  1233. L 343.540101 51.078895
  1234. L 344.208502 50.375747
  1235. L 344.876903 50.386883
  1236. L 345.545304 50.813214
  1237. L 346.213705 50.823672
  1238. L 346.882106 50.60464
  1239. L 347.550507 50.613503
  1240. L 348.218908 50.835415
  1241. L 349.55571 50.350933
  1242. L 350.224111 50.581012
  1243. L 351.560913 50.49787
  1244. L 352.229314 50.797343
  1245. L 352.897715 50.539276
  1246. L 353.566116 50.869046
  1247. L 354.234517 50.708147
  1248. L 354.902918 50.695735
  1249. L 355.57132 51.11628
  1250. L 356.239721 50.606735
  1251. L 357.576523 50.284535
  1252. L 358.913325 50.893913
  1253. L 359.581726 50.577758
  1254. L 360.250127 51.166067
  1255. L 361.586929 50.983939
  1256. L 362.25533 51.071637
  1257. L 362.923731 50.380918
  1258. L 363.592132 50.636221
  1259. L 364.928934 50.399856
  1260. L 365.597335 50.463008
  1261. L 366.265736 50.180288
  1262. L 366.934137 50.558196
  1263. L 367.602539 50.477622
  1264. L 368.27094 49.971777
  1265. L 368.939341 50.290723
  1266. L 369.607742 50.401229
  1267. L 370.276143 50.122931
  1268. L 370.944544 50.372786
  1269. L 371.612945 49.969067
  1270. L 372.281346 50.010928
  1271. L 372.281346 50.010928
  1272. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1273. </g>
  1274. <g id="text_4">
  1275. <g id="patch_6">
  1276. <path d="M 18.697188 53.610924
  1277. L 45.240938 53.610924
  1278. Q 47.640938 53.610924 47.640938 51.210924
  1279. L 47.640938 43.468424
  1280. Q 47.640938 41.068424 45.240938 41.068424
  1281. L 18.697188 41.068424
  1282. Q 16.297188 41.068424 16.297188 43.468424
  1283. L 16.297188 51.210924
  1284. Q 16.297188 53.610924 18.697188 53.610924
  1285. z
  1286. " style="fill:#ffffff;opacity:0.8;"/>
  1287. </g>
  1288. <!-- GSCSF -->
  1289. <defs>
  1290. <path d="M 64.40625 67.28125
  1291. L 64.40625 56.890625
  1292. Q 59.421875 61.53125 53.78125 63.8125
  1293. Q 48.140625 66.109375 41.796875 66.109375
  1294. Q 29.296875 66.109375 22.65625 58.46875
  1295. Q 16.015625 50.828125 16.015625 36.375
  1296. Q 16.015625 21.96875 22.65625 14.328125
  1297. Q 29.296875 6.6875 41.796875 6.6875
  1298. Q 48.140625 6.6875 53.78125 8.984375
  1299. Q 59.421875 11.28125 64.40625 15.921875
  1300. L 64.40625 5.609375
  1301. Q 59.234375 2.09375 53.4375 0.328125
  1302. Q 47.65625 -1.421875 41.21875 -1.421875
  1303. Q 24.65625 -1.421875 15.125 8.703125
  1304. Q 5.609375 18.84375 5.609375 36.375
  1305. Q 5.609375 53.953125 15.125 64.078125
  1306. Q 24.65625 74.21875 41.21875 74.21875
  1307. Q 47.75 74.21875 53.53125 72.484375
  1308. Q 59.328125 70.75 64.40625 67.28125
  1309. z
  1310. " id="DejaVuSans-43"/>
  1311. <path d="M 9.8125 72.90625
  1312. L 51.703125 72.90625
  1313. L 51.703125 64.59375
  1314. L 19.671875 64.59375
  1315. L 19.671875 43.109375
  1316. L 48.578125 43.109375
  1317. L 48.578125 34.8125
  1318. L 19.671875 34.8125
  1319. L 19.671875 0
  1320. L 9.8125 0
  1321. z
  1322. " id="DejaVuSans-46"/>
  1323. </defs>
  1324. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1325. <use xlink:href="#DejaVuSans-47"/>
  1326. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1327. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1328. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1329. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1330. </g>
  1331. </g>
  1332. <g id="text_5">
  1333. <g id="patch_7">
  1334. <path d="M 280.129663 50.475299
  1335. L 365.209663 50.475299
  1336. Q 366.409663 50.475299 366.409663 49.275299
  1337. L 366.409663 45.404049
  1338. Q 366.409663 44.204049 365.209663 44.204049
  1339. L 280.129663 44.204049
  1340. Q 278.929663 44.204049 278.929663 45.404049
  1341. L 278.929663 49.275299
  1342. Q 278.929663 50.475299 280.129663 50.475299
  1343. z
  1344. " style="fill:#ffffff;opacity:0.8;"/>
  1345. </g>
  1346. <!-- max: 674.943 $\bullet$ mean: 666.424 $\bullet$ $\sigma$: 2.970 -->
  1347. <defs>
  1348. <path d="M 19.1875 8.296875
  1349. L 53.609375 8.296875
  1350. L 53.609375 0
  1351. L 7.328125 0
  1352. L 7.328125 8.296875
  1353. Q 12.9375 14.109375 22.625 23.890625
  1354. Q 32.328125 33.6875 34.8125 36.53125
  1355. Q 39.546875 41.84375 41.421875 45.53125
  1356. Q 43.3125 49.21875 43.3125 52.78125
  1357. Q 43.3125 58.59375 39.234375 62.25
  1358. Q 35.15625 65.921875 28.609375 65.921875
  1359. Q 23.96875 65.921875 18.8125 64.3125
  1360. Q 13.671875 62.703125 7.8125 59.421875
  1361. L 7.8125 69.390625
  1362. Q 13.765625 71.78125 18.9375 73
  1363. Q 24.125 74.21875 28.421875 74.21875
  1364. Q 39.75 74.21875 46.484375 68.546875
  1365. Q 53.21875 62.890625 53.21875 53.421875
  1366. Q 53.21875 48.921875 51.53125 44.890625
  1367. Q 49.859375 40.875 45.40625 35.40625
  1368. Q 44.1875 33.984375 37.640625 27.21875
  1369. Q 31.109375 20.453125 19.1875 8.296875
  1370. z
  1371. " id="DejaVuSans-32"/>
  1372. </defs>
  1373. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1374. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1375. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1376. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1377. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1378. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1379. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1380. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-37"/>
  1381. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
  1382. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1383. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
  1384. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
  1385. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-33"/>
  1386. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1387. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1388. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1389. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1390. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1391. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1392. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1393. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1394. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1395. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1396. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-36"/>
  1397. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-36"/>
  1398. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1399. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-34"/>
  1400. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-32"/>
  1401. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-34"/>
  1402. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1403. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1404. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1405. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1406. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1407. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1408. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-32"/>
  1409. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1410. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-39"/>
  1411. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-37"/>
  1412. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-30"/>
  1413. </g>
  1414. </g>
  1415. <g id="text_6">
  1416. <!-- 670.35 -->
  1417. <g style="fill:#d3d3d3;" transform="translate(7.2 51.034399)scale(0.03 -0.03)">
  1418. <use xlink:href="#DejaVuSans-36"/>
  1419. <use x="63.623047" xlink:href="#DejaVuSans-37"/>
  1420. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  1421. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1422. <use x="222.65625" xlink:href="#DejaVuSans-33"/>
  1423. <use x="286.279297" xlink:href="#DejaVuSans-35"/>
  1424. </g>
  1425. </g>
  1426. </g>
  1427. <g id="axes_3">
  1428. <g id="patch_8">
  1429. <path d="M 18.697188 92.898048
  1430. L 372.281346 92.898048
  1431. L 372.281346 67.351296
  1432. L 18.697188 67.351296
  1433. z
  1434. " style="fill:#ffffff;"/>
  1435. </g>
  1436. <g id="matplotlib.axis_5">
  1437. <g id="xtick_11"/>
  1438. <g id="xtick_12"/>
  1439. <g id="xtick_13"/>
  1440. <g id="xtick_14"/>
  1441. <g id="xtick_15"/>
  1442. </g>
  1443. <g id="matplotlib.axis_6"/>
  1444. <g id="line2d_5">
  1445. <path clip-path="url(#pa589e35017)" d="M 18.697188 78.189325
  1446. L 372.281346 78.189325
  1447. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1448. </g>
  1449. <g id="line2d_6">
  1450. <path clip-path="url(#pa589e35017)" d="M 18.697188 78.381454
  1451. L 19.365589 78.514926
  1452. L 21.370792 78.502739
  1453. L 23.375995 78.293669
  1454. L 24.712797 78.406718
  1455. L 26.718 78.378977
  1456. L 28.723203 78.407376
  1457. L 31.396808 78.244856
  1458. L 32.73361 78.259872
  1459. L 34.738813 78.315362
  1460. L 36.075615 78.315121
  1461. L 39.41762 78.198
  1462. L 41.422823 78.165177
  1463. L 42.091224 78.367347
  1464. L 42.759626 78.316011
  1465. L 43.428027 78.397452
  1466. L 44.764829 78.265372
  1467. L 46.101631 78.29467
  1468. L 46.770032 78.129572
  1469. L 49.443636 78.157099
  1470. L 50.780438 78.304539
  1471. L 53.454042 78.202619
  1472. L 54.122443 78.36756
  1473. L 54.790845 78.23113
  1474. L 56.796048 78.383791
  1475. L 57.464449 78.301552
  1476. L 58.13285 78.424599
  1477. L 58.801251 78.396831
  1478. L 59.469652 78.506384
  1479. L 62.143256 78.224016
  1480. L 63.480058 78.387371
  1481. L 64.148459 78.345588
  1482. L 64.81686 78.504649
  1483. L 67.490465 78.428717
  1484. L 68.158866 78.324312
  1485. L 68.827267 78.395375
  1486. L 69.495668 78.354557
  1487. L 70.164069 78.443807
  1488. L 70.83247 78.333225
  1489. L 71.500871 78.512737
  1490. L 72.169272 78.547897
  1491. L 72.837673 78.76588
  1492. L 73.506074 78.545671
  1493. L 74.174475 78.757737
  1494. L 74.842876 78.269415
  1495. L 75.511277 80.120966
  1496. L 76.179678 78.864219
  1497. L 76.848079 78.465185
  1498. L 77.51648 78.93377
  1499. L 78.184881 78.720721
  1500. L 78.853283 78.953776
  1501. L 79.521684 78.754889
  1502. L 81.526887 78.816176
  1503. L 82.195288 78.609342
  1504. L 83.53209 78.649445
  1505. L 84.200491 78.603517
  1506. L 84.868892 78.443251
  1507. L 86.205694 78.617309
  1508. L 87.542496 78.575035
  1509. L 88.210897 78.59619
  1510. L 88.879298 78.474822
  1511. L 89.547699 78.593445
  1512. L 90.884502 78.589512
  1513. L 91.552903 78.704685
  1514. L 96.23171 78.579264
  1515. L 97.568512 78.612282
  1516. L 98.905314 78.643083
  1517. L 100.242116 78.698648
  1518. L 100.910517 78.719006
  1519. L 102.247319 78.550262
  1520. L 105.589325 78.546088
  1521. L 106.257726 78.464564
  1522. L 106.926127 78.596506
  1523. L 109.599731 78.636433
  1524. L 113.610137 78.537871
  1525. L 114.278538 78.407469
  1526. L 115.615341 78.536081
  1527. L 116.952143 78.534467
  1528. L 117.620544 78.61218
  1529. L 118.957346 78.523254
  1530. L 121.63095 78.543612
  1531. L 126.309757 78.446988
  1532. L 128.983362 78.569043
  1533. L 130.988565 78.478003
  1534. L 132.325367 78.568709
  1535. L 132.993768 78.440227
  1536. L 137.004174 78.405985
  1537. L 137.672575 78.576917
  1538. L 139.009378 78.570657
  1539. L 139.677779 78.610195
  1540. L 141.014581 78.485905
  1541. L 142.351383 78.460613
  1542. L 144.356586 78.483345
  1543. L 145.024987 78.533326
  1544. L 145.693388 78.394763
  1545. L 146.361789 78.379098
  1546. L 147.03019 78.525053
  1547. L 147.698591 78.448361
  1548. L 148.366992 78.529858
  1549. L 151.708998 78.31578
  1550. L 152.377399 78.461012
  1551. L 153.714201 78.540125
  1552. L 154.382602 78.600095
  1553. L 156.387805 78.344596
  1554. L 159.061409 78.702534
  1555. L 161.735013 78.490793
  1556. L 163.071816 78.233856
  1557. L 165.74542 78.446571
  1558. L 167.082222 78.542879
  1559. L 169.087425 78.495272
  1560. L 173.097831 78.335089
  1561. L 174.434633 78.613794
  1562. L 178.44504 78.161607
  1563. L 179.113441 78.239458
  1564. L 179.781842 78.016402
  1565. L 181.118644 78.424562
  1566. L 183.792248 78.279358
  1567. L 184.460649 78.350105
  1568. L 185.12905 78.292213
  1569. L 185.797451 78.108815
  1570. L 187.134254 78.188754
  1571. L 188.471056 78.318293
  1572. L 189.139457 78.469433
  1573. L 191.813061 78.591609
  1574. L 192.481462 78.288911
  1575. L 193.149863 78.510075
  1576. L 194.486665 78.324201
  1577. L 195.155066 78.319276
  1578. L 196.491868 78.016736
  1579. L 197.160269 78.167051
  1580. L 197.82867 78.16079
  1581. L 198.497071 78.293493
  1582. L 199.165473 78.557144
  1583. L 199.833874 78.434588
  1584. L 200.502275 78.188707
  1585. L 201.170676 78.47727
  1586. L 202.507478 78.361151
  1587. L 203.175879 78.435349
  1588. L 203.84428 78.244643
  1589. L 204.512681 78.474386
  1590. L 205.181082 78.521492
  1591. L 205.849483 78.330962
  1592. L 207.186285 78.182994
  1593. L 207.854686 78.412014
  1594. L 209.191488 78.427641
  1595. L 209.859889 78.321799
  1596. L 210.52829 78.436397
  1597. L 211.196692 78.408489
  1598. L 212.533494 78.513775
  1599. L 214.538697 78.588464
  1600. L 215.207098 78.454714
  1601. L 215.875499 78.471418
  1602. L 216.5439 78.028079
  1603. L 217.212301 79.567333
  1604. L 217.880702 78.54543
  1605. L 218.549103 78.051349
  1606. L 219.217504 78.346599
  1607. L 219.885905 78.37766
  1608. L 220.554306 78.672419
  1609. L 223.227911 78.47472
  1610. L 223.896312 78.484968
  1611. L 224.564713 78.249113
  1612. L 225.233114 78.449752
  1613. L 225.901515 78.50413
  1614. L 226.569916 78.417931
  1615. L 228.575119 78.767865
  1616. L 229.24352 78.643167
  1617. L 229.911921 78.651588
  1618. L 230.580322 78.364527
  1619. L 232.585525 78.304325
  1620. L 233.922327 78.470852
  1621. L 236.595932 78.630571
  1622. L 237.264333 78.465862
  1623. L 239.937937 78.381685
  1624. L 243.948343 78.490886
  1625. L 244.616744 78.340107
  1626. L 247.95875 78.526602
  1627. L 248.627151 78.441618
  1628. L 249.963953 78.511568
  1629. L 252.637557 78.283365
  1630. L 255.311161 78.477094
  1631. L 265.337177 78.487519
  1632. L 266.673979 78.42728
  1633. L 271.352787 78.414481
  1634. L 273.35799 78.139765
  1635. L 275.363193 78.35528
  1636. L 276.031594 78.302684
  1637. L 278.036797 78.468589
  1638. L 279.373599 78.410307
  1639. L 280.042 78.556615
  1640. L 282.047203 78.411337
  1641. L 283.384006 78.239393
  1642. L 286.05761 78.429534
  1643. L 288.731214 78.433095
  1644. L 289.399615 78.346785
  1645. L 292.073219 78.424303
  1646. L 294.746823 78.385952
  1647. L 295.415225 78.30618
  1648. L 300.094032 78.481592
  1649. L 302.099235 78.481268
  1650. L 303.436037 78.418784
  1651. L 306.109641 78.304381
  1652. L 306.778042 78.379664
  1653. L 308.114845 78.30145
  1654. L 309.451647 78.403639
  1655. L 311.45685 78.392027
  1656. L 312.125251 78.265798
  1657. L 312.793652 78.37804
  1658. L 313.462053 78.26718
  1659. L 318.809261 78.313674
  1660. L 322.151267 78.379302
  1661. L 323.488069 78.519192
  1662. L 326.161673 78.360511
  1663. L 328.835277 78.356356
  1664. L 333.514085 78.335154
  1665. L 334.182486 78.223793
  1666. L 334.850887 78.351747
  1667. L 337.524491 78.396729
  1668. L 338.861293 78.453277
  1669. L 340.866496 78.344114
  1670. L 343.540101 78.409361
  1671. L 344.208502 78.311819
  1672. L 344.876903 78.374748
  1673. L 346.882106 78.216874
  1674. L 347.550507 78.358267
  1675. L 348.218908 78.302081
  1676. L 348.887309 78.396126
  1677. L 350.892512 78.262663
  1678. L 351.560913 78.329042
  1679. L 352.229314 78.160086
  1680. L 352.897715 78.305169
  1681. L 353.566116 78.257915
  1682. L 354.902918 78.344559
  1683. L 358.913325 78.234125
  1684. L 361.586929 78.411689
  1685. L 363.592132 78.335664
  1686. L 364.928934 78.304984
  1687. L 365.597335 78.188958
  1688. L 369.607742 78.294568
  1689. L 371.612945 78.428495
  1690. L 372.281346 78.246943
  1691. L 372.281346 78.246943
  1692. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1693. </g>
  1694. <g id="text_7">
  1695. <g id="patch_9">
  1696. <path d="M 18.697188 81.286572
  1697. L 44.787188 81.286572
  1698. Q 47.187188 81.286572 47.187188 78.886572
  1699. L 47.187188 71.144072
  1700. Q 47.187188 68.744072 44.787188 68.744072
  1701. L 18.697188 68.744072
  1702. Q 16.297188 68.744072 16.297188 71.144072
  1703. L 16.297188 78.886572
  1704. Q 16.297188 81.286572 18.697188 81.286572
  1705. z
  1706. " style="fill:#ffffff;opacity:0.8;"/>
  1707. </g>
  1708. <!-- GSWM -->
  1709. <defs>
  1710. <path d="M 3.328125 72.90625
  1711. L 13.28125 72.90625
  1712. L 28.609375 11.28125
  1713. L 43.890625 72.90625
  1714. L 54.984375 72.90625
  1715. L 70.3125 11.28125
  1716. L 85.59375 72.90625
  1717. L 95.609375 72.90625
  1718. L 77.296875 0
  1719. L 64.890625 0
  1720. L 49.515625 63.28125
  1721. L 33.984375 0
  1722. L 21.578125 0
  1723. z
  1724. " id="DejaVuSans-57"/>
  1725. <path d="M 9.8125 72.90625
  1726. L 24.515625 72.90625
  1727. L 43.109375 23.296875
  1728. L 61.8125 72.90625
  1729. L 76.515625 72.90625
  1730. L 76.515625 0
  1731. L 66.890625 0
  1732. L 66.890625 64.015625
  1733. L 48.09375 14.015625
  1734. L 38.1875 14.015625
  1735. L 19.390625 64.015625
  1736. L 19.390625 0
  1737. L 9.8125 0
  1738. z
  1739. " id="DejaVuSans-4d"/>
  1740. </defs>
  1741. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1742. <use xlink:href="#DejaVuSans-47"/>
  1743. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1744. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1745. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1746. </g>
  1747. </g>
  1748. <g id="text_8">
  1749. <g id="patch_10">
  1750. <path d="M 280.129663 78.150947
  1751. L 365.209663 78.150947
  1752. Q 366.409663 78.150947 366.409663 76.950947
  1753. L 366.409663 73.079697
  1754. Q 366.409663 71.879697 365.209663 71.879697
  1755. L 280.129663 71.879697
  1756. Q 278.929663 71.879697 278.929663 73.079697
  1757. L 278.929663 76.950947
  1758. Q 278.929663 78.150947 280.129663 78.150947
  1759. z
  1760. " style="fill:#ffffff;opacity:0.8;"/>
  1761. </g>
  1762. <!-- max: 701.853 $\bullet$ mean: 699.162 $\bullet$ $\sigma$: 1.077 -->
  1763. <defs>
  1764. <path d="M 31.78125 34.625
  1765. Q 24.75 34.625 20.71875 30.859375
  1766. Q 16.703125 27.09375 16.703125 20.515625
  1767. Q 16.703125 13.921875 20.71875 10.15625
  1768. Q 24.75 6.390625 31.78125 6.390625
  1769. Q 38.8125 6.390625 42.859375 10.171875
  1770. Q 46.921875 13.96875 46.921875 20.515625
  1771. Q 46.921875 27.09375 42.890625 30.859375
  1772. Q 38.875 34.625 31.78125 34.625
  1773. z
  1774. M 21.921875 38.8125
  1775. Q 15.578125 40.375 12.03125 44.71875
  1776. Q 8.5 49.078125 8.5 55.328125
  1777. Q 8.5 64.0625 14.71875 69.140625
  1778. Q 20.953125 74.21875 31.78125 74.21875
  1779. Q 42.671875 74.21875 48.875 69.140625
  1780. Q 55.078125 64.0625 55.078125 55.328125
  1781. Q 55.078125 49.078125 51.53125 44.71875
  1782. Q 48 40.375 41.703125 38.8125
  1783. Q 48.828125 37.15625 52.796875 32.3125
  1784. Q 56.78125 27.484375 56.78125 20.515625
  1785. Q 56.78125 9.90625 50.3125 4.234375
  1786. Q 43.84375 -1.421875 31.78125 -1.421875
  1787. Q 19.734375 -1.421875 13.25 4.234375
  1788. Q 6.78125 9.90625 6.78125 20.515625
  1789. Q 6.78125 27.484375 10.78125 32.3125
  1790. Q 14.796875 37.15625 21.921875 38.8125
  1791. z
  1792. M 18.3125 54.390625
  1793. Q 18.3125 48.734375 21.84375 45.5625
  1794. Q 25.390625 42.390625 31.78125 42.390625
  1795. Q 38.140625 42.390625 41.71875 45.5625
  1796. Q 45.3125 48.734375 45.3125 54.390625
  1797. Q 45.3125 60.0625 41.71875 63.234375
  1798. Q 38.140625 66.40625 31.78125 66.40625
  1799. Q 25.390625 66.40625 21.84375 63.234375
  1800. Q 18.3125 60.0625 18.3125 54.390625
  1801. z
  1802. " id="DejaVuSans-38"/>
  1803. </defs>
  1804. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1805. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1806. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1807. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1808. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1809. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1810. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1811. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
  1812. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
  1813. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1814. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
  1815. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-35"/>
  1816. <use transform="translate(633.220703 0.78125)" xlink:href="#DejaVuSans-33"/>
  1817. <use transform="translate(696.84375 0.78125)" xlink:href="#DejaVuSans-20"/>
  1818. <use transform="translate(728.630859 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1819. <use transform="translate(791.228516 0.78125)" xlink:href="#DejaVuSans-20"/>
  1820. <use transform="translate(823.015625 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1821. <use transform="translate(920.427734 0.78125)" xlink:href="#DejaVuSans-65"/>
  1822. <use transform="translate(981.951172 0.78125)" xlink:href="#DejaVuSans-61"/>
  1823. <use transform="translate(1043.230469 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1824. <use transform="translate(1106.609375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1825. <use transform="translate(1140.300781 0.78125)" xlink:href="#DejaVuSans-20"/>
  1826. <use transform="translate(1172.087891 0.78125)" xlink:href="#DejaVuSans-36"/>
  1827. <use transform="translate(1235.710938 0.78125)" xlink:href="#DejaVuSans-39"/>
  1828. <use transform="translate(1299.333984 0.78125)" xlink:href="#DejaVuSans-39"/>
  1829. <use transform="translate(1362.957031 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1830. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-31"/>
  1831. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-36"/>
  1832. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-32"/>
  1833. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  1834. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1835. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  1836. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1837. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1838. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  1839. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-31"/>
  1840. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1841. <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-30"/>
  1842. <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-37"/>
  1843. <use transform="translate(2063.283203 0.78125)" xlink:href="#DejaVuSans-37"/>
  1844. </g>
  1845. </g>
  1846. <g id="text_9">
  1847. <!-- 700.72 -->
  1848. <g style="fill:#d3d3d3;" transform="translate(7.2 79.017137)scale(0.03 -0.03)">
  1849. <use xlink:href="#DejaVuSans-37"/>
  1850. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  1851. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  1852. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1853. <use x="222.65625" xlink:href="#DejaVuSans-37"/>
  1854. <use x="286.279297" xlink:href="#DejaVuSans-32"/>
  1855. </g>
  1856. </g>
  1857. </g>
  1858. <g id="axes_4">
  1859. <g id="patch_11">
  1860. <path d="M 18.697188 120.573696
  1861. L 372.281346 120.573696
  1862. L 372.281346 95.026944
  1863. L 18.697188 95.026944
  1864. z
  1865. " style="fill:#ffffff;"/>
  1866. </g>
  1867. <g id="matplotlib.axis_7">
  1868. <g id="xtick_16"/>
  1869. <g id="xtick_17"/>
  1870. <g id="xtick_18"/>
  1871. <g id="xtick_19"/>
  1872. <g id="xtick_20"/>
  1873. </g>
  1874. <g id="matplotlib.axis_8"/>
  1875. <g id="line2d_7">
  1876. <path clip-path="url(#p3453d1325e)" d="M 18.697188 115.154156
  1877. L 372.281346 115.154156
  1878. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1879. </g>
  1880. <g id="line2d_8">
  1881. <path clip-path="url(#p3453d1325e)" d="M 19.365589 115.204889
  1882. L 20.03399 115.503123
  1883. L 20.702391 115.378128
  1884. L 21.370792 115.531767
  1885. L 22.039193 116.170358
  1886. L 24.044396 116.02766
  1887. L 24.712797 115.998508
  1888. L 25.381198 115.182769
  1889. L 26.049599 115.361469
  1890. L 26.718 116.355963
  1891. L 27.386401 117.016285
  1892. L 28.054802 116.485224
  1893. L 28.723203 116.621581
  1894. L 30.060005 116.458548
  1895. L 31.396808 116.227188
  1896. L 32.065209 115.794952
  1897. L 32.73361 115.632046
  1898. L 34.738813 116.487206
  1899. L 35.407214 115.994621
  1900. L 36.075615 115.839142
  1901. L 36.744016 116.770043
  1902. L 37.412417 116.773936
  1903. L 38.749219 115.933652
  1904. L 39.41762 116.095648
  1905. L 40.086021 115.661283
  1906. L 40.754422 116.455078
  1907. L 41.422823 116.037069
  1908. L 42.091224 115.935076
  1909. L 42.759626 116.368277
  1910. L 44.096428 116.018384
  1911. L 44.764829 115.821558
  1912. L 46.101631 115.693524
  1913. L 46.770032 115.999143
  1914. L 47.438433 115.868985
  1915. L 48.106834 115.605482
  1916. L 49.443636 116.224839
  1917. L 50.112037 115.719649
  1918. L 50.780438 116.007952
  1919. L 51.448839 116.554165
  1920. L 52.11724 116.222406
  1921. L 52.785641 115.736401
  1922. L 54.122443 115.536987
  1923. L 54.790845 115.747073
  1924. L 55.459246 115.677315
  1925. L 56.127647 116.093356
  1926. L 56.796048 116.646162
  1927. L 57.464449 116.673981
  1928. L 58.13285 116.942281
  1929. L 58.801251 116.173849
  1930. L 59.469652 115.707807
  1931. L 60.138053 115.582912
  1932. L 61.474855 116.093221
  1933. L 62.143256 115.696768
  1934. L 62.811657 115.917026
  1935. L 64.148459 116.695558
  1936. L 64.81686 116.467767
  1937. L 66.153662 116.813337
  1938. L 66.822064 116.524724
  1939. L 67.490465 115.755368
  1940. L 68.158866 116.03891
  1941. L 68.827267 111.679553
  1942. L 69.495668 112.904293
  1943. L 70.164069 112.916835
  1944. L 70.83247 114.834625
  1945. L 71.500871 115.463652
  1946. L 72.169272 117.064947
  1947. L 72.837673 117.071612
  1948. L 73.506074 116.279129
  1949. L 74.174475 114.961044
  1950. L 74.842876 113.394297
  1951. L 75.511277 98.808173
  1952. L 76.179678 99.98059
  1953. L 77.51648 111.182321
  1954. L 78.184881 111.870053
  1955. L 78.853283 114.775545
  1956. L 79.521684 115.866792
  1957. L 80.190085 116.022976
  1958. L 80.858486 115.989818
  1959. L 81.526887 115.789436
  1960. L 82.195288 115.444495
  1961. L 82.863689 115.551037
  1962. L 83.53209 115.915672
  1963. L 84.200491 116.106235
  1964. L 84.868892 115.582115
  1965. L 85.537293 116.065318
  1966. L 86.205694 116.197076
  1967. L 86.874095 115.824259
  1968. L 87.542496 116.156251
  1969. L 88.210897 115.861706
  1970. L 88.879298 116.213116
  1971. L 89.547699 115.91467
  1972. L 90.2161 116.328186
  1973. L 90.884502 116.171755
  1974. L 91.552903 116.347949
  1975. L 92.221304 116.692144
  1976. L 93.558106 116.241309
  1977. L 94.226507 116.550292
  1978. L 95.563309 116.591449
  1979. L 96.23171 116.616856
  1980. L 96.900111 116.3874
  1981. L 97.568512 115.802633
  1982. L 98.236913 116.839202
  1983. L 98.905314 116.548282
  1984. L 99.573715 116.45232
  1985. L 100.242116 116.787507
  1986. L 101.578918 116.698605
  1987. L 102.247319 116.772187
  1988. L 102.915721 115.754579
  1989. L 104.252523 116.701116
  1990. L 104.920924 116.150354
  1991. L 105.589325 116.444752
  1992. L 106.257726 115.746544
  1993. L 107.594528 116.24583
  1994. L 108.262929 116.878517
  1995. L 108.93133 116.231765
  1996. L 109.599731 116.556048
  1997. L 110.936533 116.717318
  1998. L 111.604934 116.342942
  1999. L 112.273335 116.308958
  2000. L 112.941736 116.069522
  2001. L 114.278538 116.199517
  2002. L 114.94694 115.783872
  2003. L 115.615341 116.049582
  2004. L 116.283742 116.580001
  2005. L 116.952143 116.115292
  2006. L 118.288945 116.74683
  2007. L 118.957346 116.196632
  2008. L 119.625747 115.930936
  2009. L 120.294148 116.715589
  2010. L 120.962549 116.486649
  2011. L 121.63095 116.588268
  2012. L 122.299351 116.860369
  2013. L 122.967752 116.72258
  2014. L 123.636153 116.15927
  2015. L 124.304554 116.074819
  2016. L 124.972955 115.603994
  2017. L 126.309757 116.60174
  2018. L 126.978159 116.704657
  2019. L 127.64656 116.315575
  2020. L 128.314961 116.076244
  2021. L 128.983362 116.684223
  2022. L 129.651763 116.045914
  2023. L 130.320164 115.891811
  2024. L 130.988565 116.209702
  2025. L 131.656966 116.29727
  2026. L 132.325367 116.003459
  2027. L 132.993768 116.310948
  2028. L 133.662169 116.279489
  2029. L 134.33057 115.991362
  2030. L 134.998971 116.128792
  2031. L 135.667372 116.095401
  2032. L 136.335773 116.25318
  2033. L 137.004174 115.9664
  2034. L 137.672575 116.146602
  2035. L 138.340976 116.876669
  2036. L 139.009378 116.386377
  2037. L 139.677779 116.861166
  2038. L 141.014581 116.462462
  2039. L 141.682982 116.7497
  2040. L 142.351383 116.84198
  2041. L 143.019784 116.147603
  2042. L 143.688185 116.153381
  2043. L 146.361789 115.194965
  2044. L 147.03019 115.837196
  2045. L 147.698591 116.135838
  2046. L 148.366992 116.142193
  2047. L 149.035393 116.025763
  2048. L 149.703794 116.314516
  2049. L 150.372195 116.12133
  2050. L 153.0458 116.310609
  2051. L 153.714201 116.256424
  2052. L 154.382602 115.890005
  2053. L 155.051003 116.015218
  2054. L 155.719404 117.173887
  2055. L 156.387805 117.30451
  2056. L 157.056206 117.266273
  2057. L 157.724607 117.504751
  2058. L 159.061409 117.225463
  2059. L 159.72981 117.42803
  2060. L 160.398211 116.998426
  2061. L 161.066612 116.292474
  2062. L 162.403414 115.941058
  2063. L 163.740217 116.517909
  2064. L 165.077019 116.363192
  2065. L 165.74542 116.653886
  2066. L 166.413821 115.9056
  2067. L 167.082222 116.938239
  2068. L 167.750623 117.006015
  2069. L 168.419024 116.725831
  2070. L 169.755826 116.787436
  2071. L 170.424227 116.274933
  2072. L 171.092628 116.507195
  2073. L 171.761029 115.580711
  2074. L 172.42943 115.412916
  2075. L 173.097831 117.090565
  2076. L 173.766232 116.896581
  2077. L 174.434633 116.494125
  2078. L 175.103035 116.530895
  2079. L 176.439837 115.890252
  2080. L 177.108238 115.637569
  2081. L 177.776639 115.720679
  2082. L 178.44504 116.123594
  2083. L 179.781842 116.428373
  2084. L 180.450243 116.610655
  2085. L 181.118644 116.28528
  2086. L 181.787045 117.153679
  2087. L 182.455446 117.553307
  2088. L 183.792248 115.695104
  2089. L 185.12905 115.523768
  2090. L 185.797451 115.915538
  2091. L 186.465852 116.52035
  2092. L 187.134254 116.375021
  2093. L 187.802655 115.952858
  2094. L 188.471056 116.646409
  2095. L 189.139457 115.851401
  2096. L 190.476259 116.310009
  2097. L 191.14466 116.225523
  2098. L 191.813061 110.119831
  2099. L 192.481462 115.575287
  2100. L 193.149863 114.974424
  2101. L 193.818264 115.424025
  2102. L 194.486665 115.53894
  2103. L 195.155066 116.278776
  2104. L 195.823467 116.561408
  2105. L 196.491868 116.608948
  2106. L 197.160269 116.382885
  2107. L 197.82867 115.857834
  2108. L 198.497071 116.168369
  2109. L 199.165473 116.124356
  2110. L 199.833874 115.935627
  2111. L 201.170676 115.983364
  2112. L 201.839077 116.613759
  2113. L 202.507478 115.987286
  2114. L 203.175879 115.876991
  2115. L 203.84428 116.097679
  2116. L 204.512681 115.677569
  2117. L 205.181082 115.847472
  2118. L 205.849483 115.819787
  2119. L 206.517884 116.031532
  2120. L 207.854686 115.771853
  2121. L 208.523087 116.021036
  2122. L 209.191488 116.030199
  2123. L 209.859889 116.390475
  2124. L 210.52829 115.928989
  2125. L 211.196692 115.967155
  2126. L 213.201895 116.586639
  2127. L 213.870296 115.869246
  2128. L 214.538697 115.859675
  2129. L 215.207098 114.897472
  2130. L 215.875499 114.325662
  2131. L 216.5439 112.490679
  2132. L 217.212301 97.709302
  2133. L 218.549103 106.5863
  2134. L 219.217504 112.253662
  2135. L 220.554306 114.770093
  2136. L 221.222707 115.169671
  2137. L 221.891108 115.313159
  2138. L 222.559509 116.372326
  2139. L 223.227911 116.123311
  2140. L 223.896312 116.030742
  2141. L 224.564713 116.513635
  2142. L 225.233114 116.566981
  2143. L 225.901515 116.399772
  2144. L 226.569916 116.560026
  2145. L 227.238317 116.903578
  2146. L 228.575119 117.238455
  2147. L 229.24352 116.602749
  2148. L 229.911921 116.149896
  2149. L 230.580322 116.134787
  2150. L 231.248723 115.547913
  2151. L 231.917124 116.417709
  2152. L 232.585525 116.436047
  2153. L 233.253926 116.151137
  2154. L 233.922327 116.398925
  2155. L 234.590728 116.525598
  2156. L 235.25913 116.392584
  2157. L 235.927531 115.937164
  2158. L 236.595932 116.233063
  2159. L 238.601135 116.252863
  2160. L 239.269536 116.730232
  2161. L 239.937937 115.957055
  2162. L 240.606338 115.981403
  2163. L 241.274739 116.681218
  2164. L 241.94314 116.336022
  2165. L 242.611541 116.879307
  2166. L 243.279942 116.415875
  2167. L 243.948343 116.298427
  2168. L 244.616744 116.662152
  2169. L 245.285145 116.380177
  2170. L 245.953546 116.403432
  2171. L 246.621947 116.562212
  2172. L 247.290349 116.266743
  2173. L 247.95875 116.116745
  2174. L 248.627151 116.327036
  2175. L 250.632354 116.168348
  2176. L 251.300755 116.351928
  2177. L 251.969156 116.272365
  2178. L 252.637557 116.994053
  2179. L 253.305958 116.454365
  2180. L 253.974359 116.625475
  2181. L 254.64276 116.502554
  2182. L 255.311161 116.123565
  2183. L 256.647963 116.623669
  2184. L 257.316364 116.101742
  2185. L 257.984765 116.627295
  2186. L 258.653166 116.773682
  2187. L 259.321568 116.212671
  2188. L 259.989969 116.262462
  2189. L 260.65837 116.030263
  2190. L 261.326771 116.278586
  2191. L 261.995172 116.327643
  2192. L 263.331974 116.154495
  2193. L 264.000375 116.566057
  2194. L 264.668776 116.758955
  2195. L 265.337177 116.172954
  2196. L 266.005578 116.302928
  2197. L 266.673979 116.767115
  2198. L 267.34238 116.194608
  2199. L 268.010781 115.991405
  2200. L 268.679182 116.687948
  2201. L 269.347583 116.150629
  2202. L 270.015984 116.202888
  2203. L 270.684385 116.558622
  2204. L 271.352787 116.016015
  2205. L 272.021188 114.726989
  2206. L 272.689589 114.836607
  2207. L 273.35799 115.143813
  2208. L 274.026391 116.365541
  2209. L 274.694792 117.129091
  2210. L 275.363193 116.75863
  2211. L 278.036797 116.13514
  2212. L 278.705198 116.882397
  2213. L 279.373599 116.243213
  2214. L 281.378802 116.103315
  2215. L 282.047203 115.737107
  2216. L 282.715604 116.224415
  2217. L 283.384006 115.880348
  2218. L 284.052407 116.289837
  2219. L 284.720808 116.108704
  2220. L 286.726011 116.128552
  2221. L 287.394412 116.437564
  2222. L 288.062813 116.329759
  2223. L 288.731214 116.922305
  2224. L 289.399615 116.195581
  2225. L 290.736417 116.595885
  2226. L 291.404818 116.541807
  2227. L 292.073219 116.249483
  2228. L 292.74162 116.693463
  2229. L 294.078422 116.154135
  2230. L 294.746823 116.339133
  2231. L 295.415225 115.979308
  2232. L 296.083626 115.895612
  2233. L 296.752027 116.431484
  2234. L 297.420428 116.432358
  2235. L 298.088829 116.741941
  2236. L 299.425631 116.460036
  2237. L 300.094032 116.090188
  2238. L 302.099235 116.645563
  2239. L 303.436037 116.323722
  2240. L 304.772839 117.086065
  2241. L 305.44124 115.931366
  2242. L 306.109641 116.442431
  2243. L 306.778042 116.342243
  2244. L 307.446444 115.626001
  2245. L 308.114845 115.666749
  2246. L 308.783246 116.325096
  2247. L 309.451647 116.212665
  2248. L 310.120048 116.331353
  2249. L 310.788449 115.259194
  2250. L 311.45685 116.454916
  2251. L 312.125251 115.572169
  2252. L 312.793652 116.060049
  2253. L 313.462053 116.24777
  2254. L 314.130454 115.799587
  2255. L 314.798855 115.623158
  2256. L 315.467256 116.118599
  2257. L 316.135657 115.694201
  2258. L 316.804058 115.436419
  2259. L 317.472459 116.331184
  2260. L 318.14086 116.497645
  2261. L 318.809261 115.52915
  2262. L 319.477663 116.150016
  2263. L 320.146064 116.074614
  2264. L 320.814465 116.554052
  2265. L 321.482866 116.350384
  2266. L 322.151267 116.525175
  2267. L 322.819668 116.077852
  2268. L 323.488069 116.433268
  2269. L 324.15647 116.307216
  2270. L 324.824871 116.614542
  2271. L 326.161673 116.168157
  2272. L 326.830074 116.301115
  2273. L 327.498475 116.586666
  2274. L 328.835277 116.192619
  2275. L 329.503678 116.286916
  2276. L 330.172079 115.930386
  2277. L 330.84048 115.998345
  2278. L 331.508882 115.812635
  2279. L 332.177283 115.961738
  2280. L 332.845684 116.394396
  2281. L 333.514085 116.033698
  2282. L 334.182486 116.237669
  2283. L 334.850887 115.989861
  2284. L 335.519288 115.368952
  2285. L 336.187689 115.614024
  2286. L 336.85609 116.153966
  2287. L 337.524491 116.470969
  2288. L 338.192892 116.467005
  2289. L 339.529694 115.986362
  2290. L 340.198095 116.179633
  2291. L 342.203298 116.027406
  2292. L 343.540101 116.26218
  2293. L 344.208502 116.643426
  2294. L 344.876903 116.55681
  2295. L 345.545304 116.332016
  2296. L 346.213705 116.566825
  2297. L 346.882106 116.101594
  2298. L 347.550507 115.977376
  2299. L 348.218908 116.085773
  2300. L 348.887309 116.666836
  2301. L 349.55571 116.158021
  2302. L 350.224111 116.046168
  2303. L 350.892512 116.176544
  2304. L 351.560913 115.665796
  2305. L 352.229314 115.409594
  2306. L 352.897715 114.902585
  2307. L 353.566116 115.90366
  2308. L 354.234517 116.330866
  2309. L 354.902918 116.166627
  2310. L 355.57132 116.483813
  2311. L 356.908122 116.096622
  2312. L 357.576523 115.604312
  2313. L 358.244924 115.291801
  2314. L 358.913325 115.714091
  2315. L 359.581726 115.869416
  2316. L 360.250127 116.250669
  2317. L 360.918528 116.773294
  2318. L 361.586929 116.428472
  2319. L 362.25533 116.567241
  2320. L 362.923731 116.461969
  2321. L 363.592132 115.825084
  2322. L 364.260533 115.767014
  2323. L 364.928934 115.536013
  2324. L 365.597335 116.446226
  2325. L 366.265736 115.760997
  2326. L 366.934137 115.807655
  2327. L 367.602539 116.261595
  2328. L 368.27094 116.091747
  2329. L 368.939341 115.71072
  2330. L 369.607742 116.348486
  2331. L 370.276143 116.254986
  2332. L 370.944544 115.789373
  2333. L 371.612945 115.757062
  2334. L 372.281346 116.241246
  2335. L 372.281346 116.241246
  2336. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2337. </g>
  2338. <g id="text_10">
  2339. <g id="patch_12">
  2340. <path d="M 18.697188 108.96222
  2341. L 46.430938 108.96222
  2342. Q 48.830938 108.96222 48.830938 106.56222
  2343. L 48.830938 98.81972
  2344. Q 48.830938 96.41972 46.430938 96.41972
  2345. L 18.697188 96.41972
  2346. Q 16.297188 96.41972 16.297188 98.81972
  2347. L 16.297188 106.56222
  2348. Q 16.297188 108.96222 18.697188 108.96222
  2349. z
  2350. " style="fill:#ffffff;opacity:0.8;"/>
  2351. </g>
  2352. <!-- DVARS -->
  2353. <defs>
  2354. <path d="M 19.671875 64.796875
  2355. L 19.671875 8.109375
  2356. L 31.59375 8.109375
  2357. Q 46.6875 8.109375 53.6875 14.9375
  2358. Q 60.6875 21.78125 60.6875 36.53125
  2359. Q 60.6875 51.171875 53.6875 57.984375
  2360. Q 46.6875 64.796875 31.59375 64.796875
  2361. z
  2362. M 9.8125 72.90625
  2363. L 30.078125 72.90625
  2364. Q 51.265625 72.90625 61.171875 64.09375
  2365. Q 71.09375 55.28125 71.09375 36.53125
  2366. Q 71.09375 17.671875 61.125 8.828125
  2367. Q 51.171875 0 30.078125 0
  2368. L 9.8125 0
  2369. z
  2370. " id="DejaVuSans-44"/>
  2371. <path d="M 28.609375 0
  2372. L 0.78125 72.90625
  2373. L 11.078125 72.90625
  2374. L 34.1875 11.53125
  2375. L 57.328125 72.90625
  2376. L 67.578125 72.90625
  2377. L 39.796875 0
  2378. z
  2379. " id="DejaVuSans-56"/>
  2380. <path d="M 34.1875 63.1875
  2381. L 20.796875 26.90625
  2382. L 47.609375 26.90625
  2383. z
  2384. M 28.609375 72.90625
  2385. L 39.796875 72.90625
  2386. L 67.578125 0
  2387. L 57.328125 0
  2388. L 50.6875 18.703125
  2389. L 17.828125 18.703125
  2390. L 11.1875 0
  2391. L 0.78125 0
  2392. z
  2393. " id="DejaVuSans-41"/>
  2394. <path d="M 44.390625 34.1875
  2395. Q 47.5625 33.109375 50.5625 29.59375
  2396. Q 53.5625 26.078125 56.59375 19.921875
  2397. L 66.609375 0
  2398. L 56 0
  2399. L 46.6875 18.703125
  2400. Q 43.0625 26.03125 39.671875 28.421875
  2401. Q 36.28125 30.8125 30.421875 30.8125
  2402. L 19.671875 30.8125
  2403. L 19.671875 0
  2404. L 9.8125 0
  2405. L 9.8125 72.90625
  2406. L 32.078125 72.90625
  2407. Q 44.578125 72.90625 50.734375 67.671875
  2408. Q 56.890625 62.453125 56.890625 51.90625
  2409. Q 56.890625 45.015625 53.6875 40.46875
  2410. Q 50.484375 35.9375 44.390625 34.1875
  2411. z
  2412. M 19.671875 64.796875
  2413. L 19.671875 38.921875
  2414. L 32.078125 38.921875
  2415. Q 39.203125 38.921875 42.84375 42.21875
  2416. Q 46.484375 45.515625 46.484375 51.90625
  2417. Q 46.484375 58.296875 42.84375 61.546875
  2418. Q 39.203125 64.796875 32.078125 64.796875
  2419. z
  2420. " id="DejaVuSans-52"/>
  2421. </defs>
  2422. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2423. <use xlink:href="#DejaVuSans-44"/>
  2424. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2425. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2426. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2427. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2428. </g>
  2429. </g>
  2430. <g id="text_11">
  2431. <g id="patch_13">
  2432. <path d="M 290.289663 105.826595
  2433. L 365.209663 105.826595
  2434. Q 366.409663 105.826595 366.409663 104.626595
  2435. L 366.409663 100.755345
  2436. Q 366.409663 99.555345 365.209663 99.555345
  2437. L 290.289663 99.555345
  2438. Q 289.089663 99.555345 289.089663 100.755345
  2439. L 289.089663 104.626595
  2440. Q 289.089663 105.826595 290.289663 105.826595
  2441. z
  2442. " style="fill:#ffffff;opacity:0.8;"/>
  2443. </g>
  2444. <!-- max: 3.803 $\bullet$ mean: 1.215 $\bullet$ $\sigma$: 0.243 -->
  2445. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2446. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2447. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2448. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2449. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2450. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2451. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-33"/>
  2452. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2453. <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
  2454. <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-30"/>
  2455. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-33"/>
  2456. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
  2457. <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2458. <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
  2459. <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2460. <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
  2461. <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
  2462. <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2463. <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2464. <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
  2465. <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-31"/>
  2466. <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2467. <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-32"/>
  2468. <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-31"/>
  2469. <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-35"/>
  2470. <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
  2471. <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2472. <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
  2473. <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2474. <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2475. <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
  2476. <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
  2477. <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2478. <use transform="translate(1681.404297 0.78125)" xlink:href="#DejaVuSans-32"/>
  2479. <use transform="translate(1745.027344 0.78125)" xlink:href="#DejaVuSans-34"/>
  2480. <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-33"/>
  2481. </g>
  2482. </g>
  2483. <g id="text_12">
  2484. <!-- 1.33 -->
  2485. <g style="fill:#d3d3d3;" transform="translate(11.0175 115.981969)scale(0.03 -0.03)">
  2486. <use xlink:href="#DejaVuSans-31"/>
  2487. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2488. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2489. <use x="159.033203" xlink:href="#DejaVuSans-33"/>
  2490. </g>
  2491. </g>
  2492. </g>
  2493. <g id="axes_5">
  2494. <g id="patch_14">
  2495. <path d="M 18.697188 148.249344
  2496. L 372.281346 148.249344
  2497. L 372.281346 122.702592
  2498. L 18.697188 122.702592
  2499. z
  2500. " style="fill:#ffffff;"/>
  2501. </g>
  2502. <g id="matplotlib.axis_9">
  2503. <g id="xtick_21"/>
  2504. <g id="xtick_22"/>
  2505. <g id="xtick_23"/>
  2506. <g id="xtick_24"/>
  2507. <g id="xtick_25"/>
  2508. </g>
  2509. <g id="matplotlib.axis_10"/>
  2510. <g id="line2d_9">
  2511. <path clip-path="url(#p348cee3214)" d="M 18.697188 143.420348
  2512. L 372.281346 143.420348
  2513. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2514. </g>
  2515. <g id="line2d_10">
  2516. <path clip-path="url(#p348cee3214)" d="M 19.365589 145.394601
  2517. L 20.03399 143.546574
  2518. L 20.702391 144.566963
  2519. L 21.370792 144.2863
  2520. L 22.707594 145.062092
  2521. L 23.375995 144.851523
  2522. L 24.044396 144.339187
  2523. L 24.712797 145.177619
  2524. L 25.381198 143.380796
  2525. L 26.049599 144.024473
  2526. L 26.718 144.913992
  2527. L 27.386401 145.098339
  2528. L 28.054802 145.881023
  2529. L 28.723203 144.643229
  2530. L 29.391604 144.77989
  2531. L 30.060005 145.256387
  2532. L 30.728407 144.862889
  2533. L 31.396808 145.175047
  2534. L 32.73361 143.507634
  2535. L 33.402011 143.3542
  2536. L 34.070412 144.343465
  2537. L 34.738813 145.115167
  2538. L 36.075615 144.411616
  2539. L 36.744016 144.866356
  2540. L 37.412417 145.896145
  2541. L 38.080818 144.953937
  2542. L 38.749219 143.332865
  2543. L 39.41762 144.404106
  2544. L 40.086021 143.662454
  2545. L 40.754422 145.104436
  2546. L 41.422823 143.872783
  2547. L 42.091224 143.615786
  2548. L 42.759626 144.854744
  2549. L 43.428027 144.644769
  2550. L 44.096428 144.990581
  2551. L 44.764829 144.599654
  2552. L 45.43323 143.534833
  2553. L 46.101631 142.726504
  2554. L 46.770032 143.956321
  2555. L 47.438433 144.327763
  2556. L 48.106834 142.565489
  2557. L 48.775235 145.005506
  2558. L 49.443636 144.251413
  2559. L 50.112037 144.248986
  2560. L 50.780438 145.219493
  2561. L 51.448839 143.826866
  2562. L 52.11724 144.71316
  2563. L 52.785641 144.639136
  2564. L 53.454042 143.400903
  2565. L 54.122443 144.385558
  2566. L 54.790845 144.342125
  2567. L 55.459246 144.912045
  2568. L 56.127647 144.441092
  2569. L 56.796048 145.15727
  2570. L 57.464449 145.627467
  2571. L 58.13285 145.331881
  2572. L 58.801251 144.847866
  2573. L 60.138053 145.746658
  2574. L 60.806454 145.339795
  2575. L 61.474855 145.337191
  2576. L 62.143256 143.87058
  2577. L 62.811657 143.873038
  2578. L 63.480058 144.893361
  2579. L 64.148459 145.183776
  2580. L 65.485261 145.301429
  2581. L 66.153662 145.655019
  2582. L 66.822064 145.129248
  2583. L 67.490465 144.140158
  2584. L 68.158866 144.317763
  2585. L 68.827267 139.143543
  2586. L 69.495668 139.254726
  2587. L 70.164069 138.319093
  2588. L 70.83247 144.983818
  2589. L 71.500871 143.441792
  2590. L 72.169272 145.443069
  2591. L 72.837673 145.295146
  2592. L 74.174475 144.098293
  2593. L 74.842876 145.37216
  2594. L 75.511277 130.301091
  2595. L 76.179678 124.839067
  2596. L 76.848079 132.014697
  2597. L 77.51648 141.546473
  2598. L 78.184881 139.413855
  2599. L 78.853283 144.208406
  2600. L 79.521684 145.876489
  2601. L 80.190085 145.599945
  2602. L 80.858486 145.689139
  2603. L 81.526887 145.58935
  2604. L 82.195288 145.720153
  2605. L 82.863689 144.799307
  2606. L 83.53209 144.263004
  2607. L 84.200491 144.641563
  2608. L 84.868892 144.316699
  2609. L 85.537293 144.449136
  2610. L 86.205694 144.879868
  2611. L 86.874095 144.342741
  2612. L 87.542496 144.806223
  2613. L 88.210897 144.550744
  2614. L 88.879298 145.157695
  2615. L 89.547699 144.692547
  2616. L 90.2161 145.641691
  2617. L 90.884502 143.734004
  2618. L 91.552903 144.714543
  2619. L 92.221304 144.606672
  2620. L 92.889705 144.218767
  2621. L 93.558106 144.047972
  2622. L 94.226507 144.639431
  2623. L 94.894908 144.056292
  2624. L 95.563309 143.8708
  2625. L 96.23171 144.964487
  2626. L 96.900111 144.184332
  2627. L 97.568512 143.632195
  2628. L 98.236913 144.397288
  2629. L 98.905314 144.154539
  2630. L 99.573715 144.755559
  2631. L 100.242116 143.782817
  2632. L 100.910517 144.599209
  2633. L 101.578918 144.672476
  2634. L 102.247319 144.986292
  2635. L 102.915721 144.04685
  2636. L 103.584122 144.585566
  2637. L 104.920924 144.469791
  2638. L 105.589325 145.24356
  2639. L 106.257726 144.177027
  2640. L 106.926127 144.217479
  2641. L 107.594528 144.752238
  2642. L 108.262929 144.364152
  2643. L 108.93133 144.847942
  2644. L 109.599731 144.851991
  2645. L 110.268132 145.302689
  2646. L 110.936533 144.320732
  2647. L 111.604934 144.105145
  2648. L 112.273335 145.18174
  2649. L 112.941736 144.31818
  2650. L 113.610137 144.142444
  2651. L 114.278538 144.360749
  2652. L 114.94694 144.198696
  2653. L 115.615341 143.517874
  2654. L 116.283742 144.836622
  2655. L 116.952143 145.272954
  2656. L 117.620544 144.473997
  2657. L 118.288945 145.055887
  2658. L 118.957346 143.470007
  2659. L 119.625747 143.996136
  2660. L 120.294148 144.783567
  2661. L 120.962549 145.356577
  2662. L 121.63095 144.172531
  2663. L 122.299351 145.314259
  2664. L 122.967752 144.156886
  2665. L 123.636153 143.947599
  2666. L 124.304554 144.682829
  2667. L 124.972955 144.203578
  2668. L 125.641356 144.37682
  2669. L 126.309757 145.472543
  2670. L 126.978159 145.442724
  2671. L 128.314961 143.910614
  2672. L 128.983362 144.899049
  2673. L 129.651763 145.272511
  2674. L 130.988565 145.081206
  2675. L 131.656966 144.572259
  2676. L 132.325367 143.86856
  2677. L 132.993768 144.781247
  2678. L 133.662169 145.028714
  2679. L 134.33057 143.916187
  2680. L 135.667372 145.14384
  2681. L 136.335773 145.716867
  2682. L 137.004174 144.540198
  2683. L 137.672575 144.497212
  2684. L 138.340976 144.635793
  2685. L 139.009378 145.066526
  2686. L 139.677779 145.337722
  2687. L 140.34618 144.680901
  2688. L 141.014581 144.434815
  2689. L 141.682982 144.903343
  2690. L 142.351383 144.87738
  2691. L 143.688185 144.570124
  2692. L 144.356586 144.193602
  2693. L 145.024987 144.747445
  2694. L 145.693388 144.188835
  2695. L 146.361789 142.702751
  2696. L 147.03019 144.251915
  2697. L 147.698591 144.40402
  2698. L 148.366992 144.732228
  2699. L 149.035393 143.54375
  2700. L 149.703794 144.100625
  2701. L 150.372195 144.430105
  2702. L 151.040597 143.806023
  2703. L 151.708998 144.471468
  2704. L 152.377399 145.67836
  2705. L 153.0458 144.953232
  2706. L 153.714201 145.183685
  2707. L 154.382602 144.506584
  2708. L 155.051003 143.545136
  2709. L 155.719404 144.865767
  2710. L 156.387805 144.682353
  2711. L 157.056206 145.293376
  2712. L 157.724607 145.739904
  2713. L 158.393008 144.495429
  2714. L 159.061409 144.485683
  2715. L 159.72981 145.094118
  2716. L 160.398211 144.988898
  2717. L 161.066612 144.001043
  2718. L 161.735013 144.641343
  2719. L 162.403414 144.316662
  2720. L 163.071816 144.62308
  2721. L 163.740217 144.196895
  2722. L 164.408618 144.492848
  2723. L 165.077019 145.450199
  2724. L 165.74542 144.690907
  2725. L 166.413821 144.314772
  2726. L 167.082222 144.713661
  2727. L 167.750623 144.414831
  2728. L 168.419024 144.826519
  2729. L 169.087425 145.014995
  2730. L 169.755826 144.857982
  2731. L 170.424227 144.469881
  2732. L 171.092628 145.524323
  2733. L 171.761029 144.031773
  2734. L 172.42943 143.46724
  2735. L 173.097831 144.954099
  2736. L 173.766232 144.690596
  2737. L 174.434633 144.852277
  2738. L 175.103035 144.32499
  2739. L 176.439837 145.328901
  2740. L 177.108238 144.044846
  2741. L 177.776639 144.286581
  2742. L 178.44504 144.655988
  2743. L 179.113441 145.271016
  2744. L 179.781842 145.52782
  2745. L 180.450243 144.605952
  2746. L 181.118644 145.184263
  2747. L 181.787045 144.934369
  2748. L 182.455446 145.481239
  2749. L 183.123847 144.282928
  2750. L 184.460649 143.009087
  2751. L 185.12905 145.140071
  2752. L 185.797451 143.437233
  2753. L 187.134254 145.466022
  2754. L 187.802655 144.869588
  2755. L 188.471056 144.937218
  2756. L 189.139457 144.194744
  2757. L 189.807858 143.906385
  2758. L 191.14466 144.468704
  2759. L 191.813061 137.098695
  2760. L 192.481462 144.726821
  2761. L 193.149863 142.00442
  2762. L 193.818264 143.456995
  2763. L 194.486665 143.482977
  2764. L 195.823467 145.030635
  2765. L 197.160269 144.083051
  2766. L 197.82867 144.626859
  2767. L 198.497071 144.813297
  2768. L 199.165473 144.677791
  2769. L 199.833874 145.043976
  2770. L 200.502275 144.434864
  2771. L 201.170676 144.356051
  2772. L 201.839077 144.623954
  2773. L 202.507478 143.432483
  2774. L 203.175879 143.634117
  2775. L 203.84428 145.011102
  2776. L 204.512681 145.267892
  2777. L 205.181082 144.803334
  2778. L 205.849483 144.784913
  2779. L 206.517884 144.912148
  2780. L 207.186285 145.386659
  2781. L 207.854686 144.569437
  2782. L 208.523087 143.994567
  2783. L 209.191488 144.390826
  2784. L 209.859889 145.093495
  2785. L 210.52829 145.175399
  2786. L 211.196692 144.890757
  2787. L 212.533494 145.546273
  2788. L 213.201895 144.399964
  2789. L 213.870296 143.606657
  2790. L 214.538697 145.017956
  2791. L 215.875499 144.394227
  2792. L 216.5439 143.499944
  2793. L 217.212301 125.296665
  2794. L 217.880702 141.938424
  2795. L 218.549103 135.945848
  2796. L 219.217504 143.729056
  2797. L 219.885905 144.057145
  2798. L 220.554306 144.002051
  2799. L 221.222707 145.813025
  2800. L 221.891108 144.565683
  2801. L 222.559509 145.454428
  2802. L 223.896312 143.822485
  2803. L 224.564713 144.907773
  2804. L 225.233114 144.534509
  2805. L 225.901515 145.133421
  2806. L 226.569916 145.205897
  2807. L 227.238317 144.41723
  2808. L 228.575119 145.102219
  2809. L 229.24352 144.393404
  2810. L 229.911921 143.961181
  2811. L 230.580322 144.213918
  2812. L 231.248723 143.45215
  2813. L 231.917124 143.847028
  2814. L 232.585525 144.58746
  2815. L 233.253926 143.984122
  2816. L 233.922327 144.238349
  2817. L 234.590728 145.148441
  2818. L 235.25913 143.344178
  2819. L 235.927531 143.412257
  2820. L 237.264333 144.933743
  2821. L 237.932734 145.231939
  2822. L 238.601135 145.001647
  2823. L 239.269536 143.83784
  2824. L 239.937937 144.501325
  2825. L 240.606338 144.411722
  2826. L 241.274739 144.031797
  2827. L 241.94314 144.601181
  2828. L 242.611541 144.92163
  2829. L 243.948343 144.547554
  2830. L 244.616744 144.732614
  2831. L 245.285145 144.665383
  2832. L 245.953546 143.618972
  2833. L 246.621947 144.657891
  2834. L 247.290349 145.389887
  2835. L 247.95875 144.795796
  2836. L 248.627151 144.769438
  2837. L 249.295552 144.434441
  2838. L 249.963953 144.242023
  2839. L 250.632354 144.279008
  2840. L 251.300755 144.746514
  2841. L 251.969156 144.917197
  2842. L 253.305958 144.587737
  2843. L 253.974359 145.217496
  2844. L 254.64276 143.838617
  2845. L 255.311161 144.258999
  2846. L 255.979562 145.258624
  2847. L 256.647963 144.619449
  2848. L 257.316364 144.561618
  2849. L 257.984765 144.943127
  2850. L 258.653166 144.160308
  2851. L 259.321568 144.1906
  2852. L 259.989969 144.691371
  2853. L 260.65837 144.106019
  2854. L 261.995172 144.736198
  2855. L 262.663573 143.948798
  2856. L 263.331974 144.202591
  2857. L 264.000375 145.038772
  2858. L 264.668776 144.397757
  2859. L 265.337177 144.513653
  2860. L 266.005578 145.063403
  2861. L 266.673979 145.281516
  2862. L 267.34238 145.207342
  2863. L 268.010781 144.374681
  2864. L 270.015984 145.746836
  2865. L 270.684385 144.870932
  2866. L 271.352787 144.847071
  2867. L 272.021188 141.772253
  2868. L 272.689589 141.762266
  2869. L 273.35799 142.739139
  2870. L 274.026391 144.038979
  2871. L 274.694792 144.756491
  2872. L 275.363193 145.741773
  2873. L 277.368396 145.064974
  2874. L 278.036797 144.58075
  2875. L 278.705198 144.878572
  2876. L 279.373599 144.609351
  2877. L 280.042 145.398237
  2878. L 280.710401 145.133351
  2879. L 281.378802 145.193526
  2880. L 282.047203 144.2589
  2881. L 282.715604 145.16663
  2882. L 283.384006 144.743383
  2883. L 284.052407 144.742173
  2884. L 284.720808 144.598422
  2885. L 285.389209 145.052139
  2886. L 286.05761 145.06572
  2887. L 286.726011 144.926421
  2888. L 287.394412 145.234721
  2889. L 288.062813 145.103553
  2890. L 288.731214 145.390081
  2891. L 289.399615 144.795961
  2892. L 290.068016 144.647194
  2893. L 290.736417 144.843125
  2894. L 291.404818 144.254084
  2895. L 292.073219 144.362217
  2896. L 292.74162 144.966978
  2897. L 293.410021 145.083992
  2898. L 294.078422 144.522911
  2899. L 294.746823 145.164336
  2900. L 295.415225 144.645479
  2901. L 296.083626 144.267525
  2902. L 296.752027 145.283859
  2903. L 297.420428 145.426359
  2904. L 298.088829 144.78095
  2905. L 298.75723 145.139308
  2906. L 300.094032 144.314682
  2907. L 301.430834 145.339864
  2908. L 302.767636 144.526945
  2909. L 303.436037 144.974094
  2910. L 304.104438 145.241891
  2911. L 304.772839 144.866858
  2912. L 305.44124 143.755263
  2913. L 306.109641 144.523453
  2914. L 306.778042 144.839064
  2915. L 307.446444 143.99587
  2916. L 308.114845 143.907176
  2917. L 308.783246 144.246332
  2918. L 309.451647 145.356742
  2919. L 310.120048 145.3839
  2920. L 310.788449 143.570915
  2921. L 311.45685 145.036541
  2922. L 312.125251 143.91987
  2923. L 312.793652 143.839245
  2924. L 313.462053 145.276257
  2925. L 314.130454 145.056656
  2926. L 314.798855 144.581952
  2927. L 315.467256 145.073318
  2928. L 316.804058 143.473092
  2929. L 318.14086 145.310779
  2930. L 318.809261 144.736075
  2931. L 319.477663 144.825452
  2932. L 320.146064 144.790241
  2933. L 320.814465 144.434187
  2934. L 322.151267 145.329517
  2935. L 322.819668 144.468501
  2936. L 323.488069 144.786526
  2937. L 324.15647 145.435581
  2938. L 324.824871 145.299805
  2939. L 325.493272 144.265107
  2940. L 326.830074 144.58634
  2941. L 327.498475 144.075415
  2942. L 328.166876 143.903064
  2943. L 328.835277 144.52347
  2944. L 330.172079 144.647786
  2945. L 330.84048 145.048449
  2946. L 331.508882 145.306994
  2947. L 332.177283 144.748033
  2948. L 332.845684 143.977158
  2949. L 333.514085 144.567977
  2950. L 334.182486 145.454228
  2951. L 334.850887 145.330953
  2952. L 335.519288 143.753178
  2953. L 336.187689 143.454259
  2954. L 336.85609 144.461662
  2955. L 337.524491 145.115567
  2956. L 338.192892 144.576996
  2957. L 338.861293 145.20411
  2958. L 339.529694 144.971988
  2959. L 340.198095 144.105718
  2960. L 340.866496 143.983699
  2961. L 341.534897 144.395488
  2962. L 342.203298 144.323203
  2963. L 342.871699 144.127103
  2964. L 343.540101 145.31886
  2965. L 344.208502 145.142161
  2966. L 344.876903 145.532085
  2967. L 345.545304 145.216491
  2968. L 346.213705 145.731129
  2969. L 346.882106 143.691819
  2970. L 347.550507 143.660268
  2971. L 348.218908 144.535994
  2972. L 348.887309 144.872224
  2973. L 349.55571 145.07229
  2974. L 350.224111 144.684745
  2975. L 350.892512 143.833188
  2976. L 352.229314 144.343415
  2977. L 352.897715 144.283648
  2978. L 354.234517 144.340998
  2979. L 354.902918 143.991363
  2980. L 355.57132 144.740568
  2981. L 356.239721 145.270614
  2982. L 356.908122 144.81934
  2983. L 357.576523 143.716174
  2984. L 358.244924 143.82673
  2985. L 358.913325 144.637649
  2986. L 359.581726 145.201532
  2987. L 360.250127 144.69771
  2988. L 360.918528 144.731155
  2989. L 361.586929 144.518393
  2990. L 362.25533 145.072198
  2991. L 362.923731 145.42166
  2992. L 363.592132 144.800479
  2993. L 364.260533 144.761444
  2994. L 364.928934 144.141152
  2995. L 365.597335 145.4461
  2996. L 366.265736 144.848207
  2997. L 366.934137 144.437441
  2998. L 367.602539 144.855273
  2999. L 368.27094 144.577659
  3000. L 368.939341 143.908658
  3001. L 370.276143 145.618221
  3002. L 370.944544 144.901597
  3003. L 371.612945 143.636044
  3004. L 372.281346 143.380929
  3005. L 372.281346 143.380929
  3006. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3007. </g>
  3008. <g id="text_13">
  3009. <g id="patch_15">
  3010. <path d="M 18.697188 136.637868
  3011. L 29.458438 136.637868
  3012. Q 31.858438 136.637868 31.858438 134.237868
  3013. L 31.858438 126.495368
  3014. Q 31.858438 124.095368 29.458438 124.095368
  3015. L 18.697188 124.095368
  3016. Q 16.297188 124.095368 16.297188 126.495368
  3017. L 16.297188 134.237868
  3018. Q 16.297188 136.637868 18.697188 136.637868
  3019. z
  3020. " style="fill:#ffffff;opacity:0.8;"/>
  3021. </g>
  3022. <!-- FD -->
  3023. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3024. <use xlink:href="#DejaVuSans-46"/>
  3025. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3026. </g>
  3027. </g>
  3028. <g id="text_14">
  3029. <g id="patch_16">
  3030. <path d="M 290.289663 133.502243
  3031. L 365.209663 133.502243
  3032. Q 366.409663 133.502243 366.409663 132.302243
  3033. L 366.409663 128.430993
  3034. Q 366.409663 127.230993 365.209663 127.230993
  3035. L 290.289663 127.230993
  3036. Q 289.089663 127.230993 289.089663 128.430993
  3037. L 289.089663 132.302243
  3038. Q 289.089663 133.502243 290.289663 133.502243
  3039. z
  3040. " style="fill:#ffffff;opacity:0.8;"/>
  3041. </g>
  3042. <!-- max: 1.515 $\bullet$ mean: 0.128 $\bullet$ $\sigma$: 0.122 -->
  3043. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3044. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3045. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3046. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3047. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3048. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3049. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  3050. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3051. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
  3052. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-31"/>
  3053. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
  3054. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3055. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3056. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3057. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3058. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3059. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3060. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3061. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3062. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3063. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3064. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3065. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3066. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-32"/>
  3067. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-38"/>
  3068. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3069. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3070. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3071. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3072. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3073. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3074. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3075. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3076. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
  3077. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-32"/>
  3078. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-32"/>
  3079. </g>
  3080. </g>
  3081. <g id="text_15">
  3082. <!-- 0.20 -->
  3083. <g style="fill:#d3d3d3;" transform="translate(11.0175 144.24816)scale(0.03 -0.03)">
  3084. <use xlink:href="#DejaVuSans-30"/>
  3085. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3086. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  3087. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3088. </g>
  3089. </g>
  3090. </g>
  3091. <g id="axes_6">
  3092. <g id="patch_17">
  3093. <path d="M 15.161346 278.112
  3094. L 18.697188 278.112
  3095. L 18.697188 150.37824
  3096. L 15.161346 150.37824
  3097. z
  3098. " style="fill:#ffffff;"/>
  3099. </g>
  3100. <g clip-path="url(#p723c347ddc)">
  3101. <image height="949" id="image45b491bf5a" transform="matrix(4 0 0 0.134879 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3102. iVBORw0KGgoAAAANSUhEUgAAAAEAAAO1CAYAAACvpo93AAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt16ENACAQxdAfFFNAUGBYiEVYjFnQbAKSCS45UfN0bZXnukGSAAAAAACccuLwkPHpJXnIABu0a2OSAABseHM1DYJOUkZsAAAAAElFTkSuQmCC"/>
  3103. </g>
  3104. <g id="matplotlib.axis_11"/>
  3105. <g id="matplotlib.axis_12"/>
  3106. </g>
  3107. <g id="axes_7">
  3108. <g id="patch_18">
  3109. <path d="M 18.697188 278.112
  3110. L 372.281346 278.112
  3111. L 372.281346 150.37824
  3112. L 18.697188 150.37824
  3113. z
  3114. " style="fill:#ffffff;"/>
  3115. </g>
  3116. <g clip-path="url(#p79a15aa7c0)">
  3117. <image height="128.16" id="imageb3f559b7b4" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3118. 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" y="-149.952"/>
  3119. </g>
  3120. <g id="matplotlib.axis_13">
  3121. <g id="xtick_26">
  3122. <g id="line2d_11">
  3123. <defs>
  3124. <path d="M 0 0
  3125. L 0 4.8
  3126. " id="mda1f14f190" style="stroke:#262626;"/>
  3127. </defs>
  3128. <g>
  3129. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#mda1f14f190" y="278.112"/>
  3130. </g>
  3131. </g>
  3132. <g id="text_16">
  3133. <!-- 0.00 -->
  3134. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3135. <use xlink:href="#DejaVuSans-30"/>
  3136. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3137. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3138. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3139. </g>
  3140. </g>
  3141. </g>
  3142. <g id="xtick_27">
  3143. <g id="line2d_12">
  3144. <g>
  3145. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#mda1f14f190" y="278.112"/>
  3146. </g>
  3147. </g>
  3148. <g id="text_17">
  3149. <!-- 106.00 -->
  3150. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3151. <use xlink:href="#DejaVuSans-31"/>
  3152. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3153. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3154. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3155. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3156. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3157. </g>
  3158. </g>
  3159. </g>
  3160. <g id="xtick_28">
  3161. <g id="line2d_13">
  3162. <g>
  3163. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#mda1f14f190" y="278.112"/>
  3164. </g>
  3165. </g>
  3166. <g id="text_18">
  3167. <!-- 212.00 -->
  3168. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3169. <use xlink:href="#DejaVuSans-32"/>
  3170. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3171. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3172. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3173. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3174. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3175. </g>
  3176. </g>
  3177. </g>
  3178. <g id="xtick_29">
  3179. <g id="line2d_14">
  3180. <g>
  3181. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#mda1f14f190" y="278.112"/>
  3182. </g>
  3183. </g>
  3184. <g id="text_19">
  3185. <!-- 318.00 -->
  3186. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3187. <use xlink:href="#DejaVuSans-33"/>
  3188. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3189. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3190. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3191. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3192. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3193. </g>
  3194. </g>
  3195. </g>
  3196. <g id="xtick_30">
  3197. <g id="line2d_15">
  3198. <g>
  3199. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#mda1f14f190" y="278.112"/>
  3200. </g>
  3201. </g>
  3202. <g id="text_20">
  3203. <!-- 424.00 -->
  3204. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3205. <use xlink:href="#DejaVuSans-34"/>
  3206. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3207. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3208. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3209. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3210. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3211. </g>
  3212. </g>
  3213. </g>
  3214. <g id="text_21">
  3215. <!-- time (s) -->
  3216. <defs>
  3217. <path d="M 18.3125 70.21875
  3218. L 18.3125 54.6875
  3219. L 36.8125 54.6875
  3220. L 36.8125 47.703125
  3221. L 18.3125 47.703125
  3222. L 18.3125 18.015625
  3223. Q 18.3125 11.328125 20.140625 9.421875
  3224. Q 21.96875 7.515625 27.59375 7.515625
  3225. L 36.8125 7.515625
  3226. L 36.8125 0
  3227. L 27.59375 0
  3228. Q 17.1875 0 13.234375 3.875
  3229. Q 9.28125 7.765625 9.28125 18.015625
  3230. L 9.28125 47.703125
  3231. L 2.6875 47.703125
  3232. L 2.6875 54.6875
  3233. L 9.28125 54.6875
  3234. L 9.28125 70.21875
  3235. z
  3236. " id="DejaVuSans-74"/>
  3237. <path d="M 9.421875 54.6875
  3238. L 18.40625 54.6875
  3239. L 18.40625 0
  3240. L 9.421875 0
  3241. z
  3242. M 9.421875 75.984375
  3243. L 18.40625 75.984375
  3244. L 18.40625 64.59375
  3245. L 9.421875 64.59375
  3246. z
  3247. " id="DejaVuSans-69"/>
  3248. <path d="M 31 75.875
  3249. Q 24.46875 64.65625 21.28125 53.65625
  3250. Q 18.109375 42.671875 18.109375 31.390625
  3251. Q 18.109375 20.125 21.3125 9.0625
  3252. Q 24.515625 -2 31 -13.1875
  3253. L 23.1875 -13.1875
  3254. Q 15.875 -1.703125 12.234375 9.375
  3255. Q 8.59375 20.453125 8.59375 31.390625
  3256. Q 8.59375 42.28125 12.203125 53.3125
  3257. Q 15.828125 64.359375 23.1875 75.875
  3258. z
  3259. " id="DejaVuSans-28"/>
  3260. <path d="M 44.28125 53.078125
  3261. L 44.28125 44.578125
  3262. Q 40.484375 46.53125 36.375 47.5
  3263. Q 32.28125 48.484375 27.875 48.484375
  3264. Q 21.1875 48.484375 17.84375 46.4375
  3265. Q 14.5 44.390625 14.5 40.28125
  3266. Q 14.5 37.15625 16.890625 35.375
  3267. Q 19.28125 33.59375 26.515625 31.984375
  3268. L 29.59375 31.296875
  3269. Q 39.15625 29.25 43.1875 25.515625
  3270. Q 47.21875 21.78125 47.21875 15.09375
  3271. Q 47.21875 7.46875 41.1875 3.015625
  3272. Q 35.15625 -1.421875 24.609375 -1.421875
  3273. Q 20.21875 -1.421875 15.453125 -0.5625
  3274. Q 10.6875 0.296875 5.421875 2
  3275. L 5.421875 11.28125
  3276. Q 10.40625 8.6875 15.234375 7.390625
  3277. Q 20.0625 6.109375 24.8125 6.109375
  3278. Q 31.15625 6.109375 34.5625 8.28125
  3279. Q 37.984375 10.453125 37.984375 14.40625
  3280. Q 37.984375 18.0625 35.515625 20.015625
  3281. Q 33.0625 21.96875 24.703125 23.78125
  3282. L 21.578125 24.515625
  3283. Q 13.234375 26.265625 9.515625 29.90625
  3284. Q 5.8125 33.546875 5.8125 39.890625
  3285. Q 5.8125 47.609375 11.28125 51.796875
  3286. Q 16.75 56 26.8125 56
  3287. Q 31.78125 56 36.171875 55.265625
  3288. Q 40.578125 54.546875 44.28125 53.078125
  3289. z
  3290. " id="DejaVuSans-73"/>
  3291. <path d="M 8.015625 75.875
  3292. L 15.828125 75.875
  3293. Q 23.140625 64.359375 26.78125 53.3125
  3294. Q 30.421875 42.28125 30.421875 31.390625
  3295. Q 30.421875 20.453125 26.78125 9.375
  3296. Q 23.140625 -1.703125 15.828125 -13.1875
  3297. L 8.015625 -13.1875
  3298. Q 14.5 -2 17.703125 9.0625
  3299. Q 20.90625 20.125 20.90625 31.390625
  3300. Q 20.90625 42.671875 17.703125 53.65625
  3301. Q 14.5 64.65625 8.015625 75.875
  3302. z
  3303. " id="DejaVuSans-29"/>
  3304. </defs>
  3305. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3306. <use xlink:href="#DejaVuSans-74"/>
  3307. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3308. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3309. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3310. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3311. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3312. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3313. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3314. </g>
  3315. </g>
  3316. </g>
  3317. <g id="matplotlib.axis_14"/>
  3318. </g>
  3319. </g>
  3320. <defs>
  3321. <clipPath id="p79a853cec4">
  3322. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3323. </clipPath>
  3324. <clipPath id="p6bcab8c8df">
  3325. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3326. </clipPath>
  3327. <clipPath id="pa589e35017">
  3328. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3329. </clipPath>
  3330. <clipPath id="p3453d1325e">
  3331. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3332. </clipPath>
  3333. <clipPath id="p348cee3214">
  3334. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3335. </clipPath>
  3336. <clipPath id="p723c347ddc">
  3337. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3338. </clipPath>
  3339. <clipPath id="p79a15aa7c0">
  3340. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3341. </clipPath>
  3342. </defs>
  3343. </svg>