sub-21_ses-01_task-highspeed_rec-prenorm_run-03_carpetplot.svg 425 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525152615271528152915301531153215331534153515361537153815391540154115421543154415451546154715481549155015511552155315541555155615571558155915601561156215631564156515661567156815691570157115721573157415751576157715781579158015811582158315841585158615871588158915901591159215931594159515961597159815991600160116021603160416051606160716081609161016111612161316141615161616171618161916201621162216231624162516261627162816291630163116321633163416351636163716381639164016411642164316441645164616471648164916501651165216531654165516561657165816591660166116621663166416651666166716681669167016711672167316741675167616771678167916801681168216831684168516861687168816891690169116921693169416951696169716981699170017011702170317041705170617071708170917101711171217131714171517161717171817191720172117221723172417251726172717281729173017311732173317341735173617371738173917401741174217431744174517461747174817491750175117521753175417551756175717581759176017611762176317641765176617671768176917701771177217731774177517761777177817791780178117821783178417851786178717881789179017911792179317941795179617971798179918001801180218031804180518061807180818091810181118121813181418151816181718181819182018211822182318241825182618271828182918301831183218331834183518361837183818391840184118421843184418451846184718481849185018511852185318541855185618571858185918601861186218631864186518661867186818691870187118721873187418751876187718781879188018811882188318841885188618871888188918901891189218931894189518961897189818991900190119021903190419051906190719081909191019111912191319141915191619171918191919201921192219231924192519261927192819291930193119321933193419351936193719381939194019411942194319441945194619471948194919501951195219531954195519561957195819591960196119621963196419651966196719681969197019711972197319741975197619771978197919801981198219831984198519861987198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050205120522053205420552056205720582059206020612062206320642065206620672068206920702071207220732074207520762077207820792080208120822083208420852086208720882089209020912092209320942095209620972098209921002101210221032104210521062107210821092110211121122113211421152116211721182119212021212122212321242125212621272128212921302131213221332134213521362137213821392140214121422143214421452146214721482149215021512152215321542155215621572158215921602161216221632164216521662167216821692170217121722173217421752176217721782179218021812182218321842185218621872188218921902191219221932194219521962197219821992200220122022203220422052206220722082209221022112212221322142215221622172218221922202221222222232224222522262227222822292230223122322233223422352236223722382239224022412242224322442245224622472248224922502251225222532254225522562257225822592260226122622263226422652266226722682269227022712272227322742275227622772278227922802281228222832284228522862287228822892290229122922293229422952296229722982299230023012302230323042305230623072308230923102311231223132314231523162317231823192320232123222323232423252326232723282329233023312332233323342335233623372338233923402341234223432344234523462347234823492350235123522353235423552356235723582359236023612362236323642365236623672368236923702371237223732374237523762377237823792380238123822383238423852386238723882389239023912392239323942395239623972398239924002401240224032404240524062407240824092410241124122413241424152416241724182419242024212422242324242425242624272428242924302431243224332434243524362437243824392440244124422443244424452446244724482449245024512452245324542455245624572458245924602461246224632464246524662467246824692470247124722473247424752476247724782479248024812482248324842485248624872488248924902491249224932494249524962497249824992500250125022503250425052506250725082509251025112512251325142515251625172518251925202521252225232524252525262527252825292530253125322533253425352536253725382539254025412542254325442545254625472548254925502551255225532554255525562557255825592560256125622563256425652566256725682569257025712572257325742575257625772578257925802581258225832584258525862587258825892590259125922593259425952596259725982599260026012602260326042605260626072608260926102611261226132614261526162617261826192620262126222623262426252626262726282629263026312632263326342635263626372638263926402641264226432644264526462647264826492650265126522653265426552656265726582659266026612662266326642665266626672668266926702671267226732674267526762677267826792680268126822683268426852686268726882689269026912692269326942695269626972698269927002701270227032704270527062707270827092710271127122713271427152716271727182719272027212722272327242725272627272728272927302731273227332734273527362737273827392740274127422743274427452746274727482749275027512752275327542755275627572758275927602761276227632764276527662767276827692770277127722773277427752776277727782779278027812782278327842785278627872788278927902791279227932794279527962797279827992800280128022803280428052806280728082809281028112812281328142815281628172818281928202821282228232824282528262827282828292830283128322833283428352836283728382839284028412842284328442845284628472848284928502851285228532854285528562857285828592860286128622863286428652866286728682869287028712872287328742875287628772878287928802881288228832884288528862887288828892890289128922893289428952896289728982899290029012902290329042905290629072908290929102911291229132914291529162917291829192920292129222923292429252926292729282929293029312932293329342935293629372938293929402941294229432944294529462947294829492950295129522953295429552956295729582959296029612962296329642965296629672968296929702971297229732974297529762977297829792980298129822983298429852986298729882989299029912992299329942995299629972998299930003001300230033004300530063007300830093010301130123013301430153016301730183019302030213022302330243025302630273028302930303031303230333034303530363037303830393040304130423043304430453046304730483049305030513052305330543055305630573058305930603061306230633064306530663067306830693070307130723073307430753076307730783079308030813082308330843085308630873088308930903091309230933094309530963097309830993100310131023103310431053106310731083109311031113112311331143115311631173118311931203121312231233124312531263127312831293130313131323133313431353136313731383139314031413142314331443145314631473148314931503151315231533154315531563157315831593160316131623163316431653166316731683169317031713172317331743175317631773178317931803181318231833184318531863187318831893190319131923193319431953196319731983199320032013202320332043205320632073208320932103211321232133214321532163217321832193220322132223223322432253226322732283229323032313232323332343235323632373238323932403241324232433244324532463247324832493250325132523253325432553256325732583259326032613262326332643265326632673268326932703271327232733274327532763277327832793280328132823283328432853286328732883289329032913292329332943295329632973298329933003301330233033304330533063307330833093310331133123313331433153316331733183319332033213322332333243325332633273328332933303331333233333334333533363337333833393340334133423343334433453346334733483349335033513352335333543355335633573358335933603361336233633364336533663367336833693370337133723373337433753376337733783379338033813382338333843385338633873388338933903391339233933394339533963397339833993400340134023403340434053406340734083409341034113412341334143415341634173418341934203421342234233424342534263427342834293430343134323433343434353436343734383439344034413442344334443445344634473448344934503451345234533454345534563457345834593460346134623463346434653466346734683469347034713472347334743475347634773478347934803481348234833484
  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(#p396d0ffe09)" d="M 18.697188 23.29532
  39. L 372.281346 23.29532
  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(#p396d0ffe09)" d="M 18.697188 23.025032
  44. L 19.365589 24.013898
  45. L 20.03399 24.632052
  46. L 20.702391 23.831049
  47. L 24.712797 24.284223
  48. L 27.386401 24.396992
  49. L 28.723203 23.969007
  50. L 30.728407 24.094365
  51. L 31.396808 24.369093
  52. L 32.065209 24.347201
  53. L 33.402011 24.022464
  54. L 34.738813 24.233268
  55. L 36.075615 24.430204
  56. L 36.744016 24.357796
  57. L 37.412417 24.127393
  58. L 38.749219 24.129272
  59. L 40.754422 24.447889
  60. L 42.091224 24.295567
  61. L 43.428027 24.191259
  62. L 44.764829 23.765489
  63. L 45.43323 23.686832
  64. L 46.101631 23.768336
  65. L 47.438433 24.29137
  66. L 50.780438 24.323073
  67. L 51.448839 24.054155
  68. L 52.785641 24.323776
  69. L 54.790845 24.837438
  70. L 55.459246 24.669772
  71. L 56.127647 24.148778
  72. L 56.796048 23.918468
  73. L 57.464449 23.967151
  74. L 58.13285 23.872205
  75. L 60.806454 24.071159
  76. L 61.474855 24.106885
  77. L 62.143256 23.96284
  78. L 63.480058 24.23607
  79. L 64.81686 24.191306
  80. L 65.485261 24.316928
  81. L 66.153662 24.252301
  82. L 68.158866 23.687662
  83. L 70.164069 24.22657
  84. L 70.83247 24.312502
  85. L 74.174475 24.213624
  86. L 74.842876 24.284188
  87. L 75.511277 24.187674
  88. L 76.848079 24.275369
  89. L 78.853283 23.948372
  90. L 80.190085 23.749165
  91. L 81.526887 23.751113
  92. L 82.195288 23.772013
  93. L 83.53209 24.216253
  94. L 84.868892 24.211757
  95. L 86.874095 24.012353
  96. L 88.210897 24.190844
  97. L 89.547699 23.496893
  98. L 91.552903 24.216806
  99. L 92.221304 24.371318
  100. L 94.894908 24.566145
  101. L 95.563309 24.304743
  102. L 96.23171 23.805411
  103. L 96.900111 23.620798
  104. L 98.236913 23.679822
  105. L 99.573715 23.976927
  106. L 100.910517 24.264498
  107. L 102.247319 24.010394
  108. L 103.584122 23.72152
  109. L 104.252523 23.734501
  110. L 104.920924 23.867121
  111. L 108.93133 24.050385
  112. L 110.268132 24.134518
  113. L 111.604934 23.907643
  114. L 112.941736 23.766111
  115. L 113.610137 23.786251
  116. L 114.278538 23.670911
  117. L 114.94694 23.744991
  118. L 115.615341 23.948061
  119. L 116.283742 23.964396
  120. L 116.952143 24.120834
  121. L 118.957346 24.041969
  122. L 120.294148 23.874914
  123. L 121.63095 23.969226
  124. L 122.299351 23.985608
  125. L 122.967752 24.113629
  126. L 123.636153 24.376276
  127. L 124.972955 24.45974
  128. L 125.641356 24.183778
  129. L 126.978159 23.953779
  130. L 128.314961 24.122471
  131. L 129.651763 23.785801
  132. L 130.988565 23.877162
  133. L 131.656966 24.183559
  134. L 132.325367 24.28458
  135. L 132.993768 24.14691
  136. L 133.662169 23.779899
  137. L 134.33057 23.758721
  138. L 134.998971 24.005552
  139. L 135.667372 23.920877
  140. L 136.335773 24.014786
  141. L 138.340976 23.875099
  142. L 141.014581 24.288119
  143. L 143.688185 24.228703
  144. L 144.356586 24.321586
  145. L 145.693388 24.076738
  146. L 146.361789 23.687258
  147. L 147.03019 23.761834
  148. L 147.698591 23.99988
  149. L 148.366992 24.031813
  150. L 149.703794 24.323188
  151. L 151.040597 24.295325
  152. L 151.708998 24.291831
  153. L 152.377399 24.02862
  154. L 153.0458 23.946896
  155. L 153.714201 24.02221
  156. L 155.051003 23.842843
  157. L 156.387805 23.911044
  158. L 157.056206 23.877093
  159. L 157.724607 23.96269
  160. L 158.393008 23.828628
  161. L 159.061409 23.580242
  162. L 160.398211 23.557704
  163. L 161.066612 23.517713
  164. L 162.403414 23.667845
  165. L 163.071816 23.700493
  166. L 164.408618 24.098538
  167. L 165.077019 24.032482
  168. L 167.082222 24.259829
  169. L 168.419024 24.42278
  170. L 171.092628 23.905199
  171. L 172.42943 24.154012
  172. L 173.766232 24.108141
  173. L 174.434633 23.806794
  174. L 175.771436 23.738536
  175. L 177.108238 23.847327
  176. L 177.776639 24.062121
  177. L 179.781842 24.060933
  178. L 181.118644 24.023201
  179. L 181.787045 24.161713
  180. L 183.792248 23.946089
  181. L 185.12905 24.021426
  182. L 185.797451 24.069314
  183. L 187.802655 23.541034
  184. L 188.471056 23.168674
  185. L 189.139457 23.239883
  186. L 189.807858 23.623461
  187. L 190.476259 23.792257
  188. L 191.813061 23.862498
  189. L 193.149863 24.108752
  190. L 193.818264 23.887445
  191. L 194.486665 23.798125
  192. L 195.155066 23.915897
  193. L 197.160269 23.72386
  194. L 197.82867 23.540792
  195. L 199.165473 23.870995
  196. L 199.833874 23.765996
  197. L 201.170676 23.744772
  198. L 201.839077 23.6743
  199. L 202.507478 23.470459
  200. L 203.175879 23.510681
  201. L 204.512681 23.260945
  202. L 205.181082 23.464683
  203. L 205.849483 23.425441
  204. L 207.854686 23.971878
  205. L 209.191488 23.827118
  206. L 209.859889 23.586559
  207. L 210.52829 23.649838
  208. L 211.196692 23.937835
  209. L 212.533494 23.928785
  210. L 213.201895 24.076796
  211. L 213.870296 24.425605
  212. L 214.538697 24.515432
  213. L 215.875499 24.0422
  214. L 216.5439 23.881197
  215. L 217.212301 23.579908
  216. L 217.880702 23.503637
  217. L 219.885905 24.420382
  218. L 220.554306 24.173702
  219. L 221.222707 23.771276
  220. L 222.559509 23.209656
  221. L 223.227911 23.301917
  222. L 223.896312 23.730362
  223. L 225.233114 24.077038
  224. L 225.901515 24.203572
  225. L 229.24352 23.640419
  226. L 229.911921 23.899262
  227. L 231.917124 24.08746
  228. L 232.585525 24.018798
  229. L 234.590728 23.333561
  230. L 236.595932 23.830796
  231. L 237.264333 24.103495
  232. L 241.274739 23.616291
  233. L 242.611541 23.453801
  234. L 243.279942 23.519442
  235. L 244.616744 23.909718
  236. L 245.285145 23.927886
  237. L 245.953546 23.78572
  238. L 247.95875 23.63024
  239. L 248.627151 23.489377
  240. L 249.295552 23.642056
  241. L 249.963953 23.66585
  242. L 250.632354 23.484961
  243. L 252.637557 23.633318
  244. L 253.305958 23.901371
  245. L 254.64276 23.838819
  246. L 255.979562 23.449685
  247. L 256.647963 23.499372
  248. L 258.653166 23.161964
  249. L 259.989969 23.147012
  250. L 261.995172 23.918906
  251. L 263.331974 24.063573
  252. L 265.337177 23.942031
  253. L 266.005578 23.91109
  254. L 267.34238 24.107323
  255. L 268.010781 24.049151
  256. L 268.679182 23.826334
  257. L 269.347583 23.745164
  258. L 270.015984 23.839246
  259. L 271.352787 23.746121
  260. L 272.689589 23.957329
  261. L 273.35799 23.93033
  262. L 274.694792 24.388853
  263. L 275.363193 24.462011
  264. L 276.031594 24.255967
  265. L 276.699995 24.303198
  266. L 277.368396 24.54627
  267. L 278.705198 24.192389
  268. L 279.373599 24.088624
  269. L 280.042 23.828271
  270. L 280.710401 23.294366
  271. L 282.047203 23.238569
  272. L 284.052407 23.83128
  273. L 284.720808 23.672721
  274. L 286.726011 24.325966
  275. L 287.394412 24.364102
  276. L 288.062813 24.616742
  277. L 289.399615 24.789492
  278. L 290.068016 24.733604
  279. L 291.404818 24.179858
  280. L 292.74162 23.892126
  281. L 293.410021 24.114597
  282. L 294.746823 23.59622
  283. L 295.415225 23.518093
  284. L 296.083626 23.570097
  285. L 296.752027 23.7652
  286. L 298.088829 23.965607
  287. L 298.75723 23.795462
  288. L 299.425631 23.504352
  289. L 301.430834 24.068669
  290. L 302.099235 24.339247
  291. L 304.104438 23.64065
  292. L 305.44124 23.828986
  293. L 306.109641 23.657043
  294. L 306.778042 23.955393
  295. L 308.114845 24.221002
  296. L 309.451647 24.64381
  297. L 311.45685 24.210419
  298. L 312.793652 24.111069
  299. L 313.462053 24.192032
  300. L 314.798855 23.874476
  301. L 316.804058 23.097695
  302. L 318.14086 23.714972
  303. L 318.809261 23.653665
  304. L 320.814465 23.892034
  305. L 321.482866 23.938216
  306. L 322.151267 24.146588
  307. L 324.15647 23.773708
  308. L 325.493272 23.390776
  309. L 326.161673 23.629951
  310. L 326.830074 23.719687
  311. L 327.498475 23.564725
  312. L 330.172079 23.521217
  313. L 331.508882 23.508917
  314. L 332.845684 24.067447
  315. L 333.514085 24.023732
  316. L 334.850887 23.75652
  317. L 335.519288 23.667164
  318. L 336.187689 23.910882
  319. L 336.85609 24.019639
  320. L 338.861293 23.279437
  321. L 341.534897 23.562131
  322. L 344.208502 23.418593
  323. L 344.876903 23.485572
  324. L 346.213705 23.263263
  325. L 346.882106 23.044146
  326. L 347.550507 22.60966
  327. L 348.218908 22.72606
  328. L 349.55571 23.302804
  329. L 350.892512 23.765581
  330. L 352.229314 23.755182
  331. L 353.566116 24.11515
  332. L 355.57132 23.749291
  333. L 356.908122 23.718246
  334. L 358.244924 24.101536
  335. L 358.913325 24.038015
  336. L 359.581726 23.795358
  337. L 360.918528 23.654311
  338. L 361.586929 23.291034
  339. L 362.25533 23.079918
  340. L 364.260533 23.369645
  341. L 364.928934 23.369391
  342. L 365.597335 23.503118
  343. L 366.265736 23.312592
  344. L 366.934137 23.29915
  345. L 367.602539 23.461628
  346. L 370.276143 23.182208
  347. L 370.944544 23.064124
  348. L 371.612945 23.063317
  349. L 372.281346 23.259527
  350. L 372.281346 23.259527
  351. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  352. </g>
  353. <g id="text_1">
  354. <g id="patch_3">
  355. <path d="M 18.697188 25.935276
  356. L 29.974688 25.935276
  357. Q 32.374688 25.935276 32.374688 23.535276
  358. L 32.374688 15.792776
  359. Q 32.374688 13.392776 29.974688 13.392776
  360. L 18.697188 13.392776
  361. Q 16.297188 13.392776 16.297188 15.792776
  362. L 16.297188 23.535276
  363. Q 16.297188 25.935276 18.697188 25.935276
  364. z
  365. " style="fill:#ffffff;opacity:0.8;"/>
  366. </g>
  367. <!-- GS -->
  368. <defs>
  369. <path d="M 59.515625 10.40625
  370. L 59.515625 29.984375
  371. L 43.40625 29.984375
  372. L 43.40625 38.09375
  373. L 69.28125 38.09375
  374. L 69.28125 6.78125
  375. Q 63.578125 2.734375 56.6875 0.65625
  376. Q 49.8125 -1.421875 42 -1.421875
  377. Q 24.90625 -1.421875 15.25 8.5625
  378. Q 5.609375 18.5625 5.609375 36.375
  379. Q 5.609375 54.25 15.25 64.234375
  380. Q 24.90625 74.21875 42 74.21875
  381. Q 49.125 74.21875 55.546875 72.453125
  382. Q 61.96875 70.703125 67.390625 67.28125
  383. L 67.390625 56.78125
  384. Q 61.921875 61.421875 55.765625 63.765625
  385. Q 49.609375 66.109375 42.828125 66.109375
  386. Q 29.4375 66.109375 22.71875 58.640625
  387. Q 16.015625 51.171875 16.015625 36.375
  388. Q 16.015625 21.625 22.71875 14.15625
  389. Q 29.4375 6.6875 42.828125 6.6875
  390. Q 48.046875 6.6875 52.140625 7.59375
  391. Q 56.25 8.5 59.515625 10.40625
  392. z
  393. " id="DejaVuSans-47"/>
  394. <path d="M 53.515625 70.515625
  395. L 53.515625 60.890625
  396. Q 47.90625 63.578125 42.921875 64.890625
  397. Q 37.9375 66.21875 33.296875 66.21875
  398. Q 25.25 66.21875 20.875 63.09375
  399. Q 16.5 59.96875 16.5 54.203125
  400. Q 16.5 49.359375 19.40625 46.890625
  401. Q 22.3125 44.4375 30.421875 42.921875
  402. L 36.375 41.703125
  403. Q 47.40625 39.59375 52.65625 34.296875
  404. Q 57.90625 29 57.90625 20.125
  405. Q 57.90625 9.515625 50.796875 4.046875
  406. Q 43.703125 -1.421875 29.984375 -1.421875
  407. Q 24.8125 -1.421875 18.96875 -0.25
  408. Q 13.140625 0.921875 6.890625 3.21875
  409. L 6.890625 13.375
  410. Q 12.890625 10.015625 18.65625 8.296875
  411. Q 24.421875 6.59375 29.984375 6.59375
  412. Q 38.421875 6.59375 43.015625 9.90625
  413. Q 47.609375 13.234375 47.609375 19.390625
  414. Q 47.609375 24.75 44.3125 27.78125
  415. Q 41.015625 30.8125 33.5 32.328125
  416. L 27.484375 33.5
  417. Q 16.453125 35.6875 11.515625 40.375
  418. Q 6.59375 45.0625 6.59375 53.421875
  419. Q 6.59375 63.09375 13.40625 68.65625
  420. Q 20.21875 74.21875 32.171875 74.21875
  421. Q 37.3125 74.21875 42.625 73.28125
  422. Q 47.953125 72.359375 53.515625 70.515625
  423. z
  424. " id="DejaVuSans-53"/>
  425. </defs>
  426. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  427. <use xlink:href="#DejaVuSans-47"/>
  428. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  429. </g>
  430. </g>
  431. <g id="text_2">
  432. <g id="patch_4">
  433. <path d="M 280.129663 22.799651
  434. L 365.209663 22.799651
  435. Q 366.409663 22.799651 366.409663 21.599651
  436. L 366.409663 17.728401
  437. Q 366.409663 16.528401 365.209663 16.528401
  438. L 280.129663 16.528401
  439. Q 278.929663 16.528401 278.929663 17.728401
  440. L 278.929663 21.599651
  441. Q 278.929663 22.799651 280.129663 22.799651
  442. z
  443. " style="fill:#ffffff;opacity:0.8;"/>
  444. </g>
  445. <!-- max: 561.720 $\bullet$ mean: 554.866 $\bullet$ $\sigma$: 1.787 -->
  446. <defs>
  447. <path d="M 52 44.1875
  448. Q 55.375 50.25 60.0625 53.125
  449. Q 64.75 56 71.09375 56
  450. Q 79.640625 56 84.28125 50.015625
  451. Q 88.921875 44.046875 88.921875 33.015625
  452. L 88.921875 0
  453. L 79.890625 0
  454. L 79.890625 32.71875
  455. Q 79.890625 40.578125 77.09375 44.375
  456. Q 74.3125 48.1875 68.609375 48.1875
  457. Q 61.625 48.1875 57.5625 43.546875
  458. Q 53.515625 38.921875 53.515625 30.90625
  459. L 53.515625 0
  460. L 44.484375 0
  461. L 44.484375 32.71875
  462. Q 44.484375 40.625 41.703125 44.40625
  463. Q 38.921875 48.1875 33.109375 48.1875
  464. Q 26.21875 48.1875 22.15625 43.53125
  465. Q 18.109375 38.875 18.109375 30.90625
  466. L 18.109375 0
  467. L 9.078125 0
  468. L 9.078125 54.6875
  469. L 18.109375 54.6875
  470. L 18.109375 46.1875
  471. Q 21.1875 51.21875 25.484375 53.609375
  472. Q 29.78125 56 35.6875 56
  473. Q 41.65625 56 45.828125 52.96875
  474. Q 50 49.953125 52 44.1875
  475. z
  476. " id="DejaVuSans-6d"/>
  477. <path d="M 34.28125 27.484375
  478. Q 23.390625 27.484375 19.1875 25
  479. Q 14.984375 22.515625 14.984375 16.5
  480. Q 14.984375 11.71875 18.140625 8.90625
  481. Q 21.296875 6.109375 26.703125 6.109375
  482. Q 34.1875 6.109375 38.703125 11.40625
  483. Q 43.21875 16.703125 43.21875 25.484375
  484. L 43.21875 27.484375
  485. z
  486. M 52.203125 31.203125
  487. L 52.203125 0
  488. L 43.21875 0
  489. L 43.21875 8.296875
  490. Q 40.140625 3.328125 35.546875 0.953125
  491. Q 30.953125 -1.421875 24.3125 -1.421875
  492. Q 15.921875 -1.421875 10.953125 3.296875
  493. Q 6 8.015625 6 15.921875
  494. Q 6 25.140625 12.171875 29.828125
  495. Q 18.359375 34.515625 30.609375 34.515625
  496. L 43.21875 34.515625
  497. L 43.21875 35.40625
  498. Q 43.21875 41.609375 39.140625 45
  499. Q 35.0625 48.390625 27.6875 48.390625
  500. Q 23 48.390625 18.546875 47.265625
  501. Q 14.109375 46.140625 10.015625 43.890625
  502. L 10.015625 52.203125
  503. Q 14.9375 54.109375 19.578125 55.046875
  504. Q 24.21875 56 28.609375 56
  505. Q 40.484375 56 46.34375 49.84375
  506. Q 52.203125 43.703125 52.203125 31.203125
  507. z
  508. " id="DejaVuSans-61"/>
  509. <path d="M 54.890625 54.6875
  510. L 35.109375 28.078125
  511. L 55.90625 0
  512. L 45.3125 0
  513. L 29.390625 21.484375
  514. L 13.484375 0
  515. L 2.875 0
  516. L 24.125 28.609375
  517. L 4.6875 54.6875
  518. L 15.28125 54.6875
  519. L 29.78125 35.203125
  520. L 44.28125 54.6875
  521. z
  522. " id="DejaVuSans-78"/>
  523. <path d="M 11.71875 12.40625
  524. L 22.015625 12.40625
  525. L 22.015625 0
  526. L 11.71875 0
  527. z
  528. M 11.71875 51.703125
  529. L 22.015625 51.703125
  530. L 22.015625 39.3125
  531. L 11.71875 39.3125
  532. z
  533. " id="DejaVuSans-3a"/>
  534. <path id="DejaVuSans-20"/>
  535. <path d="M 10.796875 72.90625
  536. L 49.515625 72.90625
  537. L 49.515625 64.59375
  538. L 19.828125 64.59375
  539. L 19.828125 46.734375
  540. Q 21.96875 47.46875 24.109375 47.828125
  541. Q 26.265625 48.1875 28.421875 48.1875
  542. Q 40.625 48.1875 47.75 41.5
  543. Q 54.890625 34.8125 54.890625 23.390625
  544. Q 54.890625 11.625 47.5625 5.09375
  545. Q 40.234375 -1.421875 26.90625 -1.421875
  546. Q 22.3125 -1.421875 17.546875 -0.640625
  547. Q 12.796875 0.140625 7.71875 1.703125
  548. L 7.71875 11.625
  549. Q 12.109375 9.234375 16.796875 8.0625
  550. Q 21.484375 6.890625 26.703125 6.890625
  551. Q 35.15625 6.890625 40.078125 11.328125
  552. Q 45.015625 15.765625 45.015625 23.390625
  553. Q 45.015625 31 40.078125 35.4375
  554. Q 35.15625 39.890625 26.703125 39.890625
  555. Q 22.75 39.890625 18.8125 39.015625
  556. Q 14.890625 38.140625 10.796875 36.28125
  557. z
  558. " id="DejaVuSans-35"/>
  559. <path d="M 33.015625 40.375
  560. Q 26.375 40.375 22.484375 35.828125
  561. Q 18.609375 31.296875 18.609375 23.390625
  562. Q 18.609375 15.53125 22.484375 10.953125
  563. Q 26.375 6.390625 33.015625 6.390625
  564. Q 39.65625 6.390625 43.53125 10.953125
  565. Q 47.40625 15.53125 47.40625 23.390625
  566. Q 47.40625 31.296875 43.53125 35.828125
  567. Q 39.65625 40.375 33.015625 40.375
  568. z
  569. M 52.59375 71.296875
  570. L 52.59375 62.3125
  571. Q 48.875 64.0625 45.09375 64.984375
  572. Q 41.3125 65.921875 37.59375 65.921875
  573. Q 27.828125 65.921875 22.671875 59.328125
  574. Q 17.53125 52.734375 16.796875 39.40625
  575. Q 19.671875 43.65625 24.015625 45.921875
  576. Q 28.375 48.1875 33.59375 48.1875
  577. Q 44.578125 48.1875 50.953125 41.515625
  578. Q 57.328125 34.859375 57.328125 23.390625
  579. Q 57.328125 12.15625 50.6875 5.359375
  580. Q 44.046875 -1.421875 33.015625 -1.421875
  581. Q 20.359375 -1.421875 13.671875 8.265625
  582. Q 6.984375 17.96875 6.984375 36.375
  583. Q 6.984375 53.65625 15.1875 63.9375
  584. Q 23.390625 74.21875 37.203125 74.21875
  585. Q 40.921875 74.21875 44.703125 73.484375
  586. Q 48.484375 72.75 52.59375 71.296875
  587. z
  588. " id="DejaVuSans-36"/>
  589. <path d="M 12.40625 8.296875
  590. L 28.515625 8.296875
  591. L 28.515625 63.921875
  592. L 10.984375 60.40625
  593. L 10.984375 69.390625
  594. L 28.421875 72.90625
  595. L 38.28125 72.90625
  596. L 38.28125 8.296875
  597. L 54.390625 8.296875
  598. L 54.390625 0
  599. L 12.40625 0
  600. z
  601. " id="DejaVuSans-31"/>
  602. <path d="M 10.6875 12.40625
  603. L 21 12.40625
  604. L 21 0
  605. L 10.6875 0
  606. z
  607. " id="DejaVuSans-2e"/>
  608. <path d="M 8.203125 72.90625
  609. L 55.078125 72.90625
  610. L 55.078125 68.703125
  611. L 28.609375 0
  612. L 18.3125 0
  613. L 43.21875 64.59375
  614. L 8.203125 64.59375
  615. z
  616. " id="DejaVuSans-37"/>
  617. <path d="M 19.1875 8.296875
  618. L 53.609375 8.296875
  619. L 53.609375 0
  620. L 7.328125 0
  621. L 7.328125 8.296875
  622. Q 12.9375 14.109375 22.625 23.890625
  623. Q 32.328125 33.6875 34.8125 36.53125
  624. Q 39.546875 41.84375 41.421875 45.53125
  625. Q 43.3125 49.21875 43.3125 52.78125
  626. Q 43.3125 58.59375 39.234375 62.25
  627. Q 35.15625 65.921875 28.609375 65.921875
  628. Q 23.96875 65.921875 18.8125 64.3125
  629. Q 13.671875 62.703125 7.8125 59.421875
  630. L 7.8125 69.390625
  631. Q 13.765625 71.78125 18.9375 73
  632. Q 24.125 74.21875 28.421875 74.21875
  633. Q 39.75 74.21875 46.484375 68.546875
  634. Q 53.21875 62.890625 53.21875 53.421875
  635. Q 53.21875 48.921875 51.53125 44.890625
  636. Q 49.859375 40.875 45.40625 35.40625
  637. Q 44.1875 33.984375 37.640625 27.21875
  638. Q 31.109375 20.453125 19.1875 8.296875
  639. z
  640. " id="DejaVuSans-32"/>
  641. <path d="M 31.78125 66.40625
  642. Q 24.171875 66.40625 20.328125 58.90625
  643. Q 16.5 51.421875 16.5 36.375
  644. Q 16.5 21.390625 20.328125 13.890625
  645. Q 24.171875 6.390625 31.78125 6.390625
  646. Q 39.453125 6.390625 43.28125 13.890625
  647. Q 47.125 21.390625 47.125 36.375
  648. Q 47.125 51.421875 43.28125 58.90625
  649. Q 39.453125 66.40625 31.78125 66.40625
  650. z
  651. M 31.78125 74.21875
  652. Q 44.046875 74.21875 50.515625 64.515625
  653. Q 56.984375 54.828125 56.984375 36.375
  654. Q 56.984375 17.96875 50.515625 8.265625
  655. Q 44.046875 -1.421875 31.78125 -1.421875
  656. Q 19.53125 -1.421875 13.0625 8.265625
  657. Q 6.59375 17.96875 6.59375 36.375
  658. Q 6.59375 54.828125 13.0625 64.515625
  659. Q 19.53125 74.21875 31.78125 74.21875
  660. z
  661. " id="DejaVuSans-30"/>
  662. <path d="M 16.734375 31.203125
  663. Q 16.734375 37.265625 20.953125 41.4375
  664. Q 25.1875 45.609375 31.34375 45.609375
  665. Q 37.390625 45.609375 41.5625 41.4375
  666. Q 45.75 37.265625 45.75 31.203125
  667. Q 45.75 25.109375 41.546875 20.90625
  668. Q 37.34375 16.703125 31.25 16.703125
  669. Q 25.140625 16.703125 20.9375 20.90625
  670. Q 16.734375 25.109375 16.734375 31.203125
  671. z
  672. " id="DejaVuSans-2219"/>
  673. <path d="M 56.203125 29.59375
  674. L 56.203125 25.203125
  675. L 14.890625 25.203125
  676. Q 15.484375 15.921875 20.484375 11.0625
  677. Q 25.484375 6.203125 34.421875 6.203125
  678. Q 39.59375 6.203125 44.453125 7.46875
  679. Q 49.3125 8.734375 54.109375 11.28125
  680. L 54.109375 2.78125
  681. Q 49.265625 0.734375 44.1875 -0.34375
  682. Q 39.109375 -1.421875 33.890625 -1.421875
  683. Q 20.796875 -1.421875 13.15625 6.1875
  684. Q 5.515625 13.8125 5.515625 26.8125
  685. Q 5.515625 40.234375 12.765625 48.109375
  686. Q 20.015625 56 32.328125 56
  687. Q 43.359375 56 49.78125 48.890625
  688. Q 56.203125 41.796875 56.203125 29.59375
  689. z
  690. M 47.21875 32.234375
  691. Q 47.125 39.59375 43.09375 43.984375
  692. Q 39.0625 48.390625 32.421875 48.390625
  693. Q 24.90625 48.390625 20.390625 44.140625
  694. Q 15.875 39.890625 15.1875 32.171875
  695. z
  696. " id="DejaVuSans-65"/>
  697. <path d="M 54.890625 33.015625
  698. L 54.890625 0
  699. L 45.90625 0
  700. L 45.90625 32.71875
  701. Q 45.90625 40.484375 42.875 44.328125
  702. Q 39.84375 48.1875 33.796875 48.1875
  703. Q 26.515625 48.1875 22.3125 43.546875
  704. Q 18.109375 38.921875 18.109375 30.90625
  705. L 18.109375 0
  706. L 9.078125 0
  707. L 9.078125 54.6875
  708. L 18.109375 54.6875
  709. L 18.109375 46.1875
  710. Q 21.34375 51.125 25.703125 53.5625
  711. Q 30.078125 56 35.796875 56
  712. Q 45.21875 56 50.046875 50.171875
  713. Q 54.890625 44.34375 54.890625 33.015625
  714. z
  715. " id="DejaVuSans-6e"/>
  716. <path d="M 37.796875 64.3125
  717. L 12.890625 25.390625
  718. L 37.796875 25.390625
  719. z
  720. M 35.203125 72.90625
  721. L 47.609375 72.90625
  722. L 47.609375 25.390625
  723. L 58.015625 25.390625
  724. L 58.015625 17.1875
  725. L 47.609375 17.1875
  726. L 47.609375 0
  727. L 37.796875 0
  728. L 37.796875 17.1875
  729. L 4.890625 17.1875
  730. L 4.890625 26.703125
  731. z
  732. " id="DejaVuSans-34"/>
  733. <path d="M 31.78125 34.625
  734. Q 24.75 34.625 20.71875 30.859375
  735. Q 16.703125 27.09375 16.703125 20.515625
  736. Q 16.703125 13.921875 20.71875 10.15625
  737. Q 24.75 6.390625 31.78125 6.390625
  738. Q 38.8125 6.390625 42.859375 10.171875
  739. Q 46.921875 13.96875 46.921875 20.515625
  740. Q 46.921875 27.09375 42.890625 30.859375
  741. Q 38.875 34.625 31.78125 34.625
  742. z
  743. M 21.921875 38.8125
  744. Q 15.578125 40.375 12.03125 44.71875
  745. Q 8.5 49.078125 8.5 55.328125
  746. Q 8.5 64.0625 14.71875 69.140625
  747. Q 20.953125 74.21875 31.78125 74.21875
  748. Q 42.671875 74.21875 48.875 69.140625
  749. Q 55.078125 64.0625 55.078125 55.328125
  750. Q 55.078125 49.078125 51.53125 44.71875
  751. Q 48 40.375 41.703125 38.8125
  752. Q 48.828125 37.15625 52.796875 32.3125
  753. Q 56.78125 27.484375 56.78125 20.515625
  754. Q 56.78125 9.90625 50.3125 4.234375
  755. Q 43.84375 -1.421875 31.78125 -1.421875
  756. Q 19.734375 -1.421875 13.25 4.234375
  757. Q 6.78125 9.90625 6.78125 20.515625
  758. Q 6.78125 27.484375 10.78125 32.3125
  759. Q 14.796875 37.15625 21.921875 38.8125
  760. z
  761. M 18.3125 54.390625
  762. Q 18.3125 48.734375 21.84375 45.5625
  763. Q 25.390625 42.390625 31.78125 42.390625
  764. Q 38.140625 42.390625 41.71875 45.5625
  765. Q 45.3125 48.734375 45.3125 54.390625
  766. Q 45.3125 60.0625 41.71875 63.234375
  767. Q 38.140625 66.40625 31.78125 66.40625
  768. Q 25.390625 66.40625 21.84375 63.234375
  769. Q 18.3125 60.0625 18.3125 54.390625
  770. z
  771. " id="DejaVuSans-38"/>
  772. <path d="M 34.671875 47.5625
  773. Q 27.25 47.5625 22.21875 42.1875
  774. Q 16.890625 36.578125 15.140625 27.296875
  775. Q 13.1875 17.484375 16.3125 11.8125
  776. Q 19.390625 6.203125 26.65625 6.203125
  777. Q 33.84375 6.203125 39.109375 11.859375
  778. Q 44.4375 17.53125 46.34375 27.296875
  779. Q 48.046875 36.234375 45.015625 42.1875
  780. Q 42.1875 47.5625 34.671875 47.5625
  781. z
  782. M 36.078125 54.734375
  783. L 65.921875 54.6875
  784. L 64.15625 45.703125
  785. L 54.109375 45.703125
  786. Q 57.90625 38.09375 55.859375 27.296875
  787. Q 53.21875 13.875 45.0625 6.25
  788. Q 36.859375 -1.421875 25.140625 -1.421875
  789. Q 13.375 -1.421875 8.203125 6.25
  790. Q 3.03125 13.875 5.671875 27.296875
  791. Q 8.25 40.765625 16.40625 48.390625
  792. Q 23.1875 54.734375 36.078125 54.734375
  793. z
  794. " id="DejaVuSans-Oblique-3c3"/>
  795. </defs>
  796. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  797. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  798. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  799. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  800. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  801. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  802. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  803. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-36"/>
  804. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
  805. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  806. <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
  807. <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-32"/>
  808. <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-30"/>
  809. <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
  810. <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
  811. <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
  812. <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
  813. <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
  814. <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
  815. <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
  816. <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  817. <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
  818. <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-35"/>
  819. <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-35"/>
  820. <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-34"/>
  821. <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
  822. <use transform="translate(1394.634766 0.78125)" xlink:href="#DejaVuSans-38"/>
  823. <use transform="translate(1458.257812 0.78125)" xlink:href="#DejaVuSans-36"/>
  824. <use transform="translate(1521.880859 0.78125)" xlink:href="#DejaVuSans-36"/>
  825. <use transform="translate(1585.503906 0.78125)" xlink:href="#DejaVuSans-20"/>
  826. <use transform="translate(1617.291016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  827. <use transform="translate(1679.888672 0.78125)" xlink:href="#DejaVuSans-20"/>
  828. <use transform="translate(1711.675781 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  829. <use transform="translate(1775.054688 0.78125)" xlink:href="#DejaVuSans-3a"/>
  830. <use transform="translate(1808.746094 0.78125)" xlink:href="#DejaVuSans-20"/>
  831. <use transform="translate(1840.533203 0.78125)" xlink:href="#DejaVuSans-31"/>
  832. <use transform="translate(1904.15625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  833. <use transform="translate(1935.833984 0.78125)" xlink:href="#DejaVuSans-37"/>
  834. <use transform="translate(1999.457031 0.78125)" xlink:href="#DejaVuSans-38"/>
  835. <use transform="translate(2063.080078 0.78125)" xlink:href="#DejaVuSans-37"/>
  836. </g>
  837. </g>
  838. <g id="text_3">
  839. <!-- 558.09 -->
  840. <defs>
  841. <path d="M 10.984375 1.515625
  842. L 10.984375 10.5
  843. Q 14.703125 8.734375 18.5 7.8125
  844. Q 22.3125 6.890625 25.984375 6.890625
  845. Q 35.75 6.890625 40.890625 13.453125
  846. Q 46.046875 20.015625 46.78125 33.40625
  847. Q 43.953125 29.203125 39.59375 26.953125
  848. Q 35.25 24.703125 29.984375 24.703125
  849. Q 19.046875 24.703125 12.671875 31.3125
  850. Q 6.296875 37.9375 6.296875 49.421875
  851. Q 6.296875 60.640625 12.9375 67.421875
  852. Q 19.578125 74.21875 30.609375 74.21875
  853. Q 43.265625 74.21875 49.921875 64.515625
  854. Q 56.59375 54.828125 56.59375 36.375
  855. Q 56.59375 19.140625 48.40625 8.859375
  856. Q 40.234375 -1.421875 26.421875 -1.421875
  857. Q 22.703125 -1.421875 18.890625 -0.6875
  858. Q 15.09375 0.046875 10.984375 1.515625
  859. z
  860. M 30.609375 32.421875
  861. Q 37.25 32.421875 41.125 36.953125
  862. Q 45.015625 41.5 45.015625 49.421875
  863. Q 45.015625 57.28125 41.125 61.84375
  864. Q 37.25 66.40625 30.609375 66.40625
  865. Q 23.96875 66.40625 20.09375 61.84375
  866. Q 16.21875 57.28125 16.21875 49.421875
  867. Q 16.21875 41.5 20.09375 36.953125
  868. Q 23.96875 32.421875 30.609375 32.421875
  869. z
  870. " id="DejaVuSans-39"/>
  871. </defs>
  872. <g style="fill:#d3d3d3;" transform="translate(7.2 24.123133)scale(0.03 -0.03)">
  873. <use xlink:href="#DejaVuSans-35"/>
  874. <use x="63.623047" xlink:href="#DejaVuSans-35"/>
  875. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  876. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  877. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  878. <use x="286.279297" xlink:href="#DejaVuSans-39"/>
  879. </g>
  880. </g>
  881. </g>
  882. <g id="axes_2">
  883. <g id="patch_5">
  884. <path d="M 18.697188 65.2224
  885. L 372.281346 65.2224
  886. L 372.281346 39.675648
  887. L 18.697188 39.675648
  888. z
  889. " style="fill:#ffffff;"/>
  890. </g>
  891. <g id="matplotlib.axis_3">
  892. <g id="xtick_6"/>
  893. <g id="xtick_7"/>
  894. <g id="xtick_8"/>
  895. <g id="xtick_9"/>
  896. <g id="xtick_10"/>
  897. </g>
  898. <g id="matplotlib.axis_4"/>
  899. <g id="line2d_3">
  900. <path clip-path="url(#p110a073e70)" d="M 18.697188 50.869306
  901. L 372.281346 50.869306
  902. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  903. </g>
  904. <g id="line2d_4">
  905. <path clip-path="url(#p110a073e70)" d="M 18.697188 50.205958
  906. L 20.03399 52.908301
  907. L 20.702391 51.85879
  908. L 21.370792 51.898136
  909. L 22.039193 51.71982
  910. L 22.707594 51.985965
  911. L 23.375995 52.050202
  912. L 24.044396 51.720326
  913. L 25.381198 52.293301
  914. L 26.049599 52.391646
  915. L 26.718 52.044448
  916. L 27.386401 52.332458
  917. L 28.054802 52.459673
  918. L 29.391604 51.520105
  919. L 30.728407 51.894952
  920. L 31.396808 51.804355
  921. L 32.065209 52.26717
  922. L 32.73361 52.281565
  923. L 33.402011 51.703828
  924. L 34.070412 51.653301
  925. L 34.738813 52.067881
  926. L 35.407214 52.347082
  927. L 36.075615 51.869108
  928. L 36.744016 51.619332
  929. L 37.412417 52.250473
  930. L 38.080818 52.013733
  931. L 38.749219 51.554361
  932. L 39.41762 52.280067
  933. L 40.086021 52.278023
  934. L 40.754422 51.829594
  935. L 42.091224 52.557293
  936. L 42.759626 52.04425
  937. L 43.428027 51.95156
  938. L 44.096428 52.22336
  939. L 45.43323 51.046407
  940. L 46.101631 51.534976
  941. L 46.770032 51.451473
  942. L 47.438433 51.703302
  943. L 48.106834 52.301506
  944. L 48.775235 52.289402
  945. L 49.443636 51.925696
  946. L 50.112037 52.348203
  947. L 52.11724 51.788978
  948. L 52.785641 51.769414
  949. L 53.454042 52.49253
  950. L 54.122443 52.806484
  951. L 54.790845 52.415357
  952. L 56.127647 53.012221
  953. L 56.796048 52.382429
  954. L 57.464449 51.90773
  955. L 58.13285 52.144926
  956. L 58.801251 51.385767
  957. L 59.469652 51.570373
  958. L 60.138053 52.031908
  959. L 60.806454 51.551246
  960. L 62.143256 51.948514
  961. L 62.811657 51.496751
  962. L 63.480058 51.438228
  963. L 64.148459 52.110223
  964. L 64.81686 52.06932
  965. L 65.485261 51.906748
  966. L 66.153662 52.532045
  967. L 66.822064 52.152406
  968. L 67.490465 51.548052
  969. L 68.827267 51.705375
  970. L 69.495668 51.694244
  971. L 70.164069 52.345623
  972. L 71.500871 52.047107
  973. L 72.169272 52.434583
  974. L 72.837673 51.829465
  975. L 73.506074 52.128259
  976. L 74.174475 52.200353
  977. L 74.842876 52.03038
  978. L 75.511277 52.146483
  979. L 76.179678 52.133299
  980. L 76.848079 51.707727
  981. L 77.51648 52.369364
  982. L 78.184881 52.355247
  983. L 79.521684 51.554758
  984. L 80.190085 51.892581
  985. L 80.858486 51.285766
  986. L 81.526887 51.279982
  987. L 82.195288 51.832193
  988. L 82.863689 52.137237
  989. L 83.53209 51.710514
  990. L 84.868892 52.300851
  991. L 85.537293 51.689522
  992. L 86.205694 52.100848
  993. L 86.874095 52.050867
  994. L 87.542496 51.806796
  995. L 88.210897 52.183924
  996. L 88.879298 51.823264
  997. L 89.547699 51.229307
  998. L 90.2161 51.134265
  999. L 90.884502 51.398119
  1000. L 91.552903 52.1231
  1001. L 92.889705 52.17443
  1002. L 93.558106 52.753963
  1003. L 94.226507 52.657563
  1004. L 94.894908 52.251158
  1005. L 95.563309 52.690837
  1006. L 96.23171 52.030747
  1007. L 96.900111 51.592983
  1008. L 97.568512 51.435659
  1009. L 98.236913 51.564153
  1010. L 98.905314 51.238592
  1011. L 99.573715 51.975072
  1012. L 100.242116 52.016104
  1013. L 100.910517 51.758402
  1014. L 101.578918 52.336119
  1015. L 102.247319 52.182357
  1016. L 102.915721 51.57833
  1017. L 103.584122 51.889813
  1018. L 104.252523 51.75114
  1019. L 104.920924 51.419062
  1020. L 105.589325 51.322751
  1021. L 106.257726 51.712756
  1022. L 107.594528 51.535095
  1023. L 108.262929 51.936183
  1024. L 108.93133 52.032613
  1025. L 109.599731 51.635563
  1026. L 110.268132 51.958742
  1027. L 110.936533 52.06429
  1028. L 111.604934 51.801925
  1029. L 112.273335 51.889515
  1030. L 112.941736 51.738253
  1031. L 113.610137 51.095505
  1032. L 114.278538 51.322542
  1033. L 115.615341 51.295855
  1034. L 116.283742 52.006789
  1035. L 116.952143 52.169371
  1036. L 117.620544 52.031382
  1037. L 118.288945 52.584635
  1038. L 118.957346 52.041869
  1039. L 119.625747 51.725663
  1040. L 120.294148 51.936996
  1041. L 120.962549 51.854009
  1042. L 121.63095 51.654541
  1043. L 122.299351 52.033505
  1044. L 122.967752 51.73239
  1045. L 123.636153 51.897888
  1046. L 124.304554 52.46257
  1047. L 124.972955 52.187407
  1048. L 125.641356 52.494534
  1049. L 126.978159 51.698302
  1050. L 127.64656 52.020827
  1051. L 128.314961 51.781041
  1052. L 129.651763 51.921063
  1053. L 130.320164 51.501106
  1054. L 130.988565 51.661585
  1055. L 131.656966 52.16192
  1056. L 132.325367 51.983842
  1057. L 132.993768 52.139658
  1058. L 133.662169 51.943226
  1059. L 134.33057 51.421214
  1060. L 135.667372 51.973743
  1061. L 136.335773 51.854862
  1062. L 137.004174 51.550819
  1063. L 137.672575 51.684661
  1064. L 139.009378 51.43931
  1065. L 139.677779 51.838969
  1066. L 141.014581 52.057057
  1067. L 141.682982 52.492917
  1068. L 142.351383 51.981005
  1069. L 144.356586 51.93773
  1070. L 145.024987 52.356546
  1071. L 145.693388 52.2985
  1072. L 146.361789 51.398099
  1073. L 147.03019 51.70474
  1074. L 147.698591 51.161528
  1075. L 148.366992 51.913593
  1076. L 149.035393 51.909079
  1077. L 151.040597 52.374344
  1078. L 151.708998 51.966629
  1079. L 152.377399 52.095292
  1080. L 153.0458 51.94529
  1081. L 153.714201 51.952185
  1082. L 154.382602 51.705514
  1083. L 155.051003 51.886589
  1084. L 155.719404 51.70481
  1085. L 156.387805 51.758124
  1086. L 157.056206 52.1143
  1087. L 157.724607 51.841122
  1088. L 159.061409 51.86016
  1089. L 159.72981 51.426859
  1090. L 160.398211 51.307909
  1091. L 161.066612 51.382067
  1092. L 161.735013 51.092727
  1093. L 162.403414 51.278524
  1094. L 163.071816 51.779652
  1095. L 164.408618 52.056809
  1096. L 165.077019 52.21327
  1097. L 165.74542 51.742112
  1098. L 166.413821 51.858761
  1099. L 167.082222 52.242239
  1100. L 167.750623 52.205234
  1101. L 168.419024 52.635191
  1102. L 169.087425 52.623594
  1103. L 169.755826 52.246118
  1104. L 171.092628 52.097058
  1105. L 171.761029 51.806835
  1106. L 172.42943 52.130779
  1107. L 173.097831 52.208845
  1108. L 173.766232 52.012037
  1109. L 174.434633 52.164956
  1110. L 175.103035 52.009993
  1111. L 175.771436 51.501841
  1112. L 176.439837 51.350787
  1113. L 177.108238 51.759404
  1114. L 177.776639 51.688629
  1115. L 178.44504 51.807718
  1116. L 179.113441 52.146831
  1117. L 179.781842 52.022513
  1118. L 180.450243 51.671932
  1119. L 181.118644 52.08805
  1120. L 182.455446 52.189847
  1121. L 183.792248 52.043287
  1122. L 184.460649 51.599203
  1123. L 185.12905 51.72737
  1124. L 185.797451 51.537555
  1125. L 186.465852 52.014825
  1126. L 187.134254 51.398595
  1127. L 187.802655 51.054681
  1128. L 188.471056 50.545834
  1129. L 189.807858 51.231906
  1130. L 191.14466 51.823254
  1131. L 193.149863 52.082931
  1132. L 193.818264 52.383799
  1133. L 194.486665 51.757221
  1134. L 195.155066 51.98534
  1135. L 195.823467 51.893235
  1136. L 197.160269 51.457187
  1137. L 197.82867 51.540303
  1138. L 198.497071 51.20135
  1139. L 199.165473 51.748203
  1140. L 199.833874 51.940468
  1141. L 200.502275 51.487912
  1142. L 201.170676 52.02171
  1143. L 201.839077 51.553369
  1144. L 202.507478 51.376323
  1145. L 203.175879 51.511841
  1146. L 203.84428 51.161647
  1147. L 204.512681 51.393436
  1148. L 205.181082 51.102509
  1149. L 205.849483 50.962775
  1150. L 206.517884 51.410341
  1151. L 207.186285 51.554609
  1152. L 207.854686 51.996035
  1153. L 208.523087 51.929645
  1154. L 209.859889 51.044988
  1155. L 210.52829 51.453794
  1156. L 211.196692 51.505015
  1157. L 212.533494 51.813651
  1158. L 213.201895 51.702231
  1159. L 213.870296 52.731046
  1160. L 215.207098 52.487133
  1161. L 215.875499 52.716135
  1162. L 216.5439 51.972473
  1163. L 217.212301 51.455322
  1164. L 217.880702 51.606465
  1165. L 218.549103 51.528924
  1166. L 219.217504 51.566405
  1167. L 219.885905 52.280503
  1168. L 220.554306 51.792182
  1169. L 221.891108 51.699502
  1170. L 222.559509 50.652125
  1171. L 223.896312 50.846295
  1172. L 224.564713 51.496781
  1173. L 225.233114 51.935657
  1174. L 225.901515 51.599243
  1175. L 227.238317 52.132902
  1176. L 228.575119 51.859128
  1177. L 229.24352 51.956659
  1178. L 229.911921 51.772053
  1179. L 230.580322 51.807034
  1180. L 231.248723 52.345772
  1181. L 231.917124 51.806925
  1182. L 232.585525 52.273152
  1183. L 233.922327 51.542188
  1184. L 234.590728 51.232332
  1185. L 235.25913 51.306153
  1186. L 235.927531 50.894748
  1187. L 236.595932 51.525531
  1188. L 237.264333 51.734741
  1189. L 237.932734 51.74491
  1190. L 238.601135 51.99917
  1191. L 239.269536 51.972711
  1192. L 239.937937 51.595185
  1193. L 240.606338 51.614283
  1194. L 241.274739 52.074419
  1195. L 242.611541 50.721035
  1196. L 243.279942 51.065385
  1197. L 243.948343 51.661655
  1198. L 244.616744 51.306957
  1199. L 245.285145 51.231251
  1200. L 245.953546 51.75359
  1201. L 246.621947 51.716566
  1202. L 247.290349 51.291857
  1203. L 248.627151 51.768918
  1204. L 249.295552 51.452762
  1205. L 249.963953 51.314794
  1206. L 250.632354 51.580135
  1207. L 251.969156 51.224793
  1208. L 252.637557 51.659978
  1209. L 253.305958 51.481503
  1210. L 253.974359 51.501027
  1211. L 254.64276 52.078883
  1212. L 255.311161 51.435381
  1213. L 256.647963 51.622944
  1214. L 257.316364 50.936495
  1215. L 257.984765 51.072866
  1216. L 258.653166 50.995811
  1217. L 259.321568 50.492827
  1218. L 259.989969 50.439076
  1219. L 260.65837 51.063372
  1220. L 261.326771 50.899718
  1221. L 261.995172 51.92401
  1222. L 262.663573 52.038317
  1223. L 263.331974 51.640682
  1224. L 264.000375 51.970598
  1225. L 264.668776 51.546921
  1226. L 265.337177 51.902412
  1227. L 266.005578 51.59454
  1228. L 266.673979 51.641684
  1229. L 267.34238 52.165531
  1230. L 268.010781 51.938216
  1231. L 268.679182 51.878245
  1232. L 269.347583 52.001878
  1233. L 270.684385 51.367225
  1234. L 271.352787 51.573459
  1235. L 272.021188 51.228374
  1236. L 272.689589 51.729304
  1237. L 273.35799 51.881459
  1238. L 274.026391 51.815109
  1239. L 274.694792 52.620072
  1240. L 276.031594 52.353401
  1241. L 276.699995 52.991784
  1242. L 277.368396 52.337399
  1243. L 278.705198 52.257358
  1244. L 279.373599 52.155978
  1245. L 280.710401 51.501325
  1246. L 281.378802 50.864033
  1247. L 282.047203 50.380643
  1248. L 282.715604 50.911097
  1249. L 284.052407 50.767057
  1250. L 285.389209 51.631108
  1251. L 286.05761 51.679899
  1252. L 286.726011 52.18696
  1253. L 287.394412 52.546331
  1254. L 288.062813 52.340494
  1255. L 288.731214 52.845919
  1256. L 289.399615 52.85698
  1257. L 290.068016 52.704964
  1258. L 290.736417 52.778944
  1259. L 291.404818 52.087703
  1260. L 292.073219 51.866261
  1261. L 292.74162 51.945111
  1262. L 293.410021 51.890249
  1263. L 294.078422 51.660861
  1264. L 294.746823 51.608816
  1265. L 295.415225 50.972428
  1266. L 296.083626 51.488467
  1267. L 296.752027 51.199157
  1268. L 298.088829 51.572645
  1269. L 298.75723 51.336402
  1270. L 299.425631 51.327989
  1271. L 300.094032 51.039631
  1272. L 300.762433 51.401779
  1273. L 301.430834 52.037127
  1274. L 302.099235 52.203875
  1275. L 303.436037 51.890626
  1276. L 304.104438 51.196399
  1277. L 304.772839 51.337433
  1278. L 305.44124 51.328306
  1279. L 306.109641 51.19633
  1280. L 307.446444 51.428486
  1281. L 308.114845 52.187059
  1282. L 308.783246 52.034736
  1283. L 309.451647 52.2133
  1284. L 310.120048 52.623822
  1285. L 310.788449 52.568911
  1286. L 311.45685 52.130769
  1287. L 312.125251 52.422261
  1288. L 312.793652 51.887581
  1289. L 313.462053 51.923474
  1290. L 314.130454 52.159529
  1291. L 314.798855 52.001432
  1292. L 316.135657 50.845749
  1293. L 317.472459 50.729765
  1294. L 318.14086 50.903121
  1295. L 318.809261 51.438447
  1296. L 319.477663 51.403446
  1297. L 320.146064 51.240944
  1298. L 320.814465 51.675504
  1299. L 322.151267 51.64844
  1300. L 323.488069 52.046522
  1301. L 324.824871 50.795421
  1302. L 325.493272 51.091646
  1303. L 326.161673 51.190993
  1304. L 326.830074 51.025653
  1305. L 327.498475 51.616336
  1306. L 328.166876 51.605017
  1307. L 328.835277 51.173532
  1308. L 330.172079 51.358644
  1309. L 330.84048 51.017756
  1310. L 332.845684 51.600056
  1311. L 333.514085 52.148854
  1312. L 334.182486 52.082217
  1313. L 334.850887 51.903712
  1314. L 335.519288 52.018277
  1315. L 336.187689 51.993386
  1316. L 336.85609 51.69973
  1317. L 337.524491 52.067187
  1318. L 338.192892 51.725197
  1319. L 338.861293 51.236588
  1320. L 339.529694 51.591653
  1321. L 340.198095 51.228176
  1322. L 340.866496 51.298752
  1323. L 341.534897 51.682538
  1324. L 342.203298 51.201826
  1325. L 343.540101 51.417931
  1326. L 344.208502 50.87575
  1327. L 345.545304 51.638668
  1328. L 346.213705 51.417841
  1329. L 346.882106 50.908816
  1330. L 347.550507 50.171632
  1331. L 348.887309 49.876925
  1332. L 350.224111 51.24014
  1333. L 350.892512 50.940135
  1334. L 351.560913 51.04851
  1335. L 352.229314 51.84379
  1336. L 352.897715 51.625037
  1337. L 353.566116 51.536107
  1338. L 354.234517 51.894674
  1339. L 354.902918 51.854296
  1340. L 355.57132 51.41424
  1341. L 356.239721 51.673837
  1342. L 356.908122 51.58212
  1343. L 357.576523 51.634402
  1344. L 358.244924 51.067548
  1345. L 358.913325 51.971778
  1346. L 359.581726 52.037027
  1347. L 360.250127 51.474707
  1348. L 360.918528 51.259873
  1349. L 361.586929 51.579342
  1350. L 362.923731 51.042895
  1351. L 363.592132 50.635051
  1352. L 364.260533 51.276579
  1353. L 364.928934 50.783129
  1354. L 365.597335 51.104245
  1355. L 366.265736 51.221737
  1356. L 366.934137 51.182729
  1357. L 367.602539 50.919322
  1358. L 368.27094 51.299933
  1359. L 369.607742 50.647482
  1360. L 370.944544 50.76296
  1361. L 371.612945 50.378966
  1362. L 372.281346 50.751879
  1363. L 372.281346 50.751879
  1364. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1365. </g>
  1366. <g id="text_4">
  1367. <g id="patch_6">
  1368. <path d="M 18.697188 53.610924
  1369. L 45.240938 53.610924
  1370. Q 47.640938 53.610924 47.640938 51.210924
  1371. L 47.640938 43.468424
  1372. Q 47.640938 41.068424 45.240938 41.068424
  1373. L 18.697188 41.068424
  1374. Q 16.297188 41.068424 16.297188 43.468424
  1375. L 16.297188 51.210924
  1376. Q 16.297188 53.610924 18.697188 53.610924
  1377. z
  1378. " style="fill:#ffffff;opacity:0.8;"/>
  1379. </g>
  1380. <!-- GSCSF -->
  1381. <defs>
  1382. <path d="M 64.40625 67.28125
  1383. L 64.40625 56.890625
  1384. Q 59.421875 61.53125 53.78125 63.8125
  1385. Q 48.140625 66.109375 41.796875 66.109375
  1386. Q 29.296875 66.109375 22.65625 58.46875
  1387. Q 16.015625 50.828125 16.015625 36.375
  1388. Q 16.015625 21.96875 22.65625 14.328125
  1389. Q 29.296875 6.6875 41.796875 6.6875
  1390. Q 48.140625 6.6875 53.78125 8.984375
  1391. Q 59.421875 11.28125 64.40625 15.921875
  1392. L 64.40625 5.609375
  1393. Q 59.234375 2.09375 53.4375 0.328125
  1394. Q 47.65625 -1.421875 41.21875 -1.421875
  1395. Q 24.65625 -1.421875 15.125 8.703125
  1396. Q 5.609375 18.84375 5.609375 36.375
  1397. Q 5.609375 53.953125 15.125 64.078125
  1398. Q 24.65625 74.21875 41.21875 74.21875
  1399. Q 47.75 74.21875 53.53125 72.484375
  1400. Q 59.328125 70.75 64.40625 67.28125
  1401. z
  1402. " id="DejaVuSans-43"/>
  1403. <path d="M 9.8125 72.90625
  1404. L 51.703125 72.90625
  1405. L 51.703125 64.59375
  1406. L 19.671875 64.59375
  1407. L 19.671875 43.109375
  1408. L 48.578125 43.109375
  1409. L 48.578125 34.8125
  1410. L 19.671875 34.8125
  1411. L 19.671875 0
  1412. L 9.8125 0
  1413. z
  1414. " id="DejaVuSans-46"/>
  1415. </defs>
  1416. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1417. <use xlink:href="#DejaVuSans-47"/>
  1418. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1419. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1420. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1421. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1422. </g>
  1423. </g>
  1424. <g id="text_5">
  1425. <g id="patch_7">
  1426. <path d="M 280.129663 50.475299
  1427. L 365.209663 50.475299
  1428. Q 366.409663 50.475299 366.409663 49.275299
  1429. L 366.409663 45.404049
  1430. Q 366.409663 44.204049 365.209663 44.204049
  1431. L 280.129663 44.204049
  1432. Q 278.929663 44.204049 278.929663 45.404049
  1433. L 278.929663 49.275299
  1434. Q 278.929663 50.475299 280.129663 50.475299
  1435. z
  1436. " style="fill:#ffffff;opacity:0.8;"/>
  1437. </g>
  1438. <!-- max: 627.608 $\bullet$ mean: 616.202 $\bullet$ $\sigma$: 3.010 -->
  1439. <defs>
  1440. <path d="M 40.578125 39.3125
  1441. Q 47.65625 37.796875 51.625 33
  1442. Q 55.609375 28.21875 55.609375 21.1875
  1443. Q 55.609375 10.40625 48.1875 4.484375
  1444. Q 40.765625 -1.421875 27.09375 -1.421875
  1445. Q 22.515625 -1.421875 17.65625 -0.515625
  1446. Q 12.796875 0.390625 7.625 2.203125
  1447. L 7.625 11.71875
  1448. Q 11.71875 9.328125 16.59375 8.109375
  1449. Q 21.484375 6.890625 26.8125 6.890625
  1450. Q 36.078125 6.890625 40.9375 10.546875
  1451. Q 45.796875 14.203125 45.796875 21.1875
  1452. Q 45.796875 27.640625 41.28125 31.265625
  1453. Q 36.765625 34.90625 28.71875 34.90625
  1454. L 20.21875 34.90625
  1455. L 20.21875 43.015625
  1456. L 29.109375 43.015625
  1457. Q 36.375 43.015625 40.234375 45.921875
  1458. Q 44.09375 48.828125 44.09375 54.296875
  1459. Q 44.09375 59.90625 40.109375 62.90625
  1460. Q 36.140625 65.921875 28.71875 65.921875
  1461. Q 24.65625 65.921875 20.015625 65.03125
  1462. Q 15.375 64.15625 9.8125 62.3125
  1463. L 9.8125 71.09375
  1464. Q 15.4375 72.65625 20.34375 73.4375
  1465. Q 25.25 74.21875 29.59375 74.21875
  1466. Q 40.828125 74.21875 47.359375 69.109375
  1467. Q 53.90625 64.015625 53.90625 55.328125
  1468. Q 53.90625 49.265625 50.4375 45.09375
  1469. Q 46.96875 40.921875 40.578125 39.3125
  1470. z
  1471. " id="DejaVuSans-33"/>
  1472. </defs>
  1473. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1474. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1475. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1476. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1477. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1478. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1479. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1480. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
  1481. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
  1482. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1483. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
  1484. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-30"/>
  1485. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
  1486. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1487. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1488. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1489. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1490. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1491. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1492. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1493. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1494. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1495. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1496. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-31"/>
  1497. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-36"/>
  1498. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1499. <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-32"/>
  1500. <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-30"/>
  1501. <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-32"/>
  1502. <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
  1503. <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1504. <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
  1505. <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1506. <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1507. <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
  1508. <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-33"/>
  1509. <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1510. <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
  1511. <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
  1512. <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-30"/>
  1513. </g>
  1514. </g>
  1515. <g id="text_6">
  1516. <!-- 621.50 -->
  1517. <g style="fill:#d3d3d3;" transform="translate(7.2 51.697118)scale(0.03 -0.03)">
  1518. <use xlink:href="#DejaVuSans-36"/>
  1519. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  1520. <use x="127.246094" xlink:href="#DejaVuSans-31"/>
  1521. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1522. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  1523. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  1524. </g>
  1525. </g>
  1526. </g>
  1527. <g id="axes_3">
  1528. <g id="patch_8">
  1529. <path d="M 18.697188 92.898048
  1530. L 372.281346 92.898048
  1531. L 372.281346 67.351296
  1532. L 18.697188 67.351296
  1533. z
  1534. " style="fill:#ffffff;"/>
  1535. </g>
  1536. <g id="matplotlib.axis_5">
  1537. <g id="xtick_11"/>
  1538. <g id="xtick_12"/>
  1539. <g id="xtick_13"/>
  1540. <g id="xtick_14"/>
  1541. <g id="xtick_15"/>
  1542. </g>
  1543. <g id="matplotlib.axis_6"/>
  1544. <g id="line2d_5">
  1545. <path clip-path="url(#pef8b15c4b4)" d="M 18.697188 78.707884
  1546. L 372.281346 78.707884
  1547. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1548. </g>
  1549. <g id="line2d_6">
  1550. <path clip-path="url(#pef8b15c4b4)" d="M 18.697188 78.413285
  1551. L 19.365589 78.941546
  1552. L 20.03399 79.635888
  1553. L 20.702391 79.050073
  1554. L 21.370792 79.237369
  1555. L 22.039193 79.14941
  1556. L 22.707594 79.206102
  1557. L 23.375995 79.099333
  1558. L 24.044396 79.24919
  1559. L 24.712797 79.198671
  1560. L 25.381198 79.369948
  1561. L 26.049599 79.270973
  1562. L 26.718 79.349901
  1563. L 29.391604 79.112868
  1564. L 30.060005 78.916564
  1565. L 30.728407 79.088555
  1566. L 34.070412 79.167449
  1567. L 34.738813 79.100978
  1568. L 36.075615 79.258493
  1569. L 36.744016 79.304747
  1570. L 37.412417 79.132359
  1571. L 38.080818 79.180178
  1572. L 39.41762 79.030684
  1573. L 42.759626 79.31472
  1574. L 45.43323 79.085923
  1575. L 46.770032 79.114649
  1576. L 48.775235 79.183968
  1577. L 49.443636 79.134662
  1578. L 50.780438 79.245764
  1579. L 51.448839 79.0907
  1580. L 52.785641 79.172214
  1581. L 53.454042 79.192703
  1582. L 54.790845 79.526861
  1583. L 57.464449 79.185919
  1584. L 58.13285 79.015346
  1585. L 58.801251 79.156762
  1586. L 59.469652 78.953277
  1587. L 60.138053 79.045115
  1588. L 62.143256 78.979813
  1589. L 62.811657 79.130691
  1590. L 67.490465 79.278563
  1591. L 68.158866 79.097121
  1592. L 71.500871 79.273934
  1593. L 72.837673 79.260093
  1594. L 74.174475 79.190763
  1595. L 78.184881 79.445324
  1596. L 78.853283 79.52415
  1597. L 80.190085 79.261296
  1598. L 80.858486 79.387124
  1599. L 82.195288 79.07712
  1600. L 85.537293 79.120503
  1601. L 86.205694 79.223868
  1602. L 86.874095 79.117429
  1603. L 87.542496 79.152383
  1604. L 88.210897 79.394305
  1605. L 88.879298 79.142649
  1606. L 89.547699 79.085095
  1607. L 90.884502 79.222972
  1608. L 94.894908 79.478747
  1609. L 96.23171 79.227022
  1610. L 96.900111 79.136364
  1611. L 97.568512 78.908066
  1612. L 98.905314 78.990545
  1613. L 100.242116 79.096826
  1614. L 100.910517 79.294117
  1615. L 103.584122 79.254409
  1616. L 106.257726 79.116056
  1617. L 106.926127 79.21115
  1618. L 108.262929 79.165294
  1619. L 109.599731 79.270689
  1620. L 116.952143 79.174699
  1621. L 119.625747 79.348165
  1622. L 120.294148 79.123907
  1623. L 122.967752 78.984725
  1624. L 123.636153 79.12242
  1625. L 124.304554 79.062235
  1626. L 124.972955 79.186146
  1627. L 129.651763 79.111212
  1628. L 130.320164 79.190366
  1629. L 131.656966 79.200565
  1630. L 132.993768 79.262839
  1631. L 133.662169 79.055473
  1632. L 135.667372 78.872012
  1633. L 136.335773 79.06886
  1634. L 139.009378 79.175164
  1635. L 141.014581 79.234691
  1636. L 141.682982 79.046295
  1637. L 142.351383 79.226727
  1638. L 143.019784 79.042392
  1639. L 145.693388 79.229813
  1640. L 146.361789 78.957191
  1641. L 147.698591 79.236597
  1642. L 148.366992 79.020258
  1643. L 149.035393 79.193974
  1644. L 154.382602 79.026895
  1645. L 155.051003 78.928749
  1646. L 155.719404 79.022935
  1647. L 157.056206 78.970135
  1648. L 157.724607 79.122738
  1649. L 159.72981 79.058287
  1650. L 160.398211 78.798257
  1651. L 161.066612 78.718615
  1652. L 162.403414 78.887407
  1653. L 163.071816 78.709369
  1654. L 164.408618 78.887452
  1655. L 166.413821 78.959187
  1656. L 169.755826 79.102669
  1657. L 171.761029 78.854087
  1658. L 173.766232 78.979813
  1659. L 174.434633 78.858375
  1660. L 175.103035 79.051128
  1661. L 175.771436 79.069496
  1662. L 177.108238 78.927569
  1663. L 178.44504 79.020666
  1664. L 179.113441 78.894974
  1665. L 179.781842 78.988322
  1666. L 181.118644 78.846372
  1667. L 181.787045 78.990386
  1668. L 185.12905 78.91088
  1669. L 187.134254 79.198762
  1670. L 187.802655 79.198603
  1671. L 188.471056 78.950906
  1672. L 189.139457 78.858749
  1673. L 189.807858 78.95162
  1674. L 191.813061 78.949238
  1675. L 192.481462 78.955137
  1676. L 193.149863 79.098097
  1677. L 193.818264 78.883504
  1678. L 195.155066 79.018114
  1679. L 195.823467 78.860394
  1680. L 196.491868 78.956283
  1681. L 199.833874 78.831714
  1682. L 201.170676 79.000586
  1683. L 201.839077 79.02264
  1684. L 202.507478 78.897629
  1685. L 203.84428 78.833768
  1686. L 204.512681 78.604336
  1687. L 205.181082 78.827755
  1688. L 205.849483 78.5665
  1689. L 207.186285 78.675878
  1690. L 207.854686 78.827777
  1691. L 208.523087 78.806335
  1692. L 209.191488 79.039488
  1693. L 210.52829 78.826314
  1694. L 211.196692 78.907465
  1695. L 212.533494 78.800186
  1696. L 213.870296 78.945902
  1697. L 214.538697 79.080523
  1698. L 215.207098 78.913818
  1699. L 216.5439 78.968695
  1700. L 217.880702 78.645802
  1701. L 218.549103 78.609986
  1702. L 221.222707 78.925413
  1703. L 221.891108 78.928181
  1704. L 222.559509 78.614229
  1705. L 225.233114 78.768454
  1706. L 226.569916 78.988049
  1707. L 227.238317 78.920365
  1708. L 227.906718 79.069677
  1709. L 229.24352 78.853803
  1710. L 229.911921 78.913013
  1711. L 231.248723 78.86179
  1712. L 232.585525 78.957452
  1713. L 233.922327 79.021063
  1714. L 235.25913 78.76564
  1715. L 235.927531 78.755997
  1716. L 236.595932 78.611824
  1717. L 237.264333 78.797293
  1718. L 243.279942 78.892229
  1719. L 244.616744 78.994232
  1720. L 245.285145 79.059001
  1721. L 246.621947 79.03073
  1722. L 247.95875 78.96587
  1723. L 248.627151 78.892138
  1724. L 249.295552 78.953821
  1725. L 250.632354 78.723232
  1726. L 251.300755 78.777178
  1727. L 252.637557 78.638938
  1728. L 253.305958 78.78242
  1729. L 254.64276 78.862289
  1730. L 255.311161 78.960537
  1731. L 255.979562 78.777519
  1732. L 257.316364 78.868563
  1733. L 258.653166 78.71866
  1734. L 259.321568 78.714882
  1735. L 259.989969 78.54955
  1736. L 260.65837 78.562699
  1737. L 261.326771 78.691557
  1738. L 262.663573 78.746376
  1739. L 263.331974 78.880816
  1740. L 264.000375 78.802421
  1741. L 265.337177 78.80629
  1742. L 266.005578 78.759956
  1743. L 267.34238 78.961264
  1744. L 268.010781 79.02837
  1745. L 268.679182 78.975002
  1746. L 269.347583 78.790599
  1747. L 270.015984 78.890266
  1748. L 271.352787 78.710617
  1749. L 272.689589 78.916904
  1750. L 273.35799 78.749383
  1751. L 274.694792 78.975921
  1752. L 275.363193 79.069575
  1753. L 282.047203 78.756303
  1754. L 282.715604 78.614229
  1755. L 289.399615 79.043413
  1756. L 290.068016 79.156342
  1757. L 291.404818 79.023253
  1758. L 292.073219 78.9862
  1759. L 292.74162 78.812473
  1760. L 293.410021 78.925583
  1761. L 294.078422 78.723459
  1762. L 296.083626 78.744584
  1763. L 297.420428 78.832349
  1764. L 305.44124 78.811872
  1765. L 306.109641 78.575292
  1766. L 306.778042 78.86297
  1767. L 308.783246 78.98991
  1768. L 309.451647 79.19394
  1769. L 310.788449 79.033282
  1770. L 311.45685 79.095499
  1771. L 312.793652 78.849004
  1772. L 313.462053 78.967231
  1773. L 318.14086 78.882801
  1774. L 318.809261 78.696855
  1775. L 320.146064 78.84914
  1776. L 320.814465 78.76505
  1777. L 323.488069 78.937144
  1778. L 324.15647 79.04836
  1779. L 325.493272 78.841664
  1780. L 326.161673 78.981254
  1781. L 328.166876 78.796442
  1782. L 328.835277 78.938437
  1783. L 329.503678 78.80992
  1784. L 334.850887 79.104404
  1785. L 335.519288 78.865205
  1786. L 337.524491 78.844795
  1787. L 339.529694 78.823217
  1788. L 346.213705 78.788796
  1789. L 346.882106 78.888326
  1790. L 348.218908 78.616702
  1791. L 349.55571 78.501617
  1792. L 352.229314 78.852532
  1793. L 352.897715 78.876629
  1794. L 353.566116 79.060771
  1795. L 355.57132 78.976421
  1796. L 356.908122 78.779674
  1797. L 358.244924 78.91569
  1798. L 359.581726 79.023888
  1799. L 362.25533 78.921976
  1800. L 363.592132 78.810329
  1801. L 364.928934 78.786753
  1802. L 365.597335 78.843774
  1803. L 366.934137 78.762237
  1804. L 372.281346 78.894407
  1805. L 372.281346 78.894407
  1806. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1807. </g>
  1808. <g id="text_7">
  1809. <g id="patch_9">
  1810. <path d="M 18.697188 81.286572
  1811. L 44.787188 81.286572
  1812. Q 47.187188 81.286572 47.187188 78.886572
  1813. L 47.187188 71.144072
  1814. Q 47.187188 68.744072 44.787188 68.744072
  1815. L 18.697188 68.744072
  1816. Q 16.297188 68.744072 16.297188 71.144072
  1817. L 16.297188 78.886572
  1818. Q 16.297188 81.286572 18.697188 81.286572
  1819. z
  1820. " style="fill:#ffffff;opacity:0.8;"/>
  1821. </g>
  1822. <!-- GSWM -->
  1823. <defs>
  1824. <path d="M 3.328125 72.90625
  1825. L 13.28125 72.90625
  1826. L 28.609375 11.28125
  1827. L 43.890625 72.90625
  1828. L 54.984375 72.90625
  1829. L 70.3125 11.28125
  1830. L 85.59375 72.90625
  1831. L 95.609375 72.90625
  1832. L 77.296875 0
  1833. L 64.890625 0
  1834. L 49.515625 63.28125
  1835. L 33.984375 0
  1836. L 21.578125 0
  1837. z
  1838. " id="DejaVuSans-57"/>
  1839. <path d="M 9.8125 72.90625
  1840. L 24.515625 72.90625
  1841. L 43.109375 23.296875
  1842. L 61.8125 72.90625
  1843. L 76.515625 72.90625
  1844. L 76.515625 0
  1845. L 66.890625 0
  1846. L 66.890625 64.015625
  1847. L 48.09375 14.015625
  1848. L 38.1875 14.015625
  1849. L 19.390625 64.015625
  1850. L 19.390625 0
  1851. L 9.8125 0
  1852. z
  1853. " id="DejaVuSans-4d"/>
  1854. </defs>
  1855. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1856. <use xlink:href="#DejaVuSans-47"/>
  1857. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1858. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1859. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1860. </g>
  1861. </g>
  1862. <g id="text_8">
  1863. <g id="patch_10">
  1864. <path d="M 280.129663 78.150947
  1865. L 365.209663 78.150947
  1866. Q 366.409663 78.150947 366.409663 76.950947
  1867. L 366.409663 73.079697
  1868. Q 366.409663 71.879697 365.209663 71.879697
  1869. L 280.129663 71.879697
  1870. Q 278.929663 71.879697 278.929663 73.079697
  1871. L 278.929663 76.950947
  1872. Q 278.929663 78.150947 280.129663 78.150947
  1873. z
  1874. " style="fill:#ffffff;opacity:0.8;"/>
  1875. </g>
  1876. <!-- max: 595.121 $\bullet$ mean: 591.998 $\bullet$ $\sigma$: 1.044 -->
  1877. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1878. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1879. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1880. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1881. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1882. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1883. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  1884. <use transform="translate(346.894531 0.78125)" xlink:href="#DejaVuSans-39"/>
  1885. <use transform="translate(410.517578 0.78125)" xlink:href="#DejaVuSans-35"/>
  1886. <use transform="translate(474.140625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1887. <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-31"/>
  1888. <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-32"/>
  1889. <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-31"/>
  1890. <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1891. <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1892. <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
  1893. <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1894. <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
  1895. <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
  1896. <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1897. <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1898. <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
  1899. <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
  1900. <use transform="translate(1235.585938 0.78125)" xlink:href="#DejaVuSans-39"/>
  1901. <use transform="translate(1299.208984 0.78125)" xlink:href="#DejaVuSans-31"/>
  1902. <use transform="translate(1362.832031 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1903. <use transform="translate(1394.619141 0.78125)" xlink:href="#DejaVuSans-39"/>
  1904. <use transform="translate(1458.242188 0.78125)" xlink:href="#DejaVuSans-39"/>
  1905. <use transform="translate(1521.865234 0.78125)" xlink:href="#DejaVuSans-38"/>
  1906. <use transform="translate(1585.488281 0.78125)" xlink:href="#DejaVuSans-20"/>
  1907. <use transform="translate(1617.275391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1908. <use transform="translate(1679.873047 0.78125)" xlink:href="#DejaVuSans-20"/>
  1909. <use transform="translate(1711.660156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1910. <use transform="translate(1775.039062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1911. <use transform="translate(1808.730469 0.78125)" xlink:href="#DejaVuSans-20"/>
  1912. <use transform="translate(1840.517578 0.78125)" xlink:href="#DejaVuSans-31"/>
  1913. <use transform="translate(1904.140625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1914. <use transform="translate(1935.927734 0.78125)" xlink:href="#DejaVuSans-30"/>
  1915. <use transform="translate(1999.550781 0.78125)" xlink:href="#DejaVuSans-34"/>
  1916. <use transform="translate(2063.173828 0.78125)" xlink:href="#DejaVuSans-34"/>
  1917. </g>
  1918. </g>
  1919. <g id="text_9">
  1920. <!-- 593.54 -->
  1921. <g style="fill:#d3d3d3;" transform="translate(7.2 79.535696)scale(0.03 -0.03)">
  1922. <use xlink:href="#DejaVuSans-35"/>
  1923. <use x="63.623047" xlink:href="#DejaVuSans-39"/>
  1924. <use x="127.246094" xlink:href="#DejaVuSans-33"/>
  1925. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1926. <use x="222.65625" xlink:href="#DejaVuSans-35"/>
  1927. <use x="286.279297" xlink:href="#DejaVuSans-34"/>
  1928. </g>
  1929. </g>
  1930. </g>
  1931. <g id="axes_4">
  1932. <g id="patch_11">
  1933. <path d="M 18.697188 120.573696
  1934. L 372.281346 120.573696
  1935. L 372.281346 95.026944
  1936. L 18.697188 95.026944
  1937. z
  1938. " style="fill:#ffffff;"/>
  1939. </g>
  1940. <g id="matplotlib.axis_7">
  1941. <g id="xtick_16"/>
  1942. <g id="xtick_17"/>
  1943. <g id="xtick_18"/>
  1944. <g id="xtick_19"/>
  1945. <g id="xtick_20"/>
  1946. </g>
  1947. <g id="matplotlib.axis_8"/>
  1948. <g id="line2d_7">
  1949. <path clip-path="url(#pf25c02c031)" d="M 18.697188 107.533004
  1950. L 372.281346 107.533004
  1951. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1952. </g>
  1953. <g id="line2d_8">
  1954. <path clip-path="url(#pf25c02c031)" d="M 19.365589 104.503863
  1955. L 20.03399 101.199508
  1956. L 20.702391 104.380512
  1957. L 21.370792 110.993654
  1958. L 22.039193 111.621235
  1959. L 22.707594 114.021927
  1960. L 23.375995 112.274717
  1961. L 24.044396 112.356484
  1962. L 24.712797 114.02464
  1963. L 25.381198 113.380696
  1964. L 26.049599 110.219647
  1965. L 26.718 109.174847
  1966. L 27.386401 111.893838
  1967. L 28.054802 112.763374
  1968. L 28.723203 111.914651
  1969. L 29.391604 113.455186
  1970. L 30.060005 111.983017
  1971. L 30.728407 112.676636
  1972. L 31.396808 109.281225
  1973. L 32.065209 110.39708
  1974. L 32.73361 108.038378
  1975. L 33.402011 107.534577
  1976. L 34.070412 111.994928
  1977. L 34.738813 112.779194
  1978. L 35.407214 113.813215
  1979. L 36.075615 111.557526
  1980. L 36.744016 112.763218
  1981. L 37.412417 108.48335
  1982. L 38.080818 111.19475
  1983. L 38.749219 112.426701
  1984. L 39.41762 113.131574
  1985. L 40.086021 114.437339
  1986. L 40.754422 113.505065
  1987. L 41.422823 112.379715
  1988. L 42.091224 114.245961
  1989. L 42.759626 113.152254
  1990. L 43.428027 113.766388
  1991. L 44.096428 112.646737
  1992. L 44.764829 112.490321
  1993. L 45.43323 113.560298
  1994. L 46.101631 112.755715
  1995. L 46.770032 110.831567
  1996. L 47.438433 111.0855
  1997. L 48.106834 111.903896
  1998. L 48.775235 112.11559
  1999. L 49.443636 110.911165
  2000. L 50.112037 107.604027
  2001. L 50.780438 108.979128
  2002. L 51.448839 112.931135
  2003. L 52.11724 109.055607
  2004. L 52.785641 110.097788
  2005. L 53.454042 112.263213
  2006. L 54.122443 116.010259
  2007. L 54.790845 113.3656
  2008. L 55.459246 111.806058
  2009. L 56.127647 111.793404
  2010. L 56.796048 112.640408
  2011. L 57.464449 112.981896
  2012. L 58.801251 112.845685
  2013. L 59.469652 112.334268
  2014. L 60.138053 112.166439
  2015. L 60.806454 111.45822
  2016. L 61.474855 109.575748
  2017. L 62.143256 112.719034
  2018. L 62.811657 111.813426
  2019. L 63.480058 110.461535
  2020. L 64.148459 111.764746
  2021. L 64.81686 111.799075
  2022. L 65.485261 113.788017
  2023. L 66.153662 109.953485
  2024. L 66.822064 112.830248
  2025. L 67.490465 113.214246
  2026. L 68.158866 111.880276
  2027. L 68.827267 112.342291
  2028. L 69.495668 112.460782
  2029. L 70.164069 109.802586
  2030. L 70.83247 112.192904
  2031. L 71.500871 111.981298
  2032. L 72.169272 112.405773
  2033. L 72.837673 112.326991
  2034. L 73.506074 111.381675
  2035. L 74.174475 113.344761
  2036. L 74.842876 112.792032
  2037. L 75.511277 112.799648
  2038. L 76.179678 112.632407
  2039. L 76.848079 114.007034
  2040. L 77.51648 111.617573
  2041. L 78.184881 113.596865
  2042. L 79.521684 113.601679
  2043. L 80.190085 112.500785
  2044. L 80.858486 112.01373
  2045. L 81.526887 112.051766
  2046. L 82.195288 113.116344
  2047. L 82.863689 113.425874
  2048. L 83.53209 111.909295
  2049. L 84.200491 111.499896
  2050. L 84.868892 112.873979
  2051. L 86.205694 111.754123
  2052. L 86.874095 112.051405
  2053. L 87.542496 111.399688
  2054. L 88.210897 111.407393
  2055. L 88.879298 111.772114
  2056. L 89.547699 113.876406
  2057. L 90.2161 108.616306
  2058. L 90.884502 108.95698
  2059. L 91.552903 107.602286
  2060. L 92.221304 110.725415
  2061. L 92.889705 112.602011
  2062. L 93.558106 109.102277
  2063. L 94.226507 113.201589
  2064. L 94.894908 113.989678
  2065. L 95.563309 110.012675
  2066. L 96.23171 109.965962
  2067. L 96.900111 110.759698
  2068. L 97.568512 110.175962
  2069. L 98.236913 110.976816
  2070. L 98.905314 113.151352
  2071. L 99.573715 111.069726
  2072. L 100.242116 110.861399
  2073. L 100.910517 112.945689
  2074. L 101.578918 108.977321
  2075. L 102.247319 112.98942
  2076. L 102.915721 112.902683
  2077. L 103.584122 110.613385
  2078. L 105.589325 111.564464
  2079. L 106.257726 114.290619
  2080. L 106.926127 113.90043
  2081. L 107.594528 113.168753
  2082. L 108.262929 111.907126
  2083. L 108.93133 109.782267
  2084. L 109.599731 112.216001
  2085. L 110.268132 113.022394
  2086. L 110.936533 111.520326
  2087. L 111.604934 113.761846
  2088. L 112.273335 112.520492
  2089. L 112.941736 110.334547
  2090. L 113.610137 110.101337
  2091. L 114.278538 113.255445
  2092. L 114.94694 112.560902
  2093. L 115.615341 112.649991
  2094. L 116.283742 111.466696
  2095. L 116.952143 108.564328
  2096. L 117.620544 110.784694
  2097. L 118.288945 113.420291
  2098. L 118.957346 113.71226
  2099. L 119.625747 113.40289
  2100. L 120.294148 109.756209
  2101. L 120.962549 109.006339
  2102. L 121.63095 111.87752
  2103. L 122.299351 111.351527
  2104. L 122.967752 108.259904
  2105. L 123.636153 111.159109
  2106. L 124.304554 112.789389
  2107. L 124.972955 112.381908
  2108. L 125.641356 112.30075
  2109. L 126.309757 111.83006
  2110. L 126.978159 111.653642
  2111. L 127.64656 112.421706
  2112. L 128.314961 111.538948
  2113. L 128.983362 113.583238
  2114. L 129.651763 114.743232
  2115. L 130.320164 112.022206
  2116. L 131.656966 105.109635
  2117. L 132.325367 106.308141
  2118. L 132.993768 112.068311
  2119. L 133.662169 113.386596
  2120. L 134.33057 109.963769
  2121. L 134.998971 112.396486
  2122. L 135.667372 107.939323
  2123. L 136.335773 107.721728
  2124. L 137.672575 111.252809
  2125. L 138.340976 111.106633
  2126. L 139.009378 112.029461
  2127. L 139.677779 112.452037
  2128. L 140.34618 111.759457
  2129. L 141.014581 114.188061
  2130. L 141.682982 111.745693
  2131. L 142.351383 113.999057
  2132. L 143.019784 112.956153
  2133. L 143.688185 112.871358
  2134. L 144.356586 112.622508
  2135. L 145.024987 106.047426
  2136. L 145.693388 105.646681
  2137. L 146.361789 106.079767
  2138. L 147.03019 108.600532
  2139. L 147.698591 112.648499
  2140. L 148.366992 111.929522
  2141. L 149.035393 113.383182
  2142. L 149.703794 113.946443
  2143. L 150.372195 112.680705
  2144. L 151.040597 113.164593
  2145. L 151.708998 113.116072
  2146. L 152.377399 111.383574
  2147. L 153.0458 113.614698
  2148. L 153.714201 112.253201
  2149. L 154.382602 112.632046
  2150. L 155.719404 114.260924
  2151. L 156.387805 115.032038
  2152. L 157.056206 113.808447
  2153. L 157.724607 113.257662
  2154. L 158.393008 113.653049
  2155. L 159.061409 113.736217
  2156. L 160.398211 112.902252
  2157. L 161.066612 114.199
  2158. L 162.403414 110.675536
  2159. L 163.071816 108.384723
  2160. L 163.740217 107.329392
  2161. L 165.077019 113.133834
  2162. L 166.413821 111.371097
  2163. L 167.750623 114.208965
  2164. L 168.419024 114.136081
  2165. L 169.087425 115.178577
  2166. L 169.755826 114.439961
  2167. L 170.424227 113.427908
  2168. L 171.092628 111.44753
  2169. L 171.761029 110.433241
  2170. L 172.42943 112.019267
  2171. L 173.097831 112.490275
  2172. L 173.766232 113.874959
  2173. L 174.434633 111.23448
  2174. L 175.103035 111.058876
  2175. L 175.771436 113.47408
  2176. L 176.439837 114.365223
  2177. L 177.108238 114.699161
  2178. L 177.776639 113.785261
  2179. L 178.44504 114.449204
  2180. L 179.113441 111.544441
  2181. L 179.781842 111.339005
  2182. L 180.450243 109.918208
  2183. L 181.118644 113.282295
  2184. L 181.787045 113.526782
  2185. L 182.455446 112.916151
  2186. L 183.123847 111.837383
  2187. L 183.792248 111.078043
  2188. L 184.460649 110.962103
  2189. L 185.12905 111.535874
  2190. L 186.465852 103.761655
  2191. L 187.134254 107.008946
  2192. L 187.802655 109.321316
  2193. L 188.471056 107.973698
  2194. L 189.139457 107.374998
  2195. L 189.807858 110.699672
  2196. L 190.476259 112.391785
  2197. L 191.14466 113.60516
  2198. L 191.813061 111.844207
  2199. L 192.481462 110.897196
  2200. L 193.149863 113.123801
  2201. L 193.818264 111.83214
  2202. L 194.486665 108.694188
  2203. L 195.155066 109.338516
  2204. L 195.823467 112.027247
  2205. L 196.491868 112.320843
  2206. L 197.160269 113.272599
  2207. L 197.82867 112.661404
  2208. L 199.165473 109.351396
  2209. L 199.833874 112.664047
  2210. L 200.502275 112.896308
  2211. L 201.170676 111.717849
  2212. L 201.839077 112.261179
  2213. L 202.507478 111.851982
  2214. L 203.175879 110.641703
  2215. L 203.84428 111.526902
  2216. L 204.512681 113.28313
  2217. L 205.181082 112.805343
  2218. L 205.849483 111.881814
  2219. L 206.517884 109.87886
  2220. L 207.186285 108.429268
  2221. L 207.854686 111.693489
  2222. L 208.523087 110.840156
  2223. L 209.191488 111.950383
  2224. L 210.52829 112.877775
  2225. L 211.196692 112.290017
  2226. L 211.865093 112.468533
  2227. L 212.533494 111.00109
  2228. L 213.201895 110.461761
  2229. L 213.870296 112.643345
  2230. L 214.538697 112.351648
  2231. L 215.207098 108.784903
  2232. L 215.875499 110.483368
  2233. L 216.5439 110.554038
  2234. L 217.212301 112.44989
  2235. L 217.880702 110.98597
  2236. L 218.549103 113.50676
  2237. L 219.217504 110.304895
  2238. L 219.885905 108.475734
  2239. L 220.554306 108.639767
  2240. L 221.222707 111.051624
  2241. L 222.559509 107.524092
  2242. L 223.227911 110.659468
  2243. L 224.564713 105.329377
  2244. L 225.233114 110.896428
  2245. L 225.901515 111.430853
  2246. L 227.238317 114.238571
  2247. L 227.906718 112.146799
  2248. L 229.24352 111.207429
  2249. L 229.911921 110.094216
  2250. L 230.580322 110.116726
  2251. L 231.248723 113.625749
  2252. L 231.917124 113.082217
  2253. L 232.585525 113.143757
  2254. L 233.253926 111.848954
  2255. L 233.922327 112.3575
  2256. L 234.590728 112.350969
  2257. L 235.25913 112.198712
  2258. L 235.927531 109.40175
  2259. L 236.595932 110.617927
  2260. L 237.264333 111.444346
  2261. L 237.932734 113.529089
  2262. L 238.601135 113.24053
  2263. L 239.269536 111.250775
  2264. L 239.937937 110.490688
  2265. L 240.606338 113.2288
  2266. L 241.274739 114.201982
  2267. L 241.94314 113.411996
  2268. L 242.611541 111.232039
  2269. L 243.279942 112.71908
  2270. L 243.948343 113.363747
  2271. L 244.616744 111.832434
  2272. L 245.285145 112.734221
  2273. L 245.953546 113.903073
  2274. L 246.621947 113.140411
  2275. L 247.290349 110.464902
  2276. L 247.95875 112.555387
  2277. L 248.627151 113.231015
  2278. L 249.295552 113.602245
  2279. L 249.963953 109.874927
  2280. L 250.632354 111.022425
  2281. L 251.300755 110.833056
  2282. L 252.637557 112.359965
  2283. L 253.305958 111.584171
  2284. L 253.974359 111.166138
  2285. L 254.64276 112.198192
  2286. L 255.311161 113.010529
  2287. L 255.979562 112.300074
  2288. L 257.984765 111.29932
  2289. L 258.653166 109.996268
  2290. L 259.321568 112.536425
  2291. L 259.989969 111.970543
  2292. L 260.65837 110.891411
  2293. L 261.326771 109.51371
  2294. L 261.995172 110.033875
  2295. L 262.663573 110.177656
  2296. L 263.331974 113.971935
  2297. L 264.000375 112.081803
  2298. L 264.668776 110.973992
  2299. L 265.337177 109.180405
  2300. L 266.005578 107.046847
  2301. L 266.673979 108.360226
  2302. L 267.34238 110.994942
  2303. L 268.010781 112.996245
  2304. L 268.679182 113.367384
  2305. L 270.684385 110.91148
  2306. L 271.352787 107.255669
  2307. L 272.021188 110.364807
  2308. L 272.689589 111.579357
  2309. L 273.35799 112.472173
  2310. L 274.026391 107.530261
  2311. L 274.694792 108.209596
  2312. L 275.363193 111.413382
  2313. L 276.031594 112.369049
  2314. L 276.699995 111.705715
  2315. L 277.368396 108.352496
  2316. L 278.036797 109.400621
  2317. L 278.705198 105.686614
  2318. L 279.373599 110.874304
  2319. L 280.042 108.650206
  2320. L 280.710401 104.956519
  2321. L 281.378802 111.156148
  2322. L 282.047203 111.667135
  2323. L 282.715604 108.801313
  2324. L 283.384006 109.306604
  2325. L 284.052407 110.961583
  2326. L 284.720808 106.469302
  2327. L 285.389209 111.078856
  2328. L 286.05761 111.409427
  2329. L 286.726011 113.936116
  2330. L 287.394412 113.140842
  2331. L 288.062813 108.313377
  2332. L 288.731214 109.442725
  2333. L 289.399615 104.056404
  2334. L 290.068016 112.285089
  2335. L 290.736417 110.960454
  2336. L 291.404818 107.531956
  2337. L 292.073219 112.537441
  2338. L 292.74162 109.682713
  2339. L 293.410021 108.727116
  2340. L 294.078422 108.065002
  2341. L 294.746823 112.302989
  2342. L 295.415225 110.082669
  2343. L 296.083626 111.962857
  2344. L 296.752027 108.442717
  2345. L 298.088829 111.742665
  2346. L 298.75723 111.874085
  2347. L 299.425631 109.309158
  2348. L 300.094032 110.030597
  2349. L 300.762433 108.389697
  2350. L 301.430834 106.326965
  2351. L 302.099235 107.164365
  2352. L 302.767636 110.699874
  2353. L 303.436037 111.654074
  2354. L 304.104438 110.820243
  2355. L 304.772839 108.97818
  2356. L 305.44124 108.589367
  2357. L 306.109641 106.676748
  2358. L 306.778042 109.787849
  2359. L 307.446444 114.425496
  2360. L 308.114845 110.512996
  2361. L 308.783246 110.633817
  2362. L 309.451647 113.195352
  2363. L 310.120048 112.571048
  2364. L 310.788449 110.653207
  2365. L 311.45685 111.453091
  2366. L 312.125251 111.241644
  2367. L 312.793652 108.206455
  2368. L 313.462053 111.688809
  2369. L 314.130454 110.861172
  2370. L 314.798855 111.75731
  2371. L 315.467256 113.005693
  2372. L 316.135657 111.436231
  2373. L 317.472459 107.713344
  2374. L 318.14086 109.316073
  2375. L 318.809261 108.99278
  2376. L 319.477663 112.79472
  2377. L 320.146064 114.198455
  2378. L 320.814465 112.321589
  2379. L 321.482866 111.8956
  2380. L 322.151267 112.38939
  2381. L 322.819668 107.866325
  2382. L 323.488069 109.652881
  2383. L 324.15647 110.110216
  2384. L 324.824871 108.327478
  2385. L 325.493272 104.197631
  2386. L 326.161673 109.296387
  2387. L 326.830074 111.761244
  2388. L 327.498475 109.17437
  2389. L 328.166876 113.179893
  2390. L 328.835277 113.454192
  2391. L 329.503678 112.273723
  2392. L 330.172079 112.88797
  2393. L 330.84048 112.45572
  2394. L 331.508882 110.07609
  2395. L 332.177283 109.453345
  2396. L 332.845684 110.560253
  2397. L 333.514085 108.883123
  2398. L 334.182486 112.402925
  2399. L 334.850887 113.63072
  2400. L 335.519288 110.813171
  2401. L 336.187689 110.260032
  2402. L 336.85609 112.646985
  2403. L 337.524491 110.425894
  2404. L 338.192892 109.918863
  2405. L 338.861293 111.104801
  2406. L 339.529694 112.010274
  2407. L 340.198095 110.30295
  2408. L 340.866496 111.33401
  2409. L 341.534897 110.629792
  2410. L 342.203298 111.870356
  2411. L 342.871699 112.636769
  2412. L 343.540101 112.091814
  2413. L 344.208502 110.403069
  2414. L 344.876903 107.576727
  2415. L 345.545304 98.971795
  2416. L 346.213705 109.189355
  2417. L 346.882106 110.159597
  2418. L 347.550507 110.114398
  2419. L 348.218908 112.561942
  2420. L 348.887309 109.771668
  2421. L 349.55571 108.380906
  2422. L 350.892512 109.737881
  2423. L 351.560913 112.252363
  2424. L 352.229314 113.177611
  2425. L 352.897715 112.768935
  2426. L 353.566116 111.544034
  2427. L 354.234517 110.788218
  2428. L 354.902918 112.268208
  2429. L 355.57132 112.334155
  2430. L 356.239721 112.544403
  2431. L 357.576523 109.01339
  2432. L 358.244924 108.684333
  2433. L 358.913325 112.480174
  2434. L 359.581726 112.467946
  2435. L 360.250127 109.668025
  2436. L 360.918528 113.183986
  2437. L 361.586929 110.797599
  2438. L 362.25533 112.863583
  2439. L 362.923731 108.912187
  2440. L 363.592132 109.757769
  2441. L 364.260533 109.108153
  2442. L 364.928934 109.3342
  2443. L 365.597335 113.094352
  2444. L 366.265736 111.071895
  2445. L 366.934137 110.092115
  2446. L 367.602539 109.80288
  2447. L 368.27094 110.577744
  2448. L 368.939341 111.861226
  2449. L 369.607742 110.522511
  2450. L 370.276143 112.81002
  2451. L 370.944544 110.868428
  2452. L 371.612945 109.593128
  2453. L 372.281346 112.356077
  2454. L 372.281346 112.356077
  2455. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2456. </g>
  2457. <g id="text_10">
  2458. <g id="patch_12">
  2459. <path d="M 18.697188 108.96222
  2460. L 46.430938 108.96222
  2461. Q 48.830938 108.96222 48.830938 106.56222
  2462. L 48.830938 98.81972
  2463. Q 48.830938 96.41972 46.430938 96.41972
  2464. L 18.697188 96.41972
  2465. Q 16.297188 96.41972 16.297188 98.81972
  2466. L 16.297188 106.56222
  2467. Q 16.297188 108.96222 18.697188 108.96222
  2468. z
  2469. " style="fill:#ffffff;opacity:0.8;"/>
  2470. </g>
  2471. <!-- DVARS -->
  2472. <defs>
  2473. <path d="M 19.671875 64.796875
  2474. L 19.671875 8.109375
  2475. L 31.59375 8.109375
  2476. Q 46.6875 8.109375 53.6875 14.9375
  2477. Q 60.6875 21.78125 60.6875 36.53125
  2478. Q 60.6875 51.171875 53.6875 57.984375
  2479. Q 46.6875 64.796875 31.59375 64.796875
  2480. z
  2481. M 9.8125 72.90625
  2482. L 30.078125 72.90625
  2483. Q 51.265625 72.90625 61.171875 64.09375
  2484. Q 71.09375 55.28125 71.09375 36.53125
  2485. Q 71.09375 17.671875 61.125 8.828125
  2486. Q 51.171875 0 30.078125 0
  2487. L 9.8125 0
  2488. z
  2489. " id="DejaVuSans-44"/>
  2490. <path d="M 28.609375 0
  2491. L 0.78125 72.90625
  2492. L 11.078125 72.90625
  2493. L 34.1875 11.53125
  2494. L 57.328125 72.90625
  2495. L 67.578125 72.90625
  2496. L 39.796875 0
  2497. z
  2498. " id="DejaVuSans-56"/>
  2499. <path d="M 34.1875 63.1875
  2500. L 20.796875 26.90625
  2501. L 47.609375 26.90625
  2502. z
  2503. M 28.609375 72.90625
  2504. L 39.796875 72.90625
  2505. L 67.578125 0
  2506. L 57.328125 0
  2507. L 50.6875 18.703125
  2508. L 17.828125 18.703125
  2509. L 11.1875 0
  2510. L 0.78125 0
  2511. z
  2512. " id="DejaVuSans-41"/>
  2513. <path d="M 44.390625 34.1875
  2514. Q 47.5625 33.109375 50.5625 29.59375
  2515. Q 53.5625 26.078125 56.59375 19.921875
  2516. L 66.609375 0
  2517. L 56 0
  2518. L 46.6875 18.703125
  2519. Q 43.0625 26.03125 39.671875 28.421875
  2520. Q 36.28125 30.8125 30.421875 30.8125
  2521. L 19.671875 30.8125
  2522. L 19.671875 0
  2523. L 9.8125 0
  2524. L 9.8125 72.90625
  2525. L 32.078125 72.90625
  2526. Q 44.578125 72.90625 50.734375 67.671875
  2527. Q 56.890625 62.453125 56.890625 51.90625
  2528. Q 56.890625 45.015625 53.6875 40.46875
  2529. Q 50.484375 35.9375 44.390625 34.1875
  2530. z
  2531. M 19.671875 64.796875
  2532. L 19.671875 38.921875
  2533. L 32.078125 38.921875
  2534. Q 39.203125 38.921875 42.84375 42.21875
  2535. Q 46.484375 45.515625 46.484375 51.90625
  2536. Q 46.484375 58.296875 42.84375 61.546875
  2537. Q 39.203125 64.796875 32.078125 64.796875
  2538. z
  2539. " id="DejaVuSans-52"/>
  2540. </defs>
  2541. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2542. <use xlink:href="#DejaVuSans-44"/>
  2543. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2544. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2545. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2546. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2547. </g>
  2548. </g>
  2549. <g id="text_11">
  2550. <g id="patch_13">
  2551. <path d="M 290.289663 105.826595
  2552. L 365.209663 105.826595
  2553. Q 366.409663 105.826595 366.409663 104.626595
  2554. L 366.409663 100.755345
  2555. Q 366.409663 99.555345 365.209663 99.555345
  2556. L 290.289663 99.555345
  2557. Q 289.089663 99.555345 289.089663 100.755345
  2558. L 289.089663 104.626595
  2559. Q 289.089663 105.826595 290.289663 105.826595
  2560. z
  2561. " style="fill:#ffffff;opacity:0.8;"/>
  2562. </g>
  2563. <!-- max: 1.746 $\bullet$ mean: 1.201 $\bullet$ $\sigma$: 0.094 -->
  2564. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2565. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2566. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2567. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2568. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2569. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2570. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2571. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2572. <use transform="translate(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
  2573. <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-34"/>
  2574. <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-36"/>
  2575. <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
  2576. <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2577. <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
  2578. <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2579. <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
  2580. <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
  2581. <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2582. <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2583. <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
  2584. <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-31"/>
  2585. <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2586. <use transform="translate(1140.095703 0.78125)" xlink:href="#DejaVuSans-32"/>
  2587. <use transform="translate(1203.71875 0.78125)" xlink:href="#DejaVuSans-30"/>
  2588. <use transform="translate(1267.341797 0.78125)" xlink:href="#DejaVuSans-31"/>
  2589. <use transform="translate(1330.964844 0.78125)" xlink:href="#DejaVuSans-20"/>
  2590. <use transform="translate(1362.751953 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2591. <use transform="translate(1425.349609 0.78125)" xlink:href="#DejaVuSans-20"/>
  2592. <use transform="translate(1457.136719 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2593. <use transform="translate(1520.515625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2594. <use transform="translate(1554.207031 0.78125)" xlink:href="#DejaVuSans-20"/>
  2595. <use transform="translate(1585.994141 0.78125)" xlink:href="#DejaVuSans-30"/>
  2596. <use transform="translate(1649.617188 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2597. <use transform="translate(1681.404297 0.78125)" xlink:href="#DejaVuSans-30"/>
  2598. <use transform="translate(1745.027344 0.78125)" xlink:href="#DejaVuSans-39"/>
  2599. <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-34"/>
  2600. </g>
  2601. </g>
  2602. <g id="text_12">
  2603. <!-- 1.37 -->
  2604. <g style="fill:#d3d3d3;" transform="translate(11.0175 108.360817)scale(0.03 -0.03)">
  2605. <use xlink:href="#DejaVuSans-31"/>
  2606. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2607. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2608. <use x="159.033203" xlink:href="#DejaVuSans-37"/>
  2609. </g>
  2610. </g>
  2611. </g>
  2612. <g id="axes_5">
  2613. <g id="patch_14">
  2614. <path d="M 18.697188 148.249344
  2615. L 372.281346 148.249344
  2616. L 372.281346 122.702592
  2617. L 18.697188 122.702592
  2618. z
  2619. " style="fill:#ffffff;"/>
  2620. </g>
  2621. <g id="matplotlib.axis_9">
  2622. <g id="xtick_21"/>
  2623. <g id="xtick_22"/>
  2624. <g id="xtick_23"/>
  2625. <g id="xtick_24"/>
  2626. <g id="xtick_25"/>
  2627. </g>
  2628. <g id="matplotlib.axis_10"/>
  2629. <g id="line2d_9">
  2630. <path clip-path="url(#p69109c5cdd)" d="M 18.697188 137.189996
  2631. L 372.281346 137.189996
  2632. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2633. </g>
  2634. <g id="line2d_10">
  2635. <path clip-path="url(#p69109c5cdd)" d="M 19.365589 137.474884
  2636. L 20.03399 137.295322
  2637. L 20.702391 138.819786
  2638. L 21.370792 144.505057
  2639. L 22.039193 140.236736
  2640. L 22.707594 141.222874
  2641. L 23.375995 143.645606
  2642. L 24.044396 140.80521
  2643. L 24.712797 143.036733
  2644. L 25.381198 141.880029
  2645. L 26.049599 142.391799
  2646. L 26.718 142.315154
  2647. L 27.386401 139.58646
  2648. L 28.054802 143.901565
  2649. L 28.723203 141.309378
  2650. L 29.391604 143.325787
  2651. L 30.060005 139.458496
  2652. L 30.728407 142.010666
  2653. L 31.396808 141.479349
  2654. L 32.065209 139.496837
  2655. L 32.73361 143.903557
  2656. L 33.402011 140.944345
  2657. L 34.070412 143.670237
  2658. L 34.738813 143.239107
  2659. L 35.407214 144.419912
  2660. L 36.075615 140.903669
  2661. L 36.744016 141.381008
  2662. L 37.412417 142.940349
  2663. L 38.080818 140.124512
  2664. L 38.749219 142.900322
  2665. L 39.41762 142.178383
  2666. L 40.086021 142.819022
  2667. L 40.754422 144.472591
  2668. L 41.422823 138.753917
  2669. L 42.091224 143.985396
  2670. L 42.759626 141.127209
  2671. L 44.096428 141.997072
  2672. L 44.764829 138.550505
  2673. L 45.43323 142.253225
  2674. L 46.101631 139.151693
  2675. L 46.770032 141.480058
  2676. L 47.438433 142.233064
  2677. L 48.106834 137.759737
  2678. L 48.775235 143.122646
  2679. L 49.443636 144.377887
  2680. L 50.112037 136.124489
  2681. L 50.780438 133.691702
  2682. L 51.448839 143.473544
  2683. L 52.11724 139.404013
  2684. L 52.785641 142.239991
  2685. L 53.454042 142.097126
  2686. L 54.122443 143.958337
  2687. L 55.459246 139.784825
  2688. L 56.127647 144.829688
  2689. L 56.796048 139.105004
  2690. L 58.13285 143.951361
  2691. L 58.801251 141.27774
  2692. L 59.469652 139.819215
  2693. L 60.138053 145.003017
  2694. L 60.806454 139.101468
  2695. L 61.474855 140.676305
  2696. L 62.143256 143.541915
  2697. L 62.811657 138.906213
  2698. L 63.480058 140.948137
  2699. L 64.148459 139.850675
  2700. L 64.81686 141.320541
  2701. L 65.485261 143.281439
  2702. L 66.153662 138.856
  2703. L 66.822064 141.040342
  2704. L 67.490465 143.882111
  2705. L 68.158866 141.502842
  2706. L 68.827267 139.536263
  2707. L 69.495668 144.47792
  2708. L 70.164069 143.636109
  2709. L 70.83247 141.903132
  2710. L 71.500871 143.353784
  2711. L 72.169272 144.499736
  2712. L 72.837673 141.25571
  2713. L 73.506074 140.204493
  2714. L 74.174475 143.722434
  2715. L 74.842876 143.755875
  2716. L 75.511277 137.134349
  2717. L 76.179678 139.409843
  2718. L 76.848079 144.283472
  2719. L 77.51648 142.889433
  2720. L 78.184881 142.81029
  2721. L 79.521684 139.806594
  2722. L 80.190085 143.817354
  2723. L 80.858486 139.606329
  2724. L 81.526887 143.413811
  2725. L 82.195288 141.969642
  2726. L 82.863689 143.440691
  2727. L 84.200491 139.561696
  2728. L 84.868892 144.125693
  2729. L 85.537293 143.615447
  2730. L 86.205694 140.897365
  2731. L 86.874095 144.025484
  2732. L 87.542496 139.648315
  2733. L 88.210897 137.007105
  2734. L 88.879298 137.968724
  2735. L 89.547699 141.74185
  2736. L 90.2161 139.020477
  2737. L 90.884502 141.150833
  2738. L 91.552903 143.777021
  2739. L 92.221304 139.980104
  2740. L 92.889705 140.904438
  2741. L 93.558106 142.374509
  2742. L 94.226507 140.388068
  2743. L 94.894908 145.332679
  2744. L 95.563309 138.683472
  2745. L 96.23171 140.733739
  2746. L 96.900111 143.805786
  2747. L 97.568512 137.467069
  2748. L 98.236913 138.872964
  2749. L 98.905314 145.40358
  2750. L 99.573715 139.675745
  2751. L 100.242116 140.789512
  2752. L 100.910517 143.456405
  2753. L 101.578918 138.281356
  2754. L 102.247319 139.748735
  2755. L 102.915721 141.911675
  2756. L 103.584122 140.882182
  2757. L 104.252523 143.187915
  2758. L 104.920924 139.721397
  2759. L 105.589325 141.963499
  2760. L 106.257726 142.916243
  2761. L 106.926127 140.691782
  2762. L 107.594528 142.521477
  2763. L 108.262929 143.254564
  2764. L 108.93133 139.456882
  2765. L 109.599731 144.592078
  2766. L 110.268132 138.902045
  2767. L 110.936533 141.955707
  2768. L 111.604934 142.871514
  2769. L 112.273335 139.339976
  2770. L 112.941736 139.445043
  2771. L 113.610137 143.193032
  2772. L 114.278538 139.029102
  2773. L 114.94694 142.469711
  2774. L 115.615341 142.649424
  2775. L 116.283742 135.090529
  2776. L 116.952143 136.901201
  2777. L 117.620544 141.620311
  2778. L 118.288945 142.193723
  2779. L 118.957346 140.726267
  2780. L 119.625747 144.967709
  2781. L 120.294148 138.497633
  2782. L 120.962549 139.780221
  2783. L 121.63095 145.062565
  2784. L 122.299351 140.257925
  2785. L 122.967752 139.333861
  2786. L 123.636153 142.173226
  2787. L 124.304554 143.88017
  2788. L 124.972955 144.68208
  2789. L 125.641356 140.094038
  2790. L 126.309757 138.70422
  2791. L 126.978159 141.628096
  2792. L 127.64656 143.640537
  2793. L 128.314961 141.21049
  2794. L 128.983362 140.44166
  2795. L 129.651763 144.71704
  2796. L 130.320164 138.993601
  2797. L 130.988565 139.340956
  2798. L 131.656966 143.734005
  2799. L 132.325367 140.339912
  2800. L 132.993768 141.405974
  2801. L 133.662169 141.005666
  2802. L 134.33057 135.544294
  2803. L 134.998971 142.621738
  2804. L 135.667372 138.399216
  2805. L 137.004174 143.003822
  2806. L 137.672575 138.187381
  2807. L 138.340976 138.38208
  2808. L 139.009378 145.232659
  2809. L 139.677779 140.876462
  2810. L 140.34618 139.180331
  2811. L 141.014581 141.924856
  2812. L 141.682982 143.386752
  2813. L 142.351383 140.614695
  2814. L 143.019784 140.030762
  2815. L 143.688185 143.797685
  2816. L 144.356586 142.1647
  2817. L 145.024987 135.093096
  2818. L 145.693388 135.671658
  2819. L 146.361789 142.513507
  2820. L 147.03019 144.153869
  2821. L 147.698591 143.194184
  2822. L 148.366992 139.138068
  2823. L 149.703794 145.085249
  2824. L 150.372195 139.466784
  2825. L 151.040597 142.276601
  2826. L 151.708998 142.862565
  2827. L 152.377399 138.057253
  2828. L 153.0458 144.635388
  2829. L 153.714201 138.721713
  2830. L 154.382602 139.83112
  2831. L 155.051003 143.621391
  2832. L 155.719404 140.187919
  2833. L 156.387805 138.97151
  2834. L 157.056206 143.338838
  2835. L 157.724607 138.308772
  2836. L 158.393008 139.028476
  2837. L 159.061409 144.393624
  2838. L 159.72981 140.267502
  2839. L 160.398211 138.038945
  2840. L 161.066612 142.840785
  2841. L 161.735013 140.096782
  2842. L 162.403414 138.075502
  2843. L 163.071816 139.917319
  2844. L 163.740217 136.169971
  2845. L 165.077019 145.643574
  2846. L 165.74542 139.77219
  2847. L 166.413821 137.870333
  2848. L 167.082222 142.592932
  2849. L 167.750623 141.658243
  2850. L 168.419024 140.962468
  2851. L 169.087425 144.218109
  2852. L 169.755826 139.693983
  2853. L 170.424227 136.695695
  2854. L 171.092628 140.25927
  2855. L 171.761029 139.462158
  2856. L 172.42943 139.182246
  2857. L 173.766232 143.672821
  2858. L 174.434633 137.609075
  2859. L 175.103035 137.186786
  2860. L 175.771436 139.132108
  2861. L 176.439837 139.637269
  2862. L 177.108238 144.492741
  2863. L 177.776639 140.191036
  2864. L 179.113441 143.758012
  2865. L 179.781842 140.010364
  2866. L 181.118644 142.702245
  2867. L 181.787045 139.838682
  2868. L 182.455446 141.243669
  2869. L 183.123847 145.053853
  2870. L 183.792248 139.795236
  2871. L 184.460649 142.186224
  2872. L 185.12905 142.257881
  2873. L 185.797451 141.098984
  2874. L 186.465852 138.97694
  2875. L 187.134254 141.576302
  2876. L 187.802655 139.594732
  2877. L 188.471056 135.165206
  2878. L 189.139457 134.828879
  2879. L 189.807858 140.605001
  2880. L 190.476259 142.712248
  2881. L 191.14466 139.630715
  2882. L 191.813061 144.329222
  2883. L 192.481462 139.053861
  2884. L 193.149863 139.899383
  2885. L 193.818264 145.845108
  2886. L 194.486665 141.218685
  2887. L 195.155066 140.444689
  2888. L 195.823467 145.717085
  2889. L 196.491868 140.614216
  2890. L 197.160269 140.485
  2891. L 197.82867 144.293917
  2892. L 198.497071 140.14122
  2893. L 199.165473 138.25863
  2894. L 199.833874 140.356771
  2895. L 200.502275 143.951259
  2896. L 201.170676 141.702604
  2897. L 201.839077 140.878367
  2898. L 202.507478 142.724545
  2899. L 203.175879 141.707312
  2900. L 203.84428 143.291667
  2901. L 204.512681 142.765313
  2902. L 205.181082 140.291078
  2903. L 205.849483 136.524262
  2904. L 206.517884 141.695653
  2905. L 207.186285 137.05931
  2906. L 207.854686 141.125278
  2907. L 208.523087 144.018972
  2908. L 209.191488 142.065034
  2909. L 209.859889 138.623186
  2910. L 210.52829 143.019096
  2911. L 211.196692 142.222648
  2912. L 211.865093 137.983284
  2913. L 212.533494 137.007901
  2914. L 213.201895 140.812916
  2915. L 213.870296 143.051431
  2916. L 215.207098 139.16083
  2917. L 215.875499 143.156394
  2918. L 216.5439 140.413711
  2919. L 217.212301 140.131656
  2920. L 217.880702 144.066473
  2921. L 218.549103 141.448032
  2922. L 219.217504 139.993067
  2923. L 219.885905 141.119388
  2924. L 220.554306 140.480068
  2925. L 221.222707 141.872153
  2926. L 221.891108 137.748768
  2927. L 222.559509 135.332109
  2928. L 223.227911 143.050508
  2929. L 223.896312 140.051882
  2930. L 224.564713 138.263036
  2931. L 225.233114 145.370455
  2932. L 225.901515 139.95741
  2933. L 226.569916 139.324563
  2934. L 227.238317 145.182611
  2935. L 227.906718 142.293941
  2936. L 228.575119 137.90732
  2937. L 229.24352 141.604735
  2938. L 229.911921 139.51481
  2939. L 230.580322 140.208397
  2940. L 231.248723 144.762563
  2941. L 231.917124 143.583494
  2942. L 232.585525 143.37121
  2943. L 233.253926 142.967621
  2944. L 233.922327 144.18857
  2945. L 234.590728 139.147758
  2946. L 235.25913 140.829635
  2947. L 235.927531 144.856378
  2948. L 236.595932 140.890782
  2949. L 237.264333 141.049509
  2950. L 237.932734 141.821758
  2951. L 238.601135 141.840387
  2952. L 239.269536 145.425613
  2953. L 239.937937 139.40121
  2954. L 240.606338 141.764153
  2955. L 241.274739 143.124698
  2956. L 241.94314 142.761558
  2957. L 242.611541 144.390139
  2958. L 243.279942 144.064021
  2959. L 243.948343 145.150676
  2960. L 244.616744 141.891559
  2961. L 245.285145 143.829112
  2962. L 245.953546 144.218468
  2963. L 246.621947 143.666626
  2964. L 247.290349 143.296656
  2965. L 247.95875 140.5452
  2966. L 248.627151 144.505111
  2967. L 249.295552 140.613587
  2968. L 249.963953 138.926584
  2969. L 250.632354 144.418067
  2970. L 251.300755 139.755823
  2971. L 251.969156 142.536943
  2972. L 252.637557 141.96906
  2973. L 253.305958 139.634202
  2974. L 253.974359 140.702808
  2975. L 254.64276 144.321297
  2976. L 255.311161 143.032064
  2977. L 255.979562 141.439717
  2978. L 256.647963 143.906837
  2979. L 257.316364 142.502628
  2980. L 257.984765 142.014544
  2981. L 258.653166 142.149132
  2982. L 259.321568 139.466284
  2983. L 259.989969 139.633398
  2984. L 260.65837 144.564065
  2985. L 261.326771 140.787545
  2986. L 261.995172 138.350997
  2987. L 262.663573 141.093552
  2988. L 263.331974 144.806638
  2989. L 264.000375 142.508896
  2990. L 264.668776 138.000402
  2991. L 265.337177 136.688112
  2992. L 266.005578 137.450227
  2993. L 266.673979 141.919248
  2994. L 267.34238 140.998839
  2995. L 268.010781 143.490784
  2996. L 268.679182 139.745151
  2997. L 269.347583 142.829462
  2998. L 270.015984 140.448928
  2999. L 270.684385 140.840271
  3000. L 271.352787 141.066992
  3001. L 272.021188 140.474299
  3002. L 272.689589 141.372526
  3003. L 273.35799 143.97601
  3004. L 274.026391 137.326002
  3005. L 274.694792 137.194811
  3006. L 275.363193 139.183596
  3007. L 276.031594 139.703999
  3008. L 276.699995 144.0623
  3009. L 277.368396 139.714814
  3010. L 278.036797 137.388287
  3011. L 278.705198 139.365001
  3012. L 279.373599 138.007541
  3013. L 280.042 139.49445
  3014. L 280.710401 135.624708
  3015. L 281.378802 139.116452
  3016. L 282.047203 144.006265
  3017. L 282.715604 141.448605
  3018. L 283.384006 141.754225
  3019. L 284.052407 143.281668
  3020. L 284.720808 137.539682
  3021. L 285.389209 143.255706
  3022. L 286.05761 139.755693
  3023. L 286.726011 140.035275
  3024. L 287.394412 144.205574
  3025. L 288.062813 140.29368
  3026. L 288.731214 138.37674
  3027. L 289.399615 133.857775
  3028. L 290.068016 145.026246
  3029. L 290.736417 138.339998
  3030. L 291.404818 135.741116
  3031. L 292.073219 141.042885
  3032. L 292.74162 142.254874
  3033. L 293.410021 139.178459
  3034. L 294.078422 139.035297
  3035. L 294.746823 143.232993
  3036. L 295.415225 138.514391
  3037. L 296.083626 141.592535
  3038. L 296.752027 141.458477
  3039. L 297.420428 141.776789
  3040. L 298.088829 140.208072
  3041. L 298.75723 141.979866
  3042. L 299.425631 140.858968
  3043. L 300.094032 138.09302
  3044. L 300.762433 138.149834
  3045. L 301.430834 143.157112
  3046. L 302.099235 138.365849
  3047. L 302.767636 139.734428
  3048. L 303.436037 142.777841
  3049. L 304.104438 140.753342
  3050. L 304.772839 139.800054
  3051. L 305.44124 137.548193
  3052. L 306.109641 139.553562
  3053. L 306.778042 137.854442
  3054. L 307.446444 142.581184
  3055. L 308.114845 143.372303
  3056. L 308.783246 142.23151
  3057. L 309.451647 143.615892
  3058. L 310.120048 138.240001
  3059. L 310.788449 138.793408
  3060. L 311.45685 143.20833
  3061. L 312.125251 140.682825
  3062. L 312.793652 137.464186
  3063. L 313.462053 142.401828
  3064. L 314.130454 141.797867
  3065. L 314.798855 142.962246
  3066. L 315.467256 143.198154
  3067. L 316.135657 140.09508
  3068. L 316.804058 144.190629
  3069. L 317.472459 139.228042
  3070. L 318.14086 142.632435
  3071. L 319.477663 138.970423
  3072. L 320.146064 143.757634
  3073. L 320.814465 139.597656
  3074. L 321.482866 142.340412
  3075. L 322.151267 141.607405
  3076. L 322.819668 136.766536
  3077. L 323.488069 143.387659
  3078. L 324.15647 140.329997
  3079. L 324.824871 139.707987
  3080. L 326.161673 139.049416
  3081. L 326.830074 144.326289
  3082. L 327.498475 137.020644
  3083. L 328.835277 144.009686
  3084. L 329.503678 139.132642
  3085. L 330.172079 140.703312
  3086. L 330.84048 144.641708
  3087. L 331.508882 141.260852
  3088. L 332.177283 140.184705
  3089. L 332.845684 144.436564
  3090. L 333.514085 138.358341
  3091. L 334.182486 140.379898
  3092. L 334.850887 143.375516
  3093. L 335.519288 138.816522
  3094. L 336.187689 138.811291
  3095. L 336.85609 143.582436
  3096. L 337.524491 142.55489
  3097. L 338.192892 137.900651
  3098. L 338.861293 139.696823
  3099. L 339.529694 143.76468
  3100. L 340.198095 139.775695
  3101. L 340.866496 140.761134
  3102. L 341.534897 144.745194
  3103. L 342.203298 140.175233
  3104. L 342.871699 139.632881
  3105. L 343.540101 142.132207
  3106. L 344.208502 144.014656
  3107. L 344.876903 140.567516
  3108. L 345.545304 124.880825
  3109. L 346.882106 143.461063
  3110. L 347.550507 138.367325
  3111. L 348.218908 143.156094
  3112. L 348.887309 141.932502
  3113. L 349.55571 140.062547
  3114. L 350.224111 145.293353
  3115. L 350.892512 139.893798
  3116. L 351.560913 140.062833
  3117. L 352.229314 144.560792
  3118. L 352.897715 141.006268
  3119. L 353.566116 145.158419
  3120. L 354.234517 139.382513
  3121. L 354.902918 141.536816
  3122. L 356.239721 142.072348
  3123. L 356.908122 143.743594
  3124. L 357.576523 141.553181
  3125. L 358.244924 142.229721
  3126. L 358.913325 140.471221
  3127. L 359.581726 142.663904
  3128. L 360.250127 137.544813
  3129. L 360.918528 143.918448
  3130. L 361.586929 139.161272
  3131. L 362.25533 143.220647
  3132. L 362.923731 138.601041
  3133. L 364.260533 144.05177
  3134. L 364.928934 139.874473
  3135. L 365.597335 144.207899
  3136. L 366.265736 140.492003
  3137. L 366.934137 142.9408
  3138. L 367.602539 143.395834
  3139. L 368.27094 141.254384
  3140. L 368.939341 142.655213
  3141. L 369.607742 135.979959
  3142. L 370.276143 140.600211
  3143. L 370.944544 143.935679
  3144. L 371.612945 138.673098
  3145. L 372.281346 143.48676
  3146. L 372.281346 143.48676
  3147. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3148. </g>
  3149. <g id="text_13">
  3150. <g id="patch_15">
  3151. <path d="M 18.697188 136.637868
  3152. L 29.458438 136.637868
  3153. Q 31.858438 136.637868 31.858438 134.237868
  3154. L 31.858438 126.495368
  3155. Q 31.858438 124.095368 29.458438 124.095368
  3156. L 18.697188 124.095368
  3157. Q 16.297188 124.095368 16.297188 126.495368
  3158. L 16.297188 134.237868
  3159. Q 16.297188 136.637868 18.697188 136.637868
  3160. z
  3161. " style="fill:#ffffff;opacity:0.8;"/>
  3162. </g>
  3163. <!-- FD -->
  3164. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3165. <use xlink:href="#DejaVuSans-46"/>
  3166. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3167. </g>
  3168. </g>
  3169. <g id="text_14">
  3170. <g id="patch_16">
  3171. <path d="M 290.289663 133.502243
  3172. L 365.209663 133.502243
  3173. Q 366.409663 133.502243 366.409663 132.302243
  3174. L 366.409663 128.430993
  3175. Q 366.409663 127.230993 365.209663 127.230993
  3176. L 290.289663 127.230993
  3177. Q 289.089663 127.230993 289.089663 128.430993
  3178. L 289.089663 132.302243
  3179. Q 289.089663 133.502243 290.289663 133.502243
  3180. z
  3181. " style="fill:#ffffff;opacity:0.8;"/>
  3182. </g>
  3183. <!-- max: 0.614 $\bullet$ mean: 0.156 $\bullet$ $\sigma$: 0.069 -->
  3184. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3185. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3186. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3187. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3188. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3189. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3190. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3191. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3192. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
  3193. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-31"/>
  3194. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
  3195. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3196. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3197. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3198. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3199. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3200. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3201. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3202. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3203. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3204. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3205. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3206. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3207. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-35"/>
  3208. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-36"/>
  3209. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3210. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3211. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3212. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3213. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3214. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3215. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3216. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3217. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3218. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
  3219. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-39"/>
  3220. </g>
  3221. </g>
  3222. <g id="text_15">
  3223. <!-- 0.27 -->
  3224. <g style="fill:#d3d3d3;" transform="translate(11.0175 138.017809)scale(0.03 -0.03)">
  3225. <use xlink:href="#DejaVuSans-30"/>
  3226. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3227. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  3228. <use x="159.033203" xlink:href="#DejaVuSans-37"/>
  3229. </g>
  3230. </g>
  3231. </g>
  3232. <g id="axes_6">
  3233. <g id="patch_17">
  3234. <path d="M 15.161346 278.112
  3235. L 18.697188 278.112
  3236. L 18.697188 150.37824
  3237. L 15.161346 150.37824
  3238. z
  3239. " style="fill:#ffffff;"/>
  3240. </g>
  3241. <g clip-path="url(#p664d5ac095)">
  3242. <image height="950" id="image4a76675d49" transform="matrix(4 0 0 0.134737 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3243. iVBORw0KGgoAAAANSUhEUgAAAAEAAAO2CAYAAAApMv3ZAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1QgXyb2zy4k1XsY/tJAkAAAAA4BOWbxYyrtQULGQYRzMXVgYA4EkO6gkNhNseOisAAAAASUVORK5CYII="/>
  3244. </g>
  3245. <g id="matplotlib.axis_11"/>
  3246. <g id="matplotlib.axis_12"/>
  3247. </g>
  3248. <g id="axes_7">
  3249. <g id="patch_18">
  3250. <path d="M 18.697188 278.112
  3251. L 372.281346 278.112
  3252. L 372.281346 150.37824
  3253. L 18.697188 150.37824
  3254. z
  3255. " style="fill:#ffffff;"/>
  3256. </g>
  3257. <g clip-path="url(#p007d25ed01)">
  3258. <image height="128.16" id="image401ec8605f" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3259. 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" y="-149.952"/>
  3260. </g>
  3261. <g id="matplotlib.axis_13">
  3262. <g id="xtick_26">
  3263. <g id="line2d_11">
  3264. <defs>
  3265. <path d="M 0 0
  3266. L 0 4.8
  3267. " id="m17b2bde450" style="stroke:#262626;"/>
  3268. </defs>
  3269. <g>
  3270. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m17b2bde450" y="278.112"/>
  3271. </g>
  3272. </g>
  3273. <g id="text_16">
  3274. <!-- 0.00 -->
  3275. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3276. <use xlink:href="#DejaVuSans-30"/>
  3277. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3278. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3279. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3280. </g>
  3281. </g>
  3282. </g>
  3283. <g id="xtick_27">
  3284. <g id="line2d_12">
  3285. <g>
  3286. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m17b2bde450" y="278.112"/>
  3287. </g>
  3288. </g>
  3289. <g id="text_17">
  3290. <!-- 106.00 -->
  3291. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3292. <use xlink:href="#DejaVuSans-31"/>
  3293. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3294. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3295. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3296. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3297. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3298. </g>
  3299. </g>
  3300. </g>
  3301. <g id="xtick_28">
  3302. <g id="line2d_13">
  3303. <g>
  3304. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m17b2bde450" y="278.112"/>
  3305. </g>
  3306. </g>
  3307. <g id="text_18">
  3308. <!-- 212.00 -->
  3309. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3310. <use xlink:href="#DejaVuSans-32"/>
  3311. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3312. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3313. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3314. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3315. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3316. </g>
  3317. </g>
  3318. </g>
  3319. <g id="xtick_29">
  3320. <g id="line2d_14">
  3321. <g>
  3322. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m17b2bde450" y="278.112"/>
  3323. </g>
  3324. </g>
  3325. <g id="text_19">
  3326. <!-- 318.00 -->
  3327. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3328. <use xlink:href="#DejaVuSans-33"/>
  3329. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3330. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3331. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3332. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3333. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3334. </g>
  3335. </g>
  3336. </g>
  3337. <g id="xtick_30">
  3338. <g id="line2d_15">
  3339. <g>
  3340. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m17b2bde450" y="278.112"/>
  3341. </g>
  3342. </g>
  3343. <g id="text_20">
  3344. <!-- 424.00 -->
  3345. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3346. <use xlink:href="#DejaVuSans-34"/>
  3347. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3348. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3349. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3350. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3351. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3352. </g>
  3353. </g>
  3354. </g>
  3355. <g id="text_21">
  3356. <!-- time (s) -->
  3357. <defs>
  3358. <path d="M 18.3125 70.21875
  3359. L 18.3125 54.6875
  3360. L 36.8125 54.6875
  3361. L 36.8125 47.703125
  3362. L 18.3125 47.703125
  3363. L 18.3125 18.015625
  3364. Q 18.3125 11.328125 20.140625 9.421875
  3365. Q 21.96875 7.515625 27.59375 7.515625
  3366. L 36.8125 7.515625
  3367. L 36.8125 0
  3368. L 27.59375 0
  3369. Q 17.1875 0 13.234375 3.875
  3370. Q 9.28125 7.765625 9.28125 18.015625
  3371. L 9.28125 47.703125
  3372. L 2.6875 47.703125
  3373. L 2.6875 54.6875
  3374. L 9.28125 54.6875
  3375. L 9.28125 70.21875
  3376. z
  3377. " id="DejaVuSans-74"/>
  3378. <path d="M 9.421875 54.6875
  3379. L 18.40625 54.6875
  3380. L 18.40625 0
  3381. L 9.421875 0
  3382. z
  3383. M 9.421875 75.984375
  3384. L 18.40625 75.984375
  3385. L 18.40625 64.59375
  3386. L 9.421875 64.59375
  3387. z
  3388. " id="DejaVuSans-69"/>
  3389. <path d="M 31 75.875
  3390. Q 24.46875 64.65625 21.28125 53.65625
  3391. Q 18.109375 42.671875 18.109375 31.390625
  3392. Q 18.109375 20.125 21.3125 9.0625
  3393. Q 24.515625 -2 31 -13.1875
  3394. L 23.1875 -13.1875
  3395. Q 15.875 -1.703125 12.234375 9.375
  3396. Q 8.59375 20.453125 8.59375 31.390625
  3397. Q 8.59375 42.28125 12.203125 53.3125
  3398. Q 15.828125 64.359375 23.1875 75.875
  3399. z
  3400. " id="DejaVuSans-28"/>
  3401. <path d="M 44.28125 53.078125
  3402. L 44.28125 44.578125
  3403. Q 40.484375 46.53125 36.375 47.5
  3404. Q 32.28125 48.484375 27.875 48.484375
  3405. Q 21.1875 48.484375 17.84375 46.4375
  3406. Q 14.5 44.390625 14.5 40.28125
  3407. Q 14.5 37.15625 16.890625 35.375
  3408. Q 19.28125 33.59375 26.515625 31.984375
  3409. L 29.59375 31.296875
  3410. Q 39.15625 29.25 43.1875 25.515625
  3411. Q 47.21875 21.78125 47.21875 15.09375
  3412. Q 47.21875 7.46875 41.1875 3.015625
  3413. Q 35.15625 -1.421875 24.609375 -1.421875
  3414. Q 20.21875 -1.421875 15.453125 -0.5625
  3415. Q 10.6875 0.296875 5.421875 2
  3416. L 5.421875 11.28125
  3417. Q 10.40625 8.6875 15.234375 7.390625
  3418. Q 20.0625 6.109375 24.8125 6.109375
  3419. Q 31.15625 6.109375 34.5625 8.28125
  3420. Q 37.984375 10.453125 37.984375 14.40625
  3421. Q 37.984375 18.0625 35.515625 20.015625
  3422. Q 33.0625 21.96875 24.703125 23.78125
  3423. L 21.578125 24.515625
  3424. Q 13.234375 26.265625 9.515625 29.90625
  3425. Q 5.8125 33.546875 5.8125 39.890625
  3426. Q 5.8125 47.609375 11.28125 51.796875
  3427. Q 16.75 56 26.8125 56
  3428. Q 31.78125 56 36.171875 55.265625
  3429. Q 40.578125 54.546875 44.28125 53.078125
  3430. z
  3431. " id="DejaVuSans-73"/>
  3432. <path d="M 8.015625 75.875
  3433. L 15.828125 75.875
  3434. Q 23.140625 64.359375 26.78125 53.3125
  3435. Q 30.421875 42.28125 30.421875 31.390625
  3436. Q 30.421875 20.453125 26.78125 9.375
  3437. Q 23.140625 -1.703125 15.828125 -13.1875
  3438. L 8.015625 -13.1875
  3439. Q 14.5 -2 17.703125 9.0625
  3440. Q 20.90625 20.125 20.90625 31.390625
  3441. Q 20.90625 42.671875 17.703125 53.65625
  3442. Q 14.5 64.65625 8.015625 75.875
  3443. z
  3444. " id="DejaVuSans-29"/>
  3445. </defs>
  3446. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3447. <use xlink:href="#DejaVuSans-74"/>
  3448. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3449. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3450. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3451. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3452. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3453. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3454. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3455. </g>
  3456. </g>
  3457. </g>
  3458. <g id="matplotlib.axis_14"/>
  3459. </g>
  3460. </g>
  3461. <defs>
  3462. <clipPath id="p396d0ffe09">
  3463. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3464. </clipPath>
  3465. <clipPath id="p110a073e70">
  3466. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3467. </clipPath>
  3468. <clipPath id="pef8b15c4b4">
  3469. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3470. </clipPath>
  3471. <clipPath id="pf25c02c031">
  3472. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3473. </clipPath>
  3474. <clipPath id="p69109c5cdd">
  3475. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3476. </clipPath>
  3477. <clipPath id="p664d5ac095">
  3478. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3479. </clipPath>
  3480. <clipPath id="p007d25ed01">
  3481. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3482. </clipPath>
  3483. </defs>
  3484. </svg>