sub-tb3592_task-story_run-2_carpetplot.svg 414 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525152615271528152915301531153215331534153515361537153815391540154115421543154415451546154715481549155015511552155315541555155615571558155915601561156215631564156515661567156815691570157115721573157415751576157715781579158015811582158315841585158615871588158915901591159215931594159515961597159815991600160116021603160416051606160716081609161016111612161316141615161616171618161916201621162216231624162516261627162816291630163116321633163416351636163716381639164016411642164316441645164616471648164916501651165216531654165516561657165816591660166116621663166416651666166716681669167016711672167316741675167616771678167916801681168216831684168516861687168816891690169116921693169416951696169716981699170017011702170317041705170617071708170917101711171217131714171517161717171817191720172117221723172417251726172717281729173017311732173317341735173617371738173917401741174217431744174517461747174817491750175117521753175417551756175717581759176017611762176317641765176617671768176917701771177217731774177517761777177817791780178117821783178417851786178717881789179017911792179317941795179617971798179918001801180218031804180518061807180818091810181118121813181418151816181718181819182018211822182318241825182618271828182918301831183218331834183518361837183818391840184118421843184418451846184718481849185018511852185318541855185618571858185918601861186218631864186518661867186818691870187118721873187418751876187718781879188018811882188318841885188618871888188918901891189218931894189518961897189818991900190119021903190419051906190719081909191019111912191319141915191619171918191919201921192219231924192519261927192819291930193119321933193419351936193719381939194019411942194319441945194619471948194919501951195219531954195519561957195819591960196119621963196419651966196719681969197019711972197319741975197619771978197919801981198219831984198519861987198819891990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050205120522053205420552056205720582059206020612062206320642065206620672068206920702071207220732074207520762077207820792080208120822083208420852086208720882089209020912092209320942095209620972098209921002101210221032104210521062107210821092110211121122113211421152116211721182119212021212122212321242125212621272128212921302131213221332134213521362137213821392140214121422143214421452146214721482149215021512152215321542155215621572158215921602161216221632164216521662167216821692170217121722173217421752176217721782179218021812182218321842185218621872188218921902191219221932194219521962197219821992200220122022203220422052206220722082209221022112212221322142215221622172218221922202221222222232224222522262227222822292230223122322233223422352236223722382239224022412242224322442245224622472248224922502251225222532254225522562257225822592260226122622263226422652266226722682269227022712272227322742275227622772278227922802281228222832284228522862287228822892290229122922293229422952296229722982299230023012302230323042305230623072308230923102311231223132314231523162317231823192320232123222323232423252326232723282329233023312332233323342335233623372338233923402341234223432344234523462347234823492350235123522353235423552356235723582359236023612362236323642365236623672368236923702371237223732374237523762377237823792380238123822383238423852386238723882389239023912392239323942395239623972398239924002401240224032404240524062407240824092410241124122413241424152416241724182419242024212422242324242425242624272428242924302431243224332434243524362437243824392440244124422443244424452446244724482449245024512452245324542455245624572458245924602461246224632464246524662467246824692470247124722473247424752476247724782479248024812482248324842485248624872488248924902491249224932494249524962497249824992500250125022503250425052506250725082509251025112512251325142515251625172518251925202521252225232524252525262527252825292530253125322533253425352536253725382539254025412542254325442545254625472548254925502551255225532554255525562557255825592560256125622563256425652566256725682569257025712572257325742575257625772578257925802581258225832584258525862587258825892590259125922593259425952596259725982599260026012602260326042605260626072608260926102611261226132614261526162617261826192620262126222623262426252626262726282629263026312632263326342635263626372638263926402641264226432644264526462647264826492650265126522653265426552656265726582659266026612662266326642665266626672668266926702671267226732674267526762677267826792680268126822683268426852686268726882689269026912692269326942695269626972698269927002701270227032704270527062707270827092710271127122713271427152716271727182719272027212722272327242725272627272728272927302731273227332734273527362737273827392740274127422743274427452746274727482749275027512752275327542755275627572758275927602761276227632764276527662767276827692770277127722773277427752776277727782779278027812782278327842785278627872788278927902791279227932794279527962797279827992800280128022803280428052806280728082809281028112812281328142815281628172818281928202821282228232824282528262827282828292830283128322833283428352836283728382839284028412842284328442845284628472848284928502851285228532854285528562857285828592860286128622863286428652866286728682869287028712872287328742875287628772878287928802881288228832884288528862887288828892890289128922893289428952896289728982899290029012902290329042905290629072908290929102911291229132914291529162917291829192920292129222923292429252926292729282929293029312932293329342935293629372938293929402941294229432944294529462947294829492950295129522953295429552956295729582959296029612962296329642965296629672968296929702971297229732974297529762977297829792980298129822983298429852986298729882989299029912992299329942995299629972998299930003001300230033004300530063007300830093010301130123013301430153016301730183019302030213022302330243025302630273028302930303031303230333034303530363037303830393040304130423043304430453046304730483049305030513052305330543055305630573058305930603061306230633064306530663067306830693070307130723073307430753076307730783079308030813082308330843085308630873088308930903091309230933094309530963097309830993100310131023103310431053106310731083109311031113112311331143115311631173118311931203121312231233124312531263127312831293130313131323133313431353136313731383139314031413142314331443145314631473148314931503151315231533154315531563157315831593160316131623163316431653166316731683169317031713172317331743175317631773178317931803181318231833184
  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 0 387.055603 309.883863" width="387.055603pt" 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 387.055603 309.883863
  15. L 387.055603 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 id="xtick_6"/>
  36. </g>
  37. <g id="matplotlib.axis_2"/>
  38. <g id="line2d_1">
  39. <path clip-path="url(#p69d3220f90)" d="M 18.697188 23.093894
  40. L 372.281346 23.093894
  41. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  42. </g>
  43. <g id="line2d_2">
  44. <path clip-path="url(#p69d3220f90)" d="M 18.697188 24.815911
  45. L 19.481188 24.879657
  46. L 20.265188 24.688807
  47. L 22.617189 24.566667
  48. L 23.40119 24.760598
  49. L 24.96919 24.80218
  50. L 26.537191 24.473071
  51. L 28.889192 24.31292
  52. L 31.241193 24.483464
  53. L 33.593194 24.460024
  54. L 35.161195 24.280992
  55. L 38.297196 24.261123
  56. L 41.433198 24.049152
  57. L 43.001198 23.949106
  58. L 44.569199 23.940572
  59. L 50.841202 23.815351
  60. L 53.193203 23.461978
  61. L 53.977203 23.418038
  62. L 55.545204 23.706296
  63. L 56.329204 23.800476
  64. L 57.113205 24.011405
  65. L 59.465206 23.909523
  66. L 61.817207 23.655892
  67. L 65.737209 24.179515
  68. L 66.521209 24.134907
  69. L 68.08921 24.217542
  70. L 69.65721 24.262204
  71. L 71.225211 24.49655
  72. L 72.009211 24.455154
  73. L 72.793212 24.556834
  74. L 73.577212 24.384554
  75. L 76.713213 24.288118
  76. L 79.065215 24.179865
  77. L 81.417216 23.985017
  78. L 83.769217 24.421546
  79. L 84.553217 24.601232
  80. L 85.337217 24.643421
  81. L 89.257219 24.24943
  82. L 90.82522 24.426588
  83. L 91.60922 24.369983
  84. L 93.177221 24.658856
  85. L 94.745222 24.658226
  86. L 97.097223 23.823979
  87. L 97.881223 23.921434
  88. L 99.449224 24.354494
  89. L 101.017224 24.63274
  90. L 102.585225 24.485822
  91. L 104.153226 24.070732
  92. L 105.721226 24.181024
  93. L 108.857228 24.706537
  94. L 111.209229 24.554741
  95. L 112.77723 24.462203
  96. L 115.129231 24.542722
  97. L 122.969234 24.168336
  98. L 124.537235 24.005251
  99. L 125.321235 23.974639
  100. L 126.889236 23.746307
  101. L 128.457237 24.007702
  102. L 130.809238 24.191052
  103. L 132.377238 24.37441
  104. L 133.161239 24.211411
  105. L 133.945239 23.867552
  106. L 135.51324 23.677489
  107. L 140.217242 23.942929
  108. L 141.001242 23.909547
  109. L 142.569243 23.587992
  110. L 144.137244 22.942012
  111. L 144.921244 22.886084
  112. L 146.489245 23.163419
  113. L 147.273245 23.390996
  114. L 148.057245 23.47868
  115. L 151.193247 23.36036
  116. L 151.977247 23.183001
  117. L 153.545248 23.099961
  118. L 154.329248 23.132838
  119. L 155.113249 23.289224
  120. L 158.24925 23.437106
  121. L 159.817251 23.263971
  122. L 162.169252 23.033757
  123. L 163.737252 22.829472
  124. L 165.305253 22.760785
  125. L 166.089254 22.575117
  126. L 167.657254 22.668309
  127. L 170.009255 23.036798
  128. L 171.577256 22.881136
  129. L 173.929257 22.93063
  130. L 174.713257 23.121495
  131. L 178.633259 23.134121
  132. L 179.41726 22.99205
  133. L 180.98526 22.969271
  134. L 181.769261 23.188081
  135. L 184.121262 23.411387
  136. L 184.905262 23.46071
  137. L 186.473263 23.245907
  138. L 187.257263 23.179663
  139. L 190.393264 23.740068
  140. L 192.745265 23.801721
  141. L 194.313266 23.644083
  142. L 196.665267 23.477514
  143. L 198.233268 23.958582
  144. L 199.017268 24.291961
  145. L 200.585269 24.553994
  146. L 202.93727 24.145658
  147. L 203.72127 23.938596
  148. L 204.505271 23.864658
  149. L 207.641272 24.339425
  150. L 210.777274 23.981726
  151. L 212.345274 23.989708
  152. L 213.129275 24.170436
  153. L 214.697275 24.161062
  154. L 217.049276 24.228394
  155. L 217.833277 24.119744
  156. L 219.401277 23.627683
  157. L 220.969278 23.535596
  158. L 224.10528 24.217853
  159. L 225.67328 24.21271
  160. L 228.025281 23.944991
  161. L 229.593282 23.947698
  162. L 233.513284 24.136883
  163. L 234.297284 24.064952
  164. L 235.081284 24.145261
  165. L 236.649285 24.045589
  166. L 239.001286 24.165846
  167. L 239.785287 24.133475
  168. L 241.353287 24.225562
  169. L 244.489289 24.293478
  170. L 246.057289 24.183101
  171. L 248.40929 24.159389
  172. L 252.329292 24.333147
  173. L 253.897293 24.406843
  174. L 256.249294 24.230191
  175. L 259.385295 23.686785
  176. L 260.953296 23.988836
  177. L 263.305297 24.32052
  178. L 264.089297 24.208261
  179. L 265.657298 24.294077
  180. L 268.009299 24.590419
  181. L 271.929301 24.496604
  182. L 272.713301 24.343898
  183. L 273.497302 24.31898
  184. L 275.065302 24.445873
  185. L 275.849303 24.491882
  186. L 276.633303 24.354556
  187. L 277.417303 24.415533
  188. L 282.905306 24.145051
  189. L 284.473307 24.203857
  190. L 286.041307 24.029205
  191. L 287.609308 24.027626
  192. L 288.393308 23.95722
  193. L 289.961309 24.18801
  194. L 290.745309 24.223306
  195. L 292.31331 24.03213
  196. L 293.881311 24.071759
  197. L 296.233312 24.054644
  198. L 300.937314 23.823154
  199. L 305.641316 24.428875
  200. L 307.209317 24.233747
  201. L 307.993317 24.283256
  202. L 310.345318 23.995473
  203. L 311.913319 23.695934
  204. L 315.04932 24.004489
  205. L 317.401321 23.649116
  206. L 320.537323 23.984169
  207. L 322.889324 24.043309
  208. L 326.809326 23.514023
  209. L 329.161327 23.81504
  210. L 333.865329 23.773551
  211. L 334.649329 23.870874
  212. L 337.00133 23.907376
  213. L 339.353331 23.951098
  214. L 344.057333 23.543889
  215. L 345.625334 23.695662
  216. L 347.977335 23.785765
  217. L 352.681337 23.210727
  218. L 353.465337 23.643025
  219. L 354.249338 23.934348
  220. L 355.033338 23.958325
  221. L 356.601339 23.648315
  222. L 358.16934 23.398916
  223. L 358.95334 23.411955
  224. L 361.305341 23.84503
  225. L 362.089341 23.942135
  226. L 364.441342 23.722906
  227. L 366.009343 23.533846
  228. L 369.929345 23.255195
  229. L 372.281346 23.376153
  230. L 372.281346 23.376153
  231. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  232. </g>
  233. <g id="text_1">
  234. <g id="patch_3">
  235. <path d="M 18.697188 25.935276
  236. L 29.974688 25.935276
  237. Q 32.374688 25.935276 32.374688 23.535276
  238. L 32.374688 15.792776
  239. Q 32.374688 13.392776 29.974688 13.392776
  240. L 18.697188 13.392776
  241. Q 16.297188 13.392776 16.297188 15.792776
  242. L 16.297188 23.535276
  243. Q 16.297188 25.935276 18.697188 25.935276
  244. z
  245. " style="fill:#ffffff;opacity:0.8;"/>
  246. </g>
  247. <!-- GS -->
  248. <defs>
  249. <path d="M 59.515625 10.40625
  250. L 59.515625 29.984375
  251. L 43.40625 29.984375
  252. L 43.40625 38.09375
  253. L 69.28125 38.09375
  254. L 69.28125 6.78125
  255. Q 63.578125 2.734375 56.6875 0.65625
  256. Q 49.8125 -1.421875 42 -1.421875
  257. Q 24.90625 -1.421875 15.25 8.5625
  258. Q 5.609375 18.5625 5.609375 36.375
  259. Q 5.609375 54.25 15.25 64.234375
  260. Q 24.90625 74.21875 42 74.21875
  261. Q 49.125 74.21875 55.546875 72.453125
  262. Q 61.96875 70.703125 67.390625 67.28125
  263. L 67.390625 56.78125
  264. Q 61.921875 61.421875 55.765625 63.765625
  265. Q 49.609375 66.109375 42.828125 66.109375
  266. Q 29.4375 66.109375 22.71875 58.640625
  267. Q 16.015625 51.171875 16.015625 36.375
  268. Q 16.015625 21.625 22.71875 14.15625
  269. Q 29.4375 6.6875 42.828125 6.6875
  270. Q 48.046875 6.6875 52.140625 7.59375
  271. Q 56.25 8.5 59.515625 10.40625
  272. z
  273. " id="DejaVuSans-47"/>
  274. <path d="M 53.515625 70.515625
  275. L 53.515625 60.890625
  276. Q 47.90625 63.578125 42.921875 64.890625
  277. Q 37.9375 66.21875 33.296875 66.21875
  278. Q 25.25 66.21875 20.875 63.09375
  279. Q 16.5 59.96875 16.5 54.203125
  280. Q 16.5 49.359375 19.40625 46.890625
  281. Q 22.3125 44.4375 30.421875 42.921875
  282. L 36.375 41.703125
  283. Q 47.40625 39.59375 52.65625 34.296875
  284. Q 57.90625 29 57.90625 20.125
  285. Q 57.90625 9.515625 50.796875 4.046875
  286. Q 43.703125 -1.421875 29.984375 -1.421875
  287. Q 24.8125 -1.421875 18.96875 -0.25
  288. Q 13.140625 0.921875 6.890625 3.21875
  289. L 6.890625 13.375
  290. Q 12.890625 10.015625 18.65625 8.296875
  291. Q 24.421875 6.59375 29.984375 6.59375
  292. Q 38.421875 6.59375 43.015625 9.90625
  293. Q 47.609375 13.234375 47.609375 19.390625
  294. Q 47.609375 24.75 44.3125 27.78125
  295. Q 41.015625 30.8125 33.5 32.328125
  296. L 27.484375 33.5
  297. Q 16.453125 35.6875 11.515625 40.375
  298. Q 6.59375 45.0625 6.59375 53.421875
  299. Q 6.59375 63.09375 13.40625 68.65625
  300. Q 20.21875 74.21875 32.171875 74.21875
  301. Q 37.3125 74.21875 42.625 73.28125
  302. Q 47.953125 72.359375 53.515625 70.515625
  303. z
  304. " id="DejaVuSans-53"/>
  305. </defs>
  306. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  307. <use xlink:href="#DejaVuSans-47"/>
  308. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  309. </g>
  310. </g>
  311. <g id="text_2">
  312. <g id="patch_4">
  313. <path d="M 280.129663 22.799651
  314. L 365.209663 22.799651
  315. Q 366.409663 22.799651 366.409663 21.599651
  316. L 366.409663 17.728401
  317. Q 366.409663 16.528401 365.209663 16.528401
  318. L 280.129663 16.528401
  319. Q 278.929663 16.528401 278.929663 17.728401
  320. L 278.929663 21.599651
  321. Q 278.929663 22.799651 280.129663 22.799651
  322. z
  323. " style="fill:#ffffff;opacity:0.8;"/>
  324. </g>
  325. <!-- max: 414.837 $\bullet$ mean: 409.426 $\bullet$ $\sigma$: 1.760 -->
  326. <defs>
  327. <path d="M 52 44.1875
  328. Q 55.375 50.25 60.0625 53.125
  329. Q 64.75 56 71.09375 56
  330. Q 79.640625 56 84.28125 50.015625
  331. Q 88.921875 44.046875 88.921875 33.015625
  332. L 88.921875 0
  333. L 79.890625 0
  334. L 79.890625 32.71875
  335. Q 79.890625 40.578125 77.09375 44.375
  336. Q 74.3125 48.1875 68.609375 48.1875
  337. Q 61.625 48.1875 57.5625 43.546875
  338. Q 53.515625 38.921875 53.515625 30.90625
  339. L 53.515625 0
  340. L 44.484375 0
  341. L 44.484375 32.71875
  342. Q 44.484375 40.625 41.703125 44.40625
  343. Q 38.921875 48.1875 33.109375 48.1875
  344. Q 26.21875 48.1875 22.15625 43.53125
  345. Q 18.109375 38.875 18.109375 30.90625
  346. L 18.109375 0
  347. L 9.078125 0
  348. L 9.078125 54.6875
  349. L 18.109375 54.6875
  350. L 18.109375 46.1875
  351. Q 21.1875 51.21875 25.484375 53.609375
  352. Q 29.78125 56 35.6875 56
  353. Q 41.65625 56 45.828125 52.96875
  354. Q 50 49.953125 52 44.1875
  355. z
  356. " id="DejaVuSans-6d"/>
  357. <path d="M 34.28125 27.484375
  358. Q 23.390625 27.484375 19.1875 25
  359. Q 14.984375 22.515625 14.984375 16.5
  360. Q 14.984375 11.71875 18.140625 8.90625
  361. Q 21.296875 6.109375 26.703125 6.109375
  362. Q 34.1875 6.109375 38.703125 11.40625
  363. Q 43.21875 16.703125 43.21875 25.484375
  364. L 43.21875 27.484375
  365. z
  366. M 52.203125 31.203125
  367. L 52.203125 0
  368. L 43.21875 0
  369. L 43.21875 8.296875
  370. Q 40.140625 3.328125 35.546875 0.953125
  371. Q 30.953125 -1.421875 24.3125 -1.421875
  372. Q 15.921875 -1.421875 10.953125 3.296875
  373. Q 6 8.015625 6 15.921875
  374. Q 6 25.140625 12.171875 29.828125
  375. Q 18.359375 34.515625 30.609375 34.515625
  376. L 43.21875 34.515625
  377. L 43.21875 35.40625
  378. Q 43.21875 41.609375 39.140625 45
  379. Q 35.0625 48.390625 27.6875 48.390625
  380. Q 23 48.390625 18.546875 47.265625
  381. Q 14.109375 46.140625 10.015625 43.890625
  382. L 10.015625 52.203125
  383. Q 14.9375 54.109375 19.578125 55.046875
  384. Q 24.21875 56 28.609375 56
  385. Q 40.484375 56 46.34375 49.84375
  386. Q 52.203125 43.703125 52.203125 31.203125
  387. z
  388. " id="DejaVuSans-61"/>
  389. <path d="M 54.890625 54.6875
  390. L 35.109375 28.078125
  391. L 55.90625 0
  392. L 45.3125 0
  393. L 29.390625 21.484375
  394. L 13.484375 0
  395. L 2.875 0
  396. L 24.125 28.609375
  397. L 4.6875 54.6875
  398. L 15.28125 54.6875
  399. L 29.78125 35.203125
  400. L 44.28125 54.6875
  401. z
  402. " id="DejaVuSans-78"/>
  403. <path d="M 11.71875 12.40625
  404. L 22.015625 12.40625
  405. L 22.015625 0
  406. L 11.71875 0
  407. z
  408. M 11.71875 51.703125
  409. L 22.015625 51.703125
  410. L 22.015625 39.3125
  411. L 11.71875 39.3125
  412. z
  413. " id="DejaVuSans-3a"/>
  414. <path id="DejaVuSans-20"/>
  415. <path d="M 37.796875 64.3125
  416. L 12.890625 25.390625
  417. L 37.796875 25.390625
  418. z
  419. M 35.203125 72.90625
  420. L 47.609375 72.90625
  421. L 47.609375 25.390625
  422. L 58.015625 25.390625
  423. L 58.015625 17.1875
  424. L 47.609375 17.1875
  425. L 47.609375 0
  426. L 37.796875 0
  427. L 37.796875 17.1875
  428. L 4.890625 17.1875
  429. L 4.890625 26.703125
  430. z
  431. " id="DejaVuSans-34"/>
  432. <path d="M 12.40625 8.296875
  433. L 28.515625 8.296875
  434. L 28.515625 63.921875
  435. L 10.984375 60.40625
  436. L 10.984375 69.390625
  437. L 28.421875 72.90625
  438. L 38.28125 72.90625
  439. L 38.28125 8.296875
  440. L 54.390625 8.296875
  441. L 54.390625 0
  442. L 12.40625 0
  443. z
  444. " id="DejaVuSans-31"/>
  445. <path d="M 10.6875 12.40625
  446. L 21 12.40625
  447. L 21 0
  448. L 10.6875 0
  449. z
  450. " id="DejaVuSans-2e"/>
  451. <path d="M 31.78125 34.625
  452. Q 24.75 34.625 20.71875 30.859375
  453. Q 16.703125 27.09375 16.703125 20.515625
  454. Q 16.703125 13.921875 20.71875 10.15625
  455. Q 24.75 6.390625 31.78125 6.390625
  456. Q 38.8125 6.390625 42.859375 10.171875
  457. Q 46.921875 13.96875 46.921875 20.515625
  458. Q 46.921875 27.09375 42.890625 30.859375
  459. Q 38.875 34.625 31.78125 34.625
  460. z
  461. M 21.921875 38.8125
  462. Q 15.578125 40.375 12.03125 44.71875
  463. Q 8.5 49.078125 8.5 55.328125
  464. Q 8.5 64.0625 14.71875 69.140625
  465. Q 20.953125 74.21875 31.78125 74.21875
  466. Q 42.671875 74.21875 48.875 69.140625
  467. Q 55.078125 64.0625 55.078125 55.328125
  468. Q 55.078125 49.078125 51.53125 44.71875
  469. Q 48 40.375 41.703125 38.8125
  470. Q 48.828125 37.15625 52.796875 32.3125
  471. Q 56.78125 27.484375 56.78125 20.515625
  472. Q 56.78125 9.90625 50.3125 4.234375
  473. Q 43.84375 -1.421875 31.78125 -1.421875
  474. Q 19.734375 -1.421875 13.25 4.234375
  475. Q 6.78125 9.90625 6.78125 20.515625
  476. Q 6.78125 27.484375 10.78125 32.3125
  477. Q 14.796875 37.15625 21.921875 38.8125
  478. z
  479. M 18.3125 54.390625
  480. Q 18.3125 48.734375 21.84375 45.5625
  481. Q 25.390625 42.390625 31.78125 42.390625
  482. Q 38.140625 42.390625 41.71875 45.5625
  483. Q 45.3125 48.734375 45.3125 54.390625
  484. Q 45.3125 60.0625 41.71875 63.234375
  485. Q 38.140625 66.40625 31.78125 66.40625
  486. Q 25.390625 66.40625 21.84375 63.234375
  487. Q 18.3125 60.0625 18.3125 54.390625
  488. z
  489. " id="DejaVuSans-38"/>
  490. <path d="M 40.578125 39.3125
  491. Q 47.65625 37.796875 51.625 33
  492. Q 55.609375 28.21875 55.609375 21.1875
  493. Q 55.609375 10.40625 48.1875 4.484375
  494. Q 40.765625 -1.421875 27.09375 -1.421875
  495. Q 22.515625 -1.421875 17.65625 -0.515625
  496. Q 12.796875 0.390625 7.625 2.203125
  497. L 7.625 11.71875
  498. Q 11.71875 9.328125 16.59375 8.109375
  499. Q 21.484375 6.890625 26.8125 6.890625
  500. Q 36.078125 6.890625 40.9375 10.546875
  501. Q 45.796875 14.203125 45.796875 21.1875
  502. Q 45.796875 27.640625 41.28125 31.265625
  503. Q 36.765625 34.90625 28.71875 34.90625
  504. L 20.21875 34.90625
  505. L 20.21875 43.015625
  506. L 29.109375 43.015625
  507. Q 36.375 43.015625 40.234375 45.921875
  508. Q 44.09375 48.828125 44.09375 54.296875
  509. Q 44.09375 59.90625 40.109375 62.90625
  510. Q 36.140625 65.921875 28.71875 65.921875
  511. Q 24.65625 65.921875 20.015625 65.03125
  512. Q 15.375 64.15625 9.8125 62.3125
  513. L 9.8125 71.09375
  514. Q 15.4375 72.65625 20.34375 73.4375
  515. Q 25.25 74.21875 29.59375 74.21875
  516. Q 40.828125 74.21875 47.359375 69.109375
  517. Q 53.90625 64.015625 53.90625 55.328125
  518. Q 53.90625 49.265625 50.4375 45.09375
  519. Q 46.96875 40.921875 40.578125 39.3125
  520. z
  521. " id="DejaVuSans-33"/>
  522. <path d="M 8.203125 72.90625
  523. L 55.078125 72.90625
  524. L 55.078125 68.703125
  525. L 28.609375 0
  526. L 18.3125 0
  527. L 43.21875 64.59375
  528. L 8.203125 64.59375
  529. z
  530. " id="DejaVuSans-37"/>
  531. <path d="M 16.796875 31.34375
  532. Q 16.796875 37.40625 21.015625 41.578125
  533. Q 25.25 45.75 31.390625 45.75
  534. Q 37.453125 45.75 41.625 41.578125
  535. Q 45.796875 37.40625 45.796875 31.34375
  536. Q 45.796875 25.25 41.59375 21.046875
  537. Q 37.40625 16.84375 31.296875 16.84375
  538. Q 25.203125 16.84375 21 21.046875
  539. Q 16.796875 25.25 16.796875 31.34375
  540. z
  541. " id="DejaVuSans-2219"/>
  542. <path d="M 56.203125 29.59375
  543. L 56.203125 25.203125
  544. L 14.890625 25.203125
  545. Q 15.484375 15.921875 20.484375 11.0625
  546. Q 25.484375 6.203125 34.421875 6.203125
  547. Q 39.59375 6.203125 44.453125 7.46875
  548. Q 49.3125 8.734375 54.109375 11.28125
  549. L 54.109375 2.78125
  550. Q 49.265625 0.734375 44.1875 -0.34375
  551. Q 39.109375 -1.421875 33.890625 -1.421875
  552. Q 20.796875 -1.421875 13.15625 6.1875
  553. Q 5.515625 13.8125 5.515625 26.8125
  554. Q 5.515625 40.234375 12.765625 48.109375
  555. Q 20.015625 56 32.328125 56
  556. Q 43.359375 56 49.78125 48.890625
  557. Q 56.203125 41.796875 56.203125 29.59375
  558. z
  559. M 47.21875 32.234375
  560. Q 47.125 39.59375 43.09375 43.984375
  561. Q 39.0625 48.390625 32.421875 48.390625
  562. Q 24.90625 48.390625 20.390625 44.140625
  563. Q 15.875 39.890625 15.1875 32.171875
  564. z
  565. " id="DejaVuSans-65"/>
  566. <path d="M 54.890625 33.015625
  567. L 54.890625 0
  568. L 45.90625 0
  569. L 45.90625 32.71875
  570. Q 45.90625 40.484375 42.875 44.328125
  571. Q 39.84375 48.1875 33.796875 48.1875
  572. Q 26.515625 48.1875 22.3125 43.546875
  573. Q 18.109375 38.921875 18.109375 30.90625
  574. L 18.109375 0
  575. L 9.078125 0
  576. L 9.078125 54.6875
  577. L 18.109375 54.6875
  578. L 18.109375 46.1875
  579. Q 21.34375 51.125 25.703125 53.5625
  580. Q 30.078125 56 35.796875 56
  581. Q 45.21875 56 50.046875 50.171875
  582. Q 54.890625 44.34375 54.890625 33.015625
  583. z
  584. " id="DejaVuSans-6e"/>
  585. <path d="M 31.78125 66.40625
  586. Q 24.171875 66.40625 20.328125 58.90625
  587. Q 16.5 51.421875 16.5 36.375
  588. Q 16.5 21.390625 20.328125 13.890625
  589. Q 24.171875 6.390625 31.78125 6.390625
  590. Q 39.453125 6.390625 43.28125 13.890625
  591. Q 47.125 21.390625 47.125 36.375
  592. Q 47.125 51.421875 43.28125 58.90625
  593. Q 39.453125 66.40625 31.78125 66.40625
  594. z
  595. M 31.78125 74.21875
  596. Q 44.046875 74.21875 50.515625 64.515625
  597. Q 56.984375 54.828125 56.984375 36.375
  598. Q 56.984375 17.96875 50.515625 8.265625
  599. Q 44.046875 -1.421875 31.78125 -1.421875
  600. Q 19.53125 -1.421875 13.0625 8.265625
  601. Q 6.59375 17.96875 6.59375 36.375
  602. Q 6.59375 54.828125 13.0625 64.515625
  603. Q 19.53125 74.21875 31.78125 74.21875
  604. z
  605. " id="DejaVuSans-30"/>
  606. <path d="M 10.984375 1.515625
  607. L 10.984375 10.5
  608. Q 14.703125 8.734375 18.5 7.8125
  609. Q 22.3125 6.890625 25.984375 6.890625
  610. Q 35.75 6.890625 40.890625 13.453125
  611. Q 46.046875 20.015625 46.78125 33.40625
  612. Q 43.953125 29.203125 39.59375 26.953125
  613. Q 35.25 24.703125 29.984375 24.703125
  614. Q 19.046875 24.703125 12.671875 31.3125
  615. Q 6.296875 37.9375 6.296875 49.421875
  616. Q 6.296875 60.640625 12.9375 67.421875
  617. Q 19.578125 74.21875 30.609375 74.21875
  618. Q 43.265625 74.21875 49.921875 64.515625
  619. Q 56.59375 54.828125 56.59375 36.375
  620. Q 56.59375 19.140625 48.40625 8.859375
  621. Q 40.234375 -1.421875 26.421875 -1.421875
  622. Q 22.703125 -1.421875 18.890625 -0.6875
  623. Q 15.09375 0.046875 10.984375 1.515625
  624. z
  625. M 30.609375 32.421875
  626. Q 37.25 32.421875 41.125 36.953125
  627. Q 45.015625 41.5 45.015625 49.421875
  628. Q 45.015625 57.28125 41.125 61.84375
  629. Q 37.25 66.40625 30.609375 66.40625
  630. Q 23.96875 66.40625 20.09375 61.84375
  631. Q 16.21875 57.28125 16.21875 49.421875
  632. Q 16.21875 41.5 20.09375 36.953125
  633. Q 23.96875 32.421875 30.609375 32.421875
  634. z
  635. " id="DejaVuSans-39"/>
  636. <path d="M 19.1875 8.296875
  637. L 53.609375 8.296875
  638. L 53.609375 0
  639. L 7.328125 0
  640. L 7.328125 8.296875
  641. Q 12.9375 14.109375 22.625 23.890625
  642. Q 32.328125 33.6875 34.8125 36.53125
  643. Q 39.546875 41.84375 41.421875 45.53125
  644. Q 43.3125 49.21875 43.3125 52.78125
  645. Q 43.3125 58.59375 39.234375 62.25
  646. Q 35.15625 65.921875 28.609375 65.921875
  647. Q 23.96875 65.921875 18.8125 64.3125
  648. Q 13.671875 62.703125 7.8125 59.421875
  649. L 7.8125 69.390625
  650. Q 13.765625 71.78125 18.9375 73
  651. Q 24.125 74.21875 28.421875 74.21875
  652. Q 39.75 74.21875 46.484375 68.546875
  653. Q 53.21875 62.890625 53.21875 53.421875
  654. Q 53.21875 48.921875 51.53125 44.890625
  655. Q 49.859375 40.875 45.40625 35.40625
  656. Q 44.1875 33.984375 37.640625 27.21875
  657. Q 31.109375 20.453125 19.1875 8.296875
  658. z
  659. " id="DejaVuSans-32"/>
  660. <path d="M 33.015625 40.375
  661. Q 26.375 40.375 22.484375 35.828125
  662. Q 18.609375 31.296875 18.609375 23.390625
  663. Q 18.609375 15.53125 22.484375 10.953125
  664. Q 26.375 6.390625 33.015625 6.390625
  665. Q 39.65625 6.390625 43.53125 10.953125
  666. Q 47.40625 15.53125 47.40625 23.390625
  667. Q 47.40625 31.296875 43.53125 35.828125
  668. Q 39.65625 40.375 33.015625 40.375
  669. z
  670. M 52.59375 71.296875
  671. L 52.59375 62.3125
  672. Q 48.875 64.0625 45.09375 64.984375
  673. Q 41.3125 65.921875 37.59375 65.921875
  674. Q 27.828125 65.921875 22.671875 59.328125
  675. Q 17.53125 52.734375 16.796875 39.40625
  676. Q 19.671875 43.65625 24.015625 45.921875
  677. Q 28.375 48.1875 33.59375 48.1875
  678. Q 44.578125 48.1875 50.953125 41.515625
  679. Q 57.328125 34.859375 57.328125 23.390625
  680. Q 57.328125 12.15625 50.6875 5.359375
  681. Q 44.046875 -1.421875 33.015625 -1.421875
  682. Q 20.359375 -1.421875 13.671875 8.265625
  683. Q 6.984375 17.96875 6.984375 36.375
  684. Q 6.984375 53.65625 15.1875 63.9375
  685. Q 23.390625 74.21875 37.203125 74.21875
  686. Q 40.921875 74.21875 44.703125 73.484375
  687. Q 48.484375 72.75 52.59375 71.296875
  688. z
  689. " id="DejaVuSans-36"/>
  690. <path d="M 34.671875 47.5625
  691. Q 27.25 47.5625 22.21875 42.1875
  692. Q 16.890625 36.578125 15.140625 27.296875
  693. Q 13.1875 17.484375 16.3125 11.8125
  694. Q 19.390625 6.203125 26.65625 6.203125
  695. Q 33.84375 6.203125 39.109375 11.859375
  696. Q 44.4375 17.53125 46.34375 27.296875
  697. Q 48.046875 36.234375 45.015625 42.1875
  698. Q 42.1875 47.5625 34.671875 47.5625
  699. z
  700. M 36.078125 54.734375
  701. L 65.921875 54.6875
  702. L 64.15625 45.703125
  703. L 54.109375 45.703125
  704. Q 57.90625 38.09375 55.859375 27.296875
  705. Q 53.21875 13.875 45.0625 6.25
  706. Q 36.859375 -1.421875 25.140625 -1.421875
  707. Q 13.375 -1.421875 8.203125 6.25
  708. Q 3.03125 13.875 5.671875 27.296875
  709. Q 8.25 40.765625 16.40625 48.390625
  710. Q 23.1875 54.734375 36.078125 54.734375
  711. z
  712. " id="DejaVuSans-Oblique-3c3"/>
  713. </defs>
  714. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  715. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  716. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  717. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  718. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  719. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  720. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-34"/>
  721. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
  722. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
  723. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  724. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
  725. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-33"/>
  726. <use transform="translate(633.220703 0.78125)" xlink:href="#DejaVuSans-37"/>
  727. <use transform="translate(696.84375 0.78125)" xlink:href="#DejaVuSans-20"/>
  728. <use transform="translate(728.630859 0.78125)" xlink:href="#DejaVuSans-2219"/>
  729. <use transform="translate(791.228516 0.78125)" xlink:href="#DejaVuSans-20"/>
  730. <use transform="translate(823.015625 0.78125)" xlink:href="#DejaVuSans-6d"/>
  731. <use transform="translate(920.427734 0.78125)" xlink:href="#DejaVuSans-65"/>
  732. <use transform="translate(981.951172 0.78125)" xlink:href="#DejaVuSans-61"/>
  733. <use transform="translate(1043.230469 0.78125)" xlink:href="#DejaVuSans-6e"/>
  734. <use transform="translate(1106.609375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  735. <use transform="translate(1140.300781 0.78125)" xlink:href="#DejaVuSans-20"/>
  736. <use transform="translate(1172.087891 0.78125)" xlink:href="#DejaVuSans-34"/>
  737. <use transform="translate(1235.710938 0.78125)" xlink:href="#DejaVuSans-30"/>
  738. <use transform="translate(1299.333984 0.78125)" xlink:href="#DejaVuSans-39"/>
  739. <use transform="translate(1362.957031 0.78125)" xlink:href="#DejaVuSans-2e"/>
  740. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-34"/>
  741. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-32"/>
  742. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-36"/>
  743. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  744. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  745. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  746. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  747. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  748. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  749. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-31"/>
  750. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  751. <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-37"/>
  752. <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-36"/>
  753. <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-30"/>
  754. </g>
  755. </g>
  756. <g id="text_3">
  757. <!-- 412.80 -->
  758. <g style="fill:#d3d3d3;" transform="translate(7.2 23.921707)scale(0.03 -0.03)">
  759. <use xlink:href="#DejaVuSans-34"/>
  760. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  761. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  762. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  763. <use x="222.65625" xlink:href="#DejaVuSans-38"/>
  764. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  765. </g>
  766. </g>
  767. </g>
  768. <g id="axes_2">
  769. <g id="patch_5">
  770. <path d="M 18.697188 65.2224
  771. L 372.281346 65.2224
  772. L 372.281346 39.675648
  773. L 18.697188 39.675648
  774. z
  775. " style="fill:#ffffff;"/>
  776. </g>
  777. <g id="matplotlib.axis_3">
  778. <g id="xtick_7"/>
  779. <g id="xtick_8"/>
  780. <g id="xtick_9"/>
  781. <g id="xtick_10"/>
  782. <g id="xtick_11"/>
  783. <g id="xtick_12"/>
  784. </g>
  785. <g id="matplotlib.axis_4"/>
  786. <g id="line2d_3">
  787. <path clip-path="url(#p176ad83432)" d="M 18.697188 50.743129
  788. L 372.281346 50.743129
  789. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  790. </g>
  791. <g id="line2d_4">
  792. <path clip-path="url(#p176ad83432)" d="M 18.697188 50.74246
  793. L 19.481188 52.126113
  794. L 21.049189 51.440819
  795. L 21.833189 52.416288
  796. L 23.40119 51.660317
  797. L 24.18519 51.989243
  798. L 25.753191 51.712229
  799. L 26.537191 52.007116
  800. L 27.321191 51.610305
  801. L 28.105192 51.987005
  802. L 29.673192 51.362024
  803. L 30.457193 51.715656
  804. L 31.241193 51.851109
  805. L 32.025193 51.393072
  806. L 32.809194 51.910159
  807. L 33.593194 52.153458
  808. L 34.377195 51.816351
  809. L 35.945195 51.519109
  810. L 36.729196 51.260569
  811. L 37.513196 51.567892
  812. L 38.297196 51.507309
  813. L 39.081197 51.604446
  814. L 40.649197 52.308262
  815. L 41.433198 51.575001
  816. L 42.217198 51.234268
  817. L 43.001198 51.363226
  818. L 44.569199 51.280335
  819. L 45.353199 51.401156
  820. L 46.9212 50.923042
  821. L 47.7052 50.992088
  822. L 48.489201 50.906626
  823. L 49.273201 51.337554
  824. L 50.841202 51.291451
  825. L 51.625202 50.571959
  826. L 52.409203 50.946269
  827. L 53.193203 50.764292
  828. L 54.761204 50.71772
  829. L 55.545204 51.500282
  830. L 56.329204 51.071262
  831. L 57.113205 52.008519
  832. L 57.897205 51.277606
  833. L 58.681205 50.89332
  834. L 59.465206 51.377859
  835. L 60.249206 50.615077
  836. L 61.033206 50.817483
  837. L 61.817207 50.633489
  838. L 62.601207 50.852393
  839. L 63.385208 50.743676
  840. L 64.169208 51.463956
  841. L 64.953208 51.276673
  842. L 65.737209 51.930056
  843. L 66.521209 51.311881
  844. L 68.08921 51.886952
  845. L 68.87321 51.260072
  846. L 69.65721 51.729653
  847. L 70.441211 51.78958
  848. L 71.225211 52.131453
  849. L 72.009211 51.498659
  850. L 72.793212 52.122016
  851. L 74.361212 51.505167
  852. L 75.145213 51.350604
  853. L 75.929213 51.705673
  854. L 76.713213 51.026279
  855. L 77.497214 51.560845
  856. L 79.065215 51.088783
  857. L 79.849215 51.128501
  858. L 80.633215 51.655916
  859. L 81.417216 51.186051
  860. L 82.201216 51.251367
  861. L 82.985216 52.342094
  862. L 83.769217 51.583229
  863. L 84.553217 51.586069
  864. L 85.337217 52.695353
  865. L 86.121218 51.866392
  866. L 86.905218 51.458519
  867. L 87.689218 51.446152
  868. L 88.473219 51.639729
  869. L 89.257219 51.245411
  870. L 90.041219 52.418837
  871. L 90.82522 51.842004
  872. L 91.60922 51.889432
  873. L 92.393221 52.490488
  874. L 93.177221 52.509908
  875. L 93.961221 51.95557
  876. L 94.745222 52.083796
  877. L 95.529222 51.464039
  878. L 97.097223 51.48574
  879. L 97.881223 51.15624
  880. L 98.665223 51.972462
  881. L 99.449224 51.667592
  882. L 100.233224 50.887779
  883. L 101.017224 51.784115
  884. L 101.801225 51.983778
  885. L 102.585225 51.733149
  886. L 103.369225 51.71015
  887. L 104.153226 51.078972
  888. L 104.937226 50.940756
  889. L 105.721226 51.761945
  890. L 106.505227 51.899837
  891. L 107.289227 51.266075
  892. L 108.073228 51.692705
  893. L 108.857228 51.960475
  894. L 109.641228 52.051823
  895. L 110.425229 51.780143
  896. L 111.209229 51.980068
  897. L 111.993229 51.728735
  898. L 112.77723 51.908445
  899. L 113.56123 51.83428
  900. L 114.34523 51.585854
  901. L 115.129231 51.703041
  902. L 115.913231 52.351753
  903. L 116.697231 52.03556
  904. L 117.481232 50.844828
  905. L 118.265232 51.916439
  906. L 119.049232 51.955888
  907. L 119.833233 51.872216
  908. L 120.617233 51.489788
  909. L 121.401234 52.356361
  910. L 122.185234 51.579008
  911. L 123.753235 51.274829
  912. L 124.537235 51.60334
  913. L 125.321235 51.447147
  914. L 126.105236 51.651515
  915. L 127.673236 51.471466
  916. L 128.457237 51.052553
  917. L 129.241237 51.547449
  918. L 130.025237 51.768674
  919. L 131.593238 51.880181
  920. L 132.377238 52.252177
  921. L 133.161239 52.163379
  922. L 133.945239 50.86943
  923. L 134.729239 51.895305
  924. L 135.51324 51.474471
  925. L 136.29724 51.469034
  926. L 137.865241 51.926318
  927. L 138.649241 51.475577
  928. L 139.433242 51.194604
  929. L 140.217242 51.680111
  930. L 141.001242 51.803225
  931. L 141.785243 51.441206
  932. L 142.569243 51.881853
  933. L 143.353243 51.756646
  934. L 144.137244 50.922454
  935. L 144.921244 51.260652
  936. L 145.705244 50.985898
  937. L 146.489245 50.300776
  938. L 147.273245 50.739427
  939. L 148.057245 51.641111
  940. L 148.841246 51.327446
  941. L 149.625246 51.817111
  942. L 150.409247 51.611728
  943. L 151.193247 51.155065
  944. L 151.977247 51.14455
  945. L 152.761248 51.253115
  946. L 154.329248 50.033981
  947. L 155.113249 51.213852
  948. L 155.897249 51.013581
  949. L 156.681249 51.318672
  950. L 157.46525 51.813954
  951. L 158.24925 51.174949
  952. L 159.03325 50.764292
  953. L 159.817251 51.309165
  954. L 160.601251 51.253985
  955. L 161.385251 50.800964
  956. L 162.169252 50.542542
  957. L 162.953252 51.236513
  958. L 164.521253 51.138768
  959. L 165.305253 51.207607
  960. L 168.441255 50.693077
  961. L 169.225255 50.480473
  962. L 170.009255 50.983935
  963. L 170.793256 50.971044
  964. L 171.577256 50.353946
  965. L 172.361256 50.674554
  966. L 173.145257 51.331847
  967. L 173.929257 50.728809
  968. L 174.713257 51.706537
  969. L 175.497258 51.63528
  970. L 176.281258 51.434981
  971. L 177.065258 51.533438
  972. L 179.41726 50.808038
  973. L 180.20126 51.088313
  974. L 180.98526 50.7179
  975. L 182.553261 51.647356
  976. L 184.121262 50.575296
  977. L 184.905262 51.017022
  978. L 185.689262 51.123036
  979. L 186.473263 51.049168
  980. L 187.257263 51.650431
  981. L 188.041263 51.438263
  982. L 188.825264 51.074157
  983. L 189.609264 52.217764
  984. L 190.393264 51.762933
  985. L 191.177265 50.692724
  986. L 191.961265 50.914343
  987. L 192.745265 51.601862
  988. L 193.529266 51.745951
  989. L 194.313266 51.623445
  990. L 195.097267 51.641684
  991. L 195.881267 51.794464
  992. L 196.665267 50.483479
  993. L 197.449268 50.896671
  994. L 199.017268 51.915492
  995. L 199.801269 52.184464
  996. L 200.585269 52.820264
  997. L 201.369269 52.301768
  998. L 202.15327 52.278154
  999. L 202.93727 52.027614
  1000. L 203.72127 51.494403
  1001. L 204.505271 51.532429
  1002. L 205.289271 52.207063
  1003. L 206.073271 52.405006
  1004. L 206.857272 51.405045
  1005. L 207.641272 51.443755
  1006. L 208.425273 51.863131
  1007. L 209.993273 51.740155
  1008. L 210.777274 51.870157
  1009. L 211.561274 51.814023
  1010. L 212.345274 51.007101
  1011. L 213.129275 52.365943
  1012. L 213.913275 52.375201
  1013. L 214.697275 51.999143
  1014. L 215.481276 51.998245
  1015. L 216.265276 52.14659
  1016. L 217.049276 52.532168
  1017. L 218.617277 51.632005
  1018. L 219.401277 51.625338
  1019. L 220.185278 51.162755
  1020. L 221.753278 51.783252
  1021. L 222.537279 52.493148
  1022. L 223.321279 51.49508
  1023. L 224.88928 51.761068
  1024. L 226.457281 51.700885
  1025. L 227.241281 51.418911
  1026. L 228.809282 51.33868
  1027. L 229.593282 51.060581
  1028. L 230.377282 51.408582
  1029. L 231.161283 51.146519
  1030. L 231.945283 51.757724
  1031. L 233.513284 51.217348
  1032. L 234.297284 51.46911
  1033. L 235.081284 52.000622
  1034. L 235.865285 51.294498
  1035. L 236.649285 51.798513
  1036. L 237.433286 51.740148
  1037. L 238.217286 51.163425
  1038. L 239.001286 51.66049
  1039. L 239.785287 51.958617
  1040. L 240.569287 51.606892
  1041. L 241.353287 51.915257
  1042. L 243.705288 51.562247
  1043. L 244.489289 51.961574
  1044. L 245.273289 51.69397
  1045. L 246.84129 51.871269
  1046. L 247.62529 51.549038
  1047. L 249.193291 51.659225
  1048. L 249.977291 52.099776
  1049. L 250.761291 51.953912
  1050. L 251.545292 51.926387
  1051. L 252.329292 51.606291
  1052. L 253.897293 52.051263
  1053. L 254.681293 52.324822
  1054. L 255.465294 52.360444
  1055. L 256.249294 51.545411
  1056. L 257.033294 51.55035
  1057. L 257.817295 51.949255
  1058. L 259.385295 51.344338
  1059. L 260.169296 51.807107
  1060. L 260.953296 51.632122
  1061. L 261.737296 51.995772
  1062. L 262.521297 52.581234
  1063. L 263.305297 51.473829
  1064. L 264.089297 51.433171
  1065. L 264.873298 51.994369
  1066. L 265.657298 51.860561
  1067. L 266.441298 52.070331
  1068. L 267.225299 52.493949
  1069. L 268.009299 52.314521
  1070. L 269.5773 52.461043
  1071. L 270.3613 52.565848
  1072. L 271.145301 52.082677
  1073. L 271.929301 52.118002
  1074. L 273.497302 51.867891
  1075. L 274.281302 52.284468
  1076. L 275.065302 51.780163
  1077. L 275.849303 51.651405
  1078. L 276.633303 52.160159
  1079. L 277.417303 51.751492
  1080. L 279.769304 51.920929
  1081. L 280.553305 51.679993
  1082. L 281.337305 51.602422
  1083. L 282.905306 51.793877
  1084. L 283.689306 51.864043
  1085. L 284.473307 52.133477
  1086. L 285.257307 51.4401
  1087. L 286.041307 52.25208
  1088. L 286.825308 52.089047
  1089. L 287.609308 51.796703
  1090. L 289.177309 52.37364
  1091. L 289.961309 51.933559
  1092. L 290.745309 51.922055
  1093. L 291.52931 51.551932
  1094. L 293.881311 51.847634
  1095. L 294.665311 51.312772
  1096. L 295.449311 51.417585
  1097. L 296.233312 51.679178
  1098. L 297.017312 51.301006
  1099. L 297.801313 51.852622
  1100. L 298.585313 50.951437
  1101. L 299.369313 51.099788
  1102. L 300.153314 51.632675
  1103. L 300.937314 51.231393
  1104. L 301.721314 51.04722
  1105. L 302.505315 51.744024
  1106. L 303.289315 52.108737
  1107. L 304.073315 51.427948
  1108. L 304.857316 52.33218
  1109. L 305.641316 52.562601
  1110. L 307.209317 51.057286
  1111. L 307.993317 51.731857
  1112. L 308.777317 51.982569
  1113. L 309.561318 51.869784
  1114. L 310.345318 51.046708
  1115. L 311.129319 51.487709
  1116. L 311.913319 50.844302
  1117. L 312.697319 51.018597
  1118. L 313.48132 51.424217
  1119. L 314.26532 51.588611
  1120. L 315.04932 52.266526
  1121. L 315.833321 51.32985
  1122. L 316.617321 51.502521
  1123. L 317.401321 51.449165
  1124. L 318.185322 51.863911
  1125. L 318.969322 50.977718
  1126. L 319.753322 51.453068
  1127. L 320.537323 52.307267
  1128. L 321.321323 51.889218
  1129. L 322.105323 51.893087
  1130. L 322.889324 51.68494
  1131. L 323.673324 51.960185
  1132. L 324.457324 51.058792
  1133. L 325.241325 51.197015
  1134. L 326.025325 51.035502
  1135. L 326.809326 51.43592
  1136. L 327.593326 51.601171
  1137. L 328.377326 51.255408
  1138. L 329.161327 51.228312
  1139. L 329.945327 51.690771
  1140. L 330.729327 51.196974
  1141. L 331.513328 51.508158
  1142. L 332.297328 51.549266
  1143. L 333.081328 51.179916
  1144. L 333.865329 51.161988
  1145. L 334.649329 51.797967
  1146. L 336.21733 51.973968
  1147. L 337.00133 52.56191
  1148. L 338.569331 51.746214
  1149. L 339.353331 51.839067
  1150. L 340.137332 52.399651
  1151. L 340.921332 51.594401
  1152. L 341.705332 51.130249
  1153. L 342.489333 51.734793
  1154. L 343.273333 50.885714
  1155. L 344.057333 51.36284
  1156. L 344.841334 51.581039
  1157. L 345.625334 50.98654
  1158. L 347.193335 51.701003
  1159. L 348.761335 51.608909
  1160. L 349.545336 51.458056
  1161. L 350.329336 51.438905
  1162. L 351.113336 50.621253
  1163. L 351.897337 50.629405
  1164. L 352.681337 50.260132
  1165. L 353.465337 50.269383
  1166. L 354.249338 51.577426
  1167. L 355.033338 51.673278
  1168. L 355.817339 51.364615
  1169. L 356.601339 52.097034
  1170. L 357.385339 51.162582
  1171. L 358.16934 51.295769
  1172. L 358.95334 51.670936
  1173. L 359.73734 51.921862
  1174. L 360.521341 51.4319
  1175. L 361.305341 52.214483
  1176. L 362.089341 51.912459
  1177. L 362.873342 51.844325
  1178. L 363.657342 51.986058
  1179. L 365.225343 51.973602
  1180. L 366.009343 51.441247
  1181. L 366.793343 51.352677
  1182. L 367.577344 51.703642
  1183. L 368.361344 51.402544
  1184. L 369.145345 51.917924
  1185. L 369.929345 51.211607
  1186. L 370.713345 50.794622
  1187. L 371.497346 51.7072
  1188. L 372.281346 51.183322
  1189. L 372.281346 51.183322
  1190. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1191. </g>
  1192. <g id="text_4">
  1193. <g id="patch_6">
  1194. <path d="M 18.697188 53.610924
  1195. L 45.240938 53.610924
  1196. Q 47.640938 53.610924 47.640938 51.210924
  1197. L 47.640938 43.468424
  1198. Q 47.640938 41.068424 45.240938 41.068424
  1199. L 18.697188 41.068424
  1200. Q 16.297188 41.068424 16.297188 43.468424
  1201. L 16.297188 51.210924
  1202. Q 16.297188 53.610924 18.697188 53.610924
  1203. z
  1204. " style="fill:#ffffff;opacity:0.8;"/>
  1205. </g>
  1206. <!-- GSCSF -->
  1207. <defs>
  1208. <path d="M 64.40625 67.28125
  1209. L 64.40625 56.890625
  1210. Q 59.421875 61.53125 53.78125 63.8125
  1211. Q 48.140625 66.109375 41.796875 66.109375
  1212. Q 29.296875 66.109375 22.65625 58.46875
  1213. Q 16.015625 50.828125 16.015625 36.375
  1214. Q 16.015625 21.96875 22.65625 14.328125
  1215. Q 29.296875 6.6875 41.796875 6.6875
  1216. Q 48.140625 6.6875 53.78125 8.984375
  1217. Q 59.421875 11.28125 64.40625 15.921875
  1218. L 64.40625 5.609375
  1219. Q 59.234375 2.09375 53.4375 0.328125
  1220. Q 47.65625 -1.421875 41.21875 -1.421875
  1221. Q 24.65625 -1.421875 15.125 8.703125
  1222. Q 5.609375 18.84375 5.609375 36.375
  1223. Q 5.609375 53.953125 15.125 64.078125
  1224. Q 24.65625 74.21875 41.21875 74.21875
  1225. Q 47.75 74.21875 53.53125 72.484375
  1226. Q 59.328125 70.75 64.40625 67.28125
  1227. z
  1228. " id="DejaVuSans-43"/>
  1229. <path d="M 9.8125 72.90625
  1230. L 51.703125 72.90625
  1231. L 51.703125 64.59375
  1232. L 19.671875 64.59375
  1233. L 19.671875 43.109375
  1234. L 48.578125 43.109375
  1235. L 48.578125 34.8125
  1236. L 19.671875 34.8125
  1237. L 19.671875 0
  1238. L 9.8125 0
  1239. z
  1240. " id="DejaVuSans-46"/>
  1241. </defs>
  1242. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1243. <use xlink:href="#DejaVuSans-47"/>
  1244. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1245. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1246. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1247. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1248. </g>
  1249. </g>
  1250. <g id="text_5">
  1251. <g id="patch_7">
  1252. <path d="M 280.129663 50.475299
  1253. L 365.209663 50.475299
  1254. Q 366.409663 50.475299 366.409663 49.275299
  1255. L 366.409663 45.404049
  1256. Q 366.409663 44.204049 365.209663 44.204049
  1257. L 280.129663 44.204049
  1258. Q 278.929663 44.204049 278.929663 45.404049
  1259. L 278.929663 49.275299
  1260. Q 278.929663 50.475299 280.129663 50.475299
  1261. z
  1262. " style="fill:#ffffff;opacity:0.8;"/>
  1263. </g>
  1264. <!-- max: 457.551 $\bullet$ mean: 450.770 $\bullet$ $\sigma$: 2.055 -->
  1265. <defs>
  1266. <path d="M 10.796875 72.90625
  1267. L 49.515625 72.90625
  1268. L 49.515625 64.59375
  1269. L 19.828125 64.59375
  1270. L 19.828125 46.734375
  1271. Q 21.96875 47.46875 24.109375 47.828125
  1272. Q 26.265625 48.1875 28.421875 48.1875
  1273. Q 40.625 48.1875 47.75 41.5
  1274. Q 54.890625 34.8125 54.890625 23.390625
  1275. Q 54.890625 11.625 47.5625 5.09375
  1276. Q 40.234375 -1.421875 26.90625 -1.421875
  1277. Q 22.3125 -1.421875 17.546875 -0.640625
  1278. Q 12.796875 0.140625 7.71875 1.703125
  1279. L 7.71875 11.625
  1280. Q 12.109375 9.234375 16.796875 8.0625
  1281. Q 21.484375 6.890625 26.703125 6.890625
  1282. Q 35.15625 6.890625 40.078125 11.328125
  1283. Q 45.015625 15.765625 45.015625 23.390625
  1284. Q 45.015625 31 40.078125 35.4375
  1285. Q 35.15625 39.890625 26.703125 39.890625
  1286. Q 22.75 39.890625 18.8125 39.015625
  1287. Q 14.890625 38.140625 10.796875 36.28125
  1288. z
  1289. " id="DejaVuSans-35"/>
  1290. </defs>
  1291. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1292. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1293. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1294. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1295. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1296. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1297. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-34"/>
  1298. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-35"/>
  1299. <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-37"/>
  1300. <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1301. <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-35"/>
  1302. <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-35"/>
  1303. <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-31"/>
  1304. <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1305. <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1306. <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
  1307. <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1308. <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
  1309. <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
  1310. <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1311. <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1312. <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
  1313. <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-34"/>
  1314. <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-35"/>
  1315. <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-30"/>
  1316. <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1317. <use transform="translate(1394.556641 0.78125)" xlink:href="#DejaVuSans-37"/>
  1318. <use transform="translate(1458.164062 0.78125)" xlink:href="#DejaVuSans-37"/>
  1319. <use transform="translate(1521.787109 0.78125)" xlink:href="#DejaVuSans-30"/>
  1320. <use transform="translate(1585.410156 0.78125)" xlink:href="#DejaVuSans-20"/>
  1321. <use transform="translate(1617.197266 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1322. <use transform="translate(1679.794922 0.78125)" xlink:href="#DejaVuSans-20"/>
  1323. <use transform="translate(1711.582031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1324. <use transform="translate(1774.960938 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1325. <use transform="translate(1808.652344 0.78125)" xlink:href="#DejaVuSans-20"/>
  1326. <use transform="translate(1840.439453 0.78125)" xlink:href="#DejaVuSans-32"/>
  1327. <use transform="translate(1904.0625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1328. <use transform="translate(1935.849609 0.78125)" xlink:href="#DejaVuSans-30"/>
  1329. <use transform="translate(1999.472656 0.78125)" xlink:href="#DejaVuSans-35"/>
  1330. <use transform="translate(2063.095703 0.78125)" xlink:href="#DejaVuSans-35"/>
  1331. </g>
  1332. </g>
  1333. <g id="text_6">
  1334. <!-- 454.42 -->
  1335. <g style="fill:#d3d3d3;" transform="translate(7.2 51.570942)scale(0.03 -0.03)">
  1336. <use xlink:href="#DejaVuSans-34"/>
  1337. <use x="63.623047" xlink:href="#DejaVuSans-35"/>
  1338. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  1339. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1340. <use x="222.65625" xlink:href="#DejaVuSans-34"/>
  1341. <use x="286.279297" xlink:href="#DejaVuSans-32"/>
  1342. </g>
  1343. </g>
  1344. </g>
  1345. <g id="axes_3">
  1346. <g id="patch_8">
  1347. <path d="M 18.697188 92.898048
  1348. L 372.281346 92.898048
  1349. L 372.281346 67.351296
  1350. L 18.697188 67.351296
  1351. z
  1352. " style="fill:#ffffff;"/>
  1353. </g>
  1354. <g id="matplotlib.axis_5">
  1355. <g id="xtick_13"/>
  1356. <g id="xtick_14"/>
  1357. <g id="xtick_15"/>
  1358. <g id="xtick_16"/>
  1359. <g id="xtick_17"/>
  1360. <g id="xtick_18"/>
  1361. </g>
  1362. <g id="matplotlib.axis_6"/>
  1363. <g id="line2d_5">
  1364. <path clip-path="url(#p18b32e940a)" d="M 18.697188 78.56343
  1365. L 372.281346 78.56343
  1366. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1367. </g>
  1368. <g id="line2d_6">
  1369. <path clip-path="url(#p18b32e940a)" d="M 18.697188 79.733612
  1370. L 21.049189 79.558009
  1371. L 21.833189 79.316036
  1372. L 22.617189 79.387741
  1373. L 23.40119 79.34255
  1374. L 24.18519 79.442672
  1375. L 24.96919 79.424771
  1376. L 25.753191 79.536364
  1377. L 26.537191 79.438455
  1378. L 27.321191 79.515434
  1379. L 30.457193 79.330162
  1380. L 32.025193 79.375075
  1381. L 32.809194 79.212822
  1382. L 33.593194 79.332314
  1383. L 34.377195 79.19301
  1384. L 38.297196 79.164726
  1385. L 39.081197 79.347753
  1386. L 39.865197 79.21144
  1387. L 40.649197 79.268615
  1388. L 42.217198 79.160081
  1389. L 43.785199 79.068804
  1390. L 46.1372 78.956986
  1391. L 47.7052 79.137466
  1392. L 49.273201 79.276645
  1393. L 50.057202 79.164586
  1394. L 50.841202 79.225737
  1395. L 51.625202 79.004368
  1396. L 52.409203 79.050235
  1397. L 54.761204 78.779706
  1398. L 58.681205 78.93806
  1399. L 59.465206 78.880822
  1400. L 60.249206 79.03711
  1401. L 61.817207 78.963494
  1402. L 62.601207 79.105065
  1403. L 63.385208 79.005253
  1404. L 64.953208 79.232812
  1405. L 65.737209 79.083032
  1406. L 66.521209 79.241114
  1407. L 67.305209 79.03412
  1408. L 68.08921 79.186689
  1409. L 69.65721 79.041848
  1410. L 71.225211 79.326699
  1411. L 72.009211 79.18825
  1412. L 73.577212 79.318055
  1413. L 75.145213 79.212107
  1414. L 75.929213 79.306048
  1415. L 78.281214 79.283386
  1416. L 79.065215 79.337952
  1417. L 79.849215 79.145504
  1418. L 80.633215 79.349819
  1419. L 82.201216 79.15428
  1420. L 82.985216 79.108793
  1421. L 83.769217 79.341392
  1422. L 85.337217 79.244547
  1423. L 86.121218 79.447309
  1424. L 86.905218 79.253043
  1425. L 88.473219 79.399406
  1426. L 89.257219 79.242971
  1427. L 91.60922 79.191162
  1428. L 92.393221 79.47359
  1429. L 93.177221 79.606222
  1430. L 93.961221 79.483026
  1431. L 94.745222 79.5942
  1432. L 96.313222 79.26759
  1433. L 97.097223 79.218344
  1434. L 97.881223 78.990963
  1435. L 100.233224 79.230754
  1436. L 101.017224 79.088453
  1437. L 101.801225 79.423357
  1438. L 102.585225 79.50074
  1439. L 103.369225 79.373886
  1440. L 105.721226 79.390351
  1441. L 107.289227 79.286617
  1442. L 110.425229 79.353057
  1443. L 111.209229 79.478273
  1444. L 115.129231 79.364761
  1445. L 115.913231 79.411009
  1446. L 116.697231 79.257827
  1447. L 119.833233 79.269586
  1448. L 120.617233 79.173323
  1449. L 122.185234 79.243305
  1450. L 122.969234 79.264056
  1451. L 123.753235 79.14472
  1452. L 125.321235 79.365988
  1453. L 127.673236 79.096949
  1454. L 128.457237 79.206089
  1455. L 130.025237 79.056565
  1456. L 130.809238 79.182176
  1457. L 131.593238 79.156462
  1458. L 132.377238 79.305955
  1459. L 133.161239 79.05693
  1460. L 134.729239 79.041941
  1461. L 135.51324 78.910326
  1462. L 136.29724 79.052371
  1463. L 137.865241 78.80163
  1464. L 138.649241 79.025112
  1465. L 140.217242 79.017112
  1466. L 141.001242 79.166178
  1467. L 144.137244 78.805575
  1468. L 144.921244 78.568207
  1469. L 147.273245 78.569263
  1470. L 148.057245 78.77152
  1471. L 149.625246 78.785833
  1472. L 151.977247 78.701204
  1473. L 152.761248 78.793172
  1474. L 153.545248 78.597711
  1475. L 154.329248 78.518658
  1476. L 155.897249 78.727175
  1477. L 156.681249 78.570397
  1478. L 159.03325 78.669269
  1479. L 159.817251 78.569908
  1480. L 162.169252 78.56135
  1481. L 163.737252 78.506776
  1482. L 164.521253 78.398942
  1483. L 165.305253 78.420105
  1484. L 166.089254 78.247383
  1485. L 168.441255 78.298174
  1486. L 169.225255 78.453686
  1487. L 170.009255 78.423165
  1488. L 171.577256 78.618199
  1489. L 172.361256 78.427622
  1490. L 173.145257 78.493434
  1491. L 173.929257 78.365632
  1492. L 176.281258 78.585759
  1493. L 177.065258 78.439613
  1494. L 178.633259 78.701771
  1495. L 179.41726 78.604344
  1496. L 180.98526 78.717164
  1497. L 181.769261 78.53381
  1498. L 184.905262 78.844321
  1499. L 185.689262 78.890336
  1500. L 186.473263 78.794415
  1501. L 187.257263 78.823981
  1502. L 188.825264 78.664431
  1503. L 190.393264 78.770588
  1504. L 191.961265 79.04358
  1505. L 192.745265 79.01062
  1506. L 193.529266 79.104118
  1507. L 195.881267 78.978258
  1508. L 197.449268 78.732836
  1509. L 201.369269 79.204574
  1510. L 202.15327 79.121957
  1511. L 202.93727 79.234661
  1512. L 204.505271 79.170294
  1513. L 206.073271 79.058732
  1514. L 207.641272 79.039774
  1515. L 208.425273 79.296208
  1516. L 210.777274 79.234334
  1517. L 211.561274 79.300992
  1518. L 213.129275 79.065007
  1519. L 213.913275 79.278408
  1520. L 216.265276 79.329813
  1521. L 217.049276 79.406846
  1522. L 217.833277 79.259885
  1523. L 218.617277 79.392409
  1524. L 221.753278 78.908113
  1525. L 223.321279 79.187737
  1526. L 224.88928 79.210981
  1527. L 225.67328 79.45735
  1528. L 227.241281 79.321829
  1529. L 228.025281 79.40141
  1530. L 230.377282 79.30806
  1531. L 231.161283 79.393605
  1532. L 231.945283 79.193344
  1533. L 232.729283 79.472386
  1534. L 234.297284 79.18373
  1535. L 235.865285 79.462554
  1536. L 236.649285 79.173338
  1537. L 238.217286 79.264196
  1538. L 239.785287 79.185547
  1539. L 242.921288 79.402909
  1540. L 243.705288 79.376131
  1541. L 244.489289 79.524932
  1542. L 246.057289 79.382577
  1543. L 246.84129 79.470359
  1544. L 249.193291 79.31331
  1545. L 249.977291 79.395453
  1546. L 250.761291 79.347279
  1547. L 253.897293 79.673889
  1548. L 254.681293 79.616784
  1549. L 256.249294 79.662721
  1550. L 260.169296 79.052371
  1551. L 261.737296 79.315104
  1552. L 262.521297 79.313675
  1553. L 263.305297 79.52998
  1554. L 264.873298 79.517003
  1555. L 269.5773 79.571996
  1556. L 270.3613 79.862842
  1557. L 271.145301 79.601313
  1558. L 272.713301 79.737689
  1559. L 273.497302 79.395298
  1560. L 274.281302 79.571204
  1561. L 275.849303 79.415475
  1562. L 276.633303 79.400129
  1563. L 277.417303 79.509314
  1564. L 278.201304 79.35023
  1565. L 279.769304 79.555873
  1566. L 281.337305 79.371665
  1567. L 285.257307 79.369964
  1568. L 286.041307 79.283541
  1569. L 286.825308 79.482063
  1570. L 288.393308 79.007032
  1571. L 289.177309 79.159072
  1572. L 289.961309 79.059345
  1573. L 290.745309 79.135004
  1574. L 291.52931 79.033491
  1575. L 292.31331 79.085968
  1576. L 293.09731 78.921409
  1577. L 293.881311 79.117468
  1578. L 299.369313 79.114051
  1579. L 300.153314 78.959145
  1580. L 303.289315 79.109399
  1581. L 305.641316 79.124069
  1582. L 308.777317 79.21474
  1583. L 311.913319 79.150863
  1584. L 312.697319 78.965428
  1585. L 313.48132 78.917029
  1586. L 314.26532 79.017765
  1587. L 315.04932 78.965288
  1588. L 316.617321 79.059167
  1589. L 317.401321 78.975672
  1590. L 318.969322 79.039339
  1591. L 319.753322 78.960496
  1592. L 323.673324 79.241332
  1593. L 326.809326 78.776762
  1594. L 328.377326 78.983376
  1595. L 329.161327 78.883067
  1596. L 331.513328 79.114144
  1597. L 332.297328 79.00829
  1598. L 333.865329 79.043036
  1599. L 334.649329 78.900075
  1600. L 336.21733 79.189453
  1601. L 337.00133 79.066389
  1602. L 337.78533 79.182953
  1603. L 342.489333 78.744004
  1604. L 343.273333 78.999599
  1605. L 344.057333 78.748532
  1606. L 344.841334 78.816005
  1607. L 345.625334 79.077837
  1608. L 347.193335 78.857259
  1609. L 347.977335 79.191325
  1610. L 348.761335 78.901752
  1611. L 349.545336 78.888713
  1612. L 350.329336 79.093618
  1613. L 351.113336 79.115146
  1614. L 353.465337 78.863698
  1615. L 355.817339 79.056448
  1616. L 356.601339 78.921673
  1617. L 358.16934 78.94828
  1618. L 358.95334 78.656121
  1619. L 360.521341 78.663429
  1620. L 361.305341 78.51163
  1621. L 362.089341 78.701849
  1622. L 365.225343 78.943892
  1623. L 366.009343 78.806802
  1624. L 367.577344 78.889637
  1625. L 372.281346 78.642763
  1626. L 372.281346 78.642763
  1627. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1628. </g>
  1629. <g id="text_7">
  1630. <g id="patch_9">
  1631. <path d="M 18.697188 81.286572
  1632. L 44.787188 81.286572
  1633. Q 47.187188 81.286572 47.187188 78.886572
  1634. L 47.187188 71.144072
  1635. Q 47.187188 68.744072 44.787188 68.744072
  1636. L 18.697188 68.744072
  1637. Q 16.297188 68.744072 16.297188 71.144072
  1638. L 16.297188 78.886572
  1639. Q 16.297188 81.286572 18.697188 81.286572
  1640. z
  1641. " style="fill:#ffffff;opacity:0.8;"/>
  1642. </g>
  1643. <!-- GSWM -->
  1644. <defs>
  1645. <path d="M 3.328125 72.90625
  1646. L 13.28125 72.90625
  1647. L 28.609375 11.28125
  1648. L 43.890625 72.90625
  1649. L 54.984375 72.90625
  1650. L 70.3125 11.28125
  1651. L 85.59375 72.90625
  1652. L 95.609375 72.90625
  1653. L 77.296875 0
  1654. L 64.890625 0
  1655. L 49.515625 63.28125
  1656. L 33.984375 0
  1657. L 21.578125 0
  1658. z
  1659. " id="DejaVuSans-57"/>
  1660. <path d="M 9.8125 72.90625
  1661. L 24.515625 72.90625
  1662. L 43.109375 23.296875
  1663. L 61.8125 72.90625
  1664. L 76.515625 72.90625
  1665. L 76.515625 0
  1666. L 66.890625 0
  1667. L 66.890625 64.015625
  1668. L 48.09375 14.015625
  1669. L 38.1875 14.015625
  1670. L 19.390625 64.015625
  1671. L 19.390625 0
  1672. L 9.8125 0
  1673. z
  1674. " id="DejaVuSans-4d"/>
  1675. </defs>
  1676. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1677. <use xlink:href="#DejaVuSans-47"/>
  1678. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1679. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1680. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1681. </g>
  1682. </g>
  1683. <g id="text_8">
  1684. <g id="patch_10">
  1685. <path d="M 280.129663 78.150947
  1686. L 365.209663 78.150947
  1687. Q 366.409663 78.150947 366.409663 76.950947
  1688. L 366.409663 73.079697
  1689. Q 366.409663 71.879697 365.209663 71.879697
  1690. L 280.129663 71.879697
  1691. Q 278.929663 71.879697 278.929663 73.079697
  1692. L 278.929663 76.950947
  1693. Q 278.929663 78.150947 280.129663 78.150947
  1694. z
  1695. " style="fill:#ffffff;opacity:0.8;"/>
  1696. </g>
  1697. <!-- max: 427.385 $\bullet$ mean: 423.913 $\bullet$ $\sigma$: 1.159 -->
  1698. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1699. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1700. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1701. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1702. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1703. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1704. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-34"/>
  1705. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
  1706. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
  1707. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1708. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
  1709. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
  1710. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-35"/>
  1711. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1712. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1713. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1714. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1715. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1716. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1717. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1718. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1719. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1720. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-34"/>
  1721. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-32"/>
  1722. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-33"/>
  1723. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1724. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
  1725. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
  1726. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-33"/>
  1727. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1728. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1729. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1730. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1731. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1732. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1733. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
  1734. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1735. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-31"/>
  1736. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-35"/>
  1737. <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
  1738. </g>
  1739. </g>
  1740. <g id="text_9">
  1741. <!-- 426.07 -->
  1742. <g style="fill:#d3d3d3;" transform="translate(7.2 79.391242)scale(0.03 -0.03)">
  1743. <use xlink:href="#DejaVuSans-34"/>
  1744. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  1745. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  1746. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1747. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  1748. <use x="286.279297" xlink:href="#DejaVuSans-37"/>
  1749. </g>
  1750. </g>
  1751. </g>
  1752. <g id="axes_4">
  1753. <g id="patch_11">
  1754. <path d="M 18.697188 120.573696
  1755. L 372.281346 120.573696
  1756. L 372.281346 95.026944
  1757. L 18.697188 95.026944
  1758. z
  1759. " style="fill:#ffffff;"/>
  1760. </g>
  1761. <g id="matplotlib.axis_7">
  1762. <g id="xtick_19"/>
  1763. <g id="xtick_20"/>
  1764. <g id="xtick_21"/>
  1765. <g id="xtick_22"/>
  1766. <g id="xtick_23"/>
  1767. <g id="xtick_24"/>
  1768. </g>
  1769. <g id="matplotlib.axis_8"/>
  1770. <g id="line2d_7">
  1771. <path clip-path="url(#p8effcbecd0)" d="M 18.697188 105.080862
  1772. L 372.281346 105.080862
  1773. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1774. </g>
  1775. <g id="line2d_8">
  1776. <path clip-path="url(#p8effcbecd0)" d="M 19.481188 108.559233
  1777. L 20.265188 108.338909
  1778. L 21.049189 107.37347
  1779. L 21.833189 104.305095
  1780. L 22.617189 108.731852
  1781. L 23.40119 109.765966
  1782. L 24.96919 107.918248
  1783. L 25.753191 107.86417
  1784. L 26.537191 106.869715
  1785. L 27.321191 106.37029
  1786. L 28.105192 107.589893
  1787. L 30.457193 107.734241
  1788. L 31.241193 108.341136
  1789. L 32.025193 106.537591
  1790. L 33.593194 107.140526
  1791. L 34.377195 106.361874
  1792. L 35.161195 105.810045
  1793. L 35.945195 107.407929
  1794. L 36.729196 106.034574
  1795. L 37.513196 105.632787
  1796. L 38.297196 107.023401
  1797. L 39.081197 107.172698
  1798. L 39.865197 105.456702
  1799. L 40.649197 106.41731
  1800. L 41.433198 105.928343
  1801. L 42.217198 107.296129
  1802. L 43.001198 105.824339
  1803. L 43.785199 105.761661
  1804. L 44.569199 104.739305
  1805. L 45.353199 106.748696
  1806. L 46.1372 106.672469
  1807. L 46.9212 104.9501
  1808. L 47.7052 106.361011
  1809. L 48.489201 105.961445
  1810. L 49.273201 106.674136
  1811. L 50.057202 104.297232
  1812. L 50.841202 104.757987
  1813. L 51.625202 105.405102
  1814. L 52.409203 105.501
  1815. L 53.193203 106.109754
  1816. L 53.977203 104.501102
  1817. L 54.761204 104.557901
  1818. L 55.545204 105.40269
  1819. L 56.329204 104.014731
  1820. L 57.113205 104.149978
  1821. L 57.897205 105.005041
  1822. L 58.681205 106.311388
  1823. L 59.465206 106.90826
  1824. L 60.249206 106.83519
  1825. L 61.033206 106.582634
  1826. L 61.817207 107.142259
  1827. L 62.601207 108.433568
  1828. L 63.385208 108.642386
  1829. L 64.169208 107.395435
  1830. L 64.953208 106.476897
  1831. L 65.737209 106.200208
  1832. L 66.521209 106.759339
  1833. L 67.305209 107.45514
  1834. L 68.08921 108.705492
  1835. L 68.87321 107.269525
  1836. L 69.65721 107.361839
  1837. L 70.441211 109.140882
  1838. L 71.225211 108.783696
  1839. L 72.009211 106.868911
  1840. L 72.793212 107.023585
  1841. L 73.577212 107.493744
  1842. L 74.361212 107.531552
  1843. L 75.929213 106.605771
  1844. L 76.713213 106.225079
  1845. L 77.497214 106.395721
  1846. L 78.281214 106.428757
  1847. L 79.065215 105.034986
  1848. L 79.849215 105.939731
  1849. L 80.633215 107.403231
  1850. L 81.417216 106.724379
  1851. L 82.201216 105.28544
  1852. L 82.985216 106.886355
  1853. L 83.769217 106.860437
  1854. L 85.337217 108.770891
  1855. L 86.121218 107.076609
  1856. L 86.905218 106.247102
  1857. L 87.689218 106.660344
  1858. L 88.473219 106.46118
  1859. L 89.257219 105.13924
  1860. L 90.041219 107.412015
  1861. L 90.82522 103.407091
  1862. L 91.60922 104.997061
  1863. L 92.393221 109.652558
  1864. L 93.177221 110.78709
  1865. L 93.961221 108.129471
  1866. L 94.745222 105.979699
  1867. L 95.529222 104.839414
  1868. L 96.313222 105.950868
  1869. L 97.097223 106.456599
  1870. L 97.881223 103.81736
  1871. L 98.665223 106.769363
  1872. L 99.449224 107.726998
  1873. L 100.233224 107.017648
  1874. L 101.017224 106.669497
  1875. L 101.801225 106.086484
  1876. L 102.585225 105.97821
  1877. L 103.369225 106.558317
  1878. L 104.153226 107.625716
  1879. L 104.937226 105.266883
  1880. L 105.721226 107.246204
  1881. L 106.505227 108.249007
  1882. L 107.289227 106.86557
  1883. L 108.857228 106.790516
  1884. L 109.641228 106.317635
  1885. L 110.425229 106.768986
  1886. L 111.209229 106.889578
  1887. L 111.993229 108.362666
  1888. L 112.77723 107.521528
  1889. L 113.56123 108.47552
  1890. L 114.34523 109.039039
  1891. L 115.129231 107.695261
  1892. L 115.913231 107.051185
  1893. L 116.697231 107.824511
  1894. L 117.481232 107.18742
  1895. L 119.049232 110.050141
  1896. L 119.833233 109.640492
  1897. L 120.617233 108.350666
  1898. L 121.401234 107.341851
  1899. L 122.185234 107.761464
  1900. L 122.969234 106.915687
  1901. L 123.753235 109.100043
  1902. L 124.537235 106.474294
  1903. L 125.321235 105.912817
  1904. L 126.105236 106.913703
  1905. L 126.889236 107.685732
  1906. L 127.673236 109.368936
  1907. L 128.457237 107.502226
  1908. L 129.241237 106.944025
  1909. L 130.025237 107.675959
  1910. L 130.809238 109.599041
  1911. L 131.593238 108.931385
  1912. L 132.377238 108.109675
  1913. L 133.161239 107.587171
  1914. L 133.945239 106.188201
  1915. L 134.729239 107.582097
  1916. L 135.51324 108.030416
  1917. L 136.29724 105.824893
  1918. L 137.081241 106.715469
  1919. L 137.865241 107.899189
  1920. L 138.649241 108.701347
  1921. L 139.433242 106.793304
  1922. L 140.217242 108.279019
  1923. L 141.001242 109.055067
  1924. L 141.785243 106.734402
  1925. L 142.569243 105.126739
  1926. L 143.353243 105.935645
  1927. L 144.137244 106.072131
  1928. L 144.921244 106.942225
  1929. L 145.705244 108.43283
  1930. L 146.489245 107.542563
  1931. L 147.273245 106.429066
  1932. L 148.057245 107.990758
  1933. L 148.841246 106.582324
  1934. L 149.625246 105.904276
  1935. L 150.409247 105.009311
  1936. L 151.193247 106.479368
  1937. L 151.977247 105.790987
  1938. L 152.761248 107.112248
  1939. L 154.329248 107.193239
  1940. L 155.113249 108.306736
  1941. L 156.681249 106.195687
  1942. L 157.46525 106.709959
  1943. L 158.24925 106.799057
  1944. L 159.03325 105.689211
  1945. L 159.817251 107.440536
  1946. L 160.601251 106.963695
  1947. L 161.385251 106.085126
  1948. L 162.169252 106.647908
  1949. L 162.953252 107.405952
  1950. L 163.737252 105.571901
  1951. L 164.521253 106.720853
  1952. L 165.305253 105.981057
  1953. L 166.089254 105.525133
  1954. L 166.873254 104.664066
  1955. L 167.657254 107.715492
  1956. L 168.441255 107.748719
  1957. L 169.225255 106.789594
  1958. L 170.009255 107.461756
  1959. L 170.793256 107.041161
  1960. L 171.577256 105.428859
  1961. L 172.361256 106.876147
  1962. L 173.145257 107.770308
  1963. L 173.929257 106.80481
  1964. L 174.713257 105.655866
  1965. L 175.497258 105.476439
  1966. L 176.281258 106.104864
  1967. L 177.065258 106.279526
  1968. L 177.849259 106.987024
  1969. L 178.633259 106.117793
  1970. L 179.41726 105.836775
  1971. L 180.20126 106.984981
  1972. L 180.98526 106.944762
  1973. L 181.769261 106.414898
  1974. L 182.553261 107.676763
  1975. L 183.337261 108.378442
  1976. L 184.121262 107.679484
  1977. L 184.905262 106.486545
  1978. L 185.689262 107.641124
  1979. L 186.473263 105.869072
  1980. L 188.041263 109.384403
  1981. L 189.609264 107.665375
  1982. L 190.393264 109.296611
  1983. L 191.177265 106.391694
  1984. L 191.961265 106.422568
  1985. L 192.745265 107.448517
  1986. L 193.529266 108.867534
  1987. L 194.313266 107.148447
  1988. L 195.097267 107.045491
  1989. L 195.881267 107.333996
  1990. L 196.665267 106.570752
  1991. L 197.449268 110.414378
  1992. L 198.233268 110.070062
  1993. L 199.017268 109.295372
  1994. L 199.801269 109.35285
  1995. L 200.585269 111.36781
  1996. L 201.369269 110.626221
  1997. L 202.15327 108.44025
  1998. L 202.93727 107.94126
  1999. L 203.72127 108.360748
  2000. L 204.505271 108.359015
  2001. L 205.289271 110.11987
  2002. L 206.073271 111.149713
  2003. L 206.857272 109.976326
  2004. L 207.641272 108.126196
  2005. L 208.425273 108.372505
  2006. L 209.209273 107.985868
  2007. L 209.993273 106.985535
  2008. L 210.777274 108.070761
  2009. L 211.561274 108.704009
  2010. L 212.345274 107.624979
  2011. L 213.129275 108.33247
  2012. L 213.913275 108.725849
  2013. L 214.697275 108.132878
  2014. L 215.481276 108.973337
  2015. L 216.265276 110.147831
  2016. L 217.049276 109.278607
  2017. L 217.833277 106.645865
  2018. L 218.617277 108.097549
  2019. L 219.401277 108.24647
  2020. L 220.185278 108.25538
  2021. L 220.969278 107.096656
  2022. L 221.753278 109.109823
  2023. L 222.537279 110.503904
  2024. L 223.321279 109.012067
  2025. L 224.10528 108.924267
  2026. L 225.67328 109.171262
  2027. L 226.457281 107.73981
  2028. L 227.241281 108.619308
  2029. L 228.809282 109.414783
  2030. L 229.593282 108.753323
  2031. L 230.377282 108.874216
  2032. L 231.161283 107.608332
  2033. L 232.729283 109.01349
  2034. L 233.513284 107.925919
  2035. L 234.297284 106.143777
  2036. L 235.081284 106.134624
  2037. L 235.865285 108.27809
  2038. L 236.649285 107.86077
  2039. L 237.433286 107.689014
  2040. L 238.217286 106.811123
  2041. L 239.001286 107.440846
  2042. L 239.785287 109.307807
  2043. L 241.353287 109.280156
  2044. L 242.137288 110.20216
  2045. L 242.921288 107.948127
  2046. L 244.489289 109.020851
  2047. L 245.273289 108.256368
  2048. L 246.057289 108.361058
  2049. L 246.84129 108.710131
  2050. L 247.62529 107.642857
  2051. L 248.40929 108.422371
  2052. L 249.193291 109.850726
  2053. L 249.977291 108.498783
  2054. L 250.761291 108.606253
  2055. L 251.545292 108.305623
  2056. L 252.329292 109.44461
  2057. L 253.113293 110.281912
  2058. L 253.897293 111.922301
  2059. L 254.681293 109.69735
  2060. L 255.465294 109.804016
  2061. L 256.249294 109.275701
  2062. L 257.033294 107.2436
  2063. L 257.817295 107.717661
  2064. L 258.601295 109.092373
  2065. L 259.385295 108.293372
  2066. L 260.169296 109.297046
  2067. L 260.953296 109.45605
  2068. L 261.737296 107.692229
  2069. L 262.521297 106.736504
  2070. L 263.305297 107.848143
  2071. L 264.089297 107.812813
  2072. L 264.873298 107.903209
  2073. L 266.441298 109.473994
  2074. L 267.225299 110.600487
  2075. L 268.009299 109.288571
  2076. L 269.5773 109.133396
  2077. L 270.3613 108.185961
  2078. L 271.145301 109.412496
  2079. L 271.929301 109.583758
  2080. L 272.713301 109.602131
  2081. L 273.497302 108.334948
  2082. L 274.281302 110.54919
  2083. L 275.065302 108.340207
  2084. L 275.849303 109.086435
  2085. L 276.633303 106.916366
  2086. L 277.417303 107.591751
  2087. L 278.201304 107.042703
  2088. L 278.985304 108.481332
  2089. L 279.769304 106.940801
  2090. L 281.337305 107.557787
  2091. L 282.121306 109.969584
  2092. L 282.905306 109.157957
  2093. L 283.689306 109.325317
  2094. L 284.473307 107.806197
  2095. L 285.257307 107.266494
  2096. L 286.041307 107.482423
  2097. L 286.825308 109.06509
  2098. L 288.393308 105.916962
  2099. L 289.177309 107.505258
  2100. L 289.961309 106.918778
  2101. L 290.745309 106.538211
  2102. L 291.52931 107.520599
  2103. L 292.31331 104.639321
  2104. L 293.09731 104.992665
  2105. L 294.665311 105.476933
  2106. L 295.449311 106.416506
  2107. L 296.233312 107.663214
  2108. L 297.017312 107.685422
  2109. L 297.801313 107.497579
  2110. L 298.585313 106.431545
  2111. L 299.369313 105.972951
  2112. L 300.153314 106.697649
  2113. L 300.937314 108.856154
  2114. L 301.721314 108.180149
  2115. L 302.505315 108.114189
  2116. L 303.289315 108.294545
  2117. L 304.073315 107.470054
  2118. L 304.857316 104.949421
  2119. L 305.641316 108.162019
  2120. L 306.425316 107.970342
  2121. L 307.209317 106.214805
  2122. L 307.993317 107.035158
  2123. L 308.777317 109.086125
  2124. L 309.561318 107.381819
  2125. L 310.345318 106.955036
  2126. L 311.129319 107.186432
  2127. L 311.913319 107.708994
  2128. L 313.48132 110.544986
  2129. L 314.26532 108.976981
  2130. L 315.04932 107.93204
  2131. L 315.833321 108.037659
  2132. L 316.617321 106.850037
  2133. L 317.401321 107.970275
  2134. L 318.185322 108.701907
  2135. L 318.969322 107.271568
  2136. L 319.753322 107.398776
  2137. L 320.537323 109.0292
  2138. L 321.321323 110.056823
  2139. L 322.105323 108.541908
  2140. L 322.889324 108.922601
  2141. L 323.673324 106.20324
  2142. L 324.457324 106.062299
  2143. L 325.241325 106.657556
  2144. L 326.025325 107.797103
  2145. L 326.809326 108.485544
  2146. L 327.593326 110.525809
  2147. L 328.377326 109.662456
  2148. L 329.161327 107.323043
  2149. L 329.945327 107.238408
  2150. L 330.729327 107.81226
  2151. L 331.513328 108.854354
  2152. L 332.297328 109.263074
  2153. L 333.081328 108.527304
  2154. L 333.865329 108.318796
  2155. L 334.649329 108.95335
  2156. L 335.433329 108.034377
  2157. L 336.21733 108.354501
  2158. L 337.00133 109.803766
  2159. L 337.78533 110.116462
  2160. L 338.569331 110.168379
  2161. L 339.353331 108.488634
  2162. L 340.921332 107.977393
  2163. L 341.705332 107.34711
  2164. L 342.489333 108.227043
  2165. L 343.273333 107.884342
  2166. L 344.057333 108.51394
  2167. L 344.841334 110.315132
  2168. L 345.625334 107.445921
  2169. L 346.409334 107.285737
  2170. L 347.193335 107.404964
  2171. L 347.977335 107.215757
  2172. L 348.761335 106.845029
  2173. L 349.545336 107.942809
  2174. L 350.329336 105.462396
  2175. L 351.113336 102.316488
  2176. L 351.897337 104.516878
  2177. L 352.681337 103.852011
  2178. L 353.465337 107.342655
  2179. L 354.249338 109.859208
  2180. L 355.033338 109.904494
  2181. L 355.817339 107.04586
  2182. L 356.601339 107.33356
  2183. L 357.385339 108.400717
  2184. L 358.16934 106.62365
  2185. L 358.95334 107.072095
  2186. L 359.73734 107.902221
  2187. L 360.521341 107.107608
  2188. L 361.305341 107.46343
  2189. L 362.089341 109.079384
  2190. L 362.873342 109.083278
  2191. L 363.657342 107.259443
  2192. L 364.441342 106.855112
  2193. L 365.225343 108.725664
  2194. L 366.009343 109.07709
  2195. L 366.793343 108.397811
  2196. L 367.577344 108.100765
  2197. L 368.361344 105.753438
  2198. L 369.145345 107.44747
  2199. L 369.929345 108.320219
  2200. L 370.713345 107.57641
  2201. L 371.497346 108.330309
  2202. L 372.281346 108.381599
  2203. L 372.281346 108.381599
  2204. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2205. </g>
  2206. <g id="text_10">
  2207. <g id="patch_12">
  2208. <path d="M 18.697188 108.96222
  2209. L 46.430938 108.96222
  2210. Q 48.830938 108.96222 48.830938 106.56222
  2211. L 48.830938 98.81972
  2212. Q 48.830938 96.41972 46.430938 96.41972
  2213. L 18.697188 96.41972
  2214. Q 16.297188 96.41972 16.297188 98.81972
  2215. L 16.297188 106.56222
  2216. Q 16.297188 108.96222 18.697188 108.96222
  2217. z
  2218. " style="fill:#ffffff;opacity:0.8;"/>
  2219. </g>
  2220. <!-- DVARS -->
  2221. <defs>
  2222. <path d="M 19.671875 64.796875
  2223. L 19.671875 8.109375
  2224. L 31.59375 8.109375
  2225. Q 46.6875 8.109375 53.6875 14.9375
  2226. Q 60.6875 21.78125 60.6875 36.53125
  2227. Q 60.6875 51.171875 53.6875 57.984375
  2228. Q 46.6875 64.796875 31.59375 64.796875
  2229. z
  2230. M 9.8125 72.90625
  2231. L 30.078125 72.90625
  2232. Q 51.265625 72.90625 61.171875 64.09375
  2233. Q 71.09375 55.28125 71.09375 36.53125
  2234. Q 71.09375 17.671875 61.125 8.828125
  2235. Q 51.171875 0 30.078125 0
  2236. L 9.8125 0
  2237. z
  2238. " id="DejaVuSans-44"/>
  2239. <path d="M 28.609375 0
  2240. L 0.78125 72.90625
  2241. L 11.078125 72.90625
  2242. L 34.1875 11.53125
  2243. L 57.328125 72.90625
  2244. L 67.578125 72.90625
  2245. L 39.796875 0
  2246. z
  2247. " id="DejaVuSans-56"/>
  2248. <path d="M 34.1875 63.1875
  2249. L 20.796875 26.90625
  2250. L 47.609375 26.90625
  2251. z
  2252. M 28.609375 72.90625
  2253. L 39.796875 72.90625
  2254. L 67.578125 0
  2255. L 57.328125 0
  2256. L 50.6875 18.703125
  2257. L 17.828125 18.703125
  2258. L 11.1875 0
  2259. L 0.78125 0
  2260. z
  2261. " id="DejaVuSans-41"/>
  2262. <path d="M 44.390625 34.1875
  2263. Q 47.5625 33.109375 50.5625 29.59375
  2264. Q 53.5625 26.078125 56.59375 19.921875
  2265. L 66.609375 0
  2266. L 56 0
  2267. L 46.6875 18.703125
  2268. Q 43.0625 26.03125 39.671875 28.421875
  2269. Q 36.28125 30.8125 30.421875 30.8125
  2270. L 19.671875 30.8125
  2271. L 19.671875 0
  2272. L 9.8125 0
  2273. L 9.8125 72.90625
  2274. L 32.078125 72.90625
  2275. Q 44.578125 72.90625 50.734375 67.671875
  2276. Q 56.890625 62.453125 56.890625 51.90625
  2277. Q 56.890625 45.015625 53.6875 40.46875
  2278. Q 50.484375 35.9375 44.390625 34.1875
  2279. z
  2280. M 19.671875 64.796875
  2281. L 19.671875 38.921875
  2282. L 32.078125 38.921875
  2283. Q 39.203125 38.921875 42.84375 42.21875
  2284. Q 46.484375 45.515625 46.484375 51.90625
  2285. Q 46.484375 58.296875 42.84375 61.546875
  2286. Q 39.203125 64.796875 32.078125 64.796875
  2287. z
  2288. " id="DejaVuSans-52"/>
  2289. </defs>
  2290. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2291. <use xlink:href="#DejaVuSans-44"/>
  2292. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2293. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2294. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2295. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2296. </g>
  2297. </g>
  2298. <g id="text_11">
  2299. <g id="patch_13">
  2300. <path d="M 290.289663 105.826595
  2301. L 365.209663 105.826595
  2302. Q 366.409663 105.826595 366.409663 104.626595
  2303. L 366.409663 100.755345
  2304. Q 366.409663 99.555345 365.209663 99.555345
  2305. L 290.289663 99.555345
  2306. Q 289.089663 99.555345 289.089663 100.755345
  2307. L 289.089663 104.626595
  2308. Q 289.089663 105.826595 290.289663 105.826595
  2309. z
  2310. " style="fill:#ffffff;opacity:0.8;"/>
  2311. </g>
  2312. <!-- max: 1.178 $\bullet$ mean: 1.093 $\bullet$ $\sigma$: 0.023 -->
  2313. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2314. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2315. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2316. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2317. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2318. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2319. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2320. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2321. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
  2322. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-37"/>
  2323. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
  2324. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2325. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2326. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2327. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2328. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2329. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2330. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2331. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2332. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2333. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2334. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2335. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-30"/>
  2336. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-39"/>
  2337. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-33"/>
  2338. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  2339. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2340. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  2341. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2342. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2343. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  2344. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  2345. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2346. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  2347. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-32"/>
  2348. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-33"/>
  2349. </g>
  2350. </g>
  2351. <g id="text_12">
  2352. <!-- 1.13 -->
  2353. <g style="fill:#d3d3d3;" transform="translate(11.0175 105.908675)scale(0.03 -0.03)">
  2354. <use xlink:href="#DejaVuSans-31"/>
  2355. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2356. <use x="95.410156" xlink:href="#DejaVuSans-31"/>
  2357. <use x="159.033203" xlink:href="#DejaVuSans-33"/>
  2358. </g>
  2359. </g>
  2360. </g>
  2361. <g id="axes_5">
  2362. <g id="patch_14">
  2363. <path d="M 18.697188 148.249344
  2364. L 372.281346 148.249344
  2365. L 372.281346 122.702592
  2366. L 18.697188 122.702592
  2367. z
  2368. " style="fill:#ffffff;"/>
  2369. </g>
  2370. <g id="matplotlib.axis_9">
  2371. <g id="xtick_25"/>
  2372. <g id="xtick_26"/>
  2373. <g id="xtick_27"/>
  2374. <g id="xtick_28"/>
  2375. <g id="xtick_29"/>
  2376. <g id="xtick_30"/>
  2377. </g>
  2378. <g id="matplotlib.axis_10"/>
  2379. <g id="line2d_9">
  2380. <path clip-path="url(#p204598c28c)" d="M 18.697188 133.691912
  2381. L 372.281346 133.691912
  2382. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2383. </g>
  2384. <g id="line2d_10">
  2385. <path clip-path="url(#p204598c28c)" d="M 19.481188 143.860739
  2386. L 20.265188 137.886025
  2387. L 21.049189 140.173897
  2388. L 21.833189 133.944284
  2389. L 22.617189 140.873642
  2390. L 23.40119 143.610976
  2391. L 24.18519 141.900162
  2392. L 24.96919 145.626078
  2393. L 25.753191 141.330883
  2394. L 26.537191 141.9313
  2395. L 27.321191 140.590718
  2396. L 28.105192 141.651386
  2397. L 28.889192 138.523837
  2398. L 29.673192 138.253705
  2399. L 30.457193 143.977921
  2400. L 31.241193 140.664804
  2401. L 32.025193 145.007654
  2402. L 32.809194 141.153335
  2403. L 33.593194 144.817456
  2404. L 34.377195 130.745621
  2405. L 35.161195 131.993422
  2406. L 35.945195 145.286854
  2407. L 36.729196 131.754796
  2408. L 37.513196 136.845729
  2409. L 38.297196 144.186192
  2410. L 39.081197 137.02716
  2411. L 39.865197 140.434929
  2412. L 40.649197 141.970909
  2413. L 41.433198 137.635498
  2414. L 42.217198 144.520371
  2415. L 43.001198 137.067142
  2416. L 43.785199 137.324862
  2417. L 44.569199 135.118175
  2418. L 45.353199 138.38639
  2419. L 46.1372 139.917521
  2420. L 46.9212 143.006219
  2421. L 47.7052 141.84662
  2422. L 48.489201 133.242923
  2423. L 49.273201 135.154655
  2424. L 50.057202 130.094641
  2425. L 50.841202 134.901529
  2426. L 51.625202 135.224479
  2427. L 52.409203 124.877451
  2428. L 53.193203 138.54166
  2429. L 53.977203 134.43149
  2430. L 54.761204 126.335108
  2431. L 55.545204 142.595489
  2432. L 56.329204 127.977221
  2433. L 57.113205 128.726752
  2434. L 57.897205 138.790786
  2435. L 58.681205 134.12112
  2436. L 59.465206 141.350912
  2437. L 60.249206 142.590078
  2438. L 61.033206 138.513828
  2439. L 61.817207 141.921427
  2440. L 62.601207 138.981798
  2441. L 63.385208 136.997596
  2442. L 64.169208 144.213272
  2443. L 64.953208 138.218728
  2444. L 65.737209 135.606083
  2445. L 66.521209 144.324119
  2446. L 67.305209 139.559223
  2447. L 68.08921 141.521604
  2448. L 68.87321 139.607645
  2449. L 69.65721 140.218044
  2450. L 70.441211 145.589173
  2451. L 71.225211 139.164887
  2452. L 72.009211 139.022755
  2453. L 72.793212 139.462379
  2454. L 73.577212 133.43954
  2455. L 74.361212 143.322592
  2456. L 75.145213 140.972496
  2457. L 75.929213 137.9215
  2458. L 76.713213 142.769215
  2459. L 77.497214 136.858697
  2460. L 78.281214 138.432457
  2461. L 79.065215 135.192389
  2462. L 79.849215 133.080193
  2463. L 80.633215 144.711586
  2464. L 81.417216 135.603494
  2465. L 82.201216 133.302438
  2466. L 82.985216 141.114366
  2467. L 83.769217 134.497291
  2468. L 85.337217 145.127818
  2469. L 86.121218 137.043203
  2470. L 86.905218 134.449474
  2471. L 87.689218 141.69016
  2472. L 88.473219 130.299846
  2473. L 89.257219 135.340631
  2474. L 90.041219 145.160612
  2475. L 90.82522 126.567062
  2476. L 91.60922 140.333809
  2477. L 92.393221 136.826086
  2478. L 93.177221 138.955898
  2479. L 93.961221 139.281785
  2480. L 94.745222 141.179897
  2481. L 96.313222 143.077209
  2482. L 97.097223 134.440112
  2483. L 97.881223 133.094346
  2484. L 98.665223 141.580676
  2485. L 99.449224 136.358426
  2486. L 100.233224 140.163355
  2487. L 101.017224 142.064685
  2488. L 101.801225 136.659902
  2489. L 102.585225 143.18565
  2490. L 103.369225 138.693965
  2491. L 104.153226 138.480011
  2492. L 104.937226 143.182684
  2493. L 105.721226 142.221468
  2494. L 106.505227 140.246212
  2495. L 107.289227 143.756912
  2496. L 108.073228 138.071409
  2497. L 108.857228 144.283411
  2498. L 109.641228 137.013358
  2499. L 110.425229 139.289953
  2500. L 111.209229 143.26559
  2501. L 111.993229 141.075767
  2502. L 112.77723 141.013956
  2503. L 113.56123 144.507161
  2504. L 114.34523 136.721077
  2505. L 115.913231 141.856668
  2506. L 116.697231 135.903329
  2507. L 117.481232 140.769031
  2508. L 118.265232 142.527889
  2509. L 119.049232 138.820003
  2510. L 119.833233 145.364701
  2511. L 120.617233 137.615501
  2512. L 121.401234 137.283264
  2513. L 122.185234 144.417029
  2514. L 122.969234 139.277616
  2515. L 123.753235 140.261931
  2516. L 124.537235 128.506468
  2517. L 125.321235 138.284374
  2518. L 126.105236 141.366701
  2519. L 126.889236 137.422846
  2520. L 127.673236 141.072579
  2521. L 128.457237 140.633026
  2522. L 129.241237 135.523696
  2523. L 130.025237 142.389963
  2524. L 130.809238 135.00878
  2525. L 131.593238 138.824245
  2526. L 132.377238 143.473557
  2527. L 133.161239 139.411855
  2528. L 133.945239 139.533092
  2529. L 134.729239 142.014209
  2530. L 135.51324 143.431694
  2531. L 136.29724 140.665357
  2532. L 137.081241 139.205738
  2533. L 137.865241 144.147538
  2534. L 138.649241 137.689091
  2535. L 139.433242 136.84823
  2536. L 140.217242 144.116204
  2537. L 141.001242 141.15132
  2538. L 141.785243 141.176968
  2539. L 142.569243 142.702488
  2540. L 143.353243 137.063817
  2541. L 144.137244 136.258154
  2542. L 144.921244 142.226991
  2543. L 145.705244 137.293431
  2544. L 146.489245 140.929019
  2545. L 147.273245 138.6936
  2546. L 148.057245 135.047978
  2547. L 148.841246 143.592268
  2548. L 149.625246 139.286031
  2549. L 150.409247 139.111202
  2550. L 151.193247 141.732121
  2551. L 151.977247 135.49418
  2552. L 152.761248 140.344621
  2553. L 153.545248 142.781346
  2554. L 154.329248 139.325589
  2555. L 155.113249 142.866982
  2556. L 155.897249 140.728635
  2557. L 156.681249 142.54861
  2558. L 157.46525 142.38638
  2559. L 158.24925 137.143396
  2560. L 159.03325 137.818569
  2561. L 159.817251 139.568068
  2562. L 160.601251 136.75902
  2563. L 161.385251 145.029224
  2564. L 162.169252 136.74726
  2565. L 162.953252 137.050455
  2566. L 163.737252 144.208471
  2567. L 164.521253 139.528669
  2568. L 165.305253 137.804525
  2569. L 166.089254 142.761313
  2570. L 166.873254 139.814881
  2571. L 167.657254 144.762756
  2572. L 168.441255 139.70457
  2573. L 169.225255 141.941889
  2574. L 170.009255 140.944173
  2575. L 170.793256 140.226593
  2576. L 171.577256 145.1071
  2577. L 172.361256 140.132566
  2578. L 173.145257 141.051381
  2579. L 173.929257 142.804038
  2580. L 174.713257 140.905502
  2581. L 175.497258 140.820049
  2582. L 176.281258 139.124166
  2583. L 177.065258 138.669341
  2584. L 177.849259 144.036717
  2585. L 178.633259 143.554093
  2586. L 179.41726 134.872499
  2587. L 180.20126 141.497858
  2588. L 180.98526 141.589232
  2589. L 181.769261 140.383841
  2590. L 182.553261 145.119332
  2591. L 183.337261 140.698872
  2592. L 184.121262 140.354278
  2593. L 184.905262 141.832782
  2594. L 185.689262 140.543918
  2595. L 186.473263 140.028222
  2596. L 187.257263 141.84355
  2597. L 188.041263 141.122262
  2598. L 188.825264 141.957024
  2599. L 189.609264 143.407919
  2600. L 190.393264 142.826471
  2601. L 191.177265 140.595332
  2602. L 191.961265 139.405286
  2603. L 192.745265 142.456106
  2604. L 193.529266 140.677679
  2605. L 194.313266 143.463981
  2606. L 195.097267 141.752231
  2607. L 195.881267 139.475666
  2608. L 196.665267 142.000363
  2609. L 197.449268 140.636973
  2610. L 198.233268 138.048329
  2611. L 199.017268 142.066842
  2612. L 199.801269 141.972785
  2613. L 200.585269 143.523225
  2614. L 201.369269 142.248011
  2615. L 202.15327 141.603267
  2616. L 202.93727 143.207252
  2617. L 203.72127 137.946451
  2618. L 204.505271 142.953629
  2619. L 205.289271 141.902943
  2620. L 206.073271 142.09982
  2621. L 206.857272 145.849231
  2622. L 207.641272 141.942803
  2623. L 208.425273 142.675982
  2624. L 209.209273 141.447429
  2625. L 209.993273 138.931667
  2626. L 210.777274 144.953335
  2627. L 211.561274 140.477534
  2628. L 212.345274 140.710178
  2629. L 213.129275 143.742416
  2630. L 213.913275 139.992249
  2631. L 214.697275 141.201783
  2632. L 215.481276 142.938695
  2633. L 216.265276 142.256887
  2634. L 217.049276 141.802239
  2635. L 217.833277 142.782359
  2636. L 218.617277 144.063532
  2637. L 219.401277 140.532335
  2638. L 220.185278 142.507359
  2639. L 220.969278 140.552622
  2640. L 221.753278 139.833824
  2641. L 222.537279 140.401976
  2642. L 223.321279 143.608598
  2643. L 224.10528 139.953105
  2644. L 224.88928 143.205817
  2645. L 225.67328 140.335777
  2646. L 226.457281 140.798127
  2647. L 227.241281 141.914087
  2648. L 228.025281 138.541011
  2649. L 228.809282 141.013563
  2650. L 229.593282 142.558322
  2651. L 230.377282 135.960171
  2652. L 231.161283 140.133964
  2653. L 231.945283 142.693777
  2654. L 232.729283 139.993078
  2655. L 233.513284 142.076707
  2656. L 234.297284 134.317413
  2657. L 235.865285 143.24685
  2658. L 236.649285 137.553035
  2659. L 238.217286 144.323364
  2660. L 239.001286 138.848853
  2661. L 239.785287 136.266774
  2662. L 240.569287 144.728583
  2663. L 241.353287 142.110963
  2664. L 242.137288 140.603428
  2665. L 242.921288 143.554118
  2666. L 243.705288 141.919071
  2667. L 244.489289 139.280142
  2668. L 245.273289 143.675751
  2669. L 246.057289 139.851667
  2670. L 246.84129 137.115951
  2671. L 247.62529 142.60639
  2672. L 248.40929 141.231611
  2673. L 249.193291 139.300565
  2674. L 249.977291 142.945165
  2675. L 250.761291 143.511564
  2676. L 251.545292 138.988571
  2677. L 252.329292 143.471149
  2678. L 253.113293 140.899357
  2679. L 253.897293 139.233269
  2680. L 254.681293 143.205653
  2681. L 255.465294 143.274633
  2682. L 256.249294 141.265147
  2683. L 257.033294 141.987954
  2684. L 257.817295 142.040669
  2685. L 258.601295 139.688812
  2686. L 259.385295 143.102463
  2687. L 260.169296 138.389031
  2688. L 260.953296 138.646075
  2689. L 261.737296 141.476362
  2690. L 262.521297 143.425131
  2691. L 263.305297 142.655421
  2692. L 264.089297 140.883246
  2693. L 264.873298 138.432179
  2694. L 265.657298 145.131369
  2695. L 266.441298 141.912522
  2696. L 267.225299 141.004239
  2697. L 268.009299 144.640702
  2698. L 268.7933 142.085083
  2699. L 269.5773 142.77619
  2700. L 270.3613 144.527805
  2701. L 271.145301 139.859808
  2702. L 271.929301 142.576457
  2703. L 272.713301 142.998985
  2704. L 273.497302 139.827563
  2705. L 274.281302 141.813342
  2706. L 275.065302 145.831343
  2707. L 275.849303 143.066897
  2708. L 276.633303 136.804456
  2709. L 277.417303 140.175711
  2710. L 278.201304 135.478093
  2711. L 278.985304 141.217959
  2712. L 279.769304 134.574852
  2713. L 281.337305 143.127665
  2714. L 282.121306 139.925792
  2715. L 282.905306 143.083557
  2716. L 283.689306 142.237525
  2717. L 284.473307 138.190649
  2718. L 285.257307 143.029979
  2719. L 286.041307 142.572523
  2720. L 286.825308 138.855209
  2721. L 287.609308 139.071357
  2722. L 288.393308 130.161158
  2723. L 289.177309 134.21548
  2724. L 289.961309 142.996924
  2725. L 290.745309 137.58131
  2726. L 291.52931 138.509763
  2727. L 292.31331 132.88248
  2728. L 293.09731 138.827461
  2729. L 293.881311 131.91302
  2730. L 294.665311 145.166904
  2731. L 295.449311 138.459946
  2732. L 296.233312 140.214888
  2733. L 297.017312 143.9959
  2734. L 297.801313 141.670398
  2735. L 298.585313 134.524514
  2736. L 299.369313 141.299308
  2737. L 300.153314 135.624641
  2738. L 300.937314 141.447746
  2739. L 301.721314 140.279463
  2740. L 302.505315 141.984188
  2741. L 303.289315 144.326805
  2742. L 304.073315 139.841549
  2743. L 304.857316 132.294317
  2744. L 305.641316 139.282255
  2745. L 306.425316 141.780856
  2746. L 307.209317 134.371875
  2747. L 307.993317 144.225496
  2748. L 308.777317 136.469164
  2749. L 309.561318 140.114043
  2750. L 310.345318 139.577081
  2751. L 311.129319 138.322
  2752. L 311.913319 143.464561
  2753. L 312.697319 142.623742
  2754. L 313.48132 142.619128
  2755. L 314.26532 145.656767
  2756. L 315.04932 142.552921
  2757. L 315.833321 142.398056
  2758. L 316.617321 145.015053
  2759. L 317.401321 141.409337
  2760. L 318.185322 143.290189
  2761. L 318.969322 143.807721
  2762. L 319.753322 139.653189
  2763. L 320.537323 143.561806
  2764. L 321.321323 141.890236
  2765. L 322.105323 141.604121
  2766. L 322.889324 142.320154
  2767. L 323.673324 136.215399
  2768. L 324.457324 136.096119
  2769. L 325.241325 140.931869
  2770. L 326.025325 141.450872
  2771. L 326.809326 141.177416
  2772. L 327.593326 144.358154
  2773. L 329.161327 136.698178
  2774. L 329.945327 143.845145
  2775. L 330.729327 139.324925
  2776. L 331.513328 138.63895
  2777. L 332.297328 143.860867
  2778. L 333.081328 140.96861
  2779. L 333.865329 141.450799
  2780. L 334.649329 142.129665
  2781. L 335.433329 130.339682
  2782. L 336.21733 140.771799
  2783. L 337.00133 143.316986
  2784. L 337.78533 139.453167
  2785. L 338.569331 145.031862
  2786. L 339.353331 139.923124
  2787. L 340.137332 142.282798
  2788. L 340.921332 139.845003
  2789. L 341.705332 138.293909
  2790. L 342.489333 142.955387
  2791. L 343.273333 139.289282
  2792. L 344.057333 137.972241
  2793. L 344.841334 144.948212
  2794. L 345.625334 139.684359
  2795. L 346.409334 136.54151
  2796. L 347.193335 142.788812
  2797. L 347.977335 138.442046
  2798. L 348.761335 137.939744
  2799. L 349.545336 144.42118
  2800. L 350.329336 132.178726
  2801. L 351.113336 140.075196
  2802. L 351.897337 131.603681
  2803. L 352.681337 144.87317
  2804. L 353.465337 145.110364
  2805. L 354.249338 143.054521
  2806. L 355.033338 137.080361
  2807. L 355.817339 145.057201
  2808. L 356.601339 136.291793
  2809. L 357.385339 140.169485
  2810. L 358.16934 144.809826
  2811. L 358.95334 139.233512
  2812. L 359.73734 140.134062
  2813. L 360.521341 144.995659
  2814. L 361.305341 139.72613
  2815. L 362.089341 141.526179
  2816. L 362.873342 140.864493
  2817. L 363.657342 139.883343
  2818. L 364.441342 143.138786
  2819. L 365.225343 142.743232
  2820. L 366.009343 140.103628
  2821. L 366.793343 144.137462
  2822. L 367.577344 139.82727
  2823. L 368.361344 139.313309
  2824. L 369.145345 143.664797
  2825. L 369.929345 140.41373
  2826. L 370.713345 141.880833
  2827. L 371.497346 143.949158
  2828. L 372.281346 140.460844
  2829. L 372.281346 140.460844
  2830. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  2831. </g>
  2832. <g id="text_13">
  2833. <g id="patch_15">
  2834. <path d="M 18.697188 136.637868
  2835. L 29.458438 136.637868
  2836. Q 31.858438 136.637868 31.858438 134.237868
  2837. L 31.858438 126.495368
  2838. Q 31.858438 124.095368 29.458438 124.095368
  2839. L 18.697188 124.095368
  2840. Q 16.297188 124.095368 16.297188 126.495368
  2841. L 16.297188 134.237868
  2842. Q 16.297188 136.637868 18.697188 136.637868
  2843. z
  2844. " style="fill:#ffffff;opacity:0.8;"/>
  2845. </g>
  2846. <!-- FD -->
  2847. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  2848. <use xlink:href="#DejaVuSans-46"/>
  2849. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  2850. </g>
  2851. </g>
  2852. <g id="text_14">
  2853. <g id="patch_16">
  2854. <path d="M 290.289663 133.502243
  2855. L 365.209663 133.502243
  2856. Q 366.409663 133.502243 366.409663 132.302243
  2857. L 366.409663 128.430993
  2858. Q 366.409663 127.230993 365.209663 127.230993
  2859. L 290.289663 127.230993
  2860. Q 289.089663 127.230993 289.089663 128.430993
  2861. L 289.089663 132.302243
  2862. Q 289.089663 133.502243 290.289663 133.502243
  2863. z
  2864. " style="fill:#ffffff;opacity:0.8;"/>
  2865. </g>
  2866. <!-- max: 0.432 $\bullet$ mean: 0.128 $\bullet$ $\sigma$: 0.069 -->
  2867. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  2868. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2869. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2870. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2871. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2872. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2873. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  2874. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2875. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  2876. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-33"/>
  2877. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-32"/>
  2878. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2879. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2880. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2881. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2882. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2883. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2884. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2885. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2886. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2887. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  2888. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2889. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  2890. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-32"/>
  2891. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-38"/>
  2892. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  2893. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2894. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  2895. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2896. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2897. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  2898. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  2899. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2900. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  2901. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
  2902. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-39"/>
  2903. </g>
  2904. </g>
  2905. <g id="text_15">
  2906. <!-- 0.26 -->
  2907. <g style="fill:#d3d3d3;" transform="translate(11.0175 134.519725)scale(0.03 -0.03)">
  2908. <use xlink:href="#DejaVuSans-30"/>
  2909. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2910. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  2911. <use x="159.033203" xlink:href="#DejaVuSans-36"/>
  2912. </g>
  2913. </g>
  2914. </g>
  2915. <g id="axes_6">
  2916. <g id="patch_17">
  2917. <path d="M 15.161346 278.112
  2918. L 18.697188 278.112
  2919. L 18.697188 150.37824
  2920. L 15.161346 150.37824
  2921. z
  2922. " style="fill:#ffffff;"/>
  2923. </g>
  2924. <g clip-path="url(#p39f156dfd6)">
  2925. <image height="946" id="imageae2856d334" transform="matrix(4 0 0 0.135307 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  2926. iVBORw0KGgoAAAANSUhEUgAAAAEAAAOyCAYAAACyo7/PAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1QgVC4webvHjTVexjO0kCAAAAAHjD8s1CxpWagoUMeINmLiwPAMA3DnozDXwfiX/iAAAAAElFTkSuQmCC"/>
  2927. </g>
  2928. <g id="matplotlib.axis_11"/>
  2929. <g id="matplotlib.axis_12"/>
  2930. </g>
  2931. <g id="axes_7">
  2932. <g id="patch_18">
  2933. <path d="M 18.697188 278.112
  2934. L 372.281346 278.112
  2935. L 372.281346 150.37824
  2936. L 18.697188 150.37824
  2937. z
  2938. " style="fill:#ffffff;"/>
  2939. </g>
  2940. <g clip-path="url(#p1af89a16fd)">
  2941. <image height="128.16" id="imageb97d4437e5" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  2942. 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" y="-149.952"/>
  2943. </g>
  2944. <g id="matplotlib.axis_13">
  2945. <g id="xtick_31">
  2946. <g id="line2d_11">
  2947. <defs>
  2948. <path d="M 0 0
  2949. L 0 4.8
  2950. " id="m41a9def7f7" style="stroke:#262626;"/>
  2951. </defs>
  2952. <g>
  2953. <use style="fill:#262626;stroke:#262626;" x="19.08832" xlink:href="#m41a9def7f7" y="278.112"/>
  2954. </g>
  2955. </g>
  2956. <g id="text_16">
  2957. <!-- 0.00 -->
  2958. <g style="fill:#262626;" transform="translate(13.521914 290.211219)scale(0.05 -0.05)">
  2959. <use xlink:href="#DejaVuSans-30"/>
  2960. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2961. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  2962. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  2963. </g>
  2964. </g>
  2965. </g>
  2966. <g id="xtick_32">
  2967. <g id="line2d_12">
  2968. <g>
  2969. <use style="fill:#262626;stroke:#262626;" x="89.492246" xlink:href="#m41a9def7f7" y="278.112"/>
  2970. </g>
  2971. </g>
  2972. <g id="text_17">
  2973. <!-- 90.00 -->
  2974. <g style="fill:#262626;" transform="translate(82.335215 290.211219)scale(0.05 -0.05)">
  2975. <use xlink:href="#DejaVuSans-39"/>
  2976. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  2977. <use x="127.246094" xlink:href="#DejaVuSans-2e"/>
  2978. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  2979. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  2980. </g>
  2981. </g>
  2982. </g>
  2983. <g id="xtick_33">
  2984. <g id="line2d_13">
  2985. <g>
  2986. <use style="fill:#262626;stroke:#262626;" x="159.896171" xlink:href="#m41a9def7f7" y="278.112"/>
  2987. </g>
  2988. </g>
  2989. <g id="text_18">
  2990. <!-- 180.00 -->
  2991. <g style="fill:#262626;" transform="translate(151.148515 290.211219)scale(0.05 -0.05)">
  2992. <use xlink:href="#DejaVuSans-31"/>
  2993. <use x="63.623047" xlink:href="#DejaVuSans-38"/>
  2994. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  2995. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  2996. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  2997. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  2998. </g>
  2999. </g>
  3000. </g>
  3001. <g id="xtick_34">
  3002. <g id="line2d_14">
  3003. <g>
  3004. <use style="fill:#262626;stroke:#262626;" x="230.300096" xlink:href="#m41a9def7f7" y="278.112"/>
  3005. </g>
  3006. </g>
  3007. <g id="text_19">
  3008. <!-- 270.00 -->
  3009. <g style="fill:#262626;" transform="translate(221.55244 290.211219)scale(0.05 -0.05)">
  3010. <use xlink:href="#DejaVuSans-32"/>
  3011. <use x="63.623047" xlink:href="#DejaVuSans-37"/>
  3012. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  3013. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3014. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3015. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3016. </g>
  3017. </g>
  3018. </g>
  3019. <g id="xtick_35">
  3020. <g id="line2d_15">
  3021. <g>
  3022. <use style="fill:#262626;stroke:#262626;" x="300.704022" xlink:href="#m41a9def7f7" y="278.112"/>
  3023. </g>
  3024. </g>
  3025. <g id="text_20">
  3026. <!-- 360.00 -->
  3027. <g style="fill:#262626;" transform="translate(291.956366 290.211219)scale(0.05 -0.05)">
  3028. <use xlink:href="#DejaVuSans-33"/>
  3029. <use x="63.623047" xlink:href="#DejaVuSans-36"/>
  3030. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  3031. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3032. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3033. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3034. </g>
  3035. </g>
  3036. </g>
  3037. <g id="xtick_36">
  3038. <g id="line2d_16">
  3039. <g>
  3040. <use style="fill:#262626;stroke:#262626;" x="371.107947" xlink:href="#m41a9def7f7" y="278.112"/>
  3041. </g>
  3042. </g>
  3043. <g id="text_21">
  3044. <!-- 450.00 -->
  3045. <g style="fill:#262626;" transform="translate(362.360291 290.211219)scale(0.05 -0.05)">
  3046. <use xlink:href="#DejaVuSans-34"/>
  3047. <use x="63.623047" xlink:href="#DejaVuSans-35"/>
  3048. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  3049. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3050. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3051. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3052. </g>
  3053. </g>
  3054. </g>
  3055. <g id="text_22">
  3056. <!-- time (s) -->
  3057. <defs>
  3058. <path d="M 18.3125 70.21875
  3059. L 18.3125 54.6875
  3060. L 36.8125 54.6875
  3061. L 36.8125 47.703125
  3062. L 18.3125 47.703125
  3063. L 18.3125 18.015625
  3064. Q 18.3125 11.328125 20.140625 9.421875
  3065. Q 21.96875 7.515625 27.59375 7.515625
  3066. L 36.8125 7.515625
  3067. L 36.8125 0
  3068. L 27.59375 0
  3069. Q 17.1875 0 13.234375 3.875
  3070. Q 9.28125 7.765625 9.28125 18.015625
  3071. L 9.28125 47.703125
  3072. L 2.6875 47.703125
  3073. L 2.6875 54.6875
  3074. L 9.28125 54.6875
  3075. L 9.28125 70.21875
  3076. z
  3077. " id="DejaVuSans-74"/>
  3078. <path d="M 9.421875 54.6875
  3079. L 18.40625 54.6875
  3080. L 18.40625 0
  3081. L 9.421875 0
  3082. z
  3083. M 9.421875 75.984375
  3084. L 18.40625 75.984375
  3085. L 18.40625 64.59375
  3086. L 9.421875 64.59375
  3087. z
  3088. " id="DejaVuSans-69"/>
  3089. <path d="M 31 75.875
  3090. Q 24.46875 64.65625 21.28125 53.65625
  3091. Q 18.109375 42.671875 18.109375 31.390625
  3092. Q 18.109375 20.125 21.3125 9.0625
  3093. Q 24.515625 -2 31 -13.1875
  3094. L 23.1875 -13.1875
  3095. Q 15.875 -1.703125 12.234375 9.375
  3096. Q 8.59375 20.453125 8.59375 31.390625
  3097. Q 8.59375 42.28125 12.203125 53.3125
  3098. Q 15.828125 64.359375 23.1875 75.875
  3099. z
  3100. " id="DejaVuSans-28"/>
  3101. <path d="M 44.28125 53.078125
  3102. L 44.28125 44.578125
  3103. Q 40.484375 46.53125 36.375 47.5
  3104. Q 32.28125 48.484375 27.875 48.484375
  3105. Q 21.1875 48.484375 17.84375 46.4375
  3106. Q 14.5 44.390625 14.5 40.28125
  3107. Q 14.5 37.15625 16.890625 35.375
  3108. Q 19.28125 33.59375 26.515625 31.984375
  3109. L 29.59375 31.296875
  3110. Q 39.15625 29.25 43.1875 25.515625
  3111. Q 47.21875 21.78125 47.21875 15.09375
  3112. Q 47.21875 7.46875 41.1875 3.015625
  3113. Q 35.15625 -1.421875 24.609375 -1.421875
  3114. Q 20.21875 -1.421875 15.453125 -0.5625
  3115. Q 10.6875 0.296875 5.421875 2
  3116. L 5.421875 11.28125
  3117. Q 10.40625 8.6875 15.234375 7.390625
  3118. Q 20.0625 6.109375 24.8125 6.109375
  3119. Q 31.15625 6.109375 34.5625 8.28125
  3120. Q 37.984375 10.453125 37.984375 14.40625
  3121. Q 37.984375 18.0625 35.515625 20.015625
  3122. Q 33.0625 21.96875 24.703125 23.78125
  3123. L 21.578125 24.515625
  3124. Q 13.234375 26.265625 9.515625 29.90625
  3125. Q 5.8125 33.546875 5.8125 39.890625
  3126. Q 5.8125 47.609375 11.28125 51.796875
  3127. Q 16.75 56 26.8125 56
  3128. Q 31.78125 56 36.171875 55.265625
  3129. Q 40.578125 54.546875 44.28125 53.078125
  3130. z
  3131. " id="DejaVuSans-73"/>
  3132. <path d="M 8.015625 75.875
  3133. L 15.828125 75.875
  3134. Q 23.140625 64.359375 26.78125 53.3125
  3135. Q 30.421875 42.28125 30.421875 31.390625
  3136. Q 30.421875 20.453125 26.78125 9.375
  3137. Q 23.140625 -1.703125 15.828125 -13.1875
  3138. L 8.015625 -13.1875
  3139. Q 14.5 -2 17.703125 9.0625
  3140. Q 20.90625 20.125 20.90625 31.390625
  3141. Q 20.90625 42.671875 17.703125 53.65625
  3142. Q 14.5 64.65625 8.015625 75.875
  3143. z
  3144. " id="DejaVuSans-29"/>
  3145. </defs>
  3146. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3147. <use xlink:href="#DejaVuSans-74"/>
  3148. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3149. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3150. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3151. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3152. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3153. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3154. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3155. </g>
  3156. </g>
  3157. </g>
  3158. <g id="matplotlib.axis_14"/>
  3159. </g>
  3160. </g>
  3161. <defs>
  3162. <clipPath id="p69d3220f90">
  3163. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3164. </clipPath>
  3165. <clipPath id="p176ad83432">
  3166. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3167. </clipPath>
  3168. <clipPath id="p18b32e940a">
  3169. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3170. </clipPath>
  3171. <clipPath id="p8effcbecd0">
  3172. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3173. </clipPath>
  3174. <clipPath id="p204598c28c">
  3175. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3176. </clipPath>
  3177. <clipPath id="p39f156dfd6">
  3178. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3179. </clipPath>
  3180. <clipPath id="p1af89a16fd">
  3181. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3182. </clipPath>
  3183. </defs>
  3184. </svg>