sub-27_ses-01_task-highspeed_rec-prenorm_run-02_carpetplot.svg 431 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341134213431344134513461347134813491350135113521353135413551356135713581359136013611362136313641365136613671368136913701371137213731374137513761377137813791380138113821383138413851386138713881389139013911392139313941395139613971398139914001401140214031404140514061407140814091410141114121413141414151416141714181419142014211422142314241425142614271428142914301431143214331434143514361437143814391440144114421443144414451446144714481449145014511452145314541455145614571458145914601461146214631464146514661467146814691470147114721473147414751476147714781479148014811482148314841485148614871488148914901491149214931494149514961497149814991500150115021503150415051506150715081509151015111512151315141515151615171518151915201521152215231524152515261527152815291530153115321533153415351536153715381539154015411542154315441545154615471548154915501551155215531554155515561557155815591560156115621563156415651566156715681569157015711572157315741575157615771578157915801581158215831584158515861587158815891590159115921593159415951596159715981599160016011602160316041605160616071608160916101611161216131614161516161617161816191620162116221623162416251626162716281629163016311632163316341635163616371638163916401641164216431644164516461647164816491650165116521653165416551656165716581659166016611662166316641665166616671668166916701671167216731674167516761677167816791680168116821683168416851686168716881689169016911692169316941695169616971698169917001701170217031704170517061707170817091710171117121713171417151716171717181719172017211722172317241725172617271728172917301731173217331734173517361737173817391740174117421743174417451746174717481749175017511752175317541755175617571758175917601761176217631764176517661767176817691770177117721773177417751776177717781779178017811782178317841785178617871788178917901791179217931794179517961797179817991800180118021803180418051806180718081809181018111812181318141815181618171818181918201821182218231824182518261827182818291830183118321833183418351836183718381839184018411842184318441845184618471848184918501851185218531854185518561857185818591860186118621863186418651866186718681869187018711872187318741875187618771878187918801881188218831884188518861887188818891890189118921893189418951896189718981899190019011902190319041905190619071908190919101911191219131914191519161917191819191920192119221923192419251926192719281929193019311932193319341935193619371938193919401941194219431944194519461947194819491950195119521953195419551956195719581959196019611962196319641965196619671968196919701971197219731974197519761977197819791980198119821983198419851986198719881989199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022202320242025202620272028202920302031203220332034203520362037203820392040204120422043204420452046204720482049205020512052205320542055205620572058205920602061206220632064206520662067206820692070207120722073207420752076207720782079208020812082208320842085208620872088208920902091209220932094209520962097209820992100210121022103210421052106210721082109211021112112211321142115211621172118211921202121212221232124212521262127212821292130213121322133213421352136213721382139214021412142214321442145214621472148214921502151215221532154215521562157215821592160216121622163216421652166216721682169217021712172217321742175217621772178217921802181218221832184218521862187218821892190219121922193219421952196219721982199220022012202220322042205220622072208220922102211221222132214221522162217221822192220222122222223222422252226222722282229223022312232223322342235223622372238223922402241224222432244224522462247224822492250225122522253225422552256225722582259226022612262226322642265226622672268226922702271227222732274227522762277227822792280228122822283228422852286228722882289229022912292229322942295229622972298229923002301230223032304230523062307230823092310231123122313231423152316231723182319232023212322232323242325232623272328232923302331233223332334233523362337233823392340234123422343234423452346234723482349235023512352235323542355235623572358235923602361236223632364236523662367236823692370237123722373237423752376237723782379238023812382238323842385238623872388238923902391239223932394239523962397239823992400240124022403240424052406240724082409241024112412241324142415241624172418241924202421242224232424242524262427242824292430243124322433243424352436243724382439244024412442244324442445244624472448244924502451245224532454245524562457245824592460246124622463246424652466246724682469247024712472247324742475247624772478247924802481248224832484248524862487248824892490249124922493249424952496249724982499250025012502250325042505250625072508250925102511251225132514251525162517251825192520252125222523252425252526252725282529253025312532253325342535253625372538253925402541254225432544254525462547254825492550255125522553255425552556255725582559256025612562256325642565256625672568256925702571257225732574257525762577257825792580258125822583258425852586258725882589259025912592259325942595259625972598259926002601260226032604260526062607260826092610261126122613261426152616261726182619262026212622262326242625262626272628262926302631263226332634263526362637263826392640264126422643264426452646264726482649265026512652265326542655265626572658265926602661266226632664266526662667266826692670267126722673267426752676267726782679268026812682268326842685268626872688268926902691269226932694269526962697269826992700270127022703270427052706270727082709271027112712271327142715271627172718271927202721272227232724272527262727272827292730273127322733273427352736273727382739274027412742274327442745274627472748274927502751275227532754275527562757275827592760276127622763276427652766276727682769277027712772277327742775277627772778277927802781278227832784278527862787278827892790279127922793279427952796279727982799280028012802280328042805280628072808280928102811281228132814281528162817281828192820282128222823282428252826282728282829283028312832283328342835283628372838283928402841284228432844284528462847284828492850285128522853285428552856285728582859286028612862286328642865286628672868286928702871287228732874287528762877287828792880288128822883288428852886288728882889289028912892289328942895289628972898289929002901290229032904290529062907290829092910291129122913291429152916291729182919292029212922292329242925292629272928292929302931293229332934293529362937293829392940294129422943294429452946294729482949295029512952295329542955295629572958295929602961296229632964296529662967296829692970297129722973297429752976297729782979298029812982298329842985298629872988298929902991299229932994299529962997299829993000300130023003300430053006300730083009301030113012301330143015301630173018301930203021302230233024302530263027302830293030303130323033303430353036303730383039304030413042304330443045304630473048304930503051305230533054305530563057305830593060306130623063306430653066306730683069307030713072307330743075307630773078307930803081308230833084308530863087308830893090309130923093309430953096309730983099310031013102310331043105310631073108310931103111311231133114311531163117311831193120312131223123312431253126312731283129313031313132313331343135313631373138313931403141314231433144314531463147314831493150315131523153315431553156315731583159316031613162316331643165316631673168316931703171317231733174317531763177317831793180318131823183318431853186318731883189319031913192319331943195319631973198319932003201320232033204320532063207320832093210321132123213321432153216321732183219322032213222322332243225322632273228322932303231323232333234323532363237323832393240324132423243324432453246324732483249325032513252325332543255325632573258325932603261326232633264326532663267326832693270327132723273327432753276327732783279328032813282328332843285328632873288328932903291329232933294329532963297
  1. <?xml version="1.0" encoding="utf-8" standalone="no"?>
  2. <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  3. "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  4. <!-- Created with matplotlib (http://matplotlib.org/) -->
  5. <svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
  6. <defs>
  7. <style type="text/css">
  8. *{stroke-linecap:butt;stroke-linejoin:round;}
  9. </style>
  10. </defs>
  11. <g id="figure_1">
  12. <g id="patch_1">
  13. <path d="M 0 309.883863
  14. L 384.281346 309.883863
  15. L 384.281346 0
  16. L 0 0
  17. z
  18. " style="fill:#ffffff;"/>
  19. </g>
  20. <g id="axes_1">
  21. <g id="patch_2">
  22. <path d="M 18.697188 37.546752
  23. L 372.281346 37.546752
  24. L 372.281346 12
  25. L 18.697188 12
  26. z
  27. " style="fill:#ffffff;"/>
  28. </g>
  29. <g id="matplotlib.axis_1">
  30. <g id="xtick_1"/>
  31. <g id="xtick_2"/>
  32. <g id="xtick_3"/>
  33. <g id="xtick_4"/>
  34. <g id="xtick_5"/>
  35. </g>
  36. <g id="matplotlib.axis_2"/>
  37. <g id="line2d_1">
  38. <path clip-path="url(#p2bc57d2070)" d="M 18.697188 23.127363
  39. L 372.281346 23.127363
  40. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  41. </g>
  42. <g id="line2d_2">
  43. <path clip-path="url(#p2bc57d2070)" d="M 18.697188 23.961606
  44. L 19.365589 24.237113
  45. L 24.044396 24.285814
  46. L 26.718 24.234453
  47. L 29.391604 24.469986
  48. L 30.728407 24.229976
  49. L 31.396808 24.214619
  50. L 32.065209 24.067063
  51. L 36.075615 24.295688
  52. L 37.412417 23.955971
  53. L 38.749219 24.028495
  54. L 40.086021 24.423553
  55. L 41.422823 24.508898
  56. L 46.770032 24.043813
  57. L 47.438433 24.101737
  58. L 48.106834 23.860225
  59. L 49.443636 23.96617
  60. L 50.112037 24.173764
  61. L 50.780438 24.213404
  62. L 52.11724 24.445129
  63. L 56.127647 24.261818
  64. L 58.13285 24.160982
  65. L 58.801251 24.035566
  66. L 60.806454 23.979211
  67. L 61.474855 24.251982
  68. L 62.143256 24.205568
  69. L 62.811657 24.325109
  70. L 64.148459 24.289689
  71. L 65.485261 24.334533
  72. L 66.822064 24.085434
  73. L 67.490465 24.091404
  74. L 68.827267 23.970294
  75. L 72.837673 23.803172
  76. L 73.506074 23.920952
  77. L 75.511277 23.97747
  78. L 76.848079 24.154849
  79. L 77.51648 24.139923
  80. L 78.184881 23.982723
  81. L 78.853283 24.007455
  82. L 80.190085 23.831148
  83. L 81.526887 23.740674
  84. L 83.53209 24.035958
  85. L 84.868892 24.207443
  86. L 87.542496 23.97546
  87. L 96.900111 24.090141
  88. L 97.568512 24.104818
  89. L 98.236913 23.977164
  90. L 99.573715 23.923966
  91. L 100.242116 23.836573
  92. L 101.578918 23.956124
  93. L 103.584122 24.008374
  94. L 104.252523 24.043297
  95. L 105.589325 23.778295
  96. L 106.257726 23.656066
  97. L 110.268132 23.853403
  98. L 111.604934 24.142133
  99. L 112.941736 24.153576
  100. L 114.278538 23.666322
  101. L 114.94694 23.658458
  102. L 116.283742 23.884585
  103. L 116.952143 23.88845
  104. L 118.288945 24.089892
  105. L 120.294148 24.186891
  106. L 123.636153 23.732618
  107. L 125.641356 23.924779
  108. L 127.64656 23.916532
  109. L 128.983362 23.760518
  110. L 130.988565 23.87694
  111. L 132.325367 23.911978
  112. L 134.33057 23.92809
  113. L 135.667372 23.940432
  114. L 136.335773 23.935467
  115. L 137.004174 23.791996
  116. L 137.672575 23.896774
  117. L 139.677779 23.757332
  118. L 141.014581 23.519695
  119. L 141.682982 23.684367
  120. L 142.351383 23.591856
  121. L 143.019784 23.645063
  122. L 143.688185 23.54991
  123. L 145.693388 24.123351
  124. L 146.361789 23.938854
  125. L 147.03019 24.136306
  126. L 147.698591 23.735804
  127. L 148.366992 23.110888
  128. L 149.035393 23.543595
  129. L 153.714201 24.34325
  130. L 156.387805 23.887034
  131. L 159.061409 23.171012
  132. L 159.72981 23.190521
  133. L 161.066612 23.420801
  134. L 163.071816 23.524431
  135. L 167.082222 23.673824
  136. L 171.092628 23.668657
  137. L 173.097831 23.871754
  138. L 175.103035 23.658974
  139. L 175.771436 23.726141
  140. L 176.439837 23.551106
  141. L 177.108238 23.642852
  142. L 177.776639 23.459886
  143. L 179.113441 23.513983
  144. L 179.781842 23.742071
  145. L 181.787045 23.993965
  146. L 185.12905 23.645914
  147. L 187.134254 23.856293
  148. L 188.471056 23.834315
  149. L 189.139457 23.905156
  150. L 190.476259 23.771913
  151. L 191.14466 23.880997
  152. L 191.813061 23.83599
  153. L 192.481462 23.906629
  154. L 195.823467 23.548513
  155. L 196.491868 23.614369
  156. L 197.160269 23.526201
  157. L 198.497071 23.669547
  158. L 199.165473 23.741363
  159. L 199.833874 23.667566
  160. L 201.170676 23.70048
  161. L 201.839077 23.639896
  162. L 204.512681 23.749783
  163. L 205.181082 23.629046
  164. L 205.849483 23.690998
  165. L 206.517884 23.611403
  166. L 207.854686 23.608484
  167. L 208.523087 23.407358
  168. L 209.859889 23.418294
  169. L 210.52829 23.501056
  170. L 211.196692 23.379391
  171. L 212.533494 23.670858
  172. L 218.549103 23.617985
  173. L 219.885905 23.653798
  174. L 222.559509 23.213427
  175. L 223.227911 23.241461
  176. L 225.233114 23.739469
  177. L 226.569916 23.878146
  178. L 228.575119 23.717195
  179. L 229.911921 23.358734
  180. L 230.580322 23.53928
  181. L 231.917124 23.565534
  182. L 233.922327 23.524612
  183. L 234.590728 23.457953
  184. L 238.601135 23.801402
  185. L 239.269536 23.575485
  186. L 241.274739 23.389361
  187. L 243.279942 23.675469
  188. L 245.285145 23.466689
  189. L 246.621947 23.276259
  190. L 250.632354 23.71421
  191. L 252.637557 23.444166
  192. L 253.305958 23.302714
  193. L 255.311161 23.445831
  194. L 256.647963 23.580862
  195. L 257.316364 23.587301
  196. L 257.984765 23.725758
  197. L 260.65837 23.671011
  198. L 261.995172 23.383534
  199. L 264.668776 23.410429
  200. L 266.005578 23.517915
  201. L 267.34238 23.424561
  202. L 268.679182 23.506749
  203. L 272.021188 23.332126
  204. L 272.689589 23.233261
  205. L 273.35799 23.385381
  206. L 274.026391 23.346813
  207. L 274.694792 23.508672
  208. L 275.363193 23.508424
  209. L 276.031594 23.631562
  210. L 278.036797 23.423614
  211. L 280.042 23.47109
  212. L 282.715604 23.371306
  213. L 286.726011 23.657051
  214. L 290.068016 23.241566
  215. L 290.736417 23.246809
  216. L 292.073219 23.474831
  217. L 293.410021 23.537108
  218. L 297.420428 23.243767
  219. L 298.75723 23.363231
  220. L 300.094032 23.442998
  221. L 302.767636 23.143543
  222. L 304.104438 23.354897
  223. L 306.109641 23.260223
  224. L 310.788449 23.288707
  225. L 312.125251 23.378109
  226. L 314.130454 23.47242
  227. L 315.467256 23.387189
  228. L 316.804058 23.379726
  229. L 318.14086 23.507486
  230. L 319.477663 23.080118
  231. L 321.482866 23.005077
  232. L 323.488069 23.443659
  233. L 330.172079 23.123001
  234. L 332.177283 23.271265
  235. L 332.845684 23.3752
  236. L 338.861293 23.294811
  237. L 339.529694 23.456767
  238. L 340.198095 23.408411
  239. L 340.866496 23.496703
  240. L 341.534897 23.316454
  241. L 342.871699 23.228075
  242. L 344.208502 23.103358
  243. L 345.545304 23.050352
  244. L 346.213705 23.161425
  245. L 347.550507 23.116533
  246. L 348.887309 23.260453
  247. L 349.55571 23.136568
  248. L 350.892512 23.054705
  249. L 351.560913 22.927749
  250. L 354.234517 23.029838
  251. L 355.57132 22.936494
  252. L 356.239721 23.127144
  253. L 358.913325 23.347243
  254. L 360.250127 23.166726
  255. L 364.260533 23.209284
  256. L 365.597335 23.346152
  257. L 368.939341 23.383649
  258. L 370.276143 22.93171
  259. L 371.612945 22.878465
  260. L 372.281346 22.968728
  261. L 372.281346 22.968728
  262. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  263. </g>
  264. <g id="text_1">
  265. <g id="patch_3">
  266. <path d="M 18.697188 25.935276
  267. L 29.974688 25.935276
  268. Q 32.374688 25.935276 32.374688 23.535276
  269. L 32.374688 15.792776
  270. Q 32.374688 13.392776 29.974688 13.392776
  271. L 18.697188 13.392776
  272. Q 16.297188 13.392776 16.297188 15.792776
  273. L 16.297188 23.535276
  274. Q 16.297188 25.935276 18.697188 25.935276
  275. z
  276. " style="fill:#ffffff;opacity:0.8;"/>
  277. </g>
  278. <!-- GS -->
  279. <defs>
  280. <path d="M 59.515625 10.40625
  281. L 59.515625 29.984375
  282. L 43.40625 29.984375
  283. L 43.40625 38.09375
  284. L 69.28125 38.09375
  285. L 69.28125 6.78125
  286. Q 63.578125 2.734375 56.6875 0.65625
  287. Q 49.8125 -1.421875 42 -1.421875
  288. Q 24.90625 -1.421875 15.25 8.5625
  289. Q 5.609375 18.5625 5.609375 36.375
  290. Q 5.609375 54.25 15.25 64.234375
  291. Q 24.90625 74.21875 42 74.21875
  292. Q 49.125 74.21875 55.546875 72.453125
  293. Q 61.96875 70.703125 67.390625 67.28125
  294. L 67.390625 56.78125
  295. Q 61.921875 61.421875 55.765625 63.765625
  296. Q 49.609375 66.109375 42.828125 66.109375
  297. Q 29.4375 66.109375 22.71875 58.640625
  298. Q 16.015625 51.171875 16.015625 36.375
  299. Q 16.015625 21.625 22.71875 14.15625
  300. Q 29.4375 6.6875 42.828125 6.6875
  301. Q 48.046875 6.6875 52.140625 7.59375
  302. Q 56.25 8.5 59.515625 10.40625
  303. z
  304. " id="DejaVuSans-47"/>
  305. <path d="M 53.515625 70.515625
  306. L 53.515625 60.890625
  307. Q 47.90625 63.578125 42.921875 64.890625
  308. Q 37.9375 66.21875 33.296875 66.21875
  309. Q 25.25 66.21875 20.875 63.09375
  310. Q 16.5 59.96875 16.5 54.203125
  311. Q 16.5 49.359375 19.40625 46.890625
  312. Q 22.3125 44.4375 30.421875 42.921875
  313. L 36.375 41.703125
  314. Q 47.40625 39.59375 52.65625 34.296875
  315. Q 57.90625 29 57.90625 20.125
  316. Q 57.90625 9.515625 50.796875 4.046875
  317. Q 43.703125 -1.421875 29.984375 -1.421875
  318. Q 24.8125 -1.421875 18.96875 -0.25
  319. Q 13.140625 0.921875 6.890625 3.21875
  320. L 6.890625 13.375
  321. Q 12.890625 10.015625 18.65625 8.296875
  322. Q 24.421875 6.59375 29.984375 6.59375
  323. Q 38.421875 6.59375 43.015625 9.90625
  324. Q 47.609375 13.234375 47.609375 19.390625
  325. Q 47.609375 24.75 44.3125 27.78125
  326. Q 41.015625 30.8125 33.5 32.328125
  327. L 27.484375 33.5
  328. Q 16.453125 35.6875 11.515625 40.375
  329. Q 6.59375 45.0625 6.59375 53.421875
  330. Q 6.59375 63.09375 13.40625 68.65625
  331. Q 20.21875 74.21875 32.171875 74.21875
  332. Q 37.3125 74.21875 42.625 73.28125
  333. Q 47.953125 72.359375 53.515625 70.515625
  334. z
  335. " id="DejaVuSans-53"/>
  336. </defs>
  337. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  338. <use xlink:href="#DejaVuSans-47"/>
  339. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  340. </g>
  341. </g>
  342. <g id="text_2">
  343. <g id="patch_4">
  344. <path d="M 280.129663 22.799651
  345. L 365.209663 22.799651
  346. Q 366.409663 22.799651 366.409663 21.599651
  347. L 366.409663 17.728401
  348. Q 366.409663 16.528401 365.209663 16.528401
  349. L 280.129663 16.528401
  350. Q 278.929663 16.528401 278.929663 17.728401
  351. L 278.929663 21.599651
  352. Q 278.929663 22.799651 280.129663 22.799651
  353. z
  354. " style="fill:#ffffff;opacity:0.8;"/>
  355. </g>
  356. <!-- max: 346.978 $\bullet$ mean: 344.431 $\bullet$ $\sigma$: 1.145 -->
  357. <defs>
  358. <path d="M 52 44.1875
  359. Q 55.375 50.25 60.0625 53.125
  360. Q 64.75 56 71.09375 56
  361. Q 79.640625 56 84.28125 50.015625
  362. Q 88.921875 44.046875 88.921875 33.015625
  363. L 88.921875 0
  364. L 79.890625 0
  365. L 79.890625 32.71875
  366. Q 79.890625 40.578125 77.09375 44.375
  367. Q 74.3125 48.1875 68.609375 48.1875
  368. Q 61.625 48.1875 57.5625 43.546875
  369. Q 53.515625 38.921875 53.515625 30.90625
  370. L 53.515625 0
  371. L 44.484375 0
  372. L 44.484375 32.71875
  373. Q 44.484375 40.625 41.703125 44.40625
  374. Q 38.921875 48.1875 33.109375 48.1875
  375. Q 26.21875 48.1875 22.15625 43.53125
  376. Q 18.109375 38.875 18.109375 30.90625
  377. L 18.109375 0
  378. L 9.078125 0
  379. L 9.078125 54.6875
  380. L 18.109375 54.6875
  381. L 18.109375 46.1875
  382. Q 21.1875 51.21875 25.484375 53.609375
  383. Q 29.78125 56 35.6875 56
  384. Q 41.65625 56 45.828125 52.96875
  385. Q 50 49.953125 52 44.1875
  386. z
  387. " id="DejaVuSans-6d"/>
  388. <path d="M 34.28125 27.484375
  389. Q 23.390625 27.484375 19.1875 25
  390. Q 14.984375 22.515625 14.984375 16.5
  391. Q 14.984375 11.71875 18.140625 8.90625
  392. Q 21.296875 6.109375 26.703125 6.109375
  393. Q 34.1875 6.109375 38.703125 11.40625
  394. Q 43.21875 16.703125 43.21875 25.484375
  395. L 43.21875 27.484375
  396. z
  397. M 52.203125 31.203125
  398. L 52.203125 0
  399. L 43.21875 0
  400. L 43.21875 8.296875
  401. Q 40.140625 3.328125 35.546875 0.953125
  402. Q 30.953125 -1.421875 24.3125 -1.421875
  403. Q 15.921875 -1.421875 10.953125 3.296875
  404. Q 6 8.015625 6 15.921875
  405. Q 6 25.140625 12.171875 29.828125
  406. Q 18.359375 34.515625 30.609375 34.515625
  407. L 43.21875 34.515625
  408. L 43.21875 35.40625
  409. Q 43.21875 41.609375 39.140625 45
  410. Q 35.0625 48.390625 27.6875 48.390625
  411. Q 23 48.390625 18.546875 47.265625
  412. Q 14.109375 46.140625 10.015625 43.890625
  413. L 10.015625 52.203125
  414. Q 14.9375 54.109375 19.578125 55.046875
  415. Q 24.21875 56 28.609375 56
  416. Q 40.484375 56 46.34375 49.84375
  417. Q 52.203125 43.703125 52.203125 31.203125
  418. z
  419. " id="DejaVuSans-61"/>
  420. <path d="M 54.890625 54.6875
  421. L 35.109375 28.078125
  422. L 55.90625 0
  423. L 45.3125 0
  424. L 29.390625 21.484375
  425. L 13.484375 0
  426. L 2.875 0
  427. L 24.125 28.609375
  428. L 4.6875 54.6875
  429. L 15.28125 54.6875
  430. L 29.78125 35.203125
  431. L 44.28125 54.6875
  432. z
  433. " id="DejaVuSans-78"/>
  434. <path d="M 11.71875 12.40625
  435. L 22.015625 12.40625
  436. L 22.015625 0
  437. L 11.71875 0
  438. z
  439. M 11.71875 51.703125
  440. L 22.015625 51.703125
  441. L 22.015625 39.3125
  442. L 11.71875 39.3125
  443. z
  444. " id="DejaVuSans-3a"/>
  445. <path id="DejaVuSans-20"/>
  446. <path d="M 40.578125 39.3125
  447. Q 47.65625 37.796875 51.625 33
  448. Q 55.609375 28.21875 55.609375 21.1875
  449. Q 55.609375 10.40625 48.1875 4.484375
  450. Q 40.765625 -1.421875 27.09375 -1.421875
  451. Q 22.515625 -1.421875 17.65625 -0.515625
  452. Q 12.796875 0.390625 7.625 2.203125
  453. L 7.625 11.71875
  454. Q 11.71875 9.328125 16.59375 8.109375
  455. Q 21.484375 6.890625 26.8125 6.890625
  456. Q 36.078125 6.890625 40.9375 10.546875
  457. Q 45.796875 14.203125 45.796875 21.1875
  458. Q 45.796875 27.640625 41.28125 31.265625
  459. Q 36.765625 34.90625 28.71875 34.90625
  460. L 20.21875 34.90625
  461. L 20.21875 43.015625
  462. L 29.109375 43.015625
  463. Q 36.375 43.015625 40.234375 45.921875
  464. Q 44.09375 48.828125 44.09375 54.296875
  465. Q 44.09375 59.90625 40.109375 62.90625
  466. Q 36.140625 65.921875 28.71875 65.921875
  467. Q 24.65625 65.921875 20.015625 65.03125
  468. Q 15.375 64.15625 9.8125 62.3125
  469. L 9.8125 71.09375
  470. Q 15.4375 72.65625 20.34375 73.4375
  471. Q 25.25 74.21875 29.59375 74.21875
  472. Q 40.828125 74.21875 47.359375 69.109375
  473. Q 53.90625 64.015625 53.90625 55.328125
  474. Q 53.90625 49.265625 50.4375 45.09375
  475. Q 46.96875 40.921875 40.578125 39.3125
  476. z
  477. " id="DejaVuSans-33"/>
  478. <path d="M 37.796875 64.3125
  479. L 12.890625 25.390625
  480. L 37.796875 25.390625
  481. z
  482. M 35.203125 72.90625
  483. L 47.609375 72.90625
  484. L 47.609375 25.390625
  485. L 58.015625 25.390625
  486. L 58.015625 17.1875
  487. L 47.609375 17.1875
  488. L 47.609375 0
  489. L 37.796875 0
  490. L 37.796875 17.1875
  491. L 4.890625 17.1875
  492. L 4.890625 26.703125
  493. z
  494. " id="DejaVuSans-34"/>
  495. <path d="M 33.015625 40.375
  496. Q 26.375 40.375 22.484375 35.828125
  497. Q 18.609375 31.296875 18.609375 23.390625
  498. Q 18.609375 15.53125 22.484375 10.953125
  499. Q 26.375 6.390625 33.015625 6.390625
  500. Q 39.65625 6.390625 43.53125 10.953125
  501. Q 47.40625 15.53125 47.40625 23.390625
  502. Q 47.40625 31.296875 43.53125 35.828125
  503. Q 39.65625 40.375 33.015625 40.375
  504. z
  505. M 52.59375 71.296875
  506. L 52.59375 62.3125
  507. Q 48.875 64.0625 45.09375 64.984375
  508. Q 41.3125 65.921875 37.59375 65.921875
  509. Q 27.828125 65.921875 22.671875 59.328125
  510. Q 17.53125 52.734375 16.796875 39.40625
  511. Q 19.671875 43.65625 24.015625 45.921875
  512. Q 28.375 48.1875 33.59375 48.1875
  513. Q 44.578125 48.1875 50.953125 41.515625
  514. Q 57.328125 34.859375 57.328125 23.390625
  515. Q 57.328125 12.15625 50.6875 5.359375
  516. Q 44.046875 -1.421875 33.015625 -1.421875
  517. Q 20.359375 -1.421875 13.671875 8.265625
  518. Q 6.984375 17.96875 6.984375 36.375
  519. Q 6.984375 53.65625 15.1875 63.9375
  520. Q 23.390625 74.21875 37.203125 74.21875
  521. Q 40.921875 74.21875 44.703125 73.484375
  522. Q 48.484375 72.75 52.59375 71.296875
  523. z
  524. " id="DejaVuSans-36"/>
  525. <path d="M 10.6875 12.40625
  526. L 21 12.40625
  527. L 21 0
  528. L 10.6875 0
  529. z
  530. " id="DejaVuSans-2e"/>
  531. <path d="M 10.984375 1.515625
  532. L 10.984375 10.5
  533. Q 14.703125 8.734375 18.5 7.8125
  534. Q 22.3125 6.890625 25.984375 6.890625
  535. Q 35.75 6.890625 40.890625 13.453125
  536. Q 46.046875 20.015625 46.78125 33.40625
  537. Q 43.953125 29.203125 39.59375 26.953125
  538. Q 35.25 24.703125 29.984375 24.703125
  539. Q 19.046875 24.703125 12.671875 31.3125
  540. Q 6.296875 37.9375 6.296875 49.421875
  541. Q 6.296875 60.640625 12.9375 67.421875
  542. Q 19.578125 74.21875 30.609375 74.21875
  543. Q 43.265625 74.21875 49.921875 64.515625
  544. Q 56.59375 54.828125 56.59375 36.375
  545. Q 56.59375 19.140625 48.40625 8.859375
  546. Q 40.234375 -1.421875 26.421875 -1.421875
  547. Q 22.703125 -1.421875 18.890625 -0.6875
  548. Q 15.09375 0.046875 10.984375 1.515625
  549. z
  550. M 30.609375 32.421875
  551. Q 37.25 32.421875 41.125 36.953125
  552. Q 45.015625 41.5 45.015625 49.421875
  553. Q 45.015625 57.28125 41.125 61.84375
  554. Q 37.25 66.40625 30.609375 66.40625
  555. Q 23.96875 66.40625 20.09375 61.84375
  556. Q 16.21875 57.28125 16.21875 49.421875
  557. Q 16.21875 41.5 20.09375 36.953125
  558. Q 23.96875 32.421875 30.609375 32.421875
  559. z
  560. " id="DejaVuSans-39"/>
  561. <path d="M 8.203125 72.90625
  562. L 55.078125 72.90625
  563. L 55.078125 68.703125
  564. L 28.609375 0
  565. L 18.3125 0
  566. L 43.21875 64.59375
  567. L 8.203125 64.59375
  568. z
  569. " id="DejaVuSans-37"/>
  570. <path d="M 31.78125 34.625
  571. Q 24.75 34.625 20.71875 30.859375
  572. Q 16.703125 27.09375 16.703125 20.515625
  573. Q 16.703125 13.921875 20.71875 10.15625
  574. Q 24.75 6.390625 31.78125 6.390625
  575. Q 38.8125 6.390625 42.859375 10.171875
  576. Q 46.921875 13.96875 46.921875 20.515625
  577. Q 46.921875 27.09375 42.890625 30.859375
  578. Q 38.875 34.625 31.78125 34.625
  579. z
  580. M 21.921875 38.8125
  581. Q 15.578125 40.375 12.03125 44.71875
  582. Q 8.5 49.078125 8.5 55.328125
  583. Q 8.5 64.0625 14.71875 69.140625
  584. Q 20.953125 74.21875 31.78125 74.21875
  585. Q 42.671875 74.21875 48.875 69.140625
  586. Q 55.078125 64.0625 55.078125 55.328125
  587. Q 55.078125 49.078125 51.53125 44.71875
  588. Q 48 40.375 41.703125 38.8125
  589. Q 48.828125 37.15625 52.796875 32.3125
  590. Q 56.78125 27.484375 56.78125 20.515625
  591. Q 56.78125 9.90625 50.3125 4.234375
  592. Q 43.84375 -1.421875 31.78125 -1.421875
  593. Q 19.734375 -1.421875 13.25 4.234375
  594. Q 6.78125 9.90625 6.78125 20.515625
  595. Q 6.78125 27.484375 10.78125 32.3125
  596. Q 14.796875 37.15625 21.921875 38.8125
  597. z
  598. M 18.3125 54.390625
  599. Q 18.3125 48.734375 21.84375 45.5625
  600. Q 25.390625 42.390625 31.78125 42.390625
  601. Q 38.140625 42.390625 41.71875 45.5625
  602. Q 45.3125 48.734375 45.3125 54.390625
  603. Q 45.3125 60.0625 41.71875 63.234375
  604. Q 38.140625 66.40625 31.78125 66.40625
  605. Q 25.390625 66.40625 21.84375 63.234375
  606. Q 18.3125 60.0625 18.3125 54.390625
  607. z
  608. " id="DejaVuSans-38"/>
  609. <path d="M 16.734375 31.203125
  610. Q 16.734375 37.265625 20.953125 41.4375
  611. Q 25.1875 45.609375 31.34375 45.609375
  612. Q 37.390625 45.609375 41.5625 41.4375
  613. Q 45.75 37.265625 45.75 31.203125
  614. Q 45.75 25.109375 41.546875 20.90625
  615. Q 37.34375 16.703125 31.25 16.703125
  616. Q 25.140625 16.703125 20.9375 20.90625
  617. Q 16.734375 25.109375 16.734375 31.203125
  618. z
  619. " id="DejaVuSans-2219"/>
  620. <path d="M 56.203125 29.59375
  621. L 56.203125 25.203125
  622. L 14.890625 25.203125
  623. Q 15.484375 15.921875 20.484375 11.0625
  624. Q 25.484375 6.203125 34.421875 6.203125
  625. Q 39.59375 6.203125 44.453125 7.46875
  626. Q 49.3125 8.734375 54.109375 11.28125
  627. L 54.109375 2.78125
  628. Q 49.265625 0.734375 44.1875 -0.34375
  629. Q 39.109375 -1.421875 33.890625 -1.421875
  630. Q 20.796875 -1.421875 13.15625 6.1875
  631. Q 5.515625 13.8125 5.515625 26.8125
  632. Q 5.515625 40.234375 12.765625 48.109375
  633. Q 20.015625 56 32.328125 56
  634. Q 43.359375 56 49.78125 48.890625
  635. Q 56.203125 41.796875 56.203125 29.59375
  636. z
  637. M 47.21875 32.234375
  638. Q 47.125 39.59375 43.09375 43.984375
  639. Q 39.0625 48.390625 32.421875 48.390625
  640. Q 24.90625 48.390625 20.390625 44.140625
  641. Q 15.875 39.890625 15.1875 32.171875
  642. z
  643. " id="DejaVuSans-65"/>
  644. <path d="M 54.890625 33.015625
  645. L 54.890625 0
  646. L 45.90625 0
  647. L 45.90625 32.71875
  648. Q 45.90625 40.484375 42.875 44.328125
  649. Q 39.84375 48.1875 33.796875 48.1875
  650. Q 26.515625 48.1875 22.3125 43.546875
  651. Q 18.109375 38.921875 18.109375 30.90625
  652. L 18.109375 0
  653. L 9.078125 0
  654. L 9.078125 54.6875
  655. L 18.109375 54.6875
  656. L 18.109375 46.1875
  657. Q 21.34375 51.125 25.703125 53.5625
  658. Q 30.078125 56 35.796875 56
  659. Q 45.21875 56 50.046875 50.171875
  660. Q 54.890625 44.34375 54.890625 33.015625
  661. z
  662. " id="DejaVuSans-6e"/>
  663. <path d="M 12.40625 8.296875
  664. L 28.515625 8.296875
  665. L 28.515625 63.921875
  666. L 10.984375 60.40625
  667. L 10.984375 69.390625
  668. L 28.421875 72.90625
  669. L 38.28125 72.90625
  670. L 38.28125 8.296875
  671. L 54.390625 8.296875
  672. L 54.390625 0
  673. L 12.40625 0
  674. z
  675. " id="DejaVuSans-31"/>
  676. <path d="M 34.671875 47.5625
  677. Q 27.25 47.5625 22.21875 42.1875
  678. Q 16.890625 36.578125 15.140625 27.296875
  679. Q 13.1875 17.484375 16.3125 11.8125
  680. Q 19.390625 6.203125 26.65625 6.203125
  681. Q 33.84375 6.203125 39.109375 11.859375
  682. Q 44.4375 17.53125 46.34375 27.296875
  683. Q 48.046875 36.234375 45.015625 42.1875
  684. Q 42.1875 47.5625 34.671875 47.5625
  685. z
  686. M 36.078125 54.734375
  687. L 65.921875 54.6875
  688. L 64.15625 45.703125
  689. L 54.109375 45.703125
  690. Q 57.90625 38.09375 55.859375 27.296875
  691. Q 53.21875 13.875 45.0625 6.25
  692. Q 36.859375 -1.421875 25.140625 -1.421875
  693. Q 13.375 -1.421875 8.203125 6.25
  694. Q 3.03125 13.875 5.671875 27.296875
  695. Q 8.25 40.765625 16.40625 48.390625
  696. Q 23.1875 54.734375 36.078125 54.734375
  697. z
  698. " id="DejaVuSans-Oblique-3c3"/>
  699. <path d="M 10.796875 72.90625
  700. L 49.515625 72.90625
  701. L 49.515625 64.59375
  702. L 19.828125 64.59375
  703. L 19.828125 46.734375
  704. Q 21.96875 47.46875 24.109375 47.828125
  705. Q 26.265625 48.1875 28.421875 48.1875
  706. Q 40.625 48.1875 47.75 41.5
  707. Q 54.890625 34.8125 54.890625 23.390625
  708. Q 54.890625 11.625 47.5625 5.09375
  709. Q 40.234375 -1.421875 26.90625 -1.421875
  710. Q 22.3125 -1.421875 17.546875 -0.640625
  711. Q 12.796875 0.140625 7.71875 1.703125
  712. L 7.71875 11.625
  713. Q 12.109375 9.234375 16.796875 8.0625
  714. Q 21.484375 6.890625 26.703125 6.890625
  715. Q 35.15625 6.890625 40.078125 11.328125
  716. Q 45.015625 15.765625 45.015625 23.390625
  717. Q 45.015625 31 40.078125 35.4375
  718. Q 35.15625 39.890625 26.703125 39.890625
  719. Q 22.75 39.890625 18.8125 39.015625
  720. Q 14.890625 38.140625 10.796875 36.28125
  721. z
  722. " id="DejaVuSans-35"/>
  723. </defs>
  724. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  725. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  726. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  727. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  728. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  729. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  730. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-33"/>
  731. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
  732. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-36"/>
  733. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  734. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
  735. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-37"/>
  736. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
  737. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  738. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  739. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  740. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  741. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  742. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  743. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  744. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  745. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  746. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-33"/>
  747. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-34"/>
  748. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-34"/>
  749. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  750. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-34"/>
  751. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-33"/>
  752. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-31"/>
  753. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  754. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  755. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  756. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  757. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  758. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  759. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
  760. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  761. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-31"/>
  762. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-34"/>
  763. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-35"/>
  764. </g>
  765. </g>
  766. <g id="text_3">
  767. <!-- 346.18 -->
  768. <g style="fill:#d3d3d3;" transform="translate(7.2 23.955176)scale(0.03 -0.03)">
  769. <use xlink:href="#DejaVuSans-33"/>
  770. <use x="63.623047" xlink:href="#DejaVuSans-34"/>
  771. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  772. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  773. <use x="222.65625" xlink:href="#DejaVuSans-31"/>
  774. <use x="286.279297" xlink:href="#DejaVuSans-38"/>
  775. </g>
  776. </g>
  777. </g>
  778. <g id="axes_2">
  779. <g id="patch_5">
  780. <path d="M 18.697188 65.2224
  781. L 372.281346 65.2224
  782. L 372.281346 39.675648
  783. L 18.697188 39.675648
  784. z
  785. " style="fill:#ffffff;"/>
  786. </g>
  787. <g id="matplotlib.axis_3">
  788. <g id="xtick_6"/>
  789. <g id="xtick_7"/>
  790. <g id="xtick_8"/>
  791. <g id="xtick_9"/>
  792. <g id="xtick_10"/>
  793. </g>
  794. <g id="matplotlib.axis_4"/>
  795. <g id="line2d_3">
  796. <path clip-path="url(#p1a940ee80a)" d="M 18.697188 50.622643
  797. L 372.281346 50.622643
  798. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  799. </g>
  800. <g id="line2d_4">
  801. <path clip-path="url(#p1a940ee80a)" d="M 18.697188 50.899157
  802. L 19.365589 51.824073
  803. L 20.03399 51.993305
  804. L 20.702391 52.465102
  805. L 21.370792 52.374899
  806. L 22.039193 52.440681
  807. L 22.707594 51.847358
  808. L 23.375995 52.07876
  809. L 24.044396 52.114708
  810. L 24.712797 52.50383
  811. L 26.049599 51.985562
  812. L 27.386401 52.026249
  813. L 28.054802 52.571711
  814. L 28.723203 52.376907
  815. L 29.391604 52.392095
  816. L 30.060005 52.153552
  817. L 30.728407 52.057219
  818. L 31.396808 52.359217
  819. L 32.065209 51.812529
  820. L 32.73361 51.685359
  821. L 33.402011 51.695389
  822. L 34.070412 51.832968
  823. L 34.738813 52.431474
  824. L 35.407214 52.309553
  825. L 36.075615 52.393774
  826. L 37.412417 51.625073
  827. L 38.080818 52.01594
  828. L 38.749219 51.745126
  829. L 40.086021 52.184497
  830. L 40.754422 52.728033
  831. L 41.422823 52.330954
  832. L 42.759626 52.409744
  833. L 43.428027 52.474243
  834. L 44.096428 51.991865
  835. L 44.764829 51.758044
  836. L 45.43323 51.751034
  837. L 46.101631 52.081426
  838. L 46.770032 52.180877
  839. L 47.438433 52.042713
  840. L 48.106834 51.580107
  841. L 48.775235 51.450888
  842. L 49.443636 51.127029
  843. L 50.112037 51.676135
  844. L 50.780438 51.486178
  845. L 51.448839 52.404816
  846. L 52.11724 51.984904
  847. L 53.454042 52.278139
  848. L 54.122443 52.144271
  849. L 55.459246 51.643059
  850. L 56.127647 51.947517
  851. L 56.796048 52.113729
  852. L 57.464449 51.956633
  853. L 58.13285 52.032387
  854. L 58.801251 51.663497
  855. L 59.469652 51.997509
  856. L 60.138053 52.062074
  857. L 60.806454 51.859132
  858. L 61.474855 52.01385
  859. L 62.143256 52.009078
  860. L 62.811657 52.244454
  861. L 63.480058 51.884334
  862. L 65.485261 52.151371
  863. L 66.153662 52.047897
  864. L 67.490465 52.022086
  865. L 68.158866 51.861979
  866. L 68.827267 52.069536
  867. L 70.164069 51.384785
  868. L 71.500871 51.198686
  869. L 72.169272 51.777347
  870. L 73.506074 51.343884
  871. L 74.174475 51.239406
  872. L 74.842876 51.395177
  873. L 75.511277 51.743489
  874. L 76.179678 51.880657
  875. L 76.848079 51.89694
  876. L 77.51648 51.578931
  877. L 78.184881 51.927918
  878. L 78.853283 51.876682
  879. L 79.521684 51.44396
  880. L 80.190085 51.515732
  881. L 82.863689 51.280875
  882. L 83.53209 51.923359
  883. L 86.205694 52.137919
  884. L 86.874095 52.005795
  885. L 87.542496 51.400443
  886. L 88.210897 51.295817
  887. L 88.879298 51.977557
  888. L 90.2161 51.400714
  889. L 91.552903 51.77399
  890. L 93.558106 51.357872
  891. L 94.226507 51.831947
  892. L 94.894908 51.622786
  893. L 98.236913 51.842767
  894. L 99.573715 51.515378
  895. L 100.242116 51.062128
  896. L 100.910517 51.550207
  897. L 101.578918 51.707805
  898. L 102.247319 51.476609
  899. L 102.915721 51.40208
  900. L 103.584122 51.923277
  901. L 104.252523 51.973163
  902. L 105.589325 51.552272
  903. L 106.257726 51.706809
  904. L 108.262929 51.388751
  905. L 108.93133 50.906604
  906. L 109.599731 51.055751
  907. L 110.268132 51.320887
  908. L 110.936533 51.726235
  909. L 111.604934 51.645865
  910. L 112.273335 51.998431
  911. L 112.941736 52.110906
  912. L 113.610137 51.596728
  913. L 114.278538 51.298466
  914. L 114.94694 51.404079
  915. L 115.615341 51.122956
  916. L 116.283742 51.301181
  917. L 116.952143 51.262313
  918. L 117.620544 51.703995
  919. L 118.288945 51.324631
  920. L 118.957346 51.817252
  921. L 119.625747 51.983728
  922. L 120.962549 51.876139
  923. L 121.63095 52.040788
  924. L 122.299351 51.803865
  925. L 123.636153 50.940099
  926. L 124.304554 51.482385
  927. L 124.972955 51.241545
  928. L 125.641356 51.456853
  929. L 126.309757 51.95572
  930. L 126.978159 51.817063
  931. L 127.64656 51.313737
  932. L 128.983362 51.281706
  933. L 129.651763 51.698696
  934. L 130.320164 51.109965
  935. L 130.988565 51.519196
  936. L 131.656966 51.326285
  937. L 132.325367 51.87827
  938. L 134.33057 51.661926
  939. L 134.998971 51.833494
  940. L 135.667372 51.84215
  941. L 137.004174 51.444289
  942. L 137.672575 51.883166
  943. L 138.340976 51.43379
  944. L 139.009378 51.700251
  945. L 139.677779 51.756333
  946. L 140.34618 51.216524
  947. L 141.014581 51.233466
  948. L 141.682982 51.558995
  949. L 143.688185 50.840747
  950. L 144.356586 51.408457
  951. L 145.024987 51.400278
  952. L 145.693388 51.904369
  953. L 147.03019 52.060634
  954. L 147.698591 51.189463
  955. L 148.366992 50.75586
  956. L 149.035393 50.781638
  957. L 149.703794 51.286198
  958. L 151.040597 51.306431
  959. L 151.708998 52.173249
  960. L 152.377399 52.072268
  961. L 153.0458 52.209543
  962. L 153.714201 52.028668
  963. L 154.382602 52.208893
  964. L 155.051003 51.844281
  965. L 155.719404 51.922133
  966. L 157.056206 51.261835
  967. L 157.724607 51.348706
  968. L 158.393008 50.579445
  969. L 159.061409 50.626887
  970. L 159.72981 50.499305
  971. L 160.398211 50.580992
  972. L 162.403414 51.289234
  973. L 163.071816 51.072338
  974. L 164.408618 51.334307
  975. L 165.077019 50.98286
  976. L 165.74542 51.164853
  977. L 166.413821 50.755309
  978. L 167.082222 51.262033
  979. L 168.419024 51.445227
  980. L 169.087425 51.114087
  981. L 169.755826 51.094052
  982. L 170.424227 51.257911
  983. L 172.42943 51.199608
  984. L 173.097831 51.17104
  985. L 173.766232 51.561068
  986. L 174.434633 51.754811
  987. L 175.103035 51.73206
  988. L 176.439837 51.092744
  989. L 177.108238 51.432054
  990. L 177.776639 50.976467
  991. L 178.44504 50.905164
  992. L 179.113441 50.535368
  993. L 179.781842 51.355197
  994. L 180.450243 51.217438
  995. L 181.118644 51.522389
  996. L 181.787045 51.347669
  997. L 182.455446 52.075625
  998. L 183.792248 51.28726
  999. L 184.460649 51.204001
  1000. L 185.12905 51.003495
  1001. L 185.797451 51.397744
  1002. L 186.465852 51.25745
  1003. L 187.134254 51.272268
  1004. L 189.139457 51.772641
  1005. L 189.807858 51.52721
  1006. L 190.476259 51.407988
  1007. L 191.14466 51.68656
  1008. L 191.813061 51.30332
  1009. L 192.481462 51.32222
  1010. L 193.149863 51.687877
  1011. L 193.818264 51.805503
  1012. L 194.486665 51.437616
  1013. L 195.155066 51.236074
  1014. L 195.823467 51.574726
  1015. L 197.160269 51.108846
  1016. L 197.82867 51.661967
  1017. L 198.497071 51.337532
  1018. L 199.165473 51.467796
  1019. L 199.833874 51.215677
  1020. L 200.502275 51.640583
  1021. L 201.170676 51.251567
  1022. L 201.839077 51.24863
  1023. L 203.175879 51.505826
  1024. L 205.181082 51.291308
  1025. L 205.849483 51.489551
  1026. L 206.517884 51.172859
  1027. L 207.186285 51.127836
  1028. L 207.854686 51.389533
  1029. L 208.523087 51.29065
  1030. L 209.191488 50.818902
  1031. L 209.859889 51.162179
  1032. L 210.52829 50.943399
  1033. L 211.196692 50.917086
  1034. L 212.533494 51.551474
  1035. L 213.201895 51.136664
  1036. L 215.207098 51.579416
  1037. L 215.875499 51.126248
  1038. L 216.5439 50.934825
  1039. L 217.880702 51.184493
  1040. L 218.549103 50.991071
  1041. L 219.885905 51.472026
  1042. L 220.554306 51.397324
  1043. L 222.559509 50.809292
  1044. L 223.227911 50.66235
  1045. L 224.564713 50.722076
  1046. L 225.233114 51.197205
  1047. L 225.901515 51.493945
  1048. L 226.569916 51.447103
  1049. L 227.906718 51.707895
  1050. L 228.575119 51.533422
  1051. L 229.24352 51.141543
  1052. L 229.911921 50.922508
  1053. L 230.580322 51.063271
  1054. L 231.248723 50.834831
  1055. L 231.917124 51.250086
  1056. L 232.585525 51.397201
  1057. L 233.253926 51.038217
  1058. L 233.922327 51.082648
  1059. L 234.590728 51.294615
  1060. L 235.927531 51.211678
  1061. L 236.595932 51.326803
  1062. L 237.264333 51.767375
  1063. L 237.932734 51.417713
  1064. L 239.269536 51.554963
  1065. L 239.937937 51.528732
  1066. L 240.606338 51.32719
  1067. L 241.274739 50.943061
  1068. L 241.94314 50.715338
  1069. L 242.611541 51.164614
  1070. L 243.279942 51.299898
  1071. L 243.948343 51.599262
  1072. L 245.953546 50.853237
  1073. L 247.95875 51.061626
  1074. L 248.627151 50.87133
  1075. L 249.295552 51.602882
  1076. L 249.963953 51.116711
  1077. L 250.632354 51.373644
  1078. L 251.300755 51.466069
  1079. L 251.969156 51.687687
  1080. L 252.637557 51.313729
  1081. L 253.305958 50.737882
  1082. L 253.974359 50.750142
  1083. L 254.64276 50.942272
  1084. L 255.979562 50.986357
  1085. L 256.647963 50.932423
  1086. L 257.316364 51.383436
  1087. L 258.653166 51.275889
  1088. L 259.321568 51.630536
  1089. L 259.989969 51.602471
  1090. L 261.326771 51.306974
  1091. L 261.995172 51.294179
  1092. L 263.331974 50.679563
  1093. L 264.000375 50.395996
  1094. L 264.668776 51.131497
  1095. L 265.337177 50.893595
  1096. L 267.34238 51.471186
  1097. L 268.010781 51.14476
  1098. L 268.679182 51.136886
  1099. L 269.347583 50.997234
  1100. L 270.015984 51.217577
  1101. L 271.352787 50.976491
  1102. L 272.021188 51.33253
  1103. L 272.689589 51.092776
  1104. L 273.35799 51.041393
  1105. L 274.026391 50.626846
  1106. L 274.694792 51.103613
  1107. L 276.699995 51.143905
  1108. L 277.368396 50.892558
  1109. L 278.036797 51.397366
  1110. L 279.373599 50.905797
  1111. L 280.042 51.116835
  1112. L 281.378802 51.192943
  1113. L 282.715604 50.619392
  1114. L 283.384006 50.648362
  1115. L 284.052407 51.226933
  1116. L 284.720808 51.016257
  1117. L 285.389209 51.458079
  1118. L 286.05761 51.466093
  1119. L 286.726011 51.600702
  1120. L 287.394412 51.173171
  1121. L 288.062813 51.326556
  1122. L 288.731214 51.250119
  1123. L 289.399615 50.607116
  1124. L 290.736417 50.725326
  1125. L 291.404818 51.111989
  1126. L 292.74162 51.016216
  1127. L 293.410021 51.510039
  1128. L 294.078422 51.102444
  1129. L 294.746823 51.147846
  1130. L 295.415225 51.541206
  1131. L 296.083626 51.113856
  1132. L 297.420428 51.036144
  1133. L 298.088829 51.264361
  1134. L 298.75723 51.133151
  1135. L 300.094032 51.556222
  1136. L 301.430834 50.824991
  1137. L 302.099235 50.905682
  1138. L 302.767636 50.560554
  1139. L 304.104438 50.948895
  1140. L 304.772839 51.415475
  1141. L 305.44124 51.02771
  1142. L 306.109641 50.773056
  1143. L 308.114845 50.903576
  1144. L 308.783246 50.840377
  1145. L 309.451647 51.050016
  1146. L 310.120048 51.489806
  1147. L 310.788449 50.975833
  1148. L 312.125251 50.817882
  1149. L 312.793652 51.299972
  1150. L 314.130454 50.94251
  1151. L 315.467256 51.255533
  1152. L 316.804058 51.035321
  1153. L 317.472459 51.403076
  1154. L 318.14086 51.127301
  1155. L 318.809261 51.06142
  1156. L 319.477663 51.114951
  1157. L 320.146064 50.963985
  1158. L 320.814465 50.646108
  1159. L 321.482866 50.126063
  1160. L 322.151267 50.853797
  1161. L 322.819668 50.642381
  1162. L 323.488069 51.221938
  1163. L 324.824871 51.297331
  1164. L 325.493272 51.065328
  1165. L 327.498475 50.782987
  1166. L 328.166876 50.526778
  1167. L 328.835277 50.516197
  1168. L 329.503678 50.737372
  1169. L 331.508882 50.908488
  1170. L 332.177283 50.480587
  1171. L 332.845684 50.834272
  1172. L 334.182486 51.189446
  1173. L 335.519288 50.895463
  1174. L 336.187689 51.20749
  1175. L 336.85609 50.777977
  1176. L 337.524491 50.745633
  1177. L 338.192892 50.959846
  1178. L 338.861293 50.924252
  1179. L 339.529694 51.232651
  1180. L 340.866496 51.415697
  1181. L 341.534897 50.818441
  1182. L 342.203298 51.534747
  1183. L 342.871699 50.880505
  1184. L 343.540101 50.852291
  1185. L 344.208502 51.053727
  1186. L 344.876903 50.611855
  1187. L 345.545304 50.607453
  1188. L 346.213705 50.884495
  1189. L 346.882106 50.626616
  1190. L 347.550507 50.637362
  1191. L 348.218908 50.922969
  1192. L 348.887309 50.953017
  1193. L 349.55571 50.511458
  1194. L 350.224111 51.244047
  1195. L 350.892512 50.689576
  1196. L 351.560913 50.538841
  1197. L 352.229314 50.540338
  1198. L 352.897715 50.760501
  1199. L 353.566116 50.804158
  1200. L 354.234517 50.359316
  1201. L 354.902918 50.579791
  1202. L 355.57132 50.493167
  1203. L 356.239721 50.675259
  1204. L 356.908122 50.445265
  1205. L 357.576523 51.35133
  1206. L 358.244924 50.91869
  1207. L 358.913325 51.009436
  1208. L 359.581726 50.770251
  1209. L 360.250127 51.007502
  1210. L 360.918528 50.932818
  1211. L 361.586929 50.559131
  1212. L 362.923731 50.697754
  1213. L 363.592132 50.951898
  1214. L 364.260533 51.057726
  1215. L 364.928934 50.69132
  1216. L 365.597335 50.90258
  1217. L 366.934137 50.953272
  1218. L 367.602539 50.731464
  1219. L 368.939341 51.17615
  1220. L 369.607742 50.712063
  1221. L 370.276143 50.42054
  1222. L 370.944544 50.480011
  1223. L 371.612945 50.200863
  1224. L 372.281346 50.109442
  1225. L 372.281346 50.109442
  1226. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1227. </g>
  1228. <g id="text_4">
  1229. <g id="patch_6">
  1230. <path d="M 18.697188 53.610924
  1231. L 45.240938 53.610924
  1232. Q 47.640938 53.610924 47.640938 51.210924
  1233. L 47.640938 43.468424
  1234. Q 47.640938 41.068424 45.240938 41.068424
  1235. L 18.697188 41.068424
  1236. Q 16.297188 41.068424 16.297188 43.468424
  1237. L 16.297188 51.210924
  1238. Q 16.297188 53.610924 18.697188 53.610924
  1239. z
  1240. " style="fill:#ffffff;opacity:0.8;"/>
  1241. </g>
  1242. <!-- GSCSF -->
  1243. <defs>
  1244. <path d="M 64.40625 67.28125
  1245. L 64.40625 56.890625
  1246. Q 59.421875 61.53125 53.78125 63.8125
  1247. Q 48.140625 66.109375 41.796875 66.109375
  1248. Q 29.296875 66.109375 22.65625 58.46875
  1249. Q 16.015625 50.828125 16.015625 36.375
  1250. Q 16.015625 21.96875 22.65625 14.328125
  1251. Q 29.296875 6.6875 41.796875 6.6875
  1252. Q 48.140625 6.6875 53.78125 8.984375
  1253. Q 59.421875 11.28125 64.40625 15.921875
  1254. L 64.40625 5.609375
  1255. Q 59.234375 2.09375 53.4375 0.328125
  1256. Q 47.65625 -1.421875 41.21875 -1.421875
  1257. Q 24.65625 -1.421875 15.125 8.703125
  1258. Q 5.609375 18.84375 5.609375 36.375
  1259. Q 5.609375 53.953125 15.125 64.078125
  1260. Q 24.65625 74.21875 41.21875 74.21875
  1261. Q 47.75 74.21875 53.53125 72.484375
  1262. Q 59.328125 70.75 64.40625 67.28125
  1263. z
  1264. " id="DejaVuSans-43"/>
  1265. <path d="M 9.8125 72.90625
  1266. L 51.703125 72.90625
  1267. L 51.703125 64.59375
  1268. L 19.671875 64.59375
  1269. L 19.671875 43.109375
  1270. L 48.578125 43.109375
  1271. L 48.578125 34.8125
  1272. L 19.671875 34.8125
  1273. L 19.671875 0
  1274. L 9.8125 0
  1275. z
  1276. " id="DejaVuSans-46"/>
  1277. </defs>
  1278. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1279. <use xlink:href="#DejaVuSans-47"/>
  1280. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1281. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1282. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1283. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1284. </g>
  1285. </g>
  1286. <g id="text_5">
  1287. <g id="patch_7">
  1288. <path d="M 280.129663 50.475299
  1289. L 365.209663 50.475299
  1290. Q 366.409663 50.475299 366.409663 49.275299
  1291. L 366.409663 45.404049
  1292. Q 366.409663 44.204049 365.209663 44.204049
  1293. L 280.129663 44.204049
  1294. Q 278.929663 44.204049 278.929663 45.404049
  1295. L 278.929663 49.275299
  1296. Q 278.929663 50.475299 280.129663 50.475299
  1297. z
  1298. " style="fill:#ffffff;opacity:0.8;"/>
  1299. </g>
  1300. <!-- max: 386.993 $\bullet$ mean: 382.379 $\bullet$ $\sigma$: 1.749 -->
  1301. <defs>
  1302. <path d="M 19.1875 8.296875
  1303. L 53.609375 8.296875
  1304. L 53.609375 0
  1305. L 7.328125 0
  1306. L 7.328125 8.296875
  1307. Q 12.9375 14.109375 22.625 23.890625
  1308. Q 32.328125 33.6875 34.8125 36.53125
  1309. Q 39.546875 41.84375 41.421875 45.53125
  1310. Q 43.3125 49.21875 43.3125 52.78125
  1311. Q 43.3125 58.59375 39.234375 62.25
  1312. Q 35.15625 65.921875 28.609375 65.921875
  1313. Q 23.96875 65.921875 18.8125 64.3125
  1314. Q 13.671875 62.703125 7.8125 59.421875
  1315. L 7.8125 69.390625
  1316. Q 13.765625 71.78125 18.9375 73
  1317. Q 24.125 74.21875 28.421875 74.21875
  1318. Q 39.75 74.21875 46.484375 68.546875
  1319. Q 53.21875 62.890625 53.21875 53.421875
  1320. Q 53.21875 48.921875 51.53125 44.890625
  1321. Q 49.859375 40.875 45.40625 35.40625
  1322. Q 44.1875 33.984375 37.640625 27.21875
  1323. Q 31.109375 20.453125 19.1875 8.296875
  1324. z
  1325. " id="DejaVuSans-32"/>
  1326. </defs>
  1327. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1328. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1329. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1330. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1331. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1332. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1333. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-33"/>
  1334. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
  1335. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-36"/>
  1336. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1337. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
  1338. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
  1339. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-33"/>
  1340. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1341. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1342. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1343. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1344. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1345. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1346. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1347. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1348. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1349. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-33"/>
  1350. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-38"/>
  1351. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-32"/>
  1352. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1353. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-33"/>
  1354. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-37"/>
  1355. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-39"/>
  1356. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1357. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1358. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1359. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1360. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1361. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1362. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
  1363. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1364. <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-37"/>
  1365. <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-34"/>
  1366. <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-39"/>
  1367. </g>
  1368. </g>
  1369. <g id="text_6">
  1370. <!-- 385.09 -->
  1371. <defs>
  1372. <path d="M 31.78125 66.40625
  1373. Q 24.171875 66.40625 20.328125 58.90625
  1374. Q 16.5 51.421875 16.5 36.375
  1375. Q 16.5 21.390625 20.328125 13.890625
  1376. Q 24.171875 6.390625 31.78125 6.390625
  1377. Q 39.453125 6.390625 43.28125 13.890625
  1378. Q 47.125 21.390625 47.125 36.375
  1379. Q 47.125 51.421875 43.28125 58.90625
  1380. Q 39.453125 66.40625 31.78125 66.40625
  1381. z
  1382. M 31.78125 74.21875
  1383. Q 44.046875 74.21875 50.515625 64.515625
  1384. Q 56.984375 54.828125 56.984375 36.375
  1385. Q 56.984375 17.96875 50.515625 8.265625
  1386. Q 44.046875 -1.421875 31.78125 -1.421875
  1387. Q 19.53125 -1.421875 13.0625 8.265625
  1388. Q 6.59375 17.96875 6.59375 36.375
  1389. Q 6.59375 54.828125 13.0625 64.515625
  1390. Q 19.53125 74.21875 31.78125 74.21875
  1391. z
  1392. " id="DejaVuSans-30"/>
  1393. </defs>
  1394. <g style="fill:#d3d3d3;" transform="translate(7.2 51.450455)scale(0.03 -0.03)">
  1395. <use xlink:href="#DejaVuSans-33"/>
  1396. <use x="63.623047" xlink:href="#DejaVuSans-38"/>
  1397. <use x="127.246094" xlink:href="#DejaVuSans-35"/>
  1398. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1399. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  1400. <use x="286.279297" xlink:href="#DejaVuSans-39"/>
  1401. </g>
  1402. </g>
  1403. </g>
  1404. <g id="axes_3">
  1405. <g id="patch_8">
  1406. <path d="M 18.697188 92.898048
  1407. L 372.281346 92.898048
  1408. L 372.281346 67.351296
  1409. L 18.697188 67.351296
  1410. z
  1411. " style="fill:#ffffff;"/>
  1412. </g>
  1413. <g id="matplotlib.axis_5">
  1414. <g id="xtick_11"/>
  1415. <g id="xtick_12"/>
  1416. <g id="xtick_13"/>
  1417. <g id="xtick_14"/>
  1418. <g id="xtick_15"/>
  1419. </g>
  1420. <g id="matplotlib.axis_6"/>
  1421. <g id="line2d_5">
  1422. <path clip-path="url(#pf76199d6d2)" d="M 18.697188 78.520954
  1423. L 372.281346 78.520954
  1424. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1425. </g>
  1426. <g id="line2d_6">
  1427. <path clip-path="url(#pf76199d6d2)" d="M 18.697188 79.619752
  1428. L 20.702391 79.67865
  1429. L 22.039193 79.519879
  1430. L 22.707594 79.645231
  1431. L 24.044396 79.540237
  1432. L 26.049599 79.528088
  1433. L 26.718 79.647782
  1434. L 30.060005 79.416199
  1435. L 30.728407 79.532259
  1436. L 32.065209 79.382972
  1437. L 36.075615 79.632065
  1438. L 36.744016 79.377027
  1439. L 38.080818 79.289898
  1440. L 38.749219 79.291806
  1441. L 40.086021 79.491418
  1442. L 42.091224 79.502484
  1443. L 43.428027 79.466841
  1444. L 44.096428 79.491015
  1445. L 44.764829 79.338746
  1446. L 45.43323 79.410618
  1447. L 46.101631 79.290397
  1448. L 47.438433 79.463245
  1449. L 48.106834 79.33049
  1450. L 48.775235 79.432971
  1451. L 50.780438 79.339072
  1452. L 51.448839 79.502637
  1453. L 56.796048 79.42271
  1454. L 57.464449 79.546864
  1455. L 58.13285 79.36807
  1456. L 59.469652 79.328965
  1457. L 60.806454 79.126026
  1458. L 61.474855 79.439022
  1459. L 62.143256 79.326184
  1460. L 63.480058 79.394201
  1461. L 65.485261 79.375109
  1462. L 70.164069 79.245356
  1463. L 71.500871 79.163856
  1464. L 74.842876 79.273203
  1465. L 76.179678 79.250275
  1466. L 77.51648 79.302757
  1467. L 79.521684 79.157364
  1468. L 80.190085 79.186957
  1469. L 80.858486 79.08601
  1470. L 81.526887 79.183399
  1471. L 82.195288 79.152953
  1472. L 82.863689 79.257659
  1473. L 84.200491 79.270029
  1474. L 84.868892 79.405363
  1475. L 86.205694 79.192327
  1476. L 87.542496 79.07036
  1477. L 88.210897 79.230722
  1478. L 90.2161 79.233302
  1479. L 90.884502 79.312299
  1480. L 92.889705 79.120215
  1481. L 94.226507 79.219071
  1482. L 94.894908 79.180292
  1483. L 95.563309 79.306468
  1484. L 101.578918 79.211879
  1485. L 102.915721 79.231154
  1486. L 104.252523 79.228066
  1487. L 106.926127 79.075461
  1488. L 112.941736 79.203661
  1489. L 114.94694 78.904426
  1490. L 116.283742 79.104162
  1491. L 116.952143 79.125096
  1492. L 118.288945 79.332858
  1493. L 122.967752 78.955
  1494. L 124.304554 79.12056
  1495. L 125.641356 79.193113
  1496. L 126.309757 79.341939
  1497. L 126.978159 79.179496
  1498. L 128.983362 79.078146
  1499. L 129.651763 78.955633
  1500. L 130.988565 79.053051
  1501. L 133.662169 79.093096
  1502. L 138.340976 79.064251
  1503. L 139.009378 78.95875
  1504. L 140.34618 78.942055
  1505. L 143.688185 79.011788
  1506. L 145.693388 79.185413
  1507. L 147.698591 78.799586
  1508. L 148.366992 78.462981
  1509. L 149.035393 78.769264
  1510. L 150.372195 79.080189
  1511. L 152.377399 79.168296
  1512. L 153.0458 79.04163
  1513. L 154.382602 79.06336
  1514. L 155.719404 79.005306
  1515. L 158.393008 78.791147
  1516. L 159.72981 78.851713
  1517. L 160.398211 78.975406
  1518. L 161.066612 78.935332
  1519. L 161.735013 79.057376
  1520. L 163.740217 78.941604
  1521. L 164.408618 78.828737
  1522. L 171.092628 78.945938
  1523. L 171.761029 78.882534
  1524. L 173.097831 78.954291
  1525. L 174.434633 78.94496
  1526. L 176.439837 78.960409
  1527. L 177.108238 78.941767
  1528. L 177.776639 78.776706
  1529. L 179.113441 78.734771
  1530. L 179.781842 78.878142
  1531. L 180.450243 78.875226
  1532. L 181.787045 79.115401
  1533. L 182.455446 79.05354
  1534. L 183.123847 78.856575
  1535. L 183.792248 78.904618
  1536. L 185.12905 78.777569
  1537. L 186.465852 78.896112
  1538. L 187.134254 79.016525
  1539. L 188.471056 78.975358
  1540. L 189.139457 79.070178
  1541. L 189.807858 78.915751
  1542. L 192.481462 79.019239
  1543. L 193.149863 78.880395
  1544. L 197.160269 78.935304
  1545. L 198.497071 78.903975
  1546. L 199.833874 78.951826
  1547. L 200.502275 78.837329
  1548. L 203.175879 78.943953
  1549. L 205.849483 78.911733
  1550. L 207.186285 78.811035
  1551. L 211.196692 78.775919
  1552. L 211.865093 78.904167
  1553. L 213.201895 78.94287
  1554. L 213.870296 78.955307
  1555. L 215.207098 78.816252
  1556. L 216.5439 78.734877
  1557. L 219.885905 78.992446
  1558. L 223.227911 78.633479
  1559. L 227.238317 78.996627
  1560. L 227.906718 78.946255
  1561. L 228.575119 78.757719
  1562. L 229.24352 78.834702
  1563. L 229.911921 78.741139
  1564. L 230.580322 78.825611
  1565. L 231.248723 78.791454
  1566. L 232.585525 78.899181
  1567. L 235.927531 78.77497
  1568. L 236.595932 78.897407
  1569. L 237.264333 78.843994
  1570. L 238.601135 78.921466
  1571. L 239.269536 78.73598
  1572. L 239.937937 78.821401
  1573. L 240.606338 78.768555
  1574. L 241.94314 78.911944
  1575. L 243.948343 78.762628
  1576. L 244.616744 78.863077
  1577. L 247.290349 78.694276
  1578. L 249.963953 78.92838
  1579. L 252.637557 78.75442
  1580. L 254.64276 78.702244
  1581. L 256.647963 78.873683
  1582. L 259.989969 78.792375
  1583. L 261.326771 78.814075
  1584. L 262.663573 78.680975
  1585. L 264.668776 78.778269
  1586. L 266.005578 78.858407
  1587. L 269.347583 78.683574
  1588. L 270.015984 78.809156
  1589. L 272.021188 78.725527
  1590. L 272.689589 78.655727
  1591. L 273.35799 78.742798
  1592. L 274.026391 78.632549
  1593. L 276.031594 78.813433
  1594. L 282.047203 78.677763
  1595. L 286.726011 78.851071
  1596. L 288.062813 78.71053
  1597. L 289.399615 78.538976
  1598. L 290.736417 78.710683
  1599. L 298.088829 78.705217
  1600. L 299.425631 78.860037
  1601. L 303.436037 78.642925
  1602. L 305.44124 78.798627
  1603. L 306.109641 78.645476
  1604. L 308.114845 78.627956
  1605. L 309.451647 78.722459
  1606. L 314.798855 78.630871
  1607. L 318.14086 78.696376
  1608. L 318.809261 78.480932
  1609. L 319.477663 78.575253
  1610. L 322.151267 78.576442
  1611. L 323.488069 78.747823
  1612. L 326.830074 78.597021
  1613. L 327.498475 78.513114
  1614. L 328.835277 78.589512
  1615. L 330.84048 78.5996
  1616. L 334.182486 78.639185
  1617. L 334.850887 78.560303
  1618. L 336.187689 78.604759
  1619. L 338.861293 78.618405
  1620. L 339.529694 78.73388
  1621. L 340.198095 78.668058
  1622. L 340.866496 78.724501
  1623. L 341.534897 78.58536
  1624. L 342.203298 78.622375
  1625. L 342.871699 78.539772
  1626. L 344.208502 78.609947
  1627. L 345.545304 78.525427
  1628. L 347.550507 78.62997
  1629. L 352.229314 78.378297
  1630. L 353.566116 78.568924
  1631. L 355.57132 78.497378
  1632. L 358.913325 78.535572
  1633. L 360.250127 78.403489
  1634. L 360.918528 78.55149
  1635. L 362.923731 78.430674
  1636. L 363.592132 78.551817
  1637. L 364.260533 78.413001
  1638. L 364.928934 78.510582
  1639. L 366.265736 78.491778
  1640. L 367.602539 78.528275
  1641. L 368.939341 78.490934
  1642. L 372.281346 78.467421
  1643. L 372.281346 78.467421
  1644. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1645. </g>
  1646. <g id="text_7">
  1647. <g id="patch_9">
  1648. <path d="M 18.697188 81.286572
  1649. L 44.787188 81.286572
  1650. Q 47.187188 81.286572 47.187188 78.886572
  1651. L 47.187188 71.144072
  1652. Q 47.187188 68.744072 44.787188 68.744072
  1653. L 18.697188 68.744072
  1654. Q 16.297188 68.744072 16.297188 71.144072
  1655. L 16.297188 78.886572
  1656. Q 16.297188 81.286572 18.697188 81.286572
  1657. z
  1658. " style="fill:#ffffff;opacity:0.8;"/>
  1659. </g>
  1660. <!-- GSWM -->
  1661. <defs>
  1662. <path d="M 3.328125 72.90625
  1663. L 13.28125 72.90625
  1664. L 28.609375 11.28125
  1665. L 43.890625 72.90625
  1666. L 54.984375 72.90625
  1667. L 70.3125 11.28125
  1668. L 85.59375 72.90625
  1669. L 95.609375 72.90625
  1670. L 77.296875 0
  1671. L 64.890625 0
  1672. L 49.515625 63.28125
  1673. L 33.984375 0
  1674. L 21.578125 0
  1675. z
  1676. " id="DejaVuSans-57"/>
  1677. <path d="M 9.8125 72.90625
  1678. L 24.515625 72.90625
  1679. L 43.109375 23.296875
  1680. L 61.8125 72.90625
  1681. L 76.515625 72.90625
  1682. L 76.515625 0
  1683. L 66.890625 0
  1684. L 66.890625 64.015625
  1685. L 48.09375 14.015625
  1686. L 38.1875 14.015625
  1687. L 19.390625 64.015625
  1688. L 19.390625 0
  1689. L 9.8125 0
  1690. z
  1691. " id="DejaVuSans-4d"/>
  1692. </defs>
  1693. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1694. <use xlink:href="#DejaVuSans-47"/>
  1695. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1696. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1697. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1698. </g>
  1699. </g>
  1700. <g id="text_8">
  1701. <g id="patch_10">
  1702. <path d="M 280.129663 78.150947
  1703. L 365.209663 78.150947
  1704. Q 366.409663 78.150947 366.409663 76.950947
  1705. L 366.409663 73.079697
  1706. Q 366.409663 71.879697 365.209663 71.879697
  1707. L 280.129663 71.879697
  1708. Q 278.929663 71.879697 278.929663 73.079697
  1709. L 278.929663 76.950947
  1710. Q 278.929663 78.150947 280.129663 78.150947
  1711. z
  1712. " style="fill:#ffffff;opacity:0.8;"/>
  1713. </g>
  1714. <!-- max: 350.929 $\bullet$ mean: 349.112 $\bullet$ $\sigma$: 0.948 -->
  1715. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1716. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1717. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1718. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1719. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1720. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1721. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-33"/>
  1722. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-35"/>
  1723. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
  1724. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1725. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
  1726. <use transform="translate(569.613281 0.78125)" xlink:href="#DejaVuSans-32"/>
  1727. <use transform="translate(633.220703 0.78125)" xlink:href="#DejaVuSans-39"/>
  1728. <use transform="translate(696.84375 0.78125)" xlink:href="#DejaVuSans-20"/>
  1729. <use transform="translate(728.630859 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1730. <use transform="translate(791.228516 0.78125)" xlink:href="#DejaVuSans-20"/>
  1731. <use transform="translate(823.015625 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1732. <use transform="translate(920.427734 0.78125)" xlink:href="#DejaVuSans-65"/>
  1733. <use transform="translate(981.951172 0.78125)" xlink:href="#DejaVuSans-61"/>
  1734. <use transform="translate(1043.230469 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1735. <use transform="translate(1106.609375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1736. <use transform="translate(1140.300781 0.78125)" xlink:href="#DejaVuSans-20"/>
  1737. <use transform="translate(1172.087891 0.78125)" xlink:href="#DejaVuSans-33"/>
  1738. <use transform="translate(1235.710938 0.78125)" xlink:href="#DejaVuSans-34"/>
  1739. <use transform="translate(1299.333984 0.78125)" xlink:href="#DejaVuSans-39"/>
  1740. <use transform="translate(1362.957031 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1741. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-31"/>
  1742. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-31"/>
  1743. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-32"/>
  1744. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  1745. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1746. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  1747. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1748. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1749. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  1750. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-30"/>
  1751. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1752. <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-39"/>
  1753. <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-34"/>
  1754. <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-38"/>
  1755. </g>
  1756. </g>
  1757. <g id="text_9">
  1758. <!-- 350.47 -->
  1759. <g style="fill:#d3d3d3;" transform="translate(7.2 79.348766)scale(0.03 -0.03)">
  1760. <use xlink:href="#DejaVuSans-33"/>
  1761. <use x="63.623047" xlink:href="#DejaVuSans-35"/>
  1762. <use x="127.246094" xlink:href="#DejaVuSans-30"/>
  1763. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1764. <use x="222.65625" xlink:href="#DejaVuSans-34"/>
  1765. <use x="286.279297" xlink:href="#DejaVuSans-37"/>
  1766. </g>
  1767. </g>
  1768. </g>
  1769. <g id="axes_4">
  1770. <g id="patch_11">
  1771. <path d="M 18.697188 120.573696
  1772. L 372.281346 120.573696
  1773. L 372.281346 95.026944
  1774. L 18.697188 95.026944
  1775. z
  1776. " style="fill:#ffffff;"/>
  1777. </g>
  1778. <g id="matplotlib.axis_7">
  1779. <g id="xtick_16"/>
  1780. <g id="xtick_17"/>
  1781. <g id="xtick_18"/>
  1782. <g id="xtick_19"/>
  1783. <g id="xtick_20"/>
  1784. </g>
  1785. <g id="matplotlib.axis_8"/>
  1786. <g id="line2d_7">
  1787. <path clip-path="url(#p787bf5cddc)" d="M 18.697188 107.999965
  1788. L 372.281346 107.999965
  1789. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1790. </g>
  1791. <g id="line2d_8">
  1792. <path clip-path="url(#p787bf5cddc)" d="M 19.365589 110.720845
  1793. L 20.03399 109.780372
  1794. L 20.702391 110.675112
  1795. L 21.370792 109.690994
  1796. L 22.039193 110.761861
  1797. L 22.707594 109.357281
  1798. L 23.375995 110.085288
  1799. L 24.044396 109.549421
  1800. L 24.712797 110.315935
  1801. L 25.381198 109.460605
  1802. L 27.386401 110.878488
  1803. L 28.054802 110.938469
  1804. L 28.723203 109.888753
  1805. L 29.391604 109.323368
  1806. L 30.060005 110.349587
  1807. L 30.728407 110.893759
  1808. L 31.396808 109.487376
  1809. L 32.73361 110.818308
  1810. L 33.402011 108.63636
  1811. L 34.070412 109.076708
  1812. L 34.738813 108.611297
  1813. L 35.407214 111.079037
  1814. L 36.075615 110.651673
  1815. L 36.744016 108.3841
  1816. L 37.412417 107.517533
  1817. L 38.080818 109.298346
  1818. L 38.749219 108.476789
  1819. L 39.41762 108.845056
  1820. L 40.086021 108.740708
  1821. L 40.754422 109.990551
  1822. L 41.422823 109.060673
  1823. L 42.759626 109.030353
  1824. L 43.428027 108.584266
  1825. L 44.096428 110.805747
  1826. L 44.764829 109.110279
  1827. L 45.43323 110.536128
  1828. L 46.101631 111.353412
  1829. L 46.770032 110.992087
  1830. L 47.438433 111.006315
  1831. L 48.106834 114.467724
  1832. L 48.775235 111.16386
  1833. L 49.443636 109.331195
  1834. L 50.780438 106.399409
  1835. L 51.448839 105.720688
  1836. L 52.11724 106.006139
  1837. L 52.785641 108.005539
  1838. L 53.454042 108.461678
  1839. L 54.790845 111.770541
  1840. L 55.459246 110.453995
  1841. L 56.127647 111.783103
  1842. L 57.464449 109.498232
  1843. L 58.13285 109.050038
  1844. L 58.801251 106.758363
  1845. L 59.469652 109.673514
  1846. L 60.138053 108.108663
  1847. L 60.806454 108.877544
  1848. L 61.474855 108.733103
  1849. L 62.143256 109.672732
  1850. L 62.811657 108.094315
  1851. L 63.480058 109.590619
  1852. L 64.148459 109.477441
  1853. L 64.81686 110.254229
  1854. L 65.485261 110.024424
  1855. L 66.153662 110.167942
  1856. L 66.822064 110.0711
  1857. L 67.490465 110.848789
  1858. L 68.158866 110.560288
  1859. L 68.827267 112.37118
  1860. L 69.495668 110.398471
  1861. L 70.164069 109.773748
  1862. L 71.500871 109.400907
  1863. L 72.169272 111.67442
  1864. L 72.837673 113.3973
  1865. L 73.506074 112.650211
  1866. L 74.174475 109.687241
  1867. L 74.842876 109.058446
  1868. L 75.511277 110.695419
  1869. L 76.179678 110.127727
  1870. L 76.848079 111.871557
  1871. L 77.51648 110.621252
  1872. L 78.184881 109.772284
  1873. L 79.521684 109.256887
  1874. L 80.190085 111.605672
  1875. L 80.858486 110.384664
  1876. L 81.526887 110.260391
  1877. L 82.195288 110.545359
  1878. L 82.863689 108.196857
  1879. L 83.53209 110.747833
  1880. L 84.200491 108.875939
  1881. L 84.868892 109.655755
  1882. L 85.537293 109.87346
  1883. L 86.205694 109.521469
  1884. L 86.874095 111.302823
  1885. L 87.542496 110.022898
  1886. L 88.210897 111.369143
  1887. L 88.879298 110.320291
  1888. L 89.547699 111.354857
  1889. L 90.2161 113.03441
  1890. L 90.884502 111.171584
  1891. L 91.552903 110.714322
  1892. L 92.221304 112.42803
  1893. L 92.889705 109.459462
  1894. L 93.558106 109.352305
  1895. L 94.226507 108.850673
  1896. L 94.894908 109.148927
  1897. L 95.563309 110.834924
  1898. L 96.23171 108.625184
  1899. L 96.900111 109.300893
  1900. L 97.568512 111.280066
  1901. L 98.905314 112.688258
  1902. L 100.242116 108.827297
  1903. L 100.910517 112.278353
  1904. L 101.578918 109.952263
  1905. L 102.247319 109.523354
  1906. L 102.915721 111.386622
  1907. L 103.584122 111.044683
  1908. L 104.252523 110.029359
  1909. L 104.920924 110.690823
  1910. L 105.589325 109.726572
  1911. L 106.257726 111.799135
  1912. L 106.926127 111.045585
  1913. L 107.594528 110.618542
  1914. L 108.262929 112.11565
  1915. L 108.93133 114.599142
  1916. L 109.599731 111.720715
  1917. L 110.268132 110.280557
  1918. L 110.936533 107.599828
  1919. L 111.604934 107.365145
  1920. L 112.273335 109.816551
  1921. L 112.941736 107.888809
  1922. L 113.610137 110.859946
  1923. L 114.278538 111.169819
  1924. L 115.615341 107.606791
  1925. L 116.283742 108.803256
  1926. L 116.952143 108.635396
  1927. L 117.620544 109.08371
  1928. L 118.288945 108.38731
  1929. L 118.957346 110.281782
  1930. L 119.625747 107.845607
  1931. L 120.294148 108.910393
  1932. L 120.962549 111.640908
  1933. L 121.63095 111.653271
  1934. L 122.299351 112.373891
  1935. L 122.967752 109.283856
  1936. L 123.636153 108.379746
  1937. L 124.304554 107.912348
  1938. L 124.972955 108.46816
  1939. L 125.641356 111.804694
  1940. L 126.309757 112.340659
  1941. L 126.978159 110.889145
  1942. L 127.64656 112.230553
  1943. L 128.314961 110.20013
  1944. L 128.983362 110.721084
  1945. L 129.651763 109.795722
  1946. L 130.320164 108.235385
  1947. L 130.988565 110.126624
  1948. L 131.656966 109.380861
  1949. L 132.325367 110.735372
  1950. L 132.993768 109.661955
  1951. L 133.662169 110.485038
  1952. L 134.33057 111.898768
  1953. L 134.998971 111.117065
  1954. L 135.667372 112.338692
  1955. L 136.335773 111.579463
  1956. L 137.004174 111.444955
  1957. L 137.672575 110.841204
  1958. L 138.340976 109.720291
  1959. L 139.009378 109.421195
  1960. L 139.677779 108.944106
  1961. L 140.34618 108.981208
  1962. L 141.014581 110.500169
  1963. L 141.682982 108.342802
  1964. L 142.351383 111.49757
  1965. L 143.019784 110.63534
  1966. L 143.688185 110.396703
  1967. L 144.356586 109.193636
  1968. L 145.024987 108.926648
  1969. L 145.693388 110.739927
  1970. L 146.361789 109.368098
  1971. L 147.03019 103.853188
  1972. L 147.698591 105.561097
  1973. L 148.366992 98.641767
  1974. L 149.035393 108.95727
  1975. L 149.703794 113.20841
  1976. L 150.372195 112.014735
  1977. L 151.708998 108.887797
  1978. L 152.377399 110.837893
  1979. L 153.0458 111.371331
  1980. L 153.714201 113.147506
  1981. L 154.382602 112.766778
  1982. L 155.051003 111.614059
  1983. L 156.387805 110.527741
  1984. L 157.056206 109.996431
  1985. L 157.724607 108.271403
  1986. L 158.393008 108.371919
  1987. L 159.061409 109.276412
  1988. L 159.72981 108.379223
  1989. L 160.398211 109.481776
  1990. L 161.066612 110.278471
  1991. L 161.735013 110.435573
  1992. L 162.403414 112.783915
  1993. L 163.071816 112.278513
  1994. L 163.740217 114.134695
  1995. L 164.408618 111.385919
  1996. L 165.077019 110.011923
  1997. L 165.74542 110.339954
  1998. L 166.413821 107.944456
  1999. L 167.082222 109.347428
  2000. L 167.750623 108.84919
  2001. L 168.419024 109.778063
  2002. L 169.087425 109.362379
  2003. L 169.755826 109.339744
  2004. L 170.424227 110.076016
  2005. L 171.092628 110.583547
  2006. L 171.761029 112.732405
  2007. L 172.42943 112.046661
  2008. L 173.097831 111.815892
  2009. L 173.766232 110.374229
  2010. L 174.434633 110.238096
  2011. L 175.103035 110.649226
  2012. L 175.771436 110.589688
  2013. L 176.439837 110.393113
  2014. L 177.776639 116.413627
  2015. L 178.44504 114.761142
  2016. L 179.781842 109.826825
  2017. L 180.450243 108.238073
  2018. L 181.118644 109.152419
  2019. L 181.787045 107.193353
  2020. L 182.455446 107.183983
  2021. L 183.123847 107.972449
  2022. L 183.792248 109.709153
  2023. L 184.460649 109.234733
  2024. L 185.12905 110.422007
  2025. L 185.797451 112.264947
  2026. L 186.465852 111.583016
  2027. L 187.134254 111.387304
  2028. L 187.802655 110.1433
  2029. L 188.471056 109.870671
  2030. L 189.139457 111.896861
  2031. L 189.807858 109.30573
  2032. L 190.476259 111.378534
  2033. L 191.14466 108.997161
  2034. L 191.813061 108.491979
  2035. L 192.481462 110.861071
  2036. L 193.149863 110.42233
  2037. L 193.818264 110.254571
  2038. L 194.486665 110.369454
  2039. L 195.155066 108.839456
  2040. L 195.823467 109.431548
  2041. L 196.491868 108.548006
  2042. L 197.160269 110.102765
  2043. L 197.82867 109.995608
  2044. L 198.497071 109.45557
  2045. L 199.165473 110.383881
  2046. L 199.833874 108.782506
  2047. L 200.502275 110.752287
  2048. L 201.170676 108.788326
  2049. L 201.839077 108.625844
  2050. L 202.507478 110.055307
  2051. L 203.175879 109.144733
  2052. L 203.84428 111.540294
  2053. L 204.512681 110.727445
  2054. L 205.181082 112.582245
  2055. L 205.849483 112.558065
  2056. L 206.517884 110.521299
  2057. L 207.186285 110.561915
  2058. L 207.854686 110.072906
  2059. L 208.523087 111.431831
  2060. L 209.191488 114.41202
  2061. L 209.859889 112.42797
  2062. L 210.52829 111.943095
  2063. L 211.196692 112.537033
  2064. L 211.865093 112.573655
  2065. L 212.533494 109.760062
  2066. L 213.201895 109.2189
  2067. L 213.870296 110.923599
  2068. L 214.538697 110.602108
  2069. L 215.207098 112.840987
  2070. L 215.875499 111.243083
  2071. L 216.5439 110.333675
  2072. L 217.212301 111.534455
  2073. L 217.880702 110.60245
  2074. L 218.549103 112.072647
  2075. L 219.217504 111.776861
  2076. L 219.885905 110.327955
  2077. L 220.554306 111.672755
  2078. L 221.222707 110.565286
  2079. L 221.891108 110.794007
  2080. L 222.559509 110.581119
  2081. L 223.227911 109.657903
  2082. L 223.896312 110.17053
  2083. L 224.564713 109.0145
  2084. L 225.233114 110.054364
  2085. L 225.901515 107.17477
  2086. L 226.569916 109.575589
  2087. L 227.238317 110.849131
  2088. L 227.906718 111.217377
  2089. L 228.575119 111.899931
  2090. L 229.24352 110.274758
  2091. L 229.911921 110.549734
  2092. L 230.580322 110.358216
  2093. L 231.248723 109.257409
  2094. L 231.917124 110.886095
  2095. L 232.585525 108.849991
  2096. L 233.253926 109.805535
  2097. L 233.922327 111.843784
  2098. L 234.590728 111.802266
  2099. L 235.25913 110.866388
  2100. L 235.927531 110.883004
  2101. L 236.595932 110.225394
  2102. L 237.264333 110.929077
  2103. L 237.932734 109.967936
  2104. L 238.601135 110.276043
  2105. L 239.269536 110.80097
  2106. L 239.937937 112.973226
  2107. L 240.606338 112.28662
  2108. L 241.274739 111.888173
  2109. L 241.94314 112.133228
  2110. L 242.611541 109.744109
  2111. L 243.279942 110.100497
  2112. L 243.948343 112.212614
  2113. L 244.616744 111.275332
  2114. L 245.285145 111.469718
  2115. L 245.953546 111.035251
  2116. L 246.621947 110.017159
  2117. L 247.290349 111.357967
  2118. L 247.95875 109.547295
  2119. L 248.627151 111.153705
  2120. L 249.295552 110.219935
  2121. L 249.963953 111.062923
  2122. L 250.632354 111.216715
  2123. L 251.300755 108.970534
  2124. L 251.969156 111.321785
  2125. L 253.305958 110.112697
  2126. L 253.974359 111.334949
  2127. L 254.64276 111.426454
  2128. L 255.979562 110.535125
  2129. L 256.647963 108.302829
  2130. L 257.316364 110.16409
  2131. L 257.984765 109.915141
  2132. L 258.653166 109.810953
  2133. L 259.321568 109.160306
  2134. L 259.989969 108.352414
  2135. L 260.65837 110.048865
  2136. L 261.326771 110.62342
  2137. L 261.995172 111.391378
  2138. L 262.663573 112.514037
  2139. L 263.331974 111.116581
  2140. L 264.000375 111.381405
  2141. L 264.668776 111.023252
  2142. L 265.337177 110.356391
  2143. L 266.005578 110.682917
  2144. L 267.34238 112.008192
  2145. L 268.010781 113.524002
  2146. L 268.679182 111.892907
  2147. L 269.347583 111.076329
  2148. L 270.015984 111.613358
  2149. L 270.684385 110.142135
  2150. L 271.352787 110.072303
  2151. L 272.021188 110.307988
  2152. L 272.689589 110.192363
  2153. L 273.35799 110.708702
  2154. L 274.026391 108.512829
  2155. L 274.694792 110.986549
  2156. L 275.363193 110.293601
  2157. L 276.031594 111.293993
  2158. L 276.699995 110.135234
  2159. L 277.368396 111.046046
  2160. L 278.036797 112.227443
  2161. L 278.705198 112.31977
  2162. L 279.373599 110.445226
  2163. L 280.042 110.937746
  2164. L 280.710401 110.217347
  2165. L 281.378802 110.493205
  2166. L 282.047203 110.407018
  2167. L 282.715604 109.077189
  2168. L 283.384006 111.795463
  2169. L 284.052407 110.847526
  2170. L 284.720808 111.304308
  2171. L 285.389209 110.453593
  2172. L 286.05761 109.408933
  2173. L 286.726011 109.845788
  2174. L 287.394412 109.239448
  2175. L 288.062813 110.538898
  2176. L 288.731214 110.826978
  2177. L 289.399615 110.993933
  2178. L 290.068016 111.777964
  2179. L 290.736417 111.045766
  2180. L 291.404818 111.711905
  2181. L 293.410021 106.690799
  2182. L 294.078422 108.03913
  2183. L 294.746823 110.755077
  2184. L 295.415225 111.1099
  2185. L 296.083626 111.075506
  2186. L 296.752027 110.472015
  2187. L 297.420428 108.96315
  2188. L 298.088829 109.55151
  2189. L 298.75723 109.542037
  2190. L 299.425631 111.696595
  2191. L 300.094032 109.729682
  2192. L 301.430834 112.77328
  2193. L 302.099235 112.006346
  2194. L 302.767636 110.890269
  2195. L 303.436037 110.746388
  2196. L 304.104438 109.499636
  2197. L 304.772839 110.985044
  2198. L 305.44124 111.287331
  2199. L 306.109641 111.390655
  2200. L 306.778042 110.450886
  2201. L 307.446444 109.907776
  2202. L 308.114845 110.952114
  2203. L 308.783246 109.000513
  2204. L 309.451647 111.931658
  2205. L 310.120048 111.505577
  2206. L 310.788449 111.4164
  2207. L 311.45685 111.945061
  2208. L 312.125251 109.561461
  2209. L 312.793652 111.534574
  2210. L 313.462053 109.715214
  2211. L 314.130454 109.714291
  2212. L 314.798855 109.554679
  2213. L 315.467256 108.713177
  2214. L 316.135657 109.808324
  2215. L 316.804058 109.601396
  2216. L 317.472459 110.397124
  2217. L 318.14086 109.527248
  2218. L 318.809261 112.330645
  2219. L 319.477663 112.482772
  2220. L 320.146064 113.828174
  2221. L 321.482866 108.153432
  2222. L 322.151267 107.106164
  2223. L 322.819668 107.298342
  2224. L 323.488069 109.624291
  2225. L 324.15647 110.475166
  2226. L 324.824871 112.640439
  2227. L 325.493272 111.684393
  2228. L 326.830074 111.419933
  2229. L 327.498475 110.983759
  2230. L 328.166876 112.409108
  2231. L 328.835277 110.210383
  2232. L 329.503678 110.310799
  2233. L 330.172079 111.723122
  2234. L 330.84048 112.620531
  2235. L 331.508882 107.819801
  2236. L 332.177283 106.406312
  2237. L 332.845684 109.621703
  2238. L 333.514085 110.221339
  2239. L 334.182486 111.127198
  2240. L 334.850887 109.98682
  2241. L 335.519288 111.167451
  2242. L 336.187689 109.899386
  2243. L 337.524491 110.573251
  2244. L 338.192892 109.610665
  2245. L 338.861293 109.882873
  2246. L 339.529694 110.38019
  2247. L 340.198095 108.896547
  2248. L 340.866496 109.030472
  2249. L 341.534897 108.367886
  2250. L 342.203298 108.38378
  2251. L 342.871699 107.996248
  2252. L 343.540101 109.811776
  2253. L 344.208502 109.326439
  2254. L 345.545304 111.5965
  2255. L 346.213705 110.98358
  2256. L 346.882106 111.986601
  2257. L 347.550507 111.225867
  2258. L 348.218908 111.194822
  2259. L 348.887309 110.496475
  2260. L 350.224111 108.735089
  2261. L 350.892512 107.186169
  2262. L 351.560913 108.954198
  2263. L 352.229314 109.636632
  2264. L 352.897715 109.033864
  2265. L 353.566116 111.183787
  2266. L 354.234517 112.796218
  2267. L 354.902918 110.351334
  2268. L 355.57132 108.376656
  2269. L 356.239721 109.459302
  2270. L 356.908122 108.167036
  2271. L 357.576523 110.183955
  2272. L 358.244924 111.115519
  2273. L 358.913325 111.639485
  2274. L 359.581726 109.681803
  2275. L 360.250127 109.252433
  2276. L 360.918528 110.066483
  2277. L 361.586929 108.741572
  2278. L 362.25533 110.547486
  2279. L 362.923731 109.68969
  2280. L 363.592132 111.494181
  2281. L 364.260533 108.938908
  2282. L 364.928934 108.567169
  2283. L 365.597335 109.820826
  2284. L 366.265736 110.610576
  2285. L 366.934137 112.478258
  2286. L 367.602539 110.844756
  2287. L 368.27094 112.03747
  2288. L 368.939341 109.716638
  2289. L 369.607742 110.808838
  2290. L 370.276143 110.656872
  2291. L 370.944544 109.887186
  2292. L 371.612945 109.908599
  2293. L 372.281346 113.176224
  2294. L 372.281346 113.176224
  2295. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2296. </g>
  2297. <g id="text_10">
  2298. <g id="patch_12">
  2299. <path d="M 18.697188 108.96222
  2300. L 46.430938 108.96222
  2301. Q 48.830938 108.96222 48.830938 106.56222
  2302. L 48.830938 98.81972
  2303. Q 48.830938 96.41972 46.430938 96.41972
  2304. L 18.697188 96.41972
  2305. Q 16.297188 96.41972 16.297188 98.81972
  2306. L 16.297188 106.56222
  2307. Q 16.297188 108.96222 18.697188 108.96222
  2308. z
  2309. " style="fill:#ffffff;opacity:0.8;"/>
  2310. </g>
  2311. <!-- DVARS -->
  2312. <defs>
  2313. <path d="M 19.671875 64.796875
  2314. L 19.671875 8.109375
  2315. L 31.59375 8.109375
  2316. Q 46.6875 8.109375 53.6875 14.9375
  2317. Q 60.6875 21.78125 60.6875 36.53125
  2318. Q 60.6875 51.171875 53.6875 57.984375
  2319. Q 46.6875 64.796875 31.59375 64.796875
  2320. z
  2321. M 9.8125 72.90625
  2322. L 30.078125 72.90625
  2323. Q 51.265625 72.90625 61.171875 64.09375
  2324. Q 71.09375 55.28125 71.09375 36.53125
  2325. Q 71.09375 17.671875 61.125 8.828125
  2326. Q 51.171875 0 30.078125 0
  2327. L 9.8125 0
  2328. z
  2329. " id="DejaVuSans-44"/>
  2330. <path d="M 28.609375 0
  2331. L 0.78125 72.90625
  2332. L 11.078125 72.90625
  2333. L 34.1875 11.53125
  2334. L 57.328125 72.90625
  2335. L 67.578125 72.90625
  2336. L 39.796875 0
  2337. z
  2338. " id="DejaVuSans-56"/>
  2339. <path d="M 34.1875 63.1875
  2340. L 20.796875 26.90625
  2341. L 47.609375 26.90625
  2342. z
  2343. M 28.609375 72.90625
  2344. L 39.796875 72.90625
  2345. L 67.578125 0
  2346. L 57.328125 0
  2347. L 50.6875 18.703125
  2348. L 17.828125 18.703125
  2349. L 11.1875 0
  2350. L 0.78125 0
  2351. z
  2352. " id="DejaVuSans-41"/>
  2353. <path d="M 44.390625 34.1875
  2354. Q 47.5625 33.109375 50.5625 29.59375
  2355. Q 53.5625 26.078125 56.59375 19.921875
  2356. L 66.609375 0
  2357. L 56 0
  2358. L 46.6875 18.703125
  2359. Q 43.0625 26.03125 39.671875 28.421875
  2360. Q 36.28125 30.8125 30.421875 30.8125
  2361. L 19.671875 30.8125
  2362. L 19.671875 0
  2363. L 9.8125 0
  2364. L 9.8125 72.90625
  2365. L 32.078125 72.90625
  2366. Q 44.578125 72.90625 50.734375 67.671875
  2367. Q 56.890625 62.453125 56.890625 51.90625
  2368. Q 56.890625 45.015625 53.6875 40.46875
  2369. Q 50.484375 35.9375 44.390625 34.1875
  2370. z
  2371. M 19.671875 64.796875
  2372. L 19.671875 38.921875
  2373. L 32.078125 38.921875
  2374. Q 39.203125 38.921875 42.84375 42.21875
  2375. Q 46.484375 45.515625 46.484375 51.90625
  2376. Q 46.484375 58.296875 42.84375 61.546875
  2377. Q 39.203125 64.796875 32.078125 64.796875
  2378. z
  2379. " id="DejaVuSans-52"/>
  2380. </defs>
  2381. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2382. <use xlink:href="#DejaVuSans-44"/>
  2383. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2384. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2385. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2386. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2387. </g>
  2388. </g>
  2389. <g id="text_11">
  2390. <g id="patch_13">
  2391. <path d="M 290.289663 105.826595
  2392. L 365.209663 105.826595
  2393. Q 366.409663 105.826595 366.409663 104.626595
  2394. L 366.409663 100.755345
  2395. Q 366.409663 99.555345 365.209663 99.555345
  2396. L 290.289663 99.555345
  2397. Q 289.089663 99.555345 289.089663 100.755345
  2398. L 289.089663 104.626595
  2399. Q 289.089663 105.826595 290.289663 105.826595
  2400. z
  2401. " style="fill:#ffffff;opacity:0.8;"/>
  2402. </g>
  2403. <!-- max: 1.801 $\bullet$ mean: 1.221 $\bullet$ $\sigma$: 0.077 -->
  2404. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2405. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2406. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2407. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2408. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2409. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2410. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2411. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2412. <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
  2413. <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-30"/>
  2414. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2415. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
  2416. <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2417. <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
  2418. <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2419. <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
  2420. <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
  2421. <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2422. <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2423. <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
  2424. <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-31"/>
  2425. <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2426. <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-32"/>
  2427. <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-32"/>
  2428. <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-31"/>
  2429. <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
  2430. <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2431. <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
  2432. <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2433. <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2434. <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
  2435. <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
  2436. <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2437. <use transform="translate(1681.482422 0.78125)" xlink:href="#DejaVuSans-30"/>
  2438. <use transform="translate(1745.105469 0.78125)" xlink:href="#DejaVuSans-37"/>
  2439. <use transform="translate(1808.712891 0.78125)" xlink:href="#DejaVuSans-37"/>
  2440. </g>
  2441. </g>
  2442. <g id="text_12">
  2443. <!-- 1.34 -->
  2444. <g style="fill:#d3d3d3;" transform="translate(11.0175 108.827777)scale(0.03 -0.03)">
  2445. <use xlink:href="#DejaVuSans-31"/>
  2446. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2447. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2448. <use x="159.033203" xlink:href="#DejaVuSans-34"/>
  2449. </g>
  2450. </g>
  2451. </g>
  2452. <g id="axes_5">
  2453. <g id="patch_14">
  2454. <path d="M 18.697188 148.249344
  2455. L 372.281346 148.249344
  2456. L 372.281346 122.702592
  2457. L 18.697188 122.702592
  2458. z
  2459. " style="fill:#ffffff;"/>
  2460. </g>
  2461. <g id="matplotlib.axis_9">
  2462. <g id="xtick_21"/>
  2463. <g id="xtick_22"/>
  2464. <g id="xtick_23"/>
  2465. <g id="xtick_24"/>
  2466. <g id="xtick_25"/>
  2467. </g>
  2468. <g id="matplotlib.axis_10"/>
  2469. <g id="line2d_9">
  2470. <path clip-path="url(#p765f1f7801)" d="M 18.697188 138.176747
  2471. L 372.281346 138.176747
  2472. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2473. </g>
  2474. <g id="line2d_10">
  2475. <path clip-path="url(#p765f1f7801)" d="M 19.365589 143.29792
  2476. L 20.702391 139.7988
  2477. L 21.370792 139.456427
  2478. L 22.039193 140.234276
  2479. L 22.707594 137.728093
  2480. L 23.375995 138.990109
  2481. L 24.044396 141.77692
  2482. L 24.712797 141.967509
  2483. L 25.381198 143.871211
  2484. L 26.049599 141.086654
  2485. L 26.718 140.790153
  2486. L 27.386401 142.163282
  2487. L 28.723203 143.567092
  2488. L 29.391604 143.064134
  2489. L 30.060005 142.736749
  2490. L 30.728407 137.461542
  2491. L 31.396808 134.741467
  2492. L 32.065209 136.467356
  2493. L 33.402011 142.121926
  2494. L 34.070412 145.867256
  2495. L 34.738813 143.130182
  2496. L 35.407214 142.862983
  2497. L 36.744016 142.113554
  2498. L 37.412417 138.104536
  2499. L 38.080818 138.054989
  2500. L 38.749219 137.563967
  2501. L 40.086021 141.062833
  2502. L 40.754422 142.102286
  2503. L 41.422823 143.462568
  2504. L 42.091224 143.282994
  2505. L 42.759626 142.708218
  2506. L 43.428027 141.314948
  2507. L 44.096428 141.860691
  2508. L 44.764829 143.145035
  2509. L 45.43323 143.898201
  2510. L 46.101631 142.994967
  2511. L 46.770032 137.692869
  2512. L 47.438433 135.789593
  2513. L 48.106834 140.513121
  2514. L 48.775235 139.506756
  2515. L 49.443636 137.501531
  2516. L 50.112037 137.816592
  2517. L 50.780438 137.84344
  2518. L 52.11724 141.910405
  2519. L 52.785641 143.725933
  2520. L 53.454042 143.478943
  2521. L 55.459246 139.071546
  2522. L 56.127647 139.531311
  2523. L 56.796048 143.028126
  2524. L 57.464449 143.904299
  2525. L 58.13285 140.162496
  2526. L 58.801251 139.692432
  2527. L 59.469652 141.407266
  2528. L 60.138053 142.464281
  2529. L 60.806454 144.416521
  2530. L 61.474855 143.870246
  2531. L 62.143256 142.389928
  2532. L 62.811657 141.364693
  2533. L 63.480058 138.246803
  2534. L 64.148459 138.038705
  2535. L 64.81686 141.5417
  2536. L 65.485261 141.380754
  2537. L 66.153662 142.599037
  2538. L 66.822064 143.024907
  2539. L 67.490465 142.309868
  2540. L 68.827267 144.915061
  2541. L 69.495668 142.32815
  2542. L 70.164069 142.231169
  2543. L 71.500871 140.733191
  2544. L 72.169272 141.826473
  2545. L 72.837673 142.39425
  2546. L 73.506074 140.88283
  2547. L 74.174475 143.12581
  2548. L 75.511277 141.984332
  2549. L 76.179678 141.893677
  2550. L 76.848079 142.472816
  2551. L 77.51648 145.328086
  2552. L 78.184881 142.646051
  2553. L 78.853283 140.787379
  2554. L 79.521684 140.644313
  2555. L 80.190085 142.186502
  2556. L 80.858486 143.436455
  2557. L 81.526887 141.427897
  2558. L 82.195288 140.825017
  2559. L 82.863689 140.404504
  2560. L 83.53209 143.765203
  2561. L 84.200491 143.691337
  2562. L 84.868892 140.693463
  2563. L 85.537293 139.126482
  2564. L 86.205694 138.273157
  2565. L 86.874095 139.707215
  2566. L 88.210897 144.930041
  2567. L 88.879298 143.426686
  2568. L 89.547699 143.977171
  2569. L 90.2161 145.584689
  2570. L 90.884502 143.583358
  2571. L 91.552903 141.190315
  2572. L 92.221304 142.568772
  2573. L 92.889705 143.181796
  2574. L 93.558106 141.820651
  2575. L 94.226507 141.004858
  2576. L 94.894908 139.987176
  2577. L 95.563309 141.808453
  2578. L 96.23171 145.150387
  2579. L 97.568512 139.163793
  2580. L 98.236913 141.340761
  2581. L 98.905314 142.698829
  2582. L 99.573715 143.29076
  2583. L 100.242116 139.35146
  2584. L 100.910517 141.351265
  2585. L 101.578918 144.677017
  2586. L 102.247319 141.603628
  2587. L 102.915721 139.570825
  2588. L 103.584122 142.493622
  2589. L 104.252523 143.460935
  2590. L 105.589325 143.176917
  2591. L 106.257726 143.455086
  2592. L 106.926127 145.084974
  2593. L 107.594528 140.23802
  2594. L 108.262929 140.427068
  2595. L 108.93133 145.662628
  2596. L 109.599731 144.994782
  2597. L 110.936533 141.303942
  2598. L 111.604934 138.996614
  2599. L 112.273335 141.644319
  2600. L 112.941736 143.187489
  2601. L 113.610137 140.14114
  2602. L 114.278538 141.570013
  2603. L 114.94694 144.68424
  2604. L 116.283742 139.162373
  2605. L 116.952143 138.425816
  2606. L 118.288945 140.16933
  2607. L 118.957346 141.59635
  2608. L 119.625747 144.667495
  2609. L 120.294148 143.452588
  2610. L 121.63095 141.447609
  2611. L 122.299351 143.477425
  2612. L 122.967752 142.824217
  2613. L 123.636153 139.429277
  2614. L 124.304554 139.55916
  2615. L 124.972955 141.165885
  2616. L 126.309757 145.108678
  2617. L 126.978159 142.850644
  2618. L 127.64656 143.430106
  2619. L 128.314961 145.3711
  2620. L 128.983362 142.137718
  2621. L 129.651763 138.092471
  2622. L 130.320164 137.313761
  2623. L 132.325367 140.494684
  2624. L 132.993768 142.774517
  2625. L 133.662169 144.587423
  2626. L 134.33057 142.275086
  2627. L 134.998971 141.407517
  2628. L 135.667372 143.317534
  2629. L 136.335773 143.678547
  2630. L 137.004174 140.23886
  2631. L 137.672575 139.473532
  2632. L 138.340976 142.021086
  2633. L 139.009378 143.91963
  2634. L 139.677779 142.573269
  2635. L 140.34618 140.434605
  2636. L 141.682982 144.163062
  2637. L 142.351383 140.889194
  2638. L 143.019784 138.707848
  2639. L 143.688185 138.91517
  2640. L 144.356586 138.535325
  2641. L 145.024987 136.84161
  2642. L 145.693388 137.604755
  2643. L 146.361789 137.630008
  2644. L 147.03019 124.862703
  2645. L 147.698591 136.199621
  2646. L 148.366992 128.98381
  2647. L 149.035393 134.502014
  2648. L 149.703794 145.258123
  2649. L 150.372195 143.844791
  2650. L 151.040597 144.257095
  2651. L 151.708998 144.095312
  2652. L 152.377399 142.310677
  2653. L 153.0458 141.404237
  2654. L 153.714201 141.490425
  2655. L 154.382602 142.836261
  2656. L 155.051003 143.198867
  2657. L 155.719404 144.331739
  2658. L 156.387805 144.224018
  2659. L 157.056206 144.576077
  2660. L 157.724607 145.380409
  2661. L 158.393008 143.330302
  2662. L 159.061409 142.512466
  2663. L 159.72981 142.812932
  2664. L 160.398211 144.822421
  2665. L 161.066612 145.365154
  2666. L 161.735013 143.007889
  2667. L 162.403414 141.380622
  2668. L 163.071816 142.295536
  2669. L 163.740217 144.682619
  2670. L 164.408618 143.374697
  2671. L 165.077019 140.473427
  2672. L 165.74542 138.980526
  2673. L 166.413821 139.880731
  2674. L 167.082222 141.022628
  2675. L 167.750623 143.839834
  2676. L 168.419024 145.211893
  2677. L 169.087425 143.32409
  2678. L 169.755826 140.58561
  2679. L 170.424227 140.519745
  2680. L 171.092628 139.954621
  2681. L 171.761029 140.155731
  2682. L 172.42943 143.443616
  2683. L 173.097831 144.608946
  2684. L 173.766232 143.420102
  2685. L 174.434633 144.129205
  2686. L 175.103035 143.648611
  2687. L 175.771436 140.8202
  2688. L 176.439837 136.790577
  2689. L 177.108238 136.722356
  2690. L 177.776639 141.384209
  2691. L 178.44504 142.490551
  2692. L 179.113441 143.347114
  2693. L 179.781842 141.254419
  2694. L 180.450243 138.130043
  2695. L 181.118644 138.664264
  2696. L 181.787045 140.350511
  2697. L 182.455446 140.778584
  2698. L 183.123847 142.503134
  2699. L 183.792248 144.680684
  2700. L 184.460649 142.693655
  2701. L 185.12905 140.195099
  2702. L 185.797451 139.835709
  2703. L 187.134254 144.938863
  2704. L 188.471056 141.781328
  2705. L 189.807858 142.991584
  2706. L 190.476259 144.656118
  2707. L 191.14466 142.96293
  2708. L 191.813061 140.843944
  2709. L 192.481462 141.157262
  2710. L 193.149863 143.835182
  2711. L 193.818264 143.027676
  2712. L 194.486665 140.959736
  2713. L 195.155066 139.527258
  2714. L 195.823467 141.575056
  2715. L 196.491868 144.525777
  2716. L 197.160269 141.007888
  2717. L 198.497071 138.690432
  2718. L 199.165473 139.101932
  2719. L 199.833874 141.108515
  2720. L 200.502275 142.519694
  2721. L 201.170676 144.488174
  2722. L 201.839077 140.183114
  2723. L 202.507478 139.731388
  2724. L 203.175879 139.470249
  2725. L 203.84428 141.516421
  2726. L 204.512681 144.38653
  2727. L 205.849483 140.347641
  2728. L 206.517884 141.532395
  2729. L 207.186285 144.032201
  2730. L 207.854686 143.365389
  2731. L 208.523087 141.860448
  2732. L 209.191488 143.868191
  2733. L 209.859889 141.335273
  2734. L 210.52829 136.798527
  2735. L 211.196692 138.633238
  2736. L 212.533494 145.396209
  2737. L 213.201895 140.793293
  2738. L 213.870296 140.651926
  2739. L 214.538697 141.524583
  2740. L 215.207098 141.924863
  2741. L 215.875499 144.470569
  2742. L 217.212301 141.012147
  2743. L 217.880702 142.565023
  2744. L 218.549103 145.202863
  2745. L 219.217504 143.519951
  2746. L 219.885905 142.657936
  2747. L 220.554306 142.750053
  2748. L 221.222707 144.118148
  2749. L 221.891108 140.975579
  2750. L 222.559509 140.223726
  2751. L 223.227911 139.290476
  2752. L 223.896312 140.836819
  2753. L 224.564713 143.480656
  2754. L 225.233114 145.065459
  2755. L 225.901515 144.688164
  2756. L 227.238317 140.935558
  2757. L 227.906718 140.829985
  2758. L 228.575119 141.393896
  2759. L 229.24352 145.768628
  2760. L 229.911921 139.370084
  2761. L 230.580322 139.873614
  2762. L 231.248723 141.252248
  2763. L 231.917124 144.027298
  2764. L 232.585525 142.897375
  2765. L 233.253926 141.062913
  2766. L 233.922327 141.26313
  2767. L 234.590728 143.904371
  2768. L 235.25913 143.321361
  2769. L 235.927531 141.053023
  2770. L 236.595932 141.395559
  2771. L 237.932734 144.163178
  2772. L 238.601135 143.647966
  2773. L 239.937937 141.601741
  2774. L 240.606338 137.797298
  2775. L 241.274739 139.426971
  2776. L 241.94314 144.764657
  2777. L 242.611541 144.294532
  2778. L 243.279942 143.621813
  2779. L 243.948343 142.571898
  2780. L 244.616744 144.731833
  2781. L 245.285145 144.075048
  2782. L 245.953546 142.008334
  2783. L 246.621947 141.255037
  2784. L 247.290349 143.390122
  2785. L 247.95875 143.806811
  2786. L 248.627151 143.041053
  2787. L 249.295552 140.110846
  2788. L 249.963953 139.274634
  2789. L 250.632354 139.680401
  2790. L 251.300755 142.453876
  2791. L 251.969156 144.431674
  2792. L 252.637557 141.859385
  2793. L 253.305958 140.772747
  2794. L 253.974359 141.982079
  2795. L 254.64276 145.349707
  2796. L 255.979562 140.506237
  2797. L 256.647963 142.207182
  2798. L 257.316364 144.437782
  2799. L 257.984765 143.231163
  2800. L 258.653166 140.533038
  2801. L 259.321568 139.478069
  2802. L 259.989969 141.347567
  2803. L 260.65837 144.050865
  2804. L 261.326771 144.4703
  2805. L 261.995172 142.516564
  2806. L 262.663573 142.734264
  2807. L 263.331974 144.31987
  2808. L 264.000375 142.015591
  2809. L 264.668776 141.984926
  2810. L 265.337177 142.707697
  2811. L 266.005578 144.841349
  2812. L 266.673979 142.588192
  2813. L 267.34238 141.737592
  2814. L 268.010781 143.801601
  2815. L 268.679182 145.494292
  2816. L 269.347583 143.891331
  2817. L 270.015984 143.880736
  2818. L 270.684385 143.642221
  2819. L 271.352787 140.435627
  2820. L 272.021188 139.841212
  2821. L 272.689589 139.628604
  2822. L 273.35799 139.775792
  2823. L 274.026391 140.168243
  2824. L 274.694792 139.925891
  2825. L 275.363193 141.157993
  2826. L 276.031594 144.223132
  2827. L 276.699995 144.536888
  2828. L 277.368396 142.747426
  2829. L 278.036797 142.506848
  2830. L 278.705198 144.957378
  2831. L 279.373599 142.509472
  2832. L 280.042 142.752179
  2833. L 280.710401 144.643369
  2834. L 281.378802 143.029068
  2835. L 282.047203 141.114312
  2836. L 282.715604 140.759091
  2837. L 283.384006 141.241116
  2838. L 284.052407 143.76563
  2839. L 284.720808 145.354943
  2840. L 285.389209 142.610498
  2841. L 286.05761 140.738486
  2842. L 286.726011 140.829796
  2843. L 287.394412 141.044484
  2844. L 288.062813 143.33268
  2845. L 288.731214 143.646379
  2846. L 289.399615 141.165451
  2847. L 290.068016 140.242036
  2848. L 290.736417 141.632245
  2849. L 291.404818 143.506731
  2850. L 292.073219 144.009516
  2851. L 292.74162 141.591903
  2852. L 293.410021 141.183267
  2853. L 294.078422 142.248798
  2854. L 294.746823 144.050255
  2855. L 295.415225 144.636824
  2856. L 296.752027 141.918115
  2857. L 297.420428 140.077946
  2858. L 298.088829 139.922955
  2859. L 298.75723 142.160217
  2860. L 300.094032 144.839941
  2861. L 301.430834 142.519379
  2862. L 302.099235 144.273459
  2863. L 302.767636 143.820232
  2864. L 303.436037 141.859788
  2865. L 304.104438 142.412373
  2866. L 304.772839 143.718544
  2867. L 305.44124 143.986797
  2868. L 306.109641 142.923127
  2869. L 306.778042 142.586751
  2870. L 307.446444 140.749667
  2871. L 308.114845 141.942076
  2872. L 309.451647 145.216627
  2873. L 310.120048 141.744039
  2874. L 310.788449 140.625823
  2875. L 311.45685 141.685162
  2876. L 312.125251 143.435681
  2877. L 312.793652 144.8136
  2878. L 313.462053 142.02609
  2879. L 314.130454 141.655799
  2880. L 314.798855 141.787482
  2881. L 315.467256 142.164906
  2882. L 316.135657 143.020728
  2883. L 316.804058 144.770461
  2884. L 317.472459 144.770359
  2885. L 318.14086 140.259854
  2886. L 318.809261 141.253597
  2887. L 319.477663 144.266747
  2888. L 320.146064 143.020604
  2889. L 320.814465 143.613013
  2890. L 321.482866 144.733704
  2891. L 322.151267 142.592947
  2892. L 322.819668 141.202327
  2893. L 323.488069 140.761429
  2894. L 324.15647 143.037965
  2895. L 324.824871 144.362296
  2896. L 325.493272 143.815256
  2897. L 326.161673 141.831498
  2898. L 326.830074 140.796761
  2899. L 327.498475 140.951036
  2900. L 328.166876 142.873742
  2901. L 328.835277 145.685025
  2902. L 329.503678 142.284404
  2903. L 330.172079 142.05677
  2904. L 330.84048 145.1338
  2905. L 331.508882 143.592106
  2906. L 332.177283 140.939235
  2907. L 332.845684 140.135749
  2908. L 333.514085 141.426646
  2909. L 334.182486 143.014018
  2910. L 334.850887 145.342464
  2911. L 335.519288 142.990509
  2912. L 336.187689 142.186017
  2913. L 336.85609 141.762197
  2914. L 337.524491 143.925594
  2915. L 338.192892 143.904665
  2916. L 338.861293 140.680485
  2917. L 339.529694 139.24727
  2918. L 340.198095 139.680483
  2919. L 341.534897 139.226293
  2920. L 342.203298 139.980717
  2921. L 343.540101 144.175449
  2922. L 344.208502 144.252281
  2923. L 344.876903 142.339259
  2924. L 345.545304 143.414487
  2925. L 346.213705 145.196186
  2926. L 346.882106 145.547474
  2927. L 347.550507 145.761997
  2928. L 348.218908 143.174513
  2929. L 349.55571 139.730982
  2930. L 350.224111 139.568497
  2931. L 351.560913 144.992938
  2932. L 352.229314 145.511357
  2933. L 352.897715 142.018971
  2934. L 354.234517 144.748794
  2935. L 354.902918 143.393869
  2936. L 355.57132 140.0106
  2937. L 356.239721 140.181595
  2938. L 356.908122 141.134551
  2939. L 357.576523 140.205838
  2940. L 358.244924 141.205467
  2941. L 359.581726 145.402137
  2942. L 360.250127 141.828804
  2943. L 360.918528 139.962243
  2944. L 361.586929 139.673141
  2945. L 362.25533 139.702826
  2946. L 362.923731 140.256282
  2947. L 364.260533 144.883068
  2948. L 364.928934 143.382746
  2949. L 365.597335 140.288086
  2950. L 366.265736 140.92783
  2951. L 366.934137 143.463706
  2952. L 367.602539 144.708744
  2953. L 368.27094 145.508677
  2954. L 368.939341 142.246533
  2955. L 370.276143 144.387211
  2956. L 370.944544 141.595315
  2957. L 371.612945 139.505834
  2958. L 372.281346 142.30544
  2959. L 372.281346 142.30544
  2960. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  2961. </g>
  2962. <g id="text_13">
  2963. <g id="patch_15">
  2964. <path d="M 18.697188 136.637868
  2965. L 29.458438 136.637868
  2966. Q 31.858438 136.637868 31.858438 134.237868
  2967. L 31.858438 126.495368
  2968. Q 31.858438 124.095368 29.458438 124.095368
  2969. L 18.697188 124.095368
  2970. Q 16.297188 124.095368 16.297188 126.495368
  2971. L 16.297188 134.237868
  2972. Q 16.297188 136.637868 18.697188 136.637868
  2973. z
  2974. " style="fill:#ffffff;opacity:0.8;"/>
  2975. </g>
  2976. <!-- FD -->
  2977. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  2978. <use xlink:href="#DejaVuSans-46"/>
  2979. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  2980. </g>
  2981. </g>
  2982. <g id="text_14">
  2983. <g id="patch_16">
  2984. <path d="M 290.289663 133.502243
  2985. L 365.209663 133.502243
  2986. Q 366.409663 133.502243 366.409663 132.302243
  2987. L 366.409663 128.430993
  2988. Q 366.409663 127.230993 365.209663 127.230993
  2989. L 290.289663 127.230993
  2990. Q 289.089663 127.230993 289.089663 128.430993
  2991. L 289.089663 132.302243
  2992. Q 289.089663 133.502243 290.289663 133.502243
  2993. z
  2994. " style="fill:#ffffff;opacity:0.8;"/>
  2995. </g>
  2996. <!-- max: 0.882 $\bullet$ mean: 0.184 $\bullet$ $\sigma$: 0.092 -->
  2997. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  2998. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2999. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3000. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3001. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3002. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3003. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3004. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3005. <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
  3006. <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-38"/>
  3007. <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-32"/>
  3008. <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
  3009. <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3010. <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
  3011. <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3012. <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
  3013. <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
  3014. <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3015. <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3016. <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
  3017. <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3018. <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3019. <use transform="translate(1140.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
  3020. <use transform="translate(1203.875 0.78125)" xlink:href="#DejaVuSans-38"/>
  3021. <use transform="translate(1267.498047 0.78125)" xlink:href="#DejaVuSans-34"/>
  3022. <use transform="translate(1331.121094 0.78125)" xlink:href="#DejaVuSans-20"/>
  3023. <use transform="translate(1362.908203 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3024. <use transform="translate(1425.505859 0.78125)" xlink:href="#DejaVuSans-20"/>
  3025. <use transform="translate(1457.292969 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3026. <use transform="translate(1520.671875 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3027. <use transform="translate(1554.363281 0.78125)" xlink:href="#DejaVuSans-20"/>
  3028. <use transform="translate(1586.150391 0.78125)" xlink:href="#DejaVuSans-30"/>
  3029. <use transform="translate(1649.773438 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3030. <use transform="translate(1681.560547 0.78125)" xlink:href="#DejaVuSans-30"/>
  3031. <use transform="translate(1745.183594 0.78125)" xlink:href="#DejaVuSans-39"/>
  3032. <use transform="translate(1808.791016 0.78125)" xlink:href="#DejaVuSans-32"/>
  3033. </g>
  3034. </g>
  3035. <g id="text_15">
  3036. <!-- 0.34 -->
  3037. <g style="fill:#d3d3d3;" transform="translate(11.0175 139.004559)scale(0.03 -0.03)">
  3038. <use xlink:href="#DejaVuSans-30"/>
  3039. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3040. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  3041. <use x="159.033203" xlink:href="#DejaVuSans-34"/>
  3042. </g>
  3043. </g>
  3044. </g>
  3045. <g id="axes_6">
  3046. <g id="patch_17">
  3047. <path d="M 15.161346 278.112
  3048. L 18.697188 278.112
  3049. L 18.697188 150.37824
  3050. L 15.161346 150.37824
  3051. z
  3052. " style="fill:#ffffff;"/>
  3053. </g>
  3054. <g clip-path="url(#p7ea137355d)">
  3055. <image height="948" id="imaged8cbe1eba6" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3056. iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ENABAYBeEXlSmIisZCFrGYWdQ2YQOJyl9c89XXnmIf20kSAAAAAIABlm8WMu7UFCxkwBuauTA/AADfOJ4jDYAmIFPDAAAAAElFTkSuQmCC"/>
  3057. </g>
  3058. <g id="matplotlib.axis_11"/>
  3059. <g id="matplotlib.axis_12"/>
  3060. </g>
  3061. <g id="axes_7">
  3062. <g id="patch_18">
  3063. <path d="M 18.697188 278.112
  3064. L 372.281346 278.112
  3065. L 372.281346 150.37824
  3066. L 18.697188 150.37824
  3067. z
  3068. " style="fill:#ffffff;"/>
  3069. </g>
  3070. <g clip-path="url(#p4a9a0f7848)">
  3071. <image height="128.16" id="image700e5f49f9" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3072. 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" y="-149.952"/>
  3073. </g>
  3074. <g id="matplotlib.axis_13">
  3075. <g id="xtick_26">
  3076. <g id="line2d_11">
  3077. <defs>
  3078. <path d="M 0 0
  3079. L 0 4.8
  3080. " id="m70fc3524ca" style="stroke:#262626;"/>
  3081. </defs>
  3082. <g>
  3083. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m70fc3524ca" y="278.112"/>
  3084. </g>
  3085. </g>
  3086. <g id="text_16">
  3087. <!-- 0.00 -->
  3088. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3089. <use xlink:href="#DejaVuSans-30"/>
  3090. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3091. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3092. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3093. </g>
  3094. </g>
  3095. </g>
  3096. <g id="xtick_27">
  3097. <g id="line2d_12">
  3098. <g>
  3099. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m70fc3524ca" y="278.112"/>
  3100. </g>
  3101. </g>
  3102. <g id="text_17">
  3103. <!-- 106.00 -->
  3104. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3105. <use xlink:href="#DejaVuSans-31"/>
  3106. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3107. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3108. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3109. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3110. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3111. </g>
  3112. </g>
  3113. </g>
  3114. <g id="xtick_28">
  3115. <g id="line2d_13">
  3116. <g>
  3117. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m70fc3524ca" y="278.112"/>
  3118. </g>
  3119. </g>
  3120. <g id="text_18">
  3121. <!-- 212.00 -->
  3122. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3123. <use xlink:href="#DejaVuSans-32"/>
  3124. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3125. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3126. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3127. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3128. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3129. </g>
  3130. </g>
  3131. </g>
  3132. <g id="xtick_29">
  3133. <g id="line2d_14">
  3134. <g>
  3135. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m70fc3524ca" y="278.112"/>
  3136. </g>
  3137. </g>
  3138. <g id="text_19">
  3139. <!-- 318.00 -->
  3140. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3141. <use xlink:href="#DejaVuSans-33"/>
  3142. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3143. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3144. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3145. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3146. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3147. </g>
  3148. </g>
  3149. </g>
  3150. <g id="xtick_30">
  3151. <g id="line2d_15">
  3152. <g>
  3153. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m70fc3524ca" y="278.112"/>
  3154. </g>
  3155. </g>
  3156. <g id="text_20">
  3157. <!-- 424.00 -->
  3158. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3159. <use xlink:href="#DejaVuSans-34"/>
  3160. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3161. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3162. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3163. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3164. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3165. </g>
  3166. </g>
  3167. </g>
  3168. <g id="text_21">
  3169. <!-- time (s) -->
  3170. <defs>
  3171. <path d="M 18.3125 70.21875
  3172. L 18.3125 54.6875
  3173. L 36.8125 54.6875
  3174. L 36.8125 47.703125
  3175. L 18.3125 47.703125
  3176. L 18.3125 18.015625
  3177. Q 18.3125 11.328125 20.140625 9.421875
  3178. Q 21.96875 7.515625 27.59375 7.515625
  3179. L 36.8125 7.515625
  3180. L 36.8125 0
  3181. L 27.59375 0
  3182. Q 17.1875 0 13.234375 3.875
  3183. Q 9.28125 7.765625 9.28125 18.015625
  3184. L 9.28125 47.703125
  3185. L 2.6875 47.703125
  3186. L 2.6875 54.6875
  3187. L 9.28125 54.6875
  3188. L 9.28125 70.21875
  3189. z
  3190. " id="DejaVuSans-74"/>
  3191. <path d="M 9.421875 54.6875
  3192. L 18.40625 54.6875
  3193. L 18.40625 0
  3194. L 9.421875 0
  3195. z
  3196. M 9.421875 75.984375
  3197. L 18.40625 75.984375
  3198. L 18.40625 64.59375
  3199. L 9.421875 64.59375
  3200. z
  3201. " id="DejaVuSans-69"/>
  3202. <path d="M 31 75.875
  3203. Q 24.46875 64.65625 21.28125 53.65625
  3204. Q 18.109375 42.671875 18.109375 31.390625
  3205. Q 18.109375 20.125 21.3125 9.0625
  3206. Q 24.515625 -2 31 -13.1875
  3207. L 23.1875 -13.1875
  3208. Q 15.875 -1.703125 12.234375 9.375
  3209. Q 8.59375 20.453125 8.59375 31.390625
  3210. Q 8.59375 42.28125 12.203125 53.3125
  3211. Q 15.828125 64.359375 23.1875 75.875
  3212. z
  3213. " id="DejaVuSans-28"/>
  3214. <path d="M 44.28125 53.078125
  3215. L 44.28125 44.578125
  3216. Q 40.484375 46.53125 36.375 47.5
  3217. Q 32.28125 48.484375 27.875 48.484375
  3218. Q 21.1875 48.484375 17.84375 46.4375
  3219. Q 14.5 44.390625 14.5 40.28125
  3220. Q 14.5 37.15625 16.890625 35.375
  3221. Q 19.28125 33.59375 26.515625 31.984375
  3222. L 29.59375 31.296875
  3223. Q 39.15625 29.25 43.1875 25.515625
  3224. Q 47.21875 21.78125 47.21875 15.09375
  3225. Q 47.21875 7.46875 41.1875 3.015625
  3226. Q 35.15625 -1.421875 24.609375 -1.421875
  3227. Q 20.21875 -1.421875 15.453125 -0.5625
  3228. Q 10.6875 0.296875 5.421875 2
  3229. L 5.421875 11.28125
  3230. Q 10.40625 8.6875 15.234375 7.390625
  3231. Q 20.0625 6.109375 24.8125 6.109375
  3232. Q 31.15625 6.109375 34.5625 8.28125
  3233. Q 37.984375 10.453125 37.984375 14.40625
  3234. Q 37.984375 18.0625 35.515625 20.015625
  3235. Q 33.0625 21.96875 24.703125 23.78125
  3236. L 21.578125 24.515625
  3237. Q 13.234375 26.265625 9.515625 29.90625
  3238. Q 5.8125 33.546875 5.8125 39.890625
  3239. Q 5.8125 47.609375 11.28125 51.796875
  3240. Q 16.75 56 26.8125 56
  3241. Q 31.78125 56 36.171875 55.265625
  3242. Q 40.578125 54.546875 44.28125 53.078125
  3243. z
  3244. " id="DejaVuSans-73"/>
  3245. <path d="M 8.015625 75.875
  3246. L 15.828125 75.875
  3247. Q 23.140625 64.359375 26.78125 53.3125
  3248. Q 30.421875 42.28125 30.421875 31.390625
  3249. Q 30.421875 20.453125 26.78125 9.375
  3250. Q 23.140625 -1.703125 15.828125 -13.1875
  3251. L 8.015625 -13.1875
  3252. Q 14.5 -2 17.703125 9.0625
  3253. Q 20.90625 20.125 20.90625 31.390625
  3254. Q 20.90625 42.671875 17.703125 53.65625
  3255. Q 14.5 64.65625 8.015625 75.875
  3256. z
  3257. " id="DejaVuSans-29"/>
  3258. </defs>
  3259. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3260. <use xlink:href="#DejaVuSans-74"/>
  3261. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3262. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3263. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3264. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3265. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3266. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3267. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3268. </g>
  3269. </g>
  3270. </g>
  3271. <g id="matplotlib.axis_14"/>
  3272. </g>
  3273. </g>
  3274. <defs>
  3275. <clipPath id="p2bc57d2070">
  3276. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3277. </clipPath>
  3278. <clipPath id="p1a940ee80a">
  3279. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3280. </clipPath>
  3281. <clipPath id="pf76199d6d2">
  3282. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3283. </clipPath>
  3284. <clipPath id="p787bf5cddc">
  3285. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3286. </clipPath>
  3287. <clipPath id="p765f1f7801">
  3288. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3289. </clipPath>
  3290. <clipPath id="p7ea137355d">
  3291. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3292. </clipPath>
  3293. <clipPath id="p4a9a0f7848">
  3294. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3295. </clipPath>
  3296. </defs>
  3297. </svg>