sub-35_ses-02_task-highspeed_rec-prenorm_run-03_carpetplot.svg 430 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341134213431344134513461347134813491350135113521353135413551356135713581359136013611362136313641365136613671368136913701371137213731374137513761377137813791380138113821383138413851386138713881389139013911392139313941395139613971398139914001401140214031404140514061407140814091410141114121413141414151416141714181419142014211422142314241425142614271428142914301431143214331434143514361437143814391440144114421443144414451446144714481449145014511452145314541455145614571458145914601461146214631464146514661467146814691470147114721473147414751476147714781479148014811482148314841485148614871488148914901491149214931494149514961497149814991500150115021503150415051506150715081509151015111512151315141515151615171518151915201521152215231524152515261527152815291530153115321533153415351536153715381539154015411542154315441545154615471548154915501551155215531554155515561557155815591560156115621563156415651566156715681569157015711572157315741575157615771578157915801581158215831584158515861587158815891590159115921593159415951596159715981599160016011602160316041605160616071608160916101611161216131614161516161617161816191620162116221623162416251626162716281629163016311632163316341635163616371638163916401641164216431644164516461647164816491650165116521653165416551656165716581659166016611662166316641665166616671668166916701671167216731674167516761677167816791680168116821683168416851686168716881689169016911692169316941695169616971698169917001701170217031704170517061707170817091710171117121713171417151716171717181719172017211722172317241725172617271728172917301731173217331734173517361737173817391740174117421743174417451746174717481749175017511752175317541755175617571758175917601761176217631764176517661767176817691770177117721773177417751776177717781779178017811782178317841785178617871788178917901791179217931794179517961797179817991800180118021803180418051806180718081809181018111812181318141815181618171818181918201821182218231824182518261827182818291830183118321833183418351836183718381839184018411842184318441845184618471848184918501851185218531854185518561857185818591860186118621863186418651866186718681869187018711872187318741875187618771878187918801881188218831884188518861887188818891890189118921893189418951896189718981899190019011902190319041905190619071908190919101911191219131914191519161917191819191920192119221923192419251926192719281929193019311932193319341935193619371938193919401941194219431944194519461947194819491950195119521953195419551956195719581959196019611962196319641965196619671968196919701971197219731974197519761977197819791980198119821983198419851986198719881989199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022202320242025202620272028202920302031203220332034203520362037203820392040204120422043204420452046204720482049205020512052205320542055205620572058205920602061206220632064206520662067206820692070207120722073207420752076207720782079208020812082208320842085208620872088208920902091209220932094209520962097209820992100210121022103210421052106210721082109211021112112211321142115211621172118211921202121212221232124212521262127212821292130213121322133213421352136213721382139214021412142214321442145214621472148214921502151215221532154215521562157215821592160216121622163216421652166216721682169217021712172217321742175217621772178217921802181218221832184218521862187218821892190219121922193219421952196219721982199220022012202220322042205220622072208220922102211221222132214221522162217221822192220222122222223222422252226222722282229223022312232223322342235223622372238223922402241224222432244224522462247224822492250225122522253225422552256225722582259226022612262226322642265226622672268226922702271227222732274227522762277227822792280228122822283228422852286228722882289229022912292229322942295229622972298229923002301230223032304230523062307230823092310231123122313231423152316231723182319232023212322232323242325232623272328232923302331233223332334233523362337233823392340234123422343234423452346234723482349235023512352235323542355235623572358235923602361236223632364236523662367236823692370237123722373237423752376237723782379238023812382238323842385238623872388238923902391239223932394239523962397239823992400240124022403240424052406240724082409241024112412241324142415241624172418241924202421242224232424242524262427242824292430243124322433243424352436243724382439244024412442244324442445244624472448244924502451245224532454245524562457245824592460246124622463246424652466246724682469247024712472247324742475247624772478247924802481248224832484248524862487248824892490249124922493249424952496249724982499250025012502250325042505250625072508250925102511251225132514251525162517251825192520252125222523252425252526252725282529253025312532253325342535253625372538253925402541254225432544254525462547254825492550255125522553255425552556255725582559256025612562256325642565256625672568256925702571257225732574257525762577257825792580258125822583258425852586258725882589259025912592259325942595259625972598259926002601260226032604260526062607260826092610261126122613261426152616261726182619262026212622262326242625262626272628262926302631263226332634263526362637263826392640264126422643264426452646264726482649265026512652265326542655265626572658265926602661266226632664266526662667266826692670267126722673267426752676267726782679268026812682268326842685268626872688268926902691269226932694269526962697269826992700270127022703270427052706270727082709271027112712271327142715271627172718271927202721272227232724272527262727272827292730273127322733273427352736273727382739274027412742274327442745274627472748274927502751275227532754275527562757275827592760276127622763276427652766276727682769277027712772277327742775277627772778277927802781278227832784278527862787278827892790279127922793279427952796279727982799280028012802280328042805280628072808280928102811281228132814281528162817281828192820282128222823282428252826282728282829283028312832283328342835283628372838283928402841284228432844284528462847284828492850285128522853285428552856285728582859286028612862286328642865286628672868286928702871287228732874287528762877287828792880288128822883288428852886288728882889289028912892289328942895289628972898289929002901290229032904290529062907290829092910291129122913291429152916291729182919292029212922292329242925292629272928292929302931293229332934293529362937293829392940294129422943294429452946294729482949295029512952295329542955295629572958295929602961296229632964296529662967296829692970297129722973297429752976297729782979298029812982298329842985298629872988298929902991299229932994299529962997299829993000300130023003300430053006300730083009301030113012301330143015301630173018301930203021302230233024302530263027302830293030303130323033303430353036303730383039304030413042304330443045304630473048304930503051305230533054305530563057305830593060306130623063306430653066306730683069307030713072307330743075307630773078307930803081308230833084308530863087308830893090309130923093309430953096309730983099310031013102310331043105310631073108310931103111311231133114311531163117311831193120312131223123312431253126312731283129313031313132313331343135313631373138313931403141314231433144314531463147314831493150315131523153315431553156315731583159316031613162316331643165316631673168316931703171317231733174317531763177317831793180318131823183318431853186318731883189319031913192319331943195319631973198319932003201320232033204320532063207320832093210321132123213321432153216321732183219322032213222322332243225322632273228322932303231323232333234323532363237323832393240324132423243324432453246324732483249325032513252325332543255325632573258325932603261326232633264326532663267326832693270327132723273327432753276327732783279328032813282328332843285328632873288328932903291329232933294329532963297329832993300330133023303330433053306330733083309331033113312331333143315331633173318331933203321332233233324332533263327332833293330333133323333333433353336333733383339334033413342334333443345
  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(#p6a51fc70dc)" d="M 18.697188 23.003755
  39. L 372.281346 23.003755
  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(#p6a51fc70dc)" d="M 18.697188 23.634146
  44. L 19.365589 24.00946
  45. L 20.03399 24.153747
  46. L 22.039193 24.106683
  47. L 22.707594 24.074347
  48. L 24.044396 24.438997
  49. L 25.381198 24.408317
  50. L 26.718 24.093514
  51. L 27.386401 24.131096
  52. L 28.723203 24.428366
  53. L 29.391604 24.466012
  54. L 30.728407 24.139492
  55. L 31.396808 24.004408
  56. L 32.065209 24.071799
  57. L 32.73361 24.261472
  58. L 36.075615 24.316007
  59. L 36.744016 24.133687
  60. L 37.412417 23.783163
  61. L 38.749219 23.778701
  62. L 40.754422 24.123786
  63. L 41.422823 24.045462
  64. L 42.091224 23.781077
  65. L 42.759626 23.668052
  66. L 44.096428 23.948035
  67. L 44.764829 23.998205
  68. L 45.43323 23.74227
  69. L 46.101631 23.271184
  70. L 46.770032 23.457245
  71. L 47.438433 23.760362
  72. L 48.775235 23.975426
  73. L 49.443636 24.215473
  74. L 50.112037 24.66536
  75. L 50.780438 24.893721
  76. L 52.785641 25.066484
  77. L 53.454042 25.037846
  78. L 54.122443 24.762539
  79. L 56.127647 23.597876
  80. L 56.796048 23.627503
  81. L 58.801251 24.031143
  82. L 62.143256 23.866969
  83. L 63.480058 23.607142
  84. L 64.81686 23.538257
  85. L 66.822064 23.85795
  86. L 67.490465 23.809758
  87. L 68.827267 23.16649
  88. L 70.164069 23.428886
  89. L 72.169272 24.027606
  90. L 74.174475 23.602133
  91. L 75.511277 23.290287
  92. L 78.184881 24.153736
  93. L 80.858486 23.989573
  94. L 82.195288 23.586825
  95. L 86.205694 23.822981
  96. L 86.874095 23.861347
  97. L 88.210897 24.141341
  98. L 89.547699 24.14175
  99. L 90.884502 23.294103
  100. L 91.552903 23.420448
  101. L 92.221304 23.670492
  102. L 92.889705 23.780099
  103. L 93.558106 23.720662
  104. L 96.23171 24.706005
  105. L 98.236913 24.215989
  106. L 98.905314 23.951873
  107. L 100.242116 23.951926
  108. L 101.578918 24.138041
  109. L 103.584122 23.426693
  110. L 104.252523 23.518337
  111. L 104.920924 23.735992
  112. L 106.926127 23.635598
  113. L 112.273335 23.818154
  114. L 112.941736 23.709106
  115. L 113.610137 23.347423
  116. L 114.278538 23.160051
  117. L 114.94694 23.107516
  118. L 116.283742 23.568002
  119. L 116.952143 23.676716
  120. L 117.620544 23.456191
  121. L 118.288945 23.430961
  122. L 120.962549 24.028929
  123. L 121.63095 24.16512
  124. L 122.299351 24.068972
  125. L 122.967752 23.82713
  126. L 124.972955 23.701775
  127. L 125.641356 23.795256
  128. L 126.978159 23.497321
  129. L 127.64656 23.422501
  130. L 130.320164 23.827807
  131. L 130.988565 23.613872
  132. L 131.656966 23.546986
  133. L 132.993768 23.665784
  134. L 134.33057 23.581633
  135. L 137.004174 24.169775
  136. L 137.672575 24.178031
  137. L 139.677779 23.757846
  138. L 141.014581 24.04199
  139. L 141.682982 24.039055
  140. L 142.351383 23.916269
  141. L 143.019784 23.542933
  142. L 143.688185 23.378146
  143. L 145.024987 23.480088
  144. L 145.693388 23.64251
  145. L 146.361789 23.644413
  146. L 147.698591 23.932329
  147. L 148.366992 23.81294
  148. L 149.703794 23.259402
  149. L 150.372195 23.181336
  150. L 152.377399 23.923568
  151. L 153.0458 24.037819
  152. L 153.714201 23.973566
  153. L 154.382602 23.765189
  154. L 155.051003 23.361882
  155. L 155.719404 23.149376
  156. L 157.056206 23.152085
  157. L 159.72981 23.565508
  158. L 161.735013 23.487882
  159. L 162.403414 23.576795
  160. L 164.408618 23.549189
  161. L 165.077019 23.757728
  162. L 167.750623 23.999979
  163. L 169.755826 23.84448
  164. L 170.424227 23.600434
  165. L 171.761029 23.393884
  166. L 172.42943 23.259273
  167. L 173.766232 23.297285
  168. L 174.434633 23.435175
  169. L 175.103035 23.427145
  170. L 175.771436 23.236795
  171. L 176.439837 23.17064
  172. L 177.108238 23.237655
  173. L 178.44504 23.56024
  174. L 180.450243 23.681737
  175. L 181.787045 23.894457
  176. L 183.792248 23.576118
  177. L 185.797451 23.557069
  178. L 187.134254 23.323784
  179. L 187.802655 23.351809
  180. L 189.139457 23.606315
  181. L 193.149863 23.532247
  182. L 194.486665 23.230571
  183. L 195.155066 23.089434
  184. L 195.823467 23.086145
  185. L 196.491868 23.346735
  186. L 197.160269 23.36372
  187. L 198.497071 23.044983
  188. L 199.165473 23.111117
  189. L 200.502275 23.372481
  190. L 201.839077 23.560982
  191. L 202.507478 23.688219
  192. L 203.84428 23.633469
  193. L 204.512681 23.633587
  194. L 206.517884 23.870485
  195. L 207.186285 23.720039
  196. L 207.854686 23.700646
  197. L 208.523087 23.549985
  198. L 209.859889 23.009626
  199. L 210.52829 23.062076
  200. L 211.865093 23.64466
  201. L 214.538697 23.984166
  202. L 215.207098 23.695163
  203. L 215.875499 23.540804
  204. L 216.5439 23.204889
  205. L 217.212301 23.238601
  206. L 217.880702 23.55966
  207. L 219.217504 23.828549
  208. L 224.564713 23.353346
  209. L 225.901515 23.169242
  210. L 226.569916 23.402076
  211. L 229.911921 23.650615
  212. L 231.248723 23.420007
  213. L 232.585525 23.557101
  214. L 233.253926 23.720673
  215. L 234.590728 23.671621
  216. L 239.269536 23.449236
  217. L 239.937937 23.301015
  218. L 241.274739 23.408074
  219. L 241.94314 23.386768
  220. L 245.285145 23.897983
  221. L 246.621947 23.941531
  222. L 247.290349 23.707515
  223. L 247.95875 23.344015
  224. L 248.627151 23.157116
  225. L 249.295552 23.089596
  226. L 252.637557 23.510006
  227. L 253.974359 23.207652
  228. L 256.647963 23.437207
  229. L 258.653166 23.370912
  230. L 261.326771 23.189398
  231. L 262.663573 23.326901
  232. L 264.668776 23.377953
  233. L 265.337177 23.361925
  234. L 266.673979 23.62832
  235. L 268.010781 23.737357
  236. L 269.347583 23.423275
  237. L 270.015984 23.359409
  238. L 271.352787 23.491924
  239. L 272.021188 23.423931
  240. L 273.35799 23.489118
  241. L 276.031594 23.282622
  242. L 276.699995 23.279322
  243. L 278.705198 23.62431
  244. L 280.042 23.573441
  245. L 281.378802 23.61944
  246. L 284.052407 23.397314
  247. L 284.720808 23.203556
  248. L 285.389209 23.140841
  249. L 288.062813 23.651346
  250. L 289.399615 24.170936
  251. L 293.410021 23.541675
  252. L 296.083626 23.639575
  253. L 297.420428 23.423135
  254. L 298.75723 22.804732
  255. L 299.425631 22.893172
  256. L 300.762433 23.310518
  257. L 301.430834 23.435003
  258. L 303.436037 23.368493
  259. L 306.109641 23.63448
  260. L 306.778042 23.57184
  261. L 309.451647 22.835617
  262. L 311.45685 22.996296
  263. L 312.125251 23.118287
  264. L 312.793652 22.878251
  265. L 313.462053 22.422258
  266. L 315.467256 22.876821
  267. L 316.135657 23.177595
  268. L 318.14086 23.612281
  269. L 319.477663 23.472112
  270. L 320.814465 23.562788
  271. L 322.151267 23.650551
  272. L 322.819668 23.633093
  273. L 323.488069 23.435809
  274. L 324.824871 22.729557
  275. L 325.493272 22.733352
  276. L 326.161673 23.127016
  277. L 327.498475 23.527528
  278. L 328.166876 23.665472
  279. L 330.84048 23.436078
  280. L 332.845684 22.998952
  281. L 334.182486 23.189947
  282. L 336.187689 22.819599
  283. L 338.192892 23.511865
  284. L 339.529694 23.75159
  285. L 340.866496 24.156241
  286. L 342.203298 23.800911
  287. L 342.871699 23.611131
  288. L 344.208502 23.728069
  289. L 345.545304 24.007837
  290. L 346.213705 23.981983
  291. L 347.550507 23.093734
  292. L 348.218908 22.959026
  293. L 348.887309 22.939999
  294. L 350.224111 23.226217
  295. L 355.57132 23.317968
  296. L 356.908122 22.983042
  297. L 358.913325 22.749821
  298. L 362.25533 23.281096
  299. L 364.928934 23.619548
  300. L 366.265736 23.346369
  301. L 367.602539 23.091864
  302. L 369.607742 23.245309
  303. L 370.276143 23.137078
  304. L 370.944544 22.845722
  305. L 371.612945 22.747864
  306. L 372.281346 22.838777
  307. L 372.281346 22.838777
  308. " style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
  309. </g>
  310. <g id="text_1">
  311. <g id="patch_3">
  312. <path d="M 18.697188 25.935276
  313. L 29.974688 25.935276
  314. Q 32.374688 25.935276 32.374688 23.535276
  315. L 32.374688 15.792776
  316. Q 32.374688 13.392776 29.974688 13.392776
  317. L 18.697188 13.392776
  318. Q 16.297188 13.392776 16.297188 15.792776
  319. L 16.297188 23.535276
  320. Q 16.297188 25.935276 18.697188 25.935276
  321. z
  322. " style="fill:#ffffff;opacity:0.8;"/>
  323. </g>
  324. <!-- GS -->
  325. <defs>
  326. <path d="M 59.515625 10.40625
  327. L 59.515625 29.984375
  328. L 43.40625 29.984375
  329. L 43.40625 38.09375
  330. L 69.28125 38.09375
  331. L 69.28125 6.78125
  332. Q 63.578125 2.734375 56.6875 0.65625
  333. Q 49.8125 -1.421875 42 -1.421875
  334. Q 24.90625 -1.421875 15.25 8.5625
  335. Q 5.609375 18.5625 5.609375 36.375
  336. Q 5.609375 54.25 15.25 64.234375
  337. Q 24.90625 74.21875 42 74.21875
  338. Q 49.125 74.21875 55.546875 72.453125
  339. Q 61.96875 70.703125 67.390625 67.28125
  340. L 67.390625 56.78125
  341. Q 61.921875 61.421875 55.765625 63.765625
  342. Q 49.609375 66.109375 42.828125 66.109375
  343. Q 29.4375 66.109375 22.71875 58.640625
  344. Q 16.015625 51.171875 16.015625 36.375
  345. Q 16.015625 21.625 22.71875 14.15625
  346. Q 29.4375 6.6875 42.828125 6.6875
  347. Q 48.046875 6.6875 52.140625 7.59375
  348. Q 56.25 8.5 59.515625 10.40625
  349. z
  350. " id="DejaVuSans-47"/>
  351. <path d="M 53.515625 70.515625
  352. L 53.515625 60.890625
  353. Q 47.90625 63.578125 42.921875 64.890625
  354. Q 37.9375 66.21875 33.296875 66.21875
  355. Q 25.25 66.21875 20.875 63.09375
  356. Q 16.5 59.96875 16.5 54.203125
  357. Q 16.5 49.359375 19.40625 46.890625
  358. Q 22.3125 44.4375 30.421875 42.921875
  359. L 36.375 41.703125
  360. Q 47.40625 39.59375 52.65625 34.296875
  361. Q 57.90625 29 57.90625 20.125
  362. Q 57.90625 9.515625 50.796875 4.046875
  363. Q 43.703125 -1.421875 29.984375 -1.421875
  364. Q 24.8125 -1.421875 18.96875 -0.25
  365. Q 13.140625 0.921875 6.890625 3.21875
  366. L 6.890625 13.375
  367. Q 12.890625 10.015625 18.65625 8.296875
  368. Q 24.421875 6.59375 29.984375 6.59375
  369. Q 38.421875 6.59375 43.015625 9.90625
  370. Q 47.609375 13.234375 47.609375 19.390625
  371. Q 47.609375 24.75 44.3125 27.78125
  372. Q 41.015625 30.8125 33.5 32.328125
  373. L 27.484375 33.5
  374. Q 16.453125 35.6875 11.515625 40.375
  375. Q 6.59375 45.0625 6.59375 53.421875
  376. Q 6.59375 63.09375 13.40625 68.65625
  377. Q 20.21875 74.21875 32.171875 74.21875
  378. Q 37.3125 74.21875 42.625 73.28125
  379. Q 47.953125 72.359375 53.515625 70.515625
  380. z
  381. " id="DejaVuSans-53"/>
  382. </defs>
  383. <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
  384. <use xlink:href="#DejaVuSans-47"/>
  385. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  386. </g>
  387. </g>
  388. <g id="text_2">
  389. <g id="patch_4">
  390. <path d="M 280.129663 22.799651
  391. L 365.209663 22.799651
  392. Q 366.409663 22.799651 366.409663 21.599651
  393. L 366.409663 17.728401
  394. Q 366.409663 16.528401 365.209663 16.528401
  395. L 280.129663 16.528401
  396. Q 278.929663 16.528401 278.929663 17.728401
  397. L 278.929663 21.599651
  398. Q 278.929663 22.799651 280.129663 22.799651
  399. z
  400. " style="fill:#ffffff;opacity:0.8;"/>
  401. </g>
  402. <!-- max: 591.745 $\bullet$ mean: 585.033 $\bullet$ $\sigma$: 2.191 -->
  403. <defs>
  404. <path d="M 52 44.1875
  405. Q 55.375 50.25 60.0625 53.125
  406. Q 64.75 56 71.09375 56
  407. Q 79.640625 56 84.28125 50.015625
  408. Q 88.921875 44.046875 88.921875 33.015625
  409. L 88.921875 0
  410. L 79.890625 0
  411. L 79.890625 32.71875
  412. Q 79.890625 40.578125 77.09375 44.375
  413. Q 74.3125 48.1875 68.609375 48.1875
  414. Q 61.625 48.1875 57.5625 43.546875
  415. Q 53.515625 38.921875 53.515625 30.90625
  416. L 53.515625 0
  417. L 44.484375 0
  418. L 44.484375 32.71875
  419. Q 44.484375 40.625 41.703125 44.40625
  420. Q 38.921875 48.1875 33.109375 48.1875
  421. Q 26.21875 48.1875 22.15625 43.53125
  422. Q 18.109375 38.875 18.109375 30.90625
  423. L 18.109375 0
  424. L 9.078125 0
  425. L 9.078125 54.6875
  426. L 18.109375 54.6875
  427. L 18.109375 46.1875
  428. Q 21.1875 51.21875 25.484375 53.609375
  429. Q 29.78125 56 35.6875 56
  430. Q 41.65625 56 45.828125 52.96875
  431. Q 50 49.953125 52 44.1875
  432. z
  433. " id="DejaVuSans-6d"/>
  434. <path d="M 34.28125 27.484375
  435. Q 23.390625 27.484375 19.1875 25
  436. Q 14.984375 22.515625 14.984375 16.5
  437. Q 14.984375 11.71875 18.140625 8.90625
  438. Q 21.296875 6.109375 26.703125 6.109375
  439. Q 34.1875 6.109375 38.703125 11.40625
  440. Q 43.21875 16.703125 43.21875 25.484375
  441. L 43.21875 27.484375
  442. z
  443. M 52.203125 31.203125
  444. L 52.203125 0
  445. L 43.21875 0
  446. L 43.21875 8.296875
  447. Q 40.140625 3.328125 35.546875 0.953125
  448. Q 30.953125 -1.421875 24.3125 -1.421875
  449. Q 15.921875 -1.421875 10.953125 3.296875
  450. Q 6 8.015625 6 15.921875
  451. Q 6 25.140625 12.171875 29.828125
  452. Q 18.359375 34.515625 30.609375 34.515625
  453. L 43.21875 34.515625
  454. L 43.21875 35.40625
  455. Q 43.21875 41.609375 39.140625 45
  456. Q 35.0625 48.390625 27.6875 48.390625
  457. Q 23 48.390625 18.546875 47.265625
  458. Q 14.109375 46.140625 10.015625 43.890625
  459. L 10.015625 52.203125
  460. Q 14.9375 54.109375 19.578125 55.046875
  461. Q 24.21875 56 28.609375 56
  462. Q 40.484375 56 46.34375 49.84375
  463. Q 52.203125 43.703125 52.203125 31.203125
  464. z
  465. " id="DejaVuSans-61"/>
  466. <path d="M 54.890625 54.6875
  467. L 35.109375 28.078125
  468. L 55.90625 0
  469. L 45.3125 0
  470. L 29.390625 21.484375
  471. L 13.484375 0
  472. L 2.875 0
  473. L 24.125 28.609375
  474. L 4.6875 54.6875
  475. L 15.28125 54.6875
  476. L 29.78125 35.203125
  477. L 44.28125 54.6875
  478. z
  479. " id="DejaVuSans-78"/>
  480. <path d="M 11.71875 12.40625
  481. L 22.015625 12.40625
  482. L 22.015625 0
  483. L 11.71875 0
  484. z
  485. M 11.71875 51.703125
  486. L 22.015625 51.703125
  487. L 22.015625 39.3125
  488. L 11.71875 39.3125
  489. z
  490. " id="DejaVuSans-3a"/>
  491. <path id="DejaVuSans-20"/>
  492. <path d="M 10.796875 72.90625
  493. L 49.515625 72.90625
  494. L 49.515625 64.59375
  495. L 19.828125 64.59375
  496. L 19.828125 46.734375
  497. Q 21.96875 47.46875 24.109375 47.828125
  498. Q 26.265625 48.1875 28.421875 48.1875
  499. Q 40.625 48.1875 47.75 41.5
  500. Q 54.890625 34.8125 54.890625 23.390625
  501. Q 54.890625 11.625 47.5625 5.09375
  502. Q 40.234375 -1.421875 26.90625 -1.421875
  503. Q 22.3125 -1.421875 17.546875 -0.640625
  504. Q 12.796875 0.140625 7.71875 1.703125
  505. L 7.71875 11.625
  506. Q 12.109375 9.234375 16.796875 8.0625
  507. Q 21.484375 6.890625 26.703125 6.890625
  508. Q 35.15625 6.890625 40.078125 11.328125
  509. Q 45.015625 15.765625 45.015625 23.390625
  510. Q 45.015625 31 40.078125 35.4375
  511. Q 35.15625 39.890625 26.703125 39.890625
  512. Q 22.75 39.890625 18.8125 39.015625
  513. Q 14.890625 38.140625 10.796875 36.28125
  514. z
  515. " id="DejaVuSans-35"/>
  516. <path d="M 10.984375 1.515625
  517. L 10.984375 10.5
  518. Q 14.703125 8.734375 18.5 7.8125
  519. Q 22.3125 6.890625 25.984375 6.890625
  520. Q 35.75 6.890625 40.890625 13.453125
  521. Q 46.046875 20.015625 46.78125 33.40625
  522. Q 43.953125 29.203125 39.59375 26.953125
  523. Q 35.25 24.703125 29.984375 24.703125
  524. Q 19.046875 24.703125 12.671875 31.3125
  525. Q 6.296875 37.9375 6.296875 49.421875
  526. Q 6.296875 60.640625 12.9375 67.421875
  527. Q 19.578125 74.21875 30.609375 74.21875
  528. Q 43.265625 74.21875 49.921875 64.515625
  529. Q 56.59375 54.828125 56.59375 36.375
  530. Q 56.59375 19.140625 48.40625 8.859375
  531. Q 40.234375 -1.421875 26.421875 -1.421875
  532. Q 22.703125 -1.421875 18.890625 -0.6875
  533. Q 15.09375 0.046875 10.984375 1.515625
  534. z
  535. M 30.609375 32.421875
  536. Q 37.25 32.421875 41.125 36.953125
  537. Q 45.015625 41.5 45.015625 49.421875
  538. Q 45.015625 57.28125 41.125 61.84375
  539. Q 37.25 66.40625 30.609375 66.40625
  540. Q 23.96875 66.40625 20.09375 61.84375
  541. Q 16.21875 57.28125 16.21875 49.421875
  542. Q 16.21875 41.5 20.09375 36.953125
  543. Q 23.96875 32.421875 30.609375 32.421875
  544. z
  545. " id="DejaVuSans-39"/>
  546. <path d="M 12.40625 8.296875
  547. L 28.515625 8.296875
  548. L 28.515625 63.921875
  549. L 10.984375 60.40625
  550. L 10.984375 69.390625
  551. L 28.421875 72.90625
  552. L 38.28125 72.90625
  553. L 38.28125 8.296875
  554. L 54.390625 8.296875
  555. L 54.390625 0
  556. L 12.40625 0
  557. z
  558. " id="DejaVuSans-31"/>
  559. <path d="M 10.6875 12.40625
  560. L 21 12.40625
  561. L 21 0
  562. L 10.6875 0
  563. z
  564. " id="DejaVuSans-2e"/>
  565. <path d="M 8.203125 72.90625
  566. L 55.078125 72.90625
  567. L 55.078125 68.703125
  568. L 28.609375 0
  569. L 18.3125 0
  570. L 43.21875 64.59375
  571. L 8.203125 64.59375
  572. z
  573. " id="DejaVuSans-37"/>
  574. <path d="M 37.796875 64.3125
  575. L 12.890625 25.390625
  576. L 37.796875 25.390625
  577. z
  578. M 35.203125 72.90625
  579. L 47.609375 72.90625
  580. L 47.609375 25.390625
  581. L 58.015625 25.390625
  582. L 58.015625 17.1875
  583. L 47.609375 17.1875
  584. L 47.609375 0
  585. L 37.796875 0
  586. L 37.796875 17.1875
  587. L 4.890625 17.1875
  588. L 4.890625 26.703125
  589. z
  590. " id="DejaVuSans-34"/>
  591. <path d="M 16.734375 31.203125
  592. Q 16.734375 37.265625 20.953125 41.4375
  593. Q 25.1875 45.609375 31.34375 45.609375
  594. Q 37.390625 45.609375 41.5625 41.4375
  595. Q 45.75 37.265625 45.75 31.203125
  596. Q 45.75 25.109375 41.546875 20.90625
  597. Q 37.34375 16.703125 31.25 16.703125
  598. Q 25.140625 16.703125 20.9375 20.90625
  599. Q 16.734375 25.109375 16.734375 31.203125
  600. z
  601. " id="DejaVuSans-2219"/>
  602. <path d="M 56.203125 29.59375
  603. L 56.203125 25.203125
  604. L 14.890625 25.203125
  605. Q 15.484375 15.921875 20.484375 11.0625
  606. Q 25.484375 6.203125 34.421875 6.203125
  607. Q 39.59375 6.203125 44.453125 7.46875
  608. Q 49.3125 8.734375 54.109375 11.28125
  609. L 54.109375 2.78125
  610. Q 49.265625 0.734375 44.1875 -0.34375
  611. Q 39.109375 -1.421875 33.890625 -1.421875
  612. Q 20.796875 -1.421875 13.15625 6.1875
  613. Q 5.515625 13.8125 5.515625 26.8125
  614. Q 5.515625 40.234375 12.765625 48.109375
  615. Q 20.015625 56 32.328125 56
  616. Q 43.359375 56 49.78125 48.890625
  617. Q 56.203125 41.796875 56.203125 29.59375
  618. z
  619. M 47.21875 32.234375
  620. Q 47.125 39.59375 43.09375 43.984375
  621. Q 39.0625 48.390625 32.421875 48.390625
  622. Q 24.90625 48.390625 20.390625 44.140625
  623. Q 15.875 39.890625 15.1875 32.171875
  624. z
  625. " id="DejaVuSans-65"/>
  626. <path d="M 54.890625 33.015625
  627. L 54.890625 0
  628. L 45.90625 0
  629. L 45.90625 32.71875
  630. Q 45.90625 40.484375 42.875 44.328125
  631. Q 39.84375 48.1875 33.796875 48.1875
  632. Q 26.515625 48.1875 22.3125 43.546875
  633. Q 18.109375 38.921875 18.109375 30.90625
  634. L 18.109375 0
  635. L 9.078125 0
  636. L 9.078125 54.6875
  637. L 18.109375 54.6875
  638. L 18.109375 46.1875
  639. Q 21.34375 51.125 25.703125 53.5625
  640. Q 30.078125 56 35.796875 56
  641. Q 45.21875 56 50.046875 50.171875
  642. Q 54.890625 44.34375 54.890625 33.015625
  643. z
  644. " id="DejaVuSans-6e"/>
  645. <path d="M 31.78125 34.625
  646. Q 24.75 34.625 20.71875 30.859375
  647. Q 16.703125 27.09375 16.703125 20.515625
  648. Q 16.703125 13.921875 20.71875 10.15625
  649. Q 24.75 6.390625 31.78125 6.390625
  650. Q 38.8125 6.390625 42.859375 10.171875
  651. Q 46.921875 13.96875 46.921875 20.515625
  652. Q 46.921875 27.09375 42.890625 30.859375
  653. Q 38.875 34.625 31.78125 34.625
  654. z
  655. M 21.921875 38.8125
  656. Q 15.578125 40.375 12.03125 44.71875
  657. Q 8.5 49.078125 8.5 55.328125
  658. Q 8.5 64.0625 14.71875 69.140625
  659. Q 20.953125 74.21875 31.78125 74.21875
  660. Q 42.671875 74.21875 48.875 69.140625
  661. Q 55.078125 64.0625 55.078125 55.328125
  662. Q 55.078125 49.078125 51.53125 44.71875
  663. Q 48 40.375 41.703125 38.8125
  664. Q 48.828125 37.15625 52.796875 32.3125
  665. Q 56.78125 27.484375 56.78125 20.515625
  666. Q 56.78125 9.90625 50.3125 4.234375
  667. Q 43.84375 -1.421875 31.78125 -1.421875
  668. Q 19.734375 -1.421875 13.25 4.234375
  669. Q 6.78125 9.90625 6.78125 20.515625
  670. Q 6.78125 27.484375 10.78125 32.3125
  671. Q 14.796875 37.15625 21.921875 38.8125
  672. z
  673. M 18.3125 54.390625
  674. Q 18.3125 48.734375 21.84375 45.5625
  675. Q 25.390625 42.390625 31.78125 42.390625
  676. Q 38.140625 42.390625 41.71875 45.5625
  677. Q 45.3125 48.734375 45.3125 54.390625
  678. Q 45.3125 60.0625 41.71875 63.234375
  679. Q 38.140625 66.40625 31.78125 66.40625
  680. Q 25.390625 66.40625 21.84375 63.234375
  681. Q 18.3125 60.0625 18.3125 54.390625
  682. z
  683. " id="DejaVuSans-38"/>
  684. <path d="M 31.78125 66.40625
  685. Q 24.171875 66.40625 20.328125 58.90625
  686. Q 16.5 51.421875 16.5 36.375
  687. Q 16.5 21.390625 20.328125 13.890625
  688. Q 24.171875 6.390625 31.78125 6.390625
  689. Q 39.453125 6.390625 43.28125 13.890625
  690. Q 47.125 21.390625 47.125 36.375
  691. Q 47.125 51.421875 43.28125 58.90625
  692. Q 39.453125 66.40625 31.78125 66.40625
  693. z
  694. M 31.78125 74.21875
  695. Q 44.046875 74.21875 50.515625 64.515625
  696. Q 56.984375 54.828125 56.984375 36.375
  697. Q 56.984375 17.96875 50.515625 8.265625
  698. Q 44.046875 -1.421875 31.78125 -1.421875
  699. Q 19.53125 -1.421875 13.0625 8.265625
  700. Q 6.59375 17.96875 6.59375 36.375
  701. Q 6.59375 54.828125 13.0625 64.515625
  702. Q 19.53125 74.21875 31.78125 74.21875
  703. z
  704. " id="DejaVuSans-30"/>
  705. <path d="M 40.578125 39.3125
  706. Q 47.65625 37.796875 51.625 33
  707. Q 55.609375 28.21875 55.609375 21.1875
  708. Q 55.609375 10.40625 48.1875 4.484375
  709. Q 40.765625 -1.421875 27.09375 -1.421875
  710. Q 22.515625 -1.421875 17.65625 -0.515625
  711. Q 12.796875 0.390625 7.625 2.203125
  712. L 7.625 11.71875
  713. Q 11.71875 9.328125 16.59375 8.109375
  714. Q 21.484375 6.890625 26.8125 6.890625
  715. Q 36.078125 6.890625 40.9375 10.546875
  716. Q 45.796875 14.203125 45.796875 21.1875
  717. Q 45.796875 27.640625 41.28125 31.265625
  718. Q 36.765625 34.90625 28.71875 34.90625
  719. L 20.21875 34.90625
  720. L 20.21875 43.015625
  721. L 29.109375 43.015625
  722. Q 36.375 43.015625 40.234375 45.921875
  723. Q 44.09375 48.828125 44.09375 54.296875
  724. Q 44.09375 59.90625 40.109375 62.90625
  725. Q 36.140625 65.921875 28.71875 65.921875
  726. Q 24.65625 65.921875 20.015625 65.03125
  727. Q 15.375 64.15625 9.8125 62.3125
  728. L 9.8125 71.09375
  729. Q 15.4375 72.65625 20.34375 73.4375
  730. Q 25.25 74.21875 29.59375 74.21875
  731. Q 40.828125 74.21875 47.359375 69.109375
  732. Q 53.90625 64.015625 53.90625 55.328125
  733. Q 53.90625 49.265625 50.4375 45.09375
  734. Q 46.96875 40.921875 40.578125 39.3125
  735. z
  736. " id="DejaVuSans-33"/>
  737. <path d="M 34.671875 47.5625
  738. Q 27.25 47.5625 22.21875 42.1875
  739. Q 16.890625 36.578125 15.140625 27.296875
  740. Q 13.1875 17.484375 16.3125 11.8125
  741. Q 19.390625 6.203125 26.65625 6.203125
  742. Q 33.84375 6.203125 39.109375 11.859375
  743. Q 44.4375 17.53125 46.34375 27.296875
  744. Q 48.046875 36.234375 45.015625 42.1875
  745. Q 42.1875 47.5625 34.671875 47.5625
  746. z
  747. M 36.078125 54.734375
  748. L 65.921875 54.6875
  749. L 64.15625 45.703125
  750. L 54.109375 45.703125
  751. Q 57.90625 38.09375 55.859375 27.296875
  752. Q 53.21875 13.875 45.0625 6.25
  753. Q 36.859375 -1.421875 25.140625 -1.421875
  754. Q 13.375 -1.421875 8.203125 6.25
  755. Q 3.03125 13.875 5.671875 27.296875
  756. Q 8.25 40.765625 16.40625 48.390625
  757. Q 23.1875 54.734375 36.078125 54.734375
  758. z
  759. " id="DejaVuSans-Oblique-3c3"/>
  760. <path d="M 19.1875 8.296875
  761. L 53.609375 8.296875
  762. L 53.609375 0
  763. L 7.328125 0
  764. L 7.328125 8.296875
  765. Q 12.9375 14.109375 22.625 23.890625
  766. Q 32.328125 33.6875 34.8125 36.53125
  767. Q 39.546875 41.84375 41.421875 45.53125
  768. Q 43.3125 49.21875 43.3125 52.78125
  769. Q 43.3125 58.59375 39.234375 62.25
  770. Q 35.15625 65.921875 28.609375 65.921875
  771. Q 23.96875 65.921875 18.8125 64.3125
  772. Q 13.671875 62.703125 7.8125 59.421875
  773. L 7.8125 69.390625
  774. Q 13.765625 71.78125 18.9375 73
  775. Q 24.125 74.21875 28.421875 74.21875
  776. Q 39.75 74.21875 46.484375 68.546875
  777. Q 53.21875 62.890625 53.21875 53.421875
  778. Q 53.21875 48.921875 51.53125 44.890625
  779. Q 49.859375 40.875 45.40625 35.40625
  780. Q 44.1875 33.984375 37.640625 27.21875
  781. Q 31.109375 20.453125 19.1875 8.296875
  782. z
  783. " id="DejaVuSans-32"/>
  784. </defs>
  785. <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
  786. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  787. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  788. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  789. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  790. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  791. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
  792. <use transform="translate(346.894531 0.78125)" xlink:href="#DejaVuSans-39"/>
  793. <use transform="translate(410.517578 0.78125)" xlink:href="#DejaVuSans-31"/>
  794. <use transform="translate(474.140625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  795. <use transform="translate(505.818359 0.78125)" xlink:href="#DejaVuSans-37"/>
  796. <use transform="translate(569.441406 0.78125)" xlink:href="#DejaVuSans-34"/>
  797. <use transform="translate(633.064453 0.78125)" xlink:href="#DejaVuSans-35"/>
  798. <use transform="translate(696.6875 0.78125)" xlink:href="#DejaVuSans-20"/>
  799. <use transform="translate(728.474609 0.78125)" xlink:href="#DejaVuSans-2219"/>
  800. <use transform="translate(791.072266 0.78125)" xlink:href="#DejaVuSans-20"/>
  801. <use transform="translate(822.859375 0.78125)" xlink:href="#DejaVuSans-6d"/>
  802. <use transform="translate(920.271484 0.78125)" xlink:href="#DejaVuSans-65"/>
  803. <use transform="translate(981.794922 0.78125)" xlink:href="#DejaVuSans-61"/>
  804. <use transform="translate(1043.074219 0.78125)" xlink:href="#DejaVuSans-6e"/>
  805. <use transform="translate(1106.453125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  806. <use transform="translate(1140.144531 0.78125)" xlink:href="#DejaVuSans-20"/>
  807. <use transform="translate(1171.931641 0.78125)" xlink:href="#DejaVuSans-35"/>
  808. <use transform="translate(1235.554688 0.78125)" xlink:href="#DejaVuSans-38"/>
  809. <use transform="translate(1299.177734 0.78125)" xlink:href="#DejaVuSans-35"/>
  810. <use transform="translate(1362.800781 0.78125)" xlink:href="#DejaVuSans-2e"/>
  811. <use transform="translate(1394.587891 0.78125)" xlink:href="#DejaVuSans-30"/>
  812. <use transform="translate(1458.210938 0.78125)" xlink:href="#DejaVuSans-33"/>
  813. <use transform="translate(1521.833984 0.78125)" xlink:href="#DejaVuSans-33"/>
  814. <use transform="translate(1585.457031 0.78125)" xlink:href="#DejaVuSans-20"/>
  815. <use transform="translate(1617.244141 0.78125)" xlink:href="#DejaVuSans-2219"/>
  816. <use transform="translate(1679.841797 0.78125)" xlink:href="#DejaVuSans-20"/>
  817. <use transform="translate(1711.628906 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  818. <use transform="translate(1775.007812 0.78125)" xlink:href="#DejaVuSans-3a"/>
  819. <use transform="translate(1808.699219 0.78125)" xlink:href="#DejaVuSans-20"/>
  820. <use transform="translate(1840.486328 0.78125)" xlink:href="#DejaVuSans-32"/>
  821. <use transform="translate(1904.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
  822. <use transform="translate(1935.896484 0.78125)" xlink:href="#DejaVuSans-31"/>
  823. <use transform="translate(1999.519531 0.78125)" xlink:href="#DejaVuSans-39"/>
  824. <use transform="translate(2063.142578 0.78125)" xlink:href="#DejaVuSans-31"/>
  825. </g>
  826. </g>
  827. <g id="text_3">
  828. <!-- 588.44 -->
  829. <g style="fill:#d3d3d3;" transform="translate(7.2 23.831568)scale(0.03 -0.03)">
  830. <use xlink:href="#DejaVuSans-35"/>
  831. <use x="63.623047" xlink:href="#DejaVuSans-38"/>
  832. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  833. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  834. <use x="222.65625" xlink:href="#DejaVuSans-34"/>
  835. <use x="286.279297" xlink:href="#DejaVuSans-34"/>
  836. </g>
  837. </g>
  838. </g>
  839. <g id="axes_2">
  840. <g id="patch_5">
  841. <path d="M 18.697188 65.2224
  842. L 372.281346 65.2224
  843. L 372.281346 39.675648
  844. L 18.697188 39.675648
  845. z
  846. " style="fill:#ffffff;"/>
  847. </g>
  848. <g id="matplotlib.axis_3">
  849. <g id="xtick_6"/>
  850. <g id="xtick_7"/>
  851. <g id="xtick_8"/>
  852. <g id="xtick_9"/>
  853. <g id="xtick_10"/>
  854. </g>
  855. <g id="matplotlib.axis_4"/>
  856. <g id="line2d_3">
  857. <path clip-path="url(#p8134df0083)" d="M 18.697188 50.363318
  858. L 372.281346 50.363318
  859. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  860. </g>
  861. <g id="line2d_4">
  862. <path clip-path="url(#p8134df0083)" d="M 18.697188 50.548903
  863. L 19.365589 51.387393
  864. L 20.702391 51.868239
  865. L 22.039193 51.916945
  866. L 22.707594 52.141419
  867. L 23.375995 52.200101
  868. L 24.044396 52.667273
  869. L 24.712797 52.842918
  870. L 25.381198 52.852598
  871. L 27.386401 52.101008
  872. L 29.391604 52.438527
  873. L 30.728407 51.84326
  874. L 31.396808 51.483801
  875. L 32.065209 51.563563
  876. L 32.73361 51.773608
  877. L 33.402011 52.315306
  878. L 34.070412 51.982937
  879. L 36.075615 52.047075
  880. L 37.412417 51.676493
  881. L 38.080818 51.233746
  882. L 38.749219 51.542187
  883. L 39.41762 51.672518
  884. L 40.086021 52.159298
  885. L 40.754422 52.193708
  886. L 41.422823 51.924389
  887. L 42.091224 51.863585
  888. L 43.428027 51.492086
  889. L 44.096428 51.82648
  890. L 45.43323 51.443638
  891. L 46.101631 51.035884
  892. L 46.770032 50.97466
  893. L 47.438433 51.489936
  894. L 48.106834 51.540075
  895. L 48.775235 51.776036
  896. L 49.443636 51.596177
  897. L 50.112037 52.348865
  898. L 50.780438 52.739687
  899. L 51.448839 52.728478
  900. L 52.11724 52.84546
  901. L 52.785641 52.78586
  902. L 53.454042 52.880759
  903. L 54.122443 53.11047
  904. L 54.790845 52.894213
  905. L 55.459246 52.372029
  906. L 56.796048 51.865497
  907. L 58.801251 51.57719
  908. L 60.138053 51.951479
  909. L 60.806454 51.779571
  910. L 61.474855 52.047209
  911. L 62.811657 51.979019
  912. L 63.480058 51.976859
  913. L 64.148459 51.612288
  914. L 64.81686 51.696876
  915. L 65.485261 51.51071
  916. L 66.153662 51.772758
  917. L 67.490465 51.756695
  918. L 68.158866 51.396872
  919. L 68.827267 50.690128
  920. L 69.495668 50.715756
  921. L 70.164069 50.96693
  922. L 70.83247 51.050648
  923. L 71.500871 51.538288
  924. L 72.169272 51.691209
  925. L 72.837673 51.467824
  926. L 73.506074 51.725686
  927. L 74.174475 51.331396
  928. L 74.842876 51.401535
  929. L 75.511277 50.961779
  930. L 76.179678 50.952854
  931. L 76.848079 51.156354
  932. L 77.51648 51.582197
  933. L 78.853283 52.044887
  934. L 79.521684 51.8396
  935. L 80.190085 51.960137
  936. L 81.526887 51.710368
  937. L 82.195288 51.451311
  938. L 83.53209 51.604443
  939. L 84.200491 51.440953
  940. L 84.868892 51.630434
  941. L 86.874095 51.27905
  942. L 87.542496 51.214443
  943. L 88.210897 51.577505
  944. L 88.879298 51.744645
  945. L 89.547699 51.622188
  946. L 90.2161 51.348186
  947. L 90.884502 50.924024
  948. L 91.552903 51.129645
  949. L 92.221304 51.457246
  950. L 92.889705 51.607596
  951. L 93.558106 51.246617
  952. L 94.226507 51.247363
  953. L 94.894908 52.276653
  954. L 95.563309 52.715902
  955. L 96.23171 52.769224
  956. L 97.568512 52.5359
  957. L 98.236913 52.348655
  958. L 99.573715 51.642914
  959. L 100.242116 51.685562
  960. L 100.910517 51.87812
  961. L 101.578918 51.869883
  962. L 102.247319 52.096746
  963. L 102.915721 51.497953
  964. L 103.584122 51.341649
  965. L 104.252523 51.010236
  966. L 105.589325 51.525665
  967. L 106.926127 51.226531
  968. L 107.594528 51.132684
  969. L 108.93133 51.565522
  970. L 109.599731 51.706403
  971. L 112.941736 51.57373
  972. L 113.610137 51.443361
  973. L 114.278538 51.040127
  974. L 115.615341 50.892108
  975. L 116.283742 51.287019
  976. L 116.952143 51.467566
  977. L 117.620544 50.977049
  978. L 118.288945 50.743898
  979. L 118.957346 50.915214
  980. L 119.625747 51.408903
  981. L 120.294148 51.451522
  982. L 120.962549 51.97019
  983. L 121.63095 52.037156
  984. L 122.299351 51.967084
  985. L 122.967752 51.562216
  986. L 124.972955 51.471598
  987. L 125.641356 51.530968
  988. L 126.309757 51.707635
  989. L 127.64656 50.866833
  990. L 128.314961 50.90519
  991. L 128.983362 51.103195
  992. L 129.651763 51.512994
  993. L 130.320164 51.650721
  994. L 130.988565 51.508656
  995. L 131.656966 51.182689
  996. L 132.325367 51.076983
  997. L 132.993768 51.398793
  998. L 134.33057 50.880326
  999. L 136.335773 52.022364
  1000. L 137.004174 52.014471
  1001. L 137.672575 52.187994
  1002. L 139.677779 51.341497
  1003. L 140.34618 51.345472
  1004. L 141.014581 51.706259
  1005. L 142.351383 51.636493
  1006. L 143.688185 51.170267
  1007. L 144.356586 51.264219
  1008. L 145.024987 51.149798
  1009. L 147.03019 51.420207
  1010. L 147.698591 51.694076
  1011. L 148.366992 51.63677
  1012. L 149.035393 51.376633
  1013. L 149.703794 50.839895
  1014. L 151.040597 50.641317
  1015. L 152.377399 51.305529
  1016. L 153.0458 51.439567
  1017. L 153.714201 51.766661
  1018. L 154.382602 51.402386
  1019. L 155.051003 51.358888
  1020. L 155.719404 51.058092
  1021. L 156.387805 51.1859
  1022. L 157.056206 51.157548
  1023. L 157.724607 50.981483
  1024. L 158.393008 51.251864
  1025. L 159.72981 51.325892
  1026. L 160.398211 51.287965
  1027. L 161.066612 50.977221
  1028. L 162.403414 51.252408
  1029. L 163.071816 51.174452
  1030. L 163.740217 50.890589
  1031. L 164.408618 50.784634
  1032. L 166.413821 51.806604
  1033. L 167.082222 51.683889
  1034. L 167.750623 52.040291
  1035. L 168.419024 52.006129
  1036. L 169.087425 51.812854
  1037. L 169.755826 51.941178
  1038. L 170.424227 51.596177
  1039. L 171.092628 51.496281
  1040. L 171.761029 51.539263
  1041. L 172.42943 51.047762
  1042. L 173.766232 50.804033
  1043. L 174.434633 50.887053
  1044. L 175.103035 51.329208
  1045. L 176.439837 50.517971
  1046. L 179.113441 51.285901
  1047. L 179.781842 50.870512
  1048. L 180.450243 51.32227
  1049. L 181.118644 51.434044
  1050. L 181.787045 51.919773
  1051. L 183.123847 51.632556
  1052. L 183.792248 51.351473
  1053. L 184.460649 51.279795
  1054. L 185.12905 51.452649
  1055. L 185.797451 51.378038
  1056. L 186.465852 50.816101
  1057. L 187.134254 50.57006
  1058. L 187.802655 50.565893
  1059. L 188.471056 50.981292
  1060. L 189.139457 51.253794
  1061. L 189.807858 51.14955
  1062. L 190.476259 51.169607
  1063. L 191.14466 51.051986
  1064. L 193.149863 51.252915
  1065. L 195.823467 50.925572
  1066. L 197.160269 51.431913
  1067. L 198.497071 50.30504
  1068. L 199.165473 50.218885
  1069. L 199.833874 50.448052
  1070. L 200.502275 50.795079
  1071. L 201.839077 50.901893
  1072. L 202.507478 51.349934
  1073. L 205.849483 51.655279
  1074. L 206.517884 51.721214
  1075. L 207.854686 51.400217
  1076. L 208.523087 51.408674
  1077. L 209.191488 50.855118
  1078. L 209.859889 50.476709
  1079. L 210.52829 50.332398
  1080. L 211.196692 50.51757
  1081. L 211.865093 51.173611
  1082. L 212.533494 51.400398
  1083. L 213.870296 51.610663
  1084. L 214.538697 51.902602
  1085. L 215.207098 51.580859
  1086. L 215.875499 51.544566
  1087. L 216.5439 50.557838
  1088. L 217.212301 50.533289
  1089. L 217.880702 50.717046
  1090. L 218.549103 51.132971
  1091. L 219.885905 51.453031
  1092. L 220.554306 51.339471
  1093. L 221.222707 51.359844
  1094. L 221.891108 51.588953
  1095. L 222.559509 51.492401
  1096. L 223.227911 51.281859
  1097. L 223.896312 51.555632
  1098. L 224.564713 51.340837
  1099. L 225.233114 51.27087
  1100. L 225.901515 50.755413
  1101. L 226.569916 50.852538
  1102. L 227.238317 51.116325
  1103. L 227.906718 50.966901
  1104. L 228.575119 51.143128
  1105. L 229.24352 51.145441
  1106. L 229.911921 51.294463
  1107. L 230.580322 51.242805
  1108. L 231.248723 50.850464
  1109. L 231.917124 50.715498
  1110. L 232.585525 51.119765
  1111. L 234.590728 51.362997
  1112. L 236.595932 51.150209
  1113. L 237.264333 51.409381
  1114. L 238.601135 51.296862
  1115. L 239.269536 51.516644
  1116. L 239.937937 51.003834
  1117. L 240.606338 50.88003
  1118. L 242.611541 50.867148
  1119. L 243.279942 51.264716
  1120. L 243.948343 51.38381
  1121. L 244.616744 51.720975
  1122. L 245.285145 51.70324
  1123. L 245.953546 51.992665
  1124. L 247.290349 51.895645
  1125. L 247.95875 51.261591
  1126. L 249.295552 50.881463
  1127. L 250.632354 51.041398
  1128. L 251.300755 50.917402
  1129. L 252.637557 51.217396
  1130. L 253.305958 51.190783
  1131. L 253.974359 50.762312
  1132. L 254.64276 51.034804
  1133. L 255.311161 50.958425
  1134. L 257.316364 51.229541
  1135. L 257.984765 51.101981
  1136. L 259.321568 51.242174
  1137. L 259.989969 51.115522
  1138. L 260.65837 50.658966
  1139. L 262.663573 50.529935
  1140. L 263.331974 50.531129
  1141. L 264.668776 50.84646
  1142. L 265.337177 50.687414
  1143. L 266.005578 50.955396
  1144. L 266.673979 51.501221
  1145. L 267.34238 51.34896
  1146. L 268.010781 51.588169
  1147. L 270.684385 51.29454
  1148. L 272.689589 51.138188
  1149. L 274.026391 51.386992
  1150. L 274.694792 51.081628
  1151. L 276.699995 50.625177
  1152. L 277.368396 50.978397
  1153. L 278.036797 50.851888
  1154. L 278.705198 51.226378
  1155. L 279.373599 50.922792
  1156. L 280.710401 51.026118
  1157. L 282.047203 51.251367
  1158. L 283.384006 50.950513
  1159. L 284.052407 50.622081
  1160. L 284.720808 50.673319
  1161. L 286.05761 50.347831
  1162. L 286.726011 50.365824
  1163. L 288.062813 50.784252
  1164. L 290.068016 52.064151
  1165. L 290.736417 51.684224
  1166. L 292.073219 51.581251
  1167. L 292.74162 51.268032
  1168. L 293.410021 51.332323
  1169. L 294.078422 51.270516
  1170. L 294.746823 51.545656
  1171. L 295.415225 51.492898
  1172. L 296.752027 51.585866
  1173. L 297.420428 51.298505
  1174. L 298.088829 50.885056
  1175. L 298.75723 50.304715
  1176. L 299.425631 50.053169
  1177. L 300.094032 50.21985
  1178. L 300.762433 50.608197
  1179. L 303.436037 50.722646
  1180. L 304.104438 50.632105
  1181. L 304.772839 51.055378
  1182. L 305.44124 51.006137
  1183. L 306.109641 51.358611
  1184. L 306.778042 51.359347
  1185. L 308.114845 51.112072
  1186. L 309.451647 50.45626
  1187. L 310.120048 49.96647
  1188. L 311.45685 50.364295
  1189. L 312.125251 50.835614
  1190. L 312.793652 51.057098
  1191. L 313.462053 50.164503
  1192. L 314.130454 49.857448
  1193. L 315.467256 49.849459
  1194. L 316.135657 50.132262
  1195. L 318.14086 51.38144
  1196. L 321.482866 51.386304
  1197. L 322.151267 51.684501
  1198. L 322.819668 51.342318
  1199. L 323.488069 51.343427
  1200. L 324.15647 50.749249
  1201. L 324.824871 49.984979
  1202. L 325.493272 49.81782
  1203. L 326.161673 50.301695
  1204. L 326.830074 50.977623
  1205. L 327.498475 50.870789
  1206. L 328.166876 51.083376
  1207. L 328.835277 51.143329
  1208. L 329.503678 50.987618
  1209. L 330.172079 51.118991
  1210. L 330.84048 51.082382
  1211. L 331.508882 50.900546
  1212. L 332.177283 50.903164
  1213. L 333.514085 50.616931
  1214. L 334.182486 50.795881
  1215. L 334.850887 50.580294
  1216. L 335.519288 50.552047
  1217. L 336.187689 50.171125
  1218. L 336.85609 50.164628
  1219. L 337.524491 50.858395
  1220. L 338.192892 51.196755
  1221. L 340.198095 51.583133
  1222. L 340.866496 52.335029
  1223. L 341.534897 52.332783
  1224. L 343.540101 51.37605
  1225. L 344.208502 51.308606
  1226. L 344.876903 51.524757
  1227. L 345.545304 51.419902
  1228. L 346.213705 51.888555
  1229. L 346.882106 51.254186
  1230. L 347.550507 50.790186
  1231. L 349.55571 50.362518
  1232. L 350.224111 50.599147
  1233. L 350.892512 50.351471
  1234. L 351.560913 50.399594
  1235. L 352.229314 50.574169
  1236. L 352.897715 50.472753
  1237. L 353.566116 50.637925
  1238. L 354.234517 50.524192
  1239. L 354.902918 50.655144
  1240. L 355.57132 50.935338
  1241. L 356.908122 50.778633
  1242. L 357.576523 50.552334
  1243. L 358.244924 50.468654
  1244. L 359.581726 49.796539
  1245. L 360.250127 50.221819
  1246. L 361.586929 50.751848
  1247. L 362.923731 50.614198
  1248. L 363.592132 51.090591
  1249. L 364.260533 51.085001
  1250. L 364.928934 51.373356
  1251. L 365.597335 51.411273
  1252. L 366.265736 50.977909
  1253. L 366.934137 50.97057
  1254. L 367.602539 50.592248
  1255. L 369.607742 50.645588
  1256. L 370.944544 50.28309
  1257. L 371.612945 49.911094
  1258. L 372.281346 50.109988
  1259. L 372.281346 50.109988
  1260. " style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
  1261. </g>
  1262. <g id="text_4">
  1263. <g id="patch_6">
  1264. <path d="M 18.697188 53.610924
  1265. L 45.240938 53.610924
  1266. Q 47.640938 53.610924 47.640938 51.210924
  1267. L 47.640938 43.468424
  1268. Q 47.640938 41.068424 45.240938 41.068424
  1269. L 18.697188 41.068424
  1270. Q 16.297188 41.068424 16.297188 43.468424
  1271. L 16.297188 51.210924
  1272. Q 16.297188 53.610924 18.697188 53.610924
  1273. z
  1274. " style="fill:#ffffff;opacity:0.8;"/>
  1275. </g>
  1276. <!-- GSCSF -->
  1277. <defs>
  1278. <path d="M 64.40625 67.28125
  1279. L 64.40625 56.890625
  1280. Q 59.421875 61.53125 53.78125 63.8125
  1281. Q 48.140625 66.109375 41.796875 66.109375
  1282. Q 29.296875 66.109375 22.65625 58.46875
  1283. Q 16.015625 50.828125 16.015625 36.375
  1284. Q 16.015625 21.96875 22.65625 14.328125
  1285. Q 29.296875 6.6875 41.796875 6.6875
  1286. Q 48.140625 6.6875 53.78125 8.984375
  1287. Q 59.421875 11.28125 64.40625 15.921875
  1288. L 64.40625 5.609375
  1289. Q 59.234375 2.09375 53.4375 0.328125
  1290. Q 47.65625 -1.421875 41.21875 -1.421875
  1291. Q 24.65625 -1.421875 15.125 8.703125
  1292. Q 5.609375 18.84375 5.609375 36.375
  1293. Q 5.609375 53.953125 15.125 64.078125
  1294. Q 24.65625 74.21875 41.21875 74.21875
  1295. Q 47.75 74.21875 53.53125 72.484375
  1296. Q 59.328125 70.75 64.40625 67.28125
  1297. z
  1298. " id="DejaVuSans-43"/>
  1299. <path d="M 9.8125 72.90625
  1300. L 51.703125 72.90625
  1301. L 51.703125 64.59375
  1302. L 19.671875 64.59375
  1303. L 19.671875 43.109375
  1304. L 48.578125 43.109375
  1305. L 48.578125 34.8125
  1306. L 19.671875 34.8125
  1307. L 19.671875 0
  1308. L 9.8125 0
  1309. z
  1310. " id="DejaVuSans-46"/>
  1311. </defs>
  1312. <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
  1313. <use xlink:href="#DejaVuSans-47"/>
  1314. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1315. <use x="140.966797" xlink:href="#DejaVuSans-43"/>
  1316. <use x="210.791016" xlink:href="#DejaVuSans-53"/>
  1317. <use x="274.267578" xlink:href="#DejaVuSans-46"/>
  1318. </g>
  1319. </g>
  1320. <g id="text_5">
  1321. <g id="patch_7">
  1322. <path d="M 280.129663 50.475299
  1323. L 365.209663 50.475299
  1324. Q 366.409663 50.475299 366.409663 49.275299
  1325. L 366.409663 45.404049
  1326. Q 366.409663 44.204049 365.209663 44.204049
  1327. L 280.129663 44.204049
  1328. Q 278.929663 44.204049 278.929663 45.404049
  1329. L 278.929663 49.275299
  1330. Q 278.929663 50.475299 280.129663 50.475299
  1331. z
  1332. " style="fill:#ffffff;opacity:0.8;"/>
  1333. </g>
  1334. <!-- max: 646.448 $\bullet$ mean: 636.982 $\bullet$ $\sigma$: 3.582 -->
  1335. <defs>
  1336. <path d="M 33.015625 40.375
  1337. Q 26.375 40.375 22.484375 35.828125
  1338. Q 18.609375 31.296875 18.609375 23.390625
  1339. Q 18.609375 15.53125 22.484375 10.953125
  1340. Q 26.375 6.390625 33.015625 6.390625
  1341. Q 39.65625 6.390625 43.53125 10.953125
  1342. Q 47.40625 15.53125 47.40625 23.390625
  1343. Q 47.40625 31.296875 43.53125 35.828125
  1344. Q 39.65625 40.375 33.015625 40.375
  1345. z
  1346. M 52.59375 71.296875
  1347. L 52.59375 62.3125
  1348. Q 48.875 64.0625 45.09375 64.984375
  1349. Q 41.3125 65.921875 37.59375 65.921875
  1350. Q 27.828125 65.921875 22.671875 59.328125
  1351. Q 17.53125 52.734375 16.796875 39.40625
  1352. Q 19.671875 43.65625 24.015625 45.921875
  1353. Q 28.375 48.1875 33.59375 48.1875
  1354. Q 44.578125 48.1875 50.953125 41.515625
  1355. Q 57.328125 34.859375 57.328125 23.390625
  1356. Q 57.328125 12.15625 50.6875 5.359375
  1357. Q 44.046875 -1.421875 33.015625 -1.421875
  1358. Q 20.359375 -1.421875 13.671875 8.265625
  1359. Q 6.984375 17.96875 6.984375 36.375
  1360. Q 6.984375 53.65625 15.1875 63.9375
  1361. Q 23.390625 74.21875 37.203125 74.21875
  1362. Q 40.921875 74.21875 44.703125 73.484375
  1363. Q 48.484375 72.75 52.59375 71.296875
  1364. z
  1365. " id="DejaVuSans-36"/>
  1366. </defs>
  1367. <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
  1368. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1369. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1370. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1371. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1372. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1373. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1374. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
  1375. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-36"/>
  1376. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1377. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
  1378. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
  1379. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
  1380. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1381. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1382. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1383. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1384. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1385. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1386. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1387. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1388. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1389. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1390. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
  1391. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-36"/>
  1392. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1393. <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
  1394. <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-38"/>
  1395. <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-32"/>
  1396. <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
  1397. <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1398. <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
  1399. <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1400. <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1401. <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
  1402. <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-33"/>
  1403. <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1404. <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-35"/>
  1405. <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-38"/>
  1406. <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-32"/>
  1407. </g>
  1408. </g>
  1409. <g id="text_6">
  1410. <!-- 642.83 -->
  1411. <g style="fill:#d3d3d3;" transform="translate(7.2 51.19113)scale(0.03 -0.03)">
  1412. <use xlink:href="#DejaVuSans-36"/>
  1413. <use x="63.623047" xlink:href="#DejaVuSans-34"/>
  1414. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  1415. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1416. <use x="222.65625" xlink:href="#DejaVuSans-38"/>
  1417. <use x="286.279297" xlink:href="#DejaVuSans-33"/>
  1418. </g>
  1419. </g>
  1420. </g>
  1421. <g id="axes_3">
  1422. <g id="patch_8">
  1423. <path d="M 18.697188 92.898048
  1424. L 372.281346 92.898048
  1425. L 372.281346 67.351296
  1426. L 18.697188 67.351296
  1427. z
  1428. " style="fill:#ffffff;"/>
  1429. </g>
  1430. <g id="matplotlib.axis_5">
  1431. <g id="xtick_11"/>
  1432. <g id="xtick_12"/>
  1433. <g id="xtick_13"/>
  1434. <g id="xtick_14"/>
  1435. <g id="xtick_15"/>
  1436. </g>
  1437. <g id="matplotlib.axis_6"/>
  1438. <g id="line2d_5">
  1439. <path clip-path="url(#p5263fd04a2)" d="M 18.697188 78.583116
  1440. L 372.281346 78.583116
  1441. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1442. </g>
  1443. <g id="line2d_6">
  1444. <path clip-path="url(#p5263fd04a2)" d="M 18.697188 78.993822
  1445. L 19.365589 79.078658
  1446. L 20.03399 79.28564
  1447. L 20.702391 79.329148
  1448. L 21.370792 79.535327
  1449. L 22.039193 79.507643
  1450. L 23.375995 79.667613
  1451. L 26.718 79.513213
  1452. L 28.054802 79.247191
  1453. L 28.723203 79.231962
  1454. L 29.391604 79.337513
  1455. L 30.060005 79.266916
  1456. L 30.728407 79.412658
  1457. L 31.396808 79.240599
  1458. L 32.065209 79.386633
  1459. L 33.402011 79.369359
  1460. L 34.070412 79.485352
  1461. L 36.744016 79.436138
  1462. L 37.412417 79.325017
  1463. L 38.080818 79.348184
  1464. L 38.749219 79.210996
  1465. L 43.428027 79.303884
  1466. L 44.096428 79.161396
  1467. L 44.764829 79.307868
  1468. L 46.101631 78.991173
  1469. L 48.106834 79.228582
  1470. L 50.112037 79.245355
  1471. L 50.780438 79.246711
  1472. L 53.454042 79.78783
  1473. L 55.459246 79.375357
  1474. L 56.127647 79.093678
  1475. L 58.13285 78.949271
  1476. L 58.801251 79.158622
  1477. L 60.138053 79.406389
  1478. L 62.143256 79.661552
  1479. L 62.811657 79.520588
  1480. L 63.480058 79.560455
  1481. L 64.81686 79.391681
  1482. L 65.485261 79.452807
  1483. L 66.822064 79.313824
  1484. L 67.490465 79.372415
  1485. L 68.827267 79.138667
  1486. L 69.495668 79.19851
  1487. L 70.164069 79.125263
  1488. L 74.174475 79.486551
  1489. L 75.511277 79.074016
  1490. L 76.848079 78.904032
  1491. L 78.184881 79.161501
  1492. L 78.853283 79.150079
  1493. L 79.521684 79.33817
  1494. L 80.858486 79.391348
  1495. L 81.526887 79.359439
  1496. L 82.195288 79.191521
  1497. L 82.863689 79.238961
  1498. L 83.53209 79.057754
  1499. L 87.542496 79.155471
  1500. L 88.210897 79.229354
  1501. L 88.879298 79.141118
  1502. L 89.547699 79.366574
  1503. L 90.884502 79.027243
  1504. L 94.894908 79.094544
  1505. L 96.23171 79.295289
  1506. L 96.900111 79.217119
  1507. L 97.568512 79.343334
  1508. L 98.236913 79.339954
  1509. L 98.905314 79.186681
  1510. L 99.573715 79.197133
  1511. L 100.242116 79.087367
  1512. L 102.915721 79.110222
  1513. L 103.584122 78.966034
  1514. L 108.93133 79.136748
  1515. L 109.599731 79.230606
  1516. L 110.936533 79.206343
  1517. L 112.941736 79.199188
  1518. L 113.610137 78.933322
  1519. L 116.283742 78.689122
  1520. L 116.952143 78.925103
  1521. L 117.620544 78.872906
  1522. L 118.957346 79.050702
  1523. L 121.63095 79.380802
  1524. L 124.304554 79.192867
  1525. L 126.309757 78.940405
  1526. L 126.978159 79.021871
  1527. L 128.314961 79.025167
  1528. L 129.651763 79.107186
  1529. L 130.988565 79.075413
  1530. L 134.33057 78.928128
  1531. L 134.998971 79.124867
  1532. L 138.340976 79.171191
  1533. L 139.677779 78.851533
  1534. L 141.014581 79.027723
  1535. L 143.688185 79.108741
  1536. L 145.024987 79.047125
  1537. L 147.698591 79.251666
  1538. L 149.035393 79.111296
  1539. L 150.372195 78.817371
  1540. L 151.708998 78.747713
  1541. L 152.377399 78.999956
  1542. L 154.382602 79.331401
  1543. L 155.051003 79.206124
  1544. L 155.719404 79.216013
  1545. L 156.387805 79.101491
  1546. L 157.056206 78.870403
  1547. L 158.393008 78.793307
  1548. L 163.740217 79.030477
  1549. L 167.750623 79.320031
  1550. L 168.419024 79.193232
  1551. L 169.087425 79.238586
  1552. L 173.097831 78.815609
  1553. L 174.434633 78.838254
  1554. L 176.439837 78.849457
  1555. L 177.776639 78.916424
  1556. L 180.450243 79.096213
  1557. L 181.787045 79.177043
  1558. L 182.455446 78.985811
  1559. L 185.12905 78.864426
  1560. L 185.797451 78.812093
  1561. L 186.465852 78.911845
  1562. L 187.134254 78.828762
  1563. L 189.807858 79.080306
  1564. L 190.476259 79.080306
  1565. L 191.14466 79.25879
  1566. L 191.813061 79.154022
  1567. L 192.481462 79.201128
  1568. L 195.823467 78.693003
  1569. L 196.491868 78.819364
  1570. L 197.160269 78.727175
  1571. L 197.82867 78.796822
  1572. L 198.497071 78.722992
  1573. L 199.833874 78.847966
  1574. L 201.170676 78.985029
  1575. L 202.507478 79.130969
  1576. L 204.512681 78.933145
  1577. L 205.849483 79.008008
  1578. L 207.854686 78.848435
  1579. L 208.523087 78.704623
  1580. L 209.191488 78.786454
  1581. L 209.859889 78.651049
  1582. L 211.196692 78.75731
  1583. L 211.865093 78.925739
  1584. L 214.538697 79.108574
  1585. L 216.5439 78.587441
  1586. L 218.549103 78.727383
  1587. L 221.222707 79.152864
  1588. L 224.564713 78.952985
  1589. L 225.233114 78.667645
  1590. L 225.901515 78.535401
  1591. L 228.575119 78.650528
  1592. L 229.24352 78.705749
  1593. L 229.911921 78.91246
  1594. L 231.248723 79.006256
  1595. L 231.917124 79.14962
  1596. L 232.585525 79.123699
  1597. L 233.253926 79.231566
  1598. L 233.922327 79.083247
  1599. L 234.590728 79.20094
  1600. L 235.25913 79.079283
  1601. L 238.601135 79.026513
  1602. L 239.937937 78.935085
  1603. L 244.616744 79.018961
  1604. L 246.621947 79.252928
  1605. L 250.632354 78.570511
  1606. L 251.300755 78.788728
  1607. L 251.969156 78.732776
  1608. L 256.647963 79.173934
  1609. L 259.321568 78.802893
  1610. L 259.989969 78.866147
  1611. L 261.995172 78.800588
  1612. L 269.347583 79.076008
  1613. L 270.015984 78.942627
  1614. L 270.684385 78.991892
  1615. L 272.021188 78.777369
  1616. L 281.378802 78.983412
  1617. L 282.715604 78.80088
  1618. L 284.052407 78.817622
  1619. L 284.720808 78.639554
  1620. L 285.389209 78.664995
  1621. L 286.726011 78.856102
  1622. L 288.062813 79.040668
  1623. L 290.068016 79.024062
  1624. L 292.073219 78.80717
  1625. L 292.74162 78.869579
  1626. L 293.410021 78.782271
  1627. L 294.746823 78.906598
  1628. L 295.415225 78.840747
  1629. L 296.752027 78.973179
  1630. L 298.088829 78.79774
  1631. L 299.425631 78.604183
  1632. L 300.762433 78.617826
  1633. L 304.104438 78.932238
  1634. L 307.446444 78.908705
  1635. L 309.451647 78.582914
  1636. L 310.120048 78.674675
  1637. L 310.788449 78.613529
  1638. L 312.125251 78.863289
  1639. L 315.467256 78.492644
  1640. L 316.804058 78.619255
  1641. L 319.477663 78.906849
  1642. L 322.819668 78.722032
  1643. L 324.824871 78.569051
  1644. L 326.830074 78.656452
  1645. L 328.835277 78.944849
  1646. L 330.172079 79.084123
  1647. L 332.177283 78.80693
  1648. L 332.845684 78.619902
  1649. L 336.187689 78.42842
  1650. L 337.524491 78.700377
  1651. L 338.861293 78.853014
  1652. L 340.866496 78.929369
  1653. L 345.545304 78.692742
  1654. L 346.213705 78.774917
  1655. L 350.892512 78.583821
  1656. L 352.897715 78.785859
  1657. L 356.239721 78.655576
  1658. L 356.908122 78.526951
  1659. L 358.244924 78.412586
  1660. L 358.913325 78.288968
  1661. L 359.581726 78.383671
  1662. L 360.250127 78.363133
  1663. L 363.592132 78.875889
  1664. L 364.928934 78.935263
  1665. L 368.939341 78.537727
  1666. L 372.281346 78.6409
  1667. L 372.281346 78.6409
  1668. " style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
  1669. </g>
  1670. <g id="text_7">
  1671. <g id="patch_9">
  1672. <path d="M 18.697188 81.286572
  1673. L 44.787188 81.286572
  1674. Q 47.187188 81.286572 47.187188 78.886572
  1675. L 47.187188 71.144072
  1676. Q 47.187188 68.744072 44.787188 68.744072
  1677. L 18.697188 68.744072
  1678. Q 16.297188 68.744072 16.297188 71.144072
  1679. L 16.297188 78.886572
  1680. Q 16.297188 81.286572 18.697188 81.286572
  1681. z
  1682. " style="fill:#ffffff;opacity:0.8;"/>
  1683. </g>
  1684. <!-- GSWM -->
  1685. <defs>
  1686. <path d="M 3.328125 72.90625
  1687. L 13.28125 72.90625
  1688. L 28.609375 11.28125
  1689. L 43.890625 72.90625
  1690. L 54.984375 72.90625
  1691. L 70.3125 11.28125
  1692. L 85.59375 72.90625
  1693. L 95.609375 72.90625
  1694. L 77.296875 0
  1695. L 64.890625 0
  1696. L 49.515625 63.28125
  1697. L 33.984375 0
  1698. L 21.578125 0
  1699. z
  1700. " id="DejaVuSans-57"/>
  1701. <path d="M 9.8125 72.90625
  1702. L 24.515625 72.90625
  1703. L 43.109375 23.296875
  1704. L 61.8125 72.90625
  1705. L 76.515625 72.90625
  1706. L 76.515625 0
  1707. L 66.890625 0
  1708. L 66.890625 64.015625
  1709. L 48.09375 14.015625
  1710. L 38.1875 14.015625
  1711. L 19.390625 64.015625
  1712. L 19.390625 0
  1713. L 9.8125 0
  1714. z
  1715. " id="DejaVuSans-4d"/>
  1716. </defs>
  1717. <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
  1718. <use xlink:href="#DejaVuSans-47"/>
  1719. <use x="77.490234" xlink:href="#DejaVuSans-53"/>
  1720. <use x="140.966797" xlink:href="#DejaVuSans-57"/>
  1721. <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
  1722. </g>
  1723. </g>
  1724. <g id="text_8">
  1725. <g id="patch_10">
  1726. <path d="M 280.129663 78.150947
  1727. L 365.209663 78.150947
  1728. Q 366.409663 78.150947 366.409663 76.950947
  1729. L 366.409663 73.079697
  1730. Q 366.409663 71.879697 365.209663 71.879697
  1731. L 280.129663 71.879697
  1732. Q 278.929663 71.879697 278.929663 73.079697
  1733. L 278.929663 76.950947
  1734. Q 278.929663 78.150947 280.129663 78.150947
  1735. z
  1736. " style="fill:#ffffff;opacity:0.8;"/>
  1737. </g>
  1738. <!-- max: 639.999 $\bullet$ mean: 635.899 $\bullet$ $\sigma$: 1.501 -->
  1739. <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
  1740. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1741. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  1742. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  1743. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1744. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  1745. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
  1746. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
  1747. <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
  1748. <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1749. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
  1750. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
  1751. <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
  1752. <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
  1753. <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1754. <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
  1755. <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
  1756. <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
  1757. <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
  1758. <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
  1759. <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1760. <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
  1761. <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
  1762. <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
  1763. <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-35"/>
  1764. <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1765. <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-38"/>
  1766. <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-39"/>
  1767. <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-39"/>
  1768. <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
  1769. <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
  1770. <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
  1771. <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  1772. <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
  1773. <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
  1774. <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-31"/>
  1775. <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
  1776. <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-35"/>
  1777. <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-30"/>
  1778. <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-31"/>
  1779. </g>
  1780. </g>
  1781. <g id="text_9">
  1782. <!-- 638.28 -->
  1783. <g style="fill:#d3d3d3;" transform="translate(7.2 79.410928)scale(0.03 -0.03)">
  1784. <use xlink:href="#DejaVuSans-36"/>
  1785. <use x="63.623047" xlink:href="#DejaVuSans-33"/>
  1786. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  1787. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  1788. <use x="222.65625" xlink:href="#DejaVuSans-32"/>
  1789. <use x="286.279297" xlink:href="#DejaVuSans-38"/>
  1790. </g>
  1791. </g>
  1792. </g>
  1793. <g id="axes_4">
  1794. <g id="patch_11">
  1795. <path d="M 18.697188 120.573696
  1796. L 372.281346 120.573696
  1797. L 372.281346 95.026944
  1798. L 18.697188 95.026944
  1799. z
  1800. " style="fill:#ffffff;"/>
  1801. </g>
  1802. <g id="matplotlib.axis_7">
  1803. <g id="xtick_16"/>
  1804. <g id="xtick_17"/>
  1805. <g id="xtick_18"/>
  1806. <g id="xtick_19"/>
  1807. <g id="xtick_20"/>
  1808. </g>
  1809. <g id="matplotlib.axis_8"/>
  1810. <g id="line2d_7">
  1811. <path clip-path="url(#pe8ead91f12)" d="M 18.697188 104.431142
  1812. L 372.281346 104.431142
  1813. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  1814. </g>
  1815. <g id="line2d_8">
  1816. <path clip-path="url(#pe8ead91f12)" d="M 19.365589 106.37855
  1817. L 20.03399 107.609794
  1818. L 20.702391 108.124704
  1819. L 21.370792 103.118972
  1820. L 22.039193 105.839646
  1821. L 22.707594 111.106893
  1822. L 23.375995 110.208487
  1823. L 24.044396 106.532875
  1824. L 25.381198 109.974949
  1825. L 26.049599 108.992157
  1826. L 26.718 111.425862
  1827. L 27.386401 109.976303
  1828. L 28.054802 106.647711
  1829. L 29.391604 108.416892
  1830. L 30.060005 111.254996
  1831. L 30.728407 110.628653
  1832. L 31.396808 104.362114
  1833. L 32.065209 105.342437
  1834. L 32.73361 107.328039
  1835. L 33.402011 106.272718
  1836. L 34.070412 107.865667
  1837. L 34.738813 107.535298
  1838. L 35.407214 112.013485
  1839. L 36.075615 109.982757
  1840. L 36.744016 112.165148
  1841. L 37.412417 109.842651
  1842. L 38.080818 112.357106
  1843. L 38.749219 109.722402
  1844. L 39.41762 108.155846
  1845. L 40.086021 107.956583
  1846. L 40.754422 109.418505
  1847. L 41.422823 103.000966
  1848. L 42.091224 105.701354
  1849. L 42.759626 109.552042
  1850. L 43.428027 110.46231
  1851. L 44.096428 106.974409
  1852. L 44.764829 106.810618
  1853. L 45.43323 109.444894
  1854. L 46.101631 105.866384
  1855. L 46.770032 106.835035
  1856. L 47.438433 103.411971
  1857. L 48.106834 109.687745
  1858. L 48.775235 110.860606
  1859. L 49.443636 105.378098
  1860. L 50.112037 106.363248
  1861. L 50.780438 101.022048
  1862. L 51.448839 106.838941
  1863. L 52.11724 109.248454
  1864. L 52.785641 108.020453
  1865. L 53.454042 109.476773
  1866. L 54.790845 106.912004
  1867. L 55.459246 109.429283
  1868. L 56.127647 108.530531
  1869. L 56.796048 106.364293
  1870. L 57.464449 107.340632
  1871. L 58.13285 110.024797
  1872. L 58.801251 107.586381
  1873. L 59.469652 108.425202
  1874. L 60.806454 112.134738
  1875. L 61.474855 107.208407
  1876. L 62.143256 109.940523
  1877. L 62.811657 110.303194
  1878. L 63.480058 110.969183
  1879. L 64.148459 108.870716
  1880. L 64.81686 110.85056
  1881. L 65.485261 112.039607
  1882. L 66.153662 110.423088
  1883. L 66.822064 105.806417
  1884. L 67.490465 103.561892
  1885. L 68.158866 108.111604
  1886. L 68.827267 109.923019
  1887. L 69.495668 106.989595
  1888. L 70.164069 104.606241
  1889. L 70.83247 104.663542
  1890. L 71.500871 108.083939
  1891. L 72.169272 106.424376
  1892. L 72.837673 107.03059
  1893. L 73.506074 108.971254
  1894. L 74.174475 106.041424
  1895. L 74.842876 109.279675
  1896. L 75.511277 109.138178
  1897. L 76.179678 107.32452
  1898. L 76.848079 107.123557
  1899. L 77.51648 108.903092
  1900. L 78.184881 105.071497
  1901. L 78.853283 106.338287
  1902. L 79.521684 109.845972
  1903. L 80.190085 110.439049
  1904. L 80.858486 107.096122
  1905. L 81.526887 109.047372
  1906. L 82.195288 108.923498
  1907. L 82.863689 107.111811
  1908. L 83.53209 108.750315
  1909. L 84.200491 107.604386
  1910. L 84.868892 111.337686
  1911. L 85.537293 110.510877
  1912. L 86.205694 108.354723
  1913. L 86.874095 111.257856
  1914. L 87.542496 110.599053
  1915. L 88.210897 105.952552
  1916. L 88.879298 109.181531
  1917. L 89.547699 108.887367
  1918. L 90.2161 109.30131
  1919. L 91.552903 106.566532
  1920. L 92.221304 106.24965
  1921. L 92.889705 108.04522
  1922. L 93.558106 108.106657
  1923. L 94.894908 102.026788
  1924. L 95.563309 106.573372
  1925. L 97.568512 111.45735
  1926. L 98.236913 112.022721
  1927. L 98.905314 111.012651
  1928. L 99.573715 106.983451
  1929. L 100.242116 104.791861
  1930. L 100.910517 103.908258
  1931. L 101.578918 106.816643
  1932. L 102.247319 111.083476
  1933. L 102.915721 112.13752
  1934. L 103.584122 109.268468
  1935. L 104.252523 105.833888
  1936. L 104.920924 104.925518
  1937. L 105.589325 111.827129
  1938. L 106.257726 110.297358
  1939. L 106.926127 107.7244
  1940. L 107.594528 109.730131
  1941. L 108.262929 108.988528
  1942. L 108.93133 103.980009
  1943. L 109.599731 106.71738
  1944. L 110.268132 111.137184
  1945. L 110.936533 110.3802
  1946. L 111.604934 109.118933
  1947. L 112.273335 109.388325
  1948. L 112.941736 110.359569
  1949. L 113.610137 110.339666
  1950. L 114.278538 111.769865
  1951. L 114.94694 109.087482
  1952. L 115.615341 105.488531
  1953. L 116.283742 104.361031
  1954. L 116.952143 107.011424
  1955. L 117.620544 107.990199
  1956. L 118.288945 108.733585
  1957. L 118.957346 103.775762
  1958. L 119.625747 108.524391
  1959. L 120.294148 108.209633
  1960. L 120.962549 103.612279
  1961. L 121.63095 108.66774
  1962. L 122.299351 110.796847
  1963. L 122.967752 110.233411
  1964. L 123.636153 110.469726
  1965. L 124.304554 104.418567
  1966. L 124.972955 104.172975
  1967. L 125.641356 110.356902
  1968. L 126.309757 108.447804
  1969. L 126.978159 107.786993
  1970. L 127.64656 108.714879
  1971. L 128.314961 107.280936
  1972. L 128.983362 106.62217
  1973. L 129.651763 109.028247
  1974. L 130.320164 108.427017
  1975. L 130.988565 109.923406
  1976. L 131.656966 107.836031
  1977. L 132.325367 106.123916
  1978. L 132.993768 109.045787
  1979. L 133.662169 110.006405
  1980. L 134.33057 110.268031
  1981. L 134.998971 106.591958
  1982. L 135.667372 107.312235
  1983. L 136.335773 108.378836
  1984. L 137.004174 106.236822
  1985. L 137.672575 108.62937
  1986. L 139.009378 109.852038
  1987. L 139.677779 111.361758
  1988. L 140.34618 112.324959
  1989. L 141.014581 108.995055
  1990. L 141.682982 109.3192
  1991. L 142.351383 106.940678
  1992. L 143.019784 109.80061
  1993. L 143.688185 109.140338
  1994. L 144.356586 106.899563
  1995. L 145.024987 108.488302
  1996. L 145.693388 108.301052
  1997. L 146.361789 104.422703
  1998. L 147.03019 104.533367
  1999. L 147.698591 106.996551
  2000. L 148.366992 106.993769
  2001. L 149.035393 109.218431
  2002. L 150.372195 108.000208
  2003. L 151.040597 107.094962
  2004. L 151.708998 110.534217
  2005. L 152.377399 109.238293
  2006. L 153.0458 109.227316
  2007. L 153.714201 110.15161
  2008. L 154.382602 108.985939
  2009. L 155.051003 104.409834
  2010. L 155.719404 105.461212
  2011. L 156.387805 109.084543
  2012. L 157.056206 108.223465
  2013. L 157.724607 109.111282
  2014. L 158.393008 107.749011
  2015. L 159.061409 104.550248
  2016. L 159.72981 109.686741
  2017. L 160.398211 108.616699
  2018. L 161.066612 109.071407
  2019. L 161.735013 108.502328
  2020. L 162.403414 106.110433
  2021. L 163.071816 110.210882
  2022. L 163.740217 112.274844
  2023. L 164.408618 110.909252
  2024. L 165.077019 110.880891
  2025. L 165.74542 108.689343
  2026. L 166.413821 109.367579
  2027. L 167.082222 110.592176
  2028. L 167.750623 107.976947
  2029. L 168.419024 110.842789
  2030. L 169.087425 110.03886
  2031. L 169.755826 109.742379
  2032. L 170.424227 107.771618
  2033. L 171.092628 107.462502
  2034. L 171.761029 106.437361
  2035. L 172.42943 104.287388
  2036. L 173.097831 104.514279
  2037. L 173.766232 108.505377
  2038. L 174.434633 107.169462
  2039. L 175.103035 109.8588
  2040. L 175.771436 109.51236
  2041. L 176.439837 106.91042
  2042. L 177.108238 109.967068
  2043. L 177.776639 108.605957
  2044. L 178.44504 106.536159
  2045. L 179.113441 106.970429
  2046. L 179.781842 108.543207
  2047. L 180.450243 107.894179
  2048. L 181.118644 108.587215
  2049. L 181.787045 108.336372
  2050. L 182.455446 111.223545
  2051. L 183.792248 111.589422
  2052. L 184.460649 111.27822
  2053. L 185.12905 108.373272
  2054. L 185.797451 110.557672
  2055. L 186.465852 111.575972
  2056. L 187.134254 109.098726
  2057. L 187.802655 109.041734
  2058. L 188.471056 110.559758
  2059. L 189.139457 109.652079
  2060. L 189.807858 105.12362
  2061. L 190.476259 109.472485
  2062. L 191.14466 110.54693
  2063. L 191.813061 107.199057
  2064. L 192.481462 106.613248
  2065. L 193.149863 105.085292
  2066. L 193.818264 109.64265
  2067. L 194.486665 111.278294
  2068. L 195.155066 109.830978
  2069. L 195.823467 108.822954
  2070. L 196.491868 109.102512
  2071. L 197.160269 108.463493
  2072. L 197.82867 108.120996
  2073. L 198.497071 108.138688
  2074. L 199.165473 106.582179
  2075. L 199.833874 107.424598
  2076. L 200.502275 110.078312
  2077. L 201.839077 106.992069
  2078. L 203.175879 109.122682
  2079. L 203.84428 109.264682
  2080. L 204.512681 111.46214
  2081. L 205.181082 112.979008
  2082. L 205.849483 111.887023
  2083. L 206.517884 109.331333
  2084. L 207.186285 111.143213
  2085. L 207.854686 109.350923
  2086. L 208.523087 104.750401
  2087. L 209.191488 108.190738
  2088. L 209.859889 110.723088
  2089. L 210.52829 106.820623
  2090. L 211.196692 107.972811
  2091. L 211.865093 111.307584
  2092. L 212.533494 108.445718
  2093. L 213.201895 105.038111
  2094. L 214.538697 108.909394
  2095. L 215.207098 106.188176
  2096. L 215.875499 109.92611
  2097. L 217.212301 104.935523
  2098. L 217.880702 102.941307
  2099. L 218.549103 106.421903
  2100. L 219.217504 110.912536
  2101. L 219.885905 106.503547
  2102. L 220.554306 108.20739
  2103. L 221.222707 108.923571
  2104. L 221.891108 101.688888
  2105. L 222.559509 106.408186
  2106. L 223.227911 109.485041
  2107. L 224.564713 112.349883
  2108. L 225.233114 110.23055
  2109. L 225.901515 106.406486
  2110. L 226.569916 106.762972
  2111. L 227.238317 109.537823
  2112. L 227.906718 109.114723
  2113. L 228.575119 107.668527
  2114. L 229.24352 107.766593
  2115. L 229.911921 105.658968
  2116. L 230.580322 109.952383
  2117. L 231.248723 111.664729
  2118. L 231.917124 106.60463
  2119. L 232.585525 108.44622
  2120. L 233.253926 106.466223
  2121. L 233.922327 107.881277
  2122. L 234.590728 109.581679
  2123. L 235.25913 105.204919
  2124. L 235.927531 105.760783
  2125. L 236.595932 108.444635
  2126. L 237.264333 105.264846
  2127. L 237.932734 104.209336
  2128. L 238.601135 109.588634
  2129. L 239.937937 107.385842
  2130. L 240.606338 108.859472
  2131. L 241.274739 107.36621
  2132. L 241.94314 108.28382
  2133. L 242.611541 105.722649
  2134. L 243.279942 105.41129
  2135. L 243.948343 108.680301
  2136. L 244.616744 107.066873
  2137. L 245.285145 106.849448
  2138. L 245.953546 104.970493
  2139. L 246.621947 108.701319
  2140. L 247.290349 108.516814
  2141. L 247.95875 109.359813
  2142. L 248.627151 109.444972
  2143. L 249.295552 110.611149
  2144. L 249.963953 110.577879
  2145. L 250.632354 110.38453
  2146. L 251.300755 107.780927
  2147. L 251.969156 109.235469
  2148. L 252.637557 105.836518
  2149. L 253.305958 107.818794
  2150. L 253.974359 105.348425
  2151. L 254.64276 108.018021
  2152. L 255.311161 109.039762
  2153. L 255.979562 106.553782
  2154. L 256.647963 110.020739
  2155. L 257.316364 109.341379
  2156. L 257.984765 110.228735
  2157. L 258.653166 110.315981
  2158. L 259.321568 110.70798
  2159. L 259.989969 109.00236
  2160. L 260.65837 103.279363
  2161. L 261.326771 103.70227
  2162. L 261.995172 107.485492
  2163. L 262.663573 106.352004
  2164. L 263.331974 105.945675
  2165. L 264.668776 110.001536
  2166. L 265.337177 109.299882
  2167. L 266.005578 109.747326
  2168. L 266.673979 110.372743
  2169. L 267.34238 111.409556
  2170. L 268.010781 107.440208
  2171. L 268.679182 111.300786
  2172. L 269.347583 111.005
  2173. L 270.015984 111.585208
  2174. L 271.352787 108.333433
  2175. L 272.021188 111.362647
  2176. L 272.689589 112.190187
  2177. L 273.35799 108.95008
  2178. L 274.026391 111.034636
  2179. L 274.694792 108.568168
  2180. L 275.363193 109.279868
  2181. L 276.031594 108.768279
  2182. L 276.699995 107.595459
  2183. L 277.368396 109.650034
  2184. L 278.036797 108.497459
  2185. L 278.705198 105.919475
  2186. L 279.373599 111.307506
  2187. L 280.042 111.613803
  2188. L 280.710401 109.932218
  2189. L 281.378802 107.483018
  2190. L 282.047203 109.114295
  2191. L 282.715604 109.629785
  2192. L 283.384006 106.836776
  2193. L 284.052407 109.524106
  2194. L 284.720808 110.882858
  2195. L 285.389209 109.62739
  2196. L 286.05761 106.633031
  2197. L 286.726011 105.357195
  2198. L 287.394412 108.089812
  2199. L 288.062813 112.409464
  2200. L 288.731214 109.841568
  2201. L 289.399615 106.193506
  2202. L 290.068016 108.803829
  2203. L 290.736417 108.223695
  2204. L 291.404818 107.281088
  2205. L 292.073219 112.373799
  2206. L 292.74162 112.165687
  2207. L 293.410021 107.463621
  2208. L 294.078422 108.071959
  2209. L 294.746823 109.569546
  2210. L 295.415225 109.792996
  2211. L 296.083626 111.890265
  2212. L 296.752027 112.801846
  2213. L 297.420428 105.954173
  2214. L 298.088829 108.142516
  2215. L 298.75723 110.942789
  2216. L 299.425631 111.504028
  2217. L 300.094032 108.831729
  2218. L 300.762433 108.219794
  2219. L 301.430834 106.543423
  2220. L 302.099235 110.174834
  2221. L 302.767636 111.374392
  2222. L 303.436037 105.641695
  2223. L 304.104438 109.890292
  2224. L 304.772839 110.664779
  2225. L 305.44124 108.15171
  2226. L 306.109641 108.617818
  2227. L 306.778042 107.452069
  2228. L 307.446444 110.904807
  2229. L 308.114845 113.379313
  2230. L 308.783246 111.332776
  2231. L 309.451647 107.514317
  2232. L 310.120048 106.432258
  2233. L 310.788449 106.198531
  2234. L 311.45685 111.308086
  2235. L 312.793652 109.389371
  2236. L 313.462053 109.537399
  2237. L 314.130454 108.182355
  2238. L 314.798855 107.942751
  2239. L 315.467256 104.819102
  2240. L 316.804058 109.137054
  2241. L 317.472459 107.331203
  2242. L 318.14086 111.674503
  2243. L 318.809261 110.573282
  2244. L 319.477663 108.1492
  2245. L 320.146064 109.939403
  2246. L 320.814465 109.665258
  2247. L 321.482866 111.031274
  2248. L 322.151267 111.443015
  2249. L 322.819668 109.542111
  2250. L 323.488069 103.625725
  2251. L 324.15647 108.144216
  2252. L 324.824871 109.542498
  2253. L 325.493272 107.801908
  2254. L 326.161673 108.46581
  2255. L 326.830074 104.4438
  2256. L 327.498475 105.816734
  2257. L 328.166876 108.686754
  2258. L 328.835277 108.106505
  2259. L 329.503678 109.720896
  2260. L 330.172079 107.669186
  2261. L 330.84048 108.394483
  2262. L 331.508882 110.113705
  2263. L 332.177283 109.393816
  2264. L 332.845684 108.893511
  2265. L 333.514085 104.98877
  2266. L 334.182486 107.301143
  2267. L 334.850887 103.122099
  2268. L 335.519288 109.974217
  2269. L 336.187689 105.141202
  2270. L 336.85609 103.529207
  2271. L 337.524491 108.695603
  2272. L 338.192892 108.17756
  2273. L 338.861293 103.991487
  2274. L 339.529694 107.808633
  2275. L 340.198095 106.677541
  2276. L 340.866496 100.529127
  2277. L 341.534897 107.663
  2278. L 342.203298 111.064236
  2279. L 342.871699 110.572043
  2280. L 343.540101 109.151775
  2281. L 344.208502 110.701951
  2282. L 345.545304 111.918552
  2283. L 346.213705 109.348104
  2284. L 346.882106 110.972504
  2285. L 347.550507 109.289527
  2286. L 348.218908 108.935897
  2287. L 348.887309 109.005257
  2288. L 349.55571 108.113847
  2289. L 350.224111 111.045378
  2290. L 350.892512 108.009287
  2291. L 351.560913 107.360572
  2292. L 352.229314 110.900942
  2293. L 352.897715 111.616815
  2294. L 353.566116 107.234529
  2295. L 354.234517 108.750508
  2296. L 354.902918 111.190546
  2297. L 355.57132 108.118021
  2298. L 356.239721 110.118689
  2299. L 356.908122 111.272849
  2300. L 357.576523 108.880333
  2301. L 358.244924 108.376865
  2302. L 358.913325 109.151508
  2303. L 359.581726 108.800739
  2304. L 360.250127 108.263691
  2305. L 361.586929 109.354981
  2306. L 362.25533 104.936683
  2307. L 362.923731 106.662783
  2308. L 363.592132 108.718937
  2309. L 364.260533 109.802618
  2310. L 364.928934 110.245041
  2311. L 366.265736 111.793361
  2312. L 366.934137 109.582683
  2313. L 367.602539 111.999114
  2314. L 368.27094 112.40823
  2315. L 368.939341 114.106853
  2316. L 369.607742 110.153696
  2317. L 370.276143 110.405239
  2318. L 370.944544 110.422011
  2319. L 371.612945 111.179998
  2320. L 372.281346 111.053683
  2321. L 372.281346 111.053683
  2322. " style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
  2323. </g>
  2324. <g id="text_10">
  2325. <g id="patch_12">
  2326. <path d="M 18.697188 108.96222
  2327. L 46.430938 108.96222
  2328. Q 48.830938 108.96222 48.830938 106.56222
  2329. L 48.830938 98.81972
  2330. Q 48.830938 96.41972 46.430938 96.41972
  2331. L 18.697188 96.41972
  2332. Q 16.297188 96.41972 16.297188 98.81972
  2333. L 16.297188 106.56222
  2334. Q 16.297188 108.96222 18.697188 108.96222
  2335. z
  2336. " style="fill:#ffffff;opacity:0.8;"/>
  2337. </g>
  2338. <!-- DVARS -->
  2339. <defs>
  2340. <path d="M 19.671875 64.796875
  2341. L 19.671875 8.109375
  2342. L 31.59375 8.109375
  2343. Q 46.6875 8.109375 53.6875 14.9375
  2344. Q 60.6875 21.78125 60.6875 36.53125
  2345. Q 60.6875 51.171875 53.6875 57.984375
  2346. Q 46.6875 64.796875 31.59375 64.796875
  2347. z
  2348. M 9.8125 72.90625
  2349. L 30.078125 72.90625
  2350. Q 51.265625 72.90625 61.171875 64.09375
  2351. Q 71.09375 55.28125 71.09375 36.53125
  2352. Q 71.09375 17.671875 61.125 8.828125
  2353. Q 51.171875 0 30.078125 0
  2354. L 9.8125 0
  2355. z
  2356. " id="DejaVuSans-44"/>
  2357. <path d="M 28.609375 0
  2358. L 0.78125 72.90625
  2359. L 11.078125 72.90625
  2360. L 34.1875 11.53125
  2361. L 57.328125 72.90625
  2362. L 67.578125 72.90625
  2363. L 39.796875 0
  2364. z
  2365. " id="DejaVuSans-56"/>
  2366. <path d="M 34.1875 63.1875
  2367. L 20.796875 26.90625
  2368. L 47.609375 26.90625
  2369. z
  2370. M 28.609375 72.90625
  2371. L 39.796875 72.90625
  2372. L 67.578125 0
  2373. L 57.328125 0
  2374. L 50.6875 18.703125
  2375. L 17.828125 18.703125
  2376. L 11.1875 0
  2377. L 0.78125 0
  2378. z
  2379. " id="DejaVuSans-41"/>
  2380. <path d="M 44.390625 34.1875
  2381. Q 47.5625 33.109375 50.5625 29.59375
  2382. Q 53.5625 26.078125 56.59375 19.921875
  2383. L 66.609375 0
  2384. L 56 0
  2385. L 46.6875 18.703125
  2386. Q 43.0625 26.03125 39.671875 28.421875
  2387. Q 36.28125 30.8125 30.421875 30.8125
  2388. L 19.671875 30.8125
  2389. L 19.671875 0
  2390. L 9.8125 0
  2391. L 9.8125 72.90625
  2392. L 32.078125 72.90625
  2393. Q 44.578125 72.90625 50.734375 67.671875
  2394. Q 56.890625 62.453125 56.890625 51.90625
  2395. Q 56.890625 45.015625 53.6875 40.46875
  2396. Q 50.484375 35.9375 44.390625 34.1875
  2397. z
  2398. M 19.671875 64.796875
  2399. L 19.671875 38.921875
  2400. L 32.078125 38.921875
  2401. Q 39.203125 38.921875 42.84375 42.21875
  2402. Q 46.484375 45.515625 46.484375 51.90625
  2403. Q 46.484375 58.296875 42.84375 61.546875
  2404. Q 39.203125 64.796875 32.078125 64.796875
  2405. z
  2406. " id="DejaVuSans-52"/>
  2407. </defs>
  2408. <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
  2409. <use xlink:href="#DejaVuSans-44"/>
  2410. <use x="76.986328" xlink:href="#DejaVuSans-56"/>
  2411. <use x="145.300781" xlink:href="#DejaVuSans-41"/>
  2412. <use x="213.708984" xlink:href="#DejaVuSans-52"/>
  2413. <use x="283.191406" xlink:href="#DejaVuSans-53"/>
  2414. </g>
  2415. </g>
  2416. <g id="text_11">
  2417. <g id="patch_13">
  2418. <path d="M 290.289663 105.826595
  2419. L 365.209663 105.826595
  2420. Q 366.409663 105.826595 366.409663 104.626595
  2421. L 366.409663 100.755345
  2422. Q 366.409663 99.555345 365.209663 99.555345
  2423. L 290.289663 99.555345
  2424. Q 289.089663 99.555345 289.089663 100.755345
  2425. L 289.089663 104.626595
  2426. Q 289.089663 105.826595 290.289663 105.826595
  2427. z
  2428. " style="fill:#ffffff;opacity:0.8;"/>
  2429. </g>
  2430. <!-- max: 1.424 $\bullet$ mean: 1.218 $\bullet$ $\sigma$: 0.057 -->
  2431. <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
  2432. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2433. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  2434. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  2435. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2436. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  2437. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
  2438. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2439. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  2440. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
  2441. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
  2442. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  2443. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2444. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  2445. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  2446. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  2447. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  2448. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  2449. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2450. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  2451. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
  2452. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2453. <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
  2454. <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-31"/>
  2455. <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-38"/>
  2456. <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
  2457. <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
  2458. <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
  2459. <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  2460. <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
  2461. <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
  2462. <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
  2463. <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
  2464. <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
  2465. <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-35"/>
  2466. <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
  2467. </g>
  2468. </g>
  2469. <g id="text_12">
  2470. <!-- 1.32 -->
  2471. <g style="fill:#d3d3d3;" transform="translate(11.0175 105.258954)scale(0.03 -0.03)">
  2472. <use xlink:href="#DejaVuSans-31"/>
  2473. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  2474. <use x="95.410156" xlink:href="#DejaVuSans-33"/>
  2475. <use x="159.033203" xlink:href="#DejaVuSans-32"/>
  2476. </g>
  2477. </g>
  2478. </g>
  2479. <g id="axes_5">
  2480. <g id="patch_14">
  2481. <path d="M 18.697188 148.249344
  2482. L 372.281346 148.249344
  2483. L 372.281346 122.702592
  2484. L 18.697188 122.702592
  2485. z
  2486. " style="fill:#ffffff;"/>
  2487. </g>
  2488. <g id="matplotlib.axis_9">
  2489. <g id="xtick_21"/>
  2490. <g id="xtick_22"/>
  2491. <g id="xtick_23"/>
  2492. <g id="xtick_24"/>
  2493. <g id="xtick_25"/>
  2494. </g>
  2495. <g id="matplotlib.axis_10"/>
  2496. <g id="line2d_9">
  2497. <path clip-path="url(#p28a9cb64aa)" d="M 18.697188 134.332158
  2498. L 372.281346 134.332158
  2499. " style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
  2500. </g>
  2501. <g id="line2d_10">
  2502. <path clip-path="url(#p28a9cb64aa)" d="M 19.365589 141.694323
  2503. L 20.03399 136.812641
  2504. L 20.702391 135.639107
  2505. L 21.370792 134.955958
  2506. L 22.039193 136.142641
  2507. L 22.707594 142.439505
  2508. L 23.375995 134.999467
  2509. L 24.044396 135.314616
  2510. L 24.712797 136.795914
  2511. L 25.381198 140.084637
  2512. L 26.049599 144.530006
  2513. L 26.718 144.02821
  2514. L 27.386401 139.933329
  2515. L 28.054802 140.011737
  2516. L 28.723203 135.580986
  2517. L 29.391604 141.073951
  2518. L 30.060005 143.317596
  2519. L 30.728407 142.673617
  2520. L 31.396808 136.215764
  2521. L 32.065209 142.675697
  2522. L 32.73361 142.504168
  2523. L 33.402011 139.263645
  2524. L 34.070412 137.658455
  2525. L 34.738813 143.222332
  2526. L 35.407214 143.433586
  2527. L 36.075615 139.02448
  2528. L 36.744016 140.068625
  2529. L 37.412417 143.268243
  2530. L 38.080818 141.315596
  2531. L 38.749219 135.940311
  2532. L 39.41762 135.522631
  2533. L 40.086021 137.024227
  2534. L 40.754422 145.363419
  2535. L 41.422823 136.843467
  2536. L 42.091224 135.27258
  2537. L 42.759626 138.166088
  2538. L 43.428027 144.016441
  2539. L 44.764829 130.745847
  2540. L 45.43323 141.389474
  2541. L 46.101631 128.475303
  2542. L 46.770032 138.395789
  2543. L 47.438433 139.743271
  2544. L 48.106834 145.534605
  2545. L 49.443636 140.97901
  2546. L 50.112037 140.187569
  2547. L 50.780438 142.744848
  2548. L 51.448839 132.651076
  2549. L 52.11724 133.323956
  2550. L 52.785641 143.053864
  2551. L 53.454042 143.74507
  2552. L 54.122443 142.742132
  2553. L 54.790845 133.992207
  2554. L 55.459246 135.984727
  2555. L 56.127647 143.965414
  2556. L 56.796048 137.128924
  2557. L 57.464449 137.272138
  2558. L 58.13285 143.494267
  2559. L 58.801251 139.993763
  2560. L 59.469652 138.65291
  2561. L 60.138053 135.498854
  2562. L 60.806454 137.630305
  2563. L 61.474855 144.388096
  2564. L 62.143256 137.392761
  2565. L 62.811657 136.225924
  2566. L 63.480058 138.60538
  2567. L 64.148459 139.699686
  2568. L 64.81686 145.083062
  2569. L 65.485261 136.931753
  2570. L 66.153662 135.372624
  2571. L 66.822064 142.534629
  2572. L 67.490465 142.088929
  2573. L 68.158866 143.084969
  2574. L 68.827267 138.46786
  2575. L 69.495668 137.838008
  2576. L 70.164069 145.386387
  2577. L 70.83247 137.230967
  2578. L 72.169272 133.1182
  2579. L 72.837673 134.869302
  2580. L 73.506074 142.636727
  2581. L 74.174475 134.418089
  2582. L 74.842876 136.695713
  2583. L 75.511277 145.710028
  2584. L 76.179678 140.342372
  2585. L 76.848079 136.635566
  2586. L 77.51648 134.536379
  2587. L 78.184881 137.725278
  2588. L 78.853283 144.352581
  2589. L 79.521684 145.655724
  2590. L 80.190085 142.0836
  2591. L 80.858486 133.634698
  2592. L 81.526887 135.47951
  2593. L 82.195288 137.729925
  2594. L 82.863689 140.581423
  2595. L 83.53209 142.024393
  2596. L 84.200491 135.319474
  2597. L 84.868892 135.59037
  2598. L 85.537293 140.883836
  2599. L 86.205694 141.108747
  2600. L 86.874095 136.450239
  2601. L 87.542496 134.33505
  2602. L 88.210897 137.937158
  2603. L 88.879298 143.436552
  2604. L 89.547699 129.611847
  2605. L 90.2161 141.837338
  2606. L 90.884502 130.238761
  2607. L 91.552903 138.934116
  2608. L 92.221304 135.781656
  2609. L 92.889705 136.18121
  2610. L 93.558106 143.638858
  2611. L 94.226507 133.269595
  2612. L 94.894908 134.587916
  2613. L 95.563309 135.44083
  2614. L 96.23171 143.768889
  2615. L 96.900111 134.330229
  2616. L 97.568512 134.179147
  2617. L 98.236913 134.382386
  2618. L 98.905314 142.779486
  2619. L 99.573715 138.85015
  2620. L 100.242116 135.862434
  2621. L 100.910517 135.313539
  2622. L 101.578918 137.371169
  2623. L 102.247319 144.372217
  2624. L 102.915721 137.659415
  2625. L 103.584122 135.471603
  2626. L 104.252523 137.995237
  2627. L 104.920924 139.970909
  2628. L 105.589325 144.188583
  2629. L 106.257726 137.946179
  2630. L 106.926127 134.606801
  2631. L 107.594528 134.983545
  2632. L 108.262929 137.505547
  2633. L 108.93133 145.29445
  2634. L 109.599731 137.463664
  2635. L 110.268132 136.889609
  2636. L 110.936533 141.49419
  2637. L 111.604934 144.503763
  2638. L 112.273335 144.624932
  2639. L 112.941736 142.30105
  2640. L 113.610137 143.343636
  2641. L 114.278538 141.645524
  2642. L 114.94694 134.963746
  2643. L 115.615341 135.279605
  2644. L 116.283742 141.822408
  2645. L 116.952143 136.985906
  2646. L 117.620544 135.957096
  2647. L 118.288945 142.163327
  2648. L 118.957346 133.711067
  2649. L 119.625747 136.737868
  2650. L 120.294148 143.683204
  2651. L 120.962549 134.680569
  2652. L 121.63095 135.462728
  2653. L 122.299351 136.525908
  2654. L 122.967752 136.824758
  2655. L 123.636153 143.582258
  2656. L 124.304554 133.599954
  2657. L 124.972955 136.374929
  2658. L 125.641356 142.229622
  2659. L 126.309757 134.57139
  2660. L 127.64656 143.081687
  2661. L 128.314961 139.583427
  2662. L 128.983362 137.263135
  2663. L 129.651763 137.437913
  2664. L 130.320164 144.48534
  2665. L 130.988565 141.981082
  2666. L 131.656966 135.966855
  2667. L 132.325367 135.454947
  2668. L 132.993768 135.913805
  2669. L 133.662169 140.791701
  2670. L 134.33057 140.795964
  2671. L 134.998971 133.584735
  2672. L 135.667372 134.32908
  2673. L 136.335773 136.165774
  2674. L 137.004174 140.586714
  2675. L 137.672575 143.277504
  2676. L 138.340976 137.952972
  2677. L 139.009378 134.682529
  2678. L 139.677779 136.610994
  2679. L 140.34618 143.855315
  2680. L 141.014581 135.393517
  2681. L 141.682982 133.386428
  2682. L 142.351383 136.367707
  2683. L 143.019784 142.845288
  2684. L 143.688185 140.056002
  2685. L 144.356586 135.392936
  2686. L 145.024987 133.92773
  2687. L 145.693388 137.377064
  2688. L 146.361789 143.948822
  2689. L 147.03019 133.503413
  2690. L 147.698591 134.056809
  2691. L 148.366992 142.903825
  2692. L 149.703794 135.48242
  2693. L 150.372195 136.478278
  2694. L 151.040597 139.091553
  2695. L 151.708998 143.74427
  2696. L 152.377399 135.598203
  2697. L 153.0458 133.562778
  2698. L 153.714201 142.094936
  2699. L 154.382602 138.375891
  2700. L 155.051003 132.171445
  2701. L 155.719404 133.88658
  2702. L 156.387805 138.044316
  2703. L 157.056206 143.295678
  2704. L 157.724607 138.733102
  2705. L 158.393008 140.039886
  2706. L 159.061409 139.598546
  2707. L 159.72981 143.692598
  2708. L 160.398211 139.323637
  2709. L 161.066612 136.287039
  2710. L 161.735013 140.5815
  2711. L 162.403414 141.845083
  2712. L 163.071816 139.348594
  2713. L 163.740217 143.211824
  2714. L 164.408618 142.990279
  2715. L 165.077019 137.232271
  2716. L 165.74542 134.345012
  2717. L 166.413821 141.584355
  2718. L 167.082222 142.950644
  2719. L 167.750623 137.76863
  2720. L 168.419024 140.29325
  2721. L 169.087425 143.621065
  2722. L 169.755826 136.757751
  2723. L 170.424227 137.655211
  2724. L 171.092628 142.991868
  2725. L 171.761029 140.390809
  2726. L 172.42943 137.186911
  2727. L 173.766232 141.265478
  2728. L 174.434633 137.009719
  2729. L 175.103035 140.559686
  2730. L 175.771436 142.170889
  2731. L 176.439837 142.383145
  2732. L 177.108238 143.516671
  2733. L 177.776639 138.266936
  2734. L 178.44504 137.86624
  2735. L 179.113441 139.44698
  2736. L 179.781842 143.570815
  2737. L 181.118644 135.592341
  2738. L 181.787045 139.113645
  2739. L 182.455446 143.411241
  2740. L 183.123847 145.893569
  2741. L 184.460649 138.407796
  2742. L 185.12905 139.93268
  2743. L 185.797451 141.840981
  2744. L 186.465852 142.501047
  2745. L 187.134254 140.298141
  2746. L 187.802655 140.300863
  2747. L 188.471056 139.492701
  2748. L 189.139457 139.891944
  2749. L 189.807858 140.720769
  2750. L 190.476259 142.231153
  2751. L 191.14466 144.521173
  2752. L 191.813061 144.245335
  2753. L 192.481462 143.682021
  2754. L 193.149863 140.659404
  2755. L 193.818264 141.826364
  2756. L 194.486665 143.61405
  2757. L 195.155066 139.979419
  2758. L 195.823467 138.765244
  2759. L 196.491868 142.929931
  2760. L 197.160269 143.565418
  2761. L 197.82867 139.602162
  2762. L 198.497071 139.458988
  2763. L 199.165473 143.193033
  2764. L 199.833874 139.777585
  2765. L 200.502275 137.717493
  2766. L 201.170676 141.909474
  2767. L 201.839077 141.182642
  2768. L 202.507478 138.02448
  2769. L 203.175879 142.285235
  2770. L 203.84428 142.544634
  2771. L 204.512681 140.295966
  2772. L 205.181082 143.164647
  2773. L 205.849483 141.949905
  2774. L 206.517884 139.346161
  2775. L 208.523087 144.183858
  2776. L 209.191488 136.571501
  2777. L 209.859889 134.173454
  2778. L 210.52829 145.413347
  2779. L 211.196692 140.167959
  2780. L 211.865093 144.738588
  2781. L 212.533494 139.849678
  2782. L 213.201895 137.406508
  2783. L 213.870296 138.433666
  2784. L 214.538697 144.27172
  2785. L 215.207098 142.027432
  2786. L 215.875499 143.495527
  2787. L 216.5439 140.726457
  2788. L 217.212301 139.054528
  2789. L 217.880702 138.090297
  2790. L 218.549103 142.563547
  2791. L 219.217504 142.991019
  2792. L 219.885905 137.835402
  2793. L 220.554306 141.667143
  2794. L 221.222707 143.849925
  2795. L 221.891108 137.68387
  2796. L 222.559509 137.383665
  2797. L 223.227911 139.16838
  2798. L 223.896312 143.132602
  2799. L 224.564713 143.306267
  2800. L 225.233114 139.897075
  2801. L 225.901515 139.853196
  2802. L 226.569916 143.443772
  2803. L 227.238317 141.975922
  2804. L 227.906718 137.764281
  2805. L 228.575119 139.346842
  2806. L 229.24352 143.635773
  2807. L 230.580322 139.80624
  2808. L 231.248723 144.54767
  2809. L 231.917124 141.292848
  2810. L 232.585525 142.32632
  2811. L 233.253926 142.501339
  2812. L 233.922327 142.187101
  2813. L 234.590728 140.202533
  2814. L 235.25913 138.762971
  2815. L 235.927531 137.618485
  2816. L 237.264333 141.217812
  2817. L 237.932734 134.864767
  2818. L 238.601135 140.649989
  2819. L 239.269536 139.588539
  2820. L 239.937937 140.783483
  2821. L 240.606338 143.944187
  2822. L 241.274739 141.519012
  2823. L 241.94314 141.351184
  2824. L 242.611541 140.100372
  2825. L 243.279942 144.371366
  2826. L 243.948343 140.312322
  2827. L 244.616744 137.027009
  2828. L 245.285145 143.955226
  2829. L 245.953546 135.861819
  2830. L 246.621947 136.723177
  2831. L 247.290349 144.228286
  2832. L 247.95875 138.720514
  2833. L 248.627151 137.372526
  2834. L 249.963953 144.823028
  2835. L 251.300755 140.772301
  2836. L 251.969156 137.846954
  2837. L 253.305958 144.186514
  2838. L 253.974359 139.67979
  2839. L 254.64276 144.159161
  2840. L 255.311161 140.919894
  2841. L 255.979562 138.256428
  2842. L 256.647963 138.759323
  2843. L 257.316364 136.247797
  2844. L 257.984765 141.542734
  2845. L 258.653166 143.965285
  2846. L 259.321568 142.715511
  2847. L 259.989969 141.169963
  2848. L 260.65837 138.65578
  2849. L 261.326771 139.996644
  2850. L 261.995172 144.081211
  2851. L 262.663573 142.289819
  2852. L 263.331974 138.280271
  2853. L 264.000375 144.690623
  2854. L 264.668776 138.403112
  2855. L 265.337177 139.113369
  2856. L 266.673979 145.333452
  2857. L 267.34238 140.17619
  2858. L 268.010781 138.191099
  2859. L 269.347583 144.538081
  2860. L 270.015984 142.951754
  2861. L 270.684385 138.652148
  2862. L 271.352787 138.030988
  2863. L 272.021188 145.033154
  2864. L 272.689589 139.821765
  2865. L 273.35799 138.486498
  2866. L 274.026391 142.827338
  2867. L 274.694792 140.196237
  2868. L 275.363193 138.285405
  2869. L 276.031594 142.445077
  2870. L 276.699995 145.545804
  2871. L 277.368396 141.938421
  2872. L 278.036797 139.757242
  2873. L 278.705198 138.930092
  2874. L 279.373599 141.140059
  2875. L 280.042 144.705086
  2876. L 280.710401 139.673508
  2877. L 281.378802 139.249575
  2878. L 282.047203 140.831336
  2879. L 282.715604 144.374512
  2880. L 283.384006 137.814948
  2881. L 284.052407 139.205412
  2882. L 284.720808 132.912102
  2883. L 285.389209 143.724305
  2884. L 286.05761 142.659021
  2885. L 286.726011 141.033616
  2886. L 287.394412 141.162232
  2887. L 288.062813 143.614277
  2888. L 289.399615 143.321879
  2889. L 290.068016 141.280546
  2890. L 290.736417 139.663979
  2891. L 291.404818 140.922117
  2892. L 292.073219 143.216122
  2893. L 292.74162 145.09928
  2894. L 293.410021 143.452245
  2895. L 294.746823 138.185604
  2896. L 295.415225 140.746494
  2897. L 296.083626 144.830759
  2898. L 296.752027 143.080646
  2899. L 297.420428 139.734762
  2900. L 298.088829 140.711195
  2901. L 298.75723 143.840041
  2902. L 299.425631 143.424195
  2903. L 300.094032 141.066496
  2904. L 300.762433 139.234046
  2905. L 301.430834 138.795771
  2906. L 302.099235 142.426708
  2907. L 302.767636 145.367468
  2908. L 303.436037 141.584578
  2909. L 304.104438 139.90963
  2910. L 304.772839 140.717683
  2911. L 305.44124 138.47035
  2912. L 306.109641 140.471511
  2913. L 306.778042 141.726422
  2914. L 308.114845 143.616699
  2915. L 308.783246 142.816441
  2916. L 309.451647 140.095888
  2917. L 310.120048 138.980498
  2918. L 310.788449 140.584043
  2919. L 311.45685 145.250804
  2920. L 312.125251 137.622492
  2921. L 312.793652 136.737196
  2922. L 313.462053 143.932394
  2923. L 314.130454 142.130857
  2924. L 314.798855 138.942642
  2925. L 315.467256 139.293684
  2926. L 316.135657 142.928789
  2927. L 316.804058 142.344471
  2928. L 317.472459 137.777037
  2929. L 318.14086 138.017411
  2930. L 319.477663 144.058845
  2931. L 320.146064 140.437099
  2932. L 320.814465 139.304921
  2933. L 321.482866 143.272006
  2934. L 322.151267 141.865355
  2935. L 322.819668 142.803199
  2936. L 323.488069 143.061409
  2937. L 324.15647 139.383571
  2938. L 324.824871 140.24656
  2939. L 325.493272 143.746605
  2940. L 326.161673 141.677831
  2941. L 326.830074 144.180339
  2942. L 327.498475 137.887584
  2943. L 328.166876 137.135872
  2944. L 328.835277 143.596846
  2945. L 329.503678 139.233275
  2946. L 330.172079 137.071574
  2947. L 330.84048 141.871045
  2948. L 331.508882 143.90999
  2949. L 332.177283 137.985865
  2950. L 332.845684 137.841268
  2951. L 333.514085 142.525033
  2952. L 334.182486 141.39668
  2953. L 334.850887 124.839552
  2954. L 335.519288 131.010108
  2955. L 336.187689 141.14639
  2956. L 336.85609 140.775967
  2957. L 337.524491 143.990322
  2958. L 338.192892 141.424007
  2959. L 338.861293 138.380052
  2960. L 339.529694 143.520097
  2961. L 340.198095 139.607334
  2962. L 340.866496 138.140886
  2963. L 342.203298 143.106023
  2964. L 342.871699 145.895552
  2965. L 343.540101 142.412817
  2966. L 344.208502 140.421395
  2967. L 344.876903 144.535203
  2968. L 345.545304 141.612428
  2969. L 346.213705 139.37248
  2970. L 346.882106 144.23893
  2971. L 347.550507 140.410787
  2972. L 348.218908 138.320271
  2973. L 348.887309 141.509906
  2974. L 349.55571 144.057354
  2975. L 350.224111 140.525768
  2976. L 350.892512 139.889402
  2977. L 351.560913 139.449939
  2978. L 352.229314 142.653458
  2979. L 352.897715 143.955485
  2980. L 354.234517 138.511885
  2981. L 354.902918 140.601165
  2982. L 355.57132 142.244366
  2983. L 356.239721 144.353902
  2984. L 356.908122 143.0417
  2985. L 357.576523 138.741456
  2986. L 358.244924 139.782797
  2987. L 358.913325 141.641491
  2988. L 359.581726 144.500112
  2989. L 360.250127 139.731505
  2990. L 360.918528 136.380955
  2991. L 361.586929 137.950358
  2992. L 362.25533 141.140406
  2993. L 362.923731 143.148261
  2994. L 363.592132 138.683939
  2995. L 364.260533 138.442965
  2996. L 364.928934 142.399547
  2997. L 365.597335 144.839048
  2998. L 366.934137 140.819527
  2999. L 367.602539 140.262884
  3000. L 368.27094 144.245268
  3001. L 368.939341 142.042224
  3002. L 369.607742 138.014709
  3003. L 370.276143 139.133576
  3004. L 370.944544 142.494657
  3005. L 371.612945 143.26922
  3006. L 372.281346 140.352859
  3007. L 372.281346 140.352859
  3008. " style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
  3009. </g>
  3010. <g id="text_13">
  3011. <g id="patch_15">
  3012. <path d="M 18.697188 136.637868
  3013. L 29.458438 136.637868
  3014. Q 31.858438 136.637868 31.858438 134.237868
  3015. L 31.858438 126.495368
  3016. Q 31.858438 124.095368 29.458438 124.095368
  3017. L 18.697188 124.095368
  3018. Q 16.297188 124.095368 16.297188 126.495368
  3019. L 16.297188 134.237868
  3020. Q 16.297188 136.637868 18.697188 136.637868
  3021. z
  3022. " style="fill:#ffffff;opacity:0.8;"/>
  3023. </g>
  3024. <!-- FD -->
  3025. <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
  3026. <use xlink:href="#DejaVuSans-46"/>
  3027. <use x="57.519531" xlink:href="#DejaVuSans-44"/>
  3028. </g>
  3029. </g>
  3030. <g id="text_14">
  3031. <g id="patch_16">
  3032. <path d="M 290.289663 133.502243
  3033. L 365.209663 133.502243
  3034. Q 366.409663 133.502243 366.409663 132.302243
  3035. L 366.409663 128.430993
  3036. Q 366.409663 127.230993 365.209663 127.230993
  3037. L 290.289663 127.230993
  3038. Q 289.089663 127.230993 289.089663 128.430993
  3039. L 289.089663 132.302243
  3040. Q 289.089663 133.502243 290.289663 133.502243
  3041. z
  3042. " style="fill:#ffffff;opacity:0.8;"/>
  3043. </g>
  3044. <!-- max: 0.428 $\bullet$ mean: 0.125 $\bullet$ $\sigma$: 0.067 -->
  3045. <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
  3046. <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3047. <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
  3048. <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
  3049. <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3050. <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
  3051. <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
  3052. <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3053. <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
  3054. <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
  3055. <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
  3056. <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
  3057. <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3058. <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
  3059. <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
  3060. <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
  3061. <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
  3062. <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
  3063. <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3064. <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
  3065. <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
  3066. <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3067. <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
  3068. <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-32"/>
  3069. <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-35"/>
  3070. <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
  3071. <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
  3072. <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
  3073. <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
  3074. <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
  3075. <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
  3076. <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
  3077. <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
  3078. <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
  3079. <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
  3080. <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-37"/>
  3081. </g>
  3082. </g>
  3083. <g id="text_15">
  3084. <!-- 0.24 -->
  3085. <g style="fill:#d3d3d3;" transform="translate(11.0175 135.15997)scale(0.03 -0.03)">
  3086. <use xlink:href="#DejaVuSans-30"/>
  3087. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3088. <use x="95.410156" xlink:href="#DejaVuSans-32"/>
  3089. <use x="159.033203" xlink:href="#DejaVuSans-34"/>
  3090. </g>
  3091. </g>
  3092. </g>
  3093. <g id="axes_6">
  3094. <g id="patch_17">
  3095. <path d="M 15.161346 278.112
  3096. L 18.697188 278.112
  3097. L 18.697188 150.37824
  3098. L 15.161346 150.37824
  3099. z
  3100. " style="fill:#ffffff;"/>
  3101. </g>
  3102. <g clip-path="url(#pe17afb9974)">
  3103. <image height="948" id="imagee7d5809080" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
  3104. iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ERABAQBdE/IlUwIhINaURjahHrhA7ENzebvHjTVZ7rBkkCAAAAAHDNicNCxp9ekoUMJ2jXxu0AAFjhASb1DYCrdp7sAAAAAElFTkSuQmCC"/>
  3105. </g>
  3106. <g id="matplotlib.axis_11"/>
  3107. <g id="matplotlib.axis_12"/>
  3108. </g>
  3109. <g id="axes_7">
  3110. <g id="patch_18">
  3111. <path d="M 18.697188 278.112
  3112. L 372.281346 278.112
  3113. L 372.281346 150.37824
  3114. L 18.697188 150.37824
  3115. z
  3116. " style="fill:#ffffff;"/>
  3117. </g>
  3118. <g clip-path="url(#p46a1fa1a90)">
  3119. <image height="128.16" id="image8ba6233545" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
  3120. 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" y="-149.952"/>
  3121. </g>
  3122. <g id="matplotlib.axis_13">
  3123. <g id="xtick_26">
  3124. <g id="line2d_11">
  3125. <defs>
  3126. <path d="M 0 0
  3127. L 0 4.8
  3128. " id="m980fdce267" style="stroke:#262626;"/>
  3129. </defs>
  3130. <g>
  3131. <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m980fdce267" y="278.112"/>
  3132. </g>
  3133. </g>
  3134. <g id="text_16">
  3135. <!-- 0.00 -->
  3136. <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
  3137. <use xlink:href="#DejaVuSans-30"/>
  3138. <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
  3139. <use x="95.410156" xlink:href="#DejaVuSans-30"/>
  3140. <use x="159.033203" xlink:href="#DejaVuSans-30"/>
  3141. </g>
  3142. </g>
  3143. </g>
  3144. <g id="xtick_27">
  3145. <g id="line2d_12">
  3146. <g>
  3147. <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m980fdce267" y="278.112"/>
  3148. </g>
  3149. </g>
  3150. <g id="text_17">
  3151. <!-- 106.00 -->
  3152. <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
  3153. <use xlink:href="#DejaVuSans-31"/>
  3154. <use x="63.623047" xlink:href="#DejaVuSans-30"/>
  3155. <use x="127.246094" xlink:href="#DejaVuSans-36"/>
  3156. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3157. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3158. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3159. </g>
  3160. </g>
  3161. </g>
  3162. <g id="xtick_28">
  3163. <g id="line2d_13">
  3164. <g>
  3165. <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m980fdce267" y="278.112"/>
  3166. </g>
  3167. </g>
  3168. <g id="text_18">
  3169. <!-- 212.00 -->
  3170. <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
  3171. <use xlink:href="#DejaVuSans-32"/>
  3172. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3173. <use x="127.246094" xlink:href="#DejaVuSans-32"/>
  3174. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3175. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3176. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3177. </g>
  3178. </g>
  3179. </g>
  3180. <g id="xtick_29">
  3181. <g id="line2d_14">
  3182. <g>
  3183. <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m980fdce267" y="278.112"/>
  3184. </g>
  3185. </g>
  3186. <g id="text_19">
  3187. <!-- 318.00 -->
  3188. <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
  3189. <use xlink:href="#DejaVuSans-33"/>
  3190. <use x="63.623047" xlink:href="#DejaVuSans-31"/>
  3191. <use x="127.246094" xlink:href="#DejaVuSans-38"/>
  3192. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3193. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3194. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3195. </g>
  3196. </g>
  3197. </g>
  3198. <g id="xtick_30">
  3199. <g id="line2d_15">
  3200. <g>
  3201. <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m980fdce267" y="278.112"/>
  3202. </g>
  3203. </g>
  3204. <g id="text_20">
  3205. <!-- 424.00 -->
  3206. <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
  3207. <use xlink:href="#DejaVuSans-34"/>
  3208. <use x="63.623047" xlink:href="#DejaVuSans-32"/>
  3209. <use x="127.246094" xlink:href="#DejaVuSans-34"/>
  3210. <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
  3211. <use x="222.65625" xlink:href="#DejaVuSans-30"/>
  3212. <use x="286.279297" xlink:href="#DejaVuSans-30"/>
  3213. </g>
  3214. </g>
  3215. </g>
  3216. <g id="text_21">
  3217. <!-- time (s) -->
  3218. <defs>
  3219. <path d="M 18.3125 70.21875
  3220. L 18.3125 54.6875
  3221. L 36.8125 54.6875
  3222. L 36.8125 47.703125
  3223. L 18.3125 47.703125
  3224. L 18.3125 18.015625
  3225. Q 18.3125 11.328125 20.140625 9.421875
  3226. Q 21.96875 7.515625 27.59375 7.515625
  3227. L 36.8125 7.515625
  3228. L 36.8125 0
  3229. L 27.59375 0
  3230. Q 17.1875 0 13.234375 3.875
  3231. Q 9.28125 7.765625 9.28125 18.015625
  3232. L 9.28125 47.703125
  3233. L 2.6875 47.703125
  3234. L 2.6875 54.6875
  3235. L 9.28125 54.6875
  3236. L 9.28125 70.21875
  3237. z
  3238. " id="DejaVuSans-74"/>
  3239. <path d="M 9.421875 54.6875
  3240. L 18.40625 54.6875
  3241. L 18.40625 0
  3242. L 9.421875 0
  3243. z
  3244. M 9.421875 75.984375
  3245. L 18.40625 75.984375
  3246. L 18.40625 64.59375
  3247. L 9.421875 64.59375
  3248. z
  3249. " id="DejaVuSans-69"/>
  3250. <path d="M 31 75.875
  3251. Q 24.46875 64.65625 21.28125 53.65625
  3252. Q 18.109375 42.671875 18.109375 31.390625
  3253. Q 18.109375 20.125 21.3125 9.0625
  3254. Q 24.515625 -2 31 -13.1875
  3255. L 23.1875 -13.1875
  3256. Q 15.875 -1.703125 12.234375 9.375
  3257. Q 8.59375 20.453125 8.59375 31.390625
  3258. Q 8.59375 42.28125 12.203125 53.3125
  3259. Q 15.828125 64.359375 23.1875 75.875
  3260. z
  3261. " id="DejaVuSans-28"/>
  3262. <path d="M 44.28125 53.078125
  3263. L 44.28125 44.578125
  3264. Q 40.484375 46.53125 36.375 47.5
  3265. Q 32.28125 48.484375 27.875 48.484375
  3266. Q 21.1875 48.484375 17.84375 46.4375
  3267. Q 14.5 44.390625 14.5 40.28125
  3268. Q 14.5 37.15625 16.890625 35.375
  3269. Q 19.28125 33.59375 26.515625 31.984375
  3270. L 29.59375 31.296875
  3271. Q 39.15625 29.25 43.1875 25.515625
  3272. Q 47.21875 21.78125 47.21875 15.09375
  3273. Q 47.21875 7.46875 41.1875 3.015625
  3274. Q 35.15625 -1.421875 24.609375 -1.421875
  3275. Q 20.21875 -1.421875 15.453125 -0.5625
  3276. Q 10.6875 0.296875 5.421875 2
  3277. L 5.421875 11.28125
  3278. Q 10.40625 8.6875 15.234375 7.390625
  3279. Q 20.0625 6.109375 24.8125 6.109375
  3280. Q 31.15625 6.109375 34.5625 8.28125
  3281. Q 37.984375 10.453125 37.984375 14.40625
  3282. Q 37.984375 18.0625 35.515625 20.015625
  3283. Q 33.0625 21.96875 24.703125 23.78125
  3284. L 21.578125 24.515625
  3285. Q 13.234375 26.265625 9.515625 29.90625
  3286. Q 5.8125 33.546875 5.8125 39.890625
  3287. Q 5.8125 47.609375 11.28125 51.796875
  3288. Q 16.75 56 26.8125 56
  3289. Q 31.78125 56 36.171875 55.265625
  3290. Q 40.578125 54.546875 44.28125 53.078125
  3291. z
  3292. " id="DejaVuSans-73"/>
  3293. <path d="M 8.015625 75.875
  3294. L 15.828125 75.875
  3295. Q 23.140625 64.359375 26.78125 53.3125
  3296. Q 30.421875 42.28125 30.421875 31.390625
  3297. Q 30.421875 20.453125 26.78125 9.375
  3298. Q 23.140625 -1.703125 15.828125 -13.1875
  3299. L 8.015625 -13.1875
  3300. Q 14.5 -2 17.703125 9.0625
  3301. Q 20.90625 20.125 20.90625 31.390625
  3302. Q 20.90625 42.671875 17.703125 53.65625
  3303. Q 14.5 64.65625 8.015625 75.875
  3304. z
  3305. " id="DejaVuSans-29"/>
  3306. </defs>
  3307. <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
  3308. <use xlink:href="#DejaVuSans-74"/>
  3309. <use x="39.208984" xlink:href="#DejaVuSans-69"/>
  3310. <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
  3311. <use x="164.404297" xlink:href="#DejaVuSans-65"/>
  3312. <use x="225.927734" xlink:href="#DejaVuSans-20"/>
  3313. <use x="257.714844" xlink:href="#DejaVuSans-28"/>
  3314. <use x="296.728516" xlink:href="#DejaVuSans-73"/>
  3315. <use x="348.828125" xlink:href="#DejaVuSans-29"/>
  3316. </g>
  3317. </g>
  3318. </g>
  3319. <g id="matplotlib.axis_14"/>
  3320. </g>
  3321. </g>
  3322. <defs>
  3323. <clipPath id="p6a51fc70dc">
  3324. <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  3325. </clipPath>
  3326. <clipPath id="p8134df0083">
  3327. <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  3328. </clipPath>
  3329. <clipPath id="p5263fd04a2">
  3330. <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  3331. </clipPath>
  3332. <clipPath id="pe8ead91f12">
  3333. <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  3334. </clipPath>
  3335. <clipPath id="p28a9cb64aa">
  3336. <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  3337. </clipPath>
  3338. <clipPath id="pe17afb9974">
  3339. <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  3340. </clipPath>
  3341. <clipPath id="p46a1fa1a90">
  3342. <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  3343. </clipPath>
  3344. </defs>
  3345. </svg>