27_ROIs.svg 116 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405
  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 (https://matplotlib.org/) -->
  5. <svg height="345.6pt" version="1.1" viewBox="0 0 460.8 345.6" width="460.8pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
  6. <metadata>
  7. <rdf:RDF xmlns:cc="http://creativecommons.org/ns#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
  8. <cc:Work>
  9. <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
  10. <dc:date>2021-05-05T20:20:14.056628</dc:date>
  11. <dc:format>image/svg+xml</dc:format>
  12. <dc:creator>
  13. <cc:Agent>
  14. <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>
  15. </cc:Agent>
  16. </dc:creator>
  17. </cc:Work>
  18. </rdf:RDF>
  19. </metadata>
  20. <defs>
  21. <style type="text/css">*{stroke-linecap:butt;stroke-linejoin:round;}</style>
  22. </defs>
  23. <g id="figure_1">
  24. <g id="patch_1">
  25. <path d="M 0 345.6
  26. L 460.8 345.6
  27. L 460.8 0
  28. L 0 0
  29. z
  30. " style="fill:#ffffff;"/>
  31. </g>
  32. <g id="axes_1">
  33. <g id="patch_2">
  34. <path d="M 103.104 307.584
  35. L 369.216 307.584
  36. L 369.216 41.472
  37. L 103.104 41.472
  38. z
  39. " style="fill:#ffffff;"/>
  40. </g>
  41. <g clip-path="url(#pe98862febb)">
  42. <image height="266.4" id="image61312cb59b" transform="scale(1 -1)translate(0 -266.4)" width="266.4" x="103" xlink:href="data:image/png;base64,
  43. 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" y="-41.2"/>
  44. </g>
  45. <g id="matplotlib.axis_1">
  46. <g id="xtick_1">
  47. <g id="line2d_1">
  48. <defs>
  49. <path d="M 0 0
  50. L 0 3.5
  51. " id="m8d159f7836" style="stroke:#000000;stroke-width:0.8;"/>
  52. </defs>
  53. <g>
  54. <use style="stroke:#000000;stroke-width:0.8;" x="103.363875" xlink:href="#m8d159f7836" y="307.584"/>
  55. </g>
  56. </g>
  57. <g id="text_1">
  58. <!-- 0 -->
  59. <g transform="translate(100.182625 322.182437)scale(0.1 -0.1)">
  60. <defs>
  61. <path d="M 31.78125 66.40625
  62. Q 24.171875 66.40625 20.328125 58.90625
  63. Q 16.5 51.421875 16.5 36.375
  64. Q 16.5 21.390625 20.328125 13.890625
  65. Q 24.171875 6.390625 31.78125 6.390625
  66. Q 39.453125 6.390625 43.28125 13.890625
  67. Q 47.125 21.390625 47.125 36.375
  68. Q 47.125 51.421875 43.28125 58.90625
  69. Q 39.453125 66.40625 31.78125 66.40625
  70. z
  71. M 31.78125 74.21875
  72. Q 44.046875 74.21875 50.515625 64.515625
  73. Q 56.984375 54.828125 56.984375 36.375
  74. Q 56.984375 17.96875 50.515625 8.265625
  75. Q 44.046875 -1.421875 31.78125 -1.421875
  76. Q 19.53125 -1.421875 13.0625 8.265625
  77. Q 6.59375 17.96875 6.59375 36.375
  78. Q 6.59375 54.828125 13.0625 64.515625
  79. Q 19.53125 74.21875 31.78125 74.21875
  80. z
  81. " id="DejaVuSans-48"/>
  82. </defs>
  83. <use xlink:href="#DejaVuSans-48"/>
  84. </g>
  85. </g>
  86. </g>
  87. <g id="xtick_2">
  88. <g id="line2d_2">
  89. <g>
  90. <use style="stroke:#000000;stroke-width:0.8;" x="155.338875" xlink:href="#m8d159f7836" y="307.584"/>
  91. </g>
  92. </g>
  93. <g id="text_2">
  94. <!-- 100 -->
  95. <g transform="translate(145.795125 322.182437)scale(0.1 -0.1)">
  96. <defs>
  97. <path d="M 12.40625 8.296875
  98. L 28.515625 8.296875
  99. L 28.515625 63.921875
  100. L 10.984375 60.40625
  101. L 10.984375 69.390625
  102. L 28.421875 72.90625
  103. L 38.28125 72.90625
  104. L 38.28125 8.296875
  105. L 54.390625 8.296875
  106. L 54.390625 0
  107. L 12.40625 0
  108. z
  109. " id="DejaVuSans-49"/>
  110. </defs>
  111. <use xlink:href="#DejaVuSans-49"/>
  112. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  113. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  114. </g>
  115. </g>
  116. </g>
  117. <g id="xtick_3">
  118. <g id="line2d_3">
  119. <g>
  120. <use style="stroke:#000000;stroke-width:0.8;" x="207.313875" xlink:href="#m8d159f7836" y="307.584"/>
  121. </g>
  122. </g>
  123. <g id="text_3">
  124. <!-- 200 -->
  125. <g transform="translate(197.770125 322.182437)scale(0.1 -0.1)">
  126. <defs>
  127. <path d="M 19.1875 8.296875
  128. L 53.609375 8.296875
  129. L 53.609375 0
  130. L 7.328125 0
  131. L 7.328125 8.296875
  132. Q 12.9375 14.109375 22.625 23.890625
  133. Q 32.328125 33.6875 34.8125 36.53125
  134. Q 39.546875 41.84375 41.421875 45.53125
  135. Q 43.3125 49.21875 43.3125 52.78125
  136. Q 43.3125 58.59375 39.234375 62.25
  137. Q 35.15625 65.921875 28.609375 65.921875
  138. Q 23.96875 65.921875 18.8125 64.3125
  139. Q 13.671875 62.703125 7.8125 59.421875
  140. L 7.8125 69.390625
  141. Q 13.765625 71.78125 18.9375 73
  142. Q 24.125 74.21875 28.421875 74.21875
  143. Q 39.75 74.21875 46.484375 68.546875
  144. Q 53.21875 62.890625 53.21875 53.421875
  145. Q 53.21875 48.921875 51.53125 44.890625
  146. Q 49.859375 40.875 45.40625 35.40625
  147. Q 44.1875 33.984375 37.640625 27.21875
  148. Q 31.109375 20.453125 19.1875 8.296875
  149. z
  150. " id="DejaVuSans-50"/>
  151. </defs>
  152. <use xlink:href="#DejaVuSans-50"/>
  153. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  154. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  155. </g>
  156. </g>
  157. </g>
  158. <g id="xtick_4">
  159. <g id="line2d_4">
  160. <g>
  161. <use style="stroke:#000000;stroke-width:0.8;" x="259.288875" xlink:href="#m8d159f7836" y="307.584"/>
  162. </g>
  163. </g>
  164. <g id="text_4">
  165. <!-- 300 -->
  166. <g transform="translate(249.745125 322.182437)scale(0.1 -0.1)">
  167. <defs>
  168. <path d="M 40.578125 39.3125
  169. Q 47.65625 37.796875 51.625 33
  170. Q 55.609375 28.21875 55.609375 21.1875
  171. Q 55.609375 10.40625 48.1875 4.484375
  172. Q 40.765625 -1.421875 27.09375 -1.421875
  173. Q 22.515625 -1.421875 17.65625 -0.515625
  174. Q 12.796875 0.390625 7.625 2.203125
  175. L 7.625 11.71875
  176. Q 11.71875 9.328125 16.59375 8.109375
  177. Q 21.484375 6.890625 26.8125 6.890625
  178. Q 36.078125 6.890625 40.9375 10.546875
  179. Q 45.796875 14.203125 45.796875 21.1875
  180. Q 45.796875 27.640625 41.28125 31.265625
  181. Q 36.765625 34.90625 28.71875 34.90625
  182. L 20.21875 34.90625
  183. L 20.21875 43.015625
  184. L 29.109375 43.015625
  185. Q 36.375 43.015625 40.234375 45.921875
  186. Q 44.09375 48.828125 44.09375 54.296875
  187. Q 44.09375 59.90625 40.109375 62.90625
  188. Q 36.140625 65.921875 28.71875 65.921875
  189. Q 24.65625 65.921875 20.015625 65.03125
  190. Q 15.375 64.15625 9.8125 62.3125
  191. L 9.8125 71.09375
  192. Q 15.4375 72.65625 20.34375 73.4375
  193. Q 25.25 74.21875 29.59375 74.21875
  194. Q 40.828125 74.21875 47.359375 69.109375
  195. Q 53.90625 64.015625 53.90625 55.328125
  196. Q 53.90625 49.265625 50.4375 45.09375
  197. Q 46.96875 40.921875 40.578125 39.3125
  198. z
  199. " id="DejaVuSans-51"/>
  200. </defs>
  201. <use xlink:href="#DejaVuSans-51"/>
  202. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  203. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  204. </g>
  205. </g>
  206. </g>
  207. <g id="xtick_5">
  208. <g id="line2d_5">
  209. <g>
  210. <use style="stroke:#000000;stroke-width:0.8;" x="311.263875" xlink:href="#m8d159f7836" y="307.584"/>
  211. </g>
  212. </g>
  213. <g id="text_5">
  214. <!-- 400 -->
  215. <g transform="translate(301.720125 322.182437)scale(0.1 -0.1)">
  216. <defs>
  217. <path d="M 37.796875 64.3125
  218. L 12.890625 25.390625
  219. L 37.796875 25.390625
  220. z
  221. M 35.203125 72.90625
  222. L 47.609375 72.90625
  223. L 47.609375 25.390625
  224. L 58.015625 25.390625
  225. L 58.015625 17.1875
  226. L 47.609375 17.1875
  227. L 47.609375 0
  228. L 37.796875 0
  229. L 37.796875 17.1875
  230. L 4.890625 17.1875
  231. L 4.890625 26.703125
  232. z
  233. " id="DejaVuSans-52"/>
  234. </defs>
  235. <use xlink:href="#DejaVuSans-52"/>
  236. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  237. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  238. </g>
  239. </g>
  240. </g>
  241. <g id="xtick_6">
  242. <g id="line2d_6">
  243. <g>
  244. <use style="stroke:#000000;stroke-width:0.8;" x="363.238875" xlink:href="#m8d159f7836" y="307.584"/>
  245. </g>
  246. </g>
  247. <g id="text_6">
  248. <!-- 500 -->
  249. <g transform="translate(353.695125 322.182437)scale(0.1 -0.1)">
  250. <defs>
  251. <path d="M 10.796875 72.90625
  252. L 49.515625 72.90625
  253. L 49.515625 64.59375
  254. L 19.828125 64.59375
  255. L 19.828125 46.734375
  256. Q 21.96875 47.46875 24.109375 47.828125
  257. Q 26.265625 48.1875 28.421875 48.1875
  258. Q 40.625 48.1875 47.75 41.5
  259. Q 54.890625 34.8125 54.890625 23.390625
  260. Q 54.890625 11.625 47.5625 5.09375
  261. Q 40.234375 -1.421875 26.90625 -1.421875
  262. Q 22.3125 -1.421875 17.546875 -0.640625
  263. Q 12.796875 0.140625 7.71875 1.703125
  264. L 7.71875 11.625
  265. Q 12.109375 9.234375 16.796875 8.0625
  266. Q 21.484375 6.890625 26.703125 6.890625
  267. Q 35.15625 6.890625 40.078125 11.328125
  268. Q 45.015625 15.765625 45.015625 23.390625
  269. Q 45.015625 31 40.078125 35.4375
  270. Q 35.15625 39.890625 26.703125 39.890625
  271. Q 22.75 39.890625 18.8125 39.015625
  272. Q 14.890625 38.140625 10.796875 36.28125
  273. z
  274. " id="DejaVuSans-53"/>
  275. </defs>
  276. <use xlink:href="#DejaVuSans-53"/>
  277. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  278. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  279. </g>
  280. </g>
  281. </g>
  282. </g>
  283. <g id="matplotlib.axis_2">
  284. <g id="ytick_1">
  285. <g id="line2d_7">
  286. <defs>
  287. <path d="M 0 0
  288. L -3.5 0
  289. " id="mf3a5ed237c" style="stroke:#000000;stroke-width:0.8;"/>
  290. </defs>
  291. <g>
  292. <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#mf3a5ed237c" y="41.731875"/>
  293. </g>
  294. </g>
  295. <g id="text_7">
  296. <!-- 0 -->
  297. <g transform="translate(89.7415 45.531094)scale(0.1 -0.1)">
  298. <use xlink:href="#DejaVuSans-48"/>
  299. </g>
  300. </g>
  301. </g>
  302. <g id="ytick_2">
  303. <g id="line2d_8">
  304. <g>
  305. <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#mf3a5ed237c" y="93.706875"/>
  306. </g>
  307. </g>
  308. <g id="text_8">
  309. <!-- 100 -->
  310. <g transform="translate(77.0165 97.506094)scale(0.1 -0.1)">
  311. <use xlink:href="#DejaVuSans-49"/>
  312. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  313. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  314. </g>
  315. </g>
  316. </g>
  317. <g id="ytick_3">
  318. <g id="line2d_9">
  319. <g>
  320. <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#mf3a5ed237c" y="145.681875"/>
  321. </g>
  322. </g>
  323. <g id="text_9">
  324. <!-- 200 -->
  325. <g transform="translate(77.0165 149.481094)scale(0.1 -0.1)">
  326. <use xlink:href="#DejaVuSans-50"/>
  327. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  328. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  329. </g>
  330. </g>
  331. </g>
  332. <g id="ytick_4">
  333. <g id="line2d_10">
  334. <g>
  335. <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#mf3a5ed237c" y="197.656875"/>
  336. </g>
  337. </g>
  338. <g id="text_10">
  339. <!-- 300 -->
  340. <g transform="translate(77.0165 201.456094)scale(0.1 -0.1)">
  341. <use xlink:href="#DejaVuSans-51"/>
  342. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  343. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  344. </g>
  345. </g>
  346. </g>
  347. <g id="ytick_5">
  348. <g id="line2d_11">
  349. <g>
  350. <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#mf3a5ed237c" y="249.631875"/>
  351. </g>
  352. </g>
  353. <g id="text_11">
  354. <!-- 400 -->
  355. <g transform="translate(77.0165 253.431094)scale(0.1 -0.1)">
  356. <use xlink:href="#DejaVuSans-52"/>
  357. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  358. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  359. </g>
  360. </g>
  361. </g>
  362. <g id="ytick_6">
  363. <g id="line2d_12">
  364. <g>
  365. <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#mf3a5ed237c" y="301.606875"/>
  366. </g>
  367. </g>
  368. <g id="text_12">
  369. <!-- 500 -->
  370. <g transform="translate(77.0165 305.406094)scale(0.1 -0.1)">
  371. <use xlink:href="#DejaVuSans-53"/>
  372. <use x="63.623047" xlink:href="#DejaVuSans-48"/>
  373. <use x="127.246094" xlink:href="#DejaVuSans-48"/>
  374. </g>
  375. </g>
  376. </g>
  377. </g>
  378. <g id="patch_3">
  379. <path d="M 103.104 307.584
  380. L 103.104 41.472
  381. " style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
  382. </g>
  383. <g id="patch_4">
  384. <path d="M 369.216 307.584
  385. L 369.216 41.472
  386. " style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
  387. </g>
  388. <g id="patch_5">
  389. <path d="M 103.104 307.584
  390. L 369.216 307.584
  391. " style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
  392. </g>
  393. <g id="patch_6">
  394. <path d="M 103.104 41.472
  395. L 369.216 41.472
  396. " style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
  397. </g>
  398. </g>
  399. </g>
  400. <defs>
  401. <clipPath id="pe98862febb">
  402. <rect height="266.112" width="266.112" x="103.104" y="41.472"/>
  403. </clipPath>
  404. </defs>
  405. </svg>