Lines Matching refs:n
14 "# Relevance Reasoning with pyAgrum\n",
15 "\n",
16 "Relevance reasoning is the analysis of the influence of evidence on a Bayesian network. \n",
17 "\n",
32 "import pyAgrum as gum\n",
33 "import pyAgrum.lib.notebook as gnb\n",
34 "\n",
35 "import time\n",
36 "import os\n",
37 "%matplotlib inline\n",
38 "from pylab import *\n",
46 "## Multiple inference\n",
47 "\n",
64 …//www.w3.org/1999/xlink\" width=\"432pt\" height=\"317pt\" viewBox=\"0.00 0.00 432.00 317.14\">\n",
65 … "<g id=\"graph0\" class=\"graph\" transform=\"scale(0.42 0.42) rotate(0) translate(4 760)\">\n",
66 "<title>G</title>\n",
67 "<!-- FIO2 -->\n",
68 "<g id=\"node1\" class=\"node\">\n",
69 "<title>FIO2</title>\n",
70 "<g id=\"a_node1\"><a xlink:title=\"(8) FIO2\">\n",
71 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"166.29\" cy=\"-450\" rx=\"29.8\" ry=\"18\"/>\n",
72 …66.29\" y=\"-446.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">FIO2</text>\n",
73 "</a>\n",
74 "</g>\n",
75 "</g>\n",
76 "<!-- PVSAT -->\n",
77 "<g id=\"node11\" class=\"node\">\n",
78 "<title>PVSAT</title>\n",
79 "<g id=\"a_node11\"><a xlink:title=\"(27) PVSAT\">\n",
80 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"174.29\" cy=\"-378\" rx=\"38.19\" ry=\"18\"/>\n",
81 …4.29\" y=\"-374.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">PVSAT</text>\n",
82 "</a>\n",
83 "</g>\n",
84 "</g>\n",
85 "<!-- FIO2->PVSAT -->\n",
86 "<g id=\"edge16\" class=\"edge\">\n",
87 "<title>FIO2->PVSAT</title>\n",
88 "<g id=\"a_edge16\"><a xlink:title=\"(8, 27) : \">\n",
89 …\"none\" stroke=\"#4a4a4a\" d=\"M168.27,-431.7C169.15,-423.98 170.21,-414.71 171.19,-406.11\"/>\n",
90 …4a\" stroke=\"#4a4a4a\" points=\"174.68,-406.44 172.34,-396.1 167.73,-405.64 174.68,-406.44\"/>\n",
91 "</a>\n",
92 "</g>\n",
93 "</g>\n",
94 "<!-- HISTORY -->\n",
95 "<g id=\"node2\" class=\"node\">\n",
96 "<title>HISTORY</title>\n",
97 "<g id=\"a_node2\"><a xlink:title=\"(19) HISTORY\">\n",
98 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"983.29\" cy=\"-162\" rx=\"49.29\" ry=\"18\"/>\n",
99 …29\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">HISTORY</text>\n",
100 "</a>\n",
101 "</g>\n",
102 "</g>\n",
103 "<!-- PULMEMBOLUS -->\n",
104 "<g id=\"node3\" class=\"node\">\n",
105 "<title>PULMEMBOLUS</title>\n",
106 "<g id=\"a_node3\"><a xlink:title=\"(4) PULMEMBOLUS\">\n",
107 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"79.29\" cy=\"-594\" rx=\"79.09\" ry=\"18\"/>\n",
108 … y=\"-590.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">PULMEMBOLUS</text>\n",
109 "</a>\n",
110 "</g>\n",
111 "</g>\n",
112 "<!-- SHUNT -->\n",
113 "<g id=\"node6\" class=\"node\">\n",
114 "<title>SHUNT</title>\n",
115 "<g id=\"a_node6\"><a xlink:title=\"(18) SHUNT\">\n",
116 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"125.29\" cy=\"-522\" rx=\"40.89\" ry=\"18\"/>\n",
117 …5.29\" y=\"-518.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">SHUNT</text>\n",
118 "</a>\n",
119 "</g>\n",
120 "</g>\n",
121 "<!-- PULMEMBOLUS->SHUNT -->\n",
122 "<g id=\"edge10\" class=\"edge\">\n",
123 "<title>PULMEMBOLUS->SHUNT</title>\n",
124 "<g id=\"a_edge10\"><a xlink:title=\"(4, 18) : \">\n",
125 …l=\"none\" stroke=\"#4a4a4a\" d=\"M90.43,-576.05C95.91,-567.71 102.63,-557.49 108.7,-548.25\"/>\n",
126 …a\" stroke=\"#4a4a4a\" points=\"111.69,-550.07 114.26,-539.79 105.84,-546.22 111.69,-550.07\"/>\n",
127 "</a>\n",
128 "</g>\n",
129 "</g>\n",
130 "<!-- PAP -->\n",
131 "<g id=\"node29\" class=\"node\">\n",
132 "<title>PAP</title>\n",
133 "<g id=\"a_node29\"><a xlink:title=\"(12) PAP\">\n",
134 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"39.29\" cy=\"-522\" rx=\"27\" ry=\"18\"/>\n",
135 …"39.29\" y=\"-518.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">PAP</text>\n",
136 "</a>\n",
137 "</g>\n",
138 "</g>\n",
139 "<!-- PULMEMBOLUS->PAP -->\n",
140 "<g id=\"edge4\" class=\"edge\">\n",
141 "<title>PULMEMBOLUS->PAP</title>\n",
142 "<g id=\"a_edge4\"><a xlink:title=\"(4, 12) : \">\n",
143 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M69.61,-576.05C64.82,-567.68 58.95,-557.4 53.66,-548.13\"/>\n",
144 …a4a4a\" stroke=\"#4a4a4a\" points=\"56.61,-546.25 48.61,-539.31 50.53,-549.73 56.61,-546.25\"/>\n",
145 "</a>\n",
146 "</g>\n",
147 "</g>\n",
148 "<!-- DISCONNECT -->\n",
149 "<g id=\"node4\" class=\"node\">\n",
150 "<title>DISCONNECT</title>\n",
151 "<g id=\"a_node4\"><a xlink:title=\"(10) DISCONNECT\">\n",
152 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"329.29\" cy=\"-666\" rx=\"68.49\" ry=\"18\"/>\n",
153 …" y=\"-662.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">DISCONNECT</text>\n",
154 "</a>\n",
155 "</g>\n",
156 "</g>\n",
157 "<!-- VENTTUBE -->\n",
158 "<g id=\"node25\" class=\"node\">\n",
159 "<title>VENTTUBE</title>\n",
160 "<g id=\"a_node25\"><a xlink:title=\"(20) VENTTUBE\">\n",
161 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"404.29\" cy=\"-594\" rx=\"58.49\" ry=\"18\"/>\n",
162 …9\" y=\"-590.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">VENTTUBE</text>\n",
163 "</a>\n",
164 "</g>\n",
165 "</g>\n",
166 "<!-- DISCONNECT->VENTTUBE -->\n",
167 "<g id=\"edge33\" class=\"edge\">\n",
168 "<title>DISCONNECT->VENTTUBE</title>\n",
169 "<g id=\"a_edge33\"><a xlink:title=\"(10, 20) : \">\n",
170 …\"none\" stroke=\"#4a4a4a\" d=\"M347.07,-648.41C356.76,-639.37 368.9,-628.03 379.51,-618.13\"/>\n",
171 …a\" stroke=\"#4a4a4a\" points=\"381.98,-620.61 386.91,-611.23 377.21,-615.49 381.98,-620.61\"/>\n",
172 "</a>\n",
173 "</g>\n",
174 "</g>\n",
175 "<!-- VENTALV -->\n",
176 "<g id=\"node5\" class=\"node\">\n",
177 "<title>VENTALV</title>\n",
178 "<g id=\"a_node5\"><a xlink:title=\"(25) VENTALV\">\n",
179 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"266.29\" cy=\"-450\" rx=\"51.99\" ry=\"18\"/>\n",
180 …29\" y=\"-446.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">VENTALV</text>\n",
181 "</a>\n",
182 "</g>\n",
183 "</g>\n",
184 "<!-- VENTALV->PVSAT -->\n",
185 "<g id=\"edge36\" class=\"edge\">\n",
186 "<title>VENTALV->PVSAT</title>\n",
187 "<g id=\"a_edge36\"><a xlink:title=\"(25, 27) : \">\n",
188 …"none\" stroke=\"#4a4a4a\" d=\"M245.42,-433.12C232.51,-423.29 215.79,-410.58 201.81,-399.94\"/>\n",
189 …a4a4a\" stroke=\"#4a4a4a\" points=\"203.6,-396.9 193.52,-393.63 199.36,-402.47 203.6,-396.9\"/>\n",
190 "</a>\n",
191 "</g>\n",
192 "</g>\n",
193 "<!-- ARTCO2 -->\n",
194 "<g id=\"node13\" class=\"node\">\n",
195 "<title>ARTCO2</title>\n",
196 "<g id=\"a_node13\"><a xlink:title=\"(26) ARTCO2\">\n",
197 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"385.29\" cy=\"-378\" rx=\"45.49\" ry=\"18\"/>\n",
198 ….29\" y=\"-374.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">ARTCO2</text>\n",
199 "</a>\n",
200 "</g>\n",
201 "</g>\n",
202 "<!-- VENTALV->ARTCO2 -->\n",
203 "<g id=\"edge15\" class=\"edge\">\n",
204 "<title>VENTALV->ARTCO2</title>\n",
205 "<g id=\"a_edge15\"><a xlink:title=\"(25, 26) : \">\n",
206 …\"none\" stroke=\"#4a4a4a\" d=\"M291.53,-434.15C309.2,-423.76 332.98,-409.77 352.18,-398.48\"/>\n",
207 …4a\" stroke=\"#4a4a4a\" points=\"354.06,-401.43 360.91,-393.35 350.51,-395.4 354.06,-401.43\"/>\n",
208 "</a>\n",
209 "</g>\n",
210 "</g>\n",
211 "<!-- SAO2 -->\n",
212 "<g id=\"node12\" class=\"node\">\n",
213 "<title>SAO2</title>\n",
214 "<g id=\"a_node12\"><a xlink:title=\"(28) SAO2\">\n",
215 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"151.29\" cy=\"-306\" rx=\"33.6\" ry=\"18\"/>\n",
216 …51.29\" y=\"-302.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">SAO2</text>\n",
217 "</a>\n",
218 "</g>\n",
219 "</g>\n",
220 "<!-- SHUNT->SAO2 -->\n",
221 "<g id=\"edge21\" class=\"edge\">\n",
222 "<title>SHUNT->SAO2</title>\n",
223 "<g id=\"a_edge21\"><a xlink:title=\"(18, 28) : \">\n",
224 …03.81C120.15,-474.08 115.89,-411.3 127.29,-360 129.36,-350.69 133.17,-341.03 137.16,-332.55\"/>\n",
225 …a\" stroke=\"#4a4a4a\" points=\"140.31,-334.07 141.65,-323.56 134.05,-330.95 140.31,-334.07\"/>\n",
226 "</a>\n",
227 "</g>\n",
228 "</g>\n",
229 "<!-- HYPOVOLEMIA -->\n",
230 "<g id=\"node7\" class=\"node\">\n",
231 "<title>HYPOVOLEMIA</title>\n",
232 "<g id=\"a_node7\"><a xlink:title=\"(1) HYPOVOLEMIA\">\n",
233 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"677.29\" cy=\"-234\" rx=\"77.19\" ry=\"18\"/>\n",
234 … y=\"-230.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">HYPOVOLEMIA</text>\n",
235 "</a>\n",
236 "</g>\n",
237 "</g>\n",
238 "<!-- STROKEVOLUME -->\n",
239 "<g id=\"node19\" class=\"node\">\n",
240 "<title>STROKEVOLUME</title>\n",
241 "<g id=\"a_node19\"><a xlink:title=\"(13) STROKEVOLUME\">\n",
242 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"667.29\" cy=\"-162\" rx=\"85.29\" ry=\"18\"/>\n",
243 …y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">STROKEVOLUME</text>\n",
244 "</a>\n",
245 "</g>\n",
246 "</g>\n",
247 "<!-- HYPOVOLEMIA->STROKEVOLUME -->\n",
248 "<g id=\"edge42\" class=\"edge\">\n",
249 "<title>HYPOVOLEMIA->STROKEVOLUME</title>\n",
250 "<g id=\"a_edge42\"><a xlink:title=\"(1, 13) : \">\n",
251 …\"none\" stroke=\"#4a4a4a\" d=\"M674.82,-215.7C673.72,-207.98 672.39,-198.71 671.17,-190.11\"/>\n",
252 …a4a\" stroke=\"#4a4a4a\" points=\"674.62,-189.51 669.74,-180.1 667.69,-190.5 674.62,-189.51\"/>\n",
253 "</a>\n",
254 "</g>\n",
255 "</g>\n",
256 "<!-- LVEDVOLUME -->\n",
257 "<g id=\"node32\" class=\"node\">\n",
258 "<title>LVEDVOLUME</title>\n",
259 "<g id=\"a_node32\"><a xlink:title=\"(15) LVEDVOLUME\">\n",
260 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"843.29\" cy=\"-162\" rx=\"72.59\" ry=\"18\"/>\n",
261 …" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">LVEDVOLUME</text>\n",
262 "</a>\n",
263 "</g>\n",
264 "</g>\n",
265 "<!-- HYPOVOLEMIA->LVEDVOLUME -->\n",
266 "<g id=\"edge17\" class=\"edge\">\n",
267 "<title>HYPOVOLEMIA->LVEDVOLUME</title>\n",
268 "<g id=\"a_edge17\"><a xlink:title=\"(1, 15) : \">\n",
269 …=\"none\" stroke=\"#4a4a4a\" d=\"M712.9,-217.98C737.93,-207.43 771.61,-193.23 798.47,-181.9\"/>\n",
270 …a\" stroke=\"#4a4a4a\" points=\"800.17,-184.98 808.03,-177.87 797.45,-178.53 800.17,-184.98\"/>\n",
271 "</a>\n",
272 "</g>\n",
273 "</g>\n",
274 "<!-- PCWP -->\n",
275 "<g id=\"node8\" class=\"node\">\n",
276 "<title>PCWP</title>\n",
277 "<g id=\"a_node8\"><a xlink:title=\"(17) PCWP\">\n",
278 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"802.29\" cy=\"-90\" rx=\"36\" ry=\"18\"/>\n",
279 …802.29\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">PCWP</text>\n",
280 "</a>\n",
281 "</g>\n",
282 "</g>\n",
283 "<!-- HREKG -->\n",
284 "<g id=\"node9\" class=\"node\">\n",
285 "<title>HREKG</title>\n",
286 "<g id=\"a_node9\"><a xlink:title=\"(35) HREKG\">\n",
287 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"204.29\" cy=\"-90\" rx=\"42.49\" ry=\"18\"/>\n",
288 …04.29\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">HREKG</text>\n",
289 "</a>\n",
290 "</g>\n",
291 "</g>\n",
292 "<!-- CATECHOL -->\n",
293 "<g id=\"node10\" class=\"node\">\n",
294 "<title>CATECHOL</title>\n",
295 "<g id=\"a_node10\"><a xlink:title=\"(30) CATECHOL\">\n",
296 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"311.29\" cy=\"-234\" rx=\"58.49\" ry=\"18\"/>\n",
297 …9\" y=\"-230.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">CATECHOL</text>\n",
298 "</a>\n",
299 "</g>\n",
300 "</g>\n",
301 "<!-- HR -->\n",
302 "<g id=\"node36\" class=\"node\">\n",
303 "<title>HR</title>\n",
304 "<g id=\"a_node36\"><a xlink:title=\"(31) HR\">\n",
305 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"311.29\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
306 …"311.29\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">HR</text>\n",
307 "</a>\n",
308 "</g>\n",
309 "</g>\n",
310 "<!-- CATECHOL->HR -->\n",
311 "<g id=\"edge45\" class=\"edge\">\n",
312 "<title>CATECHOL->HR</title>\n",
313 "<g id=\"a_edge45\"><a xlink:title=\"(30, 31) : \">\n",
314 …\"none\" stroke=\"#4a4a4a\" d=\"M311.29,-215.7C311.29,-207.98 311.29,-198.71 311.29,-190.11\"/>\n",
315 …a4a4a\" stroke=\"#4a4a4a\" points=\"314.79,-190.1 311.29,-180.1 307.79,-190.1 314.79,-190.1\"/>\n",
316 "</a>\n",
317 "</g>\n",
318 "</g>\n",
319 "<!-- PVSAT->SAO2 -->\n",
320 "<g id=\"edge14\" class=\"edge\">\n",
321 "<title>PVSAT->SAO2</title>\n",
322 "<g id=\"a_edge14\"><a xlink:title=\"(27, 28) : \">\n",
323 …l=\"none\" stroke=\"#4a4a4a\" d=\"M168.73,-360.05C166.1,-352.06 162.9,-342.33 159.97,-333.4\"/>\n",
324 …a4a\" stroke=\"#4a4a4a\" points=\"163.26,-332.2 156.81,-323.79 156.61,-334.38 163.26,-332.2\"/>\n",
325 "</a>\n",
326 "</g>\n",
327 "</g>\n",
328 "<!-- SAO2->CATECHOL -->\n",
329 "<g id=\"edge13\" class=\"edge\">\n",
330 "<title>SAO2->CATECHOL</title>\n",
331 "<g id=\"a_edge13\"><a xlink:title=\"(28, 30) : \">\n",
332 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M176.65,-293.91C201.69,-282.95 240.43,-266 269.93,-253.1\"/>\n",
333 …a4a\" stroke=\"#4a4a4a\" points=\"271.4,-256.27 279.16,-249.06 268.59,-249.86 271.4,-256.27\"/>\n",
334 "</a>\n",
335 "</g>\n",
336 "</g>\n",
337 "<!-- ARTCO2->CATECHOL -->\n",
338 "<g id=\"edge3\" class=\"edge\">\n",
339 "<title>ARTCO2->CATECHOL</title>\n",
340 "<g id=\"a_edge3\"><a xlink:title=\"(26, 30) : \">\n",
341 …59.9C383.19,-341.17 378.95,-310.79 366.29,-288 359.95,-276.59 350.36,-266.12 340.95,-257.55\"/>\n",
342 …a\" stroke=\"#4a4a4a\" points=\"343.01,-254.71 333.16,-250.82 338.44,-260.01 343.01,-254.71\"/>\n",
343 "</a>\n",
344 "</g>\n",
345 "</g>\n",
346 "<!-- EXPCO2 -->\n",
347 "<g id=\"node20\" class=\"node\">\n",
348 "<title>EXPCO2</title>\n",
349 "<g id=\"a_node20\"><a xlink:title=\"(29) EXPCO2\">\n",
350 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"458.29\" cy=\"-306\" rx=\"44.69\" ry=\"18\"/>\n",
351 ….29\" y=\"-302.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">EXPCO2</text>\n",
352 "</a>\n",
353 "</g>\n",
354 "</g>\n",
355 "<!-- ARTCO2->EXPCO2 -->\n",
356 "<g id=\"edge20\" class=\"edge\">\n",
357 "<title>ARTCO2->EXPCO2</title>\n",
358 "<g id=\"a_edge20\"><a xlink:title=\"(26, 29) : \">\n",
359 …\"none\" stroke=\"#4a4a4a\" d=\"M401.86,-361.12C411.47,-351.9 423.75,-340.13 434.39,-329.92\"/>\n",
360 …#4a4a4a\" stroke=\"#4a4a4a\" points=\"437,-332.27 441.79,-322.82 432.15,-327.22 437,-332.27\"/>\n",
361 "</a>\n",
362 "</g>\n",
363 "</g>\n",
364 "<!-- ANAPHYLAXIS -->\n",
365 "<g id=\"node14\" class=\"node\">\n",
366 "<title>ANAPHYLAXIS</title>\n",
367 "<g id=\"a_node14\"><a xlink:title=\"(11) ANAPHYLAXIS\">\n",
368 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"561.29\" cy=\"-378\" rx=\"75.29\" ry=\"18\"/>\n",
369 … y=\"-374.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">ANAPHYLAXIS</text>\n",
370 "</a>\n",
371 "</g>\n",
372 "</g>\n",
373 "<!-- TPR -->\n",
374 "<g id=\"node15\" class=\"node\">\n",
375 "<title>TPR</title>\n",
376 "<g id=\"a_node15\"><a xlink:title=\"(14) TPR\">\n",
377 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"554.29\" cy=\"-306\" rx=\"27.1\" ry=\"18\"/>\n",
378 …554.29\" y=\"-302.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">TPR</text>\n",
379 "</a>\n",
380 "</g>\n",
381 "</g>\n",
382 "<!-- ANAPHYLAXIS->TPR -->\n",
383 "<g id=\"edge12\" class=\"edge\">\n",
384 "<title>ANAPHYLAXIS->TPR</title>\n",
385 "<g id=\"a_edge12\"><a xlink:title=\"(11, 14) : \">\n",
386 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M559.56,-359.7C558.79,-351.98 557.86,-342.71 557,-334.11\"/>\n",
387 …4a4a4a\" stroke=\"#4a4a4a\" points=\"560.48,-333.71 556,-324.1 553.52,-334.4 560.48,-333.71\"/>\n",
388 "</a>\n",
389 "</g>\n",
390 "</g>\n",
391 "<!-- TPR->CATECHOL -->\n",
392 "<g id=\"edge26\" class=\"edge\">\n",
393 "<title>TPR->CATECHOL</title>\n",
394 "<g id=\"a_edge26\"><a xlink:title=\"(14, 30) : \">\n",
395 …95.29C525.56,-292.76 518.71,-290.14 512.29,-288 463.99,-271.93 407.9,-257.48 367.26,-247.74\"/>\n",
396 …4a\" stroke=\"#4a4a4a\" points=\"367.82,-244.28 357.28,-245.37 366.2,-251.09 367.82,-244.28\"/>\n",
397 "</a>\n",
398 "</g>\n",
399 "</g>\n",
400 "<!-- BP -->\n",
401 "<g id=\"node33\" class=\"node\">\n",
402 "<title>BP</title>\n",
403 "<g id=\"a_node33\"><a xlink:title=\"(36) BP\">\n",
404 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"581.29\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
405 …\"581.29\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">BP</text>\n",
406 "</a>\n",
407 "</g>\n",
408 "</g>\n",
409 "<!-- TPR->BP -->\n",
410 "<g id=\"edge31\" class=\"edge\">\n",
411 "<title>TPR->BP</title>\n",
412 "<g id=\"a_edge31\"><a xlink:title=\"(14, 36) : \">\n",
413 …5.28,-288C557.6,-249.49 563.93,-152.63 573.29,-72 574.27,-63.55 575.57,-54.38 576.84,-46.08\"/>\n",
414 …4a4a4a\" stroke=\"#4a4a4a\" points=\"580.31,-46.57 578.4,-36.15 573.39,-45.48 580.31,-46.57\"/>\n",
415 "</a>\n",
416 "</g>\n",
417 "</g>\n",
418 "<!-- CO -->\n",
419 "<g id=\"node16\" class=\"node\">\n",
420 "<title>CO</title>\n",
421 "<g id=\"a_node16\"><a xlink:title=\"(34) CO\">\n",
422 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"609.29\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
423 …\"609.29\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">CO</text>\n",
424 "</a>\n",
425 "</g>\n",
426 "</g>\n",
427 "<!-- CO->BP -->\n",
428 "<g id=\"edge29\" class=\"edge\">\n",
429 "<title>CO->BP</title>\n",
430 "<g id=\"a_edge29\"><a xlink:title=\"(34, 36) : \">\n",
431 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M602.66,-72.41C599.38,-64.22 595.35,-54.14 591.67,-44.95\"/>\n",
432 …a4a4a\" stroke=\"#4a4a4a\" points=\"594.84,-43.45 587.88,-35.47 588.35,-46.05 594.84,-43.45\"/>\n",
433 "</a>\n",
434 "</g>\n",
435 "</g>\n",
436 "<!-- KINKEDTUBE -->\n",
437 "<g id=\"node17\" class=\"node\">\n",
438 "<title>KINKEDTUBE</title>\n",
439 "<g id=\"a_node17\"><a xlink:title=\"(0) KINKEDTUBE\">\n",
440 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"550.29\" cy=\"-594\" rx=\"69.59\" ry=\"18\"/>\n",
441 …" y=\"-590.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">KINKEDTUBE</text>\n",
442 "</a>\n",
443 "</g>\n",
444 "</g>\n",
445 "<!-- PRESS -->\n",
446 "<g id=\"node24\" class=\"node\">\n",
447 "<title>PRESS</title>\n",
448 "<g id=\"a_node24\"><a xlink:title=\"(24) PRESS\">\n",
449 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"504.29\" cy=\"-522\" rx=\"37.89\" ry=\"18\"/>\n",
450 …4.29\" y=\"-518.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">PRESS</text>\n",
451 "</a>\n",
452 "</g>\n",
453 "</g>\n",
454 "<!-- KINKEDTUBE->PRESS -->\n",
455 "<g id=\"edge44\" class=\"edge\">\n",
456 "<title>KINKEDTUBE->PRESS</title>\n",
457 "<g id=\"a_edge44\"><a xlink:title=\"(0, 24) : \">\n",
458 …\"none\" stroke=\"#4a4a4a\" d=\"M539.16,-576.05C533.6,-567.59 526.76,-557.19 520.62,-547.84\"/>\n",
459 …a\" stroke=\"#4a4a4a\" points=\"523.43,-545.74 515.01,-539.31 517.58,-549.59 523.43,-545.74\"/>\n",
460 "</a>\n",
461 "</g>\n",
462 "</g>\n",
463 "<!-- VENTLUNG -->\n",
464 "<g id=\"node31\" class=\"node\">\n",
465 "<title>VENTLUNG</title>\n",
466 "<g id=\"a_node31\"><a xlink:title=\"(22) VENTLUNG\">\n",
467 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"388.29\" cy=\"-522\" rx=\"60.39\" ry=\"18\"/>\n",
468 …9\" y=\"-518.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">VENTLUNG</text>\n",
469 "</a>\n",
470 "</g>\n",
471 "</g>\n",
472 "<!-- KINKEDTUBE->VENTLUNG -->\n",
473 "<g id=\"edge32\" class=\"edge\">\n",
474 "<title>KINKEDTUBE->VENTLUNG</title>\n",
475 "<g id=\"a_edge32\"><a xlink:title=\"(0, 22) : \">\n",
476 …=\"none\" stroke=\"#4a4a4a\" d=\"M515.94,-578.15C491.04,-567.4 457.22,-552.78 430.65,-541.3\"/>\n",
477 …a\" stroke=\"#4a4a4a\" points=\"431.78,-537.98 421.22,-537.23 429.01,-544.41 431.78,-537.98\"/>\n",
478 "</a>\n",
479 "</g>\n",
480 "</g>\n",
481 "<!-- INSUFFANESTH -->\n",
482 "<g id=\"node18\" class=\"node\">\n",
483 "<title>INSUFFANESTH</title>\n",
484 "<g id=\"a_node18\"><a xlink:title=\"(5) INSUFFANESTH\">\n",
485 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"280.29\" cy=\"-306\" rx=\"77.19\" ry=\"18\"/>\n",
486 …y=\"-302.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">INSUFFANESTH</text>\n",
487 "</a>\n",
488 "</g>\n",
489 "</g>\n",
490 "<!-- INSUFFANESTH->CATECHOL -->\n",
491 "<g id=\"edge30\" class=\"edge\">\n",
492 "<title>INSUFFANESTH->CATECHOL</title>\n",
493 "<g id=\"a_edge30\"><a xlink:title=\"(5, 30) : \">\n",
494 …\"none\" stroke=\"#4a4a4a\" d=\"M287.8,-288.05C291.32,-280.09 295.61,-270.41 299.55,-261.51\"/>\n",
495 …4a4a\" stroke=\"#4a4a4a\" points=\"302.79,-262.84 303.64,-252.28 296.39,-260 302.79,-262.84\"/>\n",
496 "</a>\n",
497 "</g>\n",
498 "</g>\n",
499 "<!-- STROKEVOLUME->CO -->\n",
500 "<g id=\"edge37\" class=\"edge\">\n",
501 "<title>STROKEVOLUME->CO</title>\n",
502 "<g id=\"a_edge37\"><a xlink:title=\"(13, 34) : \">\n",
503 …"none\" stroke=\"#4a4a4a\" d=\"M653.25,-144.05C645.81,-135.08 636.57,-123.92 628.48,-114.15\"/>\n",
504 …4a\" stroke=\"#4a4a4a\" points=\"631.09,-111.82 622.02,-106.36 625.7,-116.29 631.09,-111.82\"/>\n",
505 "</a>\n",
506 "</g>\n",
507 "</g>\n",
508 "<!-- LVFAILURE -->\n",
509 "<g id=\"node21\" class=\"node\">\n",
510 "<title>LVFAILURE</title>\n",
511 "<g id=\"a_node21\"><a xlink:title=\"(9) LVFAILURE\">\n",
512 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"843.29\" cy=\"-234\" rx=\"59.59\" ry=\"18\"/>\n",
513 …\" y=\"-230.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">LVFAILURE</text>\n",
514 "</a>\n",
515 "</g>\n",
516 "</g>\n",
517 "<!-- LVFAILURE->HISTORY -->\n",
518 "<g id=\"edge28\" class=\"edge\">\n",
519 "<title>LVFAILURE->HISTORY</title>\n",
520 "<g id=\"a_edge28\"><a xlink:title=\"(9, 19) : \">\n",
521 …\"none\" stroke=\"#4a4a4a\" d=\"M872.98,-218.15C894.29,-207.5 923.15,-193.07 946.01,-181.64\"/>\n",
522 …a4a\" stroke=\"#4a4a4a\" points=\"947.7,-184.71 955.08,-177.11 944.57,-178.45 947.7,-184.71\"/>\n",
523 "</a>\n",
524 "</g>\n",
525 "</g>\n",
526 "<!-- LVFAILURE->STROKEVOLUME -->\n",
527 "<g id=\"edge27\" class=\"edge\">\n",
528 "<title>LVFAILURE->STROKEVOLUME</title>\n",
529 "<g id=\"a_edge27\"><a xlink:title=\"(9, 13) : \">\n",
530 …\"none\" stroke=\"#4a4a4a\" d=\"M808.52,-219.17C781.67,-208.49 744.24,-193.6 714.65,-181.84\"/>\n",
531 …a\" stroke=\"#4a4a4a\" points=\"715.93,-178.58 705.35,-178.14 713.35,-185.08 715.93,-178.58\"/>\n",
532 "</a>\n",
533 "</g>\n",
534 "</g>\n",
535 "<!-- LVFAILURE->LVEDVOLUME -->\n",
536 "<g id=\"edge41\" class=\"edge\">\n",
537 "<title>LVFAILURE->LVEDVOLUME</title>\n",
538 "<g id=\"a_edge41\"><a xlink:title=\"(9, 15) : \">\n",
539 …\"none\" stroke=\"#4a4a4a\" d=\"M843.29,-215.7C843.29,-207.98 843.29,-198.71 843.29,-190.11\"/>\n",
540 …a4a4a\" stroke=\"#4a4a4a\" points=\"846.79,-190.1 843.29,-180.1 839.79,-190.1 846.79,-190.1\"/>\n",
541 "</a>\n",
542 "</g>\n",
543 "</g>\n",
544 "<!-- ERRCAUTER -->\n",
545 "<g id=\"node22\" class=\"node\">\n",
546 "<title>ERRCAUTER</title>\n",
547 "<g id=\"a_node22\"><a xlink:title=\"(7) ERRCAUTER\">\n",
548 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"201.29\" cy=\"-162\" rx=\"64.99\" ry=\"18\"/>\n",
549 …\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">ERRCAUTER</text>\n",
550 "</a>\n",
551 "</g>\n",
552 "</g>\n",
553 "<!-- ERRCAUTER->HREKG -->\n",
554 "<g id=\"edge5\" class=\"edge\">\n",
555 "<title>ERRCAUTER->HREKG</title>\n",
556 "<g id=\"a_edge5\"><a xlink:title=\"(7, 35) : \">\n",
557 …\"none\" stroke=\"#4a4a4a\" d=\"M202.03,-143.7C202.37,-135.98 202.76,-126.71 203.13,-118.11\"/>\n",
558 …4a\" stroke=\"#4a4a4a\" points=\"206.63,-118.25 203.56,-108.1 199.63,-117.95 206.63,-118.25\"/>\n",
559 "</a>\n",
560 "</g>\n",
561 "</g>\n",
562 "<!-- HRSAT -->\n",
563 "<g id=\"node30\" class=\"node\">\n",
564 "<title>HRSAT</title>\n",
565 "<g id=\"a_node30\"><a xlink:title=\"(33) HRSAT\">\n",
566 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"306.29\" cy=\"-90\" rx=\"39.79\" ry=\"18\"/>\n",
567 …06.29\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">HRSAT</text>\n",
568 "</a>\n",
569 "</g>\n",
570 "</g>\n",
571 "<!-- ERRCAUTER->HRSAT -->\n",
572 "<g id=\"edge38\" class=\"edge\">\n",
573 "<title>ERRCAUTER->HRSAT</title>\n",
574 "<g id=\"a_edge38\"><a xlink:title=\"(7, 33) : \">\n",
575 …"none\" stroke=\"#4a4a4a\" d=\"M225.12,-145.12C240.23,-135.04 259.91,-121.92 276.11,-111.12\"/>\n",
576 …4a\" stroke=\"#4a4a4a\" points=\"278.32,-113.85 284.7,-105.39 274.44,-108.03 278.32,-113.85\"/>\n",
577 "</a>\n",
578 "</g>\n",
579 "</g>\n",
580 "<!-- MINVOLSET -->\n",
581 "<g id=\"node23\" class=\"node\">\n",
582 "<title>MINVOLSET</title>\n",
583 "<g id=\"a_node23\"><a xlink:title=\"(3) MINVOLSET\">\n",
584 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"478.29\" cy=\"-738\" rx=\"63.09\" ry=\"18\"/>\n",
585 …\" y=\"-734.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">MINVOLSET</text>\n",
586 "</a>\n",
587 "</g>\n",
588 "</g>\n",
589 "<!-- VENTMACH -->\n",
590 "<g id=\"node34\" class=\"node\">\n",
591 "<title>VENTMACH</title>\n",
592 "<g id=\"a_node34\"><a xlink:title=\"(16) VENTMACH\">\n",
593 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"478.29\" cy=\"-666\" rx=\"62.29\" ry=\"18\"/>\n",
594 …9\" y=\"-662.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">VENTMACH</text>\n",
595 "</a>\n",
596 "</g>\n",
597 "</g>\n",
598 "<!-- MINVOLSET->VENTMACH -->\n",
599 "<g id=\"edge6\" class=\"edge\">\n",
600 "<title>MINVOLSET->VENTMACH</title>\n",
601 "<g id=\"a_edge6\"><a xlink:title=\"(3, 16) : \">\n",
602 …\"none\" stroke=\"#4a4a4a\" d=\"M478.29,-719.7C478.29,-711.98 478.29,-702.71 478.29,-694.11\"/>\n",
603 …a4a4a\" stroke=\"#4a4a4a\" points=\"481.79,-694.1 478.29,-684.1 474.79,-694.1 481.79,-694.1\"/>\n",
604 "</a>\n",
605 "</g>\n",
606 "</g>\n",
607 "<!-- VENTTUBE->PRESS -->\n",
608 "<g id=\"edge39\" class=\"edge\">\n",
609 "<title>VENTTUBE->PRESS</title>\n",
610 "<g id=\"a_edge39\"><a xlink:title=\"(20, 24) : \">\n",
611 …"none\" stroke=\"#4a4a4a\" d=\"M426.98,-577.12C441.24,-567.13 459.78,-554.16 475.12,-543.42\"/>\n",
612 …a\" stroke=\"#4a4a4a\" points=\"477.55,-545.99 483.73,-537.39 473.53,-540.26 477.55,-545.99\"/>\n",
613 "</a>\n",
614 "</g>\n",
615 "</g>\n",
616 "<!-- VENTTUBE->VENTLUNG -->\n",
617 "<g id=\"edge23\" class=\"edge\">\n",
618 "<title>VENTTUBE->VENTLUNG</title>\n",
619 "<g id=\"a_edge23\"><a xlink:title=\"(20, 22) : \">\n",
620 …\"none\" stroke=\"#4a4a4a\" d=\"M400.34,-575.7C398.57,-567.98 396.46,-558.71 394.49,-550.11\"/>\n",
621 …a4a\" stroke=\"#4a4a4a\" points=\"397.84,-549.07 392.2,-540.1 391.02,-550.63 397.84,-549.07\"/>\n",
622 "</a>\n",
623 "</g>\n",
624 "</g>\n",
625 "<!-- ERRLOWOUTPUT -->\n",
626 "<g id=\"node26\" class=\"node\">\n",
627 "<title>ERRLOWOUTPUT</title>\n",
628 "<g id=\"a_node26\"><a xlink:title=\"(6) ERRLOWOUTPUT\">\n",
629 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"441.29\" cy=\"-162\" rx=\"85.29\" ry=\"18\"/>\n",
630 …y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">ERRLOWOUTPUT</text>\n",
631 "</a>\n",
632 "</g>\n",
633 "</g>\n",
634 "<!-- HRBP -->\n",
635 "<g id=\"node27\" class=\"node\">\n",
636 "<title>HRBP</title>\n",
637 "<g id=\"a_node27\"><a xlink:title=\"(32) HRBP\">\n",
638 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"420.29\" cy=\"-90\" rx=\"34.39\" ry=\"18\"/>\n",
639 …420.29\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">HRBP</text>\n",
640 "</a>\n",
641 "</g>\n",
642 "</g>\n",
643 "<!-- ERRLOWOUTPUT->HRBP -->\n",
644 "<g id=\"edge22\" class=\"edge\">\n",
645 "<title>ERRLOWOUTPUT->HRBP</title>\n",
646 "<g id=\"a_edge22\"><a xlink:title=\"(6, 32) : \">\n",
647 …l=\"none\" stroke=\"#4a4a4a\" d=\"M436.1,-143.7C433.76,-135.9 430.95,-126.51 428.34,-117.83\"/>\n",
648 …4a\" stroke=\"#4a4a4a\" points=\"431.65,-116.68 425.42,-108.1 424.95,-118.69 431.65,-116.68\"/>\n",
649 "</a>\n",
650 "</g>\n",
651 "</g>\n",
652 "<!-- MINVOL -->\n",
653 "<g id=\"node28\" class=\"node\">\n",
654 "<title>MINVOL</title>\n",
655 "<g id=\"a_node28\"><a xlink:title=\"(23) MINVOL\">\n",
656 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"383.29\" cy=\"-450\" rx=\"46.59\" ry=\"18\"/>\n",
657 ….29\" y=\"-446.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">MINVOL</text>\n",
658 "</a>\n",
659 "</g>\n",
660 "</g>\n",
661 "<!-- VENTLUNG->VENTALV -->\n",
662 "<g id=\"edge24\" class=\"edge\">\n",
663 "<title>VENTLUNG->VENTALV</title>\n",
664 "<g id=\"a_edge24\"><a xlink:title=\"(22, 25) : \">\n",
665 …"none\" stroke=\"#4a4a4a\" d=\"M361.82,-505.81C343.91,-495.54 320.09,-481.86 300.71,-470.75\"/>\n",
666 …a\" stroke=\"#4a4a4a\" points=\"302.29,-467.62 291.88,-465.68 298.81,-473.69 302.29,-467.62\"/>\n",
667 "</a>\n",
668 "</g>\n",
669 "</g>\n",
670 "<!-- VENTLUNG->EXPCO2 -->\n",
671 "<g id=\"edge11\" class=\"edge\">\n",
672 "<title>VENTLUNG->EXPCO2</title>\n",
673 "<g id=\"a_edge11\"><a xlink:title=\"(22, 29) : \">\n",
674 …-504.9C420.15,-495.4 432.47,-482.43 439.29,-468 459.73,-424.8 461.41,-368.07 460.23,-334.77\"/>\n",
675 …a\" stroke=\"#4a4a4a\" points=\"463.71,-334.25 459.74,-324.43 456.72,-334.58 463.71,-334.25\"/>\n",
676 "</a>\n",
677 "</g>\n",
678 "</g>\n",
679 "<!-- VENTLUNG->MINVOL -->\n",
680 "<g id=\"edge8\" class=\"edge\">\n",
681 "<title>VENTLUNG->MINVOL</title>\n",
682 "<g id=\"a_edge8\"><a xlink:title=\"(22, 23) : \">\n",
683 …\"none\" stroke=\"#4a4a4a\" d=\"M387.06,-503.7C386.51,-495.98 385.84,-486.71 385.23,-478.11\"/>\n",
684 …4a\" stroke=\"#4a4a4a\" points=\"388.72,-477.83 384.51,-468.1 381.74,-478.33 388.72,-477.83\"/>\n",
685 "</a>\n",
686 "</g>\n",
687 "</g>\n",
688 "<!-- LVEDVOLUME->PCWP -->\n",
689 "<g id=\"edge19\" class=\"edge\">\n",
690 "<title>LVEDVOLUME->PCWP</title>\n",
691 "<g id=\"a_edge19\"><a xlink:title=\"(15, 17) : \">\n",
692 …=\"none\" stroke=\"#4a4a4a\" d=\"M833.37,-144.05C828.53,-135.8 822.62,-125.7 817.25,-116.54\"/>\n",
693 …a4a\" stroke=\"#4a4a4a\" points=\"820.2,-114.65 812.13,-107.79 814.16,-118.19 820.2,-114.65\"/>\n",
694 "</a>\n",
695 "</g>\n",
696 "</g>\n",
697 "<!-- CVP -->\n",
698 "<g id=\"node35\" class=\"node\">\n",
699 "<title>CVP</title>\n",
700 "<g id=\"a_node35\"><a xlink:title=\"(21) CVP\">\n",
701 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"884.29\" cy=\"-90\" rx=\"28.7\" ry=\"18\"/>\n",
702 …"884.29\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">CVP</text>\n",
703 "</a>\n",
704 "</g>\n",
705 "</g>\n",
706 "<!-- LVEDVOLUME->CVP -->\n",
707 "<g id=\"edge1\" class=\"edge\">\n",
708 "<title>LVEDVOLUME->CVP</title>\n",
709 "<g id=\"a_edge1\"><a xlink:title=\"(15, 21) : \">\n",
710 …\"none\" stroke=\"#4a4a4a\" d=\"M853.22,-144.05C858.12,-135.68 864.14,-125.4 869.57,-116.13\"/>\n",
711 …a4a\" stroke=\"#4a4a4a\" points=\"872.71,-117.7 874.74,-107.31 866.67,-114.17 872.71,-117.7\"/>\n",
712 "</a>\n",
713 "</g>\n",
714 "</g>\n",
715 "<!-- VENTMACH->VENTTUBE -->\n",
716 "<g id=\"edge2\" class=\"edge\">\n",
717 "<title>VENTMACH->VENTTUBE</title>\n",
718 "<g id=\"a_edge2\"><a xlink:title=\"(16, 20) : \">\n",
719 …"none\" stroke=\"#4a4a4a\" d=\"M460.76,-648.41C451.19,-639.37 439.21,-628.03 428.74,-618.13\"/>\n",
720 …a\" stroke=\"#4a4a4a\" points=\"431.12,-615.56 421.45,-611.23 426.31,-620.64 431.12,-615.56\"/>\n",
721 "</a>\n",
722 "</g>\n",
723 "</g>\n",
724 "<!-- HR->HREKG -->\n",
725 "<g id=\"edge9\" class=\"edge\">\n",
726 "<title>HR->HREKG</title>\n",
727 "<g id=\"a_edge9\"><a xlink:title=\"(31, 35) : \">\n",
728 …\"none\" stroke=\"#4a4a4a\" d=\"M292.65,-148.81C276.73,-138.39 253.52,-123.2 234.88,-111.01\"/>\n",
729 …a4a\" stroke=\"#4a4a4a\" points=\"236.7,-108.02 226.41,-105.47 232.87,-113.88 236.7,-108.02\"/>\n",
730 "</a>\n",
731 "</g>\n",
732 "</g>\n",
733 "<!-- HR->CO -->\n",
734 "<g id=\"edge25\" class=\"edge\">\n",
735 "<title>HR->CO</title>\n",
736 "<g id=\"a_edge25\"><a xlink:title=\"(31, 34) : \">\n",
737 …150.24C336.84,-147.94 342.18,-145.7 347.29,-144 425.59,-118.02 521.47,-102.57 572.77,-95.55\"/>\n",
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739 "</a>\n",
740 "</g>\n",
741 "</g>\n",
742 "<!-- HR->HRBP -->\n",
743 "<g id=\"edge7\" class=\"edge\">\n",
744 "<title>HR->HRBP</title>\n",
745 "<g id=\"a_edge7\"><a xlink:title=\"(31, 32) : \">\n",
746 …=\"none\" stroke=\"#4a4a4a\" d=\"M330.28,-148.81C346.99,-138.07 371.6,-122.27 390.87,-109.9\"/>\n",
747 …a\" stroke=\"#4a4a4a\" points=\"392.77,-112.84 399.29,-104.49 388.99,-106.95 392.77,-112.84\"/>\n",
748 "</a>\n",
749 "</g>\n",
750 "</g>\n",
751 "<!-- HR->HRSAT -->\n",
752 "<g id=\"edge40\" class=\"edge\">\n",
753 "<title>HR->HRSAT</title>\n",
754 "<g id=\"a_edge40\"><a xlink:title=\"(31, 33) : \">\n",
755 …\"none\" stroke=\"#4a4a4a\" d=\"M310.06,-143.7C309.51,-135.98 308.84,-126.71 308.23,-118.11\"/>\n",
756 …4a\" stroke=\"#4a4a4a\" points=\"311.72,-117.83 307.51,-108.1 304.74,-118.33 311.72,-117.83\"/>\n",
757 "</a>\n",
758 "</g>\n",
759 "</g>\n",
760 "<!-- INTUBATION -->\n",
761 "<g id=\"node37\" class=\"node\">\n",
762 "<title>INTUBATION</title>\n",
763 "<g id=\"a_node37\"><a xlink:title=\"(2) INTUBATION\">\n",
764 … "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"262.29\" cy=\"-594\" rx=\"65.79\" ry=\"18\"/>\n",
765 …" y=\"-590.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">INTUBATION</text>\n",
766 "</a>\n",
767 "</g>\n",
768 "</g>\n",
769 "<!-- INTUBATION->VENTALV -->\n",
770 "<g id=\"edge35\" class=\"edge\">\n",
771 "<title>INTUBATION->VENTALV</title>\n",
772 "<g id=\"a_edge35\"><a xlink:title=\"(2, 25) : \">\n",
773 …"none\" stroke=\"#4a4a4a\" d=\"M262.78,-575.87C263.46,-551.67 264.71,-507.21 265.52,-478.39\"/>\n",
774 …a\" stroke=\"#4a4a4a\" points=\"269.03,-478.28 265.81,-468.19 262.03,-478.09 269.03,-478.28\"/>\n",
775 "</a>\n",
776 "</g>\n",
777 "</g>\n",
778 "<!-- INTUBATION->SHUNT -->\n",
779 "<g id=\"edge43\" class=\"edge\">\n",
780 "<title>INTUBATION->SHUNT</title>\n",
781 "<g id=\"a_edge43\"><a xlink:title=\"(2, 18) : \">\n",
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785 "</g>\n",
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795 "</g>\n",
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802 "</a>\n",
803 "</g>\n",
804 "</g>\n",
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811 "</a>\n",
812 "</g>\n",
813 "</g>\n",
814 "</g>\n",
826 "bn=gum.loadBN(\"res/alarm.dsl\")\n",
834 …he posterior of 'VENTALV' for the evidence : $$\\forall x \\in [0,1], e_{MINVOLSET}=[0,x,0.5]$$\n",
835 "\n",
850 "K=1000\n",
851 "r=range(0,K)\n",
852 "xs=[x/K for x in r]\n",
853 "\n",
854 "def getPlot(xs,ys,K,duration):\n",
855 " p=plot(xs,ys)\n",
856 " legend(p,[bn.variableFromName('VENTALV').label(i) \n",
857 " for i in range(bn.variableFromName('VENTALV').domainSize())],loc=7);\n",
858 " title('VENTALV ({} inferences in {:5.3} s)'.format(K,duration));\n",
859 " ylabel('posterior Probability');\n",
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2454 "tf=time.time()\n",
2455 "ys=[]\n",
2456 "for x in r:\n",
2457 " ie=gum.LazyPropagation(bn)\n",
2458 " ie.addEvidence('MINVOLSET',[0,x/K,0.5])\n",
2459 " ie.makeInference()\n",
2460 " ys.append(ie.posterior('VENTALV').tolist())\n",
2461 "delta1=time.time()-tf\n",
2469 "## Second try : classical variable elimination\n",
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4061 " ie=gum.VariableElimination(bn)\n",
4062 " ie.addEvidence('MINVOLSET',[0,x/K,0.5])\n",
4063 " ie.makeInference()\n",
4064 " ys.append(ie.posterior('VENTALV').tolist())\n",
4065 "delta2=time.time()-tf\n",
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5660 "tf=time.time()\n",
5661 "ys=[gum.getPosterior(bn,{'MINVOLSET':[0,x/K,0.5]},'VENTALV').tolist() \n",
5662 " for x in r]\n",
5670 "## Last try : optimized Lazy propagation with relevance reasoning and incremental inference\n",
5671 "\n",
5672 …targets and the evidence to optimize the computations. This is called **relevance reasonning**.\n",
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7291 "tf=time.time()\n",
7292 "ie=gum.LazyPropagation(bn)\n",
7293 "ie.addEvidence('MINVOLSET',[1,1,1])\n",
7294 "ie.addTarget('VENTALV')\n",
7295 "ys=[]\n",
7296 "for x in r:\n",
7297 " ie.chgEvidence('MINVOLSET',[0,x/K,0.5])\n",
7298 " ie.makeInference()\n",
7299 " ys.append(ie.posterior('VENTALV').tolist())\n",
7300 "delta3=time.time()-tf\n",
7318 "Mean duration of a lazy propagation : 6.747ms\n",
7319 "Mean duration of a variable elimination : 0.788ms\n",
7320 "Mean duration of an optimized lazy propagation : 0.579ms\n"
7325 "print(\"Mean duration of a lazy propagation : {:5.3f}ms\".format(1000*delta1/K))\n",
7326 "print(\"Mean duration of a variable elimination : {:5.3f}ms\".format(1000*delta2/K))\n",
7334 "# How it works\n"
7351 "\n",
7352 " <style>\n",
7353 " .floating-box {\n",
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7355 " margin: 7px;\n",
7356 " padding : 3px;\n",
7357 " border: 2px solid #FFFFFF; \n",
7358 " valign:middle;\n",
7359 " background-color: #FDFDFD;\n",
7360 " }\n",
7361 " </style>\n",
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7363 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
7364 "<title>G</title>\n",
7365 "<!-- Z1 -->\n",
7366 "<g id=\"node1\" class=\"node\">\n",
7367 "<title>Z1</title>\n",
7368 "<g id=\"a_node1\"><a xlink:title=\"(4) Z1\">\n",
7369 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"65\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7370 … x=\"65\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z1</text>\n",
7371 "</a>\n",
7372 "</g>\n",
7373 "</g>\n",
7374 "<!-- T1 -->\n",
7375 "<g id=\"node4\" class=\"node\">\n",
7376 "<title>T1</title>\n",
7377 "<g id=\"a_node4\"><a xlink:title=\"(2) T1\">\n",
7378 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"118\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
7379 … x=\"118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T1</text>\n",
7380 "</a>\n",
7381 "</g>\n",
7382 "</g>\n",
7383 "<!-- Z1->T1 -->\n",
7384 "<g id=\"edge4\" class=\"edge\">\n",
7385 "<title>Z1->T1</title>\n",
7386 "<g id=\"a_edge4\"><a xlink:title=\"(4, 2) : \">\n",
7387 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M71.18,-144.43C80.27,-120.09 97.32,-74.4 108.15,-45.4\"/>\n",
7388 …4a4a4a\" stroke=\"#4a4a4a\" points=\"111.47,-46.49 111.69,-35.9 104.92,-44.05 111.47,-46.49\"/>\n",
7389 "</a>\n",
7390 "</g>\n",
7391 "</g>\n",
7392 "<!-- Z3 -->\n",
7393 "<g id=\"node6\" class=\"node\">\n",
7394 "<title>Z3</title>\n",
7395 "<g id=\"a_node6\"><a xlink:title=\"(5) Z3\">\n",
7396 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
7397 …" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z3</text>\n",
7398 "</a>\n",
7399 "</g>\n",
7400 "</g>\n",
7401 "<!-- Z1->Z3 -->\n",
7402 "<g id=\"edge5\" class=\"edge\">\n",
7403 "<title>Z1->Z3</title>\n",
7404 "<g id=\"a_edge5\"><a xlink:title=\"(4, 5) : \">\n",
7405 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M56.19,-144.76C51.58,-136.28 45.84,-125.71 40.68,-116.2\"/>\n",
7406 …a4a4a\" stroke=\"#4a4a4a\" points=\"43.61,-114.27 35.77,-107.15 37.46,-117.61 43.61,-114.27\"/>\n",
7407 "</a>\n",
7408 "</g>\n",
7409 "</g>\n",
7410 "<!-- X -->\n",
7411 "<g id=\"node7\" class=\"node\">\n",
7412 "<title>X</title>\n",
7413 "<g id=\"a_node7\"><a xlink:title=\"(1) X\">\n",
7414 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
7415 …" x=\"137\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">X</text>\n",
7416 "</a>\n",
7417 "</g>\n",
7418 "</g>\n",
7419 "<!-- Z1->X -->\n",
7420 "<g id=\"edge7\" class=\"edge\">\n",
7421 "<title>Z1->X</title>\n",
7422 "<g id=\"a_edge7\"><a xlink:title=\"(4, 1) : \">\n",
7423 …=\"none\" stroke=\"#4a4a4a\" d=\"M79.57,-146.83C89.75,-136.94 103.52,-123.55 115.03,-112.36\"/>\n",
7424 …4a\" stroke=\"#4a4a4a\" points=\"117.47,-114.87 122.2,-105.38 112.59,-109.85 117.47,-114.87\"/>\n",
7425 "</a>\n",
7426 "</g>\n",
7427 "</g>\n",
7428 "<!-- T2 -->\n",
7429 "<g id=\"node2\" class=\"node\">\n",
7430 "<title>T2</title>\n",
7431 "<g id=\"a_node2\"><a xlink:title=\"(6) T2\">\n",
7432 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
7433 …" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T2</text>\n",
7434 "</a>\n",
7435 "</g>\n",
7436 "</g>\n",
7437 "<!-- Z2 -->\n",
7438 "<g id=\"node3\" class=\"node\">\n",
7439 "<title>Z2</title>\n",
7440 "<g id=\"a_node3\"><a xlink:title=\"(3) Z2\">\n",
7441 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7442 …x=\"137\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z2</text>\n",
7443 "</a>\n",
7444 "</g>\n",
7445 "</g>\n",
7446 "<!-- Z2->X -->\n",
7447 "<g id=\"edge3\" class=\"edge\">\n",
7448 "<title>Z2->X</title>\n",
7449 "<g id=\"a_edge3\"><a xlink:title=\"(3, 1) : \">\n",
7450 …"<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M137,-143.7C137,-135.98 137,-126.71 137,-118.11\"/>\n",
7451 …l=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"140.5,-118.1 137,-108.1 133.5,-118.1 140.5,-118.1\"/>\n",
7452 "</a>\n",
7453 "</g>\n",
7454 "</g>\n",
7455 "<!-- Y -->\n",
7456 "<g id=\"node5\" class=\"node\">\n",
7457 "<title>Y</title>\n",
7458 "<g id=\"a_node5\"><a xlink:title=\"(0) Y\">\n",
7459 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"209\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7460 … x=\"209\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Y</text>\n",
7461 "</a>\n",
7462 "</g>\n",
7463 "</g>\n",
7464 "<!-- Y->X -->\n",
7465 "<g id=\"edge1\" class=\"edge\">\n",
7466 "<title>Y->X</title>\n",
7467 "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
7468 …"none\" stroke=\"#4a4a4a\" d=\"M194.43,-146.83C184.25,-136.94 170.48,-123.55 158.97,-112.36\"/>\n",
7469 …4a\" stroke=\"#4a4a4a\" points=\"161.41,-109.85 151.8,-105.38 156.53,-114.87 161.41,-109.85\"/>\n",
7470 "</a>\n",
7471 "</g>\n",
7472 "</g>\n",
7473 "<!-- Z3->T2 -->\n",
7474 "<g id=\"edge6\" class=\"edge\">\n",
7475 "<title>Z3->T2</title>\n",
7476 "<g id=\"a_edge6\"><a xlink:title=\"(5, 6) : \">\n",
7477 "<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M27,-71.7C27,-63.98 27,-54.71 27,-46.11\"/>\n",
7478 …ygon fill=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"30.5,-46.1 27,-36.1 23.5,-46.1 30.5,-46.1\"/>\n",
7479 "</a>\n",
7480 "</g>\n",
7481 "</g>\n",
7482 "<!-- X->T1 -->\n",
7483 "<g id=\"edge2\" class=\"edge\">\n",
7484 "<title>X->T1</title>\n",
7485 "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
7486 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M132.4,-72.05C130.25,-64.14 127.65,-54.54 125.24,-45.69\"/>\n",
7487 …4a4a4a\" stroke=\"#4a4a4a\" points=\"128.55,-44.52 122.56,-35.79 121.8,-46.36 128.55,-44.52\"/>\n",
7488 "</a>\n",
7489 "</g>\n",
7490 "</g>\n",
7491 "</g>\n",
7492 …em></small></center></div><div class=\"floating-box\"><table style=\"border:1px solid black;\">\n",
7493 "<tr><th colspan='3'></th>\n",
7494 …pan='2' style='border:1px solid black;color:black;background-color:#808080;'><center>X</center>\n",
7495 " </th></tr>\n",
7496 …tyle='border:1px solid black;border-bottom-style: double;color:black;background-color:#BBBBBB'>\n",
7497 …tyle='border:1px solid black;border-bottom-style: double;color:black;background-color:#BBBBBB'>\n",
7498 " <center>1</center></th></tr>\n",
7499 … "<tr><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '4'>\n",
7500 …er></th><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '2'>\n",
7501 …>0.6438</td><td style='color:black;background-color:#d1ac64;text-align:right;'>0.3562</td></tr>\n",
7502 …>0.5648</td><td style='color:black;background-color:#c7b664;text-align:right;'>0.4352</td></tr>\n",
7503 … "<tr><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '2'>\n",
7504 …>0.6257</td><td style='color:black;background-color:#cfae64;text-align:right;'>0.3743</td></tr>\n",
7505 …>0.3342</td><td style='color:black;background-color:#a9d464;text-align:right;'>0.6658</td></tr>\n",
7506 … "<tr><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '4'>\n",
7507 …er></th><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '2'>\n",
7508 …>0.4904</td><td style='color:black;background-color:#bdc064;text-align:right;'>0.5096</td></tr>\n",
7509 …>0.2644</td><td style='color:black;background-color:#a0dd64;text-align:right;'>0.7356</td></tr>\n",
7510 … "<tr><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '2'>\n",
7511 …>0.5443</td><td style='color:black;background-color:#c4b964;text-align:right;'>0.4557</td></tr>\n",
7512 …>0.2984</td><td style='color:black;background-color:#a5d864;text-align:right;'>0.7016</td></tr>\n",
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7514 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 165)\">\n",
7515 "<title>G</title>\n",
7516 "<!-- (0) 3-1-4-0 -->\n",
7517 "<g id=\"node1\" class=\"node\">\n",
7518 "<title>(0) 3-1-4-0</title>\n",
7519 …<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"50.7\" cy=\"-143\" rx=\"50.89\" ry=\"18\"/>\n",
7520 …ddle\" x=\"50.7\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z2 X Z1 Y</text>\n",
7521 "</g>\n",
7522 "<!-- (0) 3-1-4-0^(5) 4-5 -->\n",
7523 "<g id=\"node6\" class=\"node\">\n",
7524 "<title>(0) 3-1-4-0^(5) 4-5</title>\n",
7525 …l=\"palegreen\" stroke=\"#4a4a4a\" points=\"118.2,-89 93.2,-89 93.2,-72 118.2,-72 118.2,-89\"/>\n",
7526 …hor=\"middle\" x=\"105.7\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
7527 "</g>\n",
7528 "<!-- (0) 3-1-4-0--(0) 3-1-4-0^(5) 4-5 -->\n",
7529 "<g id=\"edge3\" class=\"edge\">\n",
7530 "<title>(0) 3-1-4-0--(0) 3-1-4-0^(5) 4-5</title>\n",
7531 …fill=\"none\" stroke=\"#4a4a4a\" d=\"M65.72,-125.47C76.54,-113.57 90.62,-98.09 98.85,-89.02\"/>\n",
7532 "</g>\n",
7533 "<!-- (0) 3-1-4-0^(2) 1-2-4 -->\n",
7534 "<g id=\"node7\" class=\"node\">\n",
7535 "<title>(0) 3-1-4-0^(2) 1-2-4</title>\n",
7536 …fill=\"palegreen\" stroke=\"#4a4a4a\" points=\"67.2,-89 34.2,-89 34.2,-72 67.2,-72 67.2,-89\"/>\n",
7537 …or=\"middle\" x=\"50.7\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">X Z1</text>\n",
7538 "</g>\n",
7539 "<!-- (0) 3-1-4-0--(0) 3-1-4-0^(2) 1-2-4 -->\n",
7540 "<g id=\"edge5\" class=\"edge\">\n",
7541 "<title>(0) 3-1-4-0--(0) 3-1-4-0^(2) 1-2-4</title>\n",
7542 …path fill=\"none\" stroke=\"#4a4a4a\" d=\"M50.7,-124.82C50.7,-113.09 50.7,-98.1 50.7,-89.18\"/>\n",
7543 "</g>\n",
7544 "<!-- (1) 6-5 -->\n",
7545 "<g id=\"node2\" class=\"node\">\n",
7546 "<title>(1) 6-5</title>\n",
7547 …ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"152.7\" cy=\"-143\" rx=\"33.29\" ry=\"18\"/>\n",
7548 …"middle\" x=\"152.7\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">T2 Z3</text>\n",
7549 "</g>\n",
7550 "<!-- (1) 6-5^(5) 4-5 -->\n",
7551 "<g id=\"node5\" class=\"node\">\n",
7552 "<title>(1) 6-5^(5) 4-5</title>\n",
7553 …\"palegreen\" stroke=\"#4a4a4a\" points=\"162.2,-89 137.2,-89 137.2,-72 162.2,-72 162.2,-89\"/>\n",
7554 …hor=\"middle\" x=\"149.7\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z3</text>\n",
7555 "</g>\n",
7556 "<!-- (1) 6-5--(1) 6-5^(5) 4-5 -->\n",
7557 "<g id=\"edge1\" class=\"edge\">\n",
7558 "<title>(1) 6-5--(1) 6-5^(5) 4-5</title>\n",
7559 …l=\"none\" stroke=\"#4a4a4a\" d=\"M151.84,-124.82C151.26,-113.09 150.52,-98.1 150.08,-89.18\"/>\n",
7560 "</g>\n",
7561 "<!-- (2) 1-2-4 -->\n",
7562 "<g id=\"node3\" class=\"node\">\n",
7563 "<title>(2) 1-2-4</title>\n",
7564 …"<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"50.7\" cy=\"-18\" rx=\"41.69\" ry=\"18\"/>\n",
7565 …"middle\" x=\"50.7\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">X T1 Z1</text>\n",
7566 "</g>\n",
7567 "<!-- (5) 4-5 -->\n",
7568 "<g id=\"node4\" class=\"node\">\n",
7569 "<title>(5) 4-5</title>\n",
7570 …<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"147.7\" cy=\"-18\" rx=\"33.29\" ry=\"18\"/>\n",
7571 …\"middle\" x=\"147.7\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z1 Z3</text>\n",
7572 "</g>\n",
7573 "<!-- (1) 6-5^(5) 4-5--(5) 4-5 -->\n",
7574 "<g id=\"edge2\" class=\"edge\">\n",
7575 "<title>(1) 6-5^(5) 4-5--(5) 4-5</title>\n",
7576 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M149.44,-71.84C149.15,-62.93 148.65,-47.97 148.27,-36.23\"/>\n",
7577 "</g>\n",
7578 "<!-- (0) 3-1-4-0^(5) 4-5--(5) 4-5 -->\n",
7579 "<g id=\"edge4\" class=\"edge\">\n",
7580 "<title>(0) 3-1-4-0^(5) 4-5--(5) 4-5</title>\n",
7581 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M111.01,-71.84C117.37,-62.68 128.18,-47.11 136.43,-35.23\"/>\n",
7582 "</g>\n",
7583 "<!-- (0) 3-1-4-0^(2) 1-2-4--(2) 1-2-4 -->\n",
7584 "<g id=\"edge6\" class=\"edge\">\n",
7585 "<title>(0) 3-1-4-0^(2) 1-2-4--(2) 1-2-4</title>\n",
7586 …<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M50.7,-71.84C50.7,-62.93 50.7,-47.97 50.7,-36.23\"/>\n",
7587 "</g>\n",
7588 "</g>\n",
7600 "bn=gum.fastBN(\"Y->X->T1;Z2->X;Z1->X;Z1->T1;Z1->Z3->T2\")\n",
7601 "ie=gum.LazyPropagation(bn)\n",
7602 "\n",
7628 "{(0, 1), (1, 2), (3, 1), (4, 2), (4, 5), (5, 6), (4, 1)}\n"
7634 …//www.w3.org/1999/xlink\" width=\"244pt\" height=\"188pt\" viewBox=\"0.00 0.00 244.00 188.00\">\n",
7635 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
7636 "<title>G</title>\n",
7637 "<!-- Z1 -->\n",
7638 "<g id=\"node1\" class=\"node\">\n",
7639 "<title>Z1</title>\n",
7640 "<g id=\"a_node1\"><a xlink:title=\"(4) Z1\">\n",
7641 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"65\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7642 … x=\"65\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z1</text>\n",
7643 "</a>\n",
7644 "</g>\n",
7645 "</g>\n",
7646 "<!-- T1 -->\n",
7647 "<g id=\"node4\" class=\"node\">\n",
7648 "<title>T1</title>\n",
7649 "<g id=\"a_node4\"><a xlink:title=\"(2) T1\">\n",
7650 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"118\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
7651 … x=\"118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T1</text>\n",
7652 "</a>\n",
7653 "</g>\n",
7654 "</g>\n",
7655 "<!-- Z1->T1 -->\n",
7656 "<g id=\"edge4\" class=\"edge\">\n",
7657 "<title>Z1->T1</title>\n",
7658 "<g id=\"a_edge4\"><a xlink:title=\"(4, 2) : \">\n",
7659 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M71.18,-144.43C80.27,-120.09 97.32,-74.4 108.15,-45.4\"/>\n",
7660 …4a4a4a\" stroke=\"#4a4a4a\" points=\"111.47,-46.49 111.69,-35.9 104.92,-44.05 111.47,-46.49\"/>\n",
7661 "</a>\n",
7662 "</g>\n",
7663 "</g>\n",
7664 "<!-- Z3 -->\n",
7665 "<g id=\"node6\" class=\"node\">\n",
7666 "<title>Z3</title>\n",
7667 "<g id=\"a_node6\"><a xlink:title=\"(5) Z3\">\n",
7668 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
7669 …" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z3</text>\n",
7670 "</a>\n",
7671 "</g>\n",
7672 "</g>\n",
7673 "<!-- Z1->Z3 -->\n",
7674 "<g id=\"edge5\" class=\"edge\">\n",
7675 "<title>Z1->Z3</title>\n",
7676 "<g id=\"a_edge5\"><a xlink:title=\"(4, 5) : \">\n",
7677 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M56.19,-144.76C51.58,-136.28 45.84,-125.71 40.68,-116.2\"/>\n",
7678 …a4a4a\" stroke=\"#4a4a4a\" points=\"43.61,-114.27 35.77,-107.15 37.46,-117.61 43.61,-114.27\"/>\n",
7679 "</a>\n",
7680 "</g>\n",
7681 "</g>\n",
7682 "<!-- X -->\n",
7683 "<g id=\"node7\" class=\"node\">\n",
7684 "<title>X</title>\n",
7685 "<g id=\"a_node7\"><a xlink:title=\"(1) X\">\n",
7686 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
7687 …" x=\"137\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">X</text>\n",
7688 "</a>\n",
7689 "</g>\n",
7690 "</g>\n",
7691 "<!-- Z1->X -->\n",
7692 "<g id=\"edge7\" class=\"edge\">\n",
7693 "<title>Z1->X</title>\n",
7694 "<g id=\"a_edge7\"><a xlink:title=\"(4, 1) : \">\n",
7695 …=\"none\" stroke=\"#4a4a4a\" d=\"M79.57,-146.83C89.75,-136.94 103.52,-123.55 115.03,-112.36\"/>\n",
7696 …4a\" stroke=\"#4a4a4a\" points=\"117.47,-114.87 122.2,-105.38 112.59,-109.85 117.47,-114.87\"/>\n",
7697 "</a>\n",
7698 "</g>\n",
7699 "</g>\n",
7700 "<!-- T2 -->\n",
7701 "<g id=\"node2\" class=\"node\">\n",
7702 "<title>T2</title>\n",
7703 "<g id=\"a_node2\"><a xlink:title=\"(6) T2\">\n",
7704 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
7705 …" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T2</text>\n",
7706 "</a>\n",
7707 "</g>\n",
7708 "</g>\n",
7709 "<!-- Z2 -->\n",
7710 "<g id=\"node3\" class=\"node\">\n",
7711 "<title>Z2</title>\n",
7712 "<g id=\"a_node3\"><a xlink:title=\"(3) Z2\">\n",
7713 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7714 …x=\"137\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z2</text>\n",
7715 "</a>\n",
7716 "</g>\n",
7717 "</g>\n",
7718 "<!-- Z2->X -->\n",
7719 "<g id=\"edge3\" class=\"edge\">\n",
7720 "<title>Z2->X</title>\n",
7721 "<g id=\"a_edge3\"><a xlink:title=\"(3, 1) : \">\n",
7722 …"<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M137,-143.7C137,-135.98 137,-126.71 137,-118.11\"/>\n",
7723 …l=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"140.5,-118.1 137,-108.1 133.5,-118.1 140.5,-118.1\"/>\n",
7724 "</a>\n",
7725 "</g>\n",
7726 "</g>\n",
7727 "<!-- Y -->\n",
7728 "<g id=\"node5\" class=\"node\">\n",
7729 "<title>Y</title>\n",
7730 "<g id=\"a_node5\"><a xlink:title=\"(0) Y\">\n",
7731 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"209\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7732 … x=\"209\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Y</text>\n",
7733 "</a>\n",
7734 "</g>\n",
7735 "</g>\n",
7736 "<!-- Y->X -->\n",
7737 "<g id=\"edge1\" class=\"edge\">\n",
7738 "<title>Y->X</title>\n",
7739 "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
7740 …"none\" stroke=\"#4a4a4a\" d=\"M194.43,-146.83C184.25,-136.94 170.48,-123.55 158.97,-112.36\"/>\n",
7741 …4a\" stroke=\"#4a4a4a\" points=\"161.41,-109.85 151.8,-105.38 156.53,-114.87 161.41,-109.85\"/>\n",
7742 "</a>\n",
7743 "</g>\n",
7744 "</g>\n",
7745 "<!-- Z3->T2 -->\n",
7746 "<g id=\"edge6\" class=\"edge\">\n",
7747 "<title>Z3->T2</title>\n",
7748 "<g id=\"a_edge6\"><a xlink:title=\"(5, 6) : \">\n",
7749 "<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M27,-71.7C27,-63.98 27,-54.71 27,-46.11\"/>\n",
7750 …ygon fill=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"30.5,-46.1 27,-36.1 23.5,-46.1 30.5,-46.1\"/>\n",
7751 "</a>\n",
7752 "</g>\n",
7753 "</g>\n",
7754 "<!-- X->T1 -->\n",
7755 "<g id=\"edge2\" class=\"edge\">\n",
7756 "<title>X->T1</title>\n",
7757 "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
7758 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M132.4,-72.05C130.25,-64.14 127.65,-54.54 125.24,-45.69\"/>\n",
7759 …4a4a4a\" stroke=\"#4a4a4a\" points=\"128.55,-44.52 122.56,-35.79 121.8,-46.36 128.55,-44.52\"/>\n",
7760 "</a>\n",
7761 "</g>\n",
7762 "</g>\n",
7763 "</g>\n",
7764 …//www.w3.org/1999/xlink\" width=\"260pt\" height=\"169pt\" viewBox=\"0.00 0.00 259.74 169.00\">\n",
7765 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 165)\">\n",
7766 "<title>G</title>\n",
7767 "<!-- (0) 3-4-0 -->\n",
7768 "<g id=\"node1\" class=\"node\">\n",
7769 "<title>(0) 3-4-0</title>\n",
7770 …<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"41.6\" cy=\"-143\" rx=\"41.69\" ry=\"18\"/>\n",
7771 …middle\" x=\"41.6\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z2 Z1 Y</text>\n",
7772 "</g>\n",
7773 "<!-- (0) 3-4-0^(4) 4-5 -->\n",
7774 "<g id=\"node7\" class=\"node\">\n",
7775 "<title>(0) 3-4-0^(4) 4-5</title>\n",
7776 …fill=\"palegreen\" stroke=\"#4a4a4a\" points=\"79.1,-89 54.1,-89 54.1,-72 79.1,-72 79.1,-89\"/>\n",
7777 …chor=\"middle\" x=\"66.6\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
7778 "</g>\n",
7779 "<!-- (0) 3-4-0--(0) 3-4-0^(4) 4-5 -->\n",
7780 "<g id=\"edge5\" class=\"edge\">\n",
7781 "<title>(0) 3-4-0--(0) 3-4-0^(4) 4-5</title>\n",
7782 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M48.56,-125.15C53.41,-113.4 59.67,-98.27 63.39,-89.26\"/>\n",
7783 "</g>\n",
7784 "<!-- (1) 6-5 -->\n",
7785 "<g id=\"node2\" class=\"node\">\n",
7786 "<title>(1) 6-5</title>\n",
7787 …ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"218.6\" cy=\"-143\" rx=\"33.29\" ry=\"18\"/>\n",
7788 …"middle\" x=\"218.6\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">T2 Z3</text>\n",
7789 "</g>\n",
7790 "<!-- (1) 6-5^(4) 4-5 -->\n",
7791 "<g id=\"node6\" class=\"node\">\n",
7792 "<title>(1) 6-5^(4) 4-5</title>\n",
7793 …\"palegreen\" stroke=\"#4a4a4a\" points=\"210.1,-89 185.1,-89 185.1,-72 210.1,-72 210.1,-89\"/>\n",
7794 …hor=\"middle\" x=\"197.6\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z3</text>\n",
7795 "</g>\n",
7796 "<!-- (1) 6-5--(1) 6-5^(4) 4-5 -->\n",
7797 "<g id=\"edge3\" class=\"edge\">\n",
7798 "<title>(1) 6-5--(1) 6-5^(4) 4-5</title>\n",
7799 …l=\"none\" stroke=\"#4a4a4a\" d=\"M212.75,-125.15C208.67,-113.4 203.42,-98.27 200.29,-89.26\"/>\n",
7800 "</g>\n",
7801 "<!-- (2) 2-4 -->\n",
7802 "<g id=\"node3\" class=\"node\">\n",
7803 "<title>(2) 2-4</title>\n",
7804 …ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"134.6\" cy=\"-143\" rx=\"33.29\" ry=\"18\"/>\n",
7805 …"middle\" x=\"134.6\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">T1 Z1</text>\n",
7806 "</g>\n",
7807 "<!-- (2) 2-4^(4) 4-5 -->\n",
7808 "<g id=\"node5\" class=\"node\">\n",
7809 "<title>(2) 2-4^(4) 4-5</title>\n",
7810 …\"palegreen\" stroke=\"#4a4a4a\" points=\"147.1,-89 122.1,-89 122.1,-72 147.1,-72 147.1,-89\"/>\n",
7811 …hor=\"middle\" x=\"134.6\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
7812 "</g>\n",
7813 "<!-- (2) 2-4--(2) 2-4^(4) 4-5 -->\n",
7814 "<g id=\"edge1\" class=\"edge\">\n",
7815 "<title>(2) 2-4--(2) 2-4^(4) 4-5</title>\n",
7816 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M134.6,-124.82C134.6,-113.09 134.6,-98.1 134.6,-89.18\"/>\n",
7817 "</g>\n",
7818 "<!-- (4) 4-5 -->\n",
7819 "<g id=\"node4\" class=\"node\">\n",
7820 "<title>(4) 4-5</title>\n",
7821 …<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"134.6\" cy=\"-18\" rx=\"33.29\" ry=\"18\"/>\n",
7822 …\"middle\" x=\"134.6\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z1 Z3</text>\n",
7823 "</g>\n",
7824 "<!-- (2) 2-4^(4) 4-5--(4) 4-5 -->\n",
7825 "<g id=\"edge2\" class=\"edge\">\n",
7826 "<title>(2) 2-4^(4) 4-5--(4) 4-5</title>\n",
7827 …h fill=\"none\" stroke=\"#4a4a4a\" d=\"M134.6,-71.84C134.6,-62.93 134.6,-47.97 134.6,-36.23\"/>\n",
7828 "</g>\n",
7829 "<!-- (1) 6-5^(4) 4-5--(4) 4-5 -->\n",
7830 "<g id=\"edge4\" class=\"edge\">\n",
7831 "<title>(1) 6-5^(4) 4-5--(4) 4-5</title>\n",
7832 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M189.62,-71.84C179.75,-62.36 162.73,-46.02 150.23,-34.01\"/>\n",
7833 "</g>\n",
7834 "<!-- (0) 3-4-0^(4) 4-5--(4) 4-5 -->\n",
7835 "<g id=\"edge6\" class=\"edge\">\n",
7836 "<title>(0) 3-4-0^(4) 4-5--(4) 4-5</title>\n",
7837 …path fill=\"none\" stroke=\"#4a4a4a\" d=\"M75.21,-71.84C85.93,-62.3 104.48,-45.8 118,-33.77\"/>\n",
7838 "</g>\n",
7839 "</g>\n",
7851 "print(ie.BN().arcs())\n",
7852 "ie.setEvidence({\"X\":0})\n",
7853 "gnb.sideBySide(ie,gnb.getDot(ie.joinTree().toDotWithNames(bn)),\n",
7870 …//www.w3.org/1999/xlink\" width=\"244pt\" height=\"188pt\" viewBox=\"0.00 0.00 244.00 188.00\">\n",
7871 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
7872 "<title>G</title>\n",
7873 "<!-- Z1 -->\n",
7874 "<g id=\"node1\" class=\"node\">\n",
7875 "<title>Z1</title>\n",
7876 "<g id=\"a_node1\"><a xlink:title=\"(4) Z1\">\n",
7877 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"65\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7878 … x=\"65\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z1</text>\n",
7879 "</a>\n",
7880 "</g>\n",
7881 "</g>\n",
7882 "<!-- T1 -->\n",
7883 "<g id=\"node4\" class=\"node\">\n",
7884 "<title>T1</title>\n",
7885 "<g id=\"a_node4\"><a xlink:title=\"(2) T1\">\n",
7886 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"118\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
7887 … x=\"118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T1</text>\n",
7888 "</a>\n",
7889 "</g>\n",
7890 "</g>\n",
7891 "<!-- Z1->T1 -->\n",
7892 "<g id=\"edge4\" class=\"edge\">\n",
7893 "<title>Z1->T1</title>\n",
7894 "<g id=\"a_edge4\"><a xlink:title=\"(4, 2) : \">\n",
7895 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M71.18,-144.43C80.27,-120.09 97.32,-74.4 108.15,-45.4\"/>\n",
7896 …4a4a4a\" stroke=\"#4a4a4a\" points=\"111.47,-46.49 111.69,-35.9 104.92,-44.05 111.47,-46.49\"/>\n",
7897 "</a>\n",
7898 "</g>\n",
7899 "</g>\n",
7900 "<!-- Z3 -->\n",
7901 "<g id=\"node6\" class=\"node\">\n",
7902 "<title>Z3</title>\n",
7903 "<g id=\"a_node6\"><a xlink:title=\"(5) Z3\">\n",
7904 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
7905 …" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z3</text>\n",
7906 "</a>\n",
7907 "</g>\n",
7908 "</g>\n",
7909 "<!-- Z1->Z3 -->\n",
7910 "<g id=\"edge5\" class=\"edge\">\n",
7911 "<title>Z1->Z3</title>\n",
7912 "<g id=\"a_edge5\"><a xlink:title=\"(4, 5) : \">\n",
7913 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M56.19,-144.76C51.58,-136.28 45.84,-125.71 40.68,-116.2\"/>\n",
7914 …a4a4a\" stroke=\"#4a4a4a\" points=\"43.61,-114.27 35.77,-107.15 37.46,-117.61 43.61,-114.27\"/>\n",
7915 "</a>\n",
7916 "</g>\n",
7917 "</g>\n",
7918 "<!-- X -->\n",
7919 "<g id=\"node7\" class=\"node\">\n",
7920 "<title>X</title>\n",
7921 "<g id=\"a_node7\"><a xlink:title=\"(1) X\">\n",
7922 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
7923 …" x=\"137\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">X</text>\n",
7924 "</a>\n",
7925 "</g>\n",
7926 "</g>\n",
7927 "<!-- Z1->X -->\n",
7928 "<g id=\"edge7\" class=\"edge\">\n",
7929 "<title>Z1->X</title>\n",
7930 "<g id=\"a_edge7\"><a xlink:title=\"(4, 1) : \">\n",
7931 …=\"none\" stroke=\"#4a4a4a\" d=\"M79.57,-146.83C89.75,-136.94 103.52,-123.55 115.03,-112.36\"/>\n",
7932 …4a\" stroke=\"#4a4a4a\" points=\"117.47,-114.87 122.2,-105.38 112.59,-109.85 117.47,-114.87\"/>\n",
7933 "</a>\n",
7934 "</g>\n",
7935 "</g>\n",
7936 "<!-- T2 -->\n",
7937 "<g id=\"node2\" class=\"node\">\n",
7938 "<title>T2</title>\n",
7939 "<g id=\"a_node2\"><a xlink:title=\"(6) T2\">\n",
7940 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
7941 …" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T2</text>\n",
7942 "</a>\n",
7943 "</g>\n",
7944 "</g>\n",
7945 "<!-- Z2 -->\n",
7946 "<g id=\"node3\" class=\"node\">\n",
7947 "<title>Z2</title>\n",
7948 "<g id=\"a_node3\"><a xlink:title=\"(3) Z2\">\n",
7949 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7950 …x=\"137\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z2</text>\n",
7951 "</a>\n",
7952 "</g>\n",
7953 "</g>\n",
7954 "<!-- Z2->X -->\n",
7955 "<g id=\"edge3\" class=\"edge\">\n",
7956 "<title>Z2->X</title>\n",
7957 "<g id=\"a_edge3\"><a xlink:title=\"(3, 1) : \">\n",
7958 …"<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M137,-143.7C137,-135.98 137,-126.71 137,-118.11\"/>\n",
7959 …l=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"140.5,-118.1 137,-108.1 133.5,-118.1 140.5,-118.1\"/>\n",
7960 "</a>\n",
7961 "</g>\n",
7962 "</g>\n",
7963 "<!-- Y -->\n",
7964 "<g id=\"node5\" class=\"node\">\n",
7965 "<title>Y</title>\n",
7966 "<g id=\"a_node5\"><a xlink:title=\"(0) Y\">\n",
7967 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"209\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
7968 … x=\"209\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Y</text>\n",
7969 "</a>\n",
7970 "</g>\n",
7971 "</g>\n",
7972 "<!-- Y->X -->\n",
7973 "<g id=\"edge1\" class=\"edge\">\n",
7974 "<title>Y->X</title>\n",
7975 "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
7976 …"none\" stroke=\"#4a4a4a\" d=\"M194.43,-146.83C184.25,-136.94 170.48,-123.55 158.97,-112.36\"/>\n",
7977 …4a\" stroke=\"#4a4a4a\" points=\"161.41,-109.85 151.8,-105.38 156.53,-114.87 161.41,-109.85\"/>\n",
7978 "</a>\n",
7979 "</g>\n",
7980 "</g>\n",
7981 "<!-- Z3->T2 -->\n",
7982 "<g id=\"edge6\" class=\"edge\">\n",
7983 "<title>Z3->T2</title>\n",
7984 "<g id=\"a_edge6\"><a xlink:title=\"(5, 6) : \">\n",
7985 "<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M27,-71.7C27,-63.98 27,-54.71 27,-46.11\"/>\n",
7986 …ygon fill=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"30.5,-46.1 27,-36.1 23.5,-46.1 30.5,-46.1\"/>\n",
7987 "</a>\n",
7988 "</g>\n",
7989 "</g>\n",
7990 "<!-- X->T1 -->\n",
7991 "<g id=\"edge2\" class=\"edge\">\n",
7992 "<title>X->T1</title>\n",
7993 "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
7994 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M132.4,-72.05C130.25,-64.14 127.65,-54.54 125.24,-45.69\"/>\n",
7995 …4a4a4a\" stroke=\"#4a4a4a\" points=\"128.55,-44.52 122.56,-35.79 121.8,-46.36 128.55,-44.52\"/>\n",
7996 "</a>\n",
7997 "</g>\n",
7998 "</g>\n",
7999 "</g>\n",
8000 …//www.w3.org/1999/xlink\" width=\"194pt\" height=\"169pt\" viewBox=\"0.00 0.00 193.84 169.00\">\n",
8001 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 165)\">\n",
8002 "<title>G</title>\n",
8003 "<!-- (0) 3-1-4-0 -->\n",
8004 "<g id=\"node1\" class=\"node\">\n",
8005 "<title>(0) 3-1-4-0</title>\n",
8006 …<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"50.7\" cy=\"-143\" rx=\"50.89\" ry=\"18\"/>\n",
8007 …ddle\" x=\"50.7\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z2 X Z1 Y</text>\n",
8008 "</g>\n",
8009 "<!-- (0) 3-1-4-0^(5) 4-5 -->\n",
8010 "<g id=\"node6\" class=\"node\">\n",
8011 "<title>(0) 3-1-4-0^(5) 4-5</title>\n",
8012 …l=\"palegreen\" stroke=\"#4a4a4a\" points=\"118.2,-89 93.2,-89 93.2,-72 118.2,-72 118.2,-89\"/>\n",
8013 …hor=\"middle\" x=\"105.7\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
8014 "</g>\n",
8015 "<!-- (0) 3-1-4-0--(0) 3-1-4-0^(5) 4-5 -->\n",
8016 "<g id=\"edge3\" class=\"edge\">\n",
8017 "<title>(0) 3-1-4-0--(0) 3-1-4-0^(5) 4-5</title>\n",
8018 …fill=\"none\" stroke=\"#4a4a4a\" d=\"M65.72,-125.47C76.54,-113.57 90.62,-98.09 98.85,-89.02\"/>\n",
8019 "</g>\n",
8020 "<!-- (0) 3-1-4-0^(2) 1-2-4 -->\n",
8021 "<g id=\"node7\" class=\"node\">\n",
8022 "<title>(0) 3-1-4-0^(2) 1-2-4</title>\n",
8023 …fill=\"palegreen\" stroke=\"#4a4a4a\" points=\"67.2,-89 34.2,-89 34.2,-72 67.2,-72 67.2,-89\"/>\n",
8024 …or=\"middle\" x=\"50.7\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">X Z1</text>\n",
8025 "</g>\n",
8026 "<!-- (0) 3-1-4-0--(0) 3-1-4-0^(2) 1-2-4 -->\n",
8027 "<g id=\"edge5\" class=\"edge\">\n",
8028 "<title>(0) 3-1-4-0--(0) 3-1-4-0^(2) 1-2-4</title>\n",
8029 …path fill=\"none\" stroke=\"#4a4a4a\" d=\"M50.7,-124.82C50.7,-113.09 50.7,-98.1 50.7,-89.18\"/>\n",
8030 "</g>\n",
8031 "<!-- (1) 6-5 -->\n",
8032 "<g id=\"node2\" class=\"node\">\n",
8033 "<title>(1) 6-5</title>\n",
8034 …ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"152.7\" cy=\"-143\" rx=\"33.29\" ry=\"18\"/>\n",
8035 …"middle\" x=\"152.7\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">T2 Z3</text>\n",
8036 "</g>\n",
8037 "<!-- (1) 6-5^(5) 4-5 -->\n",
8038 "<g id=\"node5\" class=\"node\">\n",
8039 "<title>(1) 6-5^(5) 4-5</title>\n",
8040 …\"palegreen\" stroke=\"#4a4a4a\" points=\"162.2,-89 137.2,-89 137.2,-72 162.2,-72 162.2,-89\"/>\n",
8041 …hor=\"middle\" x=\"149.7\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z3</text>\n",
8042 "</g>\n",
8043 "<!-- (1) 6-5--(1) 6-5^(5) 4-5 -->\n",
8044 "<g id=\"edge1\" class=\"edge\">\n",
8045 "<title>(1) 6-5--(1) 6-5^(5) 4-5</title>\n",
8046 …l=\"none\" stroke=\"#4a4a4a\" d=\"M151.84,-124.82C151.26,-113.09 150.52,-98.1 150.08,-89.18\"/>\n",
8047 "</g>\n",
8048 "<!-- (2) 1-2-4 -->\n",
8049 "<g id=\"node3\" class=\"node\">\n",
8050 "<title>(2) 1-2-4</title>\n",
8051 …"<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"50.7\" cy=\"-18\" rx=\"41.69\" ry=\"18\"/>\n",
8052 …"middle\" x=\"50.7\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">X T1 Z1</text>\n",
8053 "</g>\n",
8054 "<!-- (5) 4-5 -->\n",
8055 "<g id=\"node4\" class=\"node\">\n",
8056 "<title>(5) 4-5</title>\n",
8057 …<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"147.7\" cy=\"-18\" rx=\"33.29\" ry=\"18\"/>\n",
8058 …\"middle\" x=\"147.7\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z1 Z3</text>\n",
8059 "</g>\n",
8060 "<!-- (1) 6-5^(5) 4-5--(5) 4-5 -->\n",
8061 "<g id=\"edge2\" class=\"edge\">\n",
8062 "<title>(1) 6-5^(5) 4-5--(5) 4-5</title>\n",
8063 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M149.44,-71.84C149.15,-62.93 148.65,-47.97 148.27,-36.23\"/>\n",
8064 "</g>\n",
8065 "<!-- (0) 3-1-4-0^(5) 4-5--(5) 4-5 -->\n",
8066 "<g id=\"edge4\" class=\"edge\">\n",
8067 "<title>(0) 3-1-4-0^(5) 4-5--(5) 4-5</title>\n",
8068 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M111.01,-71.84C117.37,-62.68 128.18,-47.11 136.43,-35.23\"/>\n",
8069 "</g>\n",
8070 "<!-- (0) 3-1-4-0^(2) 1-2-4--(2) 1-2-4 -->\n",
8071 "<g id=\"edge6\" class=\"edge\">\n",
8072 "<title>(0) 3-1-4-0^(2) 1-2-4--(2) 1-2-4</title>\n",
8073 …<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M50.7,-71.84C50.7,-62.93 50.7,-47.97 50.7,-36.23\"/>\n",
8074 "</g>\n",
8075 "</g>\n",
8087 "ie.updateEvidence({\"X\":[0.1,0.9]})\n",
8088 "gnb.sideBySide(ie,gnb.getDot(ie.joinTree().toDotWithNames(bn)),\n",
8105 …//www.w3.org/1999/xlink\" width=\"244pt\" height=\"188pt\" viewBox=\"0.00 0.00 244.00 188.00\">\n",
8106 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
8107 "<title>G</title>\n",
8108 "<!-- Z1 -->\n",
8109 "<g id=\"node1\" class=\"node\">\n",
8110 "<title>Z1</title>\n",
8111 "<g id=\"a_node1\"><a xlink:title=\"(4) Z1\">\n",
8112 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"65\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8113 … x=\"65\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z1</text>\n",
8114 "</a>\n",
8115 "</g>\n",
8116 "</g>\n",
8117 "<!-- T1 -->\n",
8118 "<g id=\"node4\" class=\"node\">\n",
8119 "<title>T1</title>\n",
8120 "<g id=\"a_node4\"><a xlink:title=\"(2) T1\">\n",
8121 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"118\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8122 … x=\"118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T1</text>\n",
8123 "</a>\n",
8124 "</g>\n",
8125 "</g>\n",
8126 "<!-- Z1->T1 -->\n",
8127 "<g id=\"edge4\" class=\"edge\">\n",
8128 "<title>Z1->T1</title>\n",
8129 "<g id=\"a_edge4\"><a xlink:title=\"(4, 2) : \">\n",
8130 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M71.18,-144.43C80.27,-120.09 97.32,-74.4 108.15,-45.4\"/>\n",
8131 …4a4a4a\" stroke=\"#4a4a4a\" points=\"111.47,-46.49 111.69,-35.9 104.92,-44.05 111.47,-46.49\"/>\n",
8132 "</a>\n",
8133 "</g>\n",
8134 "</g>\n",
8135 "<!-- Z3 -->\n",
8136 "<g id=\"node6\" class=\"node\">\n",
8137 "<title>Z3</title>\n",
8138 "<g id=\"a_node6\"><a xlink:title=\"(5) Z3\">\n",
8139 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8140 …" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z3</text>\n",
8141 "</a>\n",
8142 "</g>\n",
8143 "</g>\n",
8144 "<!-- Z1->Z3 -->\n",
8145 "<g id=\"edge5\" class=\"edge\">\n",
8146 "<title>Z1->Z3</title>\n",
8147 "<g id=\"a_edge5\"><a xlink:title=\"(4, 5) : \">\n",
8148 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M56.19,-144.76C51.58,-136.28 45.84,-125.71 40.68,-116.2\"/>\n",
8149 …a4a4a\" stroke=\"#4a4a4a\" points=\"43.61,-114.27 35.77,-107.15 37.46,-117.61 43.61,-114.27\"/>\n",
8150 "</a>\n",
8151 "</g>\n",
8152 "</g>\n",
8153 "<!-- X -->\n",
8154 "<g id=\"node7\" class=\"node\">\n",
8155 "<title>X</title>\n",
8156 "<g id=\"a_node7\"><a xlink:title=\"(1) X\">\n",
8157 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8158 …" x=\"137\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">X</text>\n",
8159 "</a>\n",
8160 "</g>\n",
8161 "</g>\n",
8162 "<!-- Z1->X -->\n",
8163 "<g id=\"edge7\" class=\"edge\">\n",
8164 "<title>Z1->X</title>\n",
8165 "<g id=\"a_edge7\"><a xlink:title=\"(4, 1) : \">\n",
8166 …=\"none\" stroke=\"#4a4a4a\" d=\"M79.57,-146.83C89.75,-136.94 103.52,-123.55 115.03,-112.36\"/>\n",
8167 …4a\" stroke=\"#4a4a4a\" points=\"117.47,-114.87 122.2,-105.38 112.59,-109.85 117.47,-114.87\"/>\n",
8168 "</a>\n",
8169 "</g>\n",
8170 "</g>\n",
8171 "<!-- T2 -->\n",
8172 "<g id=\"node2\" class=\"node\">\n",
8173 "<title>T2</title>\n",
8174 "<g id=\"a_node2\"><a xlink:title=\"(6) T2\">\n",
8175 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8176 …" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T2</text>\n",
8177 "</a>\n",
8178 "</g>\n",
8179 "</g>\n",
8180 "<!-- Z2 -->\n",
8181 "<g id=\"node3\" class=\"node\">\n",
8182 "<title>Z2</title>\n",
8183 "<g id=\"a_node3\"><a xlink:title=\"(3) Z2\">\n",
8184 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8185 …x=\"137\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z2</text>\n",
8186 "</a>\n",
8187 "</g>\n",
8188 "</g>\n",
8189 "<!-- Z2->X -->\n",
8190 "<g id=\"edge3\" class=\"edge\">\n",
8191 "<title>Z2->X</title>\n",
8192 "<g id=\"a_edge3\"><a xlink:title=\"(3, 1) : \">\n",
8193 …"<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M137,-143.7C137,-135.98 137,-126.71 137,-118.11\"/>\n",
8194 …l=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"140.5,-118.1 137,-108.1 133.5,-118.1 140.5,-118.1\"/>\n",
8195 "</a>\n",
8196 "</g>\n",
8197 "</g>\n",
8198 "<!-- Y -->\n",
8199 "<g id=\"node5\" class=\"node\">\n",
8200 "<title>Y</title>\n",
8201 "<g id=\"a_node5\"><a xlink:title=\"(0) Y\">\n",
8202 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"209\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8203 … x=\"209\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Y</text>\n",
8204 "</a>\n",
8205 "</g>\n",
8206 "</g>\n",
8207 "<!-- Y->X -->\n",
8208 "<g id=\"edge1\" class=\"edge\">\n",
8209 "<title>Y->X</title>\n",
8210 "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
8211 …"none\" stroke=\"#4a4a4a\" d=\"M194.43,-146.83C184.25,-136.94 170.48,-123.55 158.97,-112.36\"/>\n",
8212 …4a\" stroke=\"#4a4a4a\" points=\"161.41,-109.85 151.8,-105.38 156.53,-114.87 161.41,-109.85\"/>\n",
8213 "</a>\n",
8214 "</g>\n",
8215 "</g>\n",
8216 "<!-- Z3->T2 -->\n",
8217 "<g id=\"edge6\" class=\"edge\">\n",
8218 "<title>Z3->T2</title>\n",
8219 "<g id=\"a_edge6\"><a xlink:title=\"(5, 6) : \">\n",
8220 "<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M27,-71.7C27,-63.98 27,-54.71 27,-46.11\"/>\n",
8221 …ygon fill=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"30.5,-46.1 27,-36.1 23.5,-46.1 30.5,-46.1\"/>\n",
8222 "</a>\n",
8223 "</g>\n",
8224 "</g>\n",
8225 "<!-- X->T1 -->\n",
8226 "<g id=\"edge2\" class=\"edge\">\n",
8227 "<title>X->T1</title>\n",
8228 "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
8229 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M132.4,-72.05C130.25,-64.14 127.65,-54.54 125.24,-45.69\"/>\n",
8230 …4a4a4a\" stroke=\"#4a4a4a\" points=\"128.55,-44.52 122.56,-35.79 121.8,-46.36 128.55,-44.52\"/>\n",
8231 "</a>\n",
8232 "</g>\n",
8233 "</g>\n",
8234 "</g>\n",
8235 …//www.w3.org/1999/xlink\" width=\"242pt\" height=\"294pt\" viewBox=\"0.00 0.00 242.29 294.00\">\n",
8236 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 290)\">\n",
8237 "<title>G</title>\n",
8238 "<!-- (0) 3-4 -->\n",
8239 "<g id=\"node1\" class=\"node\">\n",
8240 "<title>(0) 3-4</title>\n",
8241 …ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"33.15\" cy=\"-143\" rx=\"33.29\" ry=\"18\"/>\n",
8242 …"middle\" x=\"33.15\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z2 Z1</text>\n",
8243 "</g>\n",
8244 "<!-- (0) 3-4^(4) 4 -->\n",
8245 "<g id=\"node7\" class=\"node\">\n",
8246 "<title>(0) 3-4^(4) 4</title>\n",
8247 …\"palegreen\" stroke=\"#4a4a4a\" points=\"66.65,-89 41.65,-89 41.65,-72 66.65,-72 66.65,-89\"/>\n",
8248 …hor=\"middle\" x=\"54.15\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
8249 "</g>\n",
8250 "<!-- (0) 3-4--(0) 3-4^(4) 4 -->\n",
8251 "<g id=\"edge3\" class=\"edge\">\n",
8252 "<title>(0) 3-4--(0) 3-4^(4) 4</title>\n",
8253 …ath fill=\"none\" stroke=\"#4a4a4a\" d=\"M39,-125.15C43.07,-113.4 48.32,-98.27 51.45,-89.26\"/>\n",
8254 "</g>\n",
8255 "<!-- (1) 6-5 -->\n",
8256 "<g id=\"node2\" class=\"node\">\n",
8257 "<title>(1) 6-5</title>\n",
8258 …llipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"201.15\" cy=\"-268\" rx=\"33.29\" ry=\"18\"/>\n",
8259 …middle\" x=\"201.15\" y=\"-264.3\" font-family=\"Times,serif\" font-size=\"14.00\">T2 Z3</text>\n",
8260 "</g>\n",
8261 "<!-- (1) 6-5^(3) 4-5 -->\n",
8262 "<g id=\"node6\" class=\"node\">\n",
8263 "<title>(1) 6-5^(3) 4-5</title>\n",
8264 …n\" stroke=\"#4a4a4a\" points=\"213.65,-214 188.65,-214 188.65,-197 213.65,-197 213.65,-214\"/>\n",
8265 …r=\"middle\" x=\"201.15\" y=\"-203.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z3</text>\n",
8266 "</g>\n",
8267 "<!-- (1) 6-5--(1) 6-5^(3) 4-5 -->\n",
8268 "<g id=\"edge1\" class=\"edge\">\n",
8269 "<title>(1) 6-5--(1) 6-5^(3) 4-5</title>\n",
8270 …\"none\" stroke=\"#4a4a4a\" d=\"M201.15,-249.82C201.15,-238.09 201.15,-223.1 201.15,-214.18\"/>\n",
8271 "</g>\n",
8272 "<!-- (2) 2-4 -->\n",
8273 "<g id=\"node3\" class=\"node\">\n",
8274 "<title>(2) 2-4</title>\n",
8275 …llipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"117.15\" cy=\"-143\" rx=\"33.29\" ry=\"18\"/>\n",
8276 …middle\" x=\"117.15\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">T1 Z1</text>\n",
8277 "</g>\n",
8278 "<!-- (2) 2-4^(4) 4 -->\n",
8279 "<g id=\"node8\" class=\"node\">\n",
8280 "<title>(2) 2-4^(4) 4</title>\n",
8281 …egreen\" stroke=\"#4a4a4a\" points=\"129.65,-89 104.65,-89 104.65,-72 129.65,-72 129.65,-89\"/>\n",
8282 …or=\"middle\" x=\"117.15\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
8283 "</g>\n",
8284 "<!-- (2) 2-4--(2) 2-4^(4) 4 -->\n",
8285 "<g id=\"edge5\" class=\"edge\">\n",
8286 "<title>(2) 2-4--(2) 2-4^(4) 4</title>\n",
8287 …l=\"none\" stroke=\"#4a4a4a\" d=\"M117.15,-124.82C117.15,-113.09 117.15,-98.1 117.15,-89.18\"/>\n",
8288 "</g>\n",
8289 "<!-- (3) 4-5 -->\n",
8290 "<g id=\"node4\" class=\"node\">\n",
8291 "<title>(3) 4-5</title>\n",
8292 …llipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"201.15\" cy=\"-143\" rx=\"33.29\" ry=\"18\"/>\n",
8293 …middle\" x=\"201.15\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z1 Z3</text>\n",
8294 "</g>\n",
8295 "<!-- (3) 4-5^(4) 4 -->\n",
8296 "<g id=\"node9\" class=\"node\">\n",
8297 "<title>(3) 4-5^(4) 4</title>\n",
8298 …egreen\" stroke=\"#4a4a4a\" points=\"192.65,-89 167.65,-89 167.65,-72 192.65,-72 192.65,-89\"/>\n",
8299 …or=\"middle\" x=\"180.15\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
8300 "</g>\n",
8301 "<!-- (3) 4-5--(3) 4-5^(4) 4 -->\n",
8302 "<g id=\"edge7\" class=\"edge\">\n",
8303 "<title>(3) 4-5--(3) 4-5^(4) 4</title>\n",
8304 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M195.3,-125.15C191.22,-113.4 185.97,-98.27 182.84,-89.26\"/>\n",
8305 "</g>\n",
8306 "<!-- (4) 4 -->\n",
8307 "<g id=\"node5\" class=\"node\">\n",
8308 "<title>(4) 4</title>\n",
8309 … "<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"117.15\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8310 …r=\"middle\" x=\"117.15\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z1</text>\n",
8311 "</g>\n",
8312 "<!-- (1) 6-5^(3) 4-5--(3) 4-5 -->\n",
8313 "<g id=\"edge2\" class=\"edge\">\n",
8314 "<title>(1) 6-5^(3) 4-5--(3) 4-5</title>\n",
8315 …"none\" stroke=\"#4a4a4a\" d=\"M201.15,-196.84C201.15,-187.93 201.15,-172.97 201.15,-161.23\"/>\n",
8316 "</g>\n",
8317 "<!-- (0) 3-4^(4) 4--(4) 4 -->\n",
8318 "<g id=\"edge4\" class=\"edge\">\n",
8319 "<title>(0) 3-4^(4) 4--(4) 4</title>\n",
8320 …h fill=\"none\" stroke=\"#4a4a4a\" d=\"M62.13,-71.84C72.19,-62.17 89.7,-45.36 102.27,-33.29\"/>\n",
8321 "</g>\n",
8322 "<!-- (2) 2-4^(4) 4--(4) 4 -->\n",
8323 "<g id=\"edge6\" class=\"edge\">\n",
8324 "<title>(2) 2-4^(4) 4--(4) 4</title>\n",
8325 …ll=\"none\" stroke=\"#4a4a4a\" d=\"M117.15,-71.84C117.15,-62.93 117.15,-47.97 117.15,-36.23\"/>\n",
8326 "</g>\n",
8327 "<!-- (3) 4-5^(4) 4--(4) 4 -->\n",
8328 "<g id=\"edge8\" class=\"edge\">\n",
8329 "<title>(3) 4-5^(4) 4--(4) 4</title>\n",
8330 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M172.17,-71.84C162.1,-62.17 144.59,-45.36 132.03,-33.29\"/>\n",
8331 "</g>\n",
8332 "</g>\n",
8344 "ie.updateEvidence({\"Y\":0,\"X\":0,3:[0.1,0.9],\"Z1\":[0.4,0.6]})\n",
8345 "gnb.sideBySide(ie,gnb.getDot(ie.joinTree().toDotWithNames(bn)),\n",
8362 …//www.w3.org/1999/xlink\" width=\"244pt\" height=\"188pt\" viewBox=\"0.00 0.00 244.00 188.00\">\n",
8363 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
8364 "<title>G</title>\n",
8365 "<!-- Z1 -->\n",
8366 "<g id=\"node1\" class=\"node\">\n",
8367 "<title>Z1</title>\n",
8368 "<g id=\"a_node1\"><a xlink:title=\"(4) Z1\">\n",
8369 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"65\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8370 … x=\"65\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z1</text>\n",
8371 "</a>\n",
8372 "</g>\n",
8373 "</g>\n",
8374 "<!-- T1 -->\n",
8375 "<g id=\"node4\" class=\"node\">\n",
8376 "<title>T1</title>\n",
8377 "<g id=\"a_node4\"><a xlink:title=\"(2) T1\">\n",
8378 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"118\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8379 … x=\"118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T1</text>\n",
8380 "</a>\n",
8381 "</g>\n",
8382 "</g>\n",
8383 "<!-- Z1->T1 -->\n",
8384 "<g id=\"edge4\" class=\"edge\">\n",
8385 "<title>Z1->T1</title>\n",
8386 "<g id=\"a_edge4\"><a xlink:title=\"(4, 2) : \">\n",
8387 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M71.18,-144.43C80.27,-120.09 97.32,-74.4 108.15,-45.4\"/>\n",
8388 …4a4a4a\" stroke=\"#4a4a4a\" points=\"111.47,-46.49 111.69,-35.9 104.92,-44.05 111.47,-46.49\"/>\n",
8389 "</a>\n",
8390 "</g>\n",
8391 "</g>\n",
8392 "<!-- Z3 -->\n",
8393 "<g id=\"node6\" class=\"node\">\n",
8394 "<title>Z3</title>\n",
8395 "<g id=\"a_node6\"><a xlink:title=\"(5) Z3\">\n",
8396 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8397 …" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z3</text>\n",
8398 "</a>\n",
8399 "</g>\n",
8400 "</g>\n",
8401 "<!-- Z1->Z3 -->\n",
8402 "<g id=\"edge5\" class=\"edge\">\n",
8403 "<title>Z1->Z3</title>\n",
8404 "<g id=\"a_edge5\"><a xlink:title=\"(4, 5) : \">\n",
8405 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M56.19,-144.76C51.58,-136.28 45.84,-125.71 40.68,-116.2\"/>\n",
8406 …a4a4a\" stroke=\"#4a4a4a\" points=\"43.61,-114.27 35.77,-107.15 37.46,-117.61 43.61,-114.27\"/>\n",
8407 "</a>\n",
8408 "</g>\n",
8409 "</g>\n",
8410 "<!-- X -->\n",
8411 "<g id=\"node7\" class=\"node\">\n",
8412 "<title>X</title>\n",
8413 "<g id=\"a_node7\"><a xlink:title=\"(1) X\">\n",
8414 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8415 …" x=\"137\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">X</text>\n",
8416 "</a>\n",
8417 "</g>\n",
8418 "</g>\n",
8419 "<!-- Z1->X -->\n",
8420 "<g id=\"edge7\" class=\"edge\">\n",
8421 "<title>Z1->X</title>\n",
8422 "<g id=\"a_edge7\"><a xlink:title=\"(4, 1) : \">\n",
8423 …=\"none\" stroke=\"#4a4a4a\" d=\"M79.57,-146.83C89.75,-136.94 103.52,-123.55 115.03,-112.36\"/>\n",
8424 …4a\" stroke=\"#4a4a4a\" points=\"117.47,-114.87 122.2,-105.38 112.59,-109.85 117.47,-114.87\"/>\n",
8425 "</a>\n",
8426 "</g>\n",
8427 "</g>\n",
8428 "<!-- T2 -->\n",
8429 "<g id=\"node2\" class=\"node\">\n",
8430 "<title>T2</title>\n",
8431 "<g id=\"a_node2\"><a xlink:title=\"(6) T2\">\n",
8432 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8433 …" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T2</text>\n",
8434 "</a>\n",
8435 "</g>\n",
8436 "</g>\n",
8437 "<!-- Z2 -->\n",
8438 "<g id=\"node3\" class=\"node\">\n",
8439 "<title>Z2</title>\n",
8440 "<g id=\"a_node3\"><a xlink:title=\"(3) Z2\">\n",
8441 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8442 …x=\"137\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z2</text>\n",
8443 "</a>\n",
8444 "</g>\n",
8445 "</g>\n",
8446 "<!-- Z2->X -->\n",
8447 "<g id=\"edge3\" class=\"edge\">\n",
8448 "<title>Z2->X</title>\n",
8449 "<g id=\"a_edge3\"><a xlink:title=\"(3, 1) : \">\n",
8450 …"<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M137,-143.7C137,-135.98 137,-126.71 137,-118.11\"/>\n",
8451 …l=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"140.5,-118.1 137,-108.1 133.5,-118.1 140.5,-118.1\"/>\n",
8452 "</a>\n",
8453 "</g>\n",
8454 "</g>\n",
8455 "<!-- Y -->\n",
8456 "<g id=\"node5\" class=\"node\">\n",
8457 "<title>Y</title>\n",
8458 "<g id=\"a_node5\"><a xlink:title=\"(0) Y\">\n",
8459 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"209\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8460 … x=\"209\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Y</text>\n",
8461 "</a>\n",
8462 "</g>\n",
8463 "</g>\n",
8464 "<!-- Y->X -->\n",
8465 "<g id=\"edge1\" class=\"edge\">\n",
8466 "<title>Y->X</title>\n",
8467 "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
8468 …"none\" stroke=\"#4a4a4a\" d=\"M194.43,-146.83C184.25,-136.94 170.48,-123.55 158.97,-112.36\"/>\n",
8469 …4a\" stroke=\"#4a4a4a\" points=\"161.41,-109.85 151.8,-105.38 156.53,-114.87 161.41,-109.85\"/>\n",
8470 "</a>\n",
8471 "</g>\n",
8472 "</g>\n",
8473 "<!-- Z3->T2 -->\n",
8474 "<g id=\"edge6\" class=\"edge\">\n",
8475 "<title>Z3->T2</title>\n",
8476 "<g id=\"a_edge6\"><a xlink:title=\"(5, 6) : \">\n",
8477 "<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M27,-71.7C27,-63.98 27,-54.71 27,-46.11\"/>\n",
8478 …ygon fill=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"30.5,-46.1 27,-36.1 23.5,-46.1 30.5,-46.1\"/>\n",
8479 "</a>\n",
8480 "</g>\n",
8481 "</g>\n",
8482 "<!-- X->T1 -->\n",
8483 "<g id=\"edge2\" class=\"edge\">\n",
8484 "<title>X->T1</title>\n",
8485 "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
8486 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M132.4,-72.05C130.25,-64.14 127.65,-54.54 125.24,-45.69\"/>\n",
8487 …4a4a4a\" stroke=\"#4a4a4a\" points=\"128.55,-44.52 122.56,-35.79 121.8,-46.36 128.55,-44.52\"/>\n",
8488 "</a>\n",
8489 "</g>\n",
8490 "</g>\n",
8491 "</g>\n",
8492 …p://www.w3.org/1999/xlink\" width=\"91pt\" height=\"169pt\" viewBox=\"0.00 0.00 91.19 169.00\">\n",
8493 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 165)\">\n",
8494 "<title>G</title>\n",
8495 "<!-- (0) 3-4-0 -->\n",
8496 "<g id=\"node1\" class=\"node\">\n",
8497 "<title>(0) 3-4-0</title>\n",
8498 …<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"41.6\" cy=\"-143\" rx=\"41.69\" ry=\"18\"/>\n",
8499 …middle\" x=\"41.6\" y=\"-139.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z2 Z1 Y</text>\n",
8500 "</g>\n",
8501 "<!-- (0) 3-4-0^(2) 4-2 -->\n",
8502 "<g id=\"node3\" class=\"node\">\n",
8503 "<title>(0) 3-4-0^(2) 4-2</title>\n",
8504 …fill=\"palegreen\" stroke=\"#4a4a4a\" points=\"54.1,-89 29.1,-89 29.1,-72 54.1,-72 54.1,-89\"/>\n",
8505 …chor=\"middle\" x=\"41.6\" y=\"-78.6\" font-family=\"Times,serif\" font-size=\"8.00\">Z1</text>\n",
8506 "</g>\n",
8507 "<!-- (0) 3-4-0--(0) 3-4-0^(2) 4-2 -->\n",
8508 "<g id=\"edge1\" class=\"edge\">\n",
8509 "<title>(0) 3-4-0--(0) 3-4-0^(2) 4-2</title>\n",
8510 …path fill=\"none\" stroke=\"#4a4a4a\" d=\"M41.6,-124.82C41.6,-113.09 41.6,-98.1 41.6,-89.18\"/>\n",
8511 "</g>\n",
8512 "<!-- (2) 4-2 -->\n",
8513 "<g id=\"node2\" class=\"node\">\n",
8514 "<title>(2) 4-2</title>\n",
8515 …"<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"41.6\" cy=\"-18\" rx=\"33.29\" ry=\"18\"/>\n",
8516 …=\"middle\" x=\"41.6\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z1 T1</text>\n",
8517 "</g>\n",
8518 "<!-- (0) 3-4-0^(2) 4-2--(2) 4-2 -->\n",
8519 "<g id=\"edge2\" class=\"edge\">\n",
8520 "<title>(0) 3-4-0^(2) 4-2--(2) 4-2</title>\n",
8521 …<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M41.6,-71.84C41.6,-62.93 41.6,-47.97 41.6,-36.23\"/>\n",
8522 "</g>\n",
8523 "</g>\n",
8535 "ie.setEvidence({\"X\":0})\n",
8536 "ie.setTargets({\"T1\",\"Z1\"})\n",
8537 "gnb.sideBySide(ie,gnb.getDot(ie.joinTree().toDotWithNames(bn)),\n",
8554 …//www.w3.org/1999/xlink\" width=\"244pt\" height=\"188pt\" viewBox=\"0.00 0.00 244.00 188.00\">\n",
8555 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
8556 "<title>G</title>\n",
8557 "<!-- Z1 -->\n",
8558 "<g id=\"node1\" class=\"node\">\n",
8559 "<title>Z1</title>\n",
8560 "<g id=\"a_node1\"><a xlink:title=\"(4) Z1\">\n",
8561 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"65\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8562 … x=\"65\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z1</text>\n",
8563 "</a>\n",
8564 "</g>\n",
8565 "</g>\n",
8566 "<!-- T1 -->\n",
8567 "<g id=\"node4\" class=\"node\">\n",
8568 "<title>T1</title>\n",
8569 "<g id=\"a_node4\"><a xlink:title=\"(2) T1\">\n",
8570 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"118\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8571 … x=\"118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T1</text>\n",
8572 "</a>\n",
8573 "</g>\n",
8574 "</g>\n",
8575 "<!-- Z1->T1 -->\n",
8576 "<g id=\"edge4\" class=\"edge\">\n",
8577 "<title>Z1->T1</title>\n",
8578 "<g id=\"a_edge4\"><a xlink:title=\"(4, 2) : \">\n",
8579 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M71.18,-144.43C80.27,-120.09 97.32,-74.4 108.15,-45.4\"/>\n",
8580 …4a4a4a\" stroke=\"#4a4a4a\" points=\"111.47,-46.49 111.69,-35.9 104.92,-44.05 111.47,-46.49\"/>\n",
8581 "</a>\n",
8582 "</g>\n",
8583 "</g>\n",
8584 "<!-- Z3 -->\n",
8585 "<g id=\"node6\" class=\"node\">\n",
8586 "<title>Z3</title>\n",
8587 "<g id=\"a_node6\"><a xlink:title=\"(5) Z3\">\n",
8588 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8589 …" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z3</text>\n",
8590 "</a>\n",
8591 "</g>\n",
8592 "</g>\n",
8593 "<!-- Z1->Z3 -->\n",
8594 "<g id=\"edge5\" class=\"edge\">\n",
8595 "<title>Z1->Z3</title>\n",
8596 "<g id=\"a_edge5\"><a xlink:title=\"(4, 5) : \">\n",
8597 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M56.19,-144.76C51.58,-136.28 45.84,-125.71 40.68,-116.2\"/>\n",
8598 …a4a4a\" stroke=\"#4a4a4a\" points=\"43.61,-114.27 35.77,-107.15 37.46,-117.61 43.61,-114.27\"/>\n",
8599 "</a>\n",
8600 "</g>\n",
8601 "</g>\n",
8602 "<!-- X -->\n",
8603 "<g id=\"node7\" class=\"node\">\n",
8604 "<title>X</title>\n",
8605 "<g id=\"a_node7\"><a xlink:title=\"(1) X\">\n",
8606 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8607 …" x=\"137\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">X</text>\n",
8608 "</a>\n",
8609 "</g>\n",
8610 "</g>\n",
8611 "<!-- Z1->X -->\n",
8612 "<g id=\"edge7\" class=\"edge\">\n",
8613 "<title>Z1->X</title>\n",
8614 "<g id=\"a_edge7\"><a xlink:title=\"(4, 1) : \">\n",
8615 …=\"none\" stroke=\"#4a4a4a\" d=\"M79.57,-146.83C89.75,-136.94 103.52,-123.55 115.03,-112.36\"/>\n",
8616 …4a\" stroke=\"#4a4a4a\" points=\"117.47,-114.87 122.2,-105.38 112.59,-109.85 117.47,-114.87\"/>\n",
8617 "</a>\n",
8618 "</g>\n",
8619 "</g>\n",
8620 "<!-- T2 -->\n",
8621 "<g id=\"node2\" class=\"node\">\n",
8622 "<title>T2</title>\n",
8623 "<g id=\"a_node2\"><a xlink:title=\"(6) T2\">\n",
8624 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8625 …" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T2</text>\n",
8626 "</a>\n",
8627 "</g>\n",
8628 "</g>\n",
8629 "<!-- Z2 -->\n",
8630 "<g id=\"node3\" class=\"node\">\n",
8631 "<title>Z2</title>\n",
8632 "<g id=\"a_node3\"><a xlink:title=\"(3) Z2\">\n",
8633 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8634 …x=\"137\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z2</text>\n",
8635 "</a>\n",
8636 "</g>\n",
8637 "</g>\n",
8638 "<!-- Z2->X -->\n",
8639 "<g id=\"edge3\" class=\"edge\">\n",
8640 "<title>Z2->X</title>\n",
8641 "<g id=\"a_edge3\"><a xlink:title=\"(3, 1) : \">\n",
8642 …"<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M137,-143.7C137,-135.98 137,-126.71 137,-118.11\"/>\n",
8643 …l=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"140.5,-118.1 137,-108.1 133.5,-118.1 140.5,-118.1\"/>\n",
8644 "</a>\n",
8645 "</g>\n",
8646 "</g>\n",
8647 "<!-- Y -->\n",
8648 "<g id=\"node5\" class=\"node\">\n",
8649 "<title>Y</title>\n",
8650 "<g id=\"a_node5\"><a xlink:title=\"(0) Y\">\n",
8651 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"209\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8652 … x=\"209\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Y</text>\n",
8653 "</a>\n",
8654 "</g>\n",
8655 "</g>\n",
8656 "<!-- Y->X -->\n",
8657 "<g id=\"edge1\" class=\"edge\">\n",
8658 "<title>Y->X</title>\n",
8659 "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
8660 …"none\" stroke=\"#4a4a4a\" d=\"M194.43,-146.83C184.25,-136.94 170.48,-123.55 158.97,-112.36\"/>\n",
8661 …4a\" stroke=\"#4a4a4a\" points=\"161.41,-109.85 151.8,-105.38 156.53,-114.87 161.41,-109.85\"/>\n",
8662 "</a>\n",
8663 "</g>\n",
8664 "</g>\n",
8665 "<!-- Z3->T2 -->\n",
8666 "<g id=\"edge6\" class=\"edge\">\n",
8667 "<title>Z3->T2</title>\n",
8668 "<g id=\"a_edge6\"><a xlink:title=\"(5, 6) : \">\n",
8669 "<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M27,-71.7C27,-63.98 27,-54.71 27,-46.11\"/>\n",
8670 …ygon fill=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"30.5,-46.1 27,-36.1 23.5,-46.1 30.5,-46.1\"/>\n",
8671 "</a>\n",
8672 "</g>\n",
8673 "</g>\n",
8674 "<!-- X->T1 -->\n",
8675 "<g id=\"edge2\" class=\"edge\">\n",
8676 "<title>X->T1</title>\n",
8677 "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
8678 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M132.4,-72.05C130.25,-64.14 127.65,-54.54 125.24,-45.69\"/>\n",
8679 …4a4a4a\" stroke=\"#4a4a4a\" points=\"128.55,-44.52 122.56,-35.79 121.8,-46.36 128.55,-44.52\"/>\n",
8680 "</a>\n",
8681 "</g>\n",
8682 "</g>\n",
8683 "</g>\n",
8684 …ttp://www.w3.org/1999/xlink\" width=\"99pt\" height=\"44pt\" viewBox=\"0.00 0.00 98.99 44.00\">\n",
8685 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 40)\">\n",
8686 "<title>G</title>\n",
8687 "<!-- (0) 3-4-2 -->\n",
8688 "<g id=\"node1\" class=\"node\">\n",
8689 "<title>(0) 3-4-2</title>\n",
8690 …"<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"45.5\" cy=\"-18\" rx=\"45.49\" ry=\"18\"/>\n",
8691 …middle\" x=\"45.5\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z2 Z1 T1</text>\n",
8692 "</g>\n",
8693 "</g>\n",
8705 "ie.updateEvidence({\"Y\":0,\"X\":0,3:[0.1,0.9],\"Z1\":[0.4,0.6]})\n",
8706 "ie.addJointTarget({\"Z2\",\"Z1\",\"T1\"})\n",
8707 "\n",
8708 "gnb.sideBySide(ie,\n",
8709 " gnb.getDot(ie.joinTree().toDotWithNames(bn)),\n",
8726 "<table style=\"border:1px solid black;\">\n",
8727 "<tr><th colspan='2'></th>\n",
8728 …an='2' style='border:1px solid black;color:black;background-color:#808080;'><center>Z1</center>\n",
8729 " </th></tr>\n",
8730 …tyle='border:1px solid black;border-bottom-style: double;color:black;background-color:#BBBBBB'>\n",
8731 …tyle='border:1px solid black;border-bottom-style: double;color:black;background-color:#BBBBBB'>\n",
8732 " <center>1</center></th></tr>\n",
8733 … "<tr><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '2'>\n",
8734 …>0.1242</td><td style='color:black;background-color:#fa8364;text-align:right;'>0.0333</td></tr>\n",
8735 …>0.1366</td><td style='color:black;background-color:#ec9164;text-align:right;'>0.1456</td></tr>\n",
8736 … "<tr><th style='border:1px solid black;color:black;background-color:#BBBBBB;' rowspan = '2'>\n",
8737 …>0.1496</td><td style='color:black;background-color:#f98464;text-align:right;'>0.0458</td></tr>\n",
8738 …>0.1645</td><td style='color:black;background-color:#e59864;text-align:right;'>0.2003</td></tr>\n",
8742 "(gum::Potential<double>@0x7fddb75a2100) \n",
8743 " || Z1 |\n",
8744 "T1 |Z2 ||0 |1 |\n",
8745 "------|------||---------|---------|\n",
8746 "0 |0 || 0.1242 | 0.0333 |\n",
8747 "1 |0 || 0.1366 | 0.1456 |\n",
8748 "0 |1 || 0.1496 | 0.0458 |\n",
8758 "ie.makeInference()\n",
8775 "<table style=\"border:1px solid black;\">\n",
8776 "<tr><th colspan='1'></th>\n",
8777 …an='2' style='border:1px solid black;color:black;background-color:#808080;'><center>Z1</center>\n",
8778 " </th></tr>\n",
8779 …tyle='border:1px solid black;border-bottom-style: double;color:black;background-color:#BBBBBB'>\n",
8780 …tyle='border:1px solid black;border-bottom-style: double;color:black;background-color:#BBBBBB'>\n",
8781 " <center>1</center></th></tr>\n",
8782 …>0.2608</td><td style='color:black;background-color:#e89564;text-align:right;'>0.1789</td></tr>\n",
8783 …>0.3142</td><td style='color:black;background-color:#df9e64;text-align:right;'>0.2461</td></tr>\n",
8787 "(gum::Potential<double>@0x7fde2745f140) \n",
8788 " || Z1 |\n",
8789 "Z2 ||0 |1 |\n",
8790 "------||---------|---------|\n",
8791 "0 || 0.2608 | 0.1789 |\n",
8818 "Indeed, there is no joint target which contains {4,5} !\n"
8823 "# this will not work \n",
8824 "try:\n",
8825 " ie.jointPosterior({\"Z3\",\"Z1\"})\n",
8826 "except gum.UndefinedElement: \n",
8843 …//www.w3.org/1999/xlink\" width=\"244pt\" height=\"188pt\" viewBox=\"0.00 0.00 244.00 188.00\">\n",
8844 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
8845 "<title>G</title>\n",
8846 "<!-- Z1 -->\n",
8847 "<g id=\"node1\" class=\"node\">\n",
8848 "<title>Z1</title>\n",
8849 "<g id=\"a_node1\"><a xlink:title=\"(4) Z1\">\n",
8850 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"65\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8851 … x=\"65\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z1</text>\n",
8852 "</a>\n",
8853 "</g>\n",
8854 "</g>\n",
8855 "<!-- T1 -->\n",
8856 "<g id=\"node4\" class=\"node\">\n",
8857 "<title>T1</title>\n",
8858 "<g id=\"a_node4\"><a xlink:title=\"(2) T1\">\n",
8859 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"118\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8860 … x=\"118\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T1</text>\n",
8861 "</a>\n",
8862 "</g>\n",
8863 "</g>\n",
8864 "<!-- Z1->T1 -->\n",
8865 "<g id=\"edge4\" class=\"edge\">\n",
8866 "<title>Z1->T1</title>\n",
8867 "<g id=\"a_edge4\"><a xlink:title=\"(4, 2) : \">\n",
8868 … fill=\"none\" stroke=\"#4a4a4a\" d=\"M71.18,-144.43C80.27,-120.09 97.32,-74.4 108.15,-45.4\"/>\n",
8869 …4a4a4a\" stroke=\"#4a4a4a\" points=\"111.47,-46.49 111.69,-35.9 104.92,-44.05 111.47,-46.49\"/>\n",
8870 "</a>\n",
8871 "</g>\n",
8872 "</g>\n",
8873 "<!-- Z3 -->\n",
8874 "<g id=\"node6\" class=\"node\">\n",
8875 "<title>Z3</title>\n",
8876 "<g id=\"a_node6\"><a xlink:title=\"(5) Z3\">\n",
8877 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8878 …" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z3</text>\n",
8879 "</a>\n",
8880 "</g>\n",
8881 "</g>\n",
8882 "<!-- Z1->Z3 -->\n",
8883 "<g id=\"edge5\" class=\"edge\">\n",
8884 "<title>Z1->Z3</title>\n",
8885 "<g id=\"a_edge5\"><a xlink:title=\"(4, 5) : \">\n",
8886 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M56.19,-144.76C51.58,-136.28 45.84,-125.71 40.68,-116.2\"/>\n",
8887 …a4a4a\" stroke=\"#4a4a4a\" points=\"43.61,-114.27 35.77,-107.15 37.46,-117.61 43.61,-114.27\"/>\n",
8888 "</a>\n",
8889 "</g>\n",
8890 "</g>\n",
8891 "<!-- X -->\n",
8892 "<g id=\"node7\" class=\"node\">\n",
8893 "<title>X</title>\n",
8894 "<g id=\"a_node7\"><a xlink:title=\"(1) X\">\n",
8895 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
8896 …" x=\"137\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">X</text>\n",
8897 "</a>\n",
8898 "</g>\n",
8899 "</g>\n",
8900 "<!-- Z1->X -->\n",
8901 "<g id=\"edge7\" class=\"edge\">\n",
8902 "<title>Z1->X</title>\n",
8903 "<g id=\"a_edge7\"><a xlink:title=\"(4, 1) : \">\n",
8904 …=\"none\" stroke=\"#4a4a4a\" d=\"M79.57,-146.83C89.75,-136.94 103.52,-123.55 115.03,-112.36\"/>\n",
8905 …4a\" stroke=\"#4a4a4a\" points=\"117.47,-114.87 122.2,-105.38 112.59,-109.85 117.47,-114.87\"/>\n",
8906 "</a>\n",
8907 "</g>\n",
8908 "</g>\n",
8909 "<!-- T2 -->\n",
8910 "<g id=\"node2\" class=\"node\">\n",
8911 "<title>T2</title>\n",
8912 "<g id=\"a_node2\"><a xlink:title=\"(6) T2\">\n",
8913 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
8914 …" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">T2</text>\n",
8915 "</a>\n",
8916 "</g>\n",
8917 "</g>\n",
8918 "<!-- Z2 -->\n",
8919 "<g id=\"node3\" class=\"node\">\n",
8920 "<title>Z2</title>\n",
8921 "<g id=\"a_node3\"><a xlink:title=\"(3) Z2\">\n",
8922 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"137\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8923 …x=\"137\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Z2</text>\n",
8924 "</a>\n",
8925 "</g>\n",
8926 "</g>\n",
8927 "<!-- Z2->X -->\n",
8928 "<g id=\"edge3\" class=\"edge\">\n",
8929 "<title>Z2->X</title>\n",
8930 "<g id=\"a_edge3\"><a xlink:title=\"(3, 1) : \">\n",
8931 …"<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M137,-143.7C137,-135.98 137,-126.71 137,-118.11\"/>\n",
8932 …l=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"140.5,-118.1 137,-108.1 133.5,-118.1 140.5,-118.1\"/>\n",
8933 "</a>\n",
8934 "</g>\n",
8935 "</g>\n",
8936 "<!-- Y -->\n",
8937 "<g id=\"node5\" class=\"node\">\n",
8938 "<title>Y</title>\n",
8939 "<g id=\"a_node5\"><a xlink:title=\"(0) Y\">\n",
8940 "<ellipse fill=\"#404040\" stroke=\"black\" cx=\"209\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
8941 … x=\"209\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"white\">Y</text>\n",
8942 "</a>\n",
8943 "</g>\n",
8944 "</g>\n",
8945 "<!-- Y->X -->\n",
8946 "<g id=\"edge1\" class=\"edge\">\n",
8947 "<title>Y->X</title>\n",
8948 "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
8949 …"none\" stroke=\"#4a4a4a\" d=\"M194.43,-146.83C184.25,-136.94 170.48,-123.55 158.97,-112.36\"/>\n",
8950 …4a\" stroke=\"#4a4a4a\" points=\"161.41,-109.85 151.8,-105.38 156.53,-114.87 161.41,-109.85\"/>\n",
8951 "</a>\n",
8952 "</g>\n",
8953 "</g>\n",
8954 "<!-- Z3->T2 -->\n",
8955 "<g id=\"edge6\" class=\"edge\">\n",
8956 "<title>Z3->T2</title>\n",
8957 "<g id=\"a_edge6\"><a xlink:title=\"(5, 6) : \">\n",
8958 "<path fill=\"none\" stroke=\"#4a4a4a\" d=\"M27,-71.7C27,-63.98 27,-54.71 27,-46.11\"/>\n",
8959 …ygon fill=\"#4a4a4a\" stroke=\"#4a4a4a\" points=\"30.5,-46.1 27,-36.1 23.5,-46.1 30.5,-46.1\"/>\n",
8960 "</a>\n",
8961 "</g>\n",
8962 "</g>\n",
8963 "<!-- X->T1 -->\n",
8964 "<g id=\"edge2\" class=\"edge\">\n",
8965 "<title>X->T1</title>\n",
8966 "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
8967 …ill=\"none\" stroke=\"#4a4a4a\" d=\"M132.4,-72.05C130.25,-64.14 127.65,-54.54 125.24,-45.69\"/>\n",
8968 …4a4a4a\" stroke=\"#4a4a4a\" points=\"128.55,-44.52 122.56,-35.79 121.8,-46.36 128.55,-44.52\"/>\n",
8969 "</a>\n",
8970 "</g>\n",
8971 "</g>\n",
8972 "</g>\n",
8973 …ttp://www.w3.org/1999/xlink\" width=\"99pt\" height=\"44pt\" viewBox=\"0.00 0.00 98.99 44.00\">\n",
8974 "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 40)\">\n",
8975 "<title>G</title>\n",
8976 "<!-- (0) 3-4-2 -->\n",
8977 "<g id=\"node1\" class=\"node\">\n",
8978 "<title>(0) 3-4-2</title>\n",
8979 …"<ellipse fill=\"burlywood\" stroke=\"#4a4a4a\" cx=\"45.5\" cy=\"-18\" rx=\"45.49\" ry=\"18\"/>\n",
8980 …middle\" x=\"45.5\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">Z2 Z1 T1</text>\n",
8981 "</g>\n",
8982 "</g>\n",
8994 "ie.addJointTarget({\"Z2\",\"Z1\"})\n",
8995 "gnb.sideBySide(ie,\n",
8996 " gnb.getDot(ie.joinTree().toDotWithNames(bn)),\n",