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Is Bootstrap implemented for causal-cmd? Not running for FGES #57

Closed MikeKonrad closed 1 year ago

kvb2univpitt commented 3 years ago

@MikeKonrad It should be. I doesn't seem like it's working at the moment. I will give you an update on when that's fixed. Thanks.

MikeKonrad commented 3 years ago

That would be great! Thank you, Kevin!!

Mike

From: Kevin Bui notifications@github.com Sent: Saturday, October 3, 2020 11:19 AM To: bd2kccd/causal-cmd causal-cmd@noreply.github.com Cc: Michael D Konrad mdk@sei.cmu.edu; Mention mention@noreply.github.com Subject: Re: [bd2kccd/causal-cmd] Is Bootstrap implemented for causal-cmd? Not running for FGES (#57)

@MikeKonradhttps://github.com/MikeKonrad It should be. I doesn't seem like it's working at the moment. I will give you an update on when that's fixed. Thanks.

— You are receiving this because you were mentioned. Reply to this email directly, view it on GitHubhttps://github.com/bd2kccd/causal-cmd/issues/57#issuecomment-703119334, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ACI46PUJCNLE2IK4N7VZGV3SI46FNANCNFSM4RSEJPNA.

kvb2univpitt commented 3 years ago

@MikeKonrad I am going through the old issues and realized that I haven't response back to you. Sorry about that. We have a new release 1.2.1. This should fix some of the bugs. I apologize for getting back to you extremely late.

MikeKonrad commented 3 years ago

Hi Kevin, that is super news!

I’ll have to try bootstrap again. In fact, I just ran the bootstrap from the GUI (with FGES) just 5 minutes ago.

Mike

From: Kevin Bui notifications@github.com Sent: Tuesday, January 19, 2021 2:01 PM To: bd2kccd/causal-cmd causal-cmd@noreply.github.com Cc: Michael D Konrad mdk@sei.cmu.edu; Mention mention@noreply.github.com Subject: Re: [bd2kccd/causal-cmd] Is Bootstrap implemented for causal-cmd? Not running for FGES (#57)

@MikeKonradhttps://github.com/MikeKonrad I am going through the old issues and realized that I haven't response back to you. Sorry about that. We have a new release 1.2.1. This should fix some of the bugs. I apologize for getting back to you extremely late.

— You are receiving this because you were mentioned. Reply to this email directly, view it on GitHubhttps://github.com/bd2kccd/causal-cmd/issues/57#issuecomment-763054662, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ACI46PX6WFPSU2CTQP4ZNGTS2XJF5ANCNFSM4RSEJPNA.

kvb2univpitt commented 3 years ago

@MikeKonrad I haven't tried out bootstrapping yet. So, does it seem to be working now?

MikeKonrad commented 3 years ago

Kevin, I’m sorry—there is a task I’m working on right now that requires all my attention through the end of the month, but I will test out bootstrapping using causal-cmd the first week in February. That’s when I will again make use of it.

Mike

From: Kevin Bui notifications@github.com Sent: Tuesday, January 19, 2021 3:54 PM To: bd2kccd/causal-cmd causal-cmd@noreply.github.com Cc: Michael D Konrad mdk@sei.cmu.edu; Mention mention@noreply.github.com Subject: Re: [bd2kccd/causal-cmd] Is Bootstrap implemented for causal-cmd? Not running for FGES (#57)

@MikeKonradhttps://github.com/MikeKonrad I haven't tried out bootstrapping yet. So, does it seem to be working now?

— You are receiving this because you were mentioned. Reply to this email directly, view it on GitHubhttps://github.com/bd2kccd/causal-cmd/issues/57#issuecomment-763133111, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ACI46PQLTFJDNPV5A2VOMX3S2XWNVANCNFSM4RSEJPNA.

kvb2univpitt commented 3 years ago

@MikeKonrad Sure. No hurry. I was just curious. Thanks.

kvb2univpitt commented 3 years ago

@MikeKonrad Just to keep you up-to-date. The version 1.2.1 still has issue with missing bootstrapping parameters. I have made a new release of version 1.2.2 that fixes this issue. Please checkout the latest version. Also, I have updated tetrad-lib dependency to version 6.8.1 that fixes the issue with knowledge. Some of the parameter names has changed. For an example, "structurePrior" is now "semBicStructurePrior."

MikeKonrad commented 3 years ago

Thank you, Kevin!

I am happy to report causal-cmd does seem to do bootstrapping fine now.

I plan to do a bit more testing over the next few days (e.g., comparing the probability of no edge column from the edge and edge type probability table obtained from the GUI against the same obtained from causal-cmd’s report) before using this feature more extensively the next few weeks. But just looking at the top entries from both tables looks reassuring!

I am very relieved!!

I will let you know what further I learn in a few more days but wanted to reach out to you.

(The webpage, by the way, shows the old form for search parameters, for example sem-bic instead of sem-bic-score. Now someone who carefully reads the documentation will catch this, but I just wanted you to be aware. Shouldn’t be a real high priority, but would be good to fix eventually, especially if you’re going to have newcomers trying to use causal-cmd.)

Thanks, Mike

From: Kevin Bui @.> Sent: Monday, February 22, 2021 12:23 AM To: bd2kccd/causal-cmd @.> Cc: Michael D Konrad @.>; Mention @.> Subject: Re: [bd2kccd/causal-cmd] Is Bootstrap implemented for causal-cmd? Not running for FGES (#57)

@MikeKonradhttps://github.com/MikeKonrad Just to keep you up-to-date. The version 1.2.1 still has issue with missing bootstrapping parameters. I have made a new release of version 1.2.2 that fixes this issue. Please checkout the latest version. Also, I have updated tetrad-lib dependency to version 6.8.1 that fixes the issue with knowledge. Some of the parameter names has changed. For an example, "structurePrior" is now "semBicStructurePrior."

— You are receiving this because you were mentioned. Reply to this email directly, view it on GitHubhttps://github.com/bd2kccd/causal-cmd/issues/57#issuecomment-783090704, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ACI46PWY5L5IJRO4ZVTWA3DTAHS3DANCNFSM4RSEJPNA.

MikeKonrad commented 3 years ago

Kevin and Joe (bringing Joe in because of the question at the end),

I tested causal-cmd bootstrapping pretty thoroughly (by my standards) and other than a slight difference in calibration (what I’ll call it, but I’ll explain more in just a little bit), it seems to perform as accurately/well as does bootstrapping in the Tetrad GUI.

I realize pretty much the same algorithms and code are involved, so that shouldn’t be too surprising.

Not a problem exactly, but I noticed that the probability of no edge values are just a bit higher for causal-cmd use of FGES, SEMBIC, and bootstrapping versus those from using the Tetrad GUI (the table under the resulting search graph has a column titled “No Edge”). I’m not sure why that would be. The two approaches (causal-cmd and GUI) pull from slightly different versions of 6.8.0 baseline I’m betting, so maybe that’s why. And that’s what I meant by slightly different calibration.

Question: Is there any possibility of learning more about the FGES algorithm improvements from recent bug fixing reports? We have a (very) few published or soon-to-be-published papers using FGES and bootstrapping, and that’s why I (deeply) care?

I hope you are all doing well during these strange times.

Thank you, Mike 412-260-5948

From: Michael D Konrad Sent: Sunday, April 11, 2021 10:48 AM To: 'bd2kccd/causal-cmd' @.>; bd2kccd/causal-cmd @.> Cc: Mention @.***> Subject: RE: [bd2kccd/causal-cmd] Is Bootstrap implemented for causal-cmd? Not running for FGES (#57)

Thank you, Kevin!

I am happy to report causal-cmd does seem to do bootstrapping fine now.

I plan to do a bit more testing over the next few days (e.g., comparing the probability of no edge column from the edge and edge type probability table obtained from the GUI against the same obtained from causal-cmd’s report) before using this feature more extensively the next few weeks. But just looking at the top entries from both tables looks reassuring!

I am very relieved!!

I will let you know what further I learn in a few more days but wanted to reach out to you.

(The webpage, by the way, shows the old form for search parameters, for example sem-bic instead of sem-bic-score. Now someone who carefully reads the documentation will catch this, but I just wanted you to be aware. Shouldn’t be a real high priority, but would be good to fix eventually, especially if you’re going to have newcomers trying to use causal-cmd.)

Thanks, Mike

From: Kevin Bui @.**@.>> Sent: Monday, February 22, 2021 12:23 AM To: bd2kccd/causal-cmd @.**@.>> Cc: Michael D Konrad @.**@.>>; Mention @.**@.>> Subject: Re: [bd2kccd/causal-cmd] Is Bootstrap implemented for causal-cmd? Not running for FGES (#57)

@MikeKonradhttps://github.com/MikeKonrad Just to keep you up-to-date. The version 1.2.1 still has issue with missing bootstrapping parameters. I have made a new release of version 1.2.2 that fixes this issue. Please checkout the latest version. Also, I have updated tetrad-lib dependency to version 6.8.1 that fixes the issue with knowledge. Some of the parameter names has changed. For an example, "structurePrior" is now "semBicStructurePrior."

— You are receiving this because you were mentioned. Reply to this email directly, view it on GitHubhttps://github.com/bd2kccd/causal-cmd/issues/57#issuecomment-783090704, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ACI46PWY5L5IJRO4ZVTWA3DTAHS3DANCNFSM4RSEJPNA.

kvb2univpitt commented 3 years ago

@jdramsey Hi Joe. I am tagging you just in case you didn't see the message.

MikeKonrad commented 3 years ago

Hi Joe and Kevin,

I promised Joe feedback on the latest FGES SEM BIC algorithm changes.

Over the past month, I tested the mid-April release of causal-cmd (let’s call it Apr.cmd for short) against the mid-February release (Feb.cmd), using a few dozen small real-world datasets (e.g., a typical size is 11-13 cases and 30-40 variables).

The bottom-line: all went very well, but there are two issues that I’d like to raise for future consideration:

  1. Verbosity of console output. If one does bootstrapping with search, as I almost always do, I of course get console output for each individual search. I typically redirect console output to a file, but the file gets HUGE! Like over a gigabyte in size for a small real-world dataset. A look at the lines being printed to the console (redirected output file) show them to be of two types:
    • One per search of a bootstrap sample, I get an output line that looks like this: n = 11.0 ess = 14.79659978083142 I can tell n is the sample size, but what is “ess?” is this documented anywhere?
    • Numerous lines that look like this: Singularity X23 | [X7, X31, X10, X5, X24]

It’s these lines that I find problematic as there can be so many per search of a bootstrap sample

 *   Is there any simple way to dispense of all the output of type b?? I like to direct output-to-console to a file for later examination, so just running it is not the best option.
  1. Calibration against earlier versions of the same algorithm: Each algorithm change (GUI -> Feb. release of causal-cmd -> April release of causal-cmd with improved FGES SEM BIC) either results in the algorithm performing noticeably more liberally or more conservatively (e.g. PNE values are 2X larger or smaller). Now, it turns out this doesn’t matter so much for my work, but it’s kind of unexpected and I have to re-calibrate what search is doing (because of later comparisons that I do) after each of these algorithm changes. (I even wondered if the “—penaltyDiscount” setting was working correctly, but I’m confident that at least it’s monotone in the correct direction each time with a change in PD.)

Outline of how I did the testing (read only if you’re interested):

As I’ve said, my datasets are typically rather small, and collected from an electronic/mechanical system, and the causal system is pretty discoverable in such circumstances, though a bit vulnerable to persistent bias in the data or momentary reduction in variable variance (ouch).

For each dataset to be tested against both versions of the algorithm, I do this:

Pre-search, I inject/append null variables into/to the dataset. (Independently and pseudo-randomly, I permute a copy of each variable and add that permutation to the dataset [what Joe was calling a “null variable”])

Post-search, are the resulting PNE columns comparable? I answer this question two ways: (1) Including the null variables, what’s the correlation between the two PNE vectors? (2) Calculate the 5th percentile (say) of adjacencies terminating in at least one null variable. Then only include adjacencies among the original variables whose PNE is < that percentile for just those adjacencies terminating on at least one null variable. Then what’s the size of the symmetric difference of the two trimmed bootstrapped search results (one from each algorithm)? Furthermore, for each adjacency in that symmetric difference, what is its percentile in the algorithm that scored a “miss?” Is it also very low or not?

On both fronts, the Feb.cmd tested very comparably to last year’s GUI (version 20200828); and the Apr.cmd tested very comparably to Feb.cmd. And this was the case for a range of different datasets, though all of them relatively small.

Please reply if you have any questions or comments.

I hope you are both doing well!!!

Thank you, Mike

P.S. Kevin: for an email address, I just grabbed a link associated with a bug report to the github site. I hope that’s okay.

jdramsey commented 1 year ago

@MikeKonrad I'm sure many of your bootstrap issues will be completely fixed in the next release of Tetrad. Kevin and I (mostly Kevin!) put a lot of work in bootstrapping in the last month or so, and it appears to us to be working perfectly now. But I am unsure about the verbosity of output issue, so if you have any further input about that it would be helpful. The calibration issue is I think completely solved. Sorry for the delay; very small team working on Tetrad as you know!

jdramsey commented 1 year ago

@MikeKonrad Actually, to be completely honest, I think the verbosity issue has been completely resolved by Kevin's recent efforts in bootstrapping in the forthcoming release,

https://github.com/cmu-phil/tetrad/wiki/Forthcoming-fixes-for-7.1.3_2

but you'll have to tell us. There are the verbose outputs for each algorithm run followed by the verbose output for the bootstrapping report, as below. (By the way, all inaccuracies in the bootstrapping report are now resolved so far as we know.) So you get an output like this:

SO: I guess the question is whether you want to elide the outputs for the individual algorithms runs and just get the bootstrapping report? We'd have to add an extra parameter to accomplish that but it's do-able.

Joe

new thread Bootstrappiung: Number of searches that didn't return a graph = 0 Resampling on the GFCI (Greedy Fast Causal Inference) using Fisher Z test and EBIC Score Running Resamplings in Sequential Mode, numberResampling = 100 new thread thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms

  1. INSERT X9 --> X8 [] 537.2182006024839 degree = 1 indegree = 1 cond = 1
  2. INSERT X7 --> X3 [] 414.3447139282725 degree = 1 indegree = 1 cond = 1
  3. INSERT X7 --> X10 [] 289.9863979209323 degree = 2 indegree = 1 cond = 1
  4. INSERT X3 --> X2 [] 193.92790850067226 degree = 2 indegree = 0 cond = 1
  5. INSERT X4 --> X6 [] 142.47648541821928 degree = 2 indegree = 0 cond = 1
  6. INSERT X8 --> X10 [X7] 95.18437364217995 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  7. INSERT X3 --> X10 [] 60.905256502896435 degree = 3 indegree = 3 cond = 3
  8. INSERT X5 --> X1 [] 17.316169747586745 degree = 3 indegree = 3 cond = 1
  9. INSERT X4 --> X1 [] 4.275996226993708 degree = 3 indegree = 3 cond = 1
  10. INSERT X5 --> X8 [] 2.470004140065921 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.002 s Independence accepted: X5 || X8 | X10, X9, X3 p = 0.033 Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  11. INSERT X8 --> X9 [] 537.3209728274037 degree = 1 indegree = 1 cond = 1
  12. INSERT X3 --> X7 [] 500.5367064689827 degree = 1 indegree = 1 cond = 1
  13. INSERT X7 --> X10 [] 249.05728492669945 degree = 2 indegree = 1 cond = 1
  14. INSERT X3 --> X2 [] 173.34807366398422 degree = 2 indegree = 0 cond = 1
  15. INSERT X8 --> X10 [X7] 114.70263362182212 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  16. INSERT X6 --> X4 [] 96.56424729963979 degree = 2 indegree = 2 cond = 1
  17. INSERT X3 --> X10 [] 37.56341122250139 degree = 3 indegree = 3 cond = 3
  18. INSERT X5 --> X1 [] 12.661291020555709 degree = 3 indegree = 3 cond = 1
  19. INSERT X8 --> X3 [X2] 12.304539601296938 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X2 || X10 | X3 p = 0.906 Sepset for d = X2 and c = X10 = [X3] R4: Definite discriminating path collider rule d = X2 X3<->X8<->X10 Epoch Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  20. INSERT X8 --> X9 [] 581.9110777151781 degree = 1 indegree = 1 cond = 1
  21. INSERT X7 --> X3 [] 494.86972547321415 degree = 1 indegree = 1 cond = 1
  22. INSERT X7 --> X10 [] 313.629985092532 degree = 2 indegree = 1 cond = 1
  23. INSERT X2 --> X3 [] 189.67062132447393 degree = 2 indegree = 1 cond = 1
  24. INSERT X6 --> X4 [] 138.03996320210547 degree = 2 indegree = 0 cond = 1
  25. INSERT X8 --> X10 [X7] 115.60757418792157 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  26. INSERT X3 --> X10 [] 61.6390374819497 degree = 3 indegree = 3 cond = 3
  27. INSERT X1 --> X5 [] 16.179726666284523 degree = 3 indegree = 3 cond = 1
  28. INSERT X3 --> X8 [] 2.0977751929375117 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  29. INSERT X8 --> X9 [] 542.2519867340321 degree = 1 indegree = 1 cond = 1
  30. INSERT X7 --> X3 [] 501.9158448785501 degree = 1 indegree = 1 cond = 1
  31. INSERT X7 --> X10 [] 307.6530917472303 degree = 2 indegree = 1 cond = 1
  32. INSERT X2 --> X3 [] 179.6128753031312 degree = 2 indegree = 1 cond = 1
  33. INSERT X8 --> X10 [X7] 150.35406786833232 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  34. INSERT X6 --> X4 [] 116.54852543227148 degree = 2 indegree = 2 cond = 1
  35. INSERT X3 --> X10 [] 51.22841023359145 degree = 3 indegree = 3 cond = 3
  36. INSERT X1 --> X5 [] 27.062038751111174 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  37. INSERT X3 --> X7 [] 571.8518278463604 degree = 1 indegree = 1 cond = 1
  38. INSERT X9 --> X8 [] 559.3652264801106 degree = 1 indegree = 1 cond = 1
  39. INSERT X7 --> X10 [] 273.5935876386318 degree = 2 indegree = 1 cond = 1
  40. INSERT X2 --> X3 [] 189.10428045803752 degree = 2 indegree = 1 cond = 1
  41. INSERT X8 --> X10 [X7] 76.30184722198133 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  42. INSERT X6 --> X4 [] 71.81077546891817 degree = 2 indegree = 2 cond = 1
  43. INSERT X3 --> X10 [] 51.65112358975361 degree = 3 indegree = 3 cond = 3
  44. INSERT X5 --> X1 [] 19.434961504699743 degree = 3 indegree = 3 cond = 1
  45. INSERT X8 --> X3 [] 15.429683928514123 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  46. INSERT X3 --> X7 [] 564.0595658144016 degree = 1 indegree = 1 cond = 1
  47. INSERT X8 --> X9 [] 519.7121087218717 degree = 1 indegree = 1 cond = 1
  48. INSERT X7 --> X10 [] 306.740557213956 degree = 2 indegree = 1 cond = 1
  49. INSERT X3 --> X2 [] 204.46351159577856 degree = 2 indegree = 0 cond = 1
  50. INSERT X8 --> X10 [X7] 119.46670855846128 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  51. INSERT X6 --> X4 [] 64.44115304053943 degree = 2 indegree = 2 cond = 1
  52. INSERT X3 --> X10 [] 64.14845165904882 degree = 3 indegree = 3 cond = 3
  53. INSERT X1 --> X5 [] 24.426792241537413 degree = 3 indegree = 3 cond = 1
  54. INSERT X2 --> X1 [] 0.36621083730064186 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  55. INSERT X9 --> X8 [] 526.2447907963411 degree = 1 indegree = 1 cond = 1
  56. INSERT X7 --> X3 [] 447.8560499473838 degree = 1 indegree = 1 cond = 1
  57. INSERT X7 --> X10 [] 334.5672279856374 degree = 2 indegree = 1 cond = 1
  58. INSERT X2 --> X3 [] 180.2753305217318 degree = 2 indegree = 1 cond = 1
  59. INSERT X4 --> X6 [] 129.43566934874087 degree = 2 indegree = 0 cond = 1
  60. INSERT X8 --> X10 [X7] 127.96171896274757 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  61. INSERT X3 --> X10 [] 110.88124898482027 degree = 3 indegree = 3 cond = 3
  62. INSERT X5 --> X1 [] 40.90677443266756 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.001 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  63. INSERT X8 --> X9 [] 504.18438418924137 degree = 1 indegree = 1 cond = 1
  64. INSERT X3 --> X7 [] 419.951996834898 degree = 1 indegree = 1 cond = 1
  65. INSERT X7 --> X10 [] 266.4301039461611 degree = 2 indegree = 1 cond = 1
  66. INSERT X2 --> X3 [] 201.6852315510738 degree = 2 indegree = 1 cond = 1
  67. INSERT X4 --> X6 [] 128.59909296311827 degree = 2 indegree = 0 cond = 1
  68. INSERT X8 --> X10 [X7] 118.9631869314264 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  69. INSERT X3 --> X10 [] 53.98682537445113 degree = 3 indegree = 3 cond = 3
  70. INSERT X5 --> X1 [] 13.361633881912582 degree = 3 indegree = 3 cond = 1
  71. INSERT X3 --> X4 [] 10.95568717312856 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  72. INSERT X3 --> X7 [] 549.2140508374204 degree = 1 indegree = 1 cond = 1
  73. INSERT X9 --> X8 [] 444.79601807666586 degree = 1 indegree = 1 cond = 1
  74. INSERT X7 --> X10 [] 282.939052900351 degree = 2 indegree = 1 cond = 1
  75. INSERT X3 --> X2 [] 187.10687591173962 degree = 2 indegree = 0 cond = 1
  76. INSERT X6 --> X4 [] 133.47971721706517 degree = 2 indegree = 0 cond = 1
  77. INSERT X8 --> X10 [X7] 132.93866426196834 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  78. INSERT X3 --> X10 [] 57.20051411362256 degree = 3 indegree = 3 cond = 3
  79. INSERT X1 --> X5 [] 40.04515839335045 degree = 3 indegree = 3 cond = 1
  80. INSERT X8 --> X4 [] 5.882303525442097 degree = 3 indegree = 3 cond = 1
  81. INSERT X8 --> X3 [] 0.09297493617600594 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.002 s Independence accepted: X8 || X3 | X9 p = 0.024 Independence accepted: X8 || X4 | X9, X3 p = 0.035 Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  82. INSERT X9 --> X8 [] 536.0509114668798 degree = 1 indegree = 1 cond = 1
  83. INSERT X3 --> X7 [] 526.6245262503919 degree = 1 indegree = 1 cond = 1
  84. INSERT X7 --> X10 [] 263.74292086085006 degree = 2 indegree = 1 cond = 1
  85. INSERT X2 --> X3 [] 208.53152845283407 degree = 2 indegree = 1 cond = 1
  86. INSERT X8 --> X10 [X7] 150.5792303891741 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  87. INSERT X4 --> X6 [] 123.73872959166225 degree = 2 indegree = 2 cond = 1
  88. INSERT X3 --> X10 [] 59.466259628871526 degree = 3 indegree = 3 cond = 3
  89. INSERT X1 --> X5 [] 19.185703694524975 degree = 3 indegree = 3 cond = 1
  90. INSERT X8 --> X3 [X2] 2.0345832006860345 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.012 Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  91. INSERT X8 --> X9 [] 616.0033235940041 degree = 1 indegree = 1 cond = 1
  92. INSERT X3 --> X7 [] 565.182450641496 degree = 1 indegree = 1 cond = 1
  93. INSERT X7 --> X10 [] 303.92230173421035 degree = 2 indegree = 1 cond = 1
  94. INSERT X2 --> X3 [] 187.87536433234976 degree = 2 indegree = 1 cond = 1
  95. INSERT X4 --> X6 [] 179.53513177510848 degree = 2 indegree = 0 cond = 1
  96. INSERT X8 --> X10 [X7] 95.39485730127238 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  97. INSERT X3 --> X10 [] 32.92788383900182 degree = 3 indegree = 3 cond = 3
  98. INSERT X5 --> X1 [] 14.094205056851422 degree = 3 indegree = 3 cond = 1
  99. INSERT X1 --> X2 [] 7.0014725875929855 degree = 3 indegree = 3 cond = 1
  100. INSERT X7 --> X4 [X6] 5.509098779656682 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  101. INSERT X9 --> X8 [] 534.0042387784626 degree = 1 indegree = 1 cond = 1
  102. INSERT X7 --> X3 [] 503.6861516732355 degree = 1 indegree = 1 cond = 1
  103. INSERT X7 --> X10 [] 304.8660076691477 degree = 2 indegree = 1 cond = 1
  104. INSERT X3 --> X2 [] 205.5062102887449 degree = 2 indegree = 0 cond = 1
  105. INSERT X6 --> X4 [] 122.41515952526467 degree = 2 indegree = 0 cond = 1
  106. INSERT X8 --> X10 [X7] 104.78933270695634 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  107. INSERT X3 --> X10 [] 54.15275048435151 degree = 3 indegree = 3 cond = 3
  108. INSERT X1 --> X5 [] 5.599680391469121 degree = 3 indegree = 3 cond = 1
  109. INSERT X5 --> X2 [] 2.937932909502436 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  110. INSERT X9 --> X8 [] 598.9176432303851 degree = 1 indegree = 1 cond = 1
  111. INSERT X7 --> X3 [] 483.42993262486584 degree = 1 indegree = 1 cond = 1
  112. INSERT X7 --> X10 [] 273.7481084496417 degree = 2 indegree = 1 cond = 1
  113. INSERT X8 --> X10 [X7] 189.80170124581056 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  114. INSERT X2 --> X3 [] 154.77694746346066 degree = 2 indegree = 2 cond = 1
  115. INSERT X4 --> X6 [] 109.38686517323379 degree = 2 indegree = 2 cond = 1
  116. INSERT X3 --> X10 [] 31.60094861313133 degree = 3 indegree = 3 cond = 3
  117. INSERT X1 --> X5 [] 25.15218663047218 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  118. INSERT X3 --> X7 [] 563.1945307366868 degree = 1 indegree = 1 cond = 1
  119. INSERT X9 --> X8 [] 489.69696292857645 degree = 1 indegree = 1 cond = 1
  120. INSERT X7 --> X10 [] 272.04459991945885 degree = 2 indegree = 1 cond = 1
  121. INSERT X3 --> X2 [] 148.63205312843883 degree = 2 indegree = 0 cond = 1
  122. INSERT X4 --> X6 [] 115.85096706476081 degree = 2 indegree = 0 cond = 1
  123. INSERT X8 --> X10 [X7] 112.81415256042938 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  124. INSERT X3 --> X10 [] 29.327429054059763 degree = 3 indegree = 3 cond = 3
  125. INSERT X4 --> X3 [X2] 16.6419909887301 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  126. INSERT X1 --> X5 [] 7.885055514948277 degree = 4 indegree = 2 cond = 1
  127. INSERT X4 --> X1 [] 6.830408259427983 degree = 4 indegree = 2 cond = 1 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Epoch Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  128. INSERT X3 --> X7 [] 556.1826492230825 degree = 1 indegree = 1 cond = 1
  129. INSERT X8 --> X9 [] 507.1820773672693 degree = 1 indegree = 1 cond = 1
  130. INSERT X7 --> X10 [] 317.4566924448781 degree = 2 indegree = 1 cond = 1
  131. INSERT X2 --> X3 [] 157.15113278241327 degree = 2 indegree = 1 cond = 1
  132. INSERT X6 --> X4 [] 152.44705508263172 degree = 2 indegree = 0 cond = 1
  133. INSERT X8 --> X10 [X7] 124.69034600195144 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  134. INSERT X3 --> X10 [] 39.64497729381563 degree = 3 indegree = 3 cond = 3
  135. INSERT X5 --> X1 [] 23.063631643127337 degree = 3 indegree = 3 cond = 1
  136. INSERT X3 --> X4 [] 15.331833837385618 degree = 4 indegree = 0 cond = 1
  137. INSERT X8 --> X3 [X2] 8.591344564475321 degree = 5 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X4 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X2 || X10 | X3 p = 0.310 Sepset for d = X2 and c = X10 = [X3] R4: Definite discriminating path collider rule d = X2 X3<->X8<->X10 Epoch Orienting edge (R1: Away from collider): X4 --> X6 Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  138. INSERT X7 --> X3 [] 604.9808961504208 degree = 1 indegree = 1 cond = 1
  139. INSERT X8 --> X9 [] 486.23847576008166 degree = 1 indegree = 1 cond = 1
  140. INSERT X7 --> X10 [] 286.14640548958687 degree = 2 indegree = 1 cond = 1
  141. INSERT X2 --> X3 [] 221.17753635305505 degree = 2 indegree = 1 cond = 1
  142. INSERT X8 --> X10 [X7] 135.94828740915113 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  143. INSERT X6 --> X4 [] 133.0865539632452 degree = 2 indegree = 2 cond = 1
  144. INSERT X3 --> X10 [] 72.99375461573862 degree = 3 indegree = 3 cond = 3
  145. INSERT X5 --> X1 [] 11.867460916909067 degree = 3 indegree = 3 cond = 1
  146. INSERT X7 --> X4 [] 11.733993049511213 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  147. INSERT X7 --> X3 [] 534.7450379533799 degree = 1 indegree = 1 cond = 1
  148. INSERT X8 --> X9 [] 513.0464531723433 degree = 1 indegree = 1 cond = 1
  149. INSERT X7 --> X10 [] 259.9936078212797 degree = 2 indegree = 1 cond = 1
  150. INSERT X3 --> X2 [] 229.15867778869938 degree = 2 indegree = 0 cond = 1
  151. INSERT X4 --> X6 [] 166.81693175654965 degree = 2 indegree = 0 cond = 1
  152. INSERT X8 --> X10 [X7] 119.19927262748931 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  153. INSERT X3 --> X10 [] 44.21225174251707 degree = 3 indegree = 3 cond = 3
  154. INSERT X5 --> X1 [] 11.721800173168049 degree = 3 indegree = 3 cond = 1
  155. INSERT X8 --> X3 [] 9.298881347976362 degree = 4 indegree = 0 cond = 1
  156. INSERT X1 --> X3 [X7] 6.860858889043811 degree = 5 indegree = 0 cond = 2 --- Directing X7 --> X3
  157. INSERT X3 --> X4 [] 0.5860636978840388 degree = 6 indegree = 0 cond = 1 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X2 Orienting edge (R1: Away from collider): X3 --> X4 Orienting edge (R1: Away from collider): X3 --> X8 Orienting edge (R1: Away from collider): X3 --> X10 Orienting edge (R1: Away from collider): X8 --> X9 Independence accepted: X1 || X10 p = 0.981 Sepset for d = X1 and c = X10 = [] R4: Definite discriminating path collider rule d = X1 X3<->X7<->X10 Epoch Orienting edge (R1: Away from collider): X4 --> X6 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  158. INSERT X3 --> X7 [] 571.8998278175156 degree = 1 indegree = 1 cond = 1
  159. INSERT X9 --> X8 [] 530.8548671728004 degree = 1 indegree = 1 cond = 1
  160. INSERT X7 --> X10 [] 302.4563854789343 degree = 2 indegree = 1 cond = 1
  161. INSERT X2 --> X3 [] 190.37606657334865 degree = 2 indegree = 1 cond = 1
  162. INSERT X8 --> X10 [X7] 147.95335922031407 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  163. INSERT X4 --> X6 [] 82.78633148783484 degree = 2 indegree = 2 cond = 1
  164. INSERT X3 --> X10 [] 61.452929588832404 degree = 3 indegree = 3 cond = 3
  165. INSERT X1 --> X5 [] 23.17275030235288 degree = 3 indegree = 3 cond = 1
  166. INSERT X1 --> X2 [] 4.084547362692405 degree = 3 indegree = 3 cond = 1
  167. INSERT X9 --> X5 [] 1.5586768932791415 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch Orienting edge (R9: ): X8 --> X10 Orienting edge (R9: ): X3 --> X10 processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  168. INSERT X9 --> X8 [] 582.0988915812712 degree = 1 indegree = 1 cond = 1
  169. INSERT X3 --> X7 [] 502.6437536404568 degree = 1 indegree = 1 cond = 1
  170. INSERT X7 --> X10 [] 327.0438805263543 degree = 2 indegree = 1 cond = 1
  171. INSERT X3 --> X2 [] 129.40016321458887 degree = 2 indegree = 0 cond = 1
  172. INSERT X4 --> X6 [] 98.96237579430296 degree = 2 indegree = 0 cond = 1
  173. INSERT X8 --> X10 [X7] 94.56843773844278 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  174. INSERT X3 --> X10 [] 65.86170981631679 degree = 3 indegree = 3 cond = 3
  175. INSERT X8 --> X3 [] 16.99972187823002 degree = 4 indegree = 0 cond = 1
  176. INSERT X4 --> X3 [X2] 12.7678865272118 degree = 5 indegree = 0 cond = 2 --- Directing X2 --> X3
  177. INSERT X1 --> X5 [] 7.057049261338051 degree = 5 indegree = 1 cond = 1 Elapsed time = 0.002 s Orienting edge (R1: Away from collider): X3 --> X8 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  178. INSERT X3 --> X7 [] 594.6725590664219 degree = 1 indegree = 1 cond = 1
  179. INSERT X8 --> X9 [] 558.4232707901139 degree = 1 indegree = 1 cond = 1
  180. INSERT X7 --> X10 [] 330.32806220758954 degree = 2 indegree = 1 cond = 1
  181. INSERT X2 --> X3 [] 218.16453826323794 degree = 2 indegree = 1 cond = 1
  182. INSERT X4 --> X6 [] 86.37808762563112 degree = 2 indegree = 0 cond = 1
  183. INSERT X8 --> X10 [X7] 84.97086580661954 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  184. INSERT X3 --> X10 [] 41.424889715239395 degree = 3 indegree = 3 cond = 3
  185. INSERT X1 --> X5 [] 15.029873736093322 degree = 3 indegree = 3 cond = 1
  186. INSERT X2 --> X1 [] 3.658079978900929 degree = 3 indegree = 3 cond = 1
  187. INSERT X8 --> X4 [] 0.060049969521891455 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Independence accepted: X8 || X4 | X9, X3 p = 0.033 Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  188. INSERT X9 --> X8 [] 574.5739953930945 degree = 1 indegree = 1 cond = 1
  189. INSERT X3 --> X7 [] 468.91291556802 degree = 1 indegree = 1 cond = 1
  190. INSERT X7 --> X10 [] 294.96610951671335 degree = 2 indegree = 1 cond = 1
  191. INSERT X3 --> X2 [] 237.86394367533902 degree = 2 indegree = 0 cond = 1
  192. INSERT X4 --> X6 [] 133.02202078455443 degree = 2 indegree = 0 cond = 1
  193. INSERT X8 --> X10 [X7] 117.35158081299315 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  194. INSERT X3 --> X10 [] 37.55857879565732 degree = 3 indegree = 3 cond = 3
  195. INSERT X1 --> X5 [] 21.588714692438856 degree = 3 indegree = 3 cond = 1
  196. INSERT X2 --> X1 [] 5.936176768707959 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  197. INSERT X8 --> X9 [] 557.0613866221195 degree = 1 indegree = 1 cond = 1
  198. INSERT X3 --> X7 [] 468.58117776300435 degree = 1 indegree = 1 cond = 1
  199. INSERT X7 --> X10 [] 304.81767433904594 degree = 2 indegree = 1 cond = 1
  200. INSERT X3 --> X2 [] 217.61088902204182 degree = 2 indegree = 0 cond = 1
  201. INSERT X6 --> X4 [] 123.9885778690754 degree = 2 indegree = 0 cond = 1
  202. INSERT X8 --> X10 [X7] 121.2049332952503 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  203. INSERT X3 --> X10 [] 41.173045899595905 degree = 3 indegree = 3 cond = 3
  204. INSERT X5 --> X1 [] 14.073747221883778 degree = 3 indegree = 3 cond = 1
  205. INSERT X9 --> X1 [] 2.0130142375442404 degree = 3 indegree = 3 cond = 1
  206. INSERT X2 --> X6 [] 1.3097335197432507 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  207. INSERT X9 --> X8 [] 639.4830847212298 degree = 1 indegree = 1 cond = 1
  208. INSERT X3 --> X7 [] 553.6539963813575 degree = 1 indegree = 1 cond = 1
  209. INSERT X7 --> X10 [] 281.0624355828041 degree = 2 indegree = 1 cond = 1
  210. INSERT X2 --> X3 [] 152.8658347707497 degree = 2 indegree = 1 cond = 1
  211. INSERT X8 --> X10 [X7] 142.31554398128975 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  212. INSERT X6 --> X4 [] 99.61600396911945 degree = 2 indegree = 2 cond = 1
  213. INSERT X3 --> X10 [] 52.1676332113171 degree = 3 indegree = 3 cond = 3
  214. INSERT X4 --> X3 [] 16.178549261296553 degree = 4 indegree = 0 cond = 1
  215. INSERT X1 --> X5 [] 11.324057254418477 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  216. INSERT X3 --> X7 [] 440.5399254509245 degree = 1 indegree = 1 cond = 1
  217. INSERT X8 --> X9 [] 370.539161587527 degree = 1 indegree = 1 cond = 1
  218. INSERT X7 --> X10 [] 281.6263516265262 degree = 2 indegree = 1 cond = 1
  219. INSERT X3 --> X2 [] 142.41610124050993 degree = 2 indegree = 0 cond = 1
  220. INSERT X8 --> X10 [X7] 94.01715940182557 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  221. INSERT X6 --> X4 [] 69.53770652196371 degree = 2 indegree = 2 cond = 1
  222. INSERT X3 --> X10 [] 35.380804262350885 degree = 3 indegree = 3 cond = 3
  223. INSERT X1 --> X5 [] 17.111441668182735 degree = 3 indegree = 3 cond = 1
  224. INSERT X4 --> X7 [] 1.4838325429502675 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  225. INSERT X7 --> X3 [] 500.35341616417014 degree = 1 indegree = 1 cond = 1
  226. INSERT X8 --> X9 [] 492.1613031769134 degree = 1 indegree = 1 cond = 1
  227. INSERT X7 --> X10 [] 270.5899175029642 degree = 2 indegree = 1 cond = 1
  228. INSERT X4 --> X6 [] 192.16946191220245 degree = 2 indegree = 1 cond = 1
  229. INSERT X3 --> X2 [] 180.1846065444616 degree = 2 indegree = 0 cond = 1
  230. INSERT X8 --> X10 [X7] 90.32471570097593 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  231. INSERT X3 --> X10 [] 58.71903095208969 degree = 3 indegree = 3 cond = 3
  232. INSERT X8 --> X3 [] 9.897970801294036 degree = 4 indegree = 0 cond = 1
  233. INSERT X1 --> X5 [] 2.6979288508028105 degree = 4 indegree = 0 cond = 1
  234. INSERT X1 --> X3 [] 1.5827101359849394 degree = 5 indegree = 0 cond = 1 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  235. INSERT X8 --> X9 [] 539.45221571154 degree = 1 indegree = 1 cond = 1
  236. INSERT X3 --> X7 [] 530.8625123553984 degree = 1 indegree = 1 cond = 1
  237. INSERT X7 --> X10 [] 269.34441094009264 degree = 2 indegree = 1 cond = 1
  238. INSERT X3 --> X2 [] 222.40274189685277 degree = 2 indegree = 0 cond = 1
  239. INSERT X6 --> X4 [] 156.32452362616056 degree = 2 indegree = 0 cond = 1
  240. INSERT X8 --> X10 [X7] 73.19560547297625 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  241. INSERT X3 --> X10 [] 54.28776073840733 degree = 3 indegree = 3 cond = 3
  242. INSERT X5 --> X1 [] 28.004285372036634 degree = 3 indegree = 3 cond = 1
  243. INSERT X3 --> X8 [] 9.225713396007336 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  244. INSERT X3 --> X7 [] 611.668376218635 degree = 1 indegree = 1 cond = 1
  245. INSERT X9 --> X8 [] 545.8127279388796 degree = 1 indegree = 1 cond = 1
  246. INSERT X7 --> X10 [] 348.3837402903294 degree = 2 indegree = 1 cond = 1
  247. INSERT X3 --> X2 [] 217.63764567615252 degree = 2 indegree = 0 cond = 1
  248. INSERT X8 --> X10 [X7] 117.27314625381763 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  249. INSERT X6 --> X4 [] 117.03679809422607 degree = 2 indegree = 2 cond = 1
  250. INSERT X3 --> X10 [] 43.961070771700264 degree = 3 indegree = 3 cond = 3
  251. INSERT X8 --> X3 [X2] 33.140229080482655 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  252. INSERT X5 --> X1 [] 19.65616851599117 degree = 4 indegree = 1 cond = 1
  253. INSERT X1 --> X2 [] 5.825602012740764 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X2 || X10 | X3 p = 0.802 Sepset for d = X2 and c = X10 = [X3] R4: Definite discriminating path collider rule d = X2 X3<->X8<->X10 Epoch Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  254. INSERT X3 --> X7 [] 540.5522888401206 degree = 1 indegree = 1 cond = 1
  255. INSERT X8 --> X9 [] 489.13798574974095 degree = 1 indegree = 1 cond = 1
  256. INSERT X7 --> X10 [] 299.00035332277105 degree = 2 indegree = 1 cond = 1
  257. INSERT X3 --> X2 [] 175.20134045927432 degree = 2 indegree = 0 cond = 1
  258. INSERT X8 --> X10 [X7] 120.01101457774267 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  259. INSERT X4 --> X6 [] 62.729693522714214 degree = 2 indegree = 2 cond = 1
  260. INSERT X3 --> X10 [] 54.41479219092132 degree = 3 indegree = 3 cond = 3
  261. INSERT X1 --> X5 [] 15.904673278438871 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  262. INSERT X8 --> X9 [] 525.1568427655261 degree = 1 indegree = 1 cond = 1
  263. INSERT X3 --> X7 [] 486.6108078809936 degree = 1 indegree = 1 cond = 1
  264. INSERT X2 --> X3 [] 248.3700551866639 degree = 2 indegree = 1 cond = 1
  265. INSERT X7 --> X10 [] 228.9665217853222 degree = 2 indegree = 0 cond = 1
  266. INSERT X6 --> X4 [] 116.70154678674885 degree = 2 indegree = 0 cond = 1
  267. INSERT X8 --> X10 [X7] 77.4334854506933 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  268. INSERT X3 --> X10 [] 51.16564185858857 degree = 3 indegree = 3 cond = 3
  269. INSERT X5 --> X1 [] 20.98326790787432 degree = 3 indegree = 3 cond = 1
  270. INSERT X8 --> X3 [] 6.791522254466798 degree = 4 indegree = 0 cond = 1
  271. INSERT X4 --> X3 [X2] 6.635877371039726 degree = 5 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.002 s Orienting edge (R1: Away from collider): X3 --> X8 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  272. INSERT X9 --> X8 [] 536.0756988537051 degree = 1 indegree = 1 cond = 1
  273. INSERT X7 --> X3 [] 512.2720232249394 degree = 1 indegree = 1 cond = 1
  274. INSERT X7 --> X10 [] 311.7528412628692 degree = 2 indegree = 1 cond = 1
  275. INSERT X2 --> X3 [] 204.08621452663667 degree = 2 indegree = 1 cond = 1
  276. INSERT X4 --> X6 [] 137.67968678665724 degree = 2 indegree = 0 cond = 1
  277. INSERT X8 --> X10 [X7] 66.06458622242243 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  278. INSERT X3 --> X10 [] 52.44873091205972 degree = 3 indegree = 3 cond = 3
  279. INSERT X5 --> X1 [] 12.189294725977831 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  280. INSERT X8 --> X9 [] 522.5402406396676 degree = 1 indegree = 1 cond = 1
  281. INSERT X3 --> X7 [] 520.1384033684974 degree = 1 indegree = 1 cond = 1
  282. INSERT X7 --> X10 [] 271.6699116542875 degree = 2 indegree = 1 cond = 1
  283. INSERT X3 --> X2 [] 208.63838784629434 degree = 2 indegree = 0 cond = 1
  284. INSERT X8 --> X10 [X7] 120.22700659763251 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  285. INSERT X4 --> X6 [] 88.62855373556401 degree = 2 indegree = 2 cond = 1
  286. INSERT X3 --> X10 [] 63.34552540219399 degree = 3 indegree = 3 cond = 3
  287. INSERT X1 --> X5 [] 11.539768427731243 degree = 3 indegree = 3 cond = 1
  288. INSERT X3 --> X8 [] 1.9341369129409856 degree = 4 indegree = 1 cond = 1
  289. INSERT X1 --> X2 [] 1.2548197681615179 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  290. INSERT X8 --> X9 [] 572.8540464675021 degree = 1 indegree = 1 cond = 1
  291. INSERT X7 --> X3 [] 496.7595947652617 degree = 1 indegree = 1 cond = 1
  292. INSERT X7 --> X10 [] 301.39773593327277 degree = 2 indegree = 1 cond = 1
  293. INSERT X3 --> X2 [] 257.8865865409537 degree = 2 indegree = 0 cond = 1
  294. INSERT X6 --> X4 [] 135.37955593954322 degree = 2 indegree = 0 cond = 1
  295. INSERT X8 --> X10 [X7] 125.66850746808345 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  296. INSERT X3 --> X10 [] 59.57299725404222 degree = 3 indegree = 3 cond = 3
  297. INSERT X1 --> X5 [] 31.980022282825573 degree = 3 indegree = 3 cond = 1
  298. INSERT X1 --> X2 [] 10.540842348644347 degree = 3 indegree = 3 cond = 1
  299. INSERT X4 --> X7 [] 2.1938092356094216 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  300. INSERT X8 --> X9 [] 523.1524211946356 degree = 1 indegree = 1 cond = 1
  301. INSERT X7 --> X3 [] 479.9186017383814 degree = 1 indegree = 1 cond = 1
  302. INSERT X7 --> X10 [] 308.68743715771984 degree = 2 indegree = 1 cond = 1
  303. INSERT X3 --> X2 [] 222.02126509037038 degree = 2 indegree = 0 cond = 1
  304. INSERT X8 --> X10 [X7] 121.76120145592144 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  305. INSERT X4 --> X6 [] 90.28750664596868 degree = 2 indegree = 2 cond = 1
  306. INSERT X3 --> X10 [] 28.363710135898742 degree = 3 indegree = 3 cond = 3
  307. INSERT X5 --> X1 [] 10.371174972166557 degree = 3 indegree = 3 cond = 1
  308. INSERT X3 --> X8 [] 1.9494784557114144 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.017 Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  309. INSERT X9 --> X8 [] 515.4570937113394 degree = 1 indegree = 1 cond = 1
  310. INSERT X7 --> X3 [] 424.5539372275796 degree = 1 indegree = 1 cond = 1
  311. INSERT X7 --> X10 [] 272.07208297531514 degree = 2 indegree = 1 cond = 1
  312. INSERT X2 --> X3 [] 225.87529243405646 degree = 2 indegree = 1 cond = 1
  313. INSERT X8 --> X10 [X7] 104.15400084549657 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  314. INSERT X4 --> X6 [] 74.8527430740281 degree = 2 indegree = 2 cond = 1
  315. INSERT X3 --> X10 [] 54.770527455928004 degree = 3 indegree = 3 cond = 3
  316. INSERT X5 --> X1 [] 10.802015479789006 degree = 3 indegree = 3 cond = 1
  317. INSERT X2 --> X5 [] 3.2931354209962436 degree = 3 indegree = 3 cond = 1
  318. INSERT X1 --> X4 [] 1.1733620076014901 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  319. INSERT X3 --> X7 [] 530.4118592600481 degree = 1 indegree = 1 cond = 1
  320. INSERT X8 --> X9 [] 520.5095938406548 degree = 1 indegree = 1 cond = 1
  321. INSERT X3 --> X2 [] 253.6453891986704 degree = 2 indegree = 0 cond = 1
  322. INSERT X7 --> X10 [] 236.17960554686437 degree = 2 indegree = 0 cond = 1
  323. INSERT X8 --> X10 [X7] 144.32070769455137 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  324. INSERT X4 --> X6 [] 90.23884715004448 degree = 2 indegree = 2 cond = 1
  325. INSERT X1 --> X5 [] 32.74175558730187 degree = 2 indegree = 2 cond = 1
  326. INSERT X3 --> X10 [] 26.993351076121158 degree = 3 indegree = 3 cond = 3
  327. INSERT X1 --> X2 [] 8.110011669071795 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  328. INSERT X3 --> X7 [] 593.4578015774156 degree = 1 indegree = 1 cond = 1
  329. INSERT X8 --> X9 [] 531.8468601692787 degree = 1 indegree = 1 cond = 1
  330. INSERT X7 --> X10 [] 258.2370454579942 degree = 2 indegree = 1 cond = 1
  331. INSERT X2 --> X3 [] 146.39194330206936 degree = 2 indegree = 1 cond = 1
  332. INSERT X8 --> X10 [X7] 92.84602789711163 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  333. INSERT X6 --> X4 [] 84.72211157904674 degree = 2 indegree = 2 cond = 1
  334. INSERT X3 --> X10 [] 23.857209663178296 degree = 3 indegree = 3 cond = 3
  335. INSERT X5 --> X1 [] 23.43311884147883 degree = 3 indegree = 3 cond = 1
  336. INSERT X4 --> X7 [] 3.004667344441657 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  337. INSERT X8 --> X9 [] 497.6326233856374 degree = 1 indegree = 1 cond = 1
  338. INSERT X3 --> X7 [] 432.1387474216457 degree = 1 indegree = 1 cond = 1
  339. INSERT X7 --> X10 [] 312.5838276585662 degree = 2 indegree = 1 cond = 1
  340. INSERT X3 --> X2 [] 154.34587880695005 degree = 2 indegree = 0 cond = 1
  341. INSERT X8 --> X10 [X7] 109.22438455355547 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  342. INSERT X4 --> X6 [] 103.84512868196865 degree = 2 indegree = 2 cond = 1
  343. INSERT X3 --> X10 [] 81.18689633327276 degree = 3 indegree = 3 cond = 3
  344. INSERT X3 --> X8 [] 7.499841514246839 degree = 4 indegree = 1 cond = 1
  345. INSERT X1 --> X5 [] 6.724802747241341 degree = 4 indegree = 0 cond = 1
  346. INSERT X6 --> X2 [] 0.8160317911849546 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.035 Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  347. INSERT X8 --> X9 [] 605.2828943486185 degree = 1 indegree = 1 cond = 1
  348. INSERT X7 --> X3 [] 508.5004961363518 degree = 1 indegree = 1 cond = 1
  349. INSERT X7 --> X10 [] 270.1642946294695 degree = 2 indegree = 1 cond = 1
  350. INSERT X3 --> X2 [] 213.7746553594725 degree = 2 indegree = 0 cond = 1
  351. INSERT X8 --> X10 [X7] 91.93049588261417 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  352. INSERT X4 --> X6 [] 86.2480738012406 degree = 2 indegree = 2 cond = 1
  353. INSERT X3 --> X10 [] 58.2326439541962 degree = 3 indegree = 3 cond = 3
  354. INSERT X5 --> X1 [] 46.834119661194876 degree = 3 indegree = 3 cond = 1
  355. INSERT X8 --> X3 [X2] 5.388497494650075 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.041 Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  356. INSERT X3 --> X7 [] 498.80706393870275 degree = 1 indegree = 1 cond = 1
  357. INSERT X9 --> X8 [] 480.1771594397464 degree = 1 indegree = 1 cond = 1
  358. INSERT X7 --> X10 [] 246.5595596143691 degree = 2 indegree = 1 cond = 1
  359. INSERT X3 --> X2 [] 191.73742577777705 degree = 2 indegree = 0 cond = 1
  360. INSERT X6 --> X4 [] 190.18184848031575 degree = 2 indegree = 0 cond = 1
  361. INSERT X8 --> X10 [X7] 113.35497373170568 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  362. INSERT X3 --> X10 [] 28.803627618024365 degree = 3 indegree = 3 cond = 3
  363. INSERT X5 --> X1 [] 12.245843382095927 degree = 3 indegree = 3 cond = 1
  364. INSERT X1 --> X4 [] 0.8512111435467205 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  365. INSERT X8 --> X9 [] 582.725275116824 degree = 1 indegree = 1 cond = 1
  366. INSERT X3 --> X7 [] 424.1714036439221 degree = 1 indegree = 1 cond = 1
  367. INSERT X7 --> X10 [] 339.2492974837633 degree = 2 indegree = 1 cond = 1
  368. INSERT X3 --> X2 [] 191.8053947004325 degree = 2 indegree = 0 cond = 1
  369. INSERT X8 --> X10 [X7] 109.45825118926118 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  370. INSERT X3 --> X10 [] 51.57375337429113 degree = 3 indegree = 3 cond = 3
  371. INSERT X4 --> X6 [] 50.22385931777329 degree = 3 indegree = 3 cond = 1
  372. INSERT X1 --> X5 [] 16.22839886000854 degree = 3 indegree = 3 cond = 1
  373. INSERT X7 --> X4 [] 0.23709831425654215 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  374. INSERT X3 --> X7 [] 574.3751366459026 degree = 1 indegree = 1 cond = 1
  375. INSERT X8 --> X9 [] 572.0339138567432 degree = 1 indegree = 1 cond = 1
  376. INSERT X7 --> X10 [] 304.35771226046813 degree = 2 indegree = 1 cond = 1
  377. INSERT X2 --> X3 [] 193.79095180588402 degree = 2 indegree = 1 cond = 1
  378. INSERT X8 --> X10 [X7] 149.74768284651853 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  379. INSERT X6 --> X4 [] 105.56352295494534 degree = 2 indegree = 2 cond = 1
  380. INSERT X3 --> X10 [] 62.61673889624198 degree = 3 indegree = 3 cond = 3
  381. INSERT X1 --> X5 [] 23.15071848825096 degree = 3 indegree = 3 cond = 1
  382. INSERT X3 --> X5 [X1] 13.622357880384811 degree = 4 indegree = 0 cond = 2 --- Directing X1 --> X5 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  383. INSERT X9 --> X8 [] 624.5219941408754 degree = 1 indegree = 1 cond = 1
  384. INSERT X3 --> X7 [] 549.0806989744549 degree = 1 indegree = 1 cond = 1
  385. INSERT X7 --> X10 [] 312.01644262502873 degree = 2 indegree = 1 cond = 1
  386. INSERT X2 --> X3 [] 216.83021921078344 degree = 2 indegree = 1 cond = 1
  387. INSERT X8 --> X10 [X7] 137.07496145935164 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  388. INSERT X4 --> X6 [] 82.28878893966439 degree = 2 indegree = 2 cond = 1
  389. INSERT X3 --> X10 [] 50.61240941706015 degree = 3 indegree = 3 cond = 3
  390. INSERT X5 --> X1 [] 16.353254156812824 degree = 3 indegree = 3 cond = 1
  391. INSERT X7 --> X4 [X6] 3.266969791068945 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4
  392. INSERT X2 --> X1 [] 1.7894925894565006 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  393. INSERT X3 --> X7 [] 521.7382810820295 degree = 1 indegree = 1 cond = 1
  394. INSERT X8 --> X9 [] 458.84005843598584 degree = 1 indegree = 1 cond = 1
  395. INSERT X7 --> X10 [] 314.97230151408274 degree = 2 indegree = 1 cond = 1
  396. INSERT X3 --> X2 [] 176.2203193068428 degree = 2 indegree = 0 cond = 1
  397. INSERT X8 --> X10 [X7] 120.1931148041579 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  398. INSERT X6 --> X4 [] 76.71250810633629 degree = 2 indegree = 2 cond = 1
  399. INSERT X3 --> X10 [] 65.5345504873456 degree = 3 indegree = 3 cond = 3
  400. INSERT X1 --> X5 [] 9.575512899687666 degree = 3 indegree = 3 cond = 1
  401. INSERT X3 --> X8 [] 2.179035328090606 degree = 4 indegree = 1 cond = 1
  402. INSERT X7 --> X4 [] 1.2982024951189146 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Independence accepted: X7 || X4 | X10, X8 p = 0.038 Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  403. INSERT X8 --> X9 [] 521.4611103513754 degree = 1 indegree = 1 cond = 1
  404. INSERT X3 --> X7 [] 488.85828041216627 degree = 1 indegree = 1 cond = 1
  405. INSERT X7 --> X10 [] 305.0517687685689 degree = 2 indegree = 1 cond = 1
  406. INSERT X2 --> X3 [] 207.81495096193464 degree = 2 indegree = 1 cond = 1
  407. INSERT X8 --> X10 [X7] 127.63289930282579 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  408. INSERT X6 --> X4 [] 83.44328815010341 degree = 2 indegree = 2 cond = 1
  409. INSERT X3 --> X10 [] 38.87415601215655 degree = 3 indegree = 3 cond = 3
  410. INSERT X1 --> X5 [] 18.17891197974592 degree = 3 indegree = 3 cond = 1
  411. INSERT X8 --> X3 [X7] 11.509196820639147 degree = 4 indegree = 0 cond = 2 --- Directing X7 --> X3 Elapsed time = 0.002 s Orienting edge (R1: Away from collider): X3 --> X2 Epoch Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  412. INSERT X3 --> X7 [] 530.5442156550002 degree = 1 indegree = 1 cond = 1
  413. INSERT X8 --> X9 [] 456.64547252068536 degree = 1 indegree = 1 cond = 1
  414. INSERT X7 --> X10 [] 331.3571454379113 degree = 2 indegree = 1 cond = 1
  415. INSERT X2 --> X3 [] 199.0631105929171 degree = 2 indegree = 1 cond = 1
  416. INSERT X6 --> X4 [] 132.98248878421222 degree = 2 indegree = 0 cond = 1
  417. INSERT X8 --> X10 [X7] 107.5738383598945 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  418. INSERT X3 --> X10 [] 47.2565158610572 degree = 3 indegree = 3 cond = 3
  419. INSERT X1 --> X5 [] 6.797690313541494 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  420. INSERT X7 --> X3 [] 457.5483494495167 degree = 1 indegree = 1 cond = 1
  421. INSERT X8 --> X9 [] 425.7173090040801 degree = 1 indegree = 1 cond = 1
  422. INSERT X10 --> X3 [] 320.923993128642 degree = 2 indegree = 1 cond = 1
  423. INSERT X3 --> X2 [] 174.08365381960093 degree = 3 indegree = 0 cond = 1
  424. INSERT X8 --> X10 [X3] 124.73961365691838 degree = 3 indegree = 0 cond = 2 --- Directing X3 --> X10
  425. INSERT X7 --> X10 [] 75.98108785959536 degree = 3 indegree = 3 cond = 3
  426. INSERT X4 --> X6 [] 54.5427407207814 degree = 3 indegree = 3 cond = 1
  427. INSERT X5 --> X1 [] 10.698724326028298 degree = 3 indegree = 3 cond = 1
  428. INSERT X4 --> X3 [] 3.92662068922138 degree = 4 indegree = 0 cond = 1
  429. INSERT X5 --> X2 [] 1.6454943989104436 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  430. INSERT X3 --> X7 [] 618.8862917061658 degree = 1 indegree = 1 cond = 1
  431. INSERT X8 --> X9 [] 545.5799854582734 degree = 1 indegree = 1 cond = 1
  432. INSERT X7 --> X10 [] 332.73086446176774 degree = 2 indegree = 1 cond = 1
  433. INSERT X2 --> X3 [] 206.63178421595177 degree = 2 indegree = 1 cond = 1
  434. INSERT X8 --> X10 [X7] 112.06203021701445 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  435. INSERT X6 --> X4 [] 67.50864580773725 degree = 2 indegree = 2 cond = 1
  436. INSERT X3 --> X10 [] 29.88992482654365 degree = 3 indegree = 3 cond = 3
  437. INSERT X1 --> X5 [] 25.799041252102064 degree = 3 indegree = 3 cond = 1
  438. INSERT X4 --> X3 [X2] 16.926528771953627 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  439. INSERT X1 --> X2 [] 1.5686496693263052 degree = 4 indegree = 2 cond = 1 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Epoch Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  440. INSERT X3 --> X7 [] 551.5451880488185 degree = 1 indegree = 1 cond = 1
  441. INSERT X8 --> X9 [] 532.7881455988854 degree = 1 indegree = 1 cond = 1
  442. INSERT X7 --> X10 [] 330.30020103315013 degree = 2 indegree = 1 cond = 1
  443. INSERT X3 --> X2 [] 198.65703237228382 degree = 2 indegree = 0 cond = 1
  444. INSERT X6 --> X4 [] 126.929625696103 degree = 2 indegree = 0 cond = 1
  445. INSERT X8 --> X10 [X7] 109.49682954661239 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  446. INSERT X3 --> X10 [] 76.80345651554885 degree = 3 indegree = 3 cond = 3
  447. INSERT X5 --> X1 [] 21.172940807596305 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  448. INSERT X8 --> X9 [] 587.7942029641233 degree = 1 indegree = 1 cond = 1
  449. INSERT X3 --> X7 [] 498.712952580335 degree = 1 indegree = 1 cond = 1
  450. INSERT X7 --> X10 [] 285.3683285595424 degree = 2 indegree = 1 cond = 1
  451. INSERT X2 --> X3 [] 192.30716475839375 degree = 2 indegree = 1 cond = 1
  452. INSERT X4 --> X6 [] 108.98833863111702 degree = 2 indegree = 0 cond = 1
  453. INSERT X8 --> X10 [X7] 95.14375946678966 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  454. INSERT X3 --> X10 [] 51.590799112077306 degree = 3 indegree = 3 cond = 3
  455. INSERT X5 --> X1 [] 27.318811502893936 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  456. INSERT X8 --> X9 [] 724.4440436024754 degree = 1 indegree = 1 cond = 1
  457. INSERT X7 --> X3 [] 531.1266412718986 degree = 1 indegree = 1 cond = 1
  458. INSERT X7 --> X10 [] 259.8925177740045 degree = 2 indegree = 1 cond = 1
  459. INSERT X2 --> X3 [] 196.01417124502603 degree = 2 indegree = 1 cond = 1
  460. INSERT X8 --> X10 [X7] 154.93445260752583 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  461. INSERT X4 --> X6 [] 84.40922124875738 degree = 2 indegree = 2 cond = 1
  462. INSERT X3 --> X10 [] 54.67368739114907 degree = 3 indegree = 3 cond = 3
  463. INSERT X1 --> X5 [] 9.784716443774101 degree = 3 indegree = 3 cond = 1
  464. INSERT X9 --> X3 [X2] 1.7857814780451378 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  465. INSERT X5 --> X2 [] 1.657673249492209 degree = 4 indegree = 2 cond = 1 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Epoch Epoch Orienting edge (R9: ): X8 --> X10 processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  466. INSERT X8 --> X9 [] 510.8041256072569 degree = 1 indegree = 1 cond = 1
  467. INSERT X3 --> X7 [] 487.85739530094304 degree = 1 indegree = 1 cond = 1
  468. INSERT X7 --> X10 [] 275.97124733403797 degree = 2 indegree = 1 cond = 1
  469. INSERT X2 --> X3 [] 176.8402257298937 degree = 2 indegree = 1 cond = 1
  470. INSERT X6 --> X4 [] 123.03791471177003 degree = 2 indegree = 0 cond = 1
  471. INSERT X8 --> X10 [X7] 93.7226666186271 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  472. INSERT X3 --> X10 [] 74.02225577817676 degree = 3 indegree = 3 cond = 3
  473. INSERT X1 --> X5 [] 5.404483989455798 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  474. INSERT X9 --> X8 [] 628.3455734390034 degree = 1 indegree = 1 cond = 1
  475. INSERT X3 --> X7 [] 556.0229519557121 degree = 1 indegree = 1 cond = 1
  476. INSERT X10 --> X3 [] 303.2775770670017 degree = 2 indegree = 1 cond = 1
  477. INSERT X3 --> X2 [] 200.63492175010316 degree = 3 indegree = 0 cond = 1
  478. INSERT X8 --> X10 [X3] 126.47857236950709 degree = 3 indegree = 0 cond = 2 --- Directing X3 --> X10
  479. INSERT X6 --> X4 [] 115.07292259218603 degree = 3 indegree = 0 cond = 1
  480. INSERT X7 --> X10 [] 58.146229131885036 degree = 3 indegree = 3 cond = 3
  481. INSERT X1 --> X5 [] 24.90643978015919 degree = 3 indegree = 3 cond = 1
  482. INSERT X2 --> X1 [] 10.417820128312073 degree = 3 indegree = 3 cond = 1
  483. INSERT X8 --> X3 [] 4.374655806763911 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  484. INSERT X8 --> X9 [] 576.1792018371025 degree = 1 indegree = 1 cond = 1
  485. INSERT X3 --> X7 [] 508.12276079296095 degree = 1 indegree = 1 cond = 1
  486. INSERT X7 --> X10 [] 240.85257550322973 degree = 2 indegree = 1 cond = 1
  487. INSERT X2 --> X3 [] 165.21874706401957 degree = 2 indegree = 1 cond = 1
  488. INSERT X4 --> X6 [] 145.53123883315925 degree = 2 indegree = 0 cond = 1
  489. INSERT X8 --> X10 [X7] 115.5685619649889 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  490. INSERT X5 --> X1 [] 49.22638761617614 degree = 2 indegree = 2 cond = 1
  491. INSERT X3 --> X10 [] 42.111550305580714 degree = 3 indegree = 3 cond = 3
  492. INSERT X8 --> X3 [] 32.98974481015151 degree = 4 indegree = 0 cond = 1
  493. INSERT X7 --> X4 [X6] 8.729360552223085 degree = 4 indegree = 0 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  494. INSERT X9 --> X8 [] 558.1396761870533 degree = 1 indegree = 1 cond = 1
  495. INSERT X3 --> X7 [] 519.3363801323003 degree = 1 indegree = 1 cond = 1
  496. INSERT X10 --> X3 [] 346.0918134622678 degree = 2 indegree = 1 cond = 1
  497. INSERT X2 --> X3 [] 209.88085692192894 degree = 3 indegree = 1 cond = 1
  498. INSERT X6 --> X4 [] 165.753989964822 degree = 3 indegree = 0 cond = 1
  499. INSERT X8 --> X10 [X3] 123.58331875950385 degree = 3 indegree = 0 cond = 2 --- Directing X3 --> X10
  500. INSERT X7 --> X10 [] 70.68435174804095 degree = 3 indegree = 3 cond = 3
  501. INSERT X5 --> X1 [] 17.710194070945093 degree = 3 indegree = 3 cond = 1
  502. INSERT X7 --> X4 [X6] 10.271378834482107 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  503. INSERT X9 --> X8 [] 547.3838991978328 degree = 1 indegree = 1 cond = 1
  504. INSERT X3 --> X7 [] 431.6589110755781 degree = 1 indegree = 1 cond = 1
  505. INSERT X7 --> X10 [] 274.9625135684561 degree = 2 indegree = 1 cond = 1
  506. INSERT X2 --> X3 [] 145.30210274738195 degree = 2 indegree = 1 cond = 1
  507. INSERT X8 --> X10 [X7] 131.21001641927148 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  508. INSERT X4 --> X6 [] 55.31767078789584 degree = 2 indegree = 2 cond = 1
  509. INSERT X3 --> X10 [] 43.61371801866186 degree = 3 indegree = 3 cond = 3
  510. INSERT X5 --> X1 [] 33.755090987097105 degree = 3 indegree = 3 cond = 1
  511. INSERT X7 --> X4 [X6] 4.964353032094223 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  512. INSERT X9 --> X8 [] 639.4143972086708 degree = 1 indegree = 1 cond = 1
  513. INSERT X3 --> X7 [] 500.9863586382236 degree = 1 indegree = 1 cond = 1
  514. INSERT X10 --> X3 [] 259.3941961034717 degree = 2 indegree = 1 cond = 1
  515. INSERT X3 --> X2 [] 203.07387340266308 degree = 3 indegree = 0 cond = 1
  516. INSERT X8 --> X10 [X3] 175.21224319739412 degree = 3 indegree = 0 cond = 2 --- Directing X3 --> X10
  517. INSERT X4 --> X6 [] 132.6293220756719 degree = 3 indegree = 0 cond = 1
  518. INSERT X7 --> X10 [] 42.018294695766116 degree = 3 indegree = 3 cond = 3
  519. INSERT X1 --> X5 [] 36.517086189133096 degree = 3 indegree = 3 cond = 1
  520. INSERT X7 --> X4 [X6] 19.776711616065114 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4
  521. INSERT X8 --> X3 [X2] 10.843580378305845 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X2 || X10 | X3 p = 0.705 Sepset for d = X2 and c = X10 = [X3] R4: Definite discriminating path collider rule d = X2 X3<->X8<->X10 Epoch Orienting edge (R1: Away from collider): X7 --> X4 Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  522. INSERT X9 --> X8 [] 529.195322725104 degree = 1 indegree = 1 cond = 1
  523. INSERT X3 --> X7 [] 480.3979686605122 degree = 1 indegree = 1 cond = 1
  524. INSERT X7 --> X10 [] 320.2189538582285 degree = 2 indegree = 1 cond = 1
  525. INSERT X2 --> X3 [] 207.64177140572306 degree = 2 indegree = 1 cond = 1
  526. INSERT X6 --> X4 [] 161.9435976437963 degree = 2 indegree = 0 cond = 1
  527. INSERT X8 --> X10 [X7] 129.45312589984903 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  528. INSERT X3 --> X10 [] 62.7823239880165 degree = 3 indegree = 3 cond = 3
  529. INSERT X5 --> X1 [] 39.10619308882348 degree = 3 indegree = 3 cond = 1
  530. INSERT X3 --> X8 [] 7.278199999953691 degree = 4 indegree = 1 cond = 1
  531. INSERT X7 --> X4 [X6] 5.427289519076879 degree = 4 indegree = 0 cond = 2 --- Directing X6 --> X4
  532. INSERT X1 --> X2 [] 4.640389522144609 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.023 Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  533. INSERT X9 --> X8 [] 587.6735077886858 degree = 1 indegree = 1 cond = 1
  534. INSERT X7 --> X3 [] 507.7695082787539 degree = 1 indegree = 1 cond = 1
  535. INSERT X7 --> X10 [] 293.8875919695475 degree = 2 indegree = 1 cond = 1
  536. INSERT X2 --> X3 [] 179.52763457983102 degree = 2 indegree = 1 cond = 1
  537. INSERT X8 --> X10 [X7] 135.32151566481147 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  538. INSERT X3 --> X10 [] 59.838451390238504 degree = 3 indegree = 3 cond = 3
  539. INSERT X6 --> X4 [] 47.1959264686646 degree = 3 indegree = 3 cond = 1
  540. INSERT X5 --> X1 [] 29.642054373489486 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.001 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  541. INSERT X7 --> X3 [] 552.1316743111446 degree = 1 indegree = 1 cond = 1
  542. INSERT X8 --> X9 [] 523.2277467186032 degree = 1 indegree = 1 cond = 1
  543. INSERT X7 --> X10 [] 311.07437204141667 degree = 2 indegree = 1 cond = 1
  544. INSERT X2 --> X3 [] 155.3954255907853 degree = 2 indegree = 1 cond = 1
  545. INSERT X8 --> X10 [X7] 120.25711538648477 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  546. INSERT X6 --> X4 [] 97.99427286865131 degree = 2 indegree = 2 cond = 1
  547. INSERT X3 --> X10 [] 61.56187559982608 degree = 3 indegree = 3 cond = 3
  548. INSERT X1 --> X5 [] 30.27957794000487 degree = 3 indegree = 3 cond = 1
  549. INSERT X4 --> X3 [X2] 20.534114641411804 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  550. INSERT X3 --> X8 [] 2.81442035207219 degree = 5 indegree = 1 cond = 1 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.012 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  551. INSERT X8 --> X9 [] 588.2755066771197 degree = 1 indegree = 1 cond = 1
  552. INSERT X3 --> X7 [] 536.0599137240864 degree = 1 indegree = 1 cond = 1
  553. INSERT X7 --> X10 [] 257.1712673243758 degree = 2 indegree = 1 cond = 1
  554. INSERT X2 --> X3 [] 163.17476252206828 degree = 2 indegree = 1 cond = 1
  555. INSERT X8 --> X10 [X7] 133.12901282007013 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  556. INSERT X4 --> X6 [] 123.40544589961814 degree = 2 indegree = 2 cond = 1
  557. INSERT X3 --> X10 [] 65.98657327939817 degree = 3 indegree = 3 cond = 3
  558. INSERT X1 --> X5 [] 27.034481836618454 degree = 3 indegree = 3 cond = 1
  559. INSERT X7 --> X4 [] 12.659305351548412 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  560. INSERT X8 --> X9 [] 524.0389119219441 degree = 1 indegree = 1 cond = 1
  561. INSERT X3 --> X7 [] 390.28821270608444 degree = 1 indegree = 1 cond = 1
  562. INSERT X7 --> X10 [] 277.90546493597424 degree = 2 indegree = 1 cond = 1
  563. INSERT X3 --> X2 [] 178.11347634646248 degree = 2 indegree = 0 cond = 1
  564. INSERT X8 --> X10 [X7] 115.52832570536872 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  565. INSERT X6 --> X4 [] 83.00392752750705 degree = 2 indegree = 2 cond = 1
  566. INSERT X3 --> X10 [] 44.4957821135829 degree = 3 indegree = 3 cond = 3
  567. INSERT X1 --> X5 [] 21.735931655200943 degree = 3 indegree = 3 cond = 1
  568. INSERT X7 --> X4 [] 8.923114470250326 degree = 3 indegree = 3 cond = 1
  569. INSERT X1 --> X3 [] 3.229712148172439 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  570. INSERT X8 --> X9 [] 580.2100624840281 degree = 1 indegree = 1 cond = 1
  571. INSERT X7 --> X3 [] 471.8124329803283 degree = 1 indegree = 1 cond = 1
  572. INSERT X3 --> X2 [] 282.57043497700874 degree = 2 indegree = 0 cond = 1
  573. INSERT X7 --> X10 [] 241.34504991222596 degree = 2 indegree = 0 cond = 1
  574. INSERT X8 --> X10 [X7] 131.11591641011543 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  575. INSERT X4 --> X6 [] 105.43820672623323 degree = 2 indegree = 2 cond = 1
  576. INSERT X3 --> X10 [] 37.48637899165585 degree = 3 indegree = 3 cond = 3
  577. INSERT X5 --> X1 [] 27.44933894680335 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  578. INSERT X3 --> X7 [] 622.6160819530013 degree = 1 indegree = 1 cond = 1
  579. INSERT X8 --> X9 [] 529.0132549088111 degree = 1 indegree = 1 cond = 1
  580. INSERT X7 --> X10 [] 269.0162760703431 degree = 2 indegree = 1 cond = 1
  581. INSERT X2 --> X3 [] 204.46418415232176 degree = 2 indegree = 1 cond = 1
  582. INSERT X6 --> X4 [] 151.27472238717058 degree = 2 indegree = 0 cond = 1
  583. INSERT X8 --> X10 [X7] 115.56850171467826 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  584. INSERT X3 --> X10 [] 47.93782682929945 degree = 3 indegree = 3 cond = 3
  585. INSERT X5 --> X1 [] 22.96386241784319 degree = 3 indegree = 3 cond = 1
  586. INSERT X3 --> X8 [] 0.9856252132422725 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  587. INSERT X8 --> X9 [] 496.41295394173704 degree = 1 indegree = 1 cond = 1
  588. INSERT X7 --> X3 [] 490.84905239839816 degree = 1 indegree = 1 cond = 1
  589. INSERT X7 --> X10 [] 245.18496690790118 degree = 2 indegree = 1 cond = 1
  590. INSERT X2 --> X3 [] 158.5258277353693 degree = 2 indegree = 1 cond = 1
  591. INSERT X6 --> X4 [] 116.05752410716694 degree = 2 indegree = 0 cond = 1
  592. INSERT X8 --> X10 [X7] 84.33724186271574 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  593. INSERT X3 --> X10 [] 65.91622952734167 degree = 3 indegree = 3 cond = 3
  594. INSERT X8 --> X3 [] 20.618027133851314 degree = 4 indegree = 0 cond = 1
  595. INSERT X4 --> X3 [X2] 17.430523219391958 degree = 5 indegree = 0 cond = 2 --- Directing X2 --> X3
  596. INSERT X1 --> X5 [] 15.888876618406101 degree = 5 indegree = 1 cond = 1 Elapsed time = 0.002 s Orienting edge (R1: Away from collider): X3 --> X8 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  597. INSERT X7 --> X3 [] 614.3301867289979 degree = 1 indegree = 1 cond = 1
  598. INSERT X8 --> X9 [] 497.30044416681 degree = 1 indegree = 1 cond = 1
  599. INSERT X7 --> X10 [] 292.9582060445001 degree = 2 indegree = 1 cond = 1
  600. INSERT X2 --> X3 [] 159.07909476832563 degree = 2 indegree = 1 cond = 1
  601. INSERT X4 --> X6 [] 156.73961393144856 degree = 2 indegree = 0 cond = 1
  602. INSERT X8 --> X10 [X7] 77.62332116066816 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  603. INSERT X3 --> X10 [] 26.82219462604573 degree = 3 indegree = 3 cond = 3
  604. INSERT X1 --> X5 [] 14.529001973035616 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  605. INSERT X3 --> X7 [] 569.7984298974214 degree = 1 indegree = 1 cond = 1
  606. INSERT X8 --> X9 [] 506.712763444189 degree = 1 indegree = 1 cond = 1
  607. INSERT X3 --> X10 [] 315.57814483296903 degree = 2 indegree = 0 cond = 1
  608. INSERT X2 --> X3 [] 179.18421525381908 degree = 3 indegree = 1 cond = 1
  609. INSERT X8 --> X10 [X3] 153.6920316440184 degree = 3 indegree = 0 cond = 2 --- Directing X3 --> X10
  610. INSERT X4 --> X6 [] 87.90457958257002 degree = 3 indegree = 0 cond = 1
  611. INSERT X7 --> X10 [] 64.95804637764623 degree = 3 indegree = 3 cond = 3
  612. INSERT X5 --> X1 [] 27.99117617331762 degree = 3 indegree = 3 cond = 1
  613. INSERT X7 --> X4 [] 13.668681656579878 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  614. INSERT X7 --> X3 [] 547.9985302674407 degree = 1 indegree = 1 cond = 1
  615. INSERT X8 --> X9 [] 479.02143898965323 degree = 1 indegree = 1 cond = 1
  616. INSERT X7 --> X10 [] 278.62607033606497 degree = 2 indegree = 1 cond = 1
  617. INSERT X3 --> X2 [] 215.9464845942536 degree = 2 indegree = 0 cond = 1
  618. INSERT X8 --> X10 [X7] 125.32947487230885 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  619. INSERT X6 --> X4 [] 50.860409525835394 degree = 2 indegree = 2 cond = 1
  620. INSERT X3 --> X10 [] 34.52107003964054 degree = 3 indegree = 3 cond = 3
  621. INSERT X5 --> X1 [] 11.589225705864543 degree = 3 indegree = 3 cond = 1
  622. INSERT X3 --> X4 [] 7.601589825527924 degree = 4 indegree = 0 cond = 1
  623. INSERT X5 --> X8 [] 0.5763179535679512 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.001 s Independence accepted: X5 || X8 | X9, X3 p = 0.012 Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  624. INSERT X9 --> X8 [] 500.4546637740219 degree = 1 indegree = 1 cond = 1
  625. INSERT X7 --> X3 [] 379.2618721290031 degree = 1 indegree = 1 cond = 1
  626. INSERT X7 --> X10 [] 285.3641853668836 degree = 2 indegree = 1 cond = 1
  627. INSERT X2 --> X3 [] 169.2726288112728 degree = 2 indegree = 1 cond = 1
  628. INSERT X4 --> X6 [] 150.84877138885017 degree = 2 indegree = 0 cond = 1
  629. INSERT X8 --> X10 [X7] 141.3517234951603 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  630. INSERT X3 --> X10 [] 81.21485774876865 degree = 3 indegree = 3 cond = 3
  631. INSERT X1 --> X5 [] 15.467087841816195 degree = 3 indegree = 3 cond = 1
  632. INSERT X7 --> X4 [X6] 8.263981777784991 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  633. INSERT X3 --> X7 [] 547.043702957299 degree = 1 indegree = 1 cond = 1
  634. INSERT X8 --> X9 [] 499.84353092438744 degree = 1 indegree = 1 cond = 1
  635. INSERT X7 --> X10 [] 304.71826484046494 degree = 2 indegree = 1 cond = 1
  636. INSERT X3 --> X2 [] 223.58974077842265 degree = 2 indegree = 0 cond = 1
  637. INSERT X8 --> X10 [X7] 143.10361907280384 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  638. INSERT X4 --> X6 [] 83.56789704217383 degree = 2 indegree = 2 cond = 1
  639. INSERT X3 --> X10 [] 77.75540430688028 degree = 3 indegree = 3 cond = 3
  640. INSERT X5 --> X1 [] 17.66826636216527 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  641. INSERT X8 --> X9 [] 551.2806343919291 degree = 1 indegree = 1 cond = 1
  642. INSERT X3 --> X7 [] 508.0320171566342 degree = 1 indegree = 1 cond = 1
  643. INSERT X7 --> X10 [] 321.70875222303584 degree = 2 indegree = 1 cond = 1
  644. INSERT X6 --> X4 [] 160.81600602870208 degree = 2 indegree = 1 cond = 1
  645. INSERT X2 --> X3 [] 151.42077665052557 degree = 2 indegree = 1 cond = 1
  646. INSERT X8 --> X10 [X7] 142.13780218009677 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  647. INSERT X3 --> X10 [] 60.53804581995735 degree = 3 indegree = 3 cond = 3
  648. INSERT X1 --> X5 [] 31.9171308983434 degree = 3 indegree = 3 cond = 1
  649. INSERT X4 --> X3 [X2] 6.168142638140338 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  650. INSERT X3 --> X8 [] 3.8776454547308177 degree = 5 indegree = 1 cond = 1
  651. INSERT X10 --> X5 [] 1.968264890206342 degree = 5 indegree = 1 cond = 1 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.030 Orienting edge (R1: Away from collider): X10 --> X5 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Orienting edge (R1: Away from collider): X5 --> X1 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  652. INSERT X3 --> X7 [] 576.444713884103 degree = 1 indegree = 1 cond = 1
  653. INSERT X8 --> X9 [] 565.2394825104385 degree = 1 indegree = 1 cond = 1
  654. INSERT X7 --> X10 [] 268.3772291505386 degree = 2 indegree = 1 cond = 1
  655. INSERT X8 --> X10 [X7] 173.46269898199526 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  656. INSERT X3 --> X2 [] 159.60546313481106 degree = 2 indegree = 2 cond = 1
  657. INSERT X6 --> X4 [] 65.31352052606705 degree = 2 indegree = 2 cond = 1
  658. INSERT X3 --> X10 [] 59.67581863171975 degree = 3 indegree = 3 cond = 3
  659. INSERT X1 --> X5 [] 22.53379611342082 degree = 3 indegree = 3 cond = 1
  660. INSERT X4 --> X7 [] 5.976066446458958 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  661. INSERT X8 --> X9 [] 583.2032701094513 degree = 1 indegree = 1 cond = 1
  662. INSERT X3 --> X7 [] 511.5069154737023 degree = 1 indegree = 1 cond = 1
  663. INSERT X7 --> X10 [] 313.94237228781617 degree = 2 indegree = 1 cond = 1
  664. INSERT X2 --> X3 [] 223.76846224682376 degree = 2 indegree = 1 cond = 1
  665. INSERT X6 --> X4 [] 147.93020413219196 degree = 2 indegree = 0 cond = 1
  666. INSERT X8 --> X10 [X7] 96.36842215149505 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  667. INSERT X3 --> X10 [] 55.27571246673074 degree = 3 indegree = 3 cond = 3
  668. INSERT X1 --> X5 [] 24.983940600661413 degree = 3 indegree = 3 cond = 1
  669. INSERT X1 --> X2 [] 0.03982046161230812 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  670. INSERT X8 --> X9 [] 556.0329781120929 degree = 1 indegree = 1 cond = 1
  671. INSERT X3 --> X7 [] 466.06788645976303 degree = 1 indegree = 1 cond = 1
  672. INSERT X7 --> X10 [] 284.10216926378325 degree = 2 indegree = 1 cond = 1
  673. INSERT X3 --> X2 [] 184.1233803944687 degree = 2 indegree = 0 cond = 1
  674. INSERT X8 --> X10 [X7] 136.51097443585272 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  675. INSERT X6 --> X4 [] 96.0103809379819 degree = 2 indegree = 2 cond = 1
  676. INSERT X3 --> X10 [] 81.15735843041168 degree = 3 indegree = 3 cond = 3
  677. INSERT X5 --> X1 [] 21.377083350977472 degree = 3 indegree = 3 cond = 1
  678. INSERT X3 --> X4 [] 13.932308322879605 degree = 4 indegree = 0 cond = 1
  679. INSERT X1 --> X4 [X6] 1.998841243213505 degree = 4 indegree = 0 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.002 s Orienting edge (R1: Away from collider): X4 --> X3 Orienting edge (R1: Away from collider): X3 --> X2 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  680. INSERT X8 --> X9 [] 540.2347782395975 degree = 1 indegree = 1 cond = 1
  681. INSERT X7 --> X3 [] 453.45280528207854 degree = 1 indegree = 1 cond = 1
  682. INSERT X7 --> X10 [] 273.700939282161 degree = 2 indegree = 1 cond = 1
  683. INSERT X8 --> X10 [X7] 137.55253253556143 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  684. INSERT X4 --> X6 [] 134.56839231935348 degree = 2 indegree = 2 cond = 1
  685. INSERT X3 --> X2 [] 126.34793929835746 degree = 2 indegree = 2 cond = 1
  686. INSERT X3 --> X10 [] 55.55227484506234 degree = 3 indegree = 3 cond = 3
  687. INSERT X1 --> X5 [] 21.928091269208764 degree = 3 indegree = 3 cond = 1
  688. INSERT X4 --> X7 [] 14.989007191736505 degree = 3 indegree = 3 cond = 1
  689. INSERT X3 --> X8 [] 4.2921076112799135 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.001 s Independence accepted: X4 || X7 | X8, X3 p = 0.011 Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  690. INSERT X8 --> X9 [] 513.483107678451 degree = 1 indegree = 1 cond = 1
  691. INSERT X3 --> X7 [] 456.861965239242 degree = 1 indegree = 1 cond = 1
  692. INSERT X7 --> X10 [] 290.71951128573176 degree = 2 indegree = 1 cond = 1
  693. INSERT X3 --> X2 [] 198.69459593446368 degree = 2 indegree = 0 cond = 1
  694. INSERT X8 --> X10 [X7] 181.64294198039823 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  695. INSERT X4 --> X6 [] 154.398734663504 degree = 2 indegree = 2 cond = 1
  696. INSERT X3 --> X10 [] 47.1491206336332 degree = 3 indegree = 3 cond = 3
  697. INSERT X1 --> X5 [] 7.080428283374673 degree = 3 indegree = 3 cond = 1
  698. INSERT X4 --> X3 [X2] 5.493628700158197 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  699. INSERT X9 --> X8 [] 530.0132873731442 degree = 1 indegree = 1 cond = 1
  700. INSERT X3 --> X7 [] 450.07494656736526 degree = 1 indegree = 1 cond = 1
  701. INSERT X7 --> X10 [] 221.51330668598175 degree = 2 indegree = 1 cond = 1
  702. INSERT X2 --> X3 [] 200.04770510709884 degree = 2 indegree = 1 cond = 1
  703. INSERT X8 --> X10 [X7] 104.55265015954029 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  704. INSERT X6 --> X4 [] 64.68385863916838 degree = 2 indegree = 2 cond = 1
  705. INSERT X1 --> X5 [] 31.91935662746829 degree = 2 indegree = 2 cond = 1
  706. INSERT X3 --> X10 [] 26.68941778856854 degree = 3 indegree = 3 cond = 3 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  707. INSERT X8 --> X9 [] 608.0733754515499 degree = 1 indegree = 1 cond = 1
  708. INSERT X7 --> X3 [] 572.8633662826519 degree = 1 indegree = 1 cond = 1
  709. INSERT X7 --> X10 [] 249.21953399477258 degree = 2 indegree = 1 cond = 1
  710. INSERT X2 --> X3 [] 211.26041766330061 degree = 2 indegree = 1 cond = 1
  711. INSERT X8 --> X10 [X7] 151.84053170679937 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  712. INSERT X6 --> X4 [] 92.09303411712716 degree = 2 indegree = 2 cond = 1
  713. INSERT X3 --> X10 [] 53.11389357870966 degree = 3 indegree = 3 cond = 3
  714. INSERT X1 --> X5 [] 17.55008630509036 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.001 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  715. INSERT X3 --> X7 [] 627.9019605158226 degree = 1 indegree = 1 cond = 1
  716. INSERT X8 --> X9 [] 555.6973212519822 degree = 1 indegree = 1 cond = 1
  717. INSERT X7 --> X10 [] 305.35595910613955 degree = 2 indegree = 1 cond = 1
  718. INSERT X2 --> X3 [] 179.70188976367353 degree = 2 indegree = 1 cond = 1
  719. INSERT X8 --> X10 [X7] 134.50128421480727 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  720. INSERT X4 --> X6 [] 60.47304501868029 degree = 2 indegree = 2 cond = 1
  721. INSERT X3 --> X10 [] 51.663784673892394 degree = 3 indegree = 3 cond = 3
  722. INSERT X1 --> X5 [] 13.677889251658115 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  723. INSERT X8 --> X9 [] 550.3370429588844 degree = 1 indegree = 1 cond = 1
  724. INSERT X3 --> X7 [] 514.5455662237463 degree = 1 indegree = 1 cond = 1
  725. INSERT X7 --> X10 [] 306.37081651747627 degree = 2 indegree = 1 cond = 1
  726. INSERT X8 --> X10 [X7] 149.67634977726985 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  727. INSERT X4 --> X6 [] 144.33755030270572 degree = 2 indegree = 2 cond = 1
  728. INSERT X2 --> X3 [] 141.13185798019495 degree = 2 indegree = 2 cond = 1
  729. INSERT X3 --> X10 [] 74.36870837704991 degree = 3 indegree = 3 cond = 3
  730. INSERT X1 --> X5 [] 13.061887436319921 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  731. INSERT X9 --> X8 [] 474.3709344697086 degree = 1 indegree = 1 cond = 1
  732. INSERT X3 --> X7 [] 410.4236782134705 degree = 1 indegree = 1 cond = 1
  733. INSERT X7 --> X10 [] 299.696260656821 degree = 2 indegree = 1 cond = 1
  734. INSERT X2 --> X3 [] 230.95580875351362 degree = 2 indegree = 1 cond = 1
  735. INSERT X8 --> X10 [X7] 145.31171548367593 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  736. INSERT X6 --> X4 [] 126.72493332775898 degree = 2 indegree = 2 cond = 1
  737. INSERT X3 --> X10 [] 41.582103832775495 degree = 3 indegree = 3 cond = 3
  738. INSERT X5 --> X1 [] 14.671081850827832 degree = 3 indegree = 3 cond = 1
  739. INSERT X7 --> X4 [X6] 6.196224167027431 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  740. INSERT X8 --> X9 [] 614.0293802449562 degree = 1 indegree = 1 cond = 1
  741. INSERT X3 --> X7 [] 483.1138084970975 degree = 1 indegree = 1 cond = 1
  742. INSERT X7 --> X10 [] 226.29532418469643 degree = 2 indegree = 1 cond = 1
  743. INSERT X8 --> X10 [X7] 161.1065325033274 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  744. INSERT X3 --> X2 [] 155.11557693436853 degree = 2 indegree = 2 cond = 1
  745. INSERT X4 --> X6 [] 96.71016339718342 degree = 2 indegree = 2 cond = 1
  746. INSERT X3 --> X10 [] 53.05975400333449 degree = 3 indegree = 3 cond = 3
  747. INSERT X5 --> X1 [] 15.591273087916477 degree = 3 indegree = 3 cond = 1
  748. INSERT X4 --> X2 [X3] 12.14817310094918 degree = 3 indegree = 3 cond = 2 --- Directing X3 --> X2 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  749. INSERT X8 --> X9 [] 562.2752194319619 degree = 1 indegree = 1 cond = 1
  750. INSERT X3 --> X7 [] 536.8897464277192 degree = 1 indegree = 1 cond = 1
  751. INSERT X7 --> X10 [] 291.8620519395113 degree = 2 indegree = 1 cond = 1
  752. INSERT X2 --> X3 [] 211.9877105268965 degree = 2 indegree = 1 cond = 1
  753. INSERT X8 --> X10 [X7] 128.18736806713397 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  754. INSERT X3 --> X10 [] 80.2951307676596 degree = 3 indegree = 3 cond = 3
  755. INSERT X4 --> X6 [] 55.18719206876011 degree = 3 indegree = 3 cond = 1
  756. INSERT X5 --> X1 [] 27.583975981588168 degree = 3 indegree = 3 cond = 1
  757. INSERT X7 --> X4 [] 5.251644837281319 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  758. INSERT X3 --> X7 [] 520.241385662891 degree = 1 indegree = 1 cond = 1
  759. INSERT X8 --> X9 [] 473.6085156193518 degree = 1 indegree = 1 cond = 1
  760. INSERT X7 --> X10 [] 271.1492997750644 degree = 2 indegree = 1 cond = 1
  761. INSERT X3 --> X2 [] 165.96271450649468 degree = 2 indegree = 0 cond = 1
  762. INSERT X6 --> X4 [] 126.16278755478291 degree = 2 indegree = 0 cond = 1
  763. INSERT X8 --> X10 [X7] 107.67406191045077 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  764. INSERT X3 --> X10 [] 51.92838636497364 degree = 3 indegree = 3 cond = 3
  765. INSERT X1 --> X5 [] 15.154581685361563 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.001 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  766. INSERT X9 --> X8 [] 463.5389426479177 degree = 1 indegree = 1 cond = 1
  767. INSERT X7 --> X3 [] 451.91360777416503 degree = 1 indegree = 1 cond = 1
  768. INSERT X7 --> X10 [] 203.14211765069922 degree = 2 indegree = 1 cond = 1
  769. INSERT X2 --> X3 [] 169.92298506734483 degree = 2 indegree = 1 cond = 1
  770. INSERT X8 --> X10 [X7] 99.55078993280688 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  771. INSERT X6 --> X4 [] 97.96951951759371 degree = 2 indegree = 2 cond = 1
  772. INSERT X3 --> X10 [] 54.99347027423923 degree = 3 indegree = 3 cond = 3
  773. INSERT X8 --> X3 [X2] 28.130684764218522 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  774. INSERT X1 --> X5 [] 5.264554507644149 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X2 || X10 | X3 p = 0.421 Sepset for d = X2 and c = X10 = [X3] R4: Definite discriminating path collider rule d = X2 X3<->X8<->X10 Epoch Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  775. INSERT X9 --> X8 [] 571.9860665885618 degree = 1 indegree = 1 cond = 1
  776. INSERT X3 --> X7 [] 520.768993034668 degree = 1 indegree = 1 cond = 1
  777. INSERT X7 --> X10 [] 319.696696992038 degree = 2 indegree = 1 cond = 1
  778. INSERT X3 --> X2 [] 178.39574594253955 degree = 2 indegree = 0 cond = 1
  779. INSERT X8 --> X10 [X7] 114.0064634222949 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  780. INSERT X6 --> X4 [] 92.58247022501071 degree = 2 indegree = 2 cond = 1
  781. INSERT X3 --> X10 [] 82.73802010004894 degree = 3 indegree = 3 cond = 3
  782. INSERT X8 --> X3 [X2] 31.01158371838224 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  783. INSERT X5 --> X1 [] 7.389970393628573 degree = 4 indegree = 1 cond = 1
  784. INSERT X2 --> X1 [] 7.265880146089529 degree = 4 indegree = 1 cond = 1
  785. INSERT X9 --> X5 [] 2.347808953867343 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.002 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X2 || X10 | X3 p = 0.333 Sepset for d = X2 and c = X10 = [X3] R4: Definite discriminating path collider rule d = X2 X3<->X8<->X10 Epoch Orienting edge (R1: Away from collider): X8 --> X9 Epoch Orienting edge (R1: Away from collider): X9 --> X5 Orienting edge (R1: Away from collider): X5 --> X1 Orienting edge (R1: Away from collider): X1 --> X2 Epoch Orienting edge (R1: Away from collider): X2 --> X3 Epoch Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  786. INSERT X3 --> X7 [] 615.990689159242 degree = 1 indegree = 1 cond = 1
  787. INSERT X8 --> X9 [] 579.3343512410883 degree = 1 indegree = 1 cond = 1
  788. INSERT X7 --> X10 [] 376.793806128937 degree = 2 indegree = 1 cond = 1
  789. INSERT X3 --> X2 [] 175.32977625541292 degree = 2 indegree = 0 cond = 1
  790. INSERT X8 --> X10 [X7] 121.79700676249314 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  791. INSERT X6 --> X4 [] 98.2107971243545 degree = 2 indegree = 2 cond = 1
  792. INSERT X3 --> X10 [] 52.239307745865744 degree = 3 indegree = 3 cond = 3
  793. INSERT X5 --> X1 [] 27.5464173223869 degree = 3 indegree = 3 cond = 1
  794. INSERT X10 --> X6 [] 0.12153564449927501 degree = 4 indegree = 3 cond = 1 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X10 --> X6 Orienting edge (R1: Away from collider): X6 --> X4 Epoch Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  795. INSERT X7 --> X3 [] 550.4951404178487 degree = 1 indegree = 1 cond = 1
  796. INSERT X9 --> X8 [] 503.5180285369767 degree = 1 indegree = 1 cond = 1
  797. INSERT X7 --> X10 [] 368.64129948915786 degree = 2 indegree = 1 cond = 1
  798. INSERT X3 --> X2 [] 215.24101342912869 degree = 2 indegree = 0 cond = 1
  799. INSERT X8 --> X10 [X7] 120.92152528622157 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  800. INSERT X6 --> X4 [] 119.64353739932136 degree = 2 indegree = 2 cond = 1
  801. INSERT X3 --> X10 [] 54.14171676791213 degree = 3 indegree = 3 cond = 3
  802. INSERT X5 --> X1 [] 31.33044325019617 degree = 3 indegree = 3 cond = 1
  803. INSERT X1 --> X3 [X7] 6.085171469065131 degree = 4 indegree = 0 cond = 2 --- Directing X7 --> X3
  804. INSERT X7 --> X4 [X6] 2.0628337158652528 degree = 4 indegree = 2 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X2 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X1 || X10 p = 0.153 Sepset for d = X1 and c = X10 = [] R4: Definite discriminating path collider rule d = X1 X3<->X7<->X10 Epoch Orienting edge (R1: Away from collider): X7 --> X4 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  805. INSERT X9 --> X8 [] 554.8523218143781 degree = 1 indegree = 1 cond = 1
  806. INSERT X3 --> X7 [] 531.3862416352305 degree = 1 indegree = 1 cond = 1
  807. INSERT X7 --> X10 [] 337.4261230806583 degree = 2 indegree = 1 cond = 1
  808. INSERT X3 --> X2 [] 201.7351087373179 degree = 2 indegree = 0 cond = 1
  809. INSERT X8 --> X10 [X7] 102.45793588192872 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  810. INSERT X6 --> X4 [] 88.64056853211852 degree = 2 indegree = 2 cond = 1
  811. INSERT X3 --> X10 [] 39.20830739709821 degree = 3 indegree = 3 cond = 3
  812. INSERT X9 --> X5 [] 7.426653494310585 degree = 3 indegree = 3 cond = 1
  813. INSERT X4 --> X7 [] 5.760209451582682 degree = 3 indegree = 3 cond = 1
  814. INSERT X5 --> X1 [] 3.3001443209872434 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  815. INSERT X3 --> X7 [] 551.6202095415324 degree = 1 indegree = 1 cond = 1
  816. INSERT X9 --> X8 [] 541.0350217639547 degree = 1 indegree = 1 cond = 1
  817. INSERT X7 --> X10 [] 370.93147682371864 degree = 2 indegree = 1 cond = 1
  818. INSERT X3 --> X2 [] 147.50748642436344 degree = 2 indegree = 0 cond = 1
  819. INSERT X6 --> X4 [] 125.3444057792858 degree = 2 indegree = 0 cond = 1
  820. INSERT X8 --> X10 [X7] 87.36687131020736 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  821. INSERT X3 --> X10 [] 58.90715114614156 degree = 3 indegree = 3 cond = 3
  822. INSERT X5 --> X1 [] 18.851955602593392 degree = 3 indegree = 3 cond = 1
  823. INSERT X7 --> X4 [X6] 3.5967662534607996 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  824. INSERT X8 --> X9 [] 557.8046450868718 degree = 1 indegree = 1 cond = 1
  825. INSERT X3 --> X7 [] 527.9495444192357 degree = 1 indegree = 1 cond = 1
  826. INSERT X7 --> X10 [] 294.41155239390247 degree = 2 indegree = 1 cond = 1
  827. INSERT X3 --> X2 [] 187.04453087266157 degree = 2 indegree = 0 cond = 1
  828. INSERT X8 --> X10 [X7] 126.07494329722383 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  829. INSERT X6 --> X4 [] 122.70919935050571 degree = 2 indegree = 2 cond = 1
  830. INSERT X3 --> X10 [] 56.01402679188176 degree = 3 indegree = 3 cond = 3
  831. INSERT X1 --> X5 [] 10.621589404802222 degree = 3 indegree = 3 cond = 1
  832. INSERT X4 --> X3 [X2] 7.22604941967942 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3 Elapsed time = 0.001 s Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  833. INSERT X3 --> X7 [] 511.998098897138 degree = 1 indegree = 1 cond = 1
  834. INSERT X8 --> X9 [] 447.83167835217995 degree = 1 indegree = 1 cond = 1
  835. INSERT X7 --> X10 [] 298.0940414646727 degree = 2 indegree = 1 cond = 1
  836. INSERT X3 --> X2 [] 241.87603263183308 degree = 2 indegree = 0 cond = 1
  837. INSERT X4 --> X6 [] 151.10330887139165 degree = 2 indegree = 0 cond = 1
  838. INSERT X8 --> X10 [X7] 141.05060954548844 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  839. INSERT X3 --> X10 [] 57.78922424356723 degree = 3 indegree = 3 cond = 3
  840. INSERT X1 --> X5 [] 25.676953228489168 degree = 3 indegree = 3 cond = 1
  841. INSERT X7 --> X4 [X6] 4.037216998951735 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  842. INSERT X8 --> X9 [] 593.1660671226025 degree = 1 indegree = 1 cond = 1
  843. INSERT X3 --> X7 [] 475.0239649326269 degree = 1 indegree = 1 cond = 1
  844. INSERT X7 --> X10 [] 206.48191642059342 degree = 2 indegree = 1 cond = 1
  845. INSERT X3 --> X2 [] 173.60086406204206 degree = 2 indegree = 0 cond = 1
  846. INSERT X6 --> X4 [] 160.43973112953222 degree = 2 indegree = 0 cond = 1
  847. INSERT X8 --> X10 [X7] 130.44839330562178 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  848. INSERT X3 --> X10 [] 35.496519660534446 degree = 3 indegree = 3 cond = 3
  849. INSERT X5 --> X1 [] 25.20474245365191 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.001 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  850. INSERT X8 --> X9 [] 530.8342744207754 degree = 1 indegree = 1 cond = 1
  851. INSERT X7 --> X3 [] 507.52156536780313 degree = 1 indegree = 1 cond = 1
  852. INSERT X7 --> X10 [] 326.7436373364883 degree = 2 indegree = 1 cond = 1
  853. INSERT X3 --> X2 [] 143.40069184391302 degree = 2 indegree = 0 cond = 1
  854. INSERT X4 --> X6 [] 138.00079790290502 degree = 2 indegree = 0 cond = 1
  855. INSERT X8 --> X10 [X7] 92.44168876601385 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  856. INSERT X3 --> X10 [] 70.81277909180659 degree = 3 indegree = 3 cond = 3
  857. INSERT X5 --> X1 [] 17.598370069173882 degree = 3 indegree = 3 cond = 1
  858. INSERT X2 --> X5 [] 3.0548843503252847 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  859. INSERT X8 --> X9 [] 612.4910774650943 degree = 1 indegree = 1 cond = 1
  860. INSERT X7 --> X3 [] 572.4281755901628 degree = 1 indegree = 1 cond = 1
  861. INSERT X7 --> X10 [] 268.06177702381393 degree = 2 indegree = 1 cond = 1
  862. INSERT X2 --> X3 [] 234.69400442963664 degree = 2 indegree = 1 cond = 1
  863. INSERT X8 --> X10 [X7] 156.61698422754802 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  864. INSERT X4 --> X6 [] 107.49451703761117 degree = 2 indegree = 2 cond = 1
  865. INSERT X3 --> X10 [] 27.08774676436171 degree = 3 indegree = 3 cond = 3
  866. INSERT X5 --> X1 [] 19.01883784469082 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.001 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  867. INSERT X7 --> X3 [] 498.6756495558545 degree = 1 indegree = 1 cond = 1
  868. INSERT X9 --> X8 [] 496.27616487305625 degree = 1 indegree = 1 cond = 1
  869. INSERT X7 --> X10 [] 318.5551503919788 degree = 2 indegree = 1 cond = 1
  870. INSERT X3 --> X2 [] 204.26692487104876 degree = 2 indegree = 0 cond = 1
  871. INSERT X4 --> X6 [] 141.48580338250554 degree = 2 indegree = 0 cond = 1
  872. INSERT X8 --> X10 [X7] 132.6500196727348 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  873. INSERT X3 --> X10 [] 43.37577557709737 degree = 3 indegree = 3 cond = 3
  874. INSERT X1 --> X5 [] 42.33409316070096 degree = 3 indegree = 3 cond = 1
  875. INSERT X3 --> X8 [] 3.9984205447343015 degree = 4 indegree = 1 cond = 1
  876. INSERT X2 --> X1 [] 2.0951291137127015 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.002 s Independence accepted: X8 || X3 | X9 p = 0.021 Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  877. INSERT X7 --> X3 [] 593.3222474051142 degree = 1 indegree = 1 cond = 1
  878. INSERT X8 --> X9 [] 578.6508314656228 degree = 1 indegree = 1 cond = 1
  879. INSERT X7 --> X10 [] 289.1889738074028 degree = 2 indegree = 1 cond = 1
  880. INSERT X3 --> X2 [] 238.91252090779787 degree = 2 indegree = 0 cond = 1
  881. INSERT X8 --> X10 [X7] 155.60902365418175 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  882. INSERT X4 --> X6 [] 108.92880786853209 degree = 2 indegree = 2 cond = 1
  883. INSERT X3 --> X10 [] 22.148182985119746 degree = 3 indegree = 3 cond = 3
  884. INSERT X1 --> X5 [] 16.56146609318131 degree = 3 indegree = 3 cond = 1
  885. INSERT X7 --> X6 [X4] 3.114597850299745 degree = 3 indegree = 3 cond = 2 --- Directing X4 --> X6
  886. INSERT X2 --> X1 [] 2.0225389204138935 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  887. INSERT X8 --> X9 [] 672.8338077897032 degree = 1 indegree = 1 cond = 1
  888. INSERT X3 --> X7 [] 557.1770163582235 degree = 1 indegree = 1 cond = 1
  889. INSERT X7 --> X10 [] 316.5516975243626 degree = 2 indegree = 1 cond = 1
  890. INSERT X2 --> X3 [] 205.955903289824 degree = 2 indegree = 1 cond = 1
  891. INSERT X8 --> X10 [X7] 118.81071469387813 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  892. INSERT X6 --> X4 [] 83.09967699758889 degree = 2 indegree = 2 cond = 1
  893. INSERT X3 --> X10 [] 50.39206924558006 degree = 3 indegree = 3 cond = 3
  894. INSERT X5 --> X1 [] 38.95607987397689 degree = 3 indegree = 3 cond = 1
  895. INSERT X7 --> X4 [X6] 4.935504311405481 degree = 3 indegree = 3 cond = 2 --- Directing X6 --> X4
  896. INSERT X8 --> X3 [] 4.2478616346347735 degree = 4 indegree = 0 cond = 1
  897. INSERT X4 --> X1 [] 1.1984259279254559 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.001 s Independence accepted: X8 || X3 | X9 p = 0.014 Orienting edge (R1: Away from collider): X4 --> X1 Orienting edge (R1: Away from collider): X1 --> X5 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  898. INSERT X8 --> X9 [] 458.3431805010943 degree = 1 indegree = 1 cond = 1
  899. INSERT X7 --> X3 [] 378.2216137509014 degree = 1 indegree = 1 cond = 1
  900. INSERT X7 --> X10 [] 303.12285743889834 degree = 2 indegree = 1 cond = 1
  901. INSERT X2 --> X3 [] 134.1768938725892 degree = 2 indegree = 1 cond = 1
  902. INSERT X8 --> X10 [X7] 130.04146709684397 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  903. INSERT X6 --> X4 [] 85.10333297843579 degree = 2 indegree = 2 cond = 1
  904. INSERT X3 --> X10 [] 63.71296526357857 degree = 3 indegree = 3 cond = 3
  905. INSERT X5 --> X1 [] 9.630177655972801 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.001 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  906. INSERT X8 --> X9 [] 534.692727258132 degree = 1 indegree = 1 cond = 1
  907. INSERT X3 --> X7 [] 483.169781811943 degree = 1 indegree = 1 cond = 1
  908. INSERT X3 --> X2 [] 250.84216793534614 degree = 2 indegree = 0 cond = 1
  909. INSERT X7 --> X10 [] 220.46827252201743 degree = 2 indegree = 0 cond = 1
  910. INSERT X8 --> X10 [X7] 171.10098402920298 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  911. INSERT X4 --> X6 [] 90.78832366108826 degree = 2 indegree = 2 cond = 1
  912. INSERT X3 --> X10 [] 68.12913107202525 degree = 3 indegree = 3 cond = 3
  913. INSERT X1 --> X5 [] 30.110920515867832 degree = 3 indegree = 3 cond = 1
  914. INSERT X8 --> X3 [X2] 6.515020896327513 degree = 4 indegree = 0 cond = 2 --- Directing X2 --> X3
  915. INSERT X7 --> X5 [] 1.9160931482457926 degree = 4 indegree = 0 cond = 1 Elapsed time = 0.001 s Independence accepted: X7 || X5 | X8, X3 p = 0.026 Orienting edge (R1: Away from collider): X3 --> X7 Orienting edge (R1: Away from collider): X3 --> X10 Independence accepted: X2 || X10 | X3 p = 0.143 Sepset for d = X2 and c = X10 = [X3] R4: Definite discriminating path collider rule d = X2 X3<->X8<->X10 Epoch Orienting edge (R1: Away from collider): X8 --> X9 Epoch Epoch processing time of resampling for a thread was: 0.003 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 1 ms
  916. INSERT X8 --> X9 [] 610.0033916358865 degree = 1 indegree = 1 cond = 1
  917. INSERT X3 --> X7 [] 544.1906330772613 degree = 1 indegree = 1 cond = 1
  918. INSERT X3 --> X10 [] 300.9837317674149 degree = 2 indegree = 0 cond = 1
  919. INSERT X8 --> X10 [X3] 178.915643818418 degree = 2 indegree = 0 cond = 2 --- Directing X3 --> X10
  920. INSERT X3 --> X2 [] 139.7833236326052 degree = 3 indegree = 0 cond = 1
  921. INSERT X4 --> X6 [] 102.55955545326756 degree = 3 indegree = 0 cond = 1
  922. INSERT X7 --> X10 [] 71.10800109986697 degree = 3 indegree = 3 cond = 3
  923. INSERT X5 --> X1 [] 25.530272618498728 degree = 3 indegree = 3 cond = 1
  924. INSERT X4 --> X3 [] 19.984045587486378 degree = 4 indegree = 0 cond = 1
  925. INSERT X2 --> X1 [] 9.73665761927731 degree = 4 indegree = 1 cond = 1 Elapsed time = 0.002 s Epoch processing time of resampling for a thread was: 0.002 sec thread started ... knowledge being set ... Elapsed initializeForwardEdgesFromEmptyGraph = 0 ms
  926. INSERT X8 --> X9 [] 600.795401070089 degree = 1 indegree = 1 cond = 1
  927. INSERT X7 --> X3 [] 561.9697135404365 degree = 1 indegree = 1 cond = 1
  928. INSERT X7 --> X10 [] 312.88618065498827 degree = 2 indegree = 1 cond = 1
  929. INSERT X2 --> X3 [] 214.94023230803418 degree = 2 indegree = 1 cond = 1
  930. INSERT X8 --> X10 [X7] 135.79903811246203 degree = 2 indegree = 0 cond = 2 --- Directing X7 --> X10
  931. INSERT X6 --> X4 [] 122.72240588288585 degree = 2 indegree = 2 cond = 1
  932. INSERT X3 --> X10 [] 64.19959086272127 degree = 3 indegree = 3 cond = 3
  933. INSERT X1 --> X5 [] 23.46534347319259 degree = 3 indegree = 3 cond = 1 Elapsed time = 0.001 s Epoch processing time of resampling for a thread was: 0.002 sec Bootstrappiung: Number of searches that didn't return a graph = 0 Resampling number is : 101 Processing time of total resamplings : 0.264 sec Final Resampling Search Result: Graph Nodes: X1;X2;X3;X4;X5;X6;X7;X8;X9;X10

Graph Edges:

  1. X7 o-> X10 [X7 o-> X10]:0.9802;[X7 <-> X10]:0.0198;[edge]:1.0000
  2. X5 o-o X1 [X5 o-o X1]:0.9604;[X5 <-o X1]:0.0099;[X5 --> X1 dd nl]:0.0198;[X5 <-- X1 dd nl]:0.0099;[edge]:1.0000
  3. X8 o-> X10 [X8 o-> X10]:0.9109;[X8 <-> X10]:0.0693;[X8 --> X10 pd pl]:0.0198;[edge]:1.0000
  4. X9 o-o X8 [X9 o-o X8]:0.8911;[X9 <-- X8 dd nl]:0.1089;[edge]:1.0000
  5. X4 o-o X6 [X4 o-o X6]:0.8218;[X4 <-o X6]:0.1386;[X4 --> X6 dd nl]:0.0198;[X4 <-- X6 dd nl]:0.0099;[X4 o-> X6]:0.0099;[edge]:1.0000
  6. X7 o-o X3 [X7 o-o X3]:0.7921;[X7 <-- X3 dd nl]:0.1782;[X7 <-> X3]:0.0198;[X7 o-> X3]:0.0099;[edge]:1.0000
  7. X3 o-> X10 [X3 o-> X10]:0.7822;[X3 --> X10 pd nl]:0.2079;[X3 o-o X10]:0.0099;[edge]:1.0000
  8. X3 o-o X2 [X3 o-o X2]:0.7822;[X3 <-o X2]:0.1584;[X3 --> X2 dd nl]:0.0396;[X3 o-> X2]:0.0099;[X3 <-- X2 dd nl]:0.0099;[edge]:1.0000
  9. X2 o-o X1 [X2 o-o X1]:0.1683;[X2 <-- X1 dd nl]:0.0099;[no edge]:0.8218;[edge]:0.1782
  10. X7 o-> X4 [X7 o-> X4]:0.1089;[X7 o-o X4]:0.1089;[X7 --> X4 dd nl]:0.0198;[no edge]:0.7624;[edge]:0.2376
  11. X3 o-o X8 [X3 <-> X8]:0.0693;[X3 o-o X8]:0.0990;[X3 --> X8 dd nl]:0.0396;[X3 <-o X8]:0.0099;[no edge]:0.7822;[edge]:0.2178
  12. X4 o-> X3 [X4 o-o X3]:0.0495;[X4 <-o X3]:0.0891;[X4 --> X3 dd nl]:0.0198;[X4 <-- X3 dd nl]:0.0099;[no edge]:0.8317;[edge]:0.1683
  13. X5 o-o X2 [X5 o-o X2]:0.0495;[no edge]:0.9505;[edge]:0.0495
  14. X4 o-o X1 [X4 o-o X1]:0.0396;[X4 <-o X1]:0.0099;[X4 --> X1 dd nl]:0.0099;[no edge]:0.9406;[edge]:0.0594
  15. X1 o-> X3 [X1 o-> X3]:0.0198;[X1 o-o X3]:0.0198;[no edge]:0.9604;[edge]:0.0396
  16. X2 o-o X6 [X2 o-o X6]:0.0198;[no edge]:0.9802;[edge]:0.0198
  17. X9 o-o X5 [X9 o-o X5]:0.0198;[X9 --> X5 dd nl]:0.0099;[no edge]:0.9703;[edge]:0.0297
  18. X10 --> X5 [X10 --> X5 dd nl]:0.0099;[no edge]:0.9901;[edge]:0.0099 dd nl
  19. X10 --> X6 [X10 --> X6 dd nl]:0.0099;[no edge]:0.9901;[edge]:0.0099 dd nl
  20. X3 o-> X5 [X3 o-> X5]:0.0099;[no edge]:0.9901;[edge]:0.0099
  21. X4 o-> X2 [X4 o-> X2]:0.0099;[no edge]:0.9901;[edge]:0.0099
  22. X7 o-> X6 [X7 o-> X6]:0.0099;[no edge]:0.9901;[edge]:0.0099
  23. X9 o-o X1 [X9 o-o X1]:0.0099;[no edge]:0.9901;[edge]:0.0099
  24. X9 o-> X3 [X9 o-> X3]:0.0099;[no edge]:0.9901;[edge]:0.0099

Graph Node Attributes: Score: [X1: 112.26869383021791;X2: 80.34029121893114;X3: -23.746578090494808;X4: 112.64780480901658;X5: -101.14981714038602;X6: -25.30877550381834;X7: 39.372281199422375;X8: 56.82126448164234;X9: -79.57556235320841;X10: 46.642003415041884]

probDistribution finished in 2 ms

jdramsey commented 1 year ago

I don't know, that is pretty verbose, let me think...

jdramsey commented 1 year ago

Perhaps, @kvb2univpitt we could set verbose to false for the individual algorithm runs?

jdramsey commented 1 year ago

@MikeKonrad I think bootstrapping is working much better now--try the most recent version of Tetrad. Actually in a week (Monday?) we'll release another version with what we think if the final bootstrapping fix, but you can be the judge.

Anyway this is an old issue at this point, so I'll close it, but if you have more bootstrapping issues you know where to find us :)

MikeKonrad commented 1 year ago

Thank you, sounds good, Joe!

From: Joseph Ramsey @.> Reply-To: bd2kccd/causal-cmd @.> Date: Tuesday, March 14, 2023 at 7:01 PM To: bd2kccd/causal-cmd @.> Cc: Michael Konrad @.>, Mention @.***> Subject: Re: [bd2kccd/causal-cmd] Is Bootstrap implemented for causal-cmd? Not running for FGES (#57)

@MikeKonradhttps://github.com/MikeKonrad I think bootstrapping is working much better now--try the most recent version of Tetrad. Actually in a week (Monday?) we'll release another version with what we think if the final bootstrapping fix, but you can be the judge.

Anyway this is an old issue at this point, so I'll close it, but if you have more bootstrapping issues you know where to find us :)

— Reply to this email directly, view it on GitHubhttps://github.com/bd2kccd/causal-cmd/issues/57#issuecomment-1468979897, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ACI46PWDTQAHB3XR7LRIUNDW4D2DJANCNFSM4RSEJPNA. You are receiving this because you were mentioned.Message ID: @.***>