setE.pvals
    tin_2.4     tin_4.6     tin_6.8     bin_6.8    bin_8.10   bin_10.12     twi_2.4     twi_4.6     twi_6.8     bap_6.8    mef2_2.4    mef2_4.6 
0.349368596 0.825415533 0.019470550 0.088475534 0.531471550 0.443884912 0.001317801 0.168622812 0.737900925 0.071192004 0.334302903 0.930401375 
   mef2_6.8   mef2_8.10  mef2_10.12 
0.046800909 0.039265949 0.088475534 

setE.inx
  tin_6.8   twi_2.4  mef2_6.8 mef2_8.10 
        3         7        13        14 

setE.names
[1] "tin_6.8"   "twi_2.4"   "mef2_6.8"  "mef2_8.10"

adjX.p.vals
           tin_2.4 tin_4.6 tin_6.8 bin_6.8 bin_8.10 bin_10.12   twi_2.4 twi_4.6 twi_6.8 bap_6.8 mef2_2.4 mef2_4.6     mef2_6.8    mef2_8.10
tin_2.4         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
tin_4.6         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
tin_6.8         NA      NA      NA      NA       NA        NA 0.1389042      NA      NA      NA       NA       NA 6.012202e-10 1.498770e-03
bin_6.8         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
bin_8.10        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
bin_10.12       NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
twi_2.4         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA 5.876865e-01 1.103000e-02
twi_4.6         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
twi_6.8         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
bap_6.8         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_2.4        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_4.6        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_6.8        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA 2.155532e-11
mef2_8.10       NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_10.12      NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
           mef2_10.12
tin_2.4            NA
tin_4.6            NA
tin_6.8            NA
bin_6.8            NA
bin_8.10           NA
bin_10.12          NA
twi_2.4            NA
twi_4.6            NA
twi_6.8            NA
bap_6.8            NA
mef2_2.4           NA
mef2_4.6           NA
mef2_6.8           NA
mef2_8.10          NA
mef2_10.12         NA

expC.p.vals
           tin_2.4 tin_4.6 tin_6.8 bin_6.8 bin_8.10 bin_10.12   twi_2.4 twi_4.6 twi_6.8 bap_6.8 mef2_2.4 mef2_4.6     mef2_6.8    mef2_8.10
tin_2.4         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
tin_4.6         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
tin_6.8         NA      NA      NA      NA       NA        NA 0.2808803      NA      NA      NA       NA       NA 2.720714e-09 1.548555e-02
bin_6.8         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
bin_8.10        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
bin_10.12       NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
twi_2.4         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA 3.274237e-01 5.449805e-02
twi_4.6         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
twi_6.8         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
bap_6.8         NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_2.4        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_4.6        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_6.8        NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA 6.472674e-10
mef2_8.10       NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
mef2_10.12      NA      NA      NA      NA       NA        NA        NA      NA      NA      NA       NA       NA           NA           NA
           mef2_10.12
tin_2.4            NA
tin_4.6            NA
tin_6.8            NA
bin_6.8            NA
bin_8.10           NA
bin_10.12          NA
twi_2.4            NA
twi_4.6            NA
twi_6.8            NA
bap_6.8            NA
mef2_2.4           NA
mef2_4.6           NA
mef2_6.8           NA
mef2_8.10          NA
mef2_10.12         NA

adjX.star.p.vals
           tin_2.4      tin_4.6      tin_6.8      bin_6.8     bin_8.10    bin_10.12      twi_2.4      twi_4.6      twi_6.8      bap_6.8     mef2_2.4
tin_2.4         NA 4.722195e-27 4.227150e-09 2.612567e-01 2.448431e-01 2.001871e-01 3.153225e-04 3.506834e-16 2.658714e-06 2.303085e-05 8.435504e-05
tin_4.6         NA           NA 2.044408e-12 3.282101e-03 7.547704e-01 1.279439e-01 6.577651e-05 4.386055e-19 2.061733e-16 1.162532e-08 1.824998e-08
tin_6.8         NA           NA           NA 2.944082e-08 4.342138e-02 2.670200e-01 1.389042e-01 4.484253e-06 5.135034e-09 9.232937e-18 4.554100e-07
bin_6.8         NA           NA           NA           NA 6.039351e-18 9.575743e-13 3.517778e-03 8.746911e-02 9.047723e-02 1.822442e-09 4.663397e-03
bin_8.10        NA           NA           NA           NA           NA 4.429540e-19 2.859653e-03 8.330041e-02 9.589108e-01 2.996662e-04 9.457275e-01
bin_10.12       NA           NA           NA           NA           NA           NA 1.643658e-04 3.938552e-02 9.666204e-01 3.335597e-02 6.383669e-01
twi_2.4         NA           NA           NA           NA           NA           NA           NA 1.590030e-07 3.537683e-02 1.807964e-01 5.063323e-03
twi_4.6         NA           NA           NA           NA           NA           NA           NA           NA 6.327883e-14 2.686318e-03 7.645539e-05
twi_6.8         NA           NA           NA           NA           NA           NA           NA           NA           NA 6.306661e-04 3.828676e-05
bap_6.8         NA           NA           NA           NA           NA           NA           NA           NA           NA           NA 2.014841e-04
mef2_2.4        NA           NA           NA           NA           NA           NA           NA           NA           NA           NA           NA
mef2_4.6        NA           NA           NA           NA           NA           NA           NA           NA           NA           NA           NA
mef2_6.8        NA           NA           NA           NA           NA           NA           NA           NA           NA           NA           NA
mef2_8.10       NA           NA           NA           NA           NA           NA           NA           NA           NA           NA           NA
mef2_10.12      NA           NA           NA           NA           NA           NA           NA           NA           NA           NA           NA
               mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12
tin_2.4    3.767488e-14 1.440172e-04 8.584892e-01 1.142736e-01
tin_4.6    3.665692e-20 3.349932e-08 4.738625e-01 3.244411e-01
tin_6.8    1.968487e-10 6.012202e-10 1.498770e-03 1.006390e-01
bin_6.8    8.746911e-02 2.666210e-03 4.265919e-04 7.105197e-01
bin_8.10   8.330041e-02 8.416588e-01 4.908148e-02 7.931125e-01
bin_10.12  9.768376e-02 5.244012e-01 2.609873e-01 4.559082e-01
twi_2.4    1.126512e-02 5.876865e-01 1.103000e-02 3.517778e-03
twi_4.6    1.159082e-17 1.017702e-04 8.582385e-01 4.125031e-02
twi_6.8    7.912210e-15 7.166139e-14 1.334168e-02 7.792865e-01
bap_6.8    3.124080e-06 3.715317e-07 1.321019e-03 3.834296e-02
mef2_2.4   1.566639e-07 1.640481e-07 1.699837e-03 6.837270e-04
mef2_4.6             NA 1.705633e-15 2.657039e-05 1.713117e-01
mef2_6.8             NA           NA 2.155532e-11 2.666210e-03
mef2_8.10            NA           NA           NA 7.633493e-16
mef2_10.12           NA           NA           NA           NA

adjX.star.cond.p.vals
           tin_2.4 tin_4.6     tin_6.8 bin_6.8 bin_8.10 bin_10.12     twi_2.4 twi_4.6 twi_6.8 bap_6.8 mef2_2.4 mef2_4.6    mef2_6.8   mef2_8.10
tin_2.4         NA      NA 0.669333379      NA       NA        NA 0.066410662      NA      NA      NA       NA       NA 0.853243284 0.661361387
tin_4.6         NA      NA 0.720411167      NA       NA        NA 0.005282897      NA      NA      NA       NA       NA 0.829792222 0.925879940
tin_6.8         NA      NA          NA      NA       NA        NA 0.370195148      NA      NA      NA       NA       NA 0.608198336 0.130261468
bin_6.8         NA      NA 0.431673431      NA       NA        NA 0.709648658      NA      NA      NA       NA       NA 0.664987634 0.408466963
bin_8.10        NA      NA 0.847142284      NA       NA        NA 0.878731803      NA      NA      NA       NA       NA 0.812840591 0.844559577
bin_10.12       NA      NA 0.754434869      NA       NA        NA 0.826617829      NA      NA      NA       NA       NA 0.711818995 0.755787190
twi_2.4         NA      NA 0.005052527      NA       NA        NA          NA      NA      NA      NA       NA       NA 0.002643406 0.008372347
twi_4.6         NA      NA 0.119774840      NA       NA        NA 0.093142058      NA      NA      NA       NA       NA 0.158592519 0.258220448
twi_6.8         NA      NA 0.815778304      NA       NA        NA 0.251926489      NA      NA      NA       NA       NA 0.645933996 0.842727775
bap_6.8         NA      NA 0.652908610      NA       NA        NA 0.609200752      NA      NA      NA       NA       NA 0.768818644 0.338510201
mef2_2.4        NA      NA 0.945478928      NA       NA        NA 0.479687209      NA      NA      NA       NA       NA 0.880776315 0.839134499
mef2_4.6        NA      NA 0.612233189      NA       NA        NA 0.011523712      NA      NA      NA       NA       NA 0.592863136 0.765207618
mef2_6.8        NA      NA 0.243068735      NA       NA        NA 0.083688676      NA      NA      NA       NA       NA          NA 0.324537345
mef2_8.10       NA      NA 0.233556195      NA       NA        NA 0.531914665      NA      NA      NA       NA       NA 0.394234308          NA
mef2_10.12      NA      NA 0.323807519      NA       NA        NA 0.709648658      NA      NA      NA       NA       NA 0.451352652 0.618791203
           mef2_10.12
tin_2.4            NA
tin_4.6            NA
tin_6.8            NA
bin_6.8            NA
bin_8.10           NA
bin_10.12          NA
twi_2.4            NA
twi_4.6            NA
twi_6.8            NA
bap_6.8            NA
mef2_2.4           NA
mef2_4.6           NA
mef2_6.8           NA
mef2_8.10          NA
mef2_10.12         NA

adjX.inx
[[1]]
NULL

[[2]]
NULL

[[3]]
NULL

[[4]]
NULL

[[5]]
NULL

[[6]]
NULL

[[7]]
[1]  2 12

[[8]]
NULL

[[9]]
NULL

[[10]]
NULL

[[11]]
NULL

[[12]]
NULL

[[13]]
NULL

[[14]]
[1] 7

[[15]]
NULL


condX.inx
[[1]]
NULL

[[2]]
[1] 7

[[3]]
NULL

[[4]]
NULL

[[5]]
NULL

[[6]]
NULL

[[7]]
[1]  3 13 14

[[8]]
NULL

[[9]]
NULL

[[10]]
NULL

[[11]]
NULL

[[12]]
[1] 7

[[13]]
NULL

[[14]]
NULL

[[15]]
NULL


setE.cond
 tin_4.6  twi_2.4 mef2_4.6 
       2        7       12 

onlySetE.cond
[1]  2 12

cond.ciTests
[[1]]
[[1]][[1]]
NULL

[[1]][[2]]
NULL

[[1]][[3]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.6693334

[[1]][[4]]
NULL

[[1]][[5]]
NULL

[[1]][[6]]
NULL

[[1]][[7]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.06641066

[[1]][[8]]
NULL

[[1]][[9]]
NULL

[[1]][[10]]
NULL

[[1]][[11]]
NULL

[[1]][[12]]
NULL

[[1]][[13]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.8532433

[[1]][[14]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.6613614

[[1]][[15]]
NULL


[[2]]
[[2]][[1]]
NULL

[[2]][[2]]
NULL

[[2]][[3]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.7204112

[[2]][[4]]
NULL

[[2]][[5]]
NULL

[[2]][[6]]
NULL

[[2]][[7]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005282897

[[2]][[8]]
NULL

[[2]][[9]]
NULL

[[2]][[10]]
NULL

[[2]][[11]]
NULL

[[2]][[12]]
NULL

[[2]][[13]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.8297922

[[2]][[14]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.9258799

[[2]][[15]]
NULL


[[3]]
[[3]][[1]]
NULL

[[3]][[2]]
NULL

[[3]][[3]]
NULL

[[3]][[4]]
NULL

[[3]][[5]]
NULL

[[3]][[6]]
NULL

[[3]][[7]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3701951

[[3]][[8]]
NULL

[[3]][[9]]
NULL

[[3]][[10]]
NULL

[[3]][[11]]
NULL

[[3]][[12]]
NULL

[[3]][[13]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983

[[3]][[14]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615

[[3]][[15]]
NULL


[[4]]
[[4]][[1]]
NULL

[[4]][[2]]
NULL

[[4]][[3]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.4316734

[[4]][[4]]
NULL

[[4]][[5]]
NULL

[[4]][[6]]
NULL

[[4]][[7]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.7096487

[[4]][[8]]
NULL

[[4]][[9]]
NULL

[[4]][[10]]
NULL

[[4]][[11]]
NULL

[[4]][[12]]
NULL

[[4]][[13]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6649876

[[4]][[14]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.408467

[[4]][[15]]
NULL


[[5]]
[[5]][[1]]
NULL

[[5]][[2]]
NULL

[[5]][[3]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.8471423

[[5]][[4]]
NULL

[[5]][[5]]
NULL

[[5]][[6]]
NULL

[[5]][[7]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.8787318

[[5]][[8]]
NULL

[[5]][[9]]
NULL

[[5]][[10]]
NULL

[[5]][[11]]
NULL

[[5]][[12]]
NULL

[[5]][[13]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.8128406

[[5]][[14]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.8445596

[[5]][[15]]
NULL


[[6]]
[[6]][[1]]
NULL

[[6]][[2]]
NULL

[[6]][[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.7544349

[[6]][[4]]
NULL

[[6]][[5]]
NULL

[[6]][[6]]
NULL

[[6]][[7]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.8266178

[[6]][[8]]
NULL

[[6]][[9]]
NULL

[[6]][[10]]
NULL

[[6]][[11]]
NULL

[[6]][[12]]
NULL

[[6]][[13]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.711819

[[6]][[14]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.7557872

[[6]][[15]]
NULL


[[7]]
[[7]][[1]]
NULL

[[7]][[2]]
NULL

[[7]][[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527

[[7]][[4]]
NULL

[[7]][[5]]
NULL

[[7]][[6]]
NULL

[[7]][[7]]
NULL

[[7]][[8]]
NULL

[[7]][[9]]
NULL

[[7]][[10]]
NULL

[[7]][[11]]
NULL

[[7]][[12]]
NULL

[[7]][[13]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406

[[7]][[14]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347

[[7]][[15]]
NULL


[[8]]
[[8]][[1]]
NULL

[[8]][[2]]
NULL

[[8]][[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1197748

[[8]][[4]]
NULL

[[8]][[5]]
NULL

[[8]][[6]]
NULL

[[8]][[7]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.09314206

[[8]][[8]]
NULL

[[8]][[9]]
NULL

[[8]][[10]]
NULL

[[8]][[11]]
NULL

[[8]][[12]]
NULL

[[8]][[13]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.1585925

[[8]][[14]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.2582204

[[8]][[15]]
NULL


[[9]]
[[9]][[1]]
NULL

[[9]][[2]]
NULL

[[9]][[3]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.8157783

[[9]][[4]]
NULL

[[9]][[5]]
NULL

[[9]][[6]]
NULL

[[9]][[7]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2519265

[[9]][[8]]
NULL

[[9]][[9]]
NULL

[[9]][[10]]
NULL

[[9]][[11]]
NULL

[[9]][[12]]
NULL

[[9]][[13]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.645934

[[9]][[14]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.8427278

[[9]][[15]]
NULL


[[10]]
[[10]][[1]]
NULL

[[10]][[2]]
NULL

[[10]][[3]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.6529086

[[10]][[4]]
NULL

[[10]][[5]]
NULL

[[10]][[6]]
NULL

[[10]][[7]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.6092008

[[10]][[8]]
NULL

[[10]][[9]]
NULL

[[10]][[10]]
NULL

[[10]][[11]]
NULL

[[10]][[12]]
NULL

[[10]][[13]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.7688186

[[10]][[14]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3385102

[[10]][[15]]
NULL


[[11]]
[[11]][[1]]
NULL

[[11]][[2]]
NULL

[[11]][[3]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.9454789

[[11]][[4]]
NULL

[[11]][[5]]
NULL

[[11]][[6]]
NULL

[[11]][[7]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.4796872

[[11]][[8]]
NULL

[[11]][[9]]
NULL

[[11]][[10]]
NULL

[[11]][[11]]
NULL

[[11]][[12]]
NULL

[[11]][[13]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.8807763

[[11]][[14]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.8391345

[[11]][[15]]
NULL


[[12]]
[[12]][[1]]
NULL

[[12]][[2]]
NULL

[[12]][[3]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.6122332

[[12]][[4]]
NULL

[[12]][[5]]
NULL

[[12]][[6]]
NULL

[[12]][[7]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01152371

[[12]][[8]]
NULL

[[12]][[9]]
NULL

[[12]][[10]]
NULL

[[12]][[11]]
NULL

[[12]][[12]]
NULL

[[12]][[13]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.5928631

[[12]][[14]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.7652076

[[12]][[15]]
NULL


[[13]]
[[13]][[1]]
NULL

[[13]][[2]]
NULL

[[13]][[3]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

[[13]][[4]]
NULL

[[13]][[5]]
NULL

[[13]][[6]]
NULL

[[13]][[7]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08368868

[[13]][[8]]
NULL

[[13]][[9]]
NULL

[[13]][[10]]
NULL

[[13]][[11]]
NULL

[[13]][[12]]
NULL

[[13]][[13]]
NULL

[[13]][[14]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373

[[13]][[15]]
NULL


[[14]]
[[14]][[1]]
NULL

[[14]][[2]]
NULL

[[14]][[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

[[14]][[4]]
NULL

[[14]][[5]]
NULL

[[14]][[6]]
NULL

[[14]][[7]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.5319147

[[14]][[8]]
NULL

[[14]][[9]]
NULL

[[14]][[10]]
NULL

[[14]][[11]]
NULL

[[14]][[12]]
NULL

[[14]][[13]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343

[[14]][[14]]
NULL

[[14]][[15]]
NULL


[[15]]
[[15]][[1]]
NULL

[[15]][[2]]
NULL

[[15]][[3]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.3238075

[[15]][[4]]
NULL

[[15]][[5]]
NULL

[[15]][[6]]
NULL

[[15]][[7]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.7096487

[[15]][[8]]
NULL

[[15]][[9]]
NULL

[[15]][[10]]
NULL

[[15]][[11]]
NULL

[[15]][[12]]
NULL

[[15]][[13]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.4513527

[[15]][[14]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.6187912

[[15]][[15]]
NULL



Conditioning on sets of 1 variable(s) from tin_6.8, twi_2.4, mef2_6.8, mef2_8.10, tin_4.6, mef2_4.6 

adjC at n = 1 
[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.01947055

[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

[[3]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.04680091

[[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.03926595

[[5]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005282897

[[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527

[[7]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406

[[8]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347

[[9]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01152371


ciTests.adjC at n = 1 
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.01947055

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3701951

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


$`twi_2.4 vs class | `
$`twi_2.4 vs class | `[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347


$`mef2_6.8 vs class | `
$`mef2_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.04680091

$`mef2_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

$`mef2_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08368868

$`mef2_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


$`mef2_8.10 vs class | `
$`mef2_8.10 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.03926595

$`mef2_8.10 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

$`mef2_8.10 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.5319147

$`mef2_8.10 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343


$`tin_4.6 vs class | twi_2.4`
$`tin_4.6 vs class | twi_2.4`[[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005282897


$`twi_2.4 vs class | tin_6.8`
$`twi_2.4 vs class | tin_6.8`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527


$`twi_2.4 vs class | mef2_6.8`
$`twi_2.4 vs class | mef2_6.8`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406


$`twi_2.4 vs class | mef2_8.10`
$`twi_2.4 vs class | mef2_8.10`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347


$`mef2_4.6 vs class | twi_2.4`
$`mef2_4.6 vs class | twi_2.4`[[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01152371



adjC.pvals at n = 1 
         tin_6.8 vs class |           twi_2.4 vs class |          mef2_6.8 vs class |         mef2_8.10 vs class |    tin_4.6 vs class | twi_2.4 
                 0.608198336                  0.008372347                  0.324537345                  0.531914665                  0.005282897 
  twi_2.4 vs class | tin_6.8  twi_2.4 vs class | mef2_6.8 twi_2.4 vs class | mef2_8.10  mef2_4.6 vs class | twi_2.4 
                 0.005052527                  0.002643406                  0.008372347                  0.011523712 

adjC.pvals.inx at n = 1 
         tin_6.8 vs class |           twi_2.4 vs class |          mef2_6.8 vs class |         mef2_8.10 vs class |    tin_4.6 vs class | twi_2.4 
                           3                            4                            4                            3                            1 
  twi_2.4 vs class | tin_6.8  twi_2.4 vs class | mef2_6.8 twi_2.4 vs class | mef2_8.10  mef2_4.6 vs class | twi_2.4 
                           1                            1                            1                            1 

adjC.pvals (adjusted) at n = 1 
         tin_6.8 vs class |           twi_2.4 vs class |          mef2_6.8 vs class |         mef2_8.10 vs class |    tin_4.6 vs class | twi_2.4 
                 0.608198336                  0.008372347                  0.324537345                  0.531914665                  0.005282897 
  twi_2.4 vs class | tin_6.8  twi_2.4 vs class | mef2_6.8 twi_2.4 vs class | mef2_8.10  mef2_4.6 vs class | twi_2.4 
                 0.005052527                  0.002643406                  0.008372347                  0.011523712 

adjC.delete
  tin_6.8 vs class |   mef2_6.8 vs class |  mef2_8.10 vs class |  
                    1                     3                     4 

delete.inx
[1]  3 13 14

to.delete
[1]  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE FALSE

jointTests
[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

[[1]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

[[2]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343

[[3]][[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373



ciTests.adjC.removed
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.01947055

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3701951

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


$`mef2_6.8 vs class | `
$`mef2_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.04680091

$`mef2_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

$`mef2_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08368868

$`mef2_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


$`mef2_8.10 vs class | `
$`mef2_8.10 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.03926595

$`mef2_8.10 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

$`mef2_8.10 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.5319147

$`mef2_8.10 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343


$`twi_2.4 vs class | tin_6.8`
$`twi_2.4 vs class | tin_6.8`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527


$`twi_2.4 vs class | mef2_6.8`
$`twi_2.4 vs class | mef2_6.8`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406


$`twi_2.4 vs class | mef2_8.10`
$`twi_2.4 vs class | mef2_8.10`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347



Variables left after iteration 1 : twi_2.4, tin_4.6, mef2_4.6 

adjC
[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

[[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005282897

[[3]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01152371

======================================

Conditioning on sets of 2 variable(s) from twi_2.4, tin_4.6, mef2_4.6 

adjC at n = 2 
[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

[[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005282897

[[3]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01152371


ciTests.adjC at n = 2 
$`twi_2.4 vs class | `
$`twi_2.4 vs class | `[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347


$`tin_4.6 vs class | twi_2.4`
$`tin_4.6 vs class | twi_2.4`[[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005282897

$`tin_4.6 vs class | twi_2.4`[[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_4.6,twi_2.4[12,7], reliable=TRUE, p.value=0.5118245


$`mef2_4.6 vs class | twi_2.4`
$`mef2_4.6 vs class | twi_2.4`[[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01152371

$`mef2_4.6 vs class | twi_2.4`[[2]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_4.6,twi_2.4[2,7], reliable=TRUE, p.value=0.4722801



adjC.pvals at n = 2 
        twi_2.4 vs class |   tin_4.6 vs class | twi_2.4 mef2_4.6 vs class | twi_2.4 
                0.008372347                 0.511824466                 0.472280147 

adjC.pvals.inx at n = 2 
        twi_2.4 vs class |   tin_4.6 vs class | twi_2.4 mef2_4.6 vs class | twi_2.4 
                          4                           2                           2 

adjC.pvals (adjusted) at n = 2 
        twi_2.4 vs class |   tin_4.6 vs class | twi_2.4 mef2_4.6 vs class | twi_2.4 
                0.008372347                 0.511824466                 0.472280147 

adjC.delete
 tin_4.6 vs class | twi_2.4 mef2_4.6 vs class | twi_2.4 
                          2                           3 

delete.inx
NULL

to.delete
[1] FALSE  TRUE  TRUE

jointTests
[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

[[1]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

[[2]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343

[[3]][[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


[[4]]
[[4]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_4.6,twi_2.4[2,7], reliable=TRUE, p.value=0.4722801

[[4]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_4.6,twi_2.4[12,7], reliable=TRUE, p.value=0.5118245



ciTests.adjC.removed
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.01947055

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3701951

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


$`mef2_6.8 vs class | `
$`mef2_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.04680091

$`mef2_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

$`mef2_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08368868

$`mef2_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


$`mef2_8.10 vs class | `
$`mef2_8.10 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.03926595

$`mef2_8.10 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

$`mef2_8.10 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.5319147

$`mef2_8.10 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343


$`twi_2.4 vs class | tin_6.8`
$`twi_2.4 vs class | tin_6.8`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527


$`twi_2.4 vs class | mef2_6.8`
$`twi_2.4 vs class | mef2_6.8`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406


$`twi_2.4 vs class | mef2_8.10`
$`twi_2.4 vs class | mef2_8.10`[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347


$`tin_4.6 vs class | twi_2.4`
$`tin_4.6 vs class | twi_2.4`[[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005282897

$`tin_4.6 vs class | twi_2.4`[[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_4.6,twi_2.4[12,7], reliable=TRUE, p.value=0.5118245


$`mef2_4.6 vs class | twi_2.4`
$`mef2_4.6 vs class | twi_2.4`[[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01152371

$`mef2_4.6 vs class | twi_2.4`[[2]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_4.6,twi_2.4[2,7], reliable=TRUE, p.value=0.4722801



Variables left after iteration 2 : twi_2.4 

adjC
[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

======================================

ciTests

[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.3493686


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.8254155

[[2]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_4.6,twi_2.4[12,7], reliable=TRUE, p.value=0.5118245


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.01947055

[[3]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3701951

[[3]][[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983

[[3]][[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


[[4]]
[[4]][[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.08847553


[[5]]
[[5]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.5314716


[[6]]
[[6]][[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.4438849


[[7]]
[[7]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

[[7]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527

[[7]][[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406

[[7]][[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347


[[8]]
[[8]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.1686228


[[9]]
[[9]][[1]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.7379009


[[10]]
[[10]][[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.071192


[[11]]
[[11]][[1]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.3343029


[[12]]
[[12]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.9304014

[[12]][[2]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_4.6,twi_2.4[2,7], reliable=TRUE, p.value=0.4722801


[[13]]
[[13]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.04680091

[[13]][[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

[[13]][[3]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08368868

[[13]][[4]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


[[14]]
[[14]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.03926595

[[14]][[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

[[14]][[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.5319147

[[14]][[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343


[[15]]
[[15]][[1]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=0.08847553



adjC.uncond

[1] 7

adjC.filtered

[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801


adjC.before.filtering

[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801


jointTests.before.filtering
[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

[[1]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

[[2]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343

[[3]][[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


[[4]]
[[4]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_4.6,twi_2.4[2,7], reliable=TRUE, p.value=0.4722801

[[4]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_4.6,twi_2.4[12,7], reliable=TRUE, p.value=0.5118245



jointTests

[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

[[1]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

[[2]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343

[[3]][[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


[[4]]
[[4]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_4.6,twi_2.4[2,7], reliable=TRUE, p.value=0.4722801

[[4]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_4.6,twi_2.4[12,7], reliable=TRUE, p.value=0.5118245



adjC
[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801


removed.ids
[1] "tin_6.8 vs class | "          "mef2_6.8 vs class | "         "mef2_8.10 vs class | "        "twi_2.4 vs class | tin_6.8"  
[5] "twi_2.4 vs class | mef2_6.8"  "twi_2.4 vs class | mef2_8.10" "tin_4.6 vs class | twi_2.4"   "mef2_4.6 vs class | twi_2.4" 

direct.nodes
[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801


indirect.nodes
[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.01947055

[[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.04680091

[[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.03926595


joint.nodes
NULL

conditional.nodes
NULL

direct.inx
twi_2.4 
      7 

indirect.inx
  tin_6.8  mef2_6.8 mef2_8.10 
        3        13        14 

joint.inx
NULL

conditional.inx
NULL

Dsep
$tin_2.4
NULL

$tin_4.6
NULL

$tin_6.8
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3701951

$bin_6.8
NULL

$bin_8.10
NULL

$bin_10.12
NULL

$twi_2.4
NULL

$twi_4.6
NULL

$twi_6.8
NULL

$bap_6.8
NULL

$mef2_2.4
NULL

$mef2_4.6
NULL

$mef2_6.8
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08368868

$mef2_8.10
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.5319147

$mef2_10.12
NULL


all.joint.ids
[1] "mef2_6.8 vs class | tin_6.8"         "tin_6.8 vs class | mef2_6.8"         "mef2_8.10 vs class | tin_6.8"       
[4] "tin_6.8 vs class | mef2_8.10"        "mef2_8.10 vs class | mef2_6.8"       "mef2_6.8 vs class | mef2_8.10"      
[7] "mef2_4.6 vs class | tin_4.6,twi_2.4" "tin_4.6 vs class | mef2_4.6,twi_2.4"

edges
[[1]]
EDGE twi_2.4[7] -> tin_6.8[3] based on 1 test(s)

[[2]]
EDGE twi_2.4[7] -> mef2_6.8[13] based on 1 test(s)

[[3]]
EDGE twi_2.4[7] -> mef2_8.10[14] based on 1 test(s)

[[4]]
EDGE mef2_4.6[12] <-> tin_4.6[2] based on 2 test(s)

[[5]]
EDGE tin_4.6[2] .. twi_2.4[7] based on 1 test(s)

[[6]]
EDGE mef2_4.6[12] .. twi_2.4[7] based on 1 test(s)


stats
$setE.pvals
    tin_2.4     tin_4.6     tin_6.8     bin_6.8    bin_8.10   bin_10.12     twi_2.4     twi_4.6     twi_6.8     bap_6.8    mef2_2.4    mef2_4.6 
0.349368596 0.825415533 0.019470550 0.088475534 0.531471550 0.443884912 0.001317801 0.168622812 0.737900925 0.071192004 0.334302903 0.930401375 
   mef2_6.8   mef2_8.10  mef2_10.12 
0.046800909 0.039265949 0.088475534 

$setE.log2FC
    tin_2.4     tin_4.6     tin_6.8     bin_6.8    bin_8.10   bin_10.12     twi_2.4     twi_4.6     twi_6.8     bap_6.8    mef2_2.4    mef2_4.6 
-0.61022926 -0.10665509 -2.63259707 -2.10208236        -Inf        -Inf  0.86951393  0.49899981 -0.16042634 -2.19519176 -1.31066898  0.03613379 
   mef2_6.8   mef2_8.10  mef2_10.12 
-1.38281876 -2.41758418 -2.10208236 

$setE.selected
  tin_6.8   twi_2.4  mef2_6.8 mef2_8.10 
        3         7        13        14 

$ciTests
$ciTests[[1]]
$ciTests[[1]][[1]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.3493686


$ciTests[[2]]
$ciTests[[2]][[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.8254155

$ciTests[[2]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_4.6,twi_2.4[12,7], reliable=TRUE, p.value=0.5118245


$ciTests[[3]]
$ciTests[[3]][[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.01947055

$ciTests[[3]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3701951

$ciTests[[3]][[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.6081983

$ciTests[[3]][[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.1302615


$ciTests[[4]]
$ciTests[[4]][[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.08847553


$ciTests[[5]]
$ciTests[[5]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.5314716


$ciTests[[6]]
$ciTests[[6]][[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.4438849


$ciTests[[7]]
$ciTests[[7]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.001317801

$ciTests[[7]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.005052527

$ciTests[[7]][[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.002643406

$ciTests[[7]][[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.008372347


$ciTests[[8]]
$ciTests[[8]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.1686228


$ciTests[[9]]
$ciTests[[9]][[1]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.7379009


$ciTests[[10]]
$ciTests[[10]][[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.071192


$ciTests[[11]]
$ciTests[[11]][[1]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.3343029


$ciTests[[12]]
$ciTests[[12]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.9304014

$ciTests[[12]][[2]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=tin_4.6,twi_2.4[2,7], reliable=TRUE, p.value=0.4722801


$ciTests[[13]]
$ciTests[[13]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.04680091

$ciTests[[13]][[2]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2430687

$ciTests[[13]][[3]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08368868

$ciTests[[13]][[4]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.3245373


$ciTests[[14]]
$ciTests[[14]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.03926595

$ciTests[[14]][[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.2335562

$ciTests[[14]][[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.5319147

$ciTests[[14]][[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_6.8[13], reliable=TRUE, p.value=0.3942343


$ciTests[[15]]
$ciTests[[15]][[1]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=0.08847553



$final.calls
         name            type explained.by explained.pval conditional.type   conditional.on conditional.explained  conditional.pval marginal.pval
1     tin_2.4   no dependence                          NA                                                                             0.349368596
2     tin_4.6   no dependence                          NA            joint  tin_4.6:twi_2.4              mef2_4.6 0.511824466224453   0.825415533
3     tin_6.8 strong indirect      twi_2.4     0.37019515                                                                             0.019470550
4     bin_6.8   no dependence                          NA                                                                             0.088475534
5    bin_8.10   no dependence                          NA                                                                             0.531471550
6   bin_10.12   no dependence                          NA                                                                             0.443884912
7     twi_2.4          direct                          NA                                                                             0.001317801
8     twi_4.6   no dependence                          NA                                                                             0.168622812
9     twi_6.8   no dependence                          NA                                                                             0.737900925
10    bap_6.8   no dependence                          NA                                                                             0.071192004
11   mef2_2.4   no dependence                          NA                                                                             0.334302903
12   mef2_4.6   no dependence                          NA            joint mef2_4.6:twi_2.4               tin_4.6 0.472280146637856   0.930401375
13   mef2_6.8 strong indirect      twi_2.4     0.08368868                                                                             0.046800909
14  mef2_8.10 strong indirect      twi_2.4     0.53191467                                                                             0.039265949
15 mef2_10.12   no dependence                          NA                                                                             0.088475534
        log2FC
1  -0.61022926
2  -0.10665509
3  -2.63259707
4  -2.10208236
5         -Inf
6         -Inf
7   0.86951393
8   0.49899981
9  -0.16042634
10 -2.19519176
11 -1.31066898
12  0.03613379
13 -1.38281876
14 -2.41758418
15 -2.10208236

