diff --git a/.gitignore b/.gitignore
index c795b05..30412e4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,3 @@
-build
\ No newline at end of file
+build
+demo/test.cpp
+debug.log
\ No newline at end of file
diff --git a/data/siRNA/Huesken.csv b/data/siRNA/Huesken.csv
new file mode 100644
index 0000000..769789e
--- /dev/null
+++ b/data/siRNA/Huesken.csv
@@ -0,0 +1,2432 @@
+NASID,GuideStrand,TrainingAll2182,TrainingAll_Human1744,TrainingHumanE2s1229,TrainingRodent438,TrainingRandom1091A,TrainingRandom727A,TrainingRandom545A,TrainingRandom218A,TestingAll249,TestingAll_Human198,TestingHumanE2s139,TestingRodent51,NormalizedInhibitoryActivityb
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+19775,GUGGGCGCAUUGUAAGGGUag,1,1,1,0,0,0,0,0,0,0,0,0,0.474
+19776,CGCAUUGUAAGGGUAGCCAct,1,1,1,0,0,0,0,1,0,0,0,0,0.613
+19777,GCAUUGUAAGGGUAGCCACtg,1,1,1,0,0,1,0,0,0,0,0,0,0.878
+19778,CAUUGUAAGGGUAGCCACUgg,1,1,1,0,0,0,0,0,0,0,0,0,0.769
+19779,UGUAAGGGUAGCCACUGGGga,1,1,1,0,0,0,1,0,0,0,0,0,0.857
+19780,GUAAGGGUAGCCACUGGGGaa,1,1,1,0,0,0,1,0,0,0,0,0,0.677
+19781,GUAGCCACUGGGGAACUCUag,1,1,1,0,1,1,1,1,0,0,0,0,0.87
+19782,UAGCCACUGGGGAACUCUAgc,1,1,1,0,0,0,0,0,0,0,0,0,0.672
+19783,GCCACUGGGGAACUCUAGCga,1,1,1,0,1,0,1,0,0,0,0,0,0.69
+19784,CCACUGGGGAACUCUAGCGag,1,1,1,0,1,1,0,0,0,0,0,0,0.869
+19785,GAACUCUAGCGAGAGCUUAta,1,1,1,0,1,1,0,0,0,0,0,0,0.602
+19786,UCUAGCGAGAGCUUAUACCtc,1,1,1,0,0,1,0,0,0,0,0,0,0.913
+19787,CUAGCGAGAGCUUAUACCUca,0,0,0,0,0,0,0,0,1,1,1,0,0.924
+19788,AGCGAGAGCUUAUACCUCAgg,0,0,0,0,0,0,0,0,1,1,1,0,0.806
+19789,GCGAGAGCUUAUACCUCAGgt,0,0,0,0,0,0,0,0,1,1,1,0,0.758
+19790,GAGAGCUUAUACCUCAGGUct,1,1,1,0,0,0,0,0,0,0,0,0,0.809
+19791,GAGCUUAUACCUCAGGUCUtc,1,1,1,0,1,0,1,0,0,0,0,0,0.717
+19792,AGCUUAUACCUCAGGUCUUca,1,1,1,0,1,1,0,0,0,0,0,0,0.464
+19793,CCUCAGGUCUUCAUAUACUgt,1,1,1,0,0,1,0,0,0,0,0,0,0.772
+19794,CUCAGGUCUUCAUAUACUGtt,1,1,1,0,1,0,1,0,0,0,0,0,0.822
+19795,UCAGGUCUUCAUAUACUGUtc,1,1,1,0,1,0,0,0,0,0,0,0,0.881
+19796,AGGUCUUCAUAUACUGUUCca,1,1,1,0,1,0,0,0,0,0,0,0,0.869
+19797,CUUCAUAUACUGUUCCAGCtg,1,1,1,0,1,0,0,1,0,0,0,0,0.904
+19798,UUCAUAUACUGUUCCAGCUgc,1,1,1,0,0,0,1,0,0,0,0,0,0.975
+19799,UAUACUGUUCCAGCUGCUCca,1,1,1,0,1,0,0,0,0,0,0,0,0.852
+19800,ACUGUUCCAGCUGCUCCAUgg,1,1,1,0,1,0,0,0,0,0,0,0,0.845
+19801,CCAGCUGCUCCAUGGAUGGtc,1,1,1,0,0,1,1,0,0,0,0,0,0.807
+19802,CAGCUGCUCCAUGGAUGGUcc,1,1,1,0,0,0,0,0,0,0,0,0,0.621
+19806,UGGGUUGGUCAAAGCCGCGat,1,1,0,0,1,0,0,0,0,0,0,0,0.844
+19810,CACUCCCACAGAAGUAAAGgc,1,1,0,0,0,0,0,0,0,0,0,0,0.677
+19817,AAGCCUUCAGGAGGGUGCGgt,1,1,0,0,0,1,1,0,0,0,0,0,0.679
+19819,AACCUGAAGUUGUAGCCUGgg,1,1,0,0,0,1,1,0,0,0,0,0,0.955
+19822,AAACGCUGUCGAGCCGGGUga,1,1,0,0,1,1,0,0,0,0,0,0,0.941
+19823,UCGAGCCGGGUGAAGGAGUat,1,1,0,0,1,0,0,0,0,0,0,0,0.802
+19825,CCCAGGCCUUGUCCAAGUCgc,1,1,0,0,1,1,0,0,0,0,0,0,0.93
+19833,UUGACCACGUCCCCUACCCgc,0,0,0,0,0,0,0,0,1,1,0,0,0.949
+19834,AGAUGGGGCAGAAAGGGUCct,1,1,0,0,0,0,0,0,0,0,0,0,0.658
+19835,UGUCCGGGUGGAAGCGGCAgg,1,1,0,0,1,1,1,0,0,0,0,0,0.937
+19841,AACGGAUGCUGUUCUUGAUga,1,1,0,0,0,0,0,1,0,0,0,0,0.706
+19843,UUGAUGAAAAUAGUGAAGUtc,1,1,0,0,1,1,1,1,0,0,0,0,0.929
+19846,CAUCAUGAUGGGCGUUUCCac,1,1,0,0,1,0,0,0,0,0,0,0,0.748
+19847,GUUUCCACUGUGUCCACCUcc,1,1,0,0,1,1,0,1,0,0,0,0,0.914
+19848,CCACCUCCGUGGGGCACCAgc,1,1,0,0,0,0,0,0,0,0,0,0,0.135
+19852,GCCCGCACUGGCUGUCUGAta,1,1,0,0,0,1,1,0,0,0,0,0,0.238
+19854,ACACAGCGGUAUUUCUCCUca,1,1,0,0,1,0,0,0,0,0,0,0,0.718
+19855,CACAGCGGUAUUUCUCCUCac,1,1,0,0,1,0,0,0,0,0,0,0,0.674
+19856,CCUCACUCUCUGGGCAGAAtc,1,1,0,0,0,1,0,0,0,0,0,0,0.443
+19857,UCACUCUCUGGGCAGAAUCct,1,1,0,0,1,0,0,0,0,0,0,0,0.969
+19858,UCUCUGGGCAGAAUCCUUGca,1,1,0,0,1,0,1,0,0,0,0,0,1.018
+19859,AGAAUCCUUGCAUCUGAUUtt,1,1,0,0,1,0,0,1,0,0,0,0,0.792
+19861,UCAGUAACAAUCAUCUUGGtg,1,1,0,0,0,0,0,0,0,0,0,0,0.989
+19863,AUGACAAAGACCGAGGUGCcc,1,1,0,0,1,0,1,0,0,0,0,0,0.859
+19864,GAGGUGCCCUGAGGUGGCGtc,1,1,0,0,0,0,0,0,0,0,0,0,0.13
+19865,GGCGUCACGUAAUCAGACAca,1,1,0,0,1,0,0,0,0,0,0,0,0.431
+19866,GUCACGUAAUCAGACACAUcc,1,1,0,0,1,0,0,0,0,0,0,0,0.339
+19868,CAUGACUCUGUUGGCGUAGag,1,1,0,0,0,0,0,0,0,0,0,0,0.534
+19870,AAUGGCUGUGUCCCGUACCtg,1,1,0,0,1,0,1,0,0,0,0,0,0.612
+19873,UGCAAGAAAACCCACCCUAca,1,1,0,0,0,0,0,0,0,0,0,0,0.822
+19874,GAGAUGAUCAGAAGCUGAAct,1,1,0,0,1,0,0,0,0,0,0,0,0.468
+19876,CUGAACUACUCGGUUGAUGat,1,1,0,0,1,0,0,0,0,0,0,0,0.747
+19877,CUCGGUUGAUGAUCCCGAUgg,1,1,0,0,0,1,1,0,0,0,0,0,0.393
+19878,GGUUGAUGAUCCCGAUGGUcc,1,1,0,0,0,0,1,0,0,0,0,0,0.251
+19881,CUCUUCACAACCACCGACUtg,1,1,0,0,1,0,0,0,0,0,0,0,0.649
+19882,CGGUGGACUGCUUCUCCGCtg,1,1,0,0,1,0,0,0,0,0,0,0,0.818
+19883,GACUGCUUCUCCGCUGUGGtc,1,1,0,0,0,1,0,0,0,0,0,0,0.627
+19885,GCGAUUUUCAGCGUAGUCUca,1,1,0,0,0,1,0,0,0,0,0,0,0.771
+19886,CAGCGUAGUCUCAUUCACCtc,1,1,0,0,0,1,1,0,0,0,0,0,0.873
+19887,AACUUCUUGGCUUUGUACUgg,1,1,0,0,0,0,0,1,0,0,0,0,0.995
+19888,UUCUUGGCUUUGUACUGGUcg,1,1,0,0,0,0,0,0,0,0,0,0,0.829
+19889,GGCUUUGUACUGGUCGGCCcc,1,1,0,0,0,1,1,0,0,0,0,0,0.68
+19891,UUGAGGAAGUUGAGCAGGAtg,1,1,0,0,1,1,1,0,0,0,0,0,0.903
+19893,UCCCACAGAAGUAAAGGCCgc,1,1,0,0,1,0,0,0,0,0,0,0,0.802
+19894,CCACAGAAGUAAAGGCCGCca,1,1,0,0,1,0,1,0,0,0,0,0,0.614
+19895,GAUGAUGGUGGGGAUGAUGtt,1,1,0,0,1,0,0,0,0,0,0,0,0.385
+19897,CUUCAGGAGGGUGCGGUACtc,1,1,0,0,0,0,0,0,0,0,0,0,0.371
+19899,GGGACACGCUGCUUUUCUCag,1,1,0,0,0,0,0,0,0,0,0,0,0.683
+19900,UCUCAGAAACGCUGUCGAGcc,1,1,0,0,1,0,1,0,0,0,0,0,0.642
+19901,CAGAAACGCUGUCGAGCCGgg,1,1,0,0,0,1,1,0,0,0,0,0,0.86
+19902,AGAAACGCUGUCGAGCCGGgt,1,1,0,0,1,0,0,0,0,0,0,0,0.98
+19903,AGGAGUAUUUGGGGAUGCAct,1,1,0,0,0,1,0,1,0,0,0,0,0.563
+19904,AAGUCGCACACCCAGCCGAtc,1,1,0,0,0,1,0,0,0,0,0,0,0.771
+19905,CACACCCAGCCGAUCUUAAtg,1,1,0,0,0,0,0,0,0,0,0,0,0.554
+19907,CCAGCCGAUCUUAAUGCCCag,1,1,0,0,1,0,0,0,0,0,0,0,0.597
+19909,UGCGCGCCAGUUUGGCAAAat,1,1,0,0,1,1,1,0,0,0,0,0,0.373
+19910,UGGCAAAAUCCUGCCCCGCaa,1,1,0,0,1,0,0,0,0,0,0,0,0.678
+19911,GCAAAAUCCUGCCCCGCAAac,1,1,0,0,0,0,0,0,0,0,0,0,0.334
+19912,GACCACGUCCCCUACCCGCaa,1,1,0,0,0,0,0,0,0,0,0,0,0.372
+19913,ACGUCCCCUACCCGCAAGAtg,1,1,0,0,1,1,0,1,0,0,0,0,0.759
+19914,CCGCAAGAUGGGGCAGAAAgg,1,1,0,0,0,0,0,1,0,0,0,0,0.352
+19916,GGUGGAAGCGGCAGGUCUUca,1,1,0,0,0,1,1,0,0,0,0,0,0.399
+19917,UCUUCAUGUCCCUGGCUGUca,1,1,0,0,0,1,1,1,0,0,0,0,0.781
+19918,UUCAUGUCCCUGGCUGUCAgg,1,1,0,0,0,0,0,0,0,0,0,0,0.905
+19919,CAUGUCCCUGGCUGUCAGGtt,1,1,0,0,0,0,0,0,0,0,0,0,0.334
+19920,UGGCUGUCAGGUUGGGAAGga,1,1,0,0,1,0,0,0,0,0,0,0,0.663
+19922,UUCUUGAUGAAAAUAGUGAag,1,1,0,0,1,0,0,0,0,0,0,0,0.796
+19923,UAGUGAAGUUCUCAGCUUCca,1,1,0,0,1,0,0,0,0,0,0,0,0.888
+19924,CCAUCAUGAUGGGCGUUUCca,1,1,0,0,0,0,1,0,0,0,0,0,0.487
+19926,AGCCCUGGAUCUCACAGGUcc,1,1,0,0,1,0,0,0,0,0,0,0,0.502
+19927,ACAGGUCCGGAGCACAGAGct,0,0,0,0,0,0,0,0,1,1,0,0,0.419
+19928,GUCCGGAGCACAGAGCUGUag,1,1,0,0,0,0,0,0,0,0,0,0,0.592
+19929,CACAGAGCUGUAGUUCACGca,0,0,0,0,0,0,0,0,1,1,0,0,0.42
+19930,UGUAGUUCACGCAGCGGCCag,1,1,0,0,1,0,0,0,0,0,0,0,0.723
+19931,ACGCAGCGGCCAGUGAGGAtc,1,1,0,0,1,1,0,0,0,0,0,0,0.164
+19937,CCUUGCAUCUGAUUUUCAGta,1,1,0,0,0,1,0,0,0,0,0,0,0.855
+19938,AUCUGAUUUUCAGUAACAAtc,1,1,0,0,0,1,0,0,0,0,0,0,0.541
+19939,UCUGAUUUUCAGUAACAAUca,1,1,0,0,0,0,1,0,0,0,0,0,0.746
+19940,UGAUGAUGACAAAGACCGAgg,1,1,0,0,0,0,0,0,0,0,0,0,0.728
+19941,CCGAGGUGCCCUGAGGUGGcg,1,1,0,0,0,1,0,0,0,0,0,0,0.702
+19942,AGGUGCCCUGAGGUGGCGUca,0,0,0,0,0,0,0,0,1,1,0,0,0.086
+19944,GGUGGCGUCACGUAAUCAGac,1,1,0,0,1,0,1,0,0,0,0,0,0.5
+19947,UCCAUGACUCUGUUGGCGUag,1,1,0,0,0,1,0,0,0,0,0,0,0.892
+19948,UUGGCGUAGAGUCCGGAGCcc,1,1,0,0,1,0,0,0,0,0,0,0,0.873
+19953,GAGCCCUUCACCUUGGUUAcc,1,1,0,0,0,0,1,0,0,0,0,0,0.162
+19955,AAAACCCACCCUACAAAGUag,0,0,0,0,0,0,0,0,1,1,0,0,0.894
+19957,GAUGAUCAGAAGCUGAACUac,1,1,0,0,0,0,0,0,0,0,0,0,0.723
+19958,AUCAGAAGCUGAACUACUCgg,1,1,0,0,1,0,0,0,0,0,0,0,0.918
+19959,GAAGCUGAACUACUCGGUUga,1,1,0,0,1,0,0,0,0,0,0,0,0.62
+19960,GAUGAUCCCGAUGGUCCAGct,1,1,0,0,1,1,0,1,0,0,0,0,0.607
\ No newline at end of file
diff --git a/data/siRNA/e2s/e2s_test_efficiency.csv b/data/siRNA/e2s/e2s_test_efficiency.csv
new file mode 100644
index 0000000..8f57fe5
--- /dev/null
+++ b/data/siRNA/e2s/e2s_test_efficiency.csv
@@ -0,0 +1,139 @@
+0.524
+0.766
+0.952
+0.27
+0.806
+0.762
+0.744
+0.444
+0.883
+1.003
+0.878
+0.616
+0.842
+0.841
+0.722
+0.798
+0.79
+0.532
+0.677
+0.699
+0.628
+0.613
+0.541
+0.713
+0.827
+0.66
+0.717
+0.589
+0.775
+0.846
+0.9
+1.099
+0.619
+0.614
+0.719
+0.705
+0.864
+0.842
+0.783
+0.836
+0.678
+0.967
+0.841
+0.777
+0.888
+0.874
+0.56
+0.705
+0.76
+0.511
+0.456
+0.345
+0.516
+0.44
+0.579
+0.43
+0.55
+0.498
+0.778
+0.706
+0.472
+0.577
+0.559
+0.749
+0.381
+0.799
+1.071
+1.173
+0.999
+1.201
+0.618
+0.433
+0.864
+0.784
+1.005
+1.06
+0.951
+0.925
+1.146
+0.964
+1.098
+0.85
+0.535
+0.857
+0.993
+0.417
+0.518
+0.85
+0.892
+0.484
+0.555
+0.749
+0.673
+0.793
+0.754
+0.742
+0.913
+0.841
+0.635
+0.938
+0.816
+0.875
+0.847
+0.816
+0.564
+1.042
+0.476
+0.786
+0.947
+0.734
+0.395
+0.787
+0.447
+0.876
+0.909
+0.697
+0.528
+0.905
+0.52
+0.82
+0.712
+0.519
+0.63
+0.841
+0.388
+0.58
+0.92
+0.91
+0.656
+0.623
+0.931
+0.888
+0.928
+0.786
+0.321
+0.894
+0.924
+0.806
+0.758
\ No newline at end of file
diff --git a/data/siRNA/e2s/e2s_test_seq.csv b/data/siRNA/e2s/e2s_test_seq.csv
new file mode 100644
index 0000000..c301be4
--- /dev/null
+++ b/data/siRNA/e2s/e2s_test_seq.csv
@@ -0,0 +1,139 @@
+CGCAGUACUCGGCCAGCGUgg
+GAUGAUGUCUGUGUACUCCcg
+UUGGAUCACAUAGCAGUGAac
+GUGAACAAAUGGAUAAAAGaa
+AAAAGAACUUUAGAAAUUGtt
+UAAUAUUUGGAUGAUAAAUtc
+AUAAAUUCUUGUUGUAAAUgc
+GCUGUCAUUAGGUCCCAUAat
+AUAUCAUCCCCAACUGGACct
+GACCUGCAGAACAUUGUGCtg
+CCUGCAGAACAUUGUGCUGga
+GUUCAACAAUGGCCGAAACtc
+UCUUUUCUCAUAUUCUCGUtt
+UGUUGGACUCCAUCGAUUCtg
+GACUCCAUCGAUUCUGAAGga
+CUUCAAAAGGUGUCCCUUCtg
+UUCUGGUCCAAAUAUAACUgc
+GGUCCAAAUAUAACUGCAUtc
+GAUGUAGCCACCCCGCAUGga
+UGUUCUGCAGGACCUCUGCgg
+CAGUGGGUCCUCGGGGUUGgg
+GGGGUUGGGCUCCAAGAAGag
+AGGACUGGCUUCCAGUCCUct
+UGUUGGGGUGAUAGACCAUtg
+UCUUGUAGAAGCCCUCAUCag
+UUGGGCAGGUUCAGCUCGUtt
+GAUCCGCAGCUGCGCCGCCga
+CGCCUUCUUGCUGCUGCCCtt
+UCAUUCACCAGUGCUAUGAgg
+AUUACUUGGUCGGUUUUGGtt
+UUGAAUGGGUACUCUGCUGga
+UCUGAAGGCUCCCUUAUCAta
+UAAGCCCUUGCCAAGUCAAta
+AUCAACCUGGAUGUUACGGaa
+AGCGCCUCCUCCGUGGCGUat
+GGAUGUACUCUUUAAUUUUct
+CUUGUAUUCUUCUGGUCGGtg
+GAAGGACUCAAAUAUAUUGgt
+CAAAUAUAUUGGUAAGAUCat
+ACUCUAACUUUCCAUACUCcg
+UCCGCCUUCAUAUGGUGUUcc
+AAAACUUCACUACAAAUUCat
+CCUCCCAGGAUCGUAACCUca
+CCCAGGAUCGUAACCUCAUgt
+UAUUUGGUUCAUUUAGAAGtt
+UAGGAUCUGUUUGAUUGUGat
+GUUUGAUUGUGAUGGCUGGcc
+UCCAGUCCUUGUCCUCCUCta
+UCUAAGAUGGACAGGCACAct
+GGCACACUGUCCCCGAAGGgt
+CCCACGGAGUCCCUUUCUUtc
+ACUCCCAGUUCAUGAGGUUca
+GACAGCCACGAAACCAAAUgg
+GGCCCCAGGGUCGGUGGAGga
+AAGCUUCAGUGCCACUGGCca
+GGCCAGGGCCCGACCGGCUtc
+GUGAGCAGACGGGCCCGAGct
+CGGGCCCGAGCUGCAUACUcc
+UCGUAGUUCUCCAAGAGCAgg
+CUCGUUGAGUGCAGACUCGgg
+CCUUGAUGCCAUCGGGUGGgt
+CUUCGGCAUUCUUUCUGAAca
+GGUCCAUCCGCAGGGGCUCcc
+CUUCCAGUUCUCACUGCUGat
+CGGAUACUCCGGCGGGAAGct
+UUGGUCGGGUAGGAGGAGAgc
+UUGUGUUGGAUGACGCCCUtc
+UUGAAAUGAUCCGUCAGGCat
+CCGUCAGGCAUAUUUUGCCac
+UCUUUCCAUCCAGCUCAGGaa
+AACCACCGAGUUCCUUCCUtg
+CGUUGUCAGCAUUCUUGUUgt
+UUGUCAGCAUUCUUGUUGUtc
+UCUCCACAUACCGGAUAAGgg
+AUUCCUCCUUCAGUCGCUGca
+CUUUUCUAUGCCUACUAGCtg
+CAAGCAUCUCUUCCUCAUCag
+AAAACACCUUUCUCAUAAGgt
+UUUCUUUGGAUUCUUGUUAca
+AAAGAAUUAUCCGGUGGUCgt
+UGGUCGUCUCUUUUCCUUGca
+CUAAGACAAACUGAUUGGAct
+GGAUGAACAGGAAUAUUUUca
+GAGAGUCAAAAGGAUAUCGac
+UGUCUACAAUCCACUGUGUaa
+UGGCUCCCUCUCCUUUUGUtg
+ACUAUCCGCCCGUGAUAAAct
+UGGCUCUGCAGCUGCCAAUag
+AGUGCUUGCAAUGACAAUAat
+AUUGCAGCUGCCCAUUGAUct
+AAUAGCCCCUGUGACGGAAct
+UGACGGAACUAAUAUUAGGat
+UAUUAGGAUGCCAUAUUUUag
+UCUAGUUGGUAUCUUCCUCct
+UAGUUGGUAUCUUCCUCCUtc
+CUAUUUCUCCUCUUAAUUCtg
+UAAAAUUCUCAUCUACAAGat
+UUCUAUGGCUUGGGCUUCGtt
+GAUAGCAGAACUGUGCGGAtc
+UUCCCAACUUGUCUACAUUag
+UAGGAUGAUAAAUUUUGGUca
+CUUCUGGAAGGAAUAGUUCaa
+AUCUGGUUCGGCUUUGAUGcc
+UGGUUCGGCUUUGAUGCCAgg
+ACUUUUCUUUUAAAUUCUCca
+UCUUUCGCAGCAUCAACAUta
+CCAGCAUAGAAAUGACACUaa
+UACUUAUCUUCCCCAGGCUca
+UAGAAAUGCACACAUCACCat
+UCAACAUUUGGGUGCCAGAtt
+GAAUUUCAUUUUAGGAGGUcg
+ACCUUCAUAAAGUGUAUCUgg
+GGAGGGCCAAUAAUAAGGAct
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diff --git a/data/siRNA/e2s/e2s_training_efficiency.csv b/data/siRNA/e2s/e2s_training_efficiency.csv
new file mode 100644
index 0000000..9e30e92
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\ No newline at end of file
diff --git a/data/siRNA/e2s/e2s_training_seq.csv b/data/siRNA/e2s/e2s_training_seq.csv
new file mode 100644
index 0000000..76aa862
--- /dev/null
+++ b/data/siRNA/e2s/e2s_training_seq.csv
@@ -0,0 +1,1229 @@
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+UGGACCCAGCCCCAGAGCCat
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+UACUCCUUUCUGGCCUUCUtc
+GGCCUUCUUCGAGUUCUUCca
+CCUUCUUCGAGUUCUUCCAac
+GUUCUUCCAACAGUCGGAAat
+UUCCAACAGUCGGAAAUUGcg
+CAACAGUCGGAAAUUGCGAgg
+CAGUCGGAAAUUGCGAGGGac
+UCGGAAAUUGCGAGGGACUtt
+UGCGAGGGACUUUUACUCCtt
+UUUACUCCUUUGCAGUGAAat
+UACUCCUUUGCAGUGAAAUtt
+CUCCUUUGCAGUGAAAUUUtc
+CCUUUGCAGUGAAAUUUUCta
+UUGCAGUGAAAUUUUCUAGgt
+GCAGUGAAAUUUUCUAGGUtc
+CAGUGAAAUUUUCUAGGUUca
+GUGAAAUUUUCUAGGUUCAag
+GAAAUUUUCUAGGUUCAAGtc
+AUUUUCUAGGUUCAAGUCUtc
+UCUAGGUUCAAGUCUUCCUtc
+UUCCAGAGCUCGGCAGCAUgt
+UCCAGAGCUCGGCAGCAUGtg
+AGCUCGGCAGCAUGUGUGUtc
+CUCGGCAGCAUGUGUGUUCaa
+UCGGCAGCAUGUGUGUUCAag
+AUGUGUGUUCAAGGGACUAtc
+UUCAAGGGACUAUCAAUGUtg
+CUAUCAAUGUUGGGUUCUCct
+AUCAAUGUUGGGUUCUCCUag
+UGUUGGGUUCUCCUAGAAGgc
+GUUCUCCUAGAAGGCUCUGga
+UAGAAGGCUCUGGAUGGAGag
+CUGGAUGGAGAGCAGAAUGgt
+GGAGAGCAGAAUGGUCCUGac
+AGCAGAAUGGUCCUGACAUca
+GCAGAAUGGUCCUGACAUCat
+GGUCCUGACAUCAUACAGGgc
+CCUGACAUCAUACAGGGCAga
+ACAUCAUACAGGGCAGACCac
+CAUCAUACAGGGCAGACCAct
+UCAUACAGGGCAGACCACUtt
+GGCAGACCACUUUUCCUUCag
+GACCACUUUUCCUUCAGGAtg
+CACUUUUCCUUCAGGAUGUcc
+UUCCUUCAGGAUGUCCAGGca
+UCCUUCAGGAUGUCCAGGCat
+CCUUCAGGAUGUCCAGGCAta
+AGGAUGUCCAGGCAUAUGUta
+GGCAUAUGUUACCCUGGGUgt
+UUACCCUGGGUGUCCACGUtg
+GGGUGUCCACGUUGGGGUGat
+GUCCACGUUGGGGUGAUAGca
+CGUUGGGGUGAUAGCAGGGcg
+GUUGGGGUGAUAGCAGGGCgt
+UAGCAGGGCGUGAGGAACUtc
+AGCAGGGCGUGAGGAACUUca
+GCAGGGCGUGAGGAACUUCac
+GUGAGGAACUUCACUGUGGgc
+GAGGAACUUCACUGUGGGCgc
+GGAACUUCACUGUGGGCGCat
+ACUUCACUGUGGGCGCAUUgt
+UUCACUGUGGGCGCAUUGUaa
+GUGGGCGCAUUGUAAGGGUag
+CGCAUUGUAAGGGUAGCCAct
+GCAUUGUAAGGGUAGCCACtg
+CAUUGUAAGGGUAGCCACUgg
+UGUAAGGGUAGCCACUGGGga
+GUAAGGGUAGCCACUGGGGaa
+GUAGCCACUGGGGAACUCUag
+UAGCCACUGGGGAACUCUAgc
+GCCACUGGGGAACUCUAGCga
+CCACUGGGGAACUCUAGCGag
+GAACUCUAGCGAGAGCUUAta
+UCUAGCGAGAGCUUAUACCtc
+GAGAGCUUAUACCUCAGGUct
+GAGCUUAUACCUCAGGUCUtc
+AGCUUAUACCUCAGGUCUUca
+CCUCAGGUCUUCAUAUACUgt
+CUCAGGUCUUCAUAUACUGtt
+UCAGGUCUUCAUAUACUGUtc
+AGGUCUUCAUAUACUGUUCca
+CUUCAUAUACUGUUCCAGCtg
+UUCAUAUACUGUUCCAGCUgc
+UAUACUGUUCCAGCUGCUCca
+ACUGUUCCAGCUGCUCCAUgg
+CCAGCUGCUCCAUGGAUGGtc
+CAGCUGCUCCAUGGAUGGUcc
\ No newline at end of file
diff --git a/demo/test.cpp b/demo/test.cpp
index ba4ae86..b4389fd 100644
--- a/demo/test.cpp
+++ b/demo/test.cpp
@@ -25,28 +25,28 @@ int main(int argc, char const *argv[])
     int                             output_size = 4;
     int                             input_size = 84;
     int                             clausePerOutput = 500;      // Only represent the number of clauses that have same polarity.
-    double                          dropoutRatio = 0.0;
+    double                          dropoutRatio = 0.5;
 
     vector<vector<int>>   train_seqs(train_data_size, vector<int>(input_size, 0));
     vector<vector<int>>   train_scores(train_data_size, vector(output_size, 0));
     vector<vector<int>>   test_seqs(test_data_size, vector<int>(input_size, 0));
     vector<vector<int>>   test_scores(test_data_size, vector(output_size, 0));
-    parse_huesken_seqs("/home/data/siRNA/e2s/e2s_training_seq.csv", train_seqs);
-    parse_huesken_scores("/home/data/siRNA/e2s/e2s_training_efficiency.csv", train_scores);
-    parse_huesken_seqs("/home/data/siRNA/e2s/e2s_test_seq.csv", test_seqs);
-    parse_huesken_scores("/home/data/siRNA/e2s/e2s_test_efficiency.csv", test_scores);
+    parse_huesken_seqs("../data/siRNA/e2s/e2s_training_seq.csv", train_seqs);
+    parse_huesken_scores("../data/siRNA/e2s/e2s_training_efficiency.csv", train_scores);
+    parse_huesken_seqs("../data/siRNA/e2s/e2s_test_seq.csv", test_seqs);
+    parse_huesken_scores("../data/siRNA/e2s/e2s_test_efficiency.csv", test_scores);
     TsetlinMachine::MachineArgs mArgs;
     mArgs.clausePerOutput = clausePerOutput;
     mArgs.dropoutRatio = dropoutRatio;
     mArgs.inputSize = input_size;
     mArgs.outputSize = output_size;
-    mArgs.sLow = 10.0f;
-    mArgs.sHigh = 20.0f;
-    mArgs.T = 400;
+    mArgs.sLow = 2.0f;
+    mArgs.sHigh = 100.0f;
+    mArgs.T = 928;
     TsetlinMachine tm(mArgs);
     
     tm.load(train_seqs,train_scores);
-    for (int i = 0; i < 100; i++)
+    for (int i = 0; i < 10; i++)
     {
         auto start = std::chrono::high_resolution_clock::now();
         tm.train(1);
diff --git a/demo/xor.cpp b/demo/xor.cpp
index bc7f9a2..1a8d4ec 100644
--- a/demo/xor.cpp
+++ b/demo/xor.cpp
@@ -34,7 +34,7 @@ int main() {
     };
     TsetlinMachine::MachineArgs mArgs;
     mArgs.clausePerOutput = 10;
-    mArgs.dropoutRatio = 0;
+    mArgs.dropoutRatio = 0.5;
     mArgs.inputSize = 2;
     mArgs.outputSize = 2;
     mArgs.sLow = 4.0f;
@@ -42,17 +42,17 @@ int main() {
     mArgs.T = 4;
     TsetlinMachine tm(mArgs);
     
-    tm.load(inputs, transpose(outputs));
+    tm.load(inputs, outputs);
     
     vector<vector<int>> prediction;
     clock_t start = clock();
-    for (int i = 0; i < 100000; i++)
+    for (int i = 0; i < 10000; i++)
     {
         tm.train(1);
     }
     clock_t duration = clock() - start;
     std::cout<< duration/(double)CLOCKS_PER_SEC <<std::endl;
-    /*
+    
     prediction = tm.loadAndPredict(inputs);
     for (int i = 0; i < 4; i++)
     {
@@ -62,7 +62,7 @@ int main() {
         }
         std::cout<<std::endl;
     }
-    */
+    
     
 
     return 0;