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authorChristoph Helma <helma@in-silico.ch>2021-02-22 23:26:29 +0100
committerChristoph Helma <helma@in-silico.ch>2021-02-22 23:26:29 +0100
commited83d4c5347ebf43b2de55782b290b66bada4561 (patch)
treeddf3ee1eb6d4f5d250835345798086b5204a23ee /crossvalidations
parent3af0c3d5c5b7f7d506a4582bbe3dca7d22bbefcc (diff)
more script consolidations
Diffstat (limited to 'crossvalidations')
-rw-r--r--crossvalidations/confusion-matrices/lazar-all.csv2
-rw-r--r--crossvalidations/confusion-matrices/lazar-cdk-all.csv2
-rw-r--r--crossvalidations/confusion-matrices/lazar-cdk-high-confidence.csv2
-rw-r--r--crossvalidations/confusion-matrices/lazar-high-confidence.csv2
-rw-r--r--crossvalidations/confusion-matrices/lazar-mp2d-all.csv2
-rw-r--r--crossvalidations/confusion-matrices/lazar-mp2d-high-confidence.csv2
-rw-r--r--crossvalidations/confusion-matrices/lazar-padel-all.csv2
-rw-r--r--crossvalidations/confusion-matrices/lazar-padel-high-confidence.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-all.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-lr-cdk.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-lr-mp2d.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-lr2-cdk.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-lr2-mp2d.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-nn-cdk.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-nn-mp2d.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-rf-cdk.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-rf-mp2d.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-selected.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-svm-cdk.csv2
-rw-r--r--crossvalidations/confusion-matrices/tensorflow-svm-mp2d.csv2
-rw-r--r--crossvalidations/summary.yaml350
-rw-r--r--crossvalidations/tensorflow/pred.lr.v4.norm.csv (renamed from crossvalidations/cdk/tensorflow/pred.lr.v4.norm.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.lr.v4_ext.csv (renamed from crossvalidations/mp2d/tensorflow/pred.lr.v4_ext.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.lr2.norm.v4.csv (renamed from crossvalidations/cdk/tensorflow/pred.lr2.norm.v4.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.lr2.v4_ext.csv (renamed from crossvalidations/mp2d/tensorflow/pred.lr2.v4_ext.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.nn.v4.norm.csv (renamed from crossvalidations/cdk/tensorflow/pred.nn.v4.norm.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.nn.v4_ext.csv (renamed from crossvalidations/mp2d/tensorflow/pred.nn.v4_ext.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.rf.norm.v4.csv (renamed from crossvalidations/cdk/tensorflow/pred.rf.norm.v4.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.rf.v4_ext.csv (renamed from crossvalidations/mp2d/tensorflow/pred.rf.v4_ext.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.svm.norm.v4.csv (renamed from crossvalidations/cdk/tensorflow/pred.svm.norm.v4.csv)0
-rw-r--r--crossvalidations/tensorflow/pred.svm.v4_ext.csv (renamed from crossvalidations/mp2d/tensorflow/pred.svm.v4_ext.csv)0
-rw-r--r--crossvalidations/tensorflow/prediction-v5-ext.ipynb (renamed from crossvalidations/mp2d/tensorflow/prediction-v5-ext.ipynb)0
-rw-r--r--crossvalidations/tensorflow/prediction-v5-norm.ipynb (renamed from crossvalidations/cdk/tensorflow/prediction-v5-norm.ipynb)0
33 files changed, 175 insertions, 215 deletions
diff --git a/crossvalidations/confusion-matrices/lazar-all.csv b/crossvalidations/confusion-matrices/lazar-all.csv
deleted file mode 100644
index 4123387..0000000
--- a/crossvalidations/confusion-matrices/lazar-all.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3326,833
-583,3039
diff --git a/crossvalidations/confusion-matrices/lazar-cdk-all.csv b/crossvalidations/confusion-matrices/lazar-cdk-all.csv
deleted file mode 100644
index 8409b4f..0000000
--- a/crossvalidations/confusion-matrices/lazar-cdk-all.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-700,1583
-3390,2410
diff --git a/crossvalidations/confusion-matrices/lazar-cdk-high-confidence.csv b/crossvalidations/confusion-matrices/lazar-cdk-high-confidence.csv
deleted file mode 100644
index 8409b4f..0000000
--- a/crossvalidations/confusion-matrices/lazar-cdk-high-confidence.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-700,1583
-3390,2410
diff --git a/crossvalidations/confusion-matrices/lazar-high-confidence.csv b/crossvalidations/confusion-matrices/lazar-high-confidence.csv
deleted file mode 100644
index 339aa6a..0000000
--- a/crossvalidations/confusion-matrices/lazar-high-confidence.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-2816,571
-365,2138
diff --git a/crossvalidations/confusion-matrices/lazar-mp2d-all.csv b/crossvalidations/confusion-matrices/lazar-mp2d-all.csv
deleted file mode 100644
index b8755c4..0000000
--- a/crossvalidations/confusion-matrices/lazar-mp2d-all.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3334,830
-572,3054
diff --git a/crossvalidations/confusion-matrices/lazar-mp2d-high-confidence.csv b/crossvalidations/confusion-matrices/lazar-mp2d-high-confidence.csv
deleted file mode 100644
index e3b2b8e..0000000
--- a/crossvalidations/confusion-matrices/lazar-mp2d-high-confidence.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-2807,560
-352,2089
diff --git a/crossvalidations/confusion-matrices/lazar-padel-all.csv b/crossvalidations/confusion-matrices/lazar-padel-all.csv
deleted file mode 100644
index e7ca1d4..0000000
--- a/crossvalidations/confusion-matrices/lazar-padel-all.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-593,466
-1253,1777
diff --git a/crossvalidations/confusion-matrices/lazar-padel-high-confidence.csv b/crossvalidations/confusion-matrices/lazar-padel-high-confidence.csv
deleted file mode 100644
index b88df93..0000000
--- a/crossvalidations/confusion-matrices/lazar-padel-high-confidence.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-593,466
-1251,1771
diff --git a/crossvalidations/confusion-matrices/tensorflow-all.csv b/crossvalidations/confusion-matrices/tensorflow-all.csv
deleted file mode 100644
index f4b80d7..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-all.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-2507,1528
-1495,2550
diff --git a/crossvalidations/confusion-matrices/tensorflow-lr-cdk.csv b/crossvalidations/confusion-matrices/tensorflow-lr-cdk.csv
deleted file mode 100644
index c1e7ebf..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-lr-cdk.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3252,768
-880,3165
diff --git a/crossvalidations/confusion-matrices/tensorflow-lr-mp2d.csv b/crossvalidations/confusion-matrices/tensorflow-lr-mp2d.csv
deleted file mode 100644
index 6692051..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-lr-mp2d.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3414,676
-659,3541
diff --git a/crossvalidations/confusion-matrices/tensorflow-lr2-cdk.csv b/crossvalidations/confusion-matrices/tensorflow-lr2-cdk.csv
deleted file mode 100644
index f6d6d9b..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-lr2-cdk.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3215,805
-794,3251
diff --git a/crossvalidations/confusion-matrices/tensorflow-lr2-mp2d.csv b/crossvalidations/confusion-matrices/tensorflow-lr2-mp2d.csv
deleted file mode 100644
index 035d61a..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-lr2-mp2d.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3398,692
-640,3560
diff --git a/crossvalidations/confusion-matrices/tensorflow-nn-cdk.csv b/crossvalidations/confusion-matrices/tensorflow-nn-cdk.csv
deleted file mode 100644
index 7c89e5e..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-nn-cdk.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3419,601
-610,3435
diff --git a/crossvalidations/confusion-matrices/tensorflow-nn-mp2d.csv b/crossvalidations/confusion-matrices/tensorflow-nn-mp2d.csv
deleted file mode 100644
index 6899f39..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-nn-mp2d.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3375,715
-615,3585
diff --git a/crossvalidations/confusion-matrices/tensorflow-rf-cdk.csv b/crossvalidations/confusion-matrices/tensorflow-rf-cdk.csv
deleted file mode 100644
index 2c8c4ed..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-rf-cdk.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3273,747
-562,3483
diff --git a/crossvalidations/confusion-matrices/tensorflow-rf-mp2d.csv b/crossvalidations/confusion-matrices/tensorflow-rf-mp2d.csv
deleted file mode 100644
index 36ca403..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-rf-mp2d.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3197,893
-742,3458
diff --git a/crossvalidations/confusion-matrices/tensorflow-selected.csv b/crossvalidations/confusion-matrices/tensorflow-selected.csv
deleted file mode 100644
index 9d5102e..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-selected.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-2453,1454
-1549,2624
diff --git a/crossvalidations/confusion-matrices/tensorflow-svm-cdk.csv b/crossvalidations/confusion-matrices/tensorflow-svm-cdk.csv
deleted file mode 100644
index ee83739..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-svm-cdk.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3292,728
-713,3332
diff --git a/crossvalidations/confusion-matrices/tensorflow-svm-mp2d.csv b/crossvalidations/confusion-matrices/tensorflow-svm-mp2d.csv
deleted file mode 100644
index 50be84b..0000000
--- a/crossvalidations/confusion-matrices/tensorflow-svm-mp2d.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-3390,700
-589,3611
diff --git a/crossvalidations/summary.yaml b/crossvalidations/summary.yaml
index 40004e4..05ecfec 100644
--- a/crossvalidations/summary.yaml
+++ b/crossvalidations/summary.yaml
@@ -1,11 +1,11 @@
---
:cv:
- lazar-mp2d-all:
- :tp: 3334
- :fp: 830
- :tn: 3054
- :fn: 572
- :n: 7790
+ mp2d_lazar_all:
+ :tp: 3327
+ :fp: 827
+ :tn: 3049
+ :fn: 574
+ :n: 7777
:acc: 0.82
:tpr: 0.85
:fpr: 0.21
@@ -17,182 +17,182 @@
:tnr_perc: 79
:ppv_perc: 80
:npv_perc: 84
- lazar-mp2d-high-confidence:
- :tp: 2807
- :fp: 560
- :tn: 2089
- :fn: 352
- :n: 5808
+ mp2d_lazar_high_confidence:
+ :tp: 2959
+ :fp: 639
+ :tn: 2302
+ :fn: 400
+ :n: 6300
:acc: 0.84
- :tpr: 0.89
- :fpr: 0.21
- :tnr: 0.79
- :ppv: 0.83
- :npv: 0.86
+ :tpr: 0.88
+ :fpr: 0.22
+ :tnr: 0.78
+ :ppv: 0.82
+ :npv: 0.85
:acc_perc: 84
- :tpr_perc: 89
- :tnr_perc: 79
- :ppv_perc: 83
- :npv_perc: 86
- lazar-cdk-all:
- :tp: 700
- :fp: 1583
- :tn: 2410
- :fn: 3390
- :n: 8083
- :acc: 0.38
- :tpr: 0.17
- :fpr: 0.4
- :tnr: 0.6
- :ppv: 0.31
- :npv: 0.42
- :acc_perc: 38
- :tpr_perc: 17
- :tnr_perc: 60
- :ppv_perc: 31
- :npv_perc: 42
- lazar-cdk-high-confidence:
- :tp: 700
- :fp: 1583
- :tn: 2410
- :fn: 3390
- :n: 8083
- :acc: 0.38
- :tpr: 0.17
- :fpr: 0.4
- :tnr: 0.6
- :ppv: 0.31
- :npv: 0.42
- :acc_perc: 38
- :tpr_perc: 17
- :tnr_perc: 60
- :ppv_perc: 31
- :npv_perc: 42
- tensorflow-rf-mp2d:
- :tp: 3197
- :fp: 893
- :tn: 3458
- :fn: 742
- :n: 8290
+ :tpr_perc: 88
+ :tnr_perc: 78
+ :ppv_perc: 82
+ :npv_perc: 85
+ mp2d_rf:
+ :tp: 3196
+ :fp: 749
+ :tn: 3467
+ :fn: 891
+ :n: 8303
:acc: 0.8
- :tpr: 0.81
- :fpr: 0.21
- :tnr: 0.79
- :ppv: 0.78
- :npv: 0.82
+ :tpr: 0.78
+ :fpr: 0.18
+ :tnr: 0.82
+ :ppv: 0.81
+ :npv: 0.8
:acc_perc: 80
- :tpr_perc: 81
- :tnr_perc: 79
- :ppv_perc: 78
- :npv_perc: 82
- tensorflow-lr-mp2d:
- :tp: 3414
- :fp: 676
- :tn: 3541
- :fn: 659
- :n: 8290
+ :tpr_perc: 78
+ :tnr_perc: 82
+ :ppv_perc: 81
+ :npv_perc: 80
+ mp2d_lr:
+ :tp: 3409
+ :fp: 666
+ :tn: 3550
+ :fn: 678
+ :n: 8303
:acc: 0.84
- :tpr: 0.84
+ :tpr: 0.83
:fpr: 0.16
:tnr: 0.84
- :ppv: 0.83
+ :ppv: 0.84
:npv: 0.84
:acc_perc: 84
- :tpr_perc: 84
+ :tpr_perc: 83
:tnr_perc: 84
- :ppv_perc: 83
+ :ppv_perc: 84
:npv_perc: 84
- tensorflow-lr2-mp2d:
- :tp: 3398
- :fp: 692
- :tn: 3560
- :fn: 640
- :n: 8290
+ mp2d_lr2:
+ :tp: 3392
+ :fp: 647
+ :tn: 3569
+ :fn: 695
+ :n: 8303
:acc: 0.84
- :tpr: 0.84
- :fpr: 0.16
- :tnr: 0.84
- :ppv: 0.83
- :npv: 0.85
+ :tpr: 0.83
+ :fpr: 0.15
+ :tnr: 0.85
+ :ppv: 0.84
+ :npv: 0.84
:acc_perc: 84
- :tpr_perc: 84
- :tnr_perc: 84
- :ppv_perc: 83
- :npv_perc: 85
- tensorflow-nn-mp2d:
- :tp: 3375
- :fp: 715
- :tn: 3585
- :fn: 615
- :n: 8290
+ :tpr_perc: 83
+ :tnr_perc: 85
+ :ppv_perc: 84
+ :npv_perc: 84
+ mp2d_nn:
+ :tp: 3370
+ :fp: 623
+ :tn: 3593
+ :fn: 717
+ :n: 8303
:acc: 0.84
- :tpr: 0.85
- :fpr: 0.17
- :tnr: 0.83
- :ppv: 0.83
- :npv: 0.85
+ :tpr: 0.82
+ :fpr: 0.15
+ :tnr: 0.85
+ :ppv: 0.84
+ :npv: 0.83
:acc_perc: 84
- :tpr_perc: 85
- :tnr_perc: 83
- :ppv_perc: 83
- :npv_perc: 85
- tensorflow-svm-mp2d:
- :tp: 3390
- :fp: 700
- :tn: 3611
- :fn: 589
- :n: 8290
+ :tpr_perc: 82
+ :tnr_perc: 85
+ :ppv_perc: 84
+ :npv_perc: 83
+ mp2d_svm:
+ :tp: 3384
+ :fp: 599
+ :tn: 3617
+ :fn: 703
+ :n: 8303
:acc: 0.84
- :tpr: 0.85
- :fpr: 0.16
- :tnr: 0.84
- :ppv: 0.83
- :npv: 0.86
+ :tpr: 0.83
+ :fpr: 0.14
+ :tnr: 0.86
+ :ppv: 0.85
+ :npv: 0.84
:acc_perc: 84
- :tpr_perc: 85
- :tnr_perc: 84
- :ppv_perc: 83
- :npv_perc: 86
- tensorflow-rf-cdk:
- :tp: 3273
- :fp: 747
- :tn: 3483
- :fn: 562
- :n: 8065
+ :tpr_perc: 83
+ :tnr_perc: 86
+ :ppv_perc: 85
+ :npv_perc: 84
+ cdk_lazar_all:
+ :tp: 370
+ :fp: 345
+ :tn: 54
+ :fn: 42
+ :n: 811
+ :acc: 0.52
+ :tpr: 0.9
+ :fpr: 0.86
+ :tnr: 0.14
+ :ppv: 0.52
+ :npv: 0.56
+ :acc_perc: 52
+ :tpr_perc: 90
+ :tnr_perc: 14
+ :ppv_perc: 52
+ :npv_perc: 56
+ cdk_lazar_high_confidence:
+ :tp: 370
+ :fp: 345
+ :tn: 54
+ :fn: 42
+ :n: 811
+ :acc: 0.52
+ :tpr: 0.9
+ :fpr: 0.86
+ :tnr: 0.14
+ :ppv: 0.52
+ :npv: 0.56
+ :acc_perc: 52
+ :tpr_perc: 90
+ :tnr_perc: 14
+ :ppv_perc: 52
+ :npv_perc: 56
+ cdk_rf:
+ :tp: 3267
+ :fp: 568
+ :tn: 3492
+ :fn: 750
+ :n: 8077
:acc: 0.84
- :tpr: 0.85
- :fpr: 0.18
- :tnr: 0.82
- :ppv: 0.81
- :npv: 0.86
+ :tpr: 0.81
+ :fpr: 0.14
+ :tnr: 0.86
+ :ppv: 0.85
+ :npv: 0.82
:acc_perc: 84
- :tpr_perc: 85
- :tnr_perc: 82
- :ppv_perc: 81
- :npv_perc: 86
- tensorflow-lr-cdk:
- :tp: 3252
- :fp: 768
- :tn: 3165
- :fn: 880
- :n: 8065
- :acc: 0.8
- :tpr: 0.79
- :fpr: 0.2
- :tnr: 0.8
- :ppv: 0.81
- :npv: 0.78
- :acc_perc: 80
- :tpr_perc: 79
- :tnr_perc: 80
- :ppv_perc: 81
- :npv_perc: 78
- tensorflow-lr2-cdk:
- :tp: 3215
- :fp: 805
- :tn: 3251
- :fn: 794
- :n: 8065
+ :tpr_perc: 81
+ :tnr_perc: 86
+ :ppv_perc: 85
+ :npv_perc: 82
+ cdk_lr:
+ :tp: 3247
+ :fp: 887
+ :tn: 3173
+ :fn: 770
+ :n: 8077
+ :acc: 0.79
+ :tpr: 0.81
+ :fpr: 0.22
+ :tnr: 0.78
+ :ppv: 0.79
+ :npv: 0.8
+ :acc_perc: 79
+ :tpr_perc: 81
+ :tnr_perc: 78
+ :ppv_perc: 79
+ :npv_perc: 80
+ cdk_lr2:
+ :tp: 3210
+ :fp: 803
+ :tn: 3257
+ :fn: 807
+ :n: 8077
:acc: 0.8
:tpr: 0.8
:fpr: 0.2
@@ -204,12 +204,12 @@
:tnr_perc: 80
:ppv_perc: 80
:npv_perc: 80
- tensorflow-nn-cdk:
- :tp: 3419
- :fp: 601
- :tn: 3435
- :fn: 610
- :n: 8065
+ cdk_nn:
+ :tp: 3414
+ :fp: 617
+ :tn: 3443
+ :fn: 603
+ :n: 8077
:acc: 0.85
:tpr: 0.85
:fpr: 0.15
@@ -221,12 +221,12 @@
:tnr_perc: 85
:ppv_perc: 85
:npv_perc: 85
- tensorflow-svm-cdk:
- :tp: 3292
- :fp: 728
- :tn: 3332
- :fn: 713
- :n: 8065
+ cdk_svm:
+ :tp: 3286
+ :fp: 720
+ :tn: 3340
+ :fn: 731
+ :n: 8077
:acc: 0.82
:tpr: 0.82
:fpr: 0.18
diff --git a/crossvalidations/cdk/tensorflow/pred.lr.v4.norm.csv b/crossvalidations/tensorflow/pred.lr.v4.norm.csv
index ae90812..ae90812 100644
--- a/crossvalidations/cdk/tensorflow/pred.lr.v4.norm.csv
+++ b/crossvalidations/tensorflow/pred.lr.v4.norm.csv
diff --git a/crossvalidations/mp2d/tensorflow/pred.lr.v4_ext.csv b/crossvalidations/tensorflow/pred.lr.v4_ext.csv
index 264a5a9..264a5a9 100644
--- a/crossvalidations/mp2d/tensorflow/pred.lr.v4_ext.csv
+++ b/crossvalidations/tensorflow/pred.lr.v4_ext.csv
diff --git a/crossvalidations/cdk/tensorflow/pred.lr2.norm.v4.csv b/crossvalidations/tensorflow/pred.lr2.norm.v4.csv
index 5068f87..5068f87 100644
--- a/crossvalidations/cdk/tensorflow/pred.lr2.norm.v4.csv
+++ b/crossvalidations/tensorflow/pred.lr2.norm.v4.csv
diff --git a/crossvalidations/mp2d/tensorflow/pred.lr2.v4_ext.csv b/crossvalidations/tensorflow/pred.lr2.v4_ext.csv
index 4acb0a7..4acb0a7 100644
--- a/crossvalidations/mp2d/tensorflow/pred.lr2.v4_ext.csv
+++ b/crossvalidations/tensorflow/pred.lr2.v4_ext.csv
diff --git a/crossvalidations/cdk/tensorflow/pred.nn.v4.norm.csv b/crossvalidations/tensorflow/pred.nn.v4.norm.csv
index 412e1de..412e1de 100644
--- a/crossvalidations/cdk/tensorflow/pred.nn.v4.norm.csv
+++ b/crossvalidations/tensorflow/pred.nn.v4.norm.csv
diff --git a/crossvalidations/mp2d/tensorflow/pred.nn.v4_ext.csv b/crossvalidations/tensorflow/pred.nn.v4_ext.csv
index d84a58f..d84a58f 100644
--- a/crossvalidations/mp2d/tensorflow/pred.nn.v4_ext.csv
+++ b/crossvalidations/tensorflow/pred.nn.v4_ext.csv
diff --git a/crossvalidations/cdk/tensorflow/pred.rf.norm.v4.csv b/crossvalidations/tensorflow/pred.rf.norm.v4.csv
index e7793de..e7793de 100644
--- a/crossvalidations/cdk/tensorflow/pred.rf.norm.v4.csv
+++ b/crossvalidations/tensorflow/pred.rf.norm.v4.csv
diff --git a/crossvalidations/mp2d/tensorflow/pred.rf.v4_ext.csv b/crossvalidations/tensorflow/pred.rf.v4_ext.csv
index 9177946..9177946 100644
--- a/crossvalidations/mp2d/tensorflow/pred.rf.v4_ext.csv
+++ b/crossvalidations/tensorflow/pred.rf.v4_ext.csv
diff --git a/crossvalidations/cdk/tensorflow/pred.svm.norm.v4.csv b/crossvalidations/tensorflow/pred.svm.norm.v4.csv
index bcbb799..bcbb799 100644
--- a/crossvalidations/cdk/tensorflow/pred.svm.norm.v4.csv
+++ b/crossvalidations/tensorflow/pred.svm.norm.v4.csv
diff --git a/crossvalidations/mp2d/tensorflow/pred.svm.v4_ext.csv b/crossvalidations/tensorflow/pred.svm.v4_ext.csv
index c7ed642..c7ed642 100644
--- a/crossvalidations/mp2d/tensorflow/pred.svm.v4_ext.csv
+++ b/crossvalidations/tensorflow/pred.svm.v4_ext.csv
diff --git a/crossvalidations/mp2d/tensorflow/prediction-v5-ext.ipynb b/crossvalidations/tensorflow/prediction-v5-ext.ipynb
index d00bb7e..d00bb7e 100644
--- a/crossvalidations/mp2d/tensorflow/prediction-v5-ext.ipynb
+++ b/crossvalidations/tensorflow/prediction-v5-ext.ipynb
diff --git a/crossvalidations/cdk/tensorflow/prediction-v5-norm.ipynb b/crossvalidations/tensorflow/prediction-v5-norm.ipynb
index 3d3c10a..3d3c10a 100644
--- a/crossvalidations/cdk/tensorflow/prediction-v5-norm.ipynb
+++ b/crossvalidations/tensorflow/prediction-v5-norm.ipynb