From 7fb6316aa306ae4bd2696bd38657de050646cd1c Mon Sep 17 00:00:00 2001
From: bbauvin <baptiste.bauvin@centrale-marseille.fr>
Date: Tue, 23 Aug 2016 11:15:15 -0400
Subject: [PATCH] Added early dataset extraction and optimized hdf5 dataset
 need to updates other dataset extraction method

---
 Code/ExecClassif.py                           |  59 +-
 Code/Monoview/ExecClassifMonoView.py          |  34 +-
 ...8_23-CMV-MultiOmic-Clinic-ConfMatrix-1.csv |   4 +
 ...8_23-CMV-MultiOmic-Clinic-ConfMatrix-2.csv |   4 +
 ...8_23-CMV-MultiOmic-Clinic-ConfMatrix-3.csv |   4 +
 ...8_23-CMV-MultiOmic-Clinic-ConfMatrix-4.csv |   4 +
 ..._08_23-CMV-MultiOmic-Clinic-ConfMatrix.csv |   4 +
 ...3-CMV-MultiOmic-Clinic-ConfMatrixImg-1.png | Bin 0 -> 20773 bytes
 ...3-CMV-MultiOmic-Clinic-ConfMatrixImg-2.png | Bin 0 -> 19652 bytes
 ...3-CMV-MultiOmic-Clinic-ConfMatrixImg-3.png | Bin 0 -> 20549 bytes
 ...3-CMV-MultiOmic-Clinic-ConfMatrixImg-4.png | Bin 0 -> 21675 bytes
 ..._23-CMV-MultiOmic-Clinic-ConfMatrixImg.png | Bin 0 -> 19606 bytes
 ...16_08_23-CMV-MultiOmic-Clinic-Report-1.csv |   3 +
 ...16_08_23-CMV-MultiOmic-Clinic-Report-2.csv |   3 +
 ...16_08_23-CMV-MultiOmic-Clinic-Report-3.csv |   3 +
 ...16_08_23-CMV-MultiOmic-Clinic-Report-4.csv |   3 +
 ...2016_08_23-CMV-MultiOmic-Clinic-Report.csv |   3 +
 ...016_08_23-CMV-MultiOmic-Clinic-Score-1.png | Bin 0 -> 23687 bytes
 ...016_08_23-CMV-MultiOmic-Clinic-Score-2.png | Bin 0 -> 23581 bytes
 ...016_08_23-CMV-MultiOmic-Clinic-Score-3.png | Bin 0 -> 23594 bytes
 ...016_08_23-CMV-MultiOmic-Clinic-Score-4.png | Bin 0 -> 23743 bytes
 .../2016_08_23-CMV-MultiOmic-Clinic-Score.png | Bin 0 -> 23678 bytes
 ...016_08_23-CMV-MultiOmic-Clinic-Stats-1.csv |   8 +
 ...016_08_23-CMV-MultiOmic-Clinic-Stats-2.csv |   8 +
 ...016_08_23-CMV-MultiOmic-Clinic-Stats-3.csv |   8 +
 ...016_08_23-CMV-MultiOmic-Clinic-Stats-4.csv |   8 +
 .../2016_08_23-CMV-MultiOmic-Clinic-Stats.csv |   8 +
 ...8_23-CMV-MultiOmic-Methyl-ConfMatrix-1.csv |   4 +
 ...8_23-CMV-MultiOmic-Methyl-ConfMatrix-2.csv |   4 +
 ...8_23-CMV-MultiOmic-Methyl-ConfMatrix-3.csv |   4 +
 ...8_23-CMV-MultiOmic-Methyl-ConfMatrix-4.csv |   4 +
 ..._08_23-CMV-MultiOmic-Methyl-ConfMatrix.csv |   4 +
 ...3-CMV-MultiOmic-Methyl-ConfMatrixImg-1.png | Bin 0 -> 22378 bytes
 ...3-CMV-MultiOmic-Methyl-ConfMatrixImg-2.png | Bin 0 -> 22407 bytes
 ...3-CMV-MultiOmic-Methyl-ConfMatrixImg-3.png | Bin 0 -> 21510 bytes
 ...3-CMV-MultiOmic-Methyl-ConfMatrixImg-4.png | Bin 0 -> 21695 bytes
 ..._23-CMV-MultiOmic-Methyl-ConfMatrixImg.png | Bin 0 -> 19652 bytes
 ...16_08_23-CMV-MultiOmic-Methyl-Report-1.csv |   3 +
 ...16_08_23-CMV-MultiOmic-Methyl-Report-2.csv |   3 +
 ...16_08_23-CMV-MultiOmic-Methyl-Report-3.csv |   3 +
 ...16_08_23-CMV-MultiOmic-Methyl-Report-4.csv |   3 +
 ...2016_08_23-CMV-MultiOmic-Methyl-Report.csv |   3 +
 ...016_08_23-CMV-MultiOmic-Methyl-Score-1.png | Bin 0 -> 24237 bytes
 ...016_08_23-CMV-MultiOmic-Methyl-Score-2.png | Bin 0 -> 24264 bytes
 ...016_08_23-CMV-MultiOmic-Methyl-Score-3.png | Bin 0 -> 24179 bytes
 ...016_08_23-CMV-MultiOmic-Methyl-Score-4.png | Bin 0 -> 24274 bytes
 .../2016_08_23-CMV-MultiOmic-Methyl-Score.png | Bin 0 -> 24192 bytes
 ...016_08_23-CMV-MultiOmic-Methyl-Stats-1.csv |   8 +
 ...016_08_23-CMV-MultiOmic-Methyl-Stats-2.csv |   8 +
 ...016_08_23-CMV-MultiOmic-Methyl-Stats-3.csv |   8 +
 ...016_08_23-CMV-MultiOmic-Methyl-Stats-4.csv |   8 +
 .../2016_08_23-CMV-MultiOmic-Methyl-Stats.csv |   8 +
 ...8_23-CMV-MultiOmic-MiRNA_-ConfMatrix-1.csv |   4 +
 ...8_23-CMV-MultiOmic-MiRNA_-ConfMatrix-2.csv |   4 +
 ...8_23-CMV-MultiOmic-MiRNA_-ConfMatrix-3.csv |   4 +
 ...8_23-CMV-MultiOmic-MiRNA_-ConfMatrix-4.csv |   4 +
 ...8_23-CMV-MultiOmic-MiRNA_-ConfMatrix-5.csv |   4 +
 ..._08_23-CMV-MultiOmic-MiRNA_-ConfMatrix.csv |   4 +
 ...3-CMV-MultiOmic-MiRNA_-ConfMatrixImg-1.png | Bin 0 -> 20997 bytes
 ...3-CMV-MultiOmic-MiRNA_-ConfMatrixImg-2.png | Bin 0 -> 22073 bytes
 ...3-CMV-MultiOmic-MiRNA_-ConfMatrixImg-3.png | Bin 0 -> 19774 bytes
 ...3-CMV-MultiOmic-MiRNA_-ConfMatrixImg-4.png | Bin 0 -> 22813 bytes
 ...3-CMV-MultiOmic-MiRNA_-ConfMatrixImg-5.png | Bin 0 -> 22560 bytes
 ..._23-CMV-MultiOmic-MiRNA_-ConfMatrixImg.png | Bin 0 -> 22528 bytes
 ...16_08_23-CMV-MultiOmic-MiRNA_-Report-1.csv |   3 +
 ...16_08_23-CMV-MultiOmic-MiRNA_-Report-2.csv |   3 +
 ...16_08_23-CMV-MultiOmic-MiRNA_-Report-3.csv |   3 +
 ...16_08_23-CMV-MultiOmic-MiRNA_-Report-4.csv |   3 +
 ...16_08_23-CMV-MultiOmic-MiRNA_-Report-5.csv |   3 +
 ...2016_08_23-CMV-MultiOmic-MiRNA_-Report.csv |   3 +
 ...016_08_23-CMV-MultiOmic-MiRNA_-Score-1.png | Bin 0 -> 23937 bytes
 ...016_08_23-CMV-MultiOmic-MiRNA_-Score-2.png | Bin 0 -> 23940 bytes
 ...016_08_23-CMV-MultiOmic-MiRNA_-Score-3.png | Bin 0 -> 23940 bytes
 ...016_08_23-CMV-MultiOmic-MiRNA_-Score-4.png | Bin 0 -> 23905 bytes
 ...016_08_23-CMV-MultiOmic-MiRNA_-Score-5.png | Bin 0 -> 23865 bytes
 .../2016_08_23-CMV-MultiOmic-MiRNA_-Score.png | Bin 0 -> 23847 bytes
 ...016_08_23-CMV-MultiOmic-MiRNA_-Stats-1.csv |   8 +
 ...016_08_23-CMV-MultiOmic-MiRNA_-Stats-2.csv |   8 +
 ...016_08_23-CMV-MultiOmic-MiRNA_-Stats-3.csv |   8 +
 ...016_08_23-CMV-MultiOmic-MiRNA_-Stats-4.csv |   8 +
 ...016_08_23-CMV-MultiOmic-MiRNA_-Stats-5.csv |   8 +
 .../2016_08_23-CMV-MultiOmic-MiRNA_-Stats.csv |   8 +
 ...8_23-CMV-MultiOmic-RNASeq-ConfMatrix-1.csv |   4 +
 ...8_23-CMV-MultiOmic-RNASeq-ConfMatrix-2.csv |   4 +
 ...8_23-CMV-MultiOmic-RNASeq-ConfMatrix-3.csv |   4 +
 ...8_23-CMV-MultiOmic-RNASeq-ConfMatrix-4.csv |   4 +
 ..._08_23-CMV-MultiOmic-RNASeq-ConfMatrix.csv |   4 +
 ...3-CMV-MultiOmic-RNASeq-ConfMatrixImg-1.png | Bin 0 -> 20508 bytes
 ...3-CMV-MultiOmic-RNASeq-ConfMatrixImg-2.png | Bin 0 -> 22046 bytes
 ...3-CMV-MultiOmic-RNASeq-ConfMatrixImg-3.png | Bin 0 -> 22182 bytes
 ...3-CMV-MultiOmic-RNASeq-ConfMatrixImg-4.png | Bin 0 -> 21438 bytes
 ..._23-CMV-MultiOmic-RNASeq-ConfMatrixImg.png | Bin 0 -> 21072 bytes
 ...16_08_23-CMV-MultiOmic-RNASeq-Report-1.csv |   3 +
 ...16_08_23-CMV-MultiOmic-RNASeq-Report-2.csv |   3 +
 ...16_08_23-CMV-MultiOmic-RNASeq-Report-3.csv |   3 +
 ...16_08_23-CMV-MultiOmic-RNASeq-Report-4.csv |   3 +
 ...2016_08_23-CMV-MultiOmic-RNASeq-Report.csv |   3 +
 ...016_08_23-CMV-MultiOmic-RNASeq-Score-1.png | Bin 0 -> 24750 bytes
 ...016_08_23-CMV-MultiOmic-RNASeq-Score-2.png | Bin 0 -> 24790 bytes
 ...016_08_23-CMV-MultiOmic-RNASeq-Score-3.png | Bin 0 -> 24799 bytes
 ...016_08_23-CMV-MultiOmic-RNASeq-Score-4.png | Bin 0 -> 24800 bytes
 .../2016_08_23-CMV-MultiOmic-RNASeq-Score.png | Bin 0 -> 24795 bytes
 ...016_08_23-CMV-MultiOmic-RNASeq-Stats-1.csv |   8 +
 ...016_08_23-CMV-MultiOmic-RNASeq-Stats-2.csv |   8 +
 ...016_08_23-CMV-MultiOmic-RNASeq-Stats-3.csv |   8 +
 ...016_08_23-CMV-MultiOmic-RNASeq-Stats-4.csv |   8 +
 .../2016_08_23-CMV-MultiOmic-RNASeq-Stats.csv |   8 +
 Code/Multiview/ExecMultiview.py               |  42 +-
 Code/Multiview/Fusion/Fusion.py               |   8 +-
 Code/Multiview/Fusion/Methods/EarlyFusion.py  |  12 +-
 Code/Multiview/Fusion/Methods/LateFusion.py   |  60 +-
 Code/Multiview/GetMultiviewDb.py              | 131 ++--
 Code/Multiview/Mumbo/Mumbo.py                 |  28 +-
 Code/Multiview/Mumbo/analyzeResults.py        |  16 +-
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |   8 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |   8 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |  11 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |   4 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |  11 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |  12 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |  12 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |  12 +
 ..._RNASEQ_Clinical-ModifiedMultiOmic-LOG.log |  13 +
 ...ultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log |   8 +
 ...ultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log |  11 +
 Code/Multiview/run.py                         |   2 +-
 ...hyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log | 661 ++++++++++++++++++
 ...hyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log |  41 ++
 ...hyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log |   3 +
 ...hyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log |   9 +
 ...hyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log |  11 +
 ...hyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log |  17 +
 132 files changed, 1372 insertions(+), 187 deletions(-)
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-1.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-2.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-3.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-4.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrixImg-1.png
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrixImg-2.png
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrixImg-3.png
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrixImg.png
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-1.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-1.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-1.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-1.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-3.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-5.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-1.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-1.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-2.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-1.csv
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 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-4.csv
 create mode 100644 Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats.csv
 create mode 100644 Code/Multiview/Results/20160823-095233-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
 create mode 100644 Code/Multiview/Results/20160823-095734-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
 create mode 100644 Code/Multiview/Results/20160823-100003-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
 create mode 100644 Code/Multiview/Results/20160823-100209-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
 create mode 100644 Code/Multiview/Results/20160823-100355-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
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 create mode 100644 Code/Multiview/Results/20160823-101021-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
 create mode 100644 Code/Multiview/Results/20160823-101135-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
 create mode 100644 Code/Multiview/Results/20160823-101459-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log
 create mode 100644 Code/Multiview/Results/20160823-101527-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log
 create mode 100644 Code/Results/20160823-105758-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
 create mode 100644 Code/Results/20160823-110509-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
 create mode 100644 Code/Results/20160823-110659-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
 create mode 100644 Code/Results/20160823-110859-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
 create mode 100644 Code/Results/20160823-111036-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
 create mode 100644 Code/Results/20160823-111124-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log

diff --git a/Code/ExecClassif.py b/Code/ExecClassif.py
index 64b6dde4..dab41d2a 100644
--- a/Code/ExecClassif.py
+++ b/Code/ExecClassif.py
@@ -3,6 +3,7 @@ import pkgutil
 import Multiview
 from Multiview.ExecMultiview import ExecMultiview
 from Monoview.ExecClassifMonoView import ExecMonoview
+import Multiview.GetMultiviewDb as DB
 import Monoview
 import os
 import time
@@ -130,6 +131,14 @@ logging.basicConfig(format='%(asctime)s %(levelname)s: %(message)s', filename=lo
 if args.log:
     logging.getLogger().addHandler(logging.StreamHandler())
 
+getDatabase = getattr(DB, "get" + args.name + "DB" + args.type[1:])
+DATASET, LABELS_DICTIONARY = getDatabase(args.views, args.pathF, args.name, len(args.CL_classes), args.CL_classes)
+datasetLength = DATASET.get("Metadata").attrs["datasetLength"]
+NB_VIEW = DATASET.get("Metadata").attrs["nbView"]
+views = [str(DATASET.get("View"+str(viewIndex)).attrs["name"]) for viewIndex in range(NB_VIEW)]
+NB_CLASS = DATASET.get("Metadata").attrs["nbClass"]
+
+
 logging.info("Begginging")
 benchmark = {}
 if args.CL_type.split(":")==["Benchmark"]:
@@ -184,28 +193,30 @@ KNNKWARGS = {"classifier__n_neighbors": map(float,args.CL_KNN_neigh.split(":"))}
 
 
 argumentDictionaries = {"Monoview":{}, "Multiview":[]}
-if benchmark["Monoview"]:
-    for view in args.views.split(":"):
-        argumentDictionaries["Monoview"][str(view)] = []
-        for classifier in benchmark["Monoview"]:
-            arguments = {classifier+"KWARGS": globals()[classifier+"KWARGS"], "feat":view, "fileFeat": args.fileFeat,
-                         "fileCL": args.fileCL, "fileCLD": args.fileCLD, "CL_type": classifier,
-                         classifier+"KWARGS": globals()[classifier+"KWARGS"]}
-            argumentDictionaries["Monoview"][str(view)].append(arguments)
-
-bestClassifiers = []
-bestClassifiersConfigs = []
-for viewArguments in argumentDictionaries["Monoview"].values():
-    resultsMonoview = Parallel(n_jobs=nbCores)(
-        delayed(ExecMonoview)(args.name, args.CL_split, args.CL_nbFolds, 1, args.type, args.pathF, gridSearch=True,
-                              **arguments)
-        for arguments in viewArguments)
-    accuracies = [result[1] for result in resultsMonoview]
-    classifiersNames = [result[0] for result in resultsMonoview]
-    classifiersConfigs = [result[2] for result in resultsMonoview]
-    bestClassifiers.append(classifiersNames[np.argmax(np.array(accuracies))])
-    bestClassifiersConfigs.append(classifiersConfigs[np.argmax(np.array(accuracies))])
-
+# if benchmark["Monoview"]:
+#     for view in args.views.split(":"):
+#         argumentDictionaries["Monoview"][str(view)] = []
+#         for classifier in benchmark["Monoview"]:
+#             arguments = {classifier+"KWARGS": globals()[classifier+"KWARGS"], "feat":view, "fileFeat": args.fileFeat,
+#                          "fileCL": args.fileCL, "fileCLD": args.fileCLD, "CL_type": classifier,
+#                          classifier+"KWARGS": globals()[classifier+"KWARGS"]}
+#             argumentDictionaries["Monoview"][str(view)].append(arguments)
+#
+# bestClassifiers = []
+# bestClassifiersConfigs = []
+# for viewIndex, viewArguments in enumerate(argumentDictionaries["Monoview"].values()):
+#     resultsMonoview = Parallel(n_jobs=nbCores)(
+#         delayed(ExecMonoview)(DATASET.get("View"+str(viewIndex)).value, DATASET.get("labels").value, args.name,
+#                               args.CL_split, args.CL_nbFolds, 1, args.type, args.pathF, gridSearch=True,
+#                               **arguments)
+#         for arguments in viewArguments)
+#     accuracies = [result[1] for result in resultsMonoview]
+#     classifiersNames = [result[0] for result in resultsMonoview]
+#     classifiersConfigs = [result[2] for result in resultsMonoview]
+#     bestClassifiers.append(classifiersNames[np.argmax(np.array(accuracies))])
+#     bestClassifiersConfigs.append(classifiersConfigs[np.argmax(np.array(accuracies))])
+bestClassifiers = ["DecisionTree", "DecisionTree", "DecisionTree", "DecisionTree"]
+bestClassifiersConfigs = [["1"],["1"],["1"],["1"]]
 if benchmark["Multiview"]:
     if benchmark["Multiview"]["Fusion"]:
         if benchmark["Multiview"]["Fusion"]["Methods"]["LateFusion"] and benchmark["Multiview"]["Fusion"]["Classifiers"]:
@@ -249,8 +260,8 @@ if benchmark["Multiview"]:
             argumentDictionaries["Multiview"].append(arguments)
 
 resultsMultiview = Parallel(n_jobs=nbCores)(
-    delayed(ExecMultiview)(args.name, args.CL_split, args.CL_nbFolds, 1, args.type, args.pathF, gridSearch=True,
-                          **arguments)
+    delayed(ExecMultiview)(DATASET, args.name, args.CL_split, args.CL_nbFolds, 1, args.type, args.pathF,
+                           LABELS_DICTIONARY, gridSearch=True, **arguments)
     for arguments in argumentDictionaries["Multiview"])
 
 # for classifierType, argumentsList in argumentDictionaries.iteritems():
diff --git a/Code/Monoview/ExecClassifMonoView.py b/Code/Monoview/ExecClassifMonoView.py
index c7ff0f79..04a271e7 100644
--- a/Code/Monoview/ExecClassifMonoView.py
+++ b/Code/Monoview/ExecClassifMonoView.py
@@ -30,7 +30,7 @@ __date__	= 2016-03-25
 ### Argument Parser
 
 
-def ExecMonoview(name, learningRate, nbFolds, nbCores, databaseType, path, gridSearch=True, **kwargs):
+def ExecMonoview(X, Y, name, learningRate, nbFolds, nbCores, databaseType, path, gridSearch=True, **kwargs):
     t_start = time.time()
     directory = os.path.dirname(os.path.abspath(__file__)) + "/Results-ClassMonoView/"
     feat = kwargs["feat"]
@@ -44,20 +44,6 @@ def ExecMonoview(name, learningRate, nbFolds, nbCores, databaseType, path, gridS
     logging.debug("### Main Programm for Classification MonoView")
     logging.debug("### Classification - Database:" + str(name) + " Feature:" + str(feat) + " train_size:" + str(learningRate) + ", CrossValidation k-folds:" + str(nbFolds) + ", cores:" + str(nbCores)+", algorithm : "+CL_type)
 
-    # Read the features
-    logging.debug("Start:\t Read " + databaseType + " Files")
-
-    if databaseType == ".csv":
-        X = np.genfromtxt(path + fileFeat, delimiter=';')
-        Y = np.genfromtxt(path + fileCL, delimiter=';')
-    elif databaseType == ".hdf5":
-        dataset = h5py.File(path + name + ".hdf5", "r")
-        viewsDict = dict((dataset.get("/View"+str(viewIndex)+"/name").value, viewIndex) for viewIndex in range(dataset.get("nbView").value))
-        X = dataset["View"+str(viewsDict[feat])+"/matrix"][...]
-        Y = dataset["Labels/labelsArray"][...]
-
-    logging.debug("Info:\t Shape of Feature:" + str(X.shape) + ", Length of classLabels vector:" + str(Y.shape))
-    logging.debug("Done:\t Read CSV Files")
 
     # Calculate Train/Test data
     logging.debug("Start:\t Determine Train/Test split")
@@ -204,7 +190,23 @@ if __name__=='__main__':
     if(args.log):
         logging.getLogger().addHandler(logging.StreamHandler())
 
+
+    # Read the features
+    logging.debug("Start:\t Read " + args.type + " Files")
+
+    if args.databaseType == ".csv":
+        X = np.genfromtxt(args.pathF + args.fileFeat, delimiter=';')
+        Y = np.genfromtxt(args.pathF + args.fileCL, delimiter=';')
+    elif args.type == ".hdf5":
+        dataset = h5py.File(args.pathF + args.name + ".hdf5", "r")
+        viewsDict = dict((dataset.get("View"+str(viewIndex)).attrs["name"], viewIndex) for viewIndex in range(dataset.get("Metadata").attrs["nbView"]))
+        X = dataset["View"+str(viewsDict[args.feat])][...]
+        Y = dataset["labels"][...]
+
+    logging.debug("Info:\t Shape of Feature:" + str(X.shape) + ", Length of classLabels vector:" + str(Y.shape))
+    logging.debug("Done:\t Read CSV Files")
+
     arguments = {"RandomForestKWARGS": RandomForestKWARGS, "SVCKWARGS": SVCKWARGS,
                  "DecisionTreeKWARGS": DecisionTreeKWARGS, "SGDKWARGS": SGDKWARGS, "feat":args.feat,
                  "fileFeat": args.fileFeat, "fileCL": args.fileCL, "fileCLD": args.fileCLD, "CL_type": args.CL_type}
-    ExecMonoview(args.name, args.CL_split, args.CL_CV, args.CL_Cores, args.type, args.pathF, **arguments)
+    ExecMonoview(X, Y, args.name, args.CL_split, args.CL_CV, args.CL_Cores, args.type, args.pathF, **arguments)
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-1.csv
new file mode 100644
index 00000000..3131e2bd
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-1.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.478260869565;0.0416666666667;0.328571428571
+Oui;0.239130434783;0.0416666666667;0.171428571429
+All;0.717391304348;0.0833333333333;0.5
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-2.csv
new file mode 100644
index 00000000..fb1b91d8
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-2.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.5;;0.314285714286
+Oui;0.295454545455;;0.185714285714
+All;0.795454545455;;0.5
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-3.csv
new file mode 100644
index 00000000..c37d7e48
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-3.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.5;;0.342857142857
+Oui;0.229166666667;;0.157142857143
+All;0.729166666667;;0.5
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-4.csv
new file mode 100644
index 00000000..34b9ef9b
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix-4.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.346153846154;0.444444444444;0.371428571429
+Oui;0.0769230769231;0.277777777778;0.128571428571
+All;0.423076923077;0.722222222222;0.5
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix.csv
new file mode 100644
index 00000000..5b1479a8
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrix.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.326923076923;0.5;0.371428571429
+Oui;0.115384615385;0.166666666667;0.128571428571
+All;0.442307692308;0.666666666667;0.5
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrixImg-1.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-ConfMatrixImg-1.png
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-1.csv
new file mode 100644
index 00000000..95e361c4
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-1.csv
@@ -0,0 +1,3 @@
+;Precision;Recall;F1;Support
+Non;0.666666666667;0.95652173913;0.785714285714;23.0
+Oui;0.5;0.0833333333333;0.142857142857;12.0
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-2.csv
new file mode 100644
index 00000000..f218eca7
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-2.csv
@@ -0,0 +1,3 @@
+;Precision;Recall;F1;Support
+Non;0.628571428571;1.0;0.771929824561;22.0
+Oui;0.0;0.0;0.0;13.0
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-3.csv
new file mode 100644
index 00000000..45417716
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-3.csv
@@ -0,0 +1,3 @@
+;Precision;Recall;F1;Support
+Non;0.685714285714;1.0;0.813559322034;24.0
+Oui;0.0;0.0;0.0;11.0
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-4.csv
new file mode 100644
index 00000000..5e445823
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report-4.csv
@@ -0,0 +1,3 @@
+;Precision;Recall;F1;Support
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report.csv
new file mode 100644
index 00000000..7ae1fa91
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Report.csv
@@ -0,0 +1,3 @@
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Score-1.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Score-1.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-1.csv
new file mode 100644
index 00000000..5e8d3d23
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-1.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.657142857143
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.4642857142857142
+5;Mean of F1-Score of top 20 classes by F1-Score;0.4642857142857142
+6;Mean of F1-Score of top 30 classes by F1-Score;0.4642857142857142
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-2.csv
new file mode 100644
index 00000000..81949418
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-2.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.628571428571
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.5
+4;Mean of F1-Score of top 10 classes by F1-Score;0.38596491228070173
+5;Mean of F1-Score of top 20 classes by F1-Score;0.38596491228070173
+6;Mean of F1-Score of top 30 classes by F1-Score;0.38596491228070173
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-3.csv
new file mode 100644
index 00000000..fb3b57b1
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-3.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.685714285714
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.5
+4;Mean of F1-Score of top 10 classes by F1-Score;0.4067796610169492
+5;Mean of F1-Score of top 20 classes by F1-Score;0.4067796610169492
+6;Mean of F1-Score of top 30 classes by F1-Score;0.4067796610169492
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-4.csv
new file mode 100644
index 00000000..cfc8c4a8
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats-4.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.657142857143
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.6022727272727273
+5;Mean of F1-Score of top 20 classes by F1-Score;0.6022727272727273
+6;Mean of F1-Score of top 30 classes by F1-Score;0.6022727272727273
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats.csv
new file mode 100644
index 00000000..313fe8a1
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Clinic-Stats.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.571428571429
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.4897959183673469
+5;Mean of F1-Score of top 20 classes by F1-Score;0.4897959183673469
+6;Mean of F1-Score of top 30 classes by F1-Score;0.4897959183673469
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-1.csv
new file mode 100644
index 00000000..1fa13645
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-1.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-2.csv
new file mode 100644
index 00000000..5a3f315d
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-2.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.5;0.0;0.371428571429
+Oui;0.0576923076923;0.333333333333;0.128571428571
+All;0.557692307692;0.333333333333;0.5
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-3.csv
new file mode 100644
index 00000000..a1ebf059
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-3.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.5;;0.385714285714
+Oui;0.148148148148;;0.114285714286
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-4.csv
new file mode 100644
index 00000000..fafad446
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix-4.csv
@@ -0,0 +1,4 @@
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix.csv
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index 00000000..fb1b91d8
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrix.csv
@@ -0,0 +1,4 @@
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+Non;0.5;;0.314285714286
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrixImg.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-ConfMatrixImg.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-1.csv
new file mode 100644
index 00000000..8a160c6b
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-1.csv
@@ -0,0 +1,3 @@
+;Precision;Recall;F1;Support
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-2.csv
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-3.csv
new file mode 100644
index 00000000..24b0ae77
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report-4.csv
new file mode 100644
index 00000000..2bb3846a
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Report.csv
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Score-2.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Score-2.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Score-4.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Score-4.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Score.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Score.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-1.csv
new file mode 100644
index 00000000..60369ed1
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-1.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.828571428571
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.5
+4;Mean of F1-Score of top 10 classes by F1-Score;0.453125
+5;Mean of F1-Score of top 20 classes by F1-Score;0.453125
+6;Mean of F1-Score of top 30 classes by F1-Score;0.453125
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-2.csv
new file mode 100644
index 00000000..bb4e312c
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-2.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.914285714286
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.8727272727272728
+5;Mean of F1-Score of top 20 classes by F1-Score;0.8727272727272728
+6;Mean of F1-Score of top 30 classes by F1-Score;0.8727272727272728
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-3.csv
new file mode 100644
index 00000000..69922632
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-3.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.771428571429
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.5
+4;Mean of F1-Score of top 10 classes by F1-Score;0.435483870967742
+5;Mean of F1-Score of top 20 classes by F1-Score;0.435483870967742
+6;Mean of F1-Score of top 30 classes by F1-Score;0.435483870967742
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-4.csv
new file mode 100644
index 00000000..a73beda4
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats-4.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.771428571429
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.7348484848484849
+5;Mean of F1-Score of top 20 classes by F1-Score;0.7348484848484849
+6;Mean of F1-Score of top 30 classes by F1-Score;0.7348484848484849
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats.csv
new file mode 100644
index 00000000..81949418
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-Methyl-Stats.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.628571428571
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.5
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+5;Mean of F1-Score of top 20 classes by F1-Score;0.38596491228070173
+6;Mean of F1-Score of top 30 classes by F1-Score;0.38596491228070173
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-1.csv
new file mode 100644
index 00000000..55ae5b07
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-1.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-2.csv
new file mode 100644
index 00000000..8b48b232
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-2.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
+Non;0.462962962963;0.125;0.385714285714
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-3.csv
new file mode 100644
index 00000000..77d08124
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-3.csv
@@ -0,0 +1,4 @@
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+Non;0.425925925926;0.25;0.385714285714
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-4.csv
new file mode 100644
index 00000000..5861a0b8
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-4.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-5.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-5.csv
new file mode 100644
index 00000000..30324a47
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix-5.csv
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+;Non;Oui;All
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrix.csv
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrixImg-4.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrixImg-4.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrixImg.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-ConfMatrixImg.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-1.csv
new file mode 100644
index 00000000..2a5a7fca
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-1.csv
@@ -0,0 +1,3 @@
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-2.csv
new file mode 100644
index 00000000..e3450ed3
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-2.csv
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-3.csv
new file mode 100644
index 00000000..5ecc852b
--- /dev/null
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-4.csv
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-5.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Report-5.csv
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score-2.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score-2.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score-3.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score-3.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score-5.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score-5.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Score.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-1.csv
new file mode 100644
index 00000000..133d2853
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-1.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.857142857143
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.7878787878787878
+5;Mean of F1-Score of top 20 classes by F1-Score;0.7878787878787878
+6;Mean of F1-Score of top 30 classes by F1-Score;0.7878787878787878
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-2.csv
new file mode 100644
index 00000000..d244a3d6
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-2.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.885714285714
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.837962962962963
+5;Mean of F1-Score of top 20 classes by F1-Score;0.837962962962963
+6;Mean of F1-Score of top 30 classes by F1-Score;0.837962962962963
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-3.csv
new file mode 100644
index 00000000..e0555824
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-3.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.828571428571
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.7756410256410255
+5;Mean of F1-Score of top 20 classes by F1-Score;0.7756410256410255
+6;Mean of F1-Score of top 30 classes by F1-Score;0.7756410256410255
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-4.csv
new file mode 100644
index 00000000..b5cccc7b
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-4.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.857142857143
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.7638326585695008
+5;Mean of F1-Score of top 20 classes by F1-Score;0.7638326585695008
+6;Mean of F1-Score of top 30 classes by F1-Score;0.7638326585695008
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-5.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-5.csv
new file mode 100644
index 00000000..be7df7ca
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats-5.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.885714285714
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.8674242424242424
+5;Mean of F1-Score of top 20 classes by F1-Score;0.8674242424242424
+6;Mean of F1-Score of top 30 classes by F1-Score;0.8674242424242424
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats.csv
new file mode 100644
index 00000000..bf630270
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-MiRNA_-Stats.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.857142857143
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
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+5;Mean of F1-Score of top 20 classes by F1-Score;0.8444444444444446
+6;Mean of F1-Score of top 30 classes by F1-Score;0.8444444444444446
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-1.csv
new file mode 100644
index 00000000..ea73b222
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-1.csv
@@ -0,0 +1,4 @@
+;Non;Oui;All
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-2.csv
new file mode 100644
index 00000000..95c8b693
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-2.csv
@@ -0,0 +1,4 @@
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-3.csv
new file mode 100644
index 00000000..b4e87628
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-3.csv
@@ -0,0 +1,4 @@
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-4.csv
new file mode 100644
index 00000000..4fd07f73
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix-4.csv
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-ConfMatrix.csv
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-1.csv
new file mode 100644
index 00000000..010d9917
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-1.csv
@@ -0,0 +1,3 @@
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-2.csv
new file mode 100644
index 00000000..907547b5
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-2.csv
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-3.csv
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report-4.csv
new file mode 100644
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Report.csv
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Score-3.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Score-3.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Score-4.png b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Score-4.png
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diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-1.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-1.csv
new file mode 100644
index 00000000..94937fae
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-1.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.8
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.6224961479198767
+5;Mean of F1-Score of top 20 classes by F1-Score;0.6224961479198767
+6;Mean of F1-Score of top 30 classes by F1-Score;0.6224961479198767
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-2.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-2.csv
new file mode 100644
index 00000000..be7df7ca
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-2.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.885714285714
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.8674242424242424
+5;Mean of F1-Score of top 20 classes by F1-Score;0.8674242424242424
+6;Mean of F1-Score of top 30 classes by F1-Score;0.8674242424242424
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-3.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-3.csv
new file mode 100644
index 00000000..4d47e5bf
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-3.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.8
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.7619047619047619
+5;Mean of F1-Score of top 20 classes by F1-Score;0.7619047619047619
+6;Mean of F1-Score of top 30 classes by F1-Score;0.7619047619047619
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-4.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-4.csv
new file mode 100644
index 00000000..2d60df03
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats-4.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.857142857143
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.8057713651498335
+5;Mean of F1-Score of top 20 classes by F1-Score;0.8057713651498335
+6;Mean of F1-Score of top 30 classes by F1-Score;0.8057713651498335
diff --git a/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats.csv b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats.csv
new file mode 100644
index 00000000..e0555824
--- /dev/null
+++ b/Code/Monoview/Results-ClassMonoView/2016_08_23-CMV-MultiOmic-RNASeq-Stats.csv
@@ -0,0 +1,8 @@
+;Statistic;Values
+0;Accuracy score on test;0.828571428571
+1;Top 10 classes by F1-Score;['Non', 'Oui']
+2;Worst 10 classes by F1-Score;['Oui', 'Non']
+3;Ratio of classes with F1-Score==0 of all classes;0.0
+4;Mean of F1-Score of top 10 classes by F1-Score;0.7756410256410255
+5;Mean of F1-Score of top 20 classes by F1-Score;0.7756410256410255
+6;Mean of F1-Score of top 30 classes by F1-Score;0.7756410256410255
diff --git a/Code/Multiview/ExecMultiview.py b/Code/Multiview/ExecMultiview.py
index aef7169e..ebc61a5b 100644
--- a/Code/Multiview/ExecMultiview.py
+++ b/Code/Multiview/ExecMultiview.py
@@ -15,12 +15,16 @@ import logging
 import time
 
 
-def ExecMultiview(name, learningRate, nbFolds, nbCores, databaseType, path, gridSearch=False, **kwargs):
+def ExecMultiview(DATASET, name, learningRate, nbFolds, nbCores, databaseType, path, LABELS_DICTIONARY, gridSearch=False, **kwargs):
+
+    datasetLength = DATASET.get("Metadata").attrs["datasetLength"]
+    NB_VIEW = DATASET.get("Metadata").attrs["nbView"]
+    views = [str(DATASET.get("View"+str(viewIndex)).attrs["name"]) for viewIndex in range(NB_VIEW)]
+    NB_CLASS = DATASET.get("Metadata").attrs["nbClass"]
 
     CL_type = kwargs["CL_type"]
     views = kwargs["views"]
     NB_VIEW = kwargs["NB_VIEW"]
-    NB_CLASS = kwargs["NB_CLASS"]
     LABELS_NAMES = kwargs["LABELS_NAMES"]
     MumboKWARGS = kwargs["MumboKWARGS"]
     FusionKWARGS = kwargs["FusionKWARGS"]
@@ -30,23 +34,9 @@ def ExecMultiview(name, learningRate, nbFolds, nbCores, databaseType, path, grid
     logging.info("### Classification - Database : " + str(name) + " ; Views : " + ", ".join(views) +
                  " ; Algorithm : " + CL_type + " ; Cores : " + str(nbCores))
 
-
-
-    logging.info("Start:\t Read " + str.upper(databaseType[1:]) + " Database Files for " + name)
-
-    getDatabase = getattr(DB, "get" + name + "DB" + databaseType[1:])
-    DATASET, LABELS_DICTIONARY = getDatabase(views, path, name, NB_CLASS, LABELS_NAMES)
-    datasetLength = DATASET["/datasetLength"][...]
-    NB_VIEW = DATASET.get("nbView").value
-    views = [str(DATASET["/View"+str(viewIndex)+"/name"][...]) for viewIndex in range(NB_VIEW)]
-    NB_CLASS = DATASET.get("nbClass").value
-
-    logging.info("Info:\t Labels used: " + ", ".join(LABELS_DICTIONARY.values()))
-    logging.info("Info:\t Length of dataset:" + str(datasetLength))
-
     for viewIndex in range(NB_VIEW):
-        logging.info("Info:\t Shape of " + str(DATASET["/View"+str(viewIndex)+"/name"][...]) + " :" + str(
-                DATASET["View" + str(viewIndex) + "/shape"][...]))
+        logging.info("Info:\t Shape of " + str(DATASET.get("View"+str(viewIndex)).attrs["name"]) + " :" + str(
+            DATASET.get("View"+str(viewIndex)).shape))
     logging.info("Done:\t Read Database Files")
 
 
@@ -58,7 +48,7 @@ def ExecMultiview(name, learningRate, nbFolds, nbCores, databaseType, path, grid
 
     logging.info("Start:\t Determine "+str(nbFolds)+" folds")
     if nbFolds != 1:
-        kFolds = DB.getKFoldIndices(nbFolds, DATASET["/Labels/labelsArray"][...], NB_CLASS, learningIndices)
+        kFolds = DB.getKFoldIndices(nbFolds, DATASET.get("labels")[...], NB_CLASS, learningIndices)
     else:
         kFolds = [[], range(datasetLength)]
 
@@ -99,7 +89,7 @@ def ExecMultiview(name, learningRate, nbFolds, nbCores, databaseType, path, grid
             logging.info("\tStart:\t Fold number " + str(foldIdx + 1))
             trainIndices = [index for index in range(datasetLength) if index not in fold]
             DATASET_LENGTH = len(trainIndices)
-            classifier = classifierClass(NB_VIEW, DATASET_LENGTH, DATASET.get("/Labels/labelsArray").value, NB_CORES=nbCores, **initKWARGS)
+            classifier = classifierClass(NB_VIEW, DATASET_LENGTH, DATASET.get("labels").value, NB_CORES=nbCores, **initKWARGS)
 
             classifier.fit_hdf5(DATASET, trainIndices=trainIndices)
             kFoldClassifier.append(classifier)
@@ -255,7 +245,17 @@ if __name__=='__main__':
                  "LABELS_NAMES": args.CL_classes.split(":"),
                  "FusionKWARGS": FusionKWARGS,
                  "MumboKWARGS": MumboKWARGS}
-    ExecMultiview(args.name, args.CL_split, args.CL_nbFolds, args.CL_cores, args.type, args.pathF, gridSearch=True, **arguments)
+
+    logging.info("Start:\t Read " + str.upper(args.type[1:]) + " Database Files for " + args.name)
+
+    getDatabase = getattr(DB, "get" + args.name + "DB" + args.type[1:])
+    DATASET, LABELS_DICTIONARY = getDatabase(views, args.pathF, args.name, NB_CLASS, LABELS_NAMES)
+
+    logging.info("Info:\t Labels used: " + ", ".join(LABELS_DICTIONARY.values()))
+    logging.info("Info:\t Length of dataset:" + str(DATASET.get("Metadata").attrs["datasetlength"]))
+
+    ExecMultiview(DATASET, args.name, args.CL_split, args.CL_nbFolds, args.CL_cores, args.type, args.pathF,
+                  LABELS_DICTIONARY, gridSearch=True, **arguments)
 
 
 
diff --git a/Code/Multiview/Fusion/Fusion.py b/Code/Multiview/Fusion/Fusion.py
index 80e4fa2f..d9b53ec8 100644
--- a/Code/Multiview/Fusion/Fusion.py
+++ b/Code/Multiview/Fusion/Fusion.py
@@ -1,14 +1,16 @@
 from Methods import *
 
+
 def gridSearch_hdf5(DATASET, classifiersNames):
     bestSettings = []
     for classifierIndex, classifierName in enumerate(classifiersNames):
         classifierModule = globals()[classifierName]  # Permet d'appeler une fonction avec une string
         classifierMethod = getattr(classifierModule, "gridSearch")
-        bestSettings.append(classifierMethod(DATASET["/View"+str(classifierIndex)+"/matrix"][...],
-                                             DATASET["/Labels/labelsArray"][...]))
+        bestSettings.append(classifierMethod(DATASET.get("View"+str(classifierIndex))[...],
+                                             DATASET.get("labels")[...]))
     return bestSettings
 
+
 class Fusion:
     def __init__(self, NB_VIEW, DATASET_LENGTH, CLASS_LABELS, NB_CORES=1,**kwargs):
         fusionType = kwargs['fusionType']
@@ -32,7 +34,7 @@ class Fusion:
 
     def predict_hdf5(self, DATASET, usedIndices=None):
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if usedIndices:
             predictedLabels = self.classifier.predict_hdf5(DATASET, usedIndices=usedIndices)
         else:
diff --git a/Code/Multiview/Fusion/Methods/EarlyFusion.py b/Code/Multiview/Fusion/Methods/EarlyFusion.py
index 7cc9e305..761d1b4c 100644
--- a/Code/Multiview/Fusion/Methods/EarlyFusion.py
+++ b/Code/Multiview/Fusion/Methods/EarlyFusion.py
@@ -16,13 +16,13 @@ class EarlyFusionClassifier(object):
 
     def makeMonoviewData_hdf5(self, DATASET, weights=None, usedIndices=None):
         if not usedIndices:
-            uesdIndices = range(DATASET.get("datasetLength").value)
-        NB_VIEW = DATASET.get("nbView").value
+            uesdIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
+        NB_VIEW = DATASET.get("Metadata").attrs["nbView"]
         if type(weights)=="NoneType":
             weights = np.array([1/NB_VIEW for i in range(NB_VIEW)])
         if sum(weights)!=1:
             weights = weights/sum(weights)
-        self.monoviewData = np.concatenate([weights[viewIndex]*DATASET["/View"+str(viewIndex)+"/matrix"][usedIndices, :]
+        self.monoviewData = np.concatenate([weights[viewIndex]*DATASET.get("View"+str(viewIndex))[usedIndices, :]
                                                          for viewIndex in np.arange(NB_VIEW)], axis=1)
 
 
@@ -35,17 +35,17 @@ class WeightedLinear(EarlyFusionClassifier):
 
     def fit_hdf5(self, DATASET, trainIndices=None):
         if not trainIndices:
-            trainIndices = range(DATASET.get("datasetLength").value)
+            trainIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         self.makeMonoviewData_hdf5(DATASET, weights=self.weights, usedIndices=trainIndices)
         monoviewClassifierModule = getattr(MonoviewClassifiers, self.monoviewClassifierName)
-        self.monoviewClassifier = monoviewClassifierModule.fit(self.monoviewData, DATASET["/Labels/labelsArray"][trainIndices],
+        self.monoviewClassifier = monoviewClassifierModule.fit(self.monoviewData, DATASET.get("labels")[trainIndices],
                                                                NB_CORES=self.nbCores,
                                                                **dict((str(configIndex),config) for configIndex,config in
                                                                       enumerate(self.monoviewClassifiersConfig)))
 
     def predict_hdf5(self, DATASET, usedIndices=None):
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if usedIndices:
             self.makeMonoviewData_hdf5(DATASET, weights=self.weights, usedIndices=usedIndices)
             predictedLabels = self.monoviewClassifier.predict(self.monoviewData)
diff --git a/Code/Multiview/Fusion/Methods/LateFusion.py b/Code/Multiview/Fusion/Methods/LateFusion.py
index 5b01eb72..962f51b0 100644
--- a/Code/Multiview/Fusion/Methods/LateFusion.py
+++ b/Code/Multiview/Fusion/Methods/LateFusion.py
@@ -33,12 +33,12 @@ class LateFusionClassifier(object):
 
     def fit_hdf5(self, DATASET, trainIndices=None):
         if trainIndices == None:
-            trainIndices = range(DATASET.get("datasetLength").value)
-        nbView = DATASET.get("nbView").value
+            trainIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
+        nbView = DATASET.get("Metadata").attrs["nbView"]
         self.monoviewClassifiers = Parallel(n_jobs=self.nbCores)(
             delayed(fifMonoviewClassifier)(self.monoviewClassifiersNames[viewIndex],
-                                              DATASET["/View"+str(viewIndex)+"/matrix"][trainIndices, :],
-                                              DATASET["/Labels/labelsArray"][trainIndices],
+                                              DATASET.get("View"+str(viewIndex))[trainIndices, :],
+                                              DATASET.get("labels")[trainIndices],
                                               self.monoviewClassifiersConfigs[viewIndex])
             for viewIndex in range(nbView))
 
@@ -53,13 +53,13 @@ class WeightedLinear(LateFusionClassifier):
         # Normalize weights ?
         # weights = weights/float(max(weights))
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if usedIndices:
             predictedLabels = []
-            viewScores = np.zeros((DATASET.get("nbView").value, len(usedIndices), DATASET.get("nbClass").value))
-            for viewIndex in range(DATASET.get("nbView").value):
+            viewScores = np.zeros((DATASET.get("Metadata").attrs["nbView"], len(usedIndices), DATASET.get("Metadata").attrs["nbClass"]))
+            for viewIndex in range(DATASET.get("Metadata").attrs["nbView"]):
                 viewScores[viewIndex] = self.monoviewClassifiers[viewIndex].predict_proba(
-                    DATASET["/View" + str(viewIndex) + "/matrix"][usedIndices])
+                    DATASET.get("View" + str(viewIndex))[usedIndices])
             for currentIndex, usedIndex in enumerate(usedIndices):
                 predictedLabel = np.argmax(np.array(
                     [max(viewScore) * weight for viewScore, weight in zip(viewScores[:, currentIndex], self.weights)],
@@ -92,13 +92,13 @@ class SVMForLinear(LateFusionClassifier):
 
     def fit_hdf5(self, DATASET, trainIndices=None):
         if trainIndices == None:
-            trainIndices = range(DATASET.get("datasetLength").value)
-        nbViews = DATASET.get("nbView").value
+            trainIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
+        nbViews = DATASET.get("Metadata").attrs["nbView"]
         for viewIndex in range(nbViews):
             monoviewClassifier = getattr(MonoviewClassifiers, self.monoviewClassifiersNames[viewIndex])
             self.monoviewClassifiers.append(
-                monoviewClassifier.fit(DATASET["/View" + str(viewIndex) + "/matrix"][trainIndices],
-                                       DATASET["/Labels/labelsArray"][trainIndices],
+                monoviewClassifier.fit(DATASET.get("View" + str(viewIndex))[trainIndices],
+                                       DATASET.get("labels")[trainIndices],
                                        NB_CORES=self.nbCores,
                                        **dict((str(configIndex), config) for configIndex, config in
                                               enumerate(self.monoviewClassifiersConfigs[viewIndex]
@@ -109,13 +109,13 @@ class SVMForLinear(LateFusionClassifier):
         # Normalize weights ?
         # weights = weights/float(max(weights))
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if usedIndices:
-            monoviewDecisions = np.zeros((len(usedIndices), DATASET.get("nbView").value), dtype=int)
-            for viewIndex in range(DATASET.get("nbView").value):
+            monoviewDecisions = np.zeros((len(usedIndices), DATASET.get("Metadata").attrs["nbView"]), dtype=int)
+            for viewIndex in range(DATASET.get("Metadata").attrs["nbView"]):
                 monoviewClassifier = getattr(MonoviewClassifiers, self.monoviewClassifiersNames[viewIndex])
                 monoviewDecisions[:, viewIndex] = self.monoviewClassifiers[viewIndex].predict(
-                    DATASET["/View" + str(viewIndex) + "/matrix"][usedIndices])
+                    DATASET.get("View" + str(viewIndex))[usedIndices])
             predictedLabels = self.SVMClassifier.predict(monoviewDecisions)
         else:
             predictedLabels = []
@@ -123,12 +123,12 @@ class SVMForLinear(LateFusionClassifier):
 
     def SVMForLinearFusionFit(self, DATASET, usedIndices=None):
         self.SVMClassifier = OneVsOneClassifier(SVC())
-        monoViewDecisions = np.zeros((len(usedIndices), DATASET.get("nbView").value), dtype=int)
-        for viewIndex in range(DATASET.get("nbView").value):
+        monoViewDecisions = np.zeros((len(usedIndices), DATASET.get("Metadata").attrs["nbView"]), dtype=int)
+        for viewIndex in range(DATASET.get("Metadata").attrs["nbView"]):
             monoViewDecisions[:, viewIndex] = self.monoviewClassifiers[viewIndex].predict(
-                DATASET["/View" + str(viewIndex) + "/matrix"][usedIndices])
+                DATASET.get("View" + str(viewIndex))[usedIndices])
 
-        self.SVMClassifier.fit(monoViewDecisions, DATASET["/Labels/labelsArray"][usedIndices])
+        self.SVMClassifier.fit(monoViewDecisions, DATASET.get("labels")[usedIndices])
 
     def getConfig(self, fusionMethodConfig, monoviewClassifiersNames,monoviewClassifiersConfigs):
         configString = "with SVM for linear \n\t-With monoview classifiers : "
@@ -148,20 +148,20 @@ class MajorityVoting(LateFusionClassifier):
 
     def predict_hdf5(self, DATASET, usedIndices=None):
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if usedIndices:
             datasetLength = len(usedIndices)
-            votes = np.zeros((datasetLength, DATASET.get("nbClass").value), dtype=int)
-            monoViewDecisions = np.zeros((len(usedIndices), DATASET.get("nbView").value), dtype=int)
-            for viewIndex in range(DATASET.get("nbView").value):
+            votes = np.zeros((datasetLength, DATASET.get("Metadata").attrs["nbClass"]), dtype=int)
+            monoViewDecisions = np.zeros((len(usedIndices),DATASET.get("Metadata").attrs["nbView"]), dtype=int)
+            for viewIndex in range(DATASET.get("Metadata").attrs["nbView"]):
                 monoViewDecisions[:, viewIndex] = self.monoviewClassifiers[viewIndex].predict(
-                    DATASET["/View" + str(viewIndex) + "/matrix"][usedIndices])
+                    DATASET.get("View" + str(viewIndex))[usedIndices])
             for exampleIndex in range(datasetLength):
                 for featureClassification in monoViewDecisions[exampleIndex, :]:
                     votes[exampleIndex, featureClassification] += 1
                 nbMaximum = len(np.where(votes[exampleIndex] == max(votes[exampleIndex]))[0])
                 try:
-                    assert nbMaximum != DATASET.get("nbView").value
+                    assert nbMaximum != DATASET.get("Metadata").attrs["nbView"]
                 except:
                     print "Majority voting can't decide, each classifier has voted for a different class"
                     raise
@@ -198,16 +198,14 @@ class BayesianInference(LateFusionClassifier):
     def predict_hdf5(self, DATASET, usedIndices=None):
         nbView = DATASET.get("nbView").value
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if sum(self.weights)!=1.0:
             self.weights = self.weights/sum(self.weights)
         if usedIndices:
 
-            viewScores = np.zeros((nbView, len(usedIndices), DATASET.get("nbClass").value))
+            viewScores = np.zeros((nbView, len(usedIndices), DATASET.get("Metadata").attrs["nbClass"]))
             for viewIndex in range(nbView):
-                viewScores[viewIndex] = np.power(self.monoviewClassifiers[viewIndex].predict_proba(DATASET["/View" +
-                                                                                                  str(viewIndex) +
-                                                                                                  "/matrix"]
+                viewScores[viewIndex] = np.power(self.monoviewClassifiers[viewIndex].predict_proba(DATASET.get("View" + str(viewIndex))
                                                                                           [usedIndices]),
                                                  self.weights[viewIndex])
             predictedLabels = np.argmax(np.prod(viewScores, axis=1), axis=1)
diff --git a/Code/Multiview/GetMultiviewDb.py b/Code/Multiview/GetMultiviewDb.py
index c231b59c..8a9dfa82 100644
--- a/Code/Multiview/GetMultiviewDb.py
+++ b/Code/Multiview/GetMultiviewDb.py
@@ -114,8 +114,8 @@ def isUseful (labelSupports, index, CLASS_LABELS, labelDict):
 
 
 def splitDataset(DATASET, LEARNING_RATE, DATASET_LENGTH):
-    LABELS = DATASET["/Labels/labelsArray"][...]
-    NB_CLASS = int(DATASET["/nbClass"][...])
+    LABELS = DATASET.get("labels")[...]
+    NB_CLASS = int(DATASET["Metadata"].attrs["nbClass"])
     validationIndices = extractRandomTrainingSet(LABELS, 1-LEARNING_RATE, DATASET_LENGTH, NB_CLASS)
     validationIndices.sort()
     return validationIndices
@@ -174,7 +174,6 @@ def getDbfromCSV(path):
 
     for file in files:
         if file[-8:]=='plus.csv' and file[:7]=='sample1':
-            print 'poulet'
             X = open(path+file)
             for x, i in zip(X, range(20)):
                 DATA[0, i+20] = np.array([float(coord) for coord in x.strip().split('\t')])
@@ -254,7 +253,7 @@ def getClassicDBcsv(views, pathF, nameDB, NB_CLASS, LABELS_NAMES):
 
 
 def getCaltechDBcsv(views, pathF, nameDB, NB_CLASS, LABELS_NAMES):
-    DATASET = h5py.File(nameDB+".hdf5", "w")
+    datasetFile = h5py.File(nameDB+".hdf5", "w")
     fullLabels = np.genfromtxt(pathF + nameDB + '-ClassLabels.csv', delimiter=';').astype(int)
     if len(set(fullLabels))>NB_CLASS:
         labelsAvailable = list(set(fullLabels))
@@ -267,19 +266,19 @@ def getCaltechDBcsv(views, pathF, nameDB, NB_CLASS, LABELS_NAMES):
     for viewIndex, view in enumerate(views):
         viewFile = pathF + nameDB + "-" + view + '.csv'
         viewMatrix = np.array(np.genfromtxt(viewFile, delimiter=';'))[usedIndices, :]
-        DATASET["/View"+str(viewIndex)+"/matrix"] = viewMatrix
-        DATASET["/View"+str(viewIndex)+"/name"] = view
-        DATASET["/View"+str(viewIndex)+"/shape"] = viewMatrix.shape
+        datasetFile["/View"+str(viewIndex)+"/matrix"] = viewMatrix
+        datasetFile["/View"+str(viewIndex)+"/name"] = view
+        datasetFile["/View"+str(viewIndex)+"/shape"] = viewMatrix.shape
 
-    DATASET["/Labels/labelsArray"] = fullLabels[usedIndices]
+    datasetFile["/Labels/labelsArray"] = fullLabels[usedIndices]
 
     labelsNamesFile = open(pathF+nameDB+'-ClassLabels-Description.csv')
     labelsDictionary = dict((classIndice, labelName) for (classIndice, labelName) in [(int(line.strip().split(";")[0]),
                                                                                        line.strip().split(";")[1])
                                                                                       for lineIndex, line in labelsNamesFile if int(line.strip().split(";")[0]) in labelsUsed])
-    DATASET["/datasetLength"] = len(DATASET["/Labels/labelsArray"][...])
-    DATASET["/nbView"] = len(views)
-    DATASET["/nbClass"] = len(set(DATASET["/Labels/labelsArray"][...]))
+    datasetFile["/datasetLength"] = len(datasetFile["/Labels/labelsArray"][...])
+    datasetFile["/nbView"] = len(views)
+    datasetFile["/nbClass"] = len(set(datasetFile["/Labels/labelsArray"][...]))
     # keptLabelsIndices = [labelIndice for labelIndice, labelName in labelsDictionary.items() if labelName in LABELS_NAMES]
     # maxNumbreOfClasses = len(labelsDictionary)
     #
@@ -293,125 +292,131 @@ def getCaltechDBcsv(views, pathF, nameDB, NB_CLASS, LABELS_NAMES):
     # elif len(LABELS_NAMES) > NB_CLASS:
     #     keptLabelsIndices = keptLabelsIndices[:NB_CLASS]
     #
-    # DATASET = {}
+    # datasetFile = {}
     #
     # for featureIndex in range(len(fullDataset)):
-    #     DATASET[featureIndex]=np.array([fullDataset[exampleIndice] for exampleIndice in range(datasetLength) if fullClasslabels[exampleIndice] in keptLabelsIndices])
+    #     datasetFile[featureIndex]=np.array([fullDataset[exampleIndice] for exampleIndice in range(datasetLength) if fullClasslabels[exampleIndice] in keptLabelsIndices])
     #
     # CLASS_LABELS = np.array([keptLabelsIndices.index(classLabel) for classLabel in fullClasslabels if classLabel in keptLabelsIndices])
     # DATASET_LENGTH = len(CLASS_LABELS)
     #
     # LABELS_DICTIONARY = dict((keptLabelsIndices.index(classLabel), labelsDictionary[classLabel]) for classLabel in keptLabelsIndices)
 
-    return DATASET, labelsDictionary
+    return datasetFile, labelsDictionary
 
 
 def getMultiOmicDBcsv(features, path, name, NB_CLASS, LABELS_NAMES):
 
-    datasetFile = h5py.File(path+"MultiOmicDataset.hdf5", "w")
+    datasetFile = h5py.File(path+"MultiOmic.hdf5", "w")
 
     logging.debug("Start:\t Getting Methylation Data")
     methylData = np.genfromtxt(path+"matching_methyl.csv", delimiter=',')
-    datasetFile["/View0/matrix"] = methylData
-    datasetFile["/View0/name"] = "Methyl"
-    datasetFile["/View0/shape"] = methylData.shape
+    methylDset = datasetFile.create_dataset("View0", methylData.shape)
+    methylDset[...] = methylData
+    methylDset.attrs["name"] = "Methyl"
     logging.debug("Done:\t Getting Methylation Data")
 
     logging.debug("Start:\t Getting MiRNA Data")
     mirnaData = np.genfromtxt(path+"matching_mirna.csv", delimiter=',')
-    datasetFile["/View1/matrix"] = mirnaData
-    datasetFile["/View1/name"] = "MiRNA_"
-    datasetFile["/View1/shape"] = mirnaData.shape
+    mirnaDset = datasetFile.create_dataset("View1", mirnaData.shape)
+    mirnaDset[...] = mirnaData
+    mirnaDset.attrs["name"]="MiRNA_"
     logging.debug("Done:\t Getting MiRNA Data")
 
     logging.debug("Start:\t Getting RNASeq Data")
     rnaseqData = np.genfromtxt(path+"matching_rnaseq.csv", delimiter=',')
-    datasetFile["/View2/matrix"] = rnaseqData
-    datasetFile["/View2/name"] = "RNASeq"
-    datasetFile["/View2/shape"] = rnaseqData.shape
+    rnaseqDset = datasetFile.create_dataset("View2", rnaseqData.shape)
+    rnaseqDset[...] = rnaseqData
+    rnaseqDset.attrs["name"]="RANSeq"
     logging.debug("Done:\t Getting RNASeq Data")
 
     logging.debug("Start:\t Getting Clinical Data")
     clinical = np.genfromtxt(path+"clinicalMatrix.csv", delimiter=',')
-    datasetFile["/View3/matrix"] = clinical
-    datasetFile["/View3/name"] = "Clinic"
-    datasetFile["/View3/shape"] = clinical.shape
+    clinicalDset = datasetFile.create_dataset("View3", clinical.shape)
+    clinicalDset[...] = clinical
+    clinicalDset.attrs["name"] = "Clinic"
     logging.debug("Done:\t Getting Clinical Data")
 
     labelFile = open(path+'brca_labels_triple-negatif.csv')
-    LABELS = np.array([int(line.strip().split(',')[1]) for line in labelFile])
-    datasetFile["/Labels/labelsArray"] = LABELS
-
-    datasetFile["/nbView"] = 4
-    datasetFile["/nbClass"] = 2
-    datasetFile["/datasetLength"] = len(datasetFile["/Labels/labelsArray"])
+    labels = np.array([int(line.strip().split(',')[1]) for line in labelFile])
+    labelsDset = datasetFile.create_dataset("labels", labels.shape)
+    labelsDset[...] = labels
+    labelsDset.attrs["name"] = "Labels"
+
+    metaDataGrp = datasetFile.create_group("Metadata")
+    metaDataGrp.attrs["nbView"] = 4
+    metaDataGrp.attrs["nbClass"] = 2
+    metaDataGrp.attrs["datasetLength"] = len(labels)
     labelDictionary = {0:"No", 1:"Yes"}
+    datasetFile.close()
+    datasetFile = h5py.File(path+"MultiOmic.hdf5", "r")
     # datasetFile = getPseudoRNASeq(datasetFile)
     return datasetFile, labelDictionary
 
 
 def getModifiedMultiOmicDBcsv(features, path, name, NB_CLASS, LABELS_NAMES):
 
-    datasetFile = h5py.File(path+"ModifiedMultiOmicDataset.hdf5", "w")
+    datasetFile = h5py.File(path+"ModifiedMultiOmic.hdf5", "w")
 
     logging.debug("Start:\t Getting Methylation Data")
     methylData = np.genfromtxt(path+"matching_methyl.csv", delimiter=',')
-    datasetFile["/View0/matrix"] = methylData
-    datasetFile["/View0/name"] = "Methyl_"
-    datasetFile["/View0/shape"] = methylData.shape
+    methylDset = datasetFile.create_dataset("View0", methylData.shape)
+    methylDset[...] = methylData
+    methylDset.attrs["name"] = "Methyl_"
     logging.debug("Done:\t Getting Methylation Data")
 
     logging.debug("Start:\t Getting MiRNA Data")
     mirnaData = np.genfromtxt(path+"matching_mirna.csv", delimiter=',')
-    datasetFile["/View1/matrix"] = mirnaData
-    datasetFile["/View1/name"] = "MiRNA__"
-    datasetFile["/View1/shape"] = mirnaData.shape
+    mirnaDset = datasetFile.create_dataset("View1", mirnaData.shape)
+    mirnaDset[...] = mirnaData
+    mirnaDset.attrs["name"]="MiRNA__"
     logging.debug("Done:\t Getting MiRNA Data")
 
     logging.debug("Start:\t Getting RNASeq Data")
     rnaseqData = np.genfromtxt(path+"matching_rnaseq.csv", delimiter=',')
-    datasetFile["/View2/matrix"] = rnaseqData
-    datasetFile["/View2/name"] = "RNASeq_"
-    datasetFile["/View2/shape"] = rnaseqData.shape
+    rnaseqDset = datasetFile.create_dataset("View2", rnaseqData.shape)
+    rnaseqDset[...] = rnaseqData
+    rnaseqDset.attrs["name"]="RANSeq_"
     logging.debug("Done:\t Getting RNASeq Data")
 
     logging.debug("Start:\t Getting Clinical Data")
     clinical = np.genfromtxt(path+"clinicalMatrix.csv", delimiter=',')
-    datasetFile["/View3/matrix"] = clinical
-    datasetFile["/View3/name"] = "Clinic_"
-    datasetFile["/View3/shape"] = clinical.shape
+    clinicalDset = datasetFile.create_dataset("View3", clinical.shape)
+    clinicalDset[...] = clinical
+    clinicalDset.attrs["name"] = "Clinic_"
     logging.debug("Done:\t Getting Clinical Data")
 
-    logging.debug("Start:\t Getting Labels")
     labelFile = open(path+'brca_labels_triple-negatif.csv')
-    LABELS = np.array([int(line.strip().split(',')[1]) for line in labelFile])
-    datasetFile["/Labels/labelsArray"] = LABELS
-    logging.debug("Done:\t Getting Labels")
-
-    logging.debug("Start:\t Getting Data Shape")
-    datasetFile["/nbView"] = 5
-    datasetFile["/nbClass"] = 2
-    datasetFile["/datasetLength"] = len(datasetFile["/Labels/labelsArray"])
+    labels = np.array([int(line.strip().split(',')[1]) for line in labelFile])
+    labelsDset = datasetFile.create_dataset("labels", labels.shape)
+    labelsDset[...] = labels
+    labelsDset.attrs["name"] = "Labels"
+
+    metaDataGrp = datasetFile.create_group("Metadata")
+    metaDataGrp.attrs["nbView"] = 4
+    metaDataGrp.attrs["nbClass"] = 2
+    metaDataGrp.attrs["datasetLength"] = len(labels)
     labelDictionary = {0:"No", 1:"Yes"}
-    logging.debug("Done:\t Getting Data Shape")
 
     logging.debug("Start:\t Getting Modified RNASeq Data")
-    RNASeq = datasetFile["View2/matrix"][...]
-    modifiedRNASeq = np.zeros((datasetFile.get("datasetLength/").value, datasetFile["View2/shape"][1]), dtype=int)
+    RNASeq = datasetFile["View2"][...]
+    modifiedRNASeq = np.zeros((datasetFile.get("Metadata").attrs["datasetLength"], datasetFile.get("View2").shape[1]), dtype=int)
     for exampleindice, exampleArray in enumerate(RNASeq):
         RNASeqDictionary = dict((index, value) for index, value in enumerate(exampleArray))
         sorted_x = sorted(RNASeqDictionary.items(), key=operator.itemgetter(1))
         modifiedRNASeq[exampleindice] = np.array([index for (index, value) in sorted_x], dtype=int)
-    datasetFile["/View4/matrix"] = modifiedRNASeq
-    datasetFile["/View4/name"] = "MRNASeq"
-    datasetFile["/View4/shape"] = modifiedRNASeq.shape
+    mrnaseqDset = datasetFile.create_dataset("View4", modifiedRNASeq.shape, data=modifiedRNASeq)
+    mrnaseqDset.attrs["name"] = "MRNASeq"
     logging.debug("Done:\t Getting Modified RNASeq Data")
 
+    datasetFile.close()
+    datasetFile = h5py.File(path+"ModifiedMultiOmic.hdf5", "r")
+
     return datasetFile, labelDictionary
 
 
 def getModifiedMultiOmicDBhdf5(features, path, name, NB_CLASS, LABELS_NAMES):
-    datasetFile = h5py.File(path+"ModifiedMultiOmicDataset.hdf5", "r")
+    datasetFile = h5py.File(path+"ModifiedMultiOmic.hdf5", "r")
     labelDictionary = {0:"No", 1:"Yes"}
     return datasetFile, labelDictionary
 
@@ -443,7 +448,7 @@ def getPseudoRNASeq(dataset):
 
 
 def getMultiOmicDBhdf5(features, path, name, NB_CLASS, LABELS_NAMES):
-    datasetFile = h5py.File(path+"MultiOmicDataset.hdf5", "r")
+    datasetFile = h5py.File(path+"MultiOmic.hdf5", "r")
     labelDictionary = {0:"No", 1:"Yes"}
     return datasetFile, labelDictionary
 
diff --git a/Code/Multiview/Mumbo/Mumbo.py b/Code/Multiview/Mumbo/Mumbo.py
index c66f17d8..912d6eba 100644
--- a/Code/Multiview/Mumbo/Mumbo.py
+++ b/Code/Multiview/Mumbo/Mumbo.py
@@ -43,8 +43,8 @@ def gridSearch_hdf5(DATASET, classifiersNames):
     for classifierIndex, classifierName in enumerate(classifiersNames):
         classifierModule = globals()[classifierName]  # Permet d'appeler une fonction avec une string
         classifierMethod = getattr(classifierModule, "gridSearch")
-        bestSettings.append(classifierMethod(DATASET["/View"+str(classifierIndex)+"/matrix"][...],
-                                             DATASET["/Labels/labelsArray"][...]))
+        bestSettings.append(classifierMethod(DATASET.get("View"+str(classifierIndex))[...],
+                                             DATASET.get("labels")[...]))
     return bestSettings
 
 
@@ -124,11 +124,11 @@ class Mumbo:
     def fit_hdf5(self, DATASET, trainIndices=None):
         # Initialization
         if not trainIndices:
-            trainIndices = range(DATASET.get("datasetLength").value)
-        NB_CLASS = DATASET["/nbClass"][...]
-        NB_VIEW = DATASET["/nbView"][...]
+            trainIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
+        NB_CLASS = DATASET.get("Metadata").attrs["nbClass"]
+        NB_VIEW = DATASET.get("Metadata").attrs["nbView"]
         DATASET_LENGTH = len(trainIndices)
-        LABELS = DATASET["/Labels/labelsArray"][trainIndices]
+        LABELS = DATASET["labels"][trainIndices]
         # costMatrices, \
         # generalCostMatrix, fs, ds, edges, alphas, \
         # predictions, generalAlphas, generalFs = initialize(NB_CLASS, NB_VIEW,
@@ -161,7 +161,7 @@ class Mumbo:
             self.updateCostmatrices(NB_VIEW, DATASET_LENGTH, NB_CLASS, LABELS)
             bestView, edge = self.chooseView(NB_VIEW, LABELS, DATASET_LENGTH)
             self.bestViews[self.iterIndex] = bestView
-            logging.debug("\t\t\t Best view : \t\t"+DATASET["/View"+str(bestView)+"/name"][...])
+            logging.debug("\t\t\t Best view : \t\t"+DATASET["View"+str(bestView)].attrs["name"])
             if areBad.all():
                 self.generalAlphas[self.iterIndex] = 0.
             else:
@@ -174,9 +174,9 @@ class Mumbo:
             # finalFs = computeFinalFs(DATASET_LENGTH, NB_CLASS, generalAlphas, predictions, bestViews, LABELS, NB_ITER)
 
     def predict_hdf5(self, DATASET, usedIndices=None):
-        NB_CLASS = DATASET.get("nbClass").value
+        NB_CLASS = DATASET.get("Metadata").attrs["nbClass"]
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if usedIndices:
             DATASET_LENGTH = len(usedIndices)
             predictedLabels = np.zeros(DATASET_LENGTH)
@@ -231,11 +231,11 @@ class Mumbo:
         iterIndex = self.iterIndex
         trainedClassifiersAndLabels = Parallel(n_jobs=NB_JOBS)(
                 delayed(trainWeakClassifier_hdf5)(classifiersNames[viewIndex],
-                                             DATASET["/View"+str(viewIndex)+"/matrix"][trainIndices, :],
-                                             DATASET["/Labels/labelsArray"][trainIndices],
+                                             DATASET.get("View"+str(viewIndex))[trainIndices, :],
+                                             DATASET.get("labels")[trainIndices],
                                              DATASET_LENGTH,
                                              viewIndex, classifiersConfigs[viewIndex],
-                                             str(DATASET["/View"+str(viewIndex)+"/name"][...]), iterIndex, costMatrices)
+                                             DATASET.get("View"+str(viewIndex)).attrs["name"], iterIndex, costMatrices)
                 for viewIndex in range(NB_VIEW))
 
         for viewIndex, (classifier, labelsArray, isBad, averageAccuracy) in enumerate(trainedClassifiersAndLabels):
@@ -439,7 +439,7 @@ class Mumbo:
 
     def classifyMumbobyIter_hdf5(self, DATASET, usedIndices=None, NB_CLASS=2):
         if usedIndices == None:
-            usedIndices = range(DATASET.get("datasetLength").value)
+            usedIndices = range(DATASET.get("Metadata").attrs["datasetLength"])
         if usedIndices:
             DATASET_LENGTH = len(usedIndices)
             predictedLabels = np.zeros((DATASET_LENGTH, self.nbIter))
@@ -449,7 +449,7 @@ class Mumbo:
                 votesByIter = np.zeros((DATASET_LENGTH, NB_CLASS))
 
                 for usedExampleIndex, exampleIndex in enumerate(usedIndices):
-                    data = np.array([np.array(DATASET["/View" + str(int(view)) + "/matrix"][exampleIndex, :])])
+                    data = np.array([np.array(DATASET.get("View" + str(int(view)))[exampleIndex, :])])
                     votesByIter[usedExampleIndex, int(classifier.predict(data))] += alpha[view]
                     votes[usedExampleIndex] = votes[usedExampleIndex] + np.array(votesByIter[usedExampleIndex])
                     predictedLabels[usedExampleIndex, iterIndex] = np.argmax(votes[usedExampleIndex])
diff --git a/Code/Multiview/Mumbo/analyzeResults.py b/Code/Multiview/Mumbo/analyzeResults.py
index 7002d6e1..8d32066b 100644
--- a/Code/Multiview/Mumbo/analyzeResults.py
+++ b/Code/Multiview/Mumbo/analyzeResults.py
@@ -25,7 +25,7 @@ def plotAccuracyByIter(trainAccuracy, testAccuracy, validationAccuracy, NB_ITER,
     titleString = ""
     for view, classifierConfig in zip(features, classifierAnalysis):
         titleString += "\n" + view + " : " + classifierConfig
-    titleString+="Best view = " + features[int(mainView)]
+    titleString+="\nBest view = " + features[int(mainView)]
 
     ax1.set_title("Accuracy depending on iteration", fontsize=20)
     plt.text(0.5, 1.08, titleString,
@@ -63,7 +63,7 @@ def classifyMumbobyIter_hdf5(usedIndices, DATASET, classifiers, alphas, views, N
         votesByIter = np.zeros((DATASET_LENGTH, NB_CLASS))
 
         for usedExampleIndex, exampleIndex in enumerate(usedIndices):
-            data = np.array([np.array(DATASET["/View" + str(int(view)) + "/matrix"][exampleIndex, :])])
+            data = np.array([np.array(DATASET.get("View" + str(int(view)))[exampleIndex, :])])
             votesByIter[usedExampleIndex, int(classifier.predict(data))] += alpha
             votes[usedExampleIndex] = votes[usedExampleIndex] + np.array(votesByIter[usedExampleIndex])
             predictedLabels[usedExampleIndex, iterIndex] = np.argmax(votes[usedExampleIndex])
@@ -79,13 +79,13 @@ def error(testLabels, computedLabels):
 def execute(kFoldClassifier, kFoldPredictedTrainLabels, kFoldPredictedTestLabels, kFoldPredictedValidationLabels,
             DATASET, initKWARGS, LEARNING_RATE, LABELS_DICTIONARY, views, NB_CORES, times, kFolds, databaseName,
             nbFolds, validationIndices):
-    CLASS_LABELS = DATASET["/Labels/labelsArray"][...]
+    CLASS_LABELS = DATASET.get("labels")[...]
     NB_ITER, classifierNames, classifierConfigs = initKWARGS.values()
-    nbView = DATASET.get("nbView").value
-    viewNames = [DATASET.get("/View"+str(viewIndex)+"/name").value for viewIndex in range(nbView)]
+    nbView = DATASET.get("Metadata").attrs["nbView"]
+    viewNames = [DATASET.get("View"+str(viewIndex)).attrs["name"] for viewIndex in range(nbView)]
 
-    DATASET_LENGTH = DATASET.get("datasetLength").value-len(validationIndices)
-    NB_CLASS = DATASET.get("nbClass").value
+    DATASET_LENGTH = DATASET.get("Metadata").attrs["datasetLength"]-len(validationIndices)
+    NB_CLASS = DATASET.get("Metadata").attrs["nbClass"]
     kFoldPredictedTrainLabelsByIter = []
     kFoldPredictedTestLabelsByIter = []
     kFoldPredictedValidationLabelsByIter = []
@@ -179,7 +179,7 @@ def execute(kFoldClassifier, kFoldPredictedTrainLabels, kFoldPredictedTestLabels
                               str(kFoldAccuracyOnTrainByIter[foldIdx][iterIndex]) + '\n\t\t\tAccuracy on test : ' + \
                               str(kFoldAccuracyOnTestByIter[foldIdx][iterIndex]) + '\n\t\t\tAccuracy on validation : '+\
                               str(kFoldAccuracyOnValidationByIter[foldIdx][iterIndex]) + '\n\t\t\tSelected View : ' + \
-                              str(DATASET["/View"+str(int(kFoldBestViews[foldIdx][iterIndex]))+"/name"][...])
+                              str(DATASET["View"+str(int(kFoldBestViews[foldIdx][iterIndex]))].attrs["name"])
         stringAnalysis += "\n\t\t- Mean : \n\t\t\t Accuracy on train : " + str(
                 np.array(kFoldAccuracyOnTrainByIter)[:, iterIndex].mean()) + \
                           "\n\t\t\t Accuracy on test : " + str(np.array(kFoldAccuracyOnTestByIter)[:, iterIndex].mean())
diff --git a/Code/Multiview/Results/20160823-095233-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-095233-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..a48d9eb2
--- /dev/null
+++ b/Code/Multiview/Results/20160823-095233-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,8 @@
+2016-08-23 09:52:33,036 INFO: ### Main Programm for Multiview Classification
+2016-08-23 09:52:33,036 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 09:52:33,036 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 09:52:33,135 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 09:52:46,092 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 09:52:46,092 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 09:52:46,602 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 09:52:46,602 DEBUG: Start:	 Getting RNASeq Data
diff --git a/Code/Multiview/Results/20160823-095734-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-095734-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..c37799d1
--- /dev/null
+++ b/Code/Multiview/Results/20160823-095734-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,8 @@
+2016-08-23 09:57:34,864 INFO: ### Main Programm for Multiview Classification
+2016-08-23 09:57:34,864 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 09:57:34,864 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 09:57:34,871 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 09:57:47,844 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 09:57:47,844 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 09:57:48,349 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 09:57:48,349 DEBUG: Start:	 Getting RNASeq Data
diff --git a/Code/Multiview/Results/20160823-100003-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-100003-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..7942e10e
--- /dev/null
+++ b/Code/Multiview/Results/20160823-100003-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,11 @@
+2016-08-23 10:00:03,590 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:00:03,591 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 10:00:03,593 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 10:00:03,596 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:00:17,099 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:00:17,102 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:00:17,613 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:00:17,615 DEBUG: Start:	 Getting RNASeq Data
+2016-08-23 10:00:57,371 DEBUG: Done:	 Getting RNASeq Data
+2016-08-23 10:00:57,441 DEBUG: Start:	 Getting Clinical Data
+2016-08-23 10:00:57,685 DEBUG: Done:	 Getting Clinical Data
diff --git a/Code/Multiview/Results/20160823-100209-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-100209-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..5dfa9429
--- /dev/null
+++ b/Code/Multiview/Results/20160823-100209-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,4 @@
+2016-08-23 10:02:09,222 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:02:09,224 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 10:02:09,225 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 10:02:09,239 DEBUG: Start:	 Getting Methylation Data
diff --git a/Code/Multiview/Results/20160823-100355-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-100355-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..1be1b75a
--- /dev/null
+++ b/Code/Multiview/Results/20160823-100355-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,11 @@
+2016-08-23 10:03:55,104 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:03:55,106 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 10:03:55,108 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 10:03:55,111 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:04:07,386 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:04:07,390 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:04:07,898 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:04:07,900 DEBUG: Start:	 Getting RNASeq Data
+2016-08-23 10:04:48,716 DEBUG: Done:	 Getting RNASeq Data
+2016-08-23 10:04:48,795 DEBUG: Start:	 Getting Clinical Data
+2016-08-23 10:04:48,946 DEBUG: Done:	 Getting Clinical Data
diff --git a/Code/Multiview/Results/20160823-100549-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-100549-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..01683a2f
--- /dev/null
+++ b/Code/Multiview/Results/20160823-100549-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,12 @@
+2016-08-23 10:05:49,567 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:05:49,569 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 10:05:49,571 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 10:05:49,573 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:06:02,626 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:06:02,631 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:06:03,136 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:06:03,138 DEBUG: Start:	 Getting RNASeq Data
+2016-08-23 10:06:42,875 DEBUG: Done:	 Getting RNASeq Data
+2016-08-23 10:06:42,951 DEBUG: Start:	 Getting Clinical Data
+2016-08-23 10:06:43,040 DEBUG: Done:	 Getting Clinical Data
+2016-08-23 10:06:43,074 DEBUG: Start:	 Getting Modified RNASeq Data
diff --git a/Code/Multiview/Results/20160823-100728-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-100728-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..adb58871
--- /dev/null
+++ b/Code/Multiview/Results/20160823-100728-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,12 @@
+2016-08-23 10:07:28,724 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:07:28,726 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 10:07:28,727 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 10:07:28,741 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:07:41,773 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:07:41,777 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:07:42,306 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:07:42,308 DEBUG: Start:	 Getting RNASeq Data
+2016-08-23 10:08:23,162 DEBUG: Done:	 Getting RNASeq Data
+2016-08-23 10:08:23,200 DEBUG: Start:	 Getting Clinical Data
+2016-08-23 10:08:23,271 DEBUG: Done:	 Getting Clinical Data
+2016-08-23 10:08:23,305 DEBUG: Start:	 Getting Modified RNASeq Data
diff --git a/Code/Multiview/Results/20160823-101021-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-101021-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..f7643c00
--- /dev/null
+++ b/Code/Multiview/Results/20160823-101021-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,12 @@
+2016-08-23 10:10:21,670 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:10:21,674 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 10:10:21,678 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 10:10:21,700 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:10:34,807 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:10:34,811 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:10:35,320 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:10:35,321 DEBUG: Start:	 Getting RNASeq Data
+2016-08-23 10:11:16,285 DEBUG: Done:	 Getting RNASeq Data
+2016-08-23 10:11:16,320 DEBUG: Start:	 Getting Clinical Data
+2016-08-23 10:11:16,385 DEBUG: Done:	 Getting Clinical Data
+2016-08-23 10:11:16,419 DEBUG: Start:	 Getting Modified RNASeq Data
diff --git a/Code/Multiview/Results/20160823-101135-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log b/Code/Multiview/Results/20160823-101135-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
new file mode 100644
index 00000000..4bea5911
--- /dev/null
+++ b/Code/Multiview/Results/20160823-101135-CMultiV-Fusion-Methyl_MiRNA_RNASEQ_Clinical-ModifiedMultiOmic-LOG.log
@@ -0,0 +1,13 @@
+2016-08-23 10:11:35,535 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:11:35,537 INFO: ### Classification - Database : ModifiedMultiOmic ; Views : Methyl, MiRNA, RNASEQ, Clinical ; Algorithm : Fusion ; Cores : 4
+2016-08-23 10:11:35,539 INFO: Start:	 Read CSV Database Files for ModifiedMultiOmic
+2016-08-23 10:11:35,551 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:11:48,585 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:11:48,589 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:11:49,095 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:11:49,096 DEBUG: Start:	 Getting RNASeq Data
+2016-08-23 10:12:28,932 DEBUG: Done:	 Getting RNASeq Data
+2016-08-23 10:12:29,078 DEBUG: Start:	 Getting Clinical Data
+2016-08-23 10:12:29,238 DEBUG: Done:	 Getting Clinical Data
+2016-08-23 10:12:29,275 DEBUG: Start:	 Getting Modified RNASeq Data
+2016-08-23 10:13:18,889 DEBUG: Done:	 Getting Modified RNASeq Data
diff --git a/Code/Multiview/Results/20160823-101459-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log b/Code/Multiview/Results/20160823-101459-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log
new file mode 100644
index 00000000..e3427419
--- /dev/null
+++ b/Code/Multiview/Results/20160823-101459-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log
@@ -0,0 +1,8 @@
+2016-08-23 10:14:59,031 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:14:59,031 INFO: ### Classification - Database : MultiOmic ; Views : RGB, HOG, SIFT ; Algorithm : Mumbo ; Cores : 1
+2016-08-23 10:14:59,031 INFO: Start:	 Read CSV Database Files for MultiOmic
+2016-08-23 10:14:59,041 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:15:12,871 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:15:12,872 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:15:13,397 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:15:13,398 DEBUG: Start:	 Getting RNASeq Data
diff --git a/Code/Multiview/Results/20160823-101527-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log b/Code/Multiview/Results/20160823-101527-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log
new file mode 100644
index 00000000..74fb901d
--- /dev/null
+++ b/Code/Multiview/Results/20160823-101527-CMultiV-Mumbo-RGB_HOG_SIFT-MultiOmic-LOG.log
@@ -0,0 +1,11 @@
+2016-08-23 10:15:27,507 INFO: ### Main Programm for Multiview Classification
+2016-08-23 10:15:27,509 INFO: ### Classification - Database : MultiOmic ; Views : RGB, HOG, SIFT ; Algorithm : Mumbo ; Cores : 1
+2016-08-23 10:15:27,510 INFO: Start:	 Read CSV Database Files for MultiOmic
+2016-08-23 10:15:27,517 DEBUG: Start:	 Getting Methylation Data
+2016-08-23 10:15:39,849 DEBUG: Done:	 Getting Methylation Data
+2016-08-23 10:15:39,853 DEBUG: Start:	 Getting MiRNA Data
+2016-08-23 10:15:40,334 DEBUG: Done:	 Getting MiRNA Data
+2016-08-23 10:15:40,335 DEBUG: Start:	 Getting RNASeq Data
+2016-08-23 10:16:20,802 DEBUG: Done:	 Getting RNASeq Data
+2016-08-23 10:16:20,841 DEBUG: Start:	 Getting Clinical Data
+2016-08-23 10:16:20,991 DEBUG: Done:	 Getting Clinical Data
diff --git a/Code/Multiview/run.py b/Code/Multiview/run.py
index 7307756a..3c60436d 100644
--- a/Code/Multiview/run.py
+++ b/Code/Multiview/run.py
@@ -1,6 +1,6 @@
 # coding=utf-8
 import os
-os.system('python ExecMultiview.py -log --name MultiOmic --type .hdf5 --views Methyl:MiRNA:RNASEQ:Clinical --pathF /home/bbauvin/Documents/Data/Data_multi_omics/ --CL_split 0.7 --CL_nbFolds 2 --CL_nb_class 2 --CL_classes Positive:Negative --CL_type Fusion --CL_cores 4 --FU_type EarlyFusion --FU_method WeightedLinear')
+os.system('python ExecMultiview.py -log --name ModifiedMultiOmic --type .csv --views Methyl:MiRNA:RNASEQ:Clinical --pathF /home/bbauvin/Documents/Data/Data_multi_omics/ --CL_split 0.7 --CL_nbFolds 2 --CL_nb_class 2 --CL_classes Positive:Negative --CL_type Fusion --CL_cores 4 --FU_type EarlyFusion --FU_method WeightedLinear')
 # /donnees/pj_bdd_bbauvin/Data_multi_omics/
 #
 # /home/bbauvin/Documents/Data/Data_multi_omics/
diff --git a/Code/Results/20160823-105758-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log b/Code/Results/20160823-105758-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
new file mode 100644
index 00000000..6cc1f43c
--- /dev/null
+++ b/Code/Results/20160823-105758-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
@@ -0,0 +1,661 @@
+2016-08-23 10:57:59,005 INFO: Begginging
+2016-08-23 10:57:59,439 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:57:59,439 DEBUG: ### Classification - Database:MultiOmic Feature:MiRNA_ train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : DecisionTree
+2016-08-23 10:57:59,439 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:57:59,465 DEBUG: Info:	 Shape X_train:(312, 25978), Length of y_train:312
+2016-08-23 10:57:59,465 DEBUG: Info:	 Shape X_test:(35, 25978), Length of y_test:35
+2016-08-23 10:57:59,465 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:57:59,465 DEBUG: Start:	 Classification
+2016-08-23 10:58:06,426 DEBUG: Info:	 Time for Classification: 6.67265105247[s]
+2016-08-23 10:58:06,426 DEBUG: Done:	 Classification
+2016-08-23 10:58:06,451 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:06,451 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:06,460 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       1.00      0.80      0.89        25
+        Oui       0.67      1.00      0.80        10
+
+avg / total       0.90      0.86      0.86        35
+
+2016-08-23 10:58:06,462 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:06,493 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.857142857143
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.844444
+5    Mean of F1-Score of top 20 classes by F1-Score        0.844444
+6    Mean of F1-Score of top 30 classes by F1-Score        0.844444
+2016-08-23 10:58:06,493 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:08,420 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:08,420 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:08,640 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:08,652 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:08,652 DEBUG: ### Classification - Database:MultiOmic Feature:MiRNA_ train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : KNN
+2016-08-23 10:58:08,652 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:08,665 DEBUG: Info:	 Shape X_train:(312, 25978), Length of y_train:312
+2016-08-23 10:58:08,665 DEBUG: Info:	 Shape X_test:(35, 25978), Length of y_test:35
+2016-08-23 10:58:08,665 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:08,665 DEBUG: Start:	 Classification
+2016-08-23 10:58:18,001 DEBUG: Info:	 Time for Classification: 9.3463408947[s]
+2016-08-23 10:58:18,002 DEBUG: Done:	 Classification
+2016-08-23 10:58:18,484 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:18,484 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:18,485 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.89      0.93      0.91        27
+        Oui       0.71      0.62      0.67         8
+
+avg / total       0.85      0.86      0.85        35
+
+2016-08-23 10:58:18,487 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:18,494 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.857142857143
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.787879
+5    Mean of F1-Score of top 20 classes by F1-Score        0.787879
+6    Mean of F1-Score of top 30 classes by F1-Score        0.787879
+2016-08-23 10:58:18,494 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:18,798 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:18,799 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:19,485 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:19,494 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:19,494 DEBUG: ### Classification - Database:MultiOmic Feature:MiRNA_ train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : RandomForest
+2016-08-23 10:58:19,494 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:19,506 DEBUG: Info:	 Shape X_train:(312, 25978), Length of y_train:312
+2016-08-23 10:58:19,507 DEBUG: Info:	 Shape X_test:(35, 25978), Length of y_test:35
+2016-08-23 10:58:19,507 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:19,507 DEBUG: Start:	 Classification
+2016-08-23 10:58:26,047 DEBUG: Info:	 Time for Classification: 6.5495569706[s]
+2016-08-23 10:58:26,047 DEBUG: Done:	 Classification
+2016-08-23 10:58:26,055 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:26,056 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:26,056 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.93      0.93      0.93        27
+        Oui       0.75      0.75      0.75         8
+
+avg / total       0.89      0.89      0.89        35
+
+2016-08-23 10:58:26,058 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:26,066 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.885714285714
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.837963
+5    Mean of F1-Score of top 20 classes by F1-Score        0.837963
+6    Mean of F1-Score of top 30 classes by F1-Score        0.837963
+2016-08-23 10:58:26,066 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:26,354 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:26,354 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:26,569 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:26,578 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:26,578 DEBUG: ### Classification - Database:MultiOmic Feature:MiRNA_ train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SGD
+2016-08-23 10:58:26,578 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:26,591 DEBUG: Info:	 Shape X_train:(312, 25978), Length of y_train:312
+2016-08-23 10:58:26,591 DEBUG: Info:	 Shape X_test:(35, 25978), Length of y_test:35
+2016-08-23 10:58:26,591 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:26,591 DEBUG: Start:	 Classification
+2016-08-23 10:58:27,979 DEBUG: Info:	 Time for Classification: 1.39624905586[s]
+2016-08-23 10:58:27,979 DEBUG: Done:	 Classification
+2016-08-23 10:58:27,984 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:27,984 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:27,985 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.92      0.85      0.88        27
+        Oui       0.60      0.75      0.67         8
+
+avg / total       0.85      0.83      0.83        35
+
+2016-08-23 10:58:27,988 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:27,997 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.828571428571
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.775641
+5    Mean of F1-Score of top 20 classes by F1-Score        0.775641
+6    Mean of F1-Score of top 30 classes by F1-Score        0.775641
+2016-08-23 10:58:27,997 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:28,309 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:28,309 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:28,550 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:28,559 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:28,559 DEBUG: ### Classification - Database:MultiOmic Feature:MiRNA_ train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SVC
+2016-08-23 10:58:28,559 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:28,571 DEBUG: Info:	 Shape X_train:(312, 25978), Length of y_train:312
+2016-08-23 10:58:28,571 DEBUG: Info:	 Shape X_test:(35, 25978), Length of y_test:35
+2016-08-23 10:58:28,571 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:28,571 DEBUG: Start:	 Classification
+2016-08-23 10:58:36,064 DEBUG: Info:	 Time for Classification: 7.50162100792[s]
+2016-08-23 10:58:36,064 DEBUG: Done:	 Classification
+2016-08-23 10:58:36,204 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:36,205 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:36,205 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.96      0.87      0.91        30
+        Oui       0.50      0.80      0.62         5
+
+avg / total       0.90      0.86      0.87        35
+
+2016-08-23 10:58:36,207 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:36,215 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.857142857143
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.763833
+5    Mean of F1-Score of top 20 classes by F1-Score        0.763833
+6    Mean of F1-Score of top 30 classes by F1-Score        0.763833
+2016-08-23 10:58:36,215 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:36,505 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:36,505 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:36,847 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:36,880 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:36,880 DEBUG: ### Classification - Database:MultiOmic Feature:RNASeq train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : DecisionTree
+2016-08-23 10:58:36,881 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:36,881 DEBUG: Info:	 Shape X_train:(312, 1046), Length of y_train:312
+2016-08-23 10:58:36,881 DEBUG: Info:	 Shape X_test:(35, 1046), Length of y_test:35
+2016-08-23 10:58:36,881 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:36,882 DEBUG: Start:	 Classification
+2016-08-23 10:58:37,080 DEBUG: Info:	 Time for Classification: 0.196507930756[s]
+2016-08-23 10:58:37,080 DEBUG: Done:	 Classification
+2016-08-23 10:58:37,081 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:37,082 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:37,083 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.88      0.88      0.88        26
+        Oui       0.67      0.67      0.67         9
+
+avg / total       0.83      0.83      0.83        35
+
+2016-08-23 10:58:37,084 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:37,091 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.828571428571
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.775641
+5    Mean of F1-Score of top 20 classes by F1-Score        0.775641
+6    Mean of F1-Score of top 30 classes by F1-Score        0.775641
+2016-08-23 10:58:37,092 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:37,376 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:37,376 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:37,582 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:37,583 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:37,584 DEBUG: ### Classification - Database:MultiOmic Feature:RNASeq train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : KNN
+2016-08-23 10:58:37,584 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:37,584 DEBUG: Info:	 Shape X_train:(312, 1046), Length of y_train:312
+2016-08-23 10:58:37,585 DEBUG: Info:	 Shape X_test:(35, 1046), Length of y_test:35
+2016-08-23 10:58:37,585 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:37,585 DEBUG: Start:	 Classification
+2016-08-23 10:58:37,903 DEBUG: Info:	 Time for Classification: 0.316462993622[s]
+2016-08-23 10:58:37,903 DEBUG: Done:	 Classification
+2016-08-23 10:58:37,919 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:37,920 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:37,921 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.84      0.93      0.88        28
+        Oui       0.50      0.29      0.36         7
+
+avg / total       0.77      0.80      0.78        35
+
+2016-08-23 10:58:37,922 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:37,929 DEBUG: 
+                                          Statistic      Values
+0                            Accuracy score on test         0.8
+1                        Top 10 classes by F1-Score  [Non, Oui]
+2                      Worst 10 classes by F1-Score  [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes           0
+4    Mean of F1-Score of top 10 classes by F1-Score    0.622496
+5    Mean of F1-Score of top 20 classes by F1-Score    0.622496
+6    Mean of F1-Score of top 30 classes by F1-Score    0.622496
+2016-08-23 10:58:37,929 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:38,209 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:38,209 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:38,432 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:38,433 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:38,433 DEBUG: ### Classification - Database:MultiOmic Feature:RNASeq train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : RandomForest
+2016-08-23 10:58:38,433 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:38,434 DEBUG: Info:	 Shape X_train:(312, 1046), Length of y_train:312
+2016-08-23 10:58:38,434 DEBUG: Info:	 Shape X_test:(35, 1046), Length of y_test:35
+2016-08-23 10:58:38,434 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:38,434 DEBUG: Start:	 Classification
+2016-08-23 10:58:41,426 DEBUG: Info:	 Time for Classification: 2.98975014687[s]
+2016-08-23 10:58:41,426 DEBUG: Done:	 Classification
+2016-08-23 10:58:41,443 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:41,443 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:41,444 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.92      0.92      0.92        24
+        Oui       0.82      0.82      0.82        11
+
+avg / total       0.89      0.89      0.89        35
+
+2016-08-23 10:58:41,446 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:41,453 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.885714285714
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.867424
+5    Mean of F1-Score of top 20 classes by F1-Score        0.867424
+6    Mean of F1-Score of top 30 classes by F1-Score        0.867424
+2016-08-23 10:58:41,453 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:41,744 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:41,744 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:41,973 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:41,974 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:41,974 DEBUG: ### Classification - Database:MultiOmic Feature:RNASeq train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SGD
+2016-08-23 10:58:41,974 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:41,975 DEBUG: Info:	 Shape X_train:(312, 1046), Length of y_train:312
+2016-08-23 10:58:41,975 DEBUG: Info:	 Shape X_test:(35, 1046), Length of y_test:35
+2016-08-23 10:58:41,975 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:41,975 DEBUG: Start:	 Classification
+2016-08-23 10:58:42,070 DEBUG: Info:	 Time for Classification: 0.0909140110016[s]
+2016-08-23 10:58:42,070 DEBUG: Done:	 Classification
+2016-08-23 10:58:42,072 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:42,072 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:42,074 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.88      0.84      0.86        25
+        Oui       0.64      0.70      0.67        10
+
+avg / total       0.81      0.80      0.80        35
+
+2016-08-23 10:58:42,076 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:42,086 DEBUG: 
+                                          Statistic      Values
+0                            Accuracy score on test         0.8
+1                        Top 10 classes by F1-Score  [Non, Oui]
+2                      Worst 10 classes by F1-Score  [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes           0
+4    Mean of F1-Score of top 10 classes by F1-Score    0.761905
+5    Mean of F1-Score of top 20 classes by F1-Score    0.761905
+6    Mean of F1-Score of top 30 classes by F1-Score    0.761905
+2016-08-23 10:58:42,087 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:42,421 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:42,421 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:42,694 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:42,695 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:42,695 DEBUG: ### Classification - Database:MultiOmic Feature:RNASeq train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SVC
+2016-08-23 10:58:42,695 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:42,696 DEBUG: Info:	 Shape X_train:(312, 1046), Length of y_train:312
+2016-08-23 10:58:42,696 DEBUG: Info:	 Shape X_test:(35, 1046), Length of y_test:35
+2016-08-23 10:58:42,696 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:42,696 DEBUG: Start:	 Classification
+2016-08-23 10:58:52,919 DEBUG: Info:	 Time for Classification: 10.2208080292[s]
+2016-08-23 10:58:52,919 DEBUG: Done:	 Classification
+2016-08-23 10:58:52,924 DEBUG: Start:	 Statistic Results
+2016-08-23 10:58:52,924 DEBUG: Info:	 Classification report:
+2016-08-23 10:58:52,925 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.92      0.89      0.91        27
+        Oui       0.67      0.75      0.71         8
+
+avg / total       0.86      0.86      0.86        35
+
+2016-08-23 10:58:52,927 DEBUG: Info:	 Statistics:
+2016-08-23 10:58:52,934 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.857142857143
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.805771
+5    Mean of F1-Score of top 20 classes by F1-Score        0.805771
+6    Mean of F1-Score of top 30 classes by F1-Score        0.805771
+2016-08-23 10:58:52,934 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:58:53,223 DEBUG: Done:	 Statistic Results
+2016-08-23 10:58:53,223 DEBUG: Start:	 Plot Result
+2016-08-23 10:58:53,432 DEBUG: Done:	 Plot Result
+2016-08-23 10:58:53,462 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:58:53,462 DEBUG: ### Classification - Database:MultiOmic Feature:Clinic train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : DecisionTree
+2016-08-23 10:58:53,463 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:58:53,524 DEBUG: Info:	 Shape X_train:(312, 73599), Length of y_train:312
+2016-08-23 10:58:53,524 DEBUG: Info:	 Shape X_test:(35, 73599), Length of y_test:35
+2016-08-23 10:58:53,524 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:58:53,524 DEBUG: Start:	 Classification
+2016-08-23 10:59:12,961 DEBUG: Info:	 Time for Classification: 19.4953379631[s]
+2016-08-23 10:59:12,961 DEBUG: Done:	 Classification
+2016-08-23 10:59:12,964 DEBUG: Start:	 Statistic Results
+2016-08-23 10:59:12,964 DEBUG: Info:	 Classification report:
+2016-08-23 10:59:12,965 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.74      0.65      0.69        26
+        Oui       0.25      0.33      0.29         9
+
+avg / total       0.61      0.57      0.59        35
+
+2016-08-23 10:59:12,967 DEBUG: Info:	 Statistics:
+2016-08-23 10:59:12,974 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.571428571429
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.489796
+5    Mean of F1-Score of top 20 classes by F1-Score        0.489796
+6    Mean of F1-Score of top 30 classes by F1-Score        0.489796
+2016-08-23 10:59:12,974 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:59:13,251 DEBUG: Done:	 Statistic Results
+2016-08-23 10:59:13,251 DEBUG: Start:	 Plot Result
+2016-08-23 10:59:13,458 DEBUG: Done:	 Plot Result
+2016-08-23 10:59:13,487 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:59:13,487 DEBUG: ### Classification - Database:MultiOmic Feature:Clinic train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : KNN
+2016-08-23 10:59:13,487 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:59:13,523 DEBUG: Info:	 Shape X_train:(312, 73599), Length of y_train:312
+2016-08-23 10:59:13,523 DEBUG: Info:	 Shape X_test:(35, 73599), Length of y_test:35
+2016-08-23 10:59:13,523 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:59:13,524 DEBUG: Start:	 Classification
+2016-08-23 10:59:40,117 DEBUG: Info:	 Time for Classification: 26.6264278889[s]
+2016-08-23 10:59:40,117 DEBUG: Done:	 Classification
+2016-08-23 10:59:41,459 DEBUG: Start:	 Statistic Results
+2016-08-23 10:59:41,459 DEBUG: Info:	 Classification report:
+2016-08-23 10:59:41,460 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.67      0.96      0.79        23
+        Oui       0.50      0.08      0.14        12
+
+avg / total       0.61      0.66      0.57        35
+
+2016-08-23 10:59:41,462 DEBUG: Info:	 Statistics:
+2016-08-23 10:59:41,469 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.657142857143
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.464286
+5    Mean of F1-Score of top 20 classes by F1-Score        0.464286
+6    Mean of F1-Score of top 30 classes by F1-Score        0.464286
+2016-08-23 10:59:41,469 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:59:41,749 DEBUG: Done:	 Statistic Results
+2016-08-23 10:59:41,749 DEBUG: Start:	 Plot Result
+2016-08-23 10:59:43,291 DEBUG: Done:	 Plot Result
+2016-08-23 10:59:43,321 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:59:43,321 DEBUG: ### Classification - Database:MultiOmic Feature:Clinic train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : RandomForest
+2016-08-23 10:59:43,321 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:59:43,357 DEBUG: Info:	 Shape X_train:(312, 73599), Length of y_train:312
+2016-08-23 10:59:43,357 DEBUG: Info:	 Shape X_test:(35, 73599), Length of y_test:35
+2016-08-23 10:59:43,358 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:59:43,358 DEBUG: Start:	 Classification
+2016-08-23 10:59:58,108 DEBUG: Info:	 Time for Classification: 14.7840790749[s]
+2016-08-23 10:59:58,108 DEBUG: Done:	 Classification
+2016-08-23 10:59:58,127 DEBUG: Start:	 Statistic Results
+2016-08-23 10:59:58,128 DEBUG: Info:	 Classification report:
+2016-08-23 10:59:58,142 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.63      1.00      0.77        22
+        Oui       0.00      0.00      0.00        13
+
+avg / total       0.40      0.63      0.49        35
+
+2016-08-23 10:59:58,147 DEBUG: Info:	 Statistics:
+2016-08-23 10:59:58,157 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.628571428571
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes             0.5
+4    Mean of F1-Score of top 10 classes by F1-Score        0.385965
+5    Mean of F1-Score of top 20 classes by F1-Score        0.385965
+6    Mean of F1-Score of top 30 classes by F1-Score        0.385965
+2016-08-23 10:59:58,157 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 10:59:58,457 DEBUG: Done:	 Statistic Results
+2016-08-23 10:59:58,457 DEBUG: Start:	 Plot Result
+2016-08-23 10:59:58,679 DEBUG: Done:	 Plot Result
+2016-08-23 10:59:58,709 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 10:59:58,709 DEBUG: ### Classification - Database:MultiOmic Feature:Clinic train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SGD
+2016-08-23 10:59:58,709 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 10:59:58,745 DEBUG: Info:	 Shape X_train:(312, 73599), Length of y_train:312
+2016-08-23 10:59:58,745 DEBUG: Info:	 Shape X_test:(35, 73599), Length of y_test:35
+2016-08-23 10:59:58,745 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 10:59:58,745 DEBUG: Start:	 Classification
+2016-08-23 11:00:01,208 DEBUG: Info:	 Time for Classification: 2.49507904053[s]
+2016-08-23 11:00:01,208 DEBUG: Done:	 Classification
+2016-08-23 11:00:01,217 DEBUG: Start:	 Statistic Results
+2016-08-23 11:00:01,217 DEBUG: Info:	 Classification report:
+2016-08-23 11:00:01,218 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.69      1.00      0.81        24
+        Oui       0.00      0.00      0.00        11
+
+avg / total       0.47      0.69      0.56        35
+
+2016-08-23 11:00:01,220 DEBUG: Info:	 Statistics:
+2016-08-23 11:00:01,228 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.685714285714
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes             0.5
+4    Mean of F1-Score of top 10 classes by F1-Score         0.40678
+5    Mean of F1-Score of top 20 classes by F1-Score         0.40678
+6    Mean of F1-Score of top 30 classes by F1-Score         0.40678
+2016-08-23 11:00:01,228 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:00:01,541 DEBUG: Done:	 Statistic Results
+2016-08-23 11:00:01,541 DEBUG: Start:	 Plot Result
+2016-08-23 11:00:01,827 DEBUG: Done:	 Plot Result
+2016-08-23 11:00:01,859 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:00:01,859 DEBUG: ### Classification - Database:MultiOmic Feature:Clinic train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SVC
+2016-08-23 11:00:01,859 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:00:01,897 DEBUG: Info:	 Shape X_train:(312, 73599), Length of y_train:312
+2016-08-23 11:00:01,897 DEBUG: Info:	 Shape X_test:(35, 73599), Length of y_test:35
+2016-08-23 11:00:01,897 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:00:01,897 DEBUG: Start:	 Classification
+2016-08-23 11:00:34,135 DEBUG: Info:	 Time for Classification: 32.2736110687[s]
+2016-08-23 11:00:34,136 DEBUG: Done:	 Classification
+2016-08-23 11:00:34,724 DEBUG: Start:	 Statistic Results
+2016-08-23 11:00:34,724 DEBUG: Info:	 Classification report:
+2016-08-23 11:00:34,725 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.82      0.69      0.75        26
+        Oui       0.38      0.56      0.45         9
+
+avg / total       0.71      0.66      0.67        35
+
+2016-08-23 11:00:34,727 DEBUG: Info:	 Statistics:
+2016-08-23 11:00:34,734 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.657142857143
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.602273
+5    Mean of F1-Score of top 20 classes by F1-Score        0.602273
+6    Mean of F1-Score of top 30 classes by F1-Score        0.602273
+2016-08-23 11:00:34,734 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:00:35,019 DEBUG: Done:	 Statistic Results
+2016-08-23 11:00:35,019 DEBUG: Start:	 Plot Result
+2016-08-23 11:00:35,811 DEBUG: Done:	 Plot Result
+2016-08-23 11:00:35,838 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:00:35,838 DEBUG: ### Classification - Database:MultiOmic Feature:Methyl train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : DecisionTree
+2016-08-23 11:00:35,838 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:00:35,839 DEBUG: Info:	 Shape X_train:(312, 127), Length of y_train:312
+2016-08-23 11:00:35,839 DEBUG: Info:	 Shape X_test:(35, 127), Length of y_test:35
+2016-08-23 11:00:35,839 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:00:35,839 DEBUG: Start:	 Classification
+2016-08-23 11:00:35,880 DEBUG: Info:	 Time for Classification: 0.0384650230408[s]
+2016-08-23 11:00:35,880 DEBUG: Done:	 Classification
+2016-08-23 11:00:35,881 DEBUG: Start:	 Statistic Results
+2016-08-23 11:00:35,882 DEBUG: Info:	 Classification report:
+2016-08-23 11:00:35,882 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.63      1.00      0.77        22
+        Oui       0.00      0.00      0.00        13
+
+avg / total       0.40      0.63      0.49        35
+
+2016-08-23 11:00:35,884 DEBUG: Info:	 Statistics:
+2016-08-23 11:00:35,891 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.628571428571
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes             0.5
+4    Mean of F1-Score of top 10 classes by F1-Score        0.385965
+5    Mean of F1-Score of top 20 classes by F1-Score        0.385965
+6    Mean of F1-Score of top 30 classes by F1-Score        0.385965
+2016-08-23 11:00:35,891 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:00:36,167 DEBUG: Done:	 Statistic Results
+2016-08-23 11:00:36,167 DEBUG: Start:	 Plot Result
+2016-08-23 11:00:36,373 DEBUG: Done:	 Plot Result
+2016-08-23 11:00:36,374 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:00:36,374 DEBUG: ### Classification - Database:MultiOmic Feature:Methyl train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : KNN
+2016-08-23 11:00:36,374 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:00:36,375 DEBUG: Info:	 Shape X_train:(312, 127), Length of y_train:312
+2016-08-23 11:00:36,375 DEBUG: Info:	 Shape X_test:(35, 127), Length of y_test:35
+2016-08-23 11:00:36,375 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:00:36,375 DEBUG: Start:	 Classification
+2016-08-23 11:00:36,442 DEBUG: Info:	 Time for Classification: 0.0647449493408[s]
+2016-08-23 11:00:36,442 DEBUG: Done:	 Classification
+2016-08-23 11:00:36,445 DEBUG: Start:	 Statistic Results
+2016-08-23 11:00:36,445 DEBUG: Info:	 Classification report:
+2016-08-23 11:00:36,446 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.85      0.97      0.91        30
+        Oui       0.00      0.00      0.00         5
+
+avg / total       0.73      0.83      0.78        35
+
+2016-08-23 11:00:36,448 DEBUG: Info:	 Statistics:
+2016-08-23 11:00:36,455 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.828571428571
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes             0.5
+4    Mean of F1-Score of top 10 classes by F1-Score        0.453125
+5    Mean of F1-Score of top 20 classes by F1-Score        0.453125
+6    Mean of F1-Score of top 30 classes by F1-Score        0.453125
+2016-08-23 11:00:36,456 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:00:36,744 DEBUG: Done:	 Statistic Results
+2016-08-23 11:00:36,744 DEBUG: Start:	 Plot Result
+2016-08-23 11:00:36,951 DEBUG: Done:	 Plot Result
+2016-08-23 11:00:36,952 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:00:36,952 DEBUG: ### Classification - Database:MultiOmic Feature:Methyl train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : RandomForest
+2016-08-23 11:00:36,952 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:00:36,952 DEBUG: Info:	 Shape X_train:(312, 127), Length of y_train:312
+2016-08-23 11:00:36,952 DEBUG: Info:	 Shape X_test:(35, 127), Length of y_test:35
+2016-08-23 11:00:36,953 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:00:36,953 DEBUG: Start:	 Classification
+2016-08-23 11:00:39,168 DEBUG: Info:	 Time for Classification: 2.21314096451[s]
+2016-08-23 11:00:39,168 DEBUG: Done:	 Classification
+2016-08-23 11:00:39,177 DEBUG: Start:	 Statistic Results
+2016-08-23 11:00:39,177 DEBUG: Info:	 Classification report:
+2016-08-23 11:00:39,178 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.90      1.00      0.95        26
+        Oui       1.00      0.67      0.80         9
+
+avg / total       0.92      0.91      0.91        35
+
+2016-08-23 11:00:39,180 DEBUG: Info:	 Statistics:
+2016-08-23 11:00:39,187 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.914285714286
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.872727
+5    Mean of F1-Score of top 20 classes by F1-Score        0.872727
+6    Mean of F1-Score of top 30 classes by F1-Score        0.872727
+2016-08-23 11:00:39,187 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:00:39,476 DEBUG: Done:	 Statistic Results
+2016-08-23 11:00:39,476 DEBUG: Start:	 Plot Result
+2016-08-23 11:00:39,690 DEBUG: Done:	 Plot Result
+2016-08-23 11:00:39,691 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:00:39,691 DEBUG: ### Classification - Database:MultiOmic Feature:Methyl train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SGD
+2016-08-23 11:00:39,691 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:00:39,691 DEBUG: Info:	 Shape X_train:(312, 127), Length of y_train:312
+2016-08-23 11:00:39,692 DEBUG: Info:	 Shape X_test:(35, 127), Length of y_test:35
+2016-08-23 11:00:39,692 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:00:39,692 DEBUG: Start:	 Classification
+2016-08-23 11:00:39,757 DEBUG: Info:	 Time for Classification: 0.0622010231018[s]
+2016-08-23 11:00:39,757 DEBUG: Done:	 Classification
+2016-08-23 11:00:39,758 DEBUG: Start:	 Statistic Results
+2016-08-23 11:00:39,759 DEBUG: Info:	 Classification report:
+2016-08-23 11:00:39,759 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.77      1.00      0.87        27
+        Oui       0.00      0.00      0.00         8
+
+avg / total       0.60      0.77      0.67        35
+
+2016-08-23 11:00:39,761 DEBUG: Info:	 Statistics:
+2016-08-23 11:00:39,769 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.771428571429
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes             0.5
+4    Mean of F1-Score of top 10 classes by F1-Score        0.435484
+5    Mean of F1-Score of top 20 classes by F1-Score        0.435484
+6    Mean of F1-Score of top 30 classes by F1-Score        0.435484
+2016-08-23 11:00:39,769 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:00:40,097 DEBUG: Done:	 Statistic Results
+2016-08-23 11:00:40,097 DEBUG: Start:	 Plot Result
+2016-08-23 11:00:40,305 DEBUG: Done:	 Plot Result
+2016-08-23 11:00:40,306 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:00:40,306 DEBUG: ### Classification - Database:MultiOmic Feature:Methyl train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : SVC
+2016-08-23 11:00:40,307 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:00:40,307 DEBUG: Info:	 Shape X_train:(312, 127), Length of y_train:312
+2016-08-23 11:00:40,307 DEBUG: Info:	 Shape X_test:(35, 127), Length of y_test:35
+2016-08-23 11:00:40,307 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:00:40,307 DEBUG: Start:	 Classification
+2016-08-23 11:02:01,155 DEBUG: Info:	 Time for Classification: 80.8456330299[s]
+2016-08-23 11:02:01,156 DEBUG: Done:	 Classification
+2016-08-23 11:02:01,158 DEBUG: Start:	 Statistic Results
+2016-08-23 11:02:01,158 DEBUG: Info:	 Classification report:
+2016-08-23 11:02:01,159 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       0.71      1.00      0.83        20
+        Oui       1.00      0.47      0.64        15
+
+avg / total       0.84      0.77      0.75        35
+
+2016-08-23 11:02:01,161 DEBUG: Info:	 Statistics:
+2016-08-23 11:02:01,168 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.771428571429
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.734848
+5    Mean of F1-Score of top 20 classes by F1-Score        0.734848
+6    Mean of F1-Score of top 30 classes by F1-Score        0.734848
+2016-08-23 11:02:01,168 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:02:01,456 DEBUG: Done:	 Statistic Results
+2016-08-23 11:02:01,456 DEBUG: Start:	 Plot Result
+2016-08-23 11:02:01,662 DEBUG: Done:	 Plot Result
diff --git a/Code/Results/20160823-110509-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log b/Code/Results/20160823-110509-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
new file mode 100644
index 00000000..22ce34e8
--- /dev/null
+++ b/Code/Results/20160823-110509-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
@@ -0,0 +1,41 @@
+2016-08-23 11:05:09,064 INFO: Begginging
+2016-08-23 11:05:09,081 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:05:09,081 DEBUG: ### Classification - Database:MultiOmic Feature:MiRNA_ train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : DecisionTree
+2016-08-23 11:05:09,081 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:05:09,095 DEBUG: Info:	 Shape X_train:(312, 25978), Length of y_train:312
+2016-08-23 11:05:09,095 DEBUG: Info:	 Shape X_test:(35, 25978), Length of y_test:35
+2016-08-23 11:05:09,095 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:05:09,095 DEBUG: Start:	 Classification
+2016-08-23 11:05:16,229 DEBUG: Info:	 Time for Classification: 7.14391708374[s]
+2016-08-23 11:05:16,229 DEBUG: Done:	 Classification
+2016-08-23 11:05:16,231 DEBUG: Start:	 Statistic Results
+2016-08-23 11:05:16,231 DEBUG: Info:	 Classification report:
+2016-08-23 11:05:16,232 DEBUG: 
+             precision    recall  f1-score   support
+
+        Non       1.00      0.85      0.92        26
+        Oui       0.69      1.00      0.82         9
+
+avg / total       0.92      0.89      0.89        35
+
+2016-08-23 11:05:16,234 DEBUG: Info:	 Statistics:
+2016-08-23 11:05:16,241 DEBUG: 
+                                          Statistic          Values
+0                            Accuracy score on test  0.885714285714
+1                        Top 10 classes by F1-Score      [Non, Oui]
+2                      Worst 10 classes by F1-Score      [Oui, Non]
+3  Ratio of classes with F1-Score==0 of all classes               0
+4    Mean of F1-Score of top 10 classes by F1-Score        0.867424
+5    Mean of F1-Score of top 20 classes by F1-Score        0.867424
+6    Mean of F1-Score of top 30 classes by F1-Score        0.867424
+2016-08-23 11:05:16,241 DEBUG: Info:	 Calculate Confusionmatrix
+2016-08-23 11:05:16,795 DEBUG: Done:	 Statistic Results
+2016-08-23 11:05:16,795 DEBUG: Start:	 Plot Result
+2016-08-23 11:05:17,004 DEBUG: Done:	 Plot Result
+2016-08-23 11:05:17,014 DEBUG: ### Main Programm for Classification MonoView
+2016-08-23 11:05:17,014 DEBUG: ### Classification - Database:MultiOmic Feature:MiRNA_ train_size:0.9, CrossValidation k-folds:2, cores:1, algorithm : KNN
+2016-08-23 11:05:17,015 DEBUG: Start:	 Determine Train/Test split
+2016-08-23 11:05:17,028 DEBUG: Info:	 Shape X_train:(312, 25978), Length of y_train:312
+2016-08-23 11:05:17,028 DEBUG: Info:	 Shape X_test:(35, 25978), Length of y_test:35
+2016-08-23 11:05:17,029 DEBUG: Done:	 Determine Train/Test split
+2016-08-23 11:05:17,029 DEBUG: Start:	 Classification
diff --git a/Code/Results/20160823-110659-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log b/Code/Results/20160823-110659-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
new file mode 100644
index 00000000..2bf73ae2
--- /dev/null
+++ b/Code/Results/20160823-110659-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
@@ -0,0 +1,3 @@
+2016-08-23 11:06:59,550 INFO: Begginging
+2016-08-23 11:06:59,554 INFO: ### Main Programm for Multiview Classification
+2016-08-23 11:06:59,555 INFO: ### Classification - Database : MultiOmic ; Views : Methyl, MiRNA_, RNASeq, Clinic ; Algorithm : Fusion ; Cores : 1
diff --git a/Code/Results/20160823-110859-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log b/Code/Results/20160823-110859-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
new file mode 100644
index 00000000..69aa2366
--- /dev/null
+++ b/Code/Results/20160823-110859-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
@@ -0,0 +1,9 @@
+2016-08-23 11:08:59,084 INFO: Begginging
+2016-08-23 11:08:59,088 INFO: ### Main Programm for Multiview Classification
+2016-08-23 11:08:59,089 INFO: ### Classification - Database : MultiOmic ; Views : Methyl, MiRNA_, RNASeq, Clinic ; Algorithm : Fusion ; Cores : 1
+2016-08-23 11:08:59,089 INFO: Info:	 Shape of Methyl :(347, 25978)
+2016-08-23 11:08:59,089 INFO: Info:	 Shape of MiRNA_ :(347, 1046)
+2016-08-23 11:08:59,090 INFO: Info:	 Shape of RANSeq :(347, 73599)
+2016-08-23 11:08:59,090 INFO: Info:	 Shape of Clinic :(347, 127)
+2016-08-23 11:08:59,090 INFO: Done:	 Read Database Files
+2016-08-23 11:08:59,090 INFO: Start:	 Determine validation split for ratio 0.9
diff --git a/Code/Results/20160823-111036-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log b/Code/Results/20160823-111036-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
new file mode 100644
index 00000000..8ca5253c
--- /dev/null
+++ b/Code/Results/20160823-111036-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
@@ -0,0 +1,11 @@
+2016-08-23 11:10:36,299 INFO: Begginging
+2016-08-23 11:10:36,303 INFO: ### Main Programm for Multiview Classification
+2016-08-23 11:10:36,303 INFO: ### Classification - Database : MultiOmic ; Views : Methyl, MiRNA_, RNASeq, Clinic ; Algorithm : Fusion ; Cores : 1
+2016-08-23 11:10:36,303 INFO: Info:	 Shape of Methyl :(347, 25978)
+2016-08-23 11:10:36,304 INFO: Info:	 Shape of MiRNA_ :(347, 1046)
+2016-08-23 11:10:36,304 INFO: Info:	 Shape of RANSeq :(347, 73599)
+2016-08-23 11:10:36,304 INFO: Info:	 Shape of Clinic :(347, 127)
+2016-08-23 11:10:36,305 INFO: Done:	 Read Database Files
+2016-08-23 11:10:36,305 INFO: Start:	 Determine validation split for ratio 0.9
+2016-08-23 11:10:36,307 INFO: Done:	 Determine validation split
+2016-08-23 11:10:36,307 INFO: Start:	 Determine 2 folds
diff --git a/Code/Results/20160823-111124-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log b/Code/Results/20160823-111124-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
new file mode 100644
index 00000000..a3bfd6e3
--- /dev/null
+++ b/Code/Results/20160823-111124-CMultiV-Benchmark-Methyl_MiRNA__RNASeq_Clinic-MultiOmic-LOG.log
@@ -0,0 +1,17 @@
+2016-08-23 11:11:24,815 INFO: Begginging
+2016-08-23 11:11:24,818 INFO: ### Main Programm for Multiview Classification
+2016-08-23 11:11:24,818 INFO: ### Classification - Database : MultiOmic ; Views : Methyl, MiRNA_, RNASeq, Clinic ; Algorithm : Fusion ; Cores : 1
+2016-08-23 11:11:24,819 INFO: Info:	 Shape of Methyl :(347, 25978)
+2016-08-23 11:11:24,819 INFO: Info:	 Shape of MiRNA_ :(347, 1046)
+2016-08-23 11:11:24,820 INFO: Info:	 Shape of RANSeq :(347, 73599)
+2016-08-23 11:11:24,820 INFO: Info:	 Shape of Clinic :(347, 127)
+2016-08-23 11:11:24,820 INFO: Done:	 Read Database Files
+2016-08-23 11:11:24,820 INFO: Start:	 Determine validation split for ratio 0.9
+2016-08-23 11:11:24,823 INFO: Done:	 Determine validation split
+2016-08-23 11:11:24,823 INFO: Start:	 Determine 2 folds
+2016-08-23 11:11:24,849 INFO: Info:	 Length of Learning Sets: 157
+2016-08-23 11:11:24,849 INFO: Info:	 Length of Testing Sets: 156
+2016-08-23 11:11:24,849 INFO: Info:	 Length of Validation Set: 34
+2016-08-23 11:11:24,849 INFO: Done:	 Determine folds
+2016-08-23 11:11:24,849 INFO: Start:	 Learning with Fusion and 2 folds
+2016-08-23 11:11:24,849 INFO: Start:	 Gridsearching best settings for monoview classifiers
-- 
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